{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Finishing up: Visualizing Datatypes - Tabular data with Pandas\n", "1. Tabular data\n", " 1. with Pandas (https://pandas.pydata.org/)\n", " 1. ~~with NumPy (https://numpy.org/) (probably not time though... maybe next time?)~~\n", "\n", "### and \n", "\n", "# Colormaps\n", "\n", "\n", "**NOTE:** we will probably not cover all of the material listed here, but its included as extra materials for fun!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start this notebook by importing our usual things:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#%matplotlib inline\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "#matplotlib.rcParams[\"font.family\"] = \"sans-serif\" # note, could also use like \"sans-serif\" others, just google\n", "\n", "# lets also import numpy\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Tabular Data with Pandas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also try making some histograms from tabular data, in this case a CSV file.\n", "\n", "Make sure you have the building inventory downloaded from the class website! https://uiuc-ischool-dataviz.github.io/is445_AOUAOG_fall2021/week02/data/building_inventory.csv\n", "\n", "You can also learn more about this dataset on its original site: https://data.illinois.gov/dataset/87building_inventory" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also do a lot of these things with the `pandas` library.\n", "\n", "(This is something you can pip or anaconda install if you need to.)\n", "\n", "We'll import pandas with the \"pd\" shorthand to make our lives easier:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# You can download a CSV file and read from where you've downloaded:\n", "#buildings = pd.read_csv('/Users/jnaiman/Downloads/building_inventory.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: you can read directly from the web: " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "buildings = pd.read_csv('https://github.com/UIUC-iSchool-DataViz/is445_data/raw/main/building_inventory.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can take a quick look at our pandas `dataframe` object \"in line\":" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
0Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use19751975144110UnusualUnusualNot provided
1Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
2Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
3Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
4Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
..................................................................
8857Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte. 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In Use00432100StorageNaNNaN
8858Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In Use00330100StorageNaNNaN
8859Department of TransportationQuincy Maintenance Storage Facility800 Koch's LaneQuincy62305Adams18Darin M. LaHood94Frese Randy E....In Use01987130100StorageHigh HazardNaN
8860Illinois Community College BoardIllinois Valley Community College - Oglesby815 North Orlando Smith AvenueOglesby61348LaSalle16Adam Kinzinger76Long Jerry Lee...In Use1971197149552110EducationEducationNot provided
8861Department of Military AffairsPeoria Army Aviation Support Facility2323 S. Airport RdPeoria61607Peoria17Cheri Bustos92Gordon-Booth Jehan...In Progress02017288100Utiility & MiscellanUtiility & MiscellanNaN
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8862 rows × 22 columns

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" ], "text/plain": [ " Agency Name \\\n", "0 Department of Natural Resources \n", "1 Department of Natural Resources \n", "2 Department of Natural Resources \n", "3 Department of Natural Resources \n", "4 Department of Natural Resources \n", "... ... \n", "8857 Department of Transportation \n", "8858 Department of Transportation \n", "8859 Department of Transportation \n", "8860 Illinois Community College Board \n", "8861 Department of Military Affairs \n", "\n", " Location Name \\\n", "0 Anderson Lake Conservation Area - Fulton County \n", "1 Anderson Lake Conservation Area - Fulton County \n", "2 Anderson Lake Conservation Area - Fulton County \n", "3 Anderson Lake Conservation Area - Fulton County \n", "4 Anderson Lake Conservation Area - Fulton County \n", "... ... \n", "8857 Belvidere Maintenance Storage Facility - Boone... \n", "8858 Belvidere Maintenance Storage Facility - Boone... \n", "8859 Quincy Maintenance Storage Facility \n", "8860 Illinois Valley Community College - Oglesby \n", "8861 Peoria Army Aviation Support Facility \n", "\n", " Address City Zip code County \\\n", "0 Anderson Lake C.a. Astoria 61501 Fulton \n", "1 Anderson Lake C.a. Astoria 61501 Fulton \n", "2 Anderson Lake C.a. Astoria 61501 Fulton \n", "3 Anderson Lake C.a. Astoria 61501 Fulton \n", "4 Anderson Lake C.a. Astoria 61501 Fulton \n", "... ... ... ... ... \n", "8857 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8858 9797 Illinois Rte 76 Belvidere 61008 Boone \n", "8859 800 Koch's Lane Quincy 62305 Adams \n", "8860 815 North Orlando Smith Avenue Oglesby 61348 LaSalle \n", "8861 2323 S. Airport Rd Peoria 61607 Peoria \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "0 17 Cheri Bustos 93 Hammond Norine K. \n", "1 17 Cheri Bustos 93 Hammond Norine K. \n", "2 17 Cheri Bustos 93 Hammond Norine K. \n", "3 17 Cheri Bustos 93 Hammond Norine K. \n", "4 17 Cheri Bustos 93 Hammond Norine K. \n", "... ... ... ... ... \n", "8857 16 Adam Kinzinger 69 Sosnowski Joe \n", "8858 16 Adam Kinzinger 69 Sosnowski Joe \n", "8859 18 Darin M. LaHood 94 Frese Randy E. \n", "8860 16 Adam Kinzinger 76 Long Jerry Lee \n", "8861 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "0 ... In Use 1975 1975 144 \n", "1 ... In Use 2004 2004 144 \n", "2 ... In Use 2004 2004 144 \n", "3 ... In Use 2004 2004 144 \n", "4 ... In Use 2004 2004 144 \n", "... ... ... ... ... ... \n", "8857 ... In Use 0 0 432 \n", "8858 ... In Use 0 0 330 \n", "8859 ... In Use 0 1987 130 \n", "8860 ... In Use 1971 1971 49552 \n", "8861 ... In Progress 0 2017 288 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade \\\n", "0 1 1 0 \n", "1 1 1 0 \n", "2 1 1 0 \n", "3 1 1 0 \n", "4 1 1 0 \n", "... ... ... ... \n", "8857 1 0 0 \n", "8858 1 0 0 \n", "8859 1 0 0 \n", "8860 1 1 0 \n", "8861 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "0 Unusual Unusual Not provided \n", "1 Unusual Unusual Not provided \n", "2 Unusual Unusual Not provided \n", "3 Unusual Unusual Not provided \n", "4 Unusual Unusual Not provided \n", "... ... ... ... \n", "8857 Storage NaN NaN \n", "8858 Storage NaN NaN \n", "8859 Storage High Hazard NaN \n", "8860 Education Education Not provided \n", "8861 Utiility & Miscellan Utiility & Miscellan NaN \n", "\n", "[8862 rows x 22 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings\n", "# formatting here is sort of nice" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pandas comes with a lot of nice built in functions like for example, we can easily count how many entries there are in this dataset:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RangeIndex(start=0, stop=8862, step=1)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how many entries are there? as an iterable\n", "buildings.index" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can print out slices of our dataset by index like so:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
0Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use19751975144110UnusualUnusualNot provided
1Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
2Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
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3 rows × 22 columns

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" ], "text/plain": [ " Agency Name \\\n", "0 Department of Natural Resources \n", "1 Department of Natural Resources \n", "2 Department of Natural Resources \n", "\n", " Location Name Address \\\n", "0 Anderson Lake Conservation Area - Fulton County Anderson Lake C.a. \n", "1 Anderson Lake Conservation Area - Fulton County Anderson Lake C.a. \n", "2 Anderson Lake Conservation Area - Fulton County Anderson Lake C.a. \n", "\n", " City Zip code County Congress Dist Congressional Full Name Rep Dist \\\n", "0 Astoria 61501 Fulton 17 Cheri Bustos 93 \n", "1 Astoria 61501 Fulton 17 Cheri Bustos 93 \n", "2 Astoria 61501 Fulton 17 Cheri Bustos 93 \n", "\n", " Rep Full Name ... Bldg Status Year Acquired Year Constructed \\\n", "0 Hammond Norine K. ... In Use 1975 1975 \n", "1 Hammond Norine K. ... In Use 2004 2004 \n", "2 Hammond Norine K. ... In Use 2004 2004 \n", "\n", " Square Footage Total Floors Floors Above Grade Floors Below Grade \\\n", "0 144 1 1 0 \n", "1 144 1 1 0 \n", "2 144 1 1 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "0 Unusual Unusual Not provided \n", "1 Unusual Unusual Not provided \n", "2 Unusual Unusual Not provided \n", "\n", "[3 rows x 22 columns]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.iloc[0:3] # subset by index" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can build up querys, like grab the agency name of the 100-110'th entries:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "100 Department of Natural Resources\n", "101 Department of Natural Resources\n", "102 Department of Natural Resources\n", "103 Department of Natural Resources\n", "104 Department of Natural Resources\n", "105 Department of Natural Resources\n", "106 Department of Natural Resources\n", "107 Department of Natural Resources\n", "108 Department of Natural Resources\n", "109 Department of Juvenile Justice\n", "Name: Agency Name, dtype: object" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.iloc[100:110][\"Agency Name\"] # grab 1-10 entries, and print out the Agency names of those entries" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use NumPy-like functions, like counting how many unique agency names are in our dataset:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "35" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Agency Name\"].nunique() # how many unique agencies" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also do this with categorical data, like the building status:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['In Use', 'Abandon', 'In Progress'], dtype=object)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Bldg Status\"].unique() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you are used to R at all, the `describe` function is sort of like \"summary\" function, and basically giving some summary statistics for the numerical data in our dataset.\n", "\n", "Note that some of these statistics don't make sense, for example the \"mean\" zip code doesn't make physical sense." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Zip codeCongress DistRep DistSenate DistYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below Grade
count8862.0000008862.0000008862.0000008862.0000008862.0000008862.0000008.862000e+038862.0000008862.0000008862.000000
mean61821.07684513.40408592.30331846.4085991913.2676601906.1351841.147603e+041.6360871.4493340.161589
std1095.2033574.03793623.56845711.781038337.024796351.1806423.817263e+041.5376031.2868980.392717
min1235.0000000.0000000.0000000.0000000.0000000.0000000.000000e+000.0000000.0000000.000000
25%61105.00000012.00000079.00000040.0000001957.0000001953.0000002.330000e+021.0000001.0000000.000000
50%62023.00000014.00000097.00000049.0000001975.0000001974.0000001.600000e+031.0000001.0000000.000000
75%62650.00000016.000000110.00000055.0000001992.0000001991.0000006.426500e+032.0000001.0000000.000000
max68297.00000018.000000119.00000060.0000002019.0000002019.0000001.200000e+0631.00000030.0000004.000000
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" ], "text/plain": [ " Zip code Congress Dist Rep Dist Senate Dist Year Acquired \\\n", "count 8862.000000 8862.000000 8862.000000 8862.000000 8862.000000 \n", "mean 61821.076845 13.404085 92.303318 46.408599 1913.267660 \n", "std 1095.203357 4.037936 23.568457 11.781038 337.024796 \n", "min 1235.000000 0.000000 0.000000 0.000000 0.000000 \n", "25% 61105.000000 12.000000 79.000000 40.000000 1957.000000 \n", "50% 62023.000000 14.000000 97.000000 49.000000 1975.000000 \n", "75% 62650.000000 16.000000 110.000000 55.000000 1992.000000 \n", "max 68297.000000 18.000000 119.000000 60.000000 2019.000000 \n", "\n", " Year Constructed Square Footage Total Floors Floors Above Grade \\\n", "count 8862.000000 8.862000e+03 8862.000000 8862.000000 \n", "mean 1906.135184 1.147603e+04 1.636087 1.449334 \n", "std 351.180642 3.817263e+04 1.537603 1.286898 \n", "min 0.000000 0.000000e+00 0.000000 0.000000 \n", "25% 1953.000000 2.330000e+02 1.000000 1.000000 \n", "50% 1974.000000 1.600000e+03 1.000000 1.000000 \n", "75% 1991.000000 6.426500e+03 2.000000 1.000000 \n", "max 2019.000000 1.200000e+06 31.000000 30.000000 \n", "\n", " Floors Below Grade \n", "count 8862.000000 \n", "mean 0.161589 \n", "std 0.392717 \n", "min 0.000000 \n", "25% 0.000000 \n", "50% 0.000000 \n", "75% 0.000000 \n", "max 4.000000 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of using `.iloc` before, we can filter our data by using `.loc` which allows us to pass filtering information.\n", "\n", "For example, let's only look at buildings that have zero square footage:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
74Department of Natural ResourcesRock Island Trail State Park - Stark CountyRr #1, Box 64Wyoming61491Stark18Darin M. LaHood73Spain Ryan...In Use198819880110AssemblyAssemblyNot provided
76Department of Natural ResourcesRock Island Trail State Park - Stark CountyRr #1, Box 64Wyoming61491Stark18Darin M. LaHood73Spain Ryan...In Use198819880110BusinessBusinessNot provided
181Department of CorrectionsVandalia Correctional Center - Fayette CountyP.o. Box 500, Rte. 51 N.Vandalia62471Fayette15John Shimkus107Cavaletto John...In Use200120010110IndustrialIndustrialNot provided
333Department of TransportationGurnee - Lake County3516 West Washington StreetGurnee60031Lake18Darin M. LaHood99Wojcicki Jimene Sara...In Use200120010110StorageStorageNot provided
421Northern Illinois UniversityNorthern Illinois University - DeKalbNorthern Illinois UniversityDekalb60115DeKalb16Adam Kinzinger70Pritchard Robert W....In Use199919990211EducationEducationNot provided
422Northern Illinois UniversityNorthern Illinois University - DeKalb1805 West Lincoln HwyDekalb60115DeKalb16Adam Kinzinger70Pritchard Robert W....In Use199719200431StorageStorageNot provided
507Department of Natural ResourcesChain O'Lakes CA and SP - McHenry County39947 North State Park RoadSpring Grove60081McHenry14Randy Hultgren64Wheeler Barbara...In Use200120010110ResidentialResidentialNot provided
540Department of AgricultureDuQuoin State Fairgrounds - Perry CountyRoute #2, Box 306Duquoin62832Perry12Mike Bost115Bryant Terri...In Use198819880110StorageStorageNot provided
551Department of Natural ResourcesNauvoo State Park - Hancock CountySo SidneyNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Use000110StorageStorageNot provided
552Department of Natural ResourcesNauvoo State Park - Hancock CountyKimball StreetNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Use000110ResidentialResidentialNot provided
805Department of Natural ResourcesRice Lake Conservation Area - Fulton CountyR. R. #3Canton61520Fulton17Cheri Bustos91Unes Michael D....In Use000110IndustrialStorageNot provided
1064Department of TransportationDixon Springs Maintenance Storage Facility - P...Rt. 145 1 Mi. S Of Rt. 146Dixon Springs62943Pope15John Shimkus118Phelps Brandon W....In Use000110StorageStorageNot provided
1148Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use196319630110StorageStorageNot provided
1149Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use196819680110StorageStorageNot provided
1151Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use198519850110AssemblyAssemblyNot provided
1163Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use196019600110UnusualUnusualNot provided
1473Department of Natural ResourcesGolconda MarinaOhio River Rec AreaGolconda62938Pope15John Shimkus118Phelps Brandon W....In Use199019900110UnusualUnusualNot provided
1827Department of Natural ResourcesSiloam Springs State Park - Adams CountyRr #1, Box 204Clayton62324Adams18Darin M. LaHood94Frese Randy E....In Use000110IndustrialIndustrialNot provided
2289Department of Human ServicesTinley Park Mental Health Center - Cook County7400 West 183rd StreetTinley Park60477Cook1Bobby L. Rush38Riley Al...In Use000110IndustrialIndustrialNot provided
2290Department of Human ServicesTinley Park Mental Health Center - Cook County7400 West 183rd StreetTinley Park60477Cook1Bobby L. Rush38Riley Al...In Use000110IndustrialIndustrialNot provided
2291Department of Human ServicesTinley Park Mental Health Center - Cook County7400 West 183rd StreetTinley Park60477Cook1Bobby L. Rush38Riley Al...In Use000110IndustrialIndustrialNot provided
2384Department of Natural ResourcesGiant City State Park & Lodge - Jackson CountyP.o. Box 70Makanda62958Jackson12Mike Bost118Phelps Brandon W....Abandon000110ResidentialResidentialNot provided
2385Department of Natural ResourcesGiant City State Park & Lodge - Jackson CountyP.o. Box 70Makanda62958Jackson12Mike Bost118Phelps Brandon W....Abandon000110StorageStorageNot provided
2391Historic Preservation AgencyShawneetown Bank Historic Site - Gallatin CountyRr #1Old Shawneetown62984Gallatin15John Shimkus118Phelps Brandon W....Abandon000110StorageStorageNot provided
2392Department of Natural ResourcesStarved Rock State Park & Lodge - LaSalle CountyStarved Rock SpUtica61373LaSalle16Adam Kinzinger76Long Jerry Lee...Abandon000110IndustrialIndustrialNot provided
2402Department of Natural ResourcesPere Marquette State Park - Jersey CountyP.o. Box 158Grafton62037Jersey13Rodney L. Davis100Davidsmeyer C. D....Abandon000110UnusualUnusualNot provided
2407Department of Veterans' AffairsIllinois Veterans' Home at MantenoOne Veterans DriveManteno60950Kankakee2Robin Kelly34Sims, Jr. Elgie R....Abandon000110IndustrialIndustrialNot provided
2408Department of Veterans' AffairsIllinois Veterans' Home at MantenoOne Veterans DriveManteno60950Kankakee2Robin Kelly34Sims, Jr. Elgie R....Abandon000110Health CareHealth CareNot provided
2410Department of Veterans' AffairsIllinois Veterans' Home at MantenoOne Veterans DriveManteno60950Kankakee2Robin Kelly34Sims, Jr. Elgie R....Abandon000110IndustrialIndustrialNot provided
2413Department of Human ServicesAlton Mental Health Center - Madison County4500 College AveAlton62202Madison12Mike Bost111Beiser Daniel V....In Use000110IndustrialIndustrialNot provided
2414Department of Human ServicesLincoln Developmental Center - Logan County861 South State StreetLincoln62656Logan18Darin M. LaHood87Butler Tim...Abandon195119510110IndustrialIndustrialEducation
2422Department of CorrectionsStateville Correctional Center - JolietRt 53 & Division StJoliet60434Will11Bill Foster86Walsh, Jr. Lawrence M....Abandon000110Detention & CorrecDetention & CorrecNot provided
2426Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2427Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2430Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2431Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2432Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2442Southern Illinois UniversitySouthern Illinois University - CarbondaleCabondale CampusCarbondale62901Jackson12Mike Bost115Bryant Terri...Abandon000110Not providedNot providedNot provided
2443Southern Illinois UniversitySouthern Illinois University - CarbondaleCarbondale CampusCarbondale62901Jackson12Mike Bost115Bryant Terri...Abandon000110Not providedNot providedNot provided
2457Department of Natural ResourcesFranklin Creek Natural Area - Lee County1872 Twist RoadFranklin Grove61031Lee16Adam Kinzinger90Demmer Tom...In Use199019900110UnusualUnusualNot provided
2943Department of Natural ResourcesIllini State Park - LaSalle CountyRural Route 1Marseilles61341LaSalle16Adam Kinzinger76Long Jerry Lee...In Use199019900110StorageStorageNot provided
3525Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199719970110StorageStorageNot provided
3530Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199119910110UnusualUnusualNot provided
3533Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199419940110UnusualUnusualNot provided
3534Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199419940110BusinessBusinessNot provided
3535Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199619960110MercantileMercantileNot provided
5679Department of CorrectionsRobinson Correctional Center - Crawford County13423 East 1150th AvenueRobinson62454Crawford15John Shimkus110Phillips Reginald...In Use199019900110IndustrialIndustrialNot provided
5706Department of CorrectionsBig Muddy Correctional Center - Jefferson CountyRt. 37, P. O. Box 1000Ina62846Jefferson12Mike Bost115Bryant Terri...In Use199219920110IndustrialIndustrialNot provided
5750Department of CorrectionsPinckneyville Correctional Center - Perry CountyRoute #154 EastPinckneyville62274Perry12Mike Bost116Costello, II Jerry...In Use199719970110Detention & CorrecBusinessNot provided
8662Department of Natural ResourcesHorseshoe Lake State Park - Madison County3321 State Route 111Granite City62040Madison12Mike Bost112Stuart Katie...In Use000000UnusualNot providedNot provided
8676Department of Natural ResourcesKankakee River Conservation Area and State ParkKankakee River Conservation Area and State ParkBourbonnais60914Kankakee2Robin Kelly79Parkhurst Lindsay...In Use020150100Utiility & MiscellanNot providedNot provided
8677Department of Natural ResourcesKankakee River Conservation Area and State ParkKankakee River Conservation Area and State ParkKankakee60914Kankakee2Robin Kelly79Parkhurst Lindsay...Abandon000100Utiility & MiscellanNot providedNot provided
8686Department of TransportationMissouri Avenue Pump Station200 Missouri AvenueEast St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In Use000100UnusualUnusualNot provided
8687Department of Transportation42nd Street Pump Station4301 St. Clair AvenueEast St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In Use000100UnusualUnusualNot provided
8688Department of TransportationMcCambridge Pump Station300 IL Route 203Madison62060Madison12Mike Bost113Hoffman Jay...In Use000100UnusualUnusualNot provided
8790Department of TransportationFrankfortUSE THIS NUMBER FOR THE NEXT NEW BUILDING # AT...SPRINGFIELD62703Will1Bobby L. Rush80DeLuca Anthony...In Progress000000Not providedNaNNaN
8802Department of Military AffairsSparta Armory - Randolph County1803 North Hill Crest DrSparta62286Randolph12Mike Bost116Costello, II Jerry...In Progress000100Utiility & MiscellanNaNNaN
\n", "

57 rows × 22 columns

\n", "
" ], "text/plain": [ " Agency Name \\\n", "74 Department of Natural Resources \n", "76 Department of Natural Resources \n", "181 Department of Corrections \n", "333 Department of Transportation \n", "421 Northern Illinois University \n", "422 Northern Illinois University \n", "507 Department of Natural Resources \n", "540 Department of Agriculture \n", "551 Department of Natural Resources \n", "552 Department of Natural Resources \n", "805 Department of Natural Resources \n", "1064 Department of Transportation \n", "1148 Department of Natural Resources \n", "1149 Department of Natural Resources \n", "1151 Department of Natural Resources \n", "1163 Department of Natural Resources \n", "1473 Department of Natural Resources \n", "1827 Department of Natural Resources \n", "2289 Department of Human Services \n", "2290 Department of Human Services \n", "2291 Department of Human Services \n", "2384 Department of Natural Resources \n", "2385 Department of Natural Resources \n", "2391 Historic Preservation Agency \n", "2392 Department of Natural Resources \n", "2402 Department of Natural Resources \n", "2407 Department of Veterans' Affairs \n", "2408 Department of Veterans' Affairs \n", "2410 Department of Veterans' Affairs \n", "2413 Department of Human Services \n", "2414 Department of Human Services \n", "2422 Department of Corrections \n", "2426 Department of Corrections \n", "2427 Department of Corrections \n", "2430 Department of Corrections \n", "2431 Department of Corrections \n", "2432 Department of Corrections \n", "2442 Southern Illinois University \n", "2443 Southern Illinois University \n", "2457 Department of Natural Resources \n", "2943 Department of Natural Resources \n", "3525 Department of Natural Resources \n", "3530 Department of Natural Resources \n", "3533 Department of Natural Resources \n", "3534 Department of Natural Resources \n", "3535 Department of Natural Resources \n", "5679 Department of Corrections \n", "5706 Department of Corrections \n", "5750 Department of Corrections \n", "8662 Department of Natural Resources \n", "8676 Department of Natural Resources \n", "8677 Department of Natural Resources \n", "8686 Department of Transportation \n", "8687 Department of Transportation \n", "8688 Department of Transportation \n", "8790 Department of Transportation \n", "8802 Department of Military Affairs \n", "\n", " Location Name \\\n", "74 Rock Island Trail State Park - Stark County \n", "76 Rock Island Trail State Park - Stark County \n", "181 Vandalia Correctional Center - Fayette County \n", "333 Gurnee - Lake County \n", "421 Northern Illinois University - DeKalb \n", "422 Northern Illinois University - DeKalb \n", "507 Chain O'Lakes CA and SP - McHenry County \n", "540 DuQuoin State Fairgrounds - Perry County \n", "551 Nauvoo State Park - Hancock County \n", "552 Nauvoo State Park - Hancock County \n", "805 Rice Lake Conservation Area - Fulton County \n", "1064 Dixon Springs Maintenance Storage Facility - P... \n", "1148 Saline County Conservation Area - Saline County \n", "1149 Saline County Conservation Area - Saline County \n", "1151 Saline County Conservation Area - Saline County \n", "1163 Saline County Conservation Area - Saline County \n", "1473 Golconda Marina \n", "1827 Siloam Springs State Park - Adams County \n", "2289 Tinley Park Mental Health Center - Cook County \n", "2290 Tinley Park Mental Health Center - Cook County \n", "2291 Tinley Park Mental Health Center - Cook County \n", "2384 Giant City State Park & Lodge - Jackson County \n", "2385 Giant City State Park & Lodge - Jackson County \n", "2391 Shawneetown Bank Historic Site - Gallatin County \n", "2392 Starved Rock State Park & Lodge - LaSalle County \n", "2402 Pere Marquette State Park - Jersey County \n", "2407 Illinois Veterans' Home at Manteno \n", "2408 Illinois Veterans' Home at Manteno \n", "2410 Illinois Veterans' Home at Manteno \n", "2413 Alton Mental Health Center - Madison County \n", "2414 Lincoln Developmental Center - Logan County \n", "2422 Stateville Correctional Center - Joliet \n", "2426 East Moline Correctional Center - Rock Island ... \n", "2427 East Moline Correctional Center - Rock Island ... \n", "2430 East Moline Correctional Center - Rock Island ... \n", "2431 East Moline Correctional Center - Rock Island ... \n", "2432 East Moline Correctional Center - Rock Island ... \n", "2442 Southern Illinois University - Carbondale \n", "2443 Southern Illinois University - Carbondale \n", "2457 Franklin Creek Natural Area - Lee County \n", "2943 Illini State Park - LaSalle County \n", "3525 Moraine View State Park - McLean County \n", "3530 Moraine View State Park - McLean County \n", "3533 Moraine View State Park - McLean County \n", "3534 Moraine View State Park - McLean County \n", "3535 Moraine View State Park - McLean County \n", "5679 Robinson Correctional Center - Crawford County \n", "5706 Big Muddy Correctional Center - Jefferson County \n", "5750 Pinckneyville Correctional Center - Perry County \n", "8662 Horseshoe Lake State Park - Madison County \n", "8676 Kankakee River Conservation Area and State Park \n", "8677 Kankakee River Conservation Area and State Park \n", "8686 Missouri Avenue Pump Station \n", "8687 42nd Street Pump Station \n", "8688 McCambridge Pump Station \n", "8790 Frankfort \n", "8802 Sparta Armory - Randolph County \n", "\n", " Address City \\\n", "74 Rr #1, Box 64 Wyoming \n", "76 Rr #1, Box 64 Wyoming \n", "181 P.o. Box 500, Rte. 51 N. Vandalia \n", "333 3516 West Washington Street Gurnee \n", "421 Northern Illinois University Dekalb \n", "422 1805 West Lincoln Hwy Dekalb \n", "507 39947 North State Park Road Spring Grove \n", "540 Route #2, Box 306 Duquoin \n", "551 So Sidney Nauvoo \n", "552 Kimball Street Nauvoo \n", "805 R. R. #3 Canton \n", "1064 Rt. 145 1 Mi. S Of Rt. 146 Dixon Springs \n", "1148 R.r. #1 Box 30 Equality \n", "1149 R.r. #1 Box 30 Equality \n", "1151 R.r. #1 Box 30 Equality \n", "1163 R.r. #1 Box 30 Equality \n", "1473 Ohio River Rec Area Golconda \n", "1827 Rr #1, Box 204 Clayton \n", "2289 7400 West 183rd Street Tinley Park \n", "2290 7400 West 183rd Street Tinley Park \n", "2291 7400 West 183rd Street Tinley Park \n", "2384 P.o. Box 70 Makanda \n", "2385 P.o. Box 70 Makanda \n", "2391 Rr #1 Old Shawneetown \n", "2392 Starved Rock Sp Utica \n", "2402 P.o. Box 158 Grafton \n", "2407 One Veterans Drive Manteno \n", "2408 One Veterans Drive Manteno \n", "2410 One Veterans Drive Manteno \n", "2413 4500 College Ave Alton \n", "2414 861 South State Street Lincoln \n", "2422 Rt 53 & Division St Joliet \n", "2426 100 Hillcrest Road East Moline \n", "2427 100 Hillcrest Road East Moline \n", "2430 100 Hillcrest Road East Moline \n", "2431 100 Hillcrest Road East Moline \n", "2432 100 Hillcrest Road East Moline \n", "2442 Cabondale Campus Carbondale \n", "2443 Carbondale Campus Carbondale \n", "2457 1872 Twist Road Franklin Grove \n", "2943 Rural Route 1 Marseilles \n", "3525 R.r. #2, Box 110 Leroy \n", "3530 R.r. #2, Box 110 Leroy \n", "3533 R.r. #2, Box 110 Leroy \n", "3534 R.r. #2, Box 110 Leroy \n", "3535 R.r. #2, Box 110 Leroy \n", "5679 13423 East 1150th Avenue Robinson \n", "5706 Rt. 37, P. O. Box 1000 Ina \n", "5750 Route #154 East Pinckneyville \n", "8662 3321 State Route 111 Granite City \n", "8676 Kankakee River Conservation Area and State Park Bourbonnais \n", "8677 Kankakee River Conservation Area and State Park Kankakee \n", "8686 200 Missouri Avenue East St. Louis \n", "8687 4301 St. Clair Avenue East St. Louis \n", "8688 300 IL Route 203 Madison \n", "8790 USE THIS NUMBER FOR THE NEXT NEW BUILDING # AT... SPRINGFIELD \n", "8802 1803 North Hill Crest Dr Sparta \n", "\n", " Zip code County Congress Dist Congressional Full Name Rep Dist \\\n", "74 61491 Stark 18 Darin M. LaHood 73 \n", "76 61491 Stark 18 Darin M. LaHood 73 \n", "181 62471 Fayette 15 John Shimkus 107 \n", "333 60031 Lake 18 Darin M. LaHood 99 \n", "421 60115 DeKalb 16 Adam Kinzinger 70 \n", "422 60115 DeKalb 16 Adam Kinzinger 70 \n", "507 60081 McHenry 14 Randy Hultgren 64 \n", "540 62832 Perry 12 Mike Bost 115 \n", "551 62354 Hancock 18 Darin M. LaHood 94 \n", "552 62354 Hancock 18 Darin M. LaHood 94 \n", "805 61520 Fulton 17 Cheri Bustos 91 \n", "1064 62943 Pope 15 John Shimkus 118 \n", "1148 62934 Saline 15 John Shimkus 118 \n", "1149 62934 Saline 15 John Shimkus 118 \n", "1151 62934 Saline 15 John Shimkus 118 \n", "1163 62934 Saline 15 John Shimkus 118 \n", "1473 62938 Pope 15 John Shimkus 118 \n", "1827 62324 Adams 18 Darin M. LaHood 94 \n", "2289 60477 Cook 1 Bobby L. Rush 38 \n", "2290 60477 Cook 1 Bobby L. Rush 38 \n", "2291 60477 Cook 1 Bobby L. Rush 38 \n", "2384 62958 Jackson 12 Mike Bost 118 \n", "2385 62958 Jackson 12 Mike Bost 118 \n", "2391 62984 Gallatin 15 John Shimkus 118 \n", "2392 61373 LaSalle 16 Adam Kinzinger 76 \n", "2402 62037 Jersey 13 Rodney L. Davis 100 \n", "2407 60950 Kankakee 2 Robin Kelly 34 \n", "2408 60950 Kankakee 2 Robin Kelly 34 \n", "2410 60950 Kankakee 2 Robin Kelly 34 \n", "2413 62202 Madison 12 Mike Bost 111 \n", "2414 62656 Logan 18 Darin M. LaHood 87 \n", "2422 60434 Will 11 Bill Foster 86 \n", "2426 61244 Rock Island 17 Cheri Bustos 72 \n", "2427 61244 Rock Island 17 Cheri Bustos 72 \n", "2430 61244 Rock Island 17 Cheri Bustos 72 \n", "2431 61244 Rock Island 17 Cheri Bustos 72 \n", "2432 61244 Rock Island 17 Cheri Bustos 72 \n", "2442 62901 Jackson 12 Mike Bost 115 \n", "2443 62901 Jackson 12 Mike Bost 115 \n", "2457 61031 Lee 16 Adam Kinzinger 90 \n", "2943 61341 LaSalle 16 Adam Kinzinger 76 \n", "3525 61752 McLean 18 Darin M. LaHood 101 \n", "3530 61752 McLean 18 Darin M. LaHood 101 \n", "3533 61752 McLean 18 Darin M. LaHood 101 \n", "3534 61752 McLean 18 Darin M. LaHood 101 \n", "3535 61752 McLean 18 Darin M. LaHood 101 \n", "5679 62454 Crawford 15 John Shimkus 110 \n", "5706 62846 Jefferson 12 Mike Bost 115 \n", "5750 62274 Perry 12 Mike Bost 116 \n", "8662 62040 Madison 12 Mike Bost 112 \n", "8676 60914 Kankakee 2 Robin Kelly 79 \n", "8677 60914 Kankakee 2 Robin Kelly 79 \n", "8686 62201 St. Clair 12 Mike Bost 114 \n", "8687 62201 St. Clair 12 Mike Bost 114 \n", "8688 62060 Madison 12 Mike Bost 113 \n", "8790 62703 Will 1 Bobby L. Rush 80 \n", "8802 62286 Randolph 12 Mike Bost 116 \n", "\n", " Rep Full Name ... Bldg Status Year Acquired Year Constructed \\\n", "74 Spain Ryan ... In Use 1988 1988 \n", "76 Spain Ryan ... In Use 1988 1988 \n", "181 Cavaletto John ... In Use 2001 2001 \n", "333 Wojcicki Jimene Sara ... In Use 2001 2001 \n", "421 Pritchard Robert W. ... In Use 1999 1999 \n", "422 Pritchard Robert W. ... In Use 1997 1920 \n", "507 Wheeler Barbara ... In Use 2001 2001 \n", "540 Bryant Terri ... In Use 1988 1988 \n", "551 Frese Randy E. ... In Use 0 0 \n", "552 Frese Randy E. ... In Use 0 0 \n", "805 Unes Michael D. ... In Use 0 0 \n", "1064 Phelps Brandon W. ... In Use 0 0 \n", "1148 Phelps Brandon W. ... In Use 1963 1963 \n", "1149 Phelps Brandon W. ... In Use 1968 1968 \n", "1151 Phelps Brandon W. ... In Use 1985 1985 \n", "1163 Phelps Brandon W. ... In Use 1960 1960 \n", "1473 Phelps Brandon W. ... In Use 1990 1990 \n", "1827 Frese Randy E. ... In Use 0 0 \n", "2289 Riley Al ... In Use 0 0 \n", "2290 Riley Al ... In Use 0 0 \n", "2291 Riley Al ... In Use 0 0 \n", "2384 Phelps Brandon W. ... Abandon 0 0 \n", "2385 Phelps Brandon W. ... Abandon 0 0 \n", "2391 Phelps Brandon W. ... Abandon 0 0 \n", "2392 Long Jerry Lee ... Abandon 0 0 \n", "2402 Davidsmeyer C. D. ... Abandon 0 0 \n", "2407 Sims, Jr. Elgie R. ... Abandon 0 0 \n", "2408 Sims, Jr. Elgie R. ... Abandon 0 0 \n", "2410 Sims, Jr. Elgie R. ... Abandon 0 0 \n", "2413 Beiser Daniel V. ... In Use 0 0 \n", "2414 Butler Tim ... Abandon 1951 1951 \n", "2422 Walsh, Jr. Lawrence M. ... Abandon 0 0 \n", "2426 Halpin Michael ... In Use 0 0 \n", "2427 Halpin Michael ... In Use 0 0 \n", "2430 Halpin Michael ... In Use 0 0 \n", "2431 Halpin Michael ... In Use 0 0 \n", "2432 Halpin Michael ... In Use 0 0 \n", "2442 Bryant Terri ... Abandon 0 0 \n", "2443 Bryant Terri ... Abandon 0 0 \n", "2457 Demmer Tom ... In Use 1990 1990 \n", "2943 Long Jerry Lee ... In Use 1990 1990 \n", "3525 Mitchell Bill ... In Use 1997 1997 \n", "3530 Mitchell Bill ... In Use 1991 1991 \n", "3533 Mitchell Bill ... In Use 1994 1994 \n", "3534 Mitchell Bill ... In Use 1994 1994 \n", "3535 Mitchell Bill ... In Use 1996 1996 \n", "5679 Phillips Reginald ... In Use 1990 1990 \n", "5706 Bryant Terri ... In Use 1992 1992 \n", "5750 Costello, II Jerry ... In Use 1997 1997 \n", "8662 Stuart Katie ... In Use 0 0 \n", "8676 Parkhurst Lindsay ... In Use 0 2015 \n", "8677 Parkhurst Lindsay ... Abandon 0 0 \n", "8686 Greenwood LaToya ... In Use 0 0 \n", "8687 Greenwood LaToya ... In Use 0 0 \n", "8688 Hoffman Jay ... In Use 0 0 \n", "8790 DeLuca Anthony ... In Progress 0 0 \n", "8802 Costello, II Jerry ... In Progress 0 0 \n", "\n", " Square Footage Total Floors Floors Above Grade Floors Below Grade \\\n", "74 0 1 1 0 \n", "76 0 1 1 0 \n", "181 0 1 1 0 \n", "333 0 1 1 0 \n", "421 0 2 1 1 \n", "422 0 4 3 1 \n", "507 0 1 1 0 \n", "540 0 1 1 0 \n", "551 0 1 1 0 \n", "552 0 1 1 0 \n", "805 0 1 1 0 \n", "1064 0 1 1 0 \n", "1148 0 1 1 0 \n", "1149 0 1 1 0 \n", "1151 0 1 1 0 \n", "1163 0 1 1 0 \n", "1473 0 1 1 0 \n", "1827 0 1 1 0 \n", "2289 0 1 1 0 \n", "2290 0 1 1 0 \n", "2291 0 1 1 0 \n", "2384 0 1 1 0 \n", "2385 0 1 1 0 \n", "2391 0 1 1 0 \n", "2392 0 1 1 0 \n", "2402 0 1 1 0 \n", "2407 0 1 1 0 \n", "2408 0 1 1 0 \n", "2410 0 1 1 0 \n", "2413 0 1 1 0 \n", "2414 0 1 1 0 \n", "2422 0 1 1 0 \n", "2426 0 1 1 0 \n", "2427 0 1 1 0 \n", "2430 0 1 1 0 \n", "2431 0 1 1 0 \n", "2432 0 1 1 0 \n", "2442 0 1 1 0 \n", "2443 0 1 1 0 \n", "2457 0 1 1 0 \n", "2943 0 1 1 0 \n", "3525 0 1 1 0 \n", "3530 0 1 1 0 \n", "3533 0 1 1 0 \n", "3534 0 1 1 0 \n", "3535 0 1 1 0 \n", "5679 0 1 1 0 \n", "5706 0 1 1 0 \n", "5750 0 1 1 0 \n", "8662 0 0 0 0 \n", "8676 0 1 0 0 \n", "8677 0 1 0 0 \n", "8686 0 1 0 0 \n", "8687 0 1 0 0 \n", "8688 0 1 0 0 \n", "8790 0 0 0 0 \n", "8802 0 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "74 Assembly Assembly Not provided \n", "76 Business Business Not provided \n", "181 Industrial Industrial Not provided \n", "333 Storage Storage Not provided \n", "421 Education Education Not provided \n", "422 Storage Storage Not provided \n", "507 Residential Residential Not provided \n", "540 Storage Storage Not provided \n", "551 Storage Storage Not provided \n", "552 Residential Residential Not provided \n", "805 Industrial Storage Not provided \n", "1064 Storage Storage Not provided \n", "1148 Storage Storage Not provided \n", "1149 Storage Storage Not provided \n", "1151 Assembly Assembly Not provided \n", "1163 Unusual Unusual Not provided \n", "1473 Unusual Unusual Not provided \n", "1827 Industrial Industrial Not provided \n", "2289 Industrial Industrial Not provided \n", "2290 Industrial Industrial Not provided \n", "2291 Industrial Industrial Not provided \n", "2384 Residential Residential Not provided \n", "2385 Storage Storage Not provided \n", "2391 Storage Storage Not provided \n", "2392 Industrial Industrial Not provided \n", "2402 Unusual Unusual Not provided \n", "2407 Industrial Industrial Not provided \n", "2408 Health Care Health Care Not provided \n", "2410 Industrial Industrial Not provided \n", "2413 Industrial Industrial Not provided \n", "2414 Industrial Industrial Education \n", "2422 Detention & Correc Detention & Correc Not provided \n", "2426 Industrial Industrial Not provided \n", "2427 Industrial Industrial Not provided \n", "2430 Industrial Industrial Not provided \n", "2431 Industrial Industrial Not provided \n", "2432 Industrial Industrial Not provided \n", "2442 Not provided Not provided Not provided \n", "2443 Not provided Not provided Not provided \n", "2457 Unusual Unusual Not provided \n", "2943 Storage Storage Not provided \n", "3525 Storage Storage Not provided \n", "3530 Unusual Unusual Not provided \n", "3533 Unusual Unusual Not provided \n", "3534 Business Business Not provided \n", "3535 Mercantile Mercantile Not provided \n", "5679 Industrial Industrial Not provided \n", "5706 Industrial Industrial Not provided \n", "5750 Detention & Correc Business Not provided \n", "8662 Unusual Not provided Not provided \n", "8676 Utiility & Miscellan Not provided Not provided \n", "8677 Utiility & Miscellan Not provided Not provided \n", "8686 Unusual Unusual Not provided \n", "8687 Unusual Unusual Not provided \n", "8688 Unusual Unusual Not provided \n", "8790 Not provided NaN NaN \n", "8802 Utiility & Miscellan NaN NaN \n", "\n", "[57 rows x 22 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.loc[buildings[\"Square Footage\"] == 0] # boolean operation inside means zero square footage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also filter for ongoing construction:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
772Department of Veterans' AffairsQuincy Veterans' Home - Adams County1707 North 12th StreetQuincy62301Adams18Darin M. LaHood94Frese Randy E....In Progress201020105200110StorageStorageNot provided
792Chicago State UniversityChicago State University - Cook County95th & King DirveChicago60628Cook1Bobby L. Rush34Sims, Jr. Elgie R....In Progress2010201030000220EducationEducationNot provided
796Department of Natural ResourcesNauvoo State Park - Hancock CountyKimball StreetNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Progress20112011144110UnusualUnusualNot provided
797Department of Natural ResourcesNauvoo State Park - Hancock CountyKimball StreetNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Progress20112011144110UnusualUnusualNot provided
798Department of Natural ResourcesNauvoo State Park - Hancock CountyKimball StreetNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Progress20112011144110UnusualUnusualNot provided
..................................................................
8851Department of TransportationBiggsville - Henderson CountyRoute 1Biggsville61418Henderson17Cheri Bustos94Frese Randy E....In Progress201820181455100StorageStorageNaN
8852Department of TransportationDecatur Maintenance Facility - Macon County4142 N. Westlawn AvenueDecatur62526Macon4Luis Gutierrez4Soto Cynthia...In Progress201720176720100StorageUtiility & MiscellanNaN
8853Department of TransportationMarion Maintenance Facility - Williamson CountyInterstate 57 Milepost 46Marion62959Williamson12Mike Bost117Severin Dave...In Progress20192019760100BusinessBusinessNaN
8854Department of TransportationMarion Maintenance Facility - Williamson CountyIntersate 57 Milepost 46Marion62959Williamson12Mike Bost117Severin Dave...In Progress20192019760100BusinessBusinessNaN
8861Department of Military AffairsPeoria Army Aviation Support Facility2323 S. Airport RdPeoria61607Peoria17Cheri Bustos92Gordon-Booth Jehan...In Progress02017288100Utiility & MiscellanUtiility & MiscellanNaN
\n", "

113 rows × 22 columns

\n", "
" ], "text/plain": [ " Agency Name \\\n", "772 Department of Veterans' Affairs \n", "792 Chicago State University \n", "796 Department of Natural Resources \n", "797 Department of Natural Resources \n", "798 Department of Natural Resources \n", "... ... \n", "8851 Department of Transportation \n", "8852 Department of Transportation \n", "8853 Department of Transportation \n", "8854 Department of Transportation \n", "8861 Department of Military Affairs \n", "\n", " Location Name \\\n", "772 Quincy Veterans' Home - Adams County \n", "792 Chicago State University - Cook County \n", "796 Nauvoo State Park - Hancock County \n", "797 Nauvoo State Park - Hancock County \n", "798 Nauvoo State Park - Hancock County \n", "... ... \n", "8851 Biggsville - Henderson County \n", "8852 Decatur Maintenance Facility - Macon County \n", "8853 Marion Maintenance Facility - Williamson County \n", "8854 Marion Maintenance Facility - Williamson County \n", "8861 Peoria Army Aviation Support Facility \n", "\n", " Address City Zip code County \\\n", "772 1707 North 12th Street Quincy 62301 Adams \n", "792 95th & King Dirve Chicago 60628 Cook \n", "796 Kimball Street Nauvoo 62354 Hancock \n", "797 Kimball Street Nauvoo 62354 Hancock \n", "798 Kimball Street Nauvoo 62354 Hancock \n", "... ... ... ... ... \n", "8851 Route 1 Biggsville 61418 Henderson \n", "8852 4142 N. Westlawn Avenue Decatur 62526 Macon \n", "8853 Interstate 57 Milepost 46 Marion 62959 Williamson \n", "8854 Intersate 57 Milepost 46 Marion 62959 Williamson \n", "8861 2323 S. Airport Rd Peoria 61607 Peoria \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "772 18 Darin M. LaHood 94 Frese Randy E. \n", "792 1 Bobby L. Rush 34 Sims, Jr. Elgie R. \n", "796 18 Darin M. LaHood 94 Frese Randy E. \n", "797 18 Darin M. LaHood 94 Frese Randy E. \n", "798 18 Darin M. LaHood 94 Frese Randy E. \n", "... ... ... ... ... \n", "8851 17 Cheri Bustos 94 Frese Randy E. \n", "8852 4 Luis Gutierrez 4 Soto Cynthia \n", "8853 12 Mike Bost 117 Severin Dave \n", "8854 12 Mike Bost 117 Severin Dave \n", "8861 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "772 ... In Progress 2010 2010 5200 \n", "792 ... In Progress 2010 2010 30000 \n", "796 ... In Progress 2011 2011 144 \n", "797 ... In Progress 2011 2011 144 \n", "798 ... In Progress 2011 2011 144 \n", "... ... ... ... ... ... \n", "8851 ... In Progress 2018 2018 1455 \n", "8852 ... In Progress 2017 2017 6720 \n", "8853 ... In Progress 2019 2019 760 \n", "8854 ... In Progress 2019 2019 760 \n", "8861 ... In Progress 0 2017 288 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade \\\n", "772 1 1 0 \n", "792 2 2 0 \n", "796 1 1 0 \n", "797 1 1 0 \n", "798 1 1 0 \n", "... ... ... ... \n", "8851 1 0 0 \n", "8852 1 0 0 \n", "8853 1 0 0 \n", "8854 1 0 0 \n", "8861 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "772 Storage Storage Not provided \n", "792 Education Education Not provided \n", "796 Unusual Unusual Not provided \n", "797 Unusual Unusual Not provided \n", "798 Unusual Unusual Not provided \n", "... ... ... ... \n", "8851 Storage Storage NaN \n", "8852 Storage Utiility & Miscellan NaN \n", "8853 Business Business NaN \n", "8854 Business Business NaN \n", "8861 Utiility & Miscellan Utiility & Miscellan NaN \n", "\n", "[113 rows x 22 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.loc[buildings[\"Bldg Status\"] == \"In Progress\"] # who is being built now?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are also a lot of useful functions associated with our datasets, for example, we can plot the distribution of square footage:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buildings[\"Square Footage\"].plot() \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What can we do with this plot? What are our options?\n", "\n", "Check out: https://pandas.pydata.org/pandas-docs/version/0.23.4/generated/pandas.DataFrame.plot.html\n", "\n", "While the above was a \"quick and dirty\" plot, we can do fancier things:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buildings.plot(x = \"Address\", y=\"Square Footage\", figsize=(20,6), rot=90)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can also use Pandas to generate the plot and then give you back the matplotlib `ax` objects we've been dealing with before:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = buildings.plot(x = \"Year Acquired\", y=\"Square Footage\", figsize=(20,6), rot=90, kind='scatter')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1750.0, 2010.0)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = buildings.plot(x = \"Year Acquired\", y=\"Square Footage\", figsize=(20,6), rot=90, kind='scatter')\n", "ax.set_xlim(1750, 2010)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are also some useful sorting functions within Pandas. The `groupby` function can seem a little nebulous, but its a way to sort of \"re-index\" our datasets. Here we'll re-group our data by the building's status:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.groupby(\"Bldg Status\") # this doesn't do anything until you call it" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now actually do something with this object, here, just print out - you can see \"abandon\" is at the top - so i first lists off all of the abandoned buildings." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('Abandon', Agency Name \\\n", "381 Department of Human Services \n", "449 Department of Natural Resources \n", "1050 Department of Natural Resources \n", "1139 Department of Central Management Services \n", "1172 Department of Natural Resources \n", "... ... \n", "8682 Department of Military Affairs \n", "8683 Department of Military Affairs \n", "8760 Historic Preservation Agency \n", "8800 Department of Military Affairs \n", "8801 Department of Military Affairs \n", "\n", " Location Name \\\n", "381 Lincoln Developmental Center - Logan County \n", "449 Clinton Lake Recreation Area - DeWitt County \n", "1050 Jim Edgar Panther Creek F&WA - Cass Co. \n", "1139 Statewide Program \n", "1172 Saline County Conservation Area - Saline County \n", "... ... \n", "8682 Rantoul Military Affairs \n", "8683 Rantoul Military Affairs \n", "8760 Shawneetown Bank Historic Site - Gallatin County \n", "8800 Peoria Army Aviation Support Facility \n", "8801 Peoria Army Aviation Support Facility \n", "\n", " Address City Zip code County \\\n", "381 861 South State Street Lincoln 62656 Logan \n", "449 Rr #1 Clinton 61735 DeWitt \n", "1050 P.o. Box 646 Chandlerville 62627 Cass \n", "1139 4200 North Oak Park Ave Chicago 60634 Statewide \n", "1172 Tipple Road Carrier Mills 62917 Saline \n", "... ... ... ... ... \n", "8682 205 W Dodge Ave Rantoul 61866 Champaign \n", "8683 205 W Dodge Ave Rantoul 61866 Champaign \n", "8760 280 Washington Street Old Shawneetown 62984 Gallatin \n", "8800 12.0 Peoria 62702 Peoria \n", "8801 2323 South Airport Road Peoria 61607 Peoria \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "381 18 Darin M. LaHood 87 Butler Tim \n", "449 13 Rodney L. Davis 101 Mitchell Bill \n", "1050 18 Darin M. LaHood 93 Hammond Norine K. \n", "1139 0 NaN 119 District Multiple \n", "1172 15 John Shimkus 118 Phelps Brandon W. \n", "... ... ... ... ... \n", "8682 15 John Shimkus 104 Hays Chad \n", "8683 15 John Shimkus 104 Hays Chad \n", "8760 15 John Shimkus 118 Phelps Brandon W. \n", "8800 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "8801 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "381 ... Abandon 2001 2001 1650 \n", "449 ... Abandon 1986 1986 306 \n", "1050 ... Abandon 1993 1964 2688 \n", "1139 ... Abandon 1974 1974 2000 \n", "1172 ... Abandon 2004 1965 5640 \n", "... ... ... ... ... ... \n", "8682 ... Abandon 0 0 1000 \n", "8683 ... Abandon 0 0 32000 \n", "8760 ... Abandon 1940 1931 3000 \n", "8800 ... Abandon 0 1941 2600 \n", "8801 ... Abandon 0 0 2600 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade Usage Description \\\n", "381 1 1 0 Storage \n", "449 1 1 0 Business \n", "1050 1 1 0 Storage \n", "1139 1 1 0 Unusual \n", "1172 2 2 0 Storage \n", "... ... ... ... ... \n", "8682 1 0 0 Storage \n", "8683 3 0 1 Storage \n", "8760 2 0 1 Storage \n", "8800 1 0 0 Storage \n", "8801 1 0 0 Storage \n", "\n", " Usage Description 2 Usage Description 3 \n", "381 Storage Storage \n", "449 Business Not provided \n", "1050 Storage Not provided \n", "1139 Unusual Unusual \n", "1172 Storage Not provided \n", "... ... ... \n", "8682 Not provided Not provided \n", "8683 Not provided Not provided \n", "8760 Utiility & Miscellan Not provided \n", "8800 Storage NaN \n", "8801 Storage NaN \n", "\n", "[226 rows x 22 columns])\n", "('In Progress', Agency Name \\\n", "772 Department of Veterans' Affairs \n", "792 Chicago State University \n", "796 Department of Natural Resources \n", "797 Department of Natural Resources \n", "798 Department of Natural Resources \n", "... ... \n", "8851 Department of Transportation \n", "8852 Department of Transportation \n", "8853 Department of Transportation \n", "8854 Department of Transportation \n", "8861 Department of Military Affairs \n", "\n", " Location Name \\\n", "772 Quincy Veterans' Home - Adams County \n", "792 Chicago State University - Cook County \n", "796 Nauvoo State Park - Hancock County \n", "797 Nauvoo State Park - Hancock County \n", "798 Nauvoo State Park - Hancock County \n", "... ... \n", "8851 Biggsville - Henderson County \n", "8852 Decatur Maintenance Facility - Macon County \n", "8853 Marion Maintenance Facility - Williamson County \n", "8854 Marion Maintenance Facility - Williamson County \n", "8861 Peoria Army Aviation Support Facility \n", "\n", " Address City Zip code County \\\n", "772 1707 North 12th Street Quincy 62301 Adams \n", "792 95th & King Dirve Chicago 60628 Cook \n", "796 Kimball Street Nauvoo 62354 Hancock \n", "797 Kimball Street Nauvoo 62354 Hancock \n", "798 Kimball Street Nauvoo 62354 Hancock \n", "... ... ... ... ... \n", "8851 Route 1 Biggsville 61418 Henderson \n", "8852 4142 N. Westlawn Avenue Decatur 62526 Macon \n", "8853 Interstate 57 Milepost 46 Marion 62959 Williamson \n", "8854 Intersate 57 Milepost 46 Marion 62959 Williamson \n", "8861 2323 S. Airport Rd Peoria 61607 Peoria \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "772 18 Darin M. LaHood 94 Frese Randy E. \n", "792 1 Bobby L. Rush 34 Sims, Jr. Elgie R. \n", "796 18 Darin M. LaHood 94 Frese Randy E. \n", "797 18 Darin M. LaHood 94 Frese Randy E. \n", "798 18 Darin M. LaHood 94 Frese Randy E. \n", "... ... ... ... ... \n", "8851 17 Cheri Bustos 94 Frese Randy E. \n", "8852 4 Luis Gutierrez 4 Soto Cynthia \n", "8853 12 Mike Bost 117 Severin Dave \n", "8854 12 Mike Bost 117 Severin Dave \n", "8861 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "772 ... In Progress 2010 2010 5200 \n", "792 ... In Progress 2010 2010 30000 \n", "796 ... In Progress 2011 2011 144 \n", "797 ... In Progress 2011 2011 144 \n", "798 ... In Progress 2011 2011 144 \n", "... ... ... ... ... ... \n", "8851 ... In Progress 2018 2018 1455 \n", "8852 ... In Progress 2017 2017 6720 \n", "8853 ... In Progress 2019 2019 760 \n", "8854 ... In Progress 2019 2019 760 \n", "8861 ... In Progress 0 2017 288 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade \\\n", "772 1 1 0 \n", "792 2 2 0 \n", "796 1 1 0 \n", "797 1 1 0 \n", "798 1 1 0 \n", "... ... ... ... \n", "8851 1 0 0 \n", "8852 1 0 0 \n", "8853 1 0 0 \n", "8854 1 0 0 \n", "8861 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "772 Storage Storage Not provided \n", "792 Education Education Not provided \n", "796 Unusual Unusual Not provided \n", "797 Unusual Unusual Not provided \n", "798 Unusual Unusual Not provided \n", "... ... ... ... \n", "8851 Storage Storage NaN \n", "8852 Storage Utiility & Miscellan NaN \n", "8853 Business Business NaN \n", "8854 Business Business NaN \n", "8861 Utiility & Miscellan Utiility & Miscellan NaN \n", "\n", "[113 rows x 22 columns])\n", "('In Use', Agency Name \\\n", "0 Department of Natural Resources \n", "1 Department of Natural Resources \n", "2 Department of Natural Resources \n", "3 Department of Natural Resources \n", "4 Department of Natural Resources \n", "... ... \n", "8856 Department of Transportation \n", "8857 Department of Transportation \n", "8858 Department of Transportation \n", "8859 Department of Transportation \n", "8860 Illinois Community College Board \n", "\n", " Location Name \\\n", "0 Anderson Lake Conservation Area - Fulton County \n", "1 Anderson Lake Conservation Area - Fulton County \n", "2 Anderson Lake Conservation Area - Fulton County \n", "3 Anderson Lake Conservation Area - Fulton County \n", "4 Anderson Lake Conservation Area - Fulton County \n", "... ... \n", "8856 Belvidere Maintenance Storage Facility - Boone... \n", "8857 Belvidere Maintenance Storage Facility - Boone... \n", "8858 Belvidere Maintenance Storage Facility - Boone... \n", "8859 Quincy Maintenance Storage Facility \n", "8860 Illinois Valley Community College - Oglesby \n", "\n", " Address City Zip code County \\\n", "0 Anderson Lake C.a. Astoria 61501 Fulton \n", "1 Anderson Lake C.a. Astoria 61501 Fulton \n", "2 Anderson Lake C.a. Astoria 61501 Fulton \n", "3 Anderson Lake C.a. Astoria 61501 Fulton \n", "4 Anderson Lake C.a. Astoria 61501 Fulton \n", "... ... ... ... ... \n", "8856 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8857 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8858 9797 Illinois Rte 76 Belvidere 61008 Boone \n", "8859 800 Koch's Lane Quincy 62305 Adams \n", "8860 815 North Orlando Smith Avenue Oglesby 61348 LaSalle \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name ... \\\n", "0 17 Cheri Bustos 93 Hammond Norine K. ... \n", "1 17 Cheri Bustos 93 Hammond Norine K. ... \n", "2 17 Cheri Bustos 93 Hammond Norine K. ... \n", "3 17 Cheri Bustos 93 Hammond Norine K. ... \n", "4 17 Cheri Bustos 93 Hammond Norine K. ... \n", "... ... ... ... ... ... \n", "8856 16 Adam Kinzinger 69 Sosnowski Joe ... \n", "8857 16 Adam Kinzinger 69 Sosnowski Joe ... \n", "8858 16 Adam Kinzinger 69 Sosnowski Joe ... \n", "8859 18 Darin M. LaHood 94 Frese Randy E. ... \n", "8860 16 Adam Kinzinger 76 Long Jerry Lee ... \n", "\n", " Bldg Status Year Acquired Year Constructed Square Footage \\\n", "0 In Use 1975 1975 144 \n", "1 In Use 2004 2004 144 \n", "2 In Use 2004 2004 144 \n", "3 In Use 2004 2004 144 \n", "4 In Use 2004 2004 144 \n", "... ... ... ... ... \n", "8856 In Use 0 0 1500 \n", "8857 In Use 0 0 432 \n", "8858 In Use 0 0 330 \n", "8859 In Use 0 1987 130 \n", "8860 In Use 1971 1971 49552 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade Usage Description \\\n", "0 1 1 0 Unusual \n", "1 1 1 0 Unusual \n", "2 1 1 0 Unusual \n", "3 1 1 0 Unusual \n", "4 1 1 0 Unusual \n", "... ... ... ... ... \n", "8856 1 0 0 Storage \n", "8857 1 0 0 Storage \n", "8858 1 0 0 Storage \n", "8859 1 0 0 Storage \n", "8860 1 1 0 Education \n", "\n", " Usage Description 2 Usage Description 3 \n", "0 Unusual Not provided \n", "1 Unusual Not provided \n", "2 Unusual Not provided \n", "3 Unusual Not provided \n", "4 Unusual Not provided \n", "... ... ... \n", "8856 NaN NaN \n", "8857 NaN NaN \n", "8858 NaN NaN \n", "8859 High Hazard NaN \n", "8860 Education Not provided \n", "\n", "[8523 rows x 22 columns])\n" ] } ], "source": [ "for grouped in buildings.groupby(\"Bldg Status\"):\n", " print(grouped)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Abandon 226\n", "In Progress 113\n", "In Use 8523\n" ] } ], "source": [ "for status, df in buildings.groupby(\"Bldg Status\"):\n", " print(status, df.shape[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also apply NumPy-like functions, for example `max`:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1200000" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#buildings.max()\n", "buildings[\"Square Footage\"].max()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Square Footage\"].min()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note we get something very silly - that the minimum square footage is zero! Let's try to fix this.\n", "\n", "There are several differnet options for *how* to read data with Pandas. For example, we can tell Pandas what to do with empty entries, i.e. ones with a `NaN` tag." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;31mSignature:\u001b[0m\n", "\u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'FilePath | ReadCsvBuffer[bytes] | ReadCsvBuffer[str]'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0msep\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | None | lib.NoDefault'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m<\u001b[0m\u001b[0mno_default\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m 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\u001b[0musecols\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'UsecolsArgType'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'DtypeArg | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mengine\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'CSVEngine | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mconverters\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'Mapping[Hashable, Callable] | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mtrue_values\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'list | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mfalse_values\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'list | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mskipinitialspace\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mskiprows\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'list[int] | int | Callable[[Hashable], bool] | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mskipfooter\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'int'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mnrows\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'int | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mna_values\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'Hashable | Iterable[Hashable] | Mapping[Hashable, Iterable[Hashable]] | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mkeep_default_na\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mna_filter\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mverbose\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool | lib.NoDefault'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m<\u001b[0m\u001b[0mno_default\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mskip_blank_lines\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mparse_dates\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool | Sequence[Hashable] | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0minfer_datetime_format\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool | lib.NoDefault'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m<\u001b[0m\u001b[0mno_default\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mkeep_date_col\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool | lib.NoDefault'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m<\u001b[0m\u001b[0mno_default\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mdate_parser\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'Callable | lib.NoDefault'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m<\u001b[0m\u001b[0mno_default\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mdate_format\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | dict[Hashable, str] | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mdayfirst\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mcache_dates\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0miterator\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mchunksize\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'int | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mcompression\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'CompressionOptions'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'infer'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mthousands\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mdecimal\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'.'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mlineterminator\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mquotechar\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'\"'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mquoting\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'int'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mdoublequote\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mescapechar\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mcomment\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mencoding_errors\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'strict'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mdialect\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str | csv.Dialect | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mon_bad_lines\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'str'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'error'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mdelim_whitespace\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool | lib.NoDefault'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m<\u001b[0m\u001b[0mno_default\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mlow_memory\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mmemory_map\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mfloat_precision\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m\"Literal['high', 'legacy'] | None\"\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mstorage_options\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'StorageOptions | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mdtype_backend\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'DtypeBackend | lib.NoDefault'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m<\u001b[0m\u001b[0mno_default\u001b[0m\u001b[0;34m>\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;34m'DataFrame | TextFileReader'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m\n", "Read a comma-separated values (csv) file into DataFrame.\n", "\n", "Also supports optionally iterating or breaking of the file\n", "into chunks.\n", "\n", "Additional help can be found in the online docs for\n", "`IO Tools `_.\n", "\n", "Parameters\n", "----------\n", "filepath_or_buffer : str, path object or file-like object\n", " Any valid string path is acceptable. The string could be a URL. Valid\n", " URL schemes include http, ftp, s3, gs, and file. For file URLs, a host is\n", " expected. A local file could be: file://localhost/path/to/table.csv.\n", "\n", " If you want to pass in a path object, pandas accepts any ``os.PathLike``.\n", "\n", " By file-like object, we refer to objects with a ``read()`` method, such as\n", " a file handle (e.g. via builtin ``open`` function) or ``StringIO``.\n", "sep : str, default ','\n", " Character or regex pattern to treat as the delimiter. If ``sep=None``, the\n", " C engine cannot automatically detect\n", " the separator, but the Python parsing engine can, meaning the latter will\n", " be used and automatically detect the separator from only the first valid\n", " row of the file by Python's builtin sniffer tool, ``csv.Sniffer``.\n", " In addition, separators longer than 1 character and different from\n", " ``'\\s+'`` will be interpreted as regular expressions and will also force\n", " the use of the Python parsing engine. Note that regex delimiters are prone\n", " to ignoring quoted data. Regex example: ``'\\r\\t'``.\n", "delimiter : str, optional\n", " Alias for ``sep``.\n", "header : int, Sequence of int, 'infer' or None, default 'infer'\n", " Row number(s) containing column labels and marking the start of the\n", " data (zero-indexed). Default behavior is to infer the column names: if no ``names``\n", " are passed the behavior is identical to ``header=0`` and column\n", " names are inferred from the first line of the file, if column\n", " names are passed explicitly to ``names`` then the behavior is identical to\n", " ``header=None``. Explicitly pass ``header=0`` to be able to\n", " replace existing names. The header can be a list of integers that\n", " specify row locations for a :class:`~pandas.MultiIndex` on the columns\n", " e.g. ``[0, 1, 3]``. Intervening rows that are not specified will be\n", " skipped (e.g. 2 in this example is skipped). Note that this\n", " parameter ignores commented lines and empty lines if\n", " ``skip_blank_lines=True``, so ``header=0`` denotes the first line of\n", " data rather than the first line of the file.\n", "names : Sequence of Hashable, optional\n", " Sequence of column labels to apply. If the file contains a header row,\n", " then you should explicitly pass ``header=0`` to override the column names.\n", " Duplicates in this list are not allowed.\n", "index_col : Hashable, Sequence of Hashable or False, optional\n", " Column(s) to use as row label(s), denoted either by column labels or column\n", " indices. If a sequence of labels or indices is given, :class:`~pandas.MultiIndex`\n", " will be formed for the row labels.\n", "\n", " Note: ``index_col=False`` can be used to force pandas to *not* use the first\n", " column as the index, e.g., when you have a malformed file with delimiters at\n", " the end of each line.\n", "usecols : Sequence of Hashable or Callable, optional\n", " Subset of columns to select, denoted either by column labels or column indices.\n", " If list-like, all elements must either\n", " be positional (i.e. integer indices into the document columns) or strings\n", " that correspond to column names provided either by the user in ``names`` or\n", " inferred from the document header row(s). If ``names`` are given, the document\n", " header row(s) are not taken into account. For example, a valid list-like\n", " ``usecols`` parameter would be ``[0, 1, 2]`` or ``['foo', 'bar', 'baz']``.\n", " Element order is ignored, so ``usecols=[0, 1]`` is the same as ``[1, 0]``.\n", " To instantiate a :class:`~pandas.DataFrame` from ``data`` with element order\n", " preserved use ``pd.read_csv(data, usecols=['foo', 'bar'])[['foo', 'bar']]``\n", " for columns in ``['foo', 'bar']`` order or\n", " ``pd.read_csv(data, usecols=['foo', 'bar'])[['bar', 'foo']]``\n", " for ``['bar', 'foo']`` order.\n", "\n", " If callable, the callable function will be evaluated against the column\n", " names, returning names where the callable function evaluates to ``True``. An\n", " example of a valid callable argument would be ``lambda x: x.upper() in\n", " ['AAA', 'BBB', 'DDD']``. Using this parameter results in much faster\n", " parsing time and lower memory usage.\n", "dtype : dtype or dict of {Hashable : dtype}, optional\n", " Data type(s) to apply to either the whole dataset or individual columns.\n", " E.g., ``{'a': np.float64, 'b': np.int32, 'c': 'Int64'}``\n", " Use ``str`` or ``object`` together with suitable ``na_values`` settings\n", " to preserve and not interpret ``dtype``.\n", " If ``converters`` are specified, they will be applied INSTEAD\n", " of ``dtype`` conversion.\n", "\n", " .. versionadded:: 1.5.0\n", "\n", " Support for ``defaultdict`` was added. Specify a ``defaultdict`` as input where\n", " the default determines the ``dtype`` of the columns which are not explicitly\n", " listed.\n", "engine : {'c', 'python', 'pyarrow'}, optional\n", " Parser engine to use. The C and pyarrow engines are faster, while the python engine\n", " is currently more feature-complete. Multithreading is currently only supported by\n", " the pyarrow engine.\n", "\n", " .. versionadded:: 1.4.0\n", "\n", " The 'pyarrow' engine was added as an *experimental* engine, and some features\n", " are unsupported, or may not work correctly, with this engine.\n", "converters : dict of {Hashable : Callable}, optional\n", " Functions for converting values in specified columns. Keys can either\n", " be column labels or column indices.\n", "true_values : list, optional\n", " Values to consider as ``True`` in addition to case-insensitive variants of 'True'.\n", "false_values : list, optional\n", " Values to consider as ``False`` in addition to case-insensitive variants of 'False'.\n", "skipinitialspace : bool, default False\n", " Skip spaces after delimiter.\n", "skiprows : int, list of int or Callable, optional\n", " Line numbers to skip (0-indexed) or number of lines to skip (``int``)\n", " at the start of the file.\n", "\n", " If callable, the callable function will be evaluated against the row\n", " indices, returning ``True`` if the row should be skipped and ``False`` otherwise.\n", " An example of a valid callable argument would be ``lambda x: x in [0, 2]``.\n", "skipfooter : int, default 0\n", " Number of lines at bottom of file to skip (Unsupported with ``engine='c'``).\n", "nrows : int, optional\n", " Number of rows of file to read. Useful for reading pieces of large files.\n", "na_values : Hashable, Iterable of Hashable or dict of {Hashable : Iterable}, optional\n", " Additional strings to recognize as ``NA``/``NaN``. If ``dict`` passed, specific\n", " per-column ``NA`` values. By default the following values are interpreted as\n", " ``NaN``: \" \", \"#N/A\", \"#N/A N/A\", \"#NA\", \"-1.#IND\", \"-1.#QNAN\", \"-NaN\", \"-nan\",\n", " \"1.#IND\", \"1.#QNAN\", \"\", \"N/A\", \"NA\", \"NULL\", \"NaN\", \"None\",\n", " \"n/a\", \"nan\", \"null \".\n", "\n", "keep_default_na : bool, default True\n", " Whether or not to include the default ``NaN`` values when parsing the data.\n", " Depending on whether ``na_values`` is passed in, the behavior is as follows:\n", "\n", " * If ``keep_default_na`` is ``True``, and ``na_values`` are specified, ``na_values``\n", " is appended to the default ``NaN`` values used for parsing.\n", " * If ``keep_default_na`` is ``True``, and ``na_values`` are not specified, only\n", " the default ``NaN`` values are used for parsing.\n", " * If ``keep_default_na`` is ``False``, and ``na_values`` are specified, only\n", " the ``NaN`` values specified ``na_values`` are used for parsing.\n", " * If ``keep_default_na`` is ``False``, and ``na_values`` are not specified, no\n", " strings will be parsed as ``NaN``.\n", "\n", " Note that if ``na_filter`` is passed in as ``False``, the ``keep_default_na`` and\n", " ``na_values`` parameters will be ignored.\n", "na_filter : bool, default True\n", " Detect missing value markers (empty strings and the value of ``na_values``). In\n", " data without any ``NA`` values, passing ``na_filter=False`` can improve the\n", " performance of reading a large file.\n", "verbose : bool, default False\n", " Indicate number of ``NA`` values placed in non-numeric columns.\n", "\n", " .. deprecated:: 2.2.0\n", "skip_blank_lines : bool, default True\n", " If ``True``, skip over blank lines rather than interpreting as ``NaN`` values.\n", "parse_dates : bool, list of Hashable, list of lists or dict of {Hashable : list}, default False\n", " The behavior is as follows:\n", "\n", " * ``bool``. If ``True`` -> try parsing the index. Note: Automatically set to\n", " ``True`` if ``date_format`` or ``date_parser`` arguments have been passed.\n", " * ``list`` of ``int`` or names. e.g. If ``[1, 2, 3]`` -> try parsing columns 1, 2, 3\n", " each as a separate date column.\n", " * ``list`` of ``list``. e.g. If ``[[1, 3]]`` -> combine columns 1 and 3 and parse\n", " as a single date column. Values are joined with a space before parsing.\n", " * ``dict``, e.g. ``{'foo' : [1, 3]}`` -> parse columns 1, 3 as date and call\n", " result 'foo'. Values are joined with a space before parsing.\n", "\n", " If a column or index cannot be represented as an array of ``datetime``,\n", " say because of an unparsable value or a mixture of timezones, the column\n", " or index will be returned unaltered as an ``object`` data type. For\n", " non-standard ``datetime`` parsing, use :func:`~pandas.to_datetime` after\n", " :func:`~pandas.read_csv`.\n", "\n", " Note: A fast-path exists for iso8601-formatted dates.\n", "infer_datetime_format : bool, default False\n", " If ``True`` and ``parse_dates`` is enabled, pandas will attempt to infer the\n", " format of the ``datetime`` strings in the columns, and if it can be inferred,\n", " switch to a faster method of parsing them. In some cases this can increase\n", " the parsing speed by 5-10x.\n", "\n", " .. deprecated:: 2.0.0\n", " A strict version of this argument is now the default, passing it has no effect.\n", "\n", "keep_date_col : bool, default False\n", " If ``True`` and ``parse_dates`` specifies combining multiple columns then\n", " keep the original columns.\n", "date_parser : Callable, optional\n", " Function to use for converting a sequence of string columns to an array of\n", " ``datetime`` instances. The default uses ``dateutil.parser.parser`` to do the\n", " conversion. pandas will try to call ``date_parser`` in three different ways,\n", " advancing to the next if an exception occurs: 1) Pass one or more arrays\n", " (as defined by ``parse_dates``) as arguments; 2) concatenate (row-wise) the\n", " string values from the columns defined by ``parse_dates`` into a single array\n", " and pass that; and 3) call ``date_parser`` once for each row using one or\n", " more strings (corresponding to the columns defined by ``parse_dates``) as\n", " arguments.\n", "\n", " .. deprecated:: 2.0.0\n", " Use ``date_format`` instead, or read in as ``object`` and then apply\n", " :func:`~pandas.to_datetime` as-needed.\n", "date_format : str or dict of column -> format, optional\n", " Format to use for parsing dates when used in conjunction with ``parse_dates``.\n", " The strftime to parse time, e.g. :const:`\"%d/%m/%Y\"`. See\n", " `strftime documentation\n", " `_ for more information on choices, though\n", " note that :const:`\"%f\"` will parse all the way up to nanoseconds.\n", " You can also pass:\n", "\n", " - \"ISO8601\", to parse any `ISO8601 `_\n", " time string (not necessarily in exactly the same format);\n", " - \"mixed\", to infer the format for each element individually. This is risky,\n", " and you should probably use it along with `dayfirst`.\n", "\n", " .. versionadded:: 2.0.0\n", "dayfirst : bool, default False\n", " DD/MM format dates, international and European format.\n", "cache_dates : bool, default True\n", " If ``True``, use a cache of unique, converted dates to apply the ``datetime``\n", " conversion. May produce significant speed-up when parsing duplicate\n", " date strings, especially ones with timezone offsets.\n", "\n", "iterator : bool, default False\n", " Return ``TextFileReader`` object for iteration or getting chunks with\n", " ``get_chunk()``.\n", "chunksize : int, optional\n", " Number of lines to read from the file per chunk. Passing a value will cause the\n", " function to return a ``TextFileReader`` object for iteration.\n", " See the `IO Tools docs\n", " `_\n", " for more information on ``iterator`` and ``chunksize``.\n", "\n", "compression : str or dict, default 'infer'\n", " For on-the-fly decompression of on-disk data. If 'infer' and 'filepath_or_buffer' is\n", " path-like, then detect compression from the following extensions: '.gz',\n", " '.bz2', '.zip', '.xz', '.zst', '.tar', '.tar.gz', '.tar.xz' or '.tar.bz2'\n", " (otherwise no compression).\n", " If using 'zip' or 'tar', the ZIP file must contain only one data file to be read in.\n", " Set to ``None`` for no decompression.\n", " Can also be a dict with key ``'method'`` set\n", " to one of {``'zip'``, ``'gzip'``, ``'bz2'``, ``'zstd'``, ``'xz'``, ``'tar'``} and\n", " other key-value pairs are forwarded to\n", " ``zipfile.ZipFile``, ``gzip.GzipFile``,\n", " ``bz2.BZ2File``, ``zstandard.ZstdDecompressor``, ``lzma.LZMAFile`` or\n", " ``tarfile.TarFile``, respectively.\n", " As an example, the following could be passed for Zstandard decompression using a\n", " custom compression dictionary:\n", " ``compression={'method': 'zstd', 'dict_data': my_compression_dict}``.\n", "\n", " .. versionadded:: 1.5.0\n", " Added support for `.tar` files.\n", "\n", " .. versionchanged:: 1.4.0 Zstandard support.\n", "\n", "thousands : str (length 1), optional\n", " Character acting as the thousands separator in numerical values.\n", "decimal : str (length 1), default '.'\n", " Character to recognize as decimal point (e.g., use ',' for European data).\n", "lineterminator : str (length 1), optional\n", " Character used to denote a line break. Only valid with C parser.\n", "quotechar : str (length 1), optional\n", " Character used to denote the start and end of a quoted item. Quoted\n", " items can include the ``delimiter`` and it will be ignored.\n", "quoting : {0 or csv.QUOTE_MINIMAL, 1 or csv.QUOTE_ALL, 2 or csv.QUOTE_NONNUMERIC, 3 or csv.QUOTE_NONE}, default csv.QUOTE_MINIMAL\n", " Control field quoting behavior per ``csv.QUOTE_*`` constants. Default is\n", " ``csv.QUOTE_MINIMAL`` (i.e., 0) which implies that only fields containing special\n", " characters are quoted (e.g., characters defined in ``quotechar``, ``delimiter``,\n", " or ``lineterminator``.\n", "doublequote : bool, default True\n", " When ``quotechar`` is specified and ``quoting`` is not ``QUOTE_NONE``, indicate\n", " whether or not to interpret two consecutive ``quotechar`` elements INSIDE a\n", " field as a single ``quotechar`` element.\n", "escapechar : str (length 1), optional\n", " Character used to escape other characters.\n", "comment : str (length 1), optional\n", " Character indicating that the remainder of line should not be parsed.\n", " If found at the beginning\n", " of a line, the line will be ignored altogether. This parameter must be a\n", " single character. Like empty lines (as long as ``skip_blank_lines=True``),\n", " fully commented lines are ignored by the parameter ``header`` but not by\n", " ``skiprows``. For example, if ``comment='#'``, parsing\n", " ``#empty\\na,b,c\\n1,2,3`` with ``header=0`` will result in ``'a,b,c'`` being\n", " treated as the header.\n", "encoding : str, optional, default 'utf-8'\n", " Encoding to use for UTF when reading/writing (ex. ``'utf-8'``). `List of Python\n", " standard encodings\n", " `_ .\n", "\n", "encoding_errors : str, optional, default 'strict'\n", " How encoding errors are treated. `List of possible values\n", " `_ .\n", "\n", " .. versionadded:: 1.3.0\n", "\n", "dialect : str or csv.Dialect, optional\n", " If provided, this parameter will override values (default or not) for the\n", " following parameters: ``delimiter``, ``doublequote``, ``escapechar``,\n", " ``skipinitialspace``, ``quotechar``, and ``quoting``. If it is necessary to\n", " override values, a ``ParserWarning`` will be issued. See ``csv.Dialect``\n", " documentation for more details.\n", "on_bad_lines : {'error', 'warn', 'skip'} or Callable, default 'error'\n", " Specifies what to do upon encountering a bad line (a line with too many fields).\n", " Allowed values are :\n", "\n", " - ``'error'``, raise an Exception when a bad line is encountered.\n", " - ``'warn'``, raise a warning when a bad line is encountered and skip that line.\n", " - ``'skip'``, skip bad lines without raising or warning when they are encountered.\n", "\n", " .. versionadded:: 1.3.0\n", "\n", " .. versionadded:: 1.4.0\n", "\n", " - Callable, function with signature\n", " ``(bad_line: list[str]) -> list[str] | None`` that will process a single\n", " bad line. ``bad_line`` is a list of strings split by the ``sep``.\n", " If the function returns ``None``, the bad line will be ignored.\n", " If the function returns a new ``list`` of strings with more elements than\n", " expected, a ``ParserWarning`` will be emitted while dropping extra elements.\n", " Only supported when ``engine='python'``\n", "\n", " .. versionchanged:: 2.2.0\n", "\n", " - Callable, function with signature\n", " as described in `pyarrow documentation\n", " `_ when ``engine='pyarrow'``\n", "\n", "delim_whitespace : bool, default False\n", " Specifies whether or not whitespace (e.g. ``' '`` or ``'\\t'``) will be\n", " used as the ``sep`` delimiter. Equivalent to setting ``sep='\\s+'``. If this option\n", " is set to ``True``, nothing should be passed in for the ``delimiter``\n", " parameter.\n", "\n", " .. deprecated:: 2.2.0\n", " Use ``sep=\"\\s+\"`` instead.\n", "low_memory : bool, default True\n", " Internally process the file in chunks, resulting in lower memory use\n", " while parsing, but possibly mixed type inference. To ensure no mixed\n", " types either set ``False``, or specify the type with the ``dtype`` parameter.\n", " Note that the entire file is read into a single :class:`~pandas.DataFrame`\n", " regardless, use the ``chunksize`` or ``iterator`` parameter to return the data in\n", " chunks. (Only valid with C parser).\n", "memory_map : bool, default False\n", " If a filepath is provided for ``filepath_or_buffer``, map the file object\n", " directly onto memory and access the data directly from there. Using this\n", " option can improve performance because there is no longer any I/O overhead.\n", "float_precision : {'high', 'legacy', 'round_trip'}, optional\n", " Specifies which converter the C engine should use for floating-point\n", " values. The options are ``None`` or ``'high'`` for the ordinary converter,\n", " ``'legacy'`` for the original lower precision pandas converter, and\n", " ``'round_trip'`` for the round-trip converter.\n", "\n", "storage_options : dict, optional\n", " Extra options that make sense for a particular storage connection, e.g.\n", " host, port, username, password, etc. For HTTP(S) URLs the key-value pairs\n", " are forwarded to ``urllib.request.Request`` as header options. For other\n", " URLs (e.g. starting with \"s3://\", and \"gcs://\") the key-value pairs are\n", " forwarded to ``fsspec.open``. Please see ``fsspec`` and ``urllib`` for more\n", " details, and for more examples on storage options refer `here\n", " `_.\n", "\n", "dtype_backend : {'numpy_nullable', 'pyarrow'}, default 'numpy_nullable'\n", " Back-end data type applied to the resultant :class:`DataFrame`\n", " (still experimental). Behaviour is as follows:\n", "\n", " * ``\"numpy_nullable\"``: returns nullable-dtype-backed :class:`DataFrame`\n", " (default).\n", " * ``\"pyarrow\"``: returns pyarrow-backed nullable :class:`ArrowDtype`\n", " DataFrame.\n", "\n", " .. versionadded:: 2.0\n", "\n", "Returns\n", "-------\n", "DataFrame or TextFileReader\n", " A comma-separated values (csv) file is returned as two-dimensional\n", " data structure with labeled axes.\n", "\n", "See Also\n", "--------\n", "DataFrame.to_csv : Write DataFrame to a comma-separated values (csv) file.\n", "read_table : Read general delimited file into DataFrame.\n", "read_fwf : Read a table of fixed-width formatted lines into DataFrame.\n", "\n", "Examples\n", "--------\n", ">>> pd.read_csv('data.csv') # doctest: +SKIP\n", "\u001b[0;31mFile:\u001b[0m /opt/anaconda3/envs/DataViz/lib/python3.10/site-packages/pandas/io/parsers/readers.py\n", "\u001b[0;31mType:\u001b[0m function" ] } ], "source": [ "pd.read_csv?" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "b = pd.read_csv(\"https://github.com/UIUC-iSchool-DataViz/is445_data/raw/main/building_inventory.csv\",\n", " na_values = {'Square Footage': 0,\n", " 'Year Acquired': 0,\n", " 'Year Constructed': 0}) \n", "# specify what to do with incomplete entries, here this just says if any of these columns have a value 0, treat\n", "# as a NaN or not-a-number" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can take mins/maxes of things and actually get some reasonable answers:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9.0" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b[\"Square Footage\"].min()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1753.0" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b[\"Year Constructed\"].min()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1753.0" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b[\"Year Acquired\"].min()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
2796Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1753.01753.01200.0110AssemblyAssemblyNot provided
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" ], "text/plain": [ " Agency Name \\\n", "2796 Historic Preservation Agency \n", "\n", " Location Name Address \\\n", "2796 Fort De Chartres Historic Site - Prairie Du Ro... 1350 State Hwy 155 \n", "\n", " City Zip code County Congress Dist \\\n", "2796 Prairie Du Rocher 62241 Randolph 12 \n", "\n", " Congressional Full Name Rep Dist Rep Full Name ... Bldg Status \\\n", "2796 Mike Bost 116 Costello, II Jerry ... In Use \n", "\n", " Year Acquired Year Constructed Square Footage Total Floors \\\n", "2796 1753.0 1753.0 1200.0 1 \n", "\n", " Floors Above Grade Floors Below Grade Usage Description \\\n", "2796 1 0 Assembly \n", "\n", " Usage Description 2 Usage Description 3 \n", "2796 Assembly Not provided \n", "\n", "[1 rows x 22 columns]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b.loc[b[\"Year Acquired\"] < 1800]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also mutate Pandas dataframes into new data with operations like sorting:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
119Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1930.01753.02580.0110AssemblyResidentialNot provided
120Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1986.01753.04184.0110AssemblyResidentialNot provided
121Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1986.01753.02875.0110AssemblyResidentialNot provided
122Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1930.01753.0558.0220AssemblyAssemblyNot provided
118Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1930.01753.03604.0110AssemblyResidentialNot provided
..................................................................
8847Department of TransportationElgin/O'Hare Expressway - Kane Co.1480 Rodenburg RoadSchaumburg60193Kane8Tammy Duckworth43Moeller Anna...In UseNaNNaN36.0100Utiility & MiscellanUtiility & MiscellanNaN
8855Department of TransportationRoscoe Maintenance Storage Facility9988 N. 2nd StreetRoscoe61073Winnebago16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN1550.0100StorageNaNNaN
8856Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte. 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN1500.0100StorageNaNNaN
8857Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte. 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN432.0100StorageNaNNaN
8858Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN330.0100StorageNaNNaN
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" ], "text/plain": [ " Agency Name \\\n", "119 Historic Preservation Agency \n", "120 Historic Preservation Agency \n", "121 Historic Preservation Agency \n", "122 Historic Preservation Agency \n", "118 Historic Preservation Agency \n", "... ... \n", "8847 Department of Transportation \n", "8855 Department of Transportation \n", "8856 Department of Transportation \n", "8857 Department of Transportation \n", "8858 Department of Transportation \n", "\n", " Location Name \\\n", "119 Fort De Chartres Historic Site - Prairie Du Ro... \n", "120 Fort De Chartres Historic Site - Prairie Du Ro... \n", "121 Fort De Chartres Historic Site - Prairie Du Ro... \n", "122 Fort De Chartres Historic Site - Prairie Du Ro... \n", "118 Fort De Chartres Historic Site - Prairie Du Ro... \n", "... ... \n", "8847 Elgin/O'Hare Expressway - Kane Co. \n", "8855 Roscoe Maintenance Storage Facility \n", "8856 Belvidere Maintenance Storage Facility - Boone... \n", "8857 Belvidere Maintenance Storage Facility - Boone... \n", "8858 Belvidere Maintenance Storage Facility - Boone... \n", "\n", " Address City Zip code County \\\n", "119 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "120 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "121 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "122 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "118 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "... ... ... ... ... \n", "8847 1480 Rodenburg Road Schaumburg 60193 Kane \n", "8855 9988 N. 2nd Street Roscoe 61073 Winnebago \n", "8856 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8857 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8858 9797 Illinois Rte 76 Belvidere 61008 Boone \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "119 12 Mike Bost 116 Costello, II Jerry \n", "120 12 Mike Bost 116 Costello, II Jerry \n", "121 12 Mike Bost 116 Costello, II Jerry \n", "122 12 Mike Bost 116 Costello, II Jerry \n", "118 12 Mike Bost 116 Costello, II Jerry \n", "... ... ... ... ... \n", "8847 8 Tammy Duckworth 43 Moeller Anna \n", "8855 16 Adam Kinzinger 69 Sosnowski Joe \n", "8856 16 Adam Kinzinger 69 Sosnowski Joe \n", "8857 16 Adam Kinzinger 69 Sosnowski Joe \n", "8858 16 Adam Kinzinger 69 Sosnowski Joe \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "119 ... In Use 1930.0 1753.0 2580.0 \n", "120 ... In Use 1986.0 1753.0 4184.0 \n", "121 ... In Use 1986.0 1753.0 2875.0 \n", "122 ... In Use 1930.0 1753.0 558.0 \n", "118 ... In Use 1930.0 1753.0 3604.0 \n", "... ... ... ... ... ... \n", "8847 ... In Use NaN NaN 36.0 \n", "8855 ... In Use NaN NaN 1550.0 \n", "8856 ... In Use NaN NaN 1500.0 \n", "8857 ... In Use NaN NaN 432.0 \n", "8858 ... In Use NaN NaN 330.0 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade \\\n", "119 1 1 0 \n", "120 1 1 0 \n", "121 1 1 0 \n", "122 2 2 0 \n", "118 1 1 0 \n", "... ... ... ... \n", "8847 1 0 0 \n", "8855 1 0 0 \n", "8856 1 0 0 \n", "8857 1 0 0 \n", "8858 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "119 Assembly Residential Not provided \n", "120 Assembly Residential Not provided \n", "121 Assembly Residential Not provided \n", "122 Assembly Assembly Not provided \n", "118 Assembly Residential Not provided \n", "... ... ... ... \n", "8847 Utiility & Miscellan Utiility & Miscellan NaN \n", "8855 Storage NaN NaN \n", "8856 Storage NaN NaN \n", "8857 Storage NaN NaN \n", "8858 Storage NaN NaN \n", "\n", "[8862 rows x 22 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b2 = b.sort_values(\"Year Constructed\")\n", "b2" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Agency Name Historic Preservation Agency\n", "Location Name Fort De Chartres Historic Site - Prairie Du Ro...\n", "Address 1350 State Hwy 155\n", "City Prairie Du Rocher\n", "Zip code 62241\n", "County Randolph\n", "Congress Dist 12\n", "Congressional Full Name Mike Bost\n", "Rep Dist 116\n", "Rep Full Name Costello, II Jerry\n", "Senate Dist 58\n", "Senator Full Name Paul Schimpf\n", "Bldg Status In Use\n", "Year Acquired 1930.0\n", "Year Constructed 1753.0\n", "Square Footage 2580.0\n", "Total Floors 1\n", "Floors Above Grade 1\n", "Floors Below Grade 0\n", "Usage Description Assembly\n", "Usage Description 2 Residential\n", "Usage Description 3 Not provided\n", "Name: 119, dtype: object" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b2.iloc[0] # this gives the oldest building - the one that was constructed in 1753" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can build up Pandas commands to get new sorts of aggregated data:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Year Acquired\n", "1753.0 1200.0\n", "1802.0 4440.0\n", "1810.0 4033.0\n", "1832.0 120000.0\n", "1837.0 10302.0\n", " ... \n", "2015.0 305093.0\n", "2016.0 304839.0\n", "2017.0 6720.0\n", "2018.0 17160.0\n", "2019.0 1520.0\n", "Name: Square Footage, Length: 171, dtype: float64" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b.groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then use that to make different plots:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "aggregated_data = b.groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What sort of a thing is this variable?" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.series.Series" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(aggregated_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is another `pandas` specific variable type - a series. Its kind of like a \"mini\" dataframe." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we have grouped by `Year Acquired`, so that will be our how our data is indexed:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index([1753.0, 1802.0, 1810.0, 1832.0, 1837.0, 1838.0, 1839.0, 1840.0, 1841.0,\n", " 1843.0,\n", " ...\n", " 2010.0, 2011.0, 2012.0, 2013.0, 2014.0, 2015.0, 2016.0, 2017.0, 2018.0,\n", " 2019.0],\n", " dtype='float64', name='Year Acquired', length=171)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aggregated_data.index " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And values of our series object will just be total square footage for each year:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.200000e+03, 4.440000e+03, 4.033000e+03, 1.200000e+05,\n", " 1.030200e+04, 2.010000e+03, 1.175200e+04, 3.691800e+04,\n", " 3.256000e+03, 9.000000e+02, 4.088000e+03, 6.584600e+04,\n", " 2.129200e+04, 2.267000e+03, 2.550000e+05, 2.140000e+03,\n", " 6.615400e+04, 7.500000e+02, 1.812400e+04, 2.236700e+04,\n", " 4.847000e+03, 2.741700e+04, 1.579500e+04, 2.234940e+05,\n", " 2.700000e+03, 2.864000e+03, 6.403000e+03, 1.490000e+04,\n", " 1.100000e+04, 6.600000e+03, 3.808000e+03, 4.042800e+05,\n", " 3.307100e+04, 1.798330e+05, 6.671000e+03, 5.926600e+04,\n", " 8.725000e+03, 3.015700e+04, 1.683700e+05, 1.948230e+05,\n", " 8.492400e+04, 8.633400e+04, 2.325000e+03, 1.514800e+05,\n", " 3.959000e+04, 8.500000e+04, 2.256770e+05, 2.901650e+05,\n", " 1.329070e+05, 3.676000e+04, 1.214750e+05, 3.358350e+05,\n", " 1.094860e+05, 2.697250e+05, 1.605840e+05, 4.096400e+04,\n", " 3.128860e+05, 2.037400e+04, 1.332850e+05, 3.602520e+05,\n", " 2.982830e+05, 2.314110e+05, 2.377220e+05, 4.228120e+05,\n", " 1.587100e+05, 3.341060e+05, 5.320510e+05, 2.100130e+05,\n", " 3.297600e+04, 4.260300e+04, 6.487800e+04, 4.020590e+05,\n", " 1.875100e+05, 1.715940e+05, 5.493600e+05, 1.263370e+05,\n", " 5.691980e+05, 1.088997e+06, 6.376450e+05, 5.281220e+05,\n", " 7.923290e+05, 8.418690e+05, 1.018630e+06, 4.140730e+05,\n", " 6.896300e+04, 1.760490e+05, 6.925300e+05, 6.634000e+05,\n", " 9.262960e+05, 1.113321e+06, 3.515730e+05, 1.292200e+06,\n", " 3.458100e+05, 2.430700e+05, 5.761800e+04, 4.460200e+04,\n", " 1.900790e+05, 5.880000e+04, 1.647300e+05, 3.784070e+05,\n", " 9.035580e+05, 1.191430e+06, 5.855330e+05, 1.153988e+06,\n", " 4.914960e+05, 7.639320e+05, 8.142210e+05, 1.160035e+06,\n", " 9.264810e+05, 9.451260e+05, 1.473793e+06, 9.547100e+05,\n", " 8.323360e+05, 1.283527e+06, 2.426638e+06, 2.511989e+06,\n", " 4.236653e+06, 2.172950e+06, 2.379212e+06, 1.666198e+06,\n", " 2.205873e+06, 1.983743e+06, 2.575624e+06, 1.889175e+06,\n", " 1.218179e+06, 9.599560e+05, 1.395013e+06, 1.413192e+06,\n", " 1.176456e+06, 9.597440e+05, 3.811810e+05, 4.134740e+05,\n", " 1.759081e+06, 8.129910e+05, 6.805660e+05, 1.952554e+06,\n", " 2.011732e+06, 9.622470e+05, 1.355701e+06, 4.862230e+05,\n", " 2.185700e+06, 2.209048e+06, 1.653847e+06, 9.006100e+05,\n", " 3.519980e+05, 4.356570e+05, 8.773960e+05, 1.351591e+06,\n", " 1.110664e+06, 7.313940e+05, 3.644170e+05, 1.248787e+06,\n", " 1.329954e+06, 1.036110e+06, 1.041629e+06, 5.752510e+05,\n", " 1.494411e+06, 6.217100e+05, 9.955260e+05, 1.602230e+05,\n", " 2.597240e+05, 3.787250e+05, 1.529530e+05, 2.501130e+05,\n", " 3.914850e+05, 6.642980e+05, 3.050930e+05, 3.048390e+05,\n", " 6.720000e+03, 1.716000e+04, 1.520000e+03])" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aggregated_data.values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make some quick plots:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(aggregated_data.index, aggregated_data.values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use pandas plots to do this as well:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aggregated_data = b.groupby(\"Year Acquired\")[\"Square Footage\"].sum()\n", "aggregated_data.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can aggregate in a bunch of different ways!" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1taitrUV7ezsAX7npoYcewqOPPor169ejsrISixYtQmpqKhYuXAgAsNlsWLx4MZYvX45NmzZh9+7duOeeezBx4kTMnj0bADB+/HjceOONWLJkCcrKylBWVoYlS5Zg/vz5GDduHABg7ty5mDBhAkpKSrB7925s2rQJK1aswJIlS5QszsKFC2G1WrFo0SJUVlZi/fr1ePTRR7Fs2bIuS3VEiSx0+jxDISIapLozFQ2+N4YhHy+88IIyxuv1il/+8pciPz9fWK1Wcc0114i9e/dqHqe9vV0sXbpUZGdni5SUFDF//nxRVVWlGVNfXy/uvvtukZGRITIyMsTdd98tGhoaNGOOHz8ubr75ZpGSkiKys7PF0qVLNVPlhRBiz5494uqrrxZWq1Xk5+eLlStXRjx1XghOn6fE9Hl1g2b6/FMfHIr1IRERdUuk12+DEHyr15mmpibYbDbY7Xb2C1HC2F3VgNuf/lT5/P/OG4f7r7sghkdERNQ9kV6/udcYEYUImTXGpaWJaJBiIEREIUJmjcXoOIiI+hsDISIKEbqydIwOhIionzEQIqIQoRkhRkJENDgxECKiEB7uPk9ECYKBEBGFCNlrjLUxIhqkGAgRUQiuLE1EiYKBEBGF8AhuukpEiYGBEBGF4KwxIkoUDISIKERwjxDjICIarBgIEVEIZoSIKFEwECKiECHrCDESIqJBioEQEYUIXkeIYRARDVYMhIgoBDNCRJQoGAgRUYiQ3ecZBxHRIMVAiIhChGaEYnQgRET9jIEQEYUIXVmakRARDU4MhIgoBKfPE1GiYCBERCHYLE1EiYKBEBGF4PR5IkoUDISIKASbpYkoUTAQIqIQHg93nyeixMBAiIhChGSEYnQcRET9jYEQEYWQs8aMBt/nTAgR0WDFQIiIQnj8kU+SyfcngrPGiGiwYiBERCFkj5BFCYRieTRERP2HgRARhZA9QkkmX22MK0sT0WDFQIiIQsh1hJL8TULcdJWIBisGQkQUQskIGVkaI6LBjYEQEYWQs8bMSSyNEdHgxkCIiELIjJDZnxFiHEREgxUDISIK4QlqlubK0kQ0WDEQIqIQSmlMTp+P5cEQEfUjBkJEFCKQEWKzNBENbgyEiCiE2z993mxkaYyIBjcGQkQUIrhHiGEQEQ1WDISIKIQ7qEeIkRARDVYMhIgohJIRYmmMiAY5BkJEFMLtYbM0ESUGBkJEFEJmhJTd51kbI6JBioEQEYWQs8aUZmnGQUQ0SDEQIqIQcrd5uekqd58nosGKgRARhVDWEfJnhDhtjIgGKwZCRBTC4wlaR4hxEBENUgyEiCiEW5k+L0tjjISIaHBiIEREIZRZY0ncdJWIBjcGQkQUwh20oCITQkQ0WDEQIqIQwbvPszRGRIMVAyEiChG8+zwR0WDFQIiIQvjjIJiTuMUGEQ1uDISIKISysrTsEWK7NBENUgyEiEjD6xWqlaX9u897Y3hARET9iIEQEWl4VHUwpTTGjBARDVIMhIhIw6PaWMxsZI8QEQ1uDISISMOtCoS4xQYRDXbdDoS2bNmCBQsWoLCwEAaDAW+++abm/kWLFsFgMGg+rrjiCs0Yh8OBBx54ADk5OUhLS8Mtt9yCEydOaMY0NDSgpKQENpsNNpsNJSUlaGxs1IypqqrCggULkJaWhpycHDz44INwOp2aMXv37sWsWbOQkpKC4cOH45FHHoHgX3WisOQ+YwBgNrE0RkSDW7cDodbWVkyaNAlPPfVU2DE33ngjampqlI93331Xc/9DDz2E9evXY926ddi6dStaWlowf/58eDweZczChQtRUVGB0tJSlJaWoqKiAiUlJcr9Ho8HN998M1pbW7F161asW7cOr7/+OpYvX66MaWpqwpw5c1BYWIidO3fiySefxOOPP47Vq1d399smShhuVWe0mRkhIhrkkrr7BTfddBNuuummTsdYrVbk5+fr3me327FmzRq8/PLLmD17NgBg7dq1KCoqwvvvv4958+bhwIEDKC0tRVlZGaZPnw4AeO655zBjxgwcPHgQ48aNw4YNG7B//35UV1ejsLAQAPDEE09g0aJF+M1vfoPMzEy88sor6OjowIsvvgir1Yri4mJ8+eWXWL16NZYtWwaDgYvFEQWTPUImowGAf9YYIyEiGqT6pUfoo48+Qm5uLi688EIsWbIEdXV1yn3l5eVwuVyYO3euclthYSGKi4vx6aefAgC2bdsGm82mBEEAcMUVV8Bms2nGFBcXK0EQAMybNw8OhwPl5eXKmFmzZsFqtWrGnDp1CseOHdM9dofDgaamJs0HUSKRs8ZMRgPkewWGQUQ0WPV5IHTTTTfhlVdewQcffIAnnngCO3fuxPXXXw+HwwEAqK2thcViQVZWlubr8vLyUFtbq4zJzc0Neezc3FzNmLy8PM39WVlZsFgsnY6Rn8sxwVatWqX0JdlsNhQVFXX3FBANaG5/j5DJYIDRwNIYEQ1u3S6NdeXOO+9U/l9cXIypU6di1KhReOedd3DHHXeE/TohhKZUpVe26osxslE6XFns4YcfxrJly5TPm5qaGAxRQvGodp6XvyWMg4hosOr36fMFBQUYNWoUDh06BADIz8+H0+lEQ0ODZlxdXZ2SrcnPz8fp06dDHuvMmTOaMcFZnYaGBrhcrk7HyDJdcKZIslqtyMzM1HwQJRI5fd5kUpXGmBIiokGq3wOh+vp6VFdXo6CgAAAwZcoUmM1mbNy4URlTU1ODyspKzJw5EwAwY8YM2O127NixQxmzfft22O12zZjKykrU1NQoYzZs2ACr1YopU6YoY7Zs2aKZUr9hwwYUFhZi9OjR/fY9Ew1k6owQS2NENNh1OxBqaWlBRUUFKioqAABHjx5FRUUFqqqq0NLSghUrVmDbtm04duwYPvroIyxYsAA5OTm4/fbbAQA2mw2LFy/G8uXLsWnTJuzevRv33HMPJk6cqMwiGz9+PG688UYsWbIEZWVlKCsrw5IlSzB//nyMGzcOADB37lxMmDABJSUl2L17NzZt2oQVK1ZgyZIlShZn4cKFsFqtWLRoESorK7F+/Xo8+uijnDFG1Ak5fd5kNMhJY1xHiIgGrW73CO3atQvXXXed8rnsp7n33nvxzDPPYO/evfjb3/6GxsZGFBQU4LrrrsPf//53ZGRkKF/zhz/8AUlJSfjGN76B9vZ23HDDDXjxxRdhMpmUMa+88goefPBBZXbZLbfcolm7yGQy4Z133sF9992HK6+8EikpKVi4cCEef/xxZYzNZsPGjRtx//33Y+rUqcjKysKyZcs0PUBEpBXICBmVHiFuukpEg5VBsPjfqaamJthsNtjtdvYLUUL4rKoBdzz9KUZmp+LXtxXjW8/vwPiCTPzvD6+O9aEREUUs0us39xojIg2vetYYm6WJaJBjIEREGnLWmNFogJxAzziIiAYrBkJEpKGdNea7jc3SRDRYMRAiIg23eq8xpTQWwwMiIupHDISISMPjnyKWpC6NxfKAiIj6EQMhItJQ9hpTNUtz93kiGqwYCBGRhnodISO3nyeiQY6BEBFpqHuEGAcR0WDHQIiINGQZLMkU2H2epTEiGqwYCBGRhuwRMhoMyp58jIOIaLBiIEREGh69laVZHCOiQYqBEBFpaHqE/Ldx01UiGqwYCBGRhrKOkMkQmDVGRDRIMRAiIo1ARsjITVeJaNBjIEREGpoeIa4sHZFaewfuf+Uz7Dh6LtaHQkTdlBTrAyCi+KK3jhCnz3du4/5avLO3BiajAdPGZMf6cIioG5gRIiIN3VljjIM65XD7+qpcHnaVEw00DISISEMGQkaWxiImz5n8l4gGDgZCRKTh1s0I8QLfGXnOWEIkGngYCBGRhpw+bzIGps/z+t45ZoSIBi4GQkSkoZsRiuHxDATynHl4oogGHAZCRKTh8ajWEfLfxpJP52QWzcuMENGAw0CIiDS0GSGWxiLhZmmMaMBiIEREGh6ddYTYLN05mUXz8DwRDTgMhIhIQ5MR8t/Gy3vnZADEgJFo4GEgREQass/FZGJpLFKcNUY0cDEQIiINZYsNgwFGlsYiwlljRAMXAyEi0lCvI8SVpSMje4Q4a4xo4GEgREQaeusIcfp85zhrjGjgYiBERBrKrDGTkZuuRkhZR4gnimjAYSBERBq66wjF8oAGAGaEiAYuBkJEcWTfKTv+7/98jlON7TE7Bs06QvJGXt875eGmq0QDFgMhojjy5Kav8D/lJ7B+98mYHYM6IyQ3XeUFvnOB3edjfCBE1G0MhIjihBACO4+dAwDY210xOw7NrDFuuhoRL0tjRAMWAyGiOHH4TCvqW50AgOaOWAZCoaUxriPUOfYIEQ1cDISI4oTMBgFAU4c7ZsfhUZXGoEyfj9nhDAjsESIauBgIEcUJdSDUHMNASFlZ2mhUeoSoc25/OZEZIaKBh4EQUZzQBkKxL42pN10FWB7rDDNCRAMXAyGiOFBr70D1ucCU+ZhmhDyqHiFVRojJjvDYI0Q0cDEQIooDO/zZoGSz71cyXjJCRlVKiBmh8DycPk80YDEQIooDO4/6AqGrLsgBEOseodBNVwFOoe+Mm5uuEg1YDISI4oDsD7r+ojwAQJvTA7fHG5NjUTJCpsCsMYD7jXVGnjMPTxLRgMNAiCjG7G0uHDzdDAC4/qJc5fYWR2yyQvJibjRoS2NsBA5PnjP2CBENPAyEiGJs1/FzEAI4LycN+bZkVZ9QjAIhj+wRMmqapSk8zhojGrgYCBHFmGyUvnx0NgAgI9kMAGiKUcO0W2/TVbA01hmuI0Q0cDEQIoqxXccaAABTR2cBADKSkwDEMCOk6hEysDQWEZlF8wrOriMaaBgIEcVQh8uDPScaAQDTxmgzQrEKhNQZIfXK0ry8h+dWZYKYFCIaWBgIEcVQRXUjXB6B3AwrRmanAgAylYxQbEpjmr3GVJjpCM+jCYR4nogGEgZCRDEk1w+6fEy20pgc69KYZh0hTWksJoczIKgzQuwTIhpYGAgRxZBslJ7mb5QGgAyrLI3FOiMUtOkqr+9hMSNENHAxECKKEbfHi8+O+xqlL1cHQnHSLB0ya4yRUFgeZoSIBiwGQkQxcqCmGa1ODzKSkzAuP0O5PTB9PvqBkNcrlBJY8KarTHSEp8kIxWZBcCLqIQZCRDEiy2JTR2XBpGpMzohhs7R6iwiTkStLR8qtin64zQbRwMJAiChGdh0LNEqrxbI0ps5sJAVnhKJ+NAODOosGsDRGNNAwECKKASGEstGquj8IUK8jFP2MkHr2kylk+ny0j2ZgCM4AcZkBooGl24HQli1bsGDBAhQWFsJgMODNN9/U3C+EwMqVK1FYWIiUlBRce+212Ldvn2aMw+HAAw88gJycHKSlpeGWW27BiRMnNGMaGhpQUlICm80Gm82GkpISNDY2asZUVVVhwYIFSEtLQ05ODh588EE4nU7NmL1792LWrFlISUnB8OHD8cgjj/APFcXc0bOtONvihCXJiEtG2DT3ZcYyI+TRZoQAKOUx/t7oC84AsTRGNLB0OxBqbW3FpEmT8NRTT+ne/7vf/Q6rV6/GU089hZ07dyI/Px9z5sxBc3OzMuahhx7C+vXrsW7dOmzduhUtLS2YP38+PB6PMmbhwoWoqKhAaWkpSktLUVFRgZKSEuV+j8eDm2++Ga2trdi6dSvWrVuH119/HcuXL1fGNDU1Yc6cOSgsLMTOnTvx5JNP4vHHH8fq1au7+20T9SmZDbp0xBBYk0ya+2K5srS610VmhGR5jJd3fe7gQIilMaIBJam7X3DTTTfhpptu0r1PCIE//vGP+M///E/ccccdAICXXnoJeXl5ePXVV/H9738fdrsda9aswcsvv4zZs2cDANauXYuioiK8//77mDdvHg4cOIDS0lKUlZVh+vTpAIDnnnsOM2bMwMGDBzFu3Dhs2LAB+/fvR3V1NQoLCwEATzzxBBYtWoTf/OY3yMzMxCuvvIKOjg68+OKLsFqtKC4uxpdffonVq1dj2bJl3FmbYmbHUf+0+TFZIffFtFlaPXXe//shf0uY6NCnzqIBnDVGNND0aY/Q0aNHUVtbi7lz5yq3Wa1WzJo1C59++ikAoLy8HC6XSzOmsLAQxcXFypht27bBZrMpQRAAXHHFFbDZbJoxxcXFShAEAPPmzYPD4UB5ebkyZtasWbBarZoxp06dwrFjx3S/B4fDgaamJs0HUV8L1x8EBAKhVqcn6tkF9T5jkny/wFlj+txBkQ9LY0QDS58GQrW1tQCAvLw8ze15eXnKfbW1tbBYLMjKyup0TG5ubsjj5+bmasYEP09WVhYsFkunY+TnckywVatWKX1JNpsNRUVFXX/jRN1wuqkDVefaYDQAU0bpZYTMyv9bolweUzJCBnUgxNJYZ4IDH5bGiAaWfpk1FlxyEkJ0WYYKHqM3vi/GyIbPcMfz8MMPw263Kx/V1dWdHjdRd+3w7y82viBTE/RIliQjrEm+X82mKJfH9DZcDZTGeIHXExz4MHNGNLD0aSCUn58PIDTbUldXp2Ri8vPz4XQ60dDQ0OmY06dPhzz+mTNnNGOCn6ehoQEul6vTMXV1dQBCs1aS1WpFZmam5oOoL3VWFpNkgNTiiG5GSCmNmUJLY7y+63N7mBEiGsj6NBAaM2YM8vPzsXHjRuU2p9OJzZs3Y+bMmQCAKVOmwGw2a8bU1NSgsrJSGTNjxgzY7Xbs2LFDGbN9+3bY7XbNmMrKStTU1ChjNmzYAKvViilTpihjtmzZoplSv2HDBhQWFmL06NF9+a0TRWznsdD9xYLFagq9XkZIbrzKQEgfM0JEA1u3A6GWlhZUVFSgoqICgK9BuqKiAlVVVTAYDHjooYfw6KOPYv369aisrMSiRYuQmpqKhQsXAgBsNhsWL16M5cuXY9OmTdi9ezfuueceTJw4UZlFNn78eNx4441YsmQJysrKUFZWhiVLlmD+/PkYN24cAGDu3LmYMGECSkpKsHv3bmzatAkrVqzAkiVLlCzOwoULYbVasWjRIlRWVmL9+vV49NFHOWOMYsbe7sIXtb4GfL0ZY1KsZo7Jxl+TXmmMXUK6gqfPc9YY0cDS7enzu3btwnXXXad8vmzZMgDAvffeixdffBE//vGP0d7ejvvuuw8NDQ2YPn06NmzYgIyMwKaSf/jDH5CUlIRvfOMbaG9vxw033IAXX3wRJlNgPZVXXnkFDz74oDK77JZbbtGsXWQymfDOO+/gvvvuw5VXXomUlBQsXLgQjz/+uDLGZrNh48aNuP/++zF16lRkZWVh2bJlyjETRdtnxxsgBDB6aCpyM5LDjovVWkKBjFDgPZKBGaFOcUFFooGt24HQtdde22nTpMFgwMqVK7Fy5cqwY5KTk/Hkk0/iySefDDsmOzsba9eu7fRYRo4cibfffrvTMRMnTsSWLVs6HUMULTsi6A8CYpkR4vT57gqZPs8eIaIBhXuNEUXRzqP6G60Gk4FQUxz0CAVKY6SHPUJEAxsDIaIo6XB5sOeEHQAwrcuMUGxLY0ajzjpCvL7r4hYbRAMbAyGiKPm8uhFOjxfDMqwYNTS107GxKo3pZoS46WqnvCHN0jxPRAMJAyGiKJHrB00bnd3lrMVYZYT0eoSMXFm6UyGzxniiiAYUBkJEUbJDWT8o/LR5KXYZIV/jr/7K0lE9lAGDs8aIBjYGQkRR4PEKfHbcFwhN7aI/CIjdgopylWS9WWNcR0hf6DpCPE9EAwkDIaIoOFDThBaHGxnWJIwv6HrblnRr/K0jxIUC9Xk4fZ5oQGMgRBQFsj9o8qgsTbYlnLhaR8j/LzNC+kL2GmNpjGhAYSBEFAVKo3QX6wdJGbHea4ybrkYsZB0hZoSIBhQGQkT9TAiBHUe73mhVTdl93umO6oVVWUfIwE1XIxWyjhBPFNGAwkCIqJ8dq2/D2RYHLCYjLhlhi+hrZEZICF8wFC2dryzNC7yekFljzAgRDSgMhIj6mdxWY1KRDclmUxejfZLNJlhMvl/PaJbH9PcaY0ZIrdXhxvrdJ2Bv9/VvBQc+PE9EAwsDIaJ+FulGq8Fi0TCtrCNkCm3o5h5aPq/tqMKP/v451nx8BAAzQkQDHQMhon62s9eBUCwyQoE/DfK/vLz71Lc6AQBn/f/GqkeorrkDL5cdR4sjug31RINNUqwPgGgwq2vqwPH6NhgMvqnz3RHYZiOaGSG9HiGWxtTkOXK6vf7PtesIRau5/dnNR7Bm61F4PF4sunJMVJ6TaDBiRoioH+30b6txUX4mbCnmbn1tbDNCodPnmRPykesGuTy+AChWGaHGNl+A3NAW3bWmiAYbBkJE/Siw0Wr3skFAIBBqimIgpJcRktPn2friIzNAMhCK1TpC8jicHi75TdQbDISI+tEO/4yxyyNcSFEtFqUx3b3G/P/GU2lMCIHvvrQL9/x1O0SUD8ytlMaE5nMpWs3SLv/zuNwMhIh6gz1CRP2kqcOFA7VNAIBp3WyUBmJTGpNlHc02IMrK0vETCTk9Xrx/4DQA4GyLE8MyrFF7bqVHKFxGKEqnyePRHgcR9QwzQkT9pPx4A4QARg1NRW5mcre/PjbN0r6LqinOS2Pq/b1aozxryuXRZmJCA6HonCh3UImOiHqGgRBRP5ELKXZ32ryUGcNm6XhfWVpdjor29PHgHqFYlcbk8zpYGiPqFQZCRP0k0Cjds0AoJqUxpUco8KfBEIiE4oY62Ij2xrQyAAk0S2sDkWjNGgvMXoujHwzRAMRAiKgfdLg8+LzaDgCY2oMZY0CMmqU7WUcorkpjquAj2qWxQI+QfrN0tGaNyXPgdHui8nxEgxUDIaJ+sPekHU6PFznpFozJSevRY8QkI9TJOkLxVBrzxLA0Fpg15gtAPJ7g0lh0jiN4YUci6hkGQkT9YIeqP8hgCN23KxKBjFCMe4TicNNVdbN0c7QDIY/sEQozfT5KJ8rF0hhRn2AgRNQPerq/mFosN101mfSapeOHJiMU8x6hWC2oyIwQUV9gIETUxzxegXL/1hrTerCQoiQDoRaHO2pr+MiyjkmVxZJ90/G0+7w6CxOrHqFws8aidZ7k83MdIaLeYSBE1Me+qG1Cs8ONdGsSxhdk9vhxMv2lMa8AWp3RaYjVW0fIoKyoGJVDiIi6WTpWPUKOMJuuRqs0xowQUd9gIETUx+T6QZNHZWlXaO4ma5IRZn+JKlrlMf0eId+/8dQsrekRinJpLDgjFJyQid6sMe1xEFHPMBAi6mNyx/mebLSqZjAYot4wrcwaM6nXEfJPn4+j66121lh0d18PbpaWGSFLktH/eZSOg5uuEvUJBkJEfUgIgR3+RumpvWiUlqLdMN35ytLxQ9sjFN11dORze7wCHq9QPrf4g8do9Qh5grb6IKKeYSBE1IeqzrXhTLMDZpMBlxYN6fXjyUCoKdoZIb3SWBw1S2tWlo5RszTgK0vJzwMZoejuPs+MEFHvMBAi6kNy/aBLRgxBstnU68fLsEa3NKaXEYrLTVfVzdJRXF7A99yBE+H0eEMyQmyWJhpYGAgR9aG+WD9ILdqlMf1ZY1L8REKeGJbGNBkhd2hGKFqZM06fJ+obDISI+pDSKD2md43SUrSbpd2ezkpjUTmEiMRy93n1LC2XR9UjFOXSWGD2Whz9YIgGIAZCRH2krrkDR8+2wmAApowamBkh2eirt+lqPF1u1dPnWxzuqE1ZB/R6hPyzxkzRnjWmbdomop5hIETUR3b5s0Hj8jJgSzH3yWNmRnnjVbfSLK2ePu/7N55Wlg5exLDVGf392ADfoooyKDMnRXfWmFsVcbFPiKjnGAgR9RHZKN2bbTWCpUc5EPLoTZ+P89IYEN0+oeCMkAx8rKbolca8XqFpXmefEFHPMRAi6iN93SgNqHuEorSOkF6PUByWxoKDjWguqujW9AgFZo2Zk3znKRqzxoIDQWaEiHqOgRBRH2jucOFATROAvg6EYrOOkGb6vP+vRDytI+QOahCO5jYb7pAeoaAFFaOQEQoOBPtim40OlwcPvLYbb+4+2evHIhpIGAgR9YHPqhrhFUBRdgrybcl99rhRnzXWyaarcRQH6WSEYhMIOd1CCcqiOWvMFdQj1RcZoe1Hz+Ffn5/CMx8d7vVjEQ0kDISI+oDcaLUvs0FALNYR8meETHG+6WpIj1D0AiF1oOPUrCztW0AzGhO4PJ6+zwg1tjkBRH85AqJYYyBE1Afk/mLT+jgQitWsMbmaNBDYdDW+MkLaC3+0zo8QImRBRXfQ9PlozBoLDgQdfZARkuXXtijOwCOKBwyEiHrJ4fagoroRAHB5H84YAwKlsRaHOyo9Ol6lR0g1fV7eF0eBUPAigtHKYuj15sRirzF3UCDYFxmhpnZf1rHNGd2VuolijYEQUS/tPWGH0+1FTroF5+Wk9eljy9KYxyuicoEKrCM0cDZdBYCWKGfMJO1eY3JPtigEQkGBYF/0CDX5y68O1bYhRImAgRBRL8my2NRR2UoZqa+kmE1KUBKN8o9uj5D/33i6NAYHJC1RKufoTVuPTUYoODPV++eUGSGA5TFKLAyEiHpJaZTu47IY4OvPiWbDtF5GyKj0CMVPKBTcIxStjFBok3KgZ8gcxQUVg79/p6f32cKm9sA5ZHmMEgkDIaJe8HgFdh33ba1x+ei+2Wg1WDTXEhqoK0tHq0dIrzcnOCMUi2Zpp7sPMkId6owQAyFKHAyEiHrhy9PNaO5wI81iwoSCzH55jgxr9FaX1ltHCHG8snSy2fcnLFrT5/WapYN3n49Ge01Ij1AfNksD0V2OgCjWGAgR9YLcVmPyqCwkmfrn1ykjilPoPTqzxoxxuOmqDD6GpFgARG/6vEunWTp4ZemY9Aj14fR5AGh3MSNEiYOBEFEv7OinhRTVorm6dOezxvr96SMmg40hqYHlBaLyvDqztWQWzRrN0pgnuEeo94GQnRkhSlAMhIh6SAjRLxutBsuMUrO01yuUYCfeN12V6+ZkpkQ3EIqkRygWGaHeTp8XQmhKY+3sEaIEwkCIqIeqz7XjdJMDZpMBl40c0m/PE63SmHrXdJPOpqvxlBJSMkL+QCh2PUIisPt8NEtjfbzFRrvLowmu2CxNiYSBEFEPyfWDJg63Idls6rfnCZTG+jcjpL6AJ+lkhOJpjT13UGks2luQSA6XR4kPoztrTBv49HaLDfXUeYDrCFFiYSBE1EP9uX6QWrQyQuqLvGbWWDyuLO3PiGSl+pqlHW5vn6yu3JXgTIy6qTi66wj1bUaoKSjIZkaIEkmfB0IrV66EwWDQfOTn5yv3CyGwcuVKFBYWIiUlBddeey327duneQyHw4EHHngAOTk5SEtLwy233IITJ05oxjQ0NKCkpAQ2mw02mw0lJSVobGzUjKmqqsKCBQuQlpaGnJwcPPjgg3A6nX39LVOCUvqDRvV3IOTLevT3OkLqRmBtRsgnfsKgQNAme4SA6JTHgjMx7a7A59GcPh+8knRvg0B1fxAAtDIQogTSLxmhiy++GDU1NcrH3r17lft+97vfYfXq1Xjqqaewc+dO5OfnY86cOWhublbGPPTQQ1i/fj3WrVuHrVu3oqWlBfPnz4dHtXrqwoULUVFRgdLSUpSWlqKiogIlJSXK/R6PBzfffDNaW1uxdetWrFu3Dq+//jqWL1/eH98yJZgzzQ4cOdsKAJjaTwspSjIj1OLo39KY+iKvt7J0PJXGPKqZWnItoWg0TAdnYtRNxdYo7j7f1xkhe1Ag1M7SGCWQpH550KQkTRZIEkLgj3/8I/7zP/8Td9xxBwDgpZdeQl5eHl599VV8//vfh91ux5o1a/Dyyy9j9uzZAIC1a9eiqKgI77//PubNm4cDBw6gtLQUZWVlmD59OgDgueeew4wZM3Dw4EGMGzcOGzZswP79+1FdXY3CwkIAwBNPPIFFixbhN7/5DTIz+2fxO0oM5cd92aBxeRkY4i/P9JeoNUurps6r90yLx01X3cp6RwakW83ocDn6NRB6+qOvsLuqEYtmjtbc3qEqjcVy9/leZ4Q6mBGixNUvGaFDhw6hsLAQY8aMwTe/+U0cOXIEAHD06FHU1tZi7ty5ylir1YpZs2bh008/BQCUl5fD5XJpxhQWFqK4uFgZs23bNthsNiUIAoArrrgCNptNM6a4uFgJggBg3rx5cDgcKC8vD3vsDocDTU1Nmg+iYDuO+rfVGNO/2SAgeusI6a0hBARKY/FE9uqYTEZVxqz/zs/zW49h4/7T2HfKrrm9XScQ8sZg1pizl5uuBjdLc/o8JZI+D4SmT5+Ov/3tb3jvvffw3HPPoba2FjNnzkR9fT1qa2sBAHl5eZqvycvLU+6rra2FxWJBVlZWp2Nyc3NDnjs3N1czJvh5srKyYLFYlDF6Vq1apfQd2Ww2FBUVdfMMUCKIxvpBUrTWEVIyQgZt6BMojcVnRijN6pux19ONV51uL/6+swrV59rCjnG4fYFBq0MbIMimYqMhcJ48MSiN9VWPkPzRc0FF6q1/fX4KP3i5PGprfPVGnwdCN910E77+9a9j4sSJmD17Nt555x0AvhKYZAj6QyuECLktWPAYvfE9GRPs4Ycfht1uVz6qq6s7PS5KPC0Ot5IZmNbPM8YAbUaoP8tTehuuAlDNGuu3p+42j2pPtHRr7zJCf99ZhZ+8vhezV28OO0YGGsHTymVpLMloVDJpfbDIc5dcOgs79oYsjQ1LtwLgFhvUe3/9+AhK99Vi2+H6WB9Kl/p9+nxaWhomTpyIQ4cOKX1DwRmZuro6JXuTn58Pp9OJhoaGTsecPn065LnOnDmjGRP8PA0NDXC5XCGZIjWr1YrMzEzNB5HaZ8cb4BXAiKwUFNhS+v35ZOnH7RXocPXfVVYpjZmCS2Pxt7J0cI8Q0PNAaO9JX1DrcHt1A00hhLKFRXDvTEObbxZqisWkBEL9mTlrdbhhb3P1eUZINkvn25IBcPo89Z58DQ2E7GK/B0IOhwMHDhxAQUEBxowZg/z8fGzcuFG53+l0YvPmzZg5cyYAYMqUKTCbzZoxNTU1qKysVMbMmDEDdrsdO3bsUMZs374ddrtdM6ayshI1NTXKmA0bNsBqtWLKlCn9+j3T4CbLYtOiUBYDgFTVRbY/y2PhMkLGuMwI+Y9V3SPUw9LYqKFpyv+rz7WH3O9WbT0S3DvT2Ob7eQxNsyjnqb+apYUQuPnPH+O6Jz4KKdH1OiPk7xHKz/QFQgPh4kXxrcNfTh4IQXWfzxpbsWIFFixYgJEjR6Kurg6//vWv0dTUhHvvvRcGgwEPPfQQHn30UYwdOxZjx47Fo48+itTUVCxcuBAAYLPZsHjxYixfvhxDhw5FdnY2VqxYoZTaAGD8+PG48cYbsWTJEjz77LMAgO9973uYP38+xo0bBwCYO3cuJkyYgJKSEvz+97/HuXPnsGLFCixZsoRZHuqVHVFaSFEyGHzlH3u7C00dbuT208vXrSo3aZ/f92/c9wj18OKtbm7ec7IRI4emau5XBxnhAoSsNEugl6qfAqFWpwfH6n19THXNHQB8QapX9H7TVVkakxkhlsaotxwu/XJyPOrzQOjEiRO46667cPbsWQwbNgxXXHEFysrKMGrUKADAj3/8Y7S3t+O+++5DQ0MDpk+fjg0bNiAjI0N5jD/84Q9ISkrCN77xDbS3t+OGG27Aiy++CJMpsI3BK6+8ggcffFCZXXbLLbfgqaeeUu43mUx45513cN999+HKK69ESkoKFi5ciMcff7yvv2VKIA63BxXVjQCAy/t5/SC1jGRfIBSdjJA2UWyIw3lj6qn+vS2NqS/6e07YMf+SQs396rKTfHdrMRk1wUd2mqXfS2MNrYHFYGVAlmpJQovD3fstNoICoeCME1F3yf65hMwIrVu3rtP7DQYDVq5ciZUrV4Ydk5ycjCeffBJPPvlk2DHZ2dlYu3Ztp881cuRIvP32252OIeqOypN2ONxeZKdZcP6w9Kg9r69hur1fp9CHnT4f5+sI9bY0pu672nOiMeR+dSDU6n93m2wOCoRSLf0+a0yW4YBA0JdiMaHF4e6z0liBzAgNgHfxFN86lAkG8R8Ica8xom7YeczXxD91VFaXMx37UjQWVQzXI2SIw5Wl3Z6+mzUmexkAoPJkU0hpS51tkT1CqRbte8gsdUaon/rZZWM2ALQ45HH4suR91iyd6Wv+b3N54irwpYFFCBF2pmU8YiBE1A1yo9VoTJtXi8ZaQnKRPmPYjFC/PXW3qct4ab0NhFSlsRaHW9k6RVJnfmRGKMVi0owZqgqE+iojtP1IPT73l2EBbSAkS2MpZt9x9CYjJIRQzl1uptV/G/p1hiINbg6dcnI8YyBEFCGvV2DXcf+K0lGaMSbJrEd/ZoRkb0tIRsj/r4ijCfRuTY9Q7wIhR9AFf+/JRs3n6iBDZoSSzdpASN0s3RezxuxtLpSs2YGSNduVzIy6NBboEepZRqj6XBtm/f5DvPjJUTg9XuWYc9KsgecYAO/kKT6pf6eYESIaRL6sa4a93YVUiwkXF0Z35mFgUcV+zAiF6RGKz01X5fT5vugR0r5jrbF3aD7X9AgFlaQkdUYI6P3MsaP1rXB6vGjqCDRCa0tjgWZpIHQ3+q6UHanH8fo2vLu3Fm2qxug0q0nJMnGbDeopdbmZGSGiQUSWxSaPzEKSKbq/OvJi39SvPUK+C25oj5D/P3FUG3OrjrW3pTE5ayzPXxaqb3Fq7lcHQnJsim5GKPD5up3VWLejqkfHAwBVqu0+5IUkXLM0gG7PGpMZpVanW8n8WJKMSDIZlSBvIFzAKD6p31wMhNdRv+w+TzQY7TgWm7IYEJ2NV5WNTMOWxuKHxxPoEZLBQG97hIYPScHpJgfOtYYPhKTgHqHsVIumt+qn6/fCaAAWTCpUArXuUO97JoOvvuwRkitktzk9SuYnzf89pVpNqG9laYx6TtsjFP+vI2aEiCIghFAyQtFcP0jKiEKzdNh1hPwpoThKCGnKeOrd53sy00k2BY/I8i2keLbFobnfoRNkBGeEstMtIZvVekXPg7MTDapAyCkDocDPXpbCetojJAPqFodbCYpkmS3VnKR5XqLuGmgZIQZCRBE40dCO2qYOJBkNuGxkLAOh2K0jFE8rS6t7hGSztKeHe7HJfobhWb6p452VxiR1j5DFZESaahsUtZ5uVaHe6kNeVBrbnCHjZGaq2xkh/3G1OdxoC2q8TvWv1M1tNqin1L+HbQNgcU4GQkQRkPuLFQ+3hZRFoiFTlsYcUcgIDYBNV12qdYRSLSYlWOvJ+ZEzXIYP8QdCrdqMkF6QoZ41lpVmhsFgUJrK1Xr6bri6IbRHqEEnEJLBi9srutWgHegR8gQar/0BpXxMbrNBPeXQNEvHf0DNQIgoAspGq1FeP0iKh4xQHCWENIs/GgwGpPvLOj3ZGqJd1SMEAOdanZoSm15GyGwyKE3l2f4p53oZoTanB60ON3YcPRdx2c7jFTjZEMgIyeNrbA0N8tQLO3ZnvzF1ya7e3xOl9Aj14lwSAdqM0EAIqBkIEUVA2Wg1Bo3SQHSapWVGIbjXJbD7fPxEQsFBW3ovptArzdL+0pjLIzSz8/QCoSSTEWb/zMHsNN/PRicOQqvTjT9vOoRvPLsNj5V+EdHx1Njble8P8PXquDxeNOuUqtS9St0JhNSN0GeafRkwpUdImTUW/+/kY6GpwxVXvwvxSJ0RcnlEr1c+728MhIi6UN/iwOEzvtWGp46Kfn8QoG2W7q8/wuEzQvFXGpMZIRmMKAtOdrM0JoRQAiFbill5nHpVw7RegJFkNMBs0maEfOUx7bg2hwfPbjkCAHh28xHNBSIcdX8Q4AvU9MpigHb2WncuNi2qbE8gENJmhPTKevtPNeHFT45GvGik1ysi+p4His+rG3HZIxvx29KDsT6UuBbcqxfvjfcMhIi6IPcXuzAvHVlplpgcgwyEXB7R653Gw1HWEQrpEfKJl3fBQoiQoE1OUe9uOcflEcpCkclmE4am+36+9aop9HoBhslogCXJFzhkp5qV24P7hNqcbk3w/M/dp7o8JnV/kO8xPJo1hNTMJqMSkHWnYVrdCC0DoTR/k3RnMxR/9a99WPmv/dh+pD6i5/n2iztx1W8/7PHsuXiz50QjPF6h2fqEQgUvUhrvSzEwECLqguwPilVZDADSLElKr05TP02hDwQX+tPn42VlafVxyD6dwBT67p0b9Qq4yWYjsv2BbiQZIYs/AFEHx8H7tLU5PZrA9dkth7tsalavIQT4eiwaWvUzQmaTQcmKdScjpA6E6pp9K2nLTJAtxRfY6QVfcmmB+jDHoyaEwLYj9TjT7MCxoP3bBipZMmXZsHPBb9bifQo9AyGiLsS6URrwXWD7e7+x8LvP+/6Nk4SQsqo0oOoRsvasR6jD/wfaYPBNgx/qL3N1nREywpzk+/M5VBUIBfdXtTrdmqDj8JlWHDzd3OkxBQdCvtKYfoDny0x1PxBSZ2jO+IMb2Sw9xJ/hamwPfc42ZSHGrs9zm9OjHFN/9rZFk3r9JQovOCPE0hjRANbqcGPfqSYAwNQYZoQA1RT6frqohO0R8v8bL5uuqvtT5OKPOem+AOZYfZvu14QjexmSk0wwGAzIkaWxls4DIXUmRp0RCj537U6P0uSc4Q/WDtQ0dXpMJxt9PULDMqzKY+itIQT4glYZBEaaKRRC6JbGUvwZoaxU3/ej95zK+kMRXNj09kYb6GS5MN4zHLHmYGmMaPD4rKoBHq/A8CEpyvTqWOnv1aXDZYSMcbaytHqDURl4TPWv9i2zd5GSpbFksz+7k65TGgvTI1RgSwYAnJeTrtwe3Czd6vAoWSp5jF0FQnKLjyL/LLY2ZyAjFLyidZLRqASBZ5q7LlcBvuBPXZ2TwaDsERoSpjQmhFBlhLoOBLR7o/Xf+lfRJAO6wRLY9Zfg0hgzQkQD2E5lf7HYzBZT6++1hMLuNRZn0+e1GSHfwcn+rcqT9m5dpDqCNlGVpbGz6tJYmB6hP33zMrxx30xMKMxUbg8+d80dLmUdlWljhgIADtR0XhqTAUSBP/BudwUyQjL4Up7PZFACoeCtQcIJd35kj9AQf0YouBzncHuVrGEkpTH1nm09WdYgHjV3BDJi8fL7EI/CNUvXtziwYV8t3N1cCb2/MRAi6oSyv1gM+4OkwFpC/ZURCqzWrBZvm67KHiGDIdCcXDgkBUXZKfAKoPx4g2Z8U4cLX9W16D6WUhqTgVDEGSFfY/XkoO1Wgs9dXXPgcaaN8Y3dX9MU9iIqhFB6cwoyk/3HGJg+nx8UCJmNRqWE1vtASNsjZG/XLiypzgJFMjtPXRprGjSBkO9n4/H23+zNwSB4+rx87fz6nQP43svl2PRFXSwOKywGQkRhON1e7K72XVSnxbg/COj/jJBHdLGOUJxEQsoaQkGz26aN9mVcdhzVTu3+/t/KMecPm1Gl0z8k37lagzJC5yLICOkJnj4vAyGLyYiLC20wGnyPrQ6Q1FocbuX7k0FPu2r6fH5mUEbIaMAwf/AWaSAUbg+x4EDI5RFBwU/g6yLJCGlLY4MlEAp8H9yLLbzgtaNkaexYvW/24KnG9pCviSUGQkRhVJ6yo8PlRVaqGRfkpnf9Bf2s30tjXcwai5dNV8OV8Kb7s3ZyFXDpyNkWCAEcPxc6hVuWrUJ7hDpvlg5ea0kKDoTO+KempycnIdlswnnDfK+j/WH6hGTwkGw2Kk3LbS6PkiXKDQqEzCYDcjJkj1DvMkJyLaYUs0mZiabO6qiDokh6hAZ6aczjFdiwr1bThK7+3WPDdHjBGaFAacz3moi31wMDIaIwZFls6uhsJSsSS/29zYZHCTCC1hGKs01XwzV1y+UNPq+2a3oU5B9dvXfwclxykrY0dq7NqTxPuGZpPcG3K/t4+RuRJxT4+onCNUzLQCgr1aKsGt3h9KDJHwjlZVpDni/QIxRZs3RXGSGDwaDbMN3i6F4Q0DjAZ4399eMj+N7L5Vi94UvlNnVQNBC/p2iRGSFlA1//60WWnOPt3DEQIgpDWT8oDspiQP/PGusqIxQnCaHANP+grMyooanIzbDC6fGiwr/yr8cr0Or/I9yi09fiUHqE/PuG+bMwQgSyIfqlMf0/neo1juTjAEC61RdYjFcCIf2G6cZ233PaUsxKA3e7ywN7u35pTD1rrK+apQH1FPrAa01dDoukLKRutu6v12x/euOzkwCgvJa8XhEUDMbXxTyeyIyQfB21OjzocHmU30W9ffNiiYEQkQ6vVygzxqbGwYwxIAoZoTDrCMXbpqvhF340KFkhWR5TX7h0M0L+d64y+5JkMio9MjKN352MUFuYJmK5htBFBRkAgENhFlWUwcOQVLPSwK0OhHKDMkJJJkOgWTrC0li4Ruc01b5lNmVRxUBWR/11kewori6r9cdr1u3xYtk/KvDytmN9/thfnm5WFr78qq7Ft/aS0615M9Dd7VwSify9kiu1t7vcmkVKWRojGgAO1bXA3u5CitmE4uG2WB8OACAzuWcbi0YqfEYovpql5Z5aesFIcJ+QOhDSy4QEl8aAwErR9a0OzfOphWuWDrdwnCyN5fibscPtHWb3Bw/q0lhTu0spReVmBGeEAotAtjo9EWUpZECYatGuSZRqVWeEfIFQQ68yQv1bGvv8RCPe+Owk/rTpqz5/7Lc/D+wJ1+Jw43STIySYY7N0eDLTKhcbbXV4cK5FHVTH17ljIESkY4e/LHbZyCHKCsKx1u+zxuT0+TCNwH2xsvRbn5/C3D9s7tXeU4GMUOjPRa7VU368AS6PV1OS0fvj2+70fc9W1UKFQ/2lps4yQuGapcNtI5buz+ZlpnRe3mxUZYRkoKIuecnsT+A4jEi3JsHqb24+G8GiijIoyQ16LPVijUNSfBcwe5v+xSuilaVb+7ef5kSDb+ZRY5uzT7OVQgj8a0+N5rZDdc2hgRCbpcNSMkL+gLrN6cHZ1sDrmKUxogFgVxxstBqsv0tjSu+NIbg01ncZoac+OIQvT7fg3cqargeHEW4rEAAYm5uOIalmtLs8vsUVu5juHLyyNADVNhu+P9x668WE6xEKJ92fEZLbpLQ6PXB7vFi94SBufWqrcmwyA2NLsSiBiQyuMpJ9AY/6204yGvxbg/hnjkXQJySfSz0DLdls1JzPIToZodZuzhrTZIT64TUrtyJxe0XEM7i62vAWAL483YKjZ1thTTLi6rE5AIBDp1tCgtdWhxvHzrZ2uVL4YLP3hB0fHzrT6ZjgjFC7y63JCLE0RjQAyBljsdxoNVh/N0t7w+01pkyf793jn2psx5enW5T/95SSEdLJyhiNBiV43XH0nOadp16ztFIaU2eEgjZe1WuWDtcjFI7cDyw9OVB+au5w4++7qvH5CTt2VzUCCPTkqHuEJFuKGQaDQXO7PAc53VhUUZbv1BmhNFWjtO/5dZqlu9Eo3OHyaIKT/gje1a8hvQ1igx2vb8XkX2/E6o1fdjqu7IhvHappY7IxacQQAMBXZ1pCshgtDjf+/dltuO2/Pgm7F9xg9J2XduLe53fgdFNH2DEOJSMUKI3VqzJCnDVGFOdONLThlL0DSUYDLhs5JNaHo5AZoZ6u0tvVH5+wPUL+f3tbGtv8ZeBd5KnG8H9EuyJnZoXr05F9QtuPnutyATw5u0VdFspWeoS6XxrTjFEdn5w1ZjYZlZJXc4dbCTRkAGNXps+blR4hyeaf0i7LYEAgIBvWjZljMiBU9xulWrXPpexAry6NqQIbl0d0utt9cA+U0+MNWWSvO862OHDd4x/hD6ogRv0aiiQQ2X7kHBrbXPjgi9OdjpOB0BXnDVXWD/vqdEtIMHe6qQNnmh1wuL34orbzbVMGC5fHizPNDngFwq7WDqhmjcmMkNOjbZZmIEQU3+S0+YuH2zRTimNNZoSc7u5fVNbtqELxL9/DPytOhh2jzBoL6olSFgnsZUboo4OBZfX7IiMUvN6RNKloCADfzB9NaUwni+FwdV0a686sMSnNYtI0I6epAg1ZHqtr7lDKbnIxRFlOUpfGJBkIaTJC/nMwLMOieZzOyIBQvSZRcEYoS5k15sLOY+dw9GxrSCDZ2UaaDUrTt1m5rTflkF3+Y/iXqon5ZEPgNWQPygi5PV68ur1Kk7Wo8y9uqe5dUn/9S58eg73Nhe3+bPD0MdlKIOTrEdJ+3THVSuWdBQWDiToYlKtE63EEzRprdbo1i5QyECKKczuOym014mPavJRuSVLKVN0tNcj9t/53b23YMf25srTT7cUnXwW2vuhNIBTuOCWZHWlodWp2PdedNebWKY0FNUvLWWPpqllVwdt7BEu1JikrNQOBIBYINExXnQtcSGUmR5Z4hqSaYTIalBWe5W3Bx6qUxrqTEeqQgVAgIxSaffJdwPafasI3nt2G7/1tV0hzcLgZckAgEBqablWm5ffm4iezCeqsgvo1ZA/KQL2x+yR+un4vfv5mpXKb3NZEveK19LvSL/DLt/bhm8+V4VyrE8lmIy4ZMQTnD0uHweDrlToetEVL9bnEC4SaVAFn8PmQPF4Bl39x1mx1Riho/77eZAj7GgMhoiA747BRGvD1v6RbejZzTF5gdx1vCDvDJtw6QlJvEkKfVTWgxeFWAoKmDnePL4yeMFtsSMqUXadHs9qy/qyxzqbPa0tj6mAmkoyQOriQpTHf4/j+rw6EZCbHrlpZGtCW7PRKYzIYVAKhbswaG5JqhtkfSIVkhNJ8z9Xu8kAI4PCZ0GbhzhqUZdYlK9Ws9EX1pk9INtra211we7xo6nBpenaCM0KygfmTr84qgWxdk0P5ntQrjzvdXrztnyUmv27qqGxYkoxIsZgwIisFAPCZ/82E/NmfaAj8/A6fGbyBkMcr8M+KkzjZ2K5ZWTvczE/1uVW2iXF6QgLQeFqHiYEQkcq5Vqfy7m5qnAVCQM8bpmUPxdkWR9h3cv25jtBHB339QTdclKush1TTw6xQVz1CmclJygX+uCp9r/eHV/YyWFWlsaFBm5g6dTJCXfUIpVqSNMGFtjTmu736XOD7P9Pi0Ow8L7M/6kAoUwZCOqWx7mSEZCYnXZW1Cl5TSE6fl7xCmwEBOm+YlhmhIakW5bxVnWvD6g0HI14BW02dCWpoc4VkFIObpeVFutXpwZ4TdgCB0pj6+ADg40NnQgKp6apJEuPyfItg7jnpexzZZC6zHgBweBBnhD78og4/XFeBX721D03tgZ95uL8j6lmWciX0dpcHR4ICp3iaOcZAiEhFZoMuyE1X0rrxpKdT6NXNq7v872yDKesIhVlZujelMdkfdO24XBQO8b3DPtnjQKjzjJDBYFDeiar/WOsFj8rK0jqzxpo73HC4PcoFL70bGaHUoB4hbWnM9zOsDsoINat2npfZH3VWSekR0skIyRWnj9W3dtrEDAQyY2nWQLCmLuMBgUBMrSooEOrsHb0MvLNTLcoaSo+/dxB//uArPLnpUKfHp0edTTjX6tT0B/meT/uzVf/ctx0+CyBQGgt+vH9W+PqOvnl5kdI3dc2Fw5T75f5w8rzm27SLWgLAKXtH3C0S2FdkL9CJBm1G6Pi5Vt3lCGRGyGIywpZqVraVCf6b1V8Lw/YEAyEilXhcP0gtvYcZIfV6MOXHz+mOCbere2DWWM+cburAF7XNMBiAq8fmKIFQjb1nM8c6mz4vySBWffFudXpCyoIdyl5j2oBDnoNa1TFqMkJdBEKXjBiiCYS0pTH9HiG7aud5eTx6pTF5n9HgK5cCwMThNuSkW3G2xYk3PjvR6bHJ0pgvI+R/nqCMULLZpGkgB7QZEMC3Nkw45/ylsSFpZiUDJjMCFf4MTXeoA5f6VkdIRkid0XF7vJpz+8lX9RBCaAIhGTg1d7iwcb9vFtnC6SPx/34wE2sXT1ca7gFgQqF2Zfng/d6kwVoekw3nDW1OTY9Qh8urOaeB232BkCzhXnn+UM39MthkaYwoTu3w7y82bUx8NUpL6h6bSAkhYFftGbXrWLiMUOelsZ5GQpv9ZbFLhtswNN2KwiG+C0lPG6ZlwNbZooYyEFL3sXi8ImRxRIfOOkJGo0H5enWwJmd7Ab4VnfW8cd9MfPeqMVg+90LNlhV6s8ZqVTOazrU6lZKRzGYB+hkheYFRf//JZhN+MOs8AMB/ffSV7rYggC9IkMFfmjVJmRWZFhQIAYFyW/DsNblvWmcXstom3882J82qCSABXx9OuOMLpz44I+SfOm/x/xzUr++Tje1K1hAAyqsacKbZocmUnWt1wusVWP6Pz9Hu8uC8YWmYONyGouxUXOVfRFG6uDBT83lemEAolg3TTR2uftsE9nRToMk8uIQos0XPfHQYS/62Cw63R/kdkyXcKy8InE9rklFZtqGFGSGi+NPmdGOfvw8gXjNCPSmNtTk9mnfzh+padNdd8Qj9aenKpqs9jIQ++tJXFps1LhcAel0aCxewqYUrawY3aLfrTJ8HAg3TNfbAMaqDmXDPPXlkFn42f4K/7KQqjakyQrI0puYVwJEzvouKTXV/Zxmh4IzY3dNHISfdgupz7Xir4hT0nPa/g08yGpCRHMgI6S0TsXLBxXho9ljMv6RAc/sw/zv6zi68B2p86+pcVJAREgg53d5uBw3qGUcNrU7ltXNhvm96u/oCLae1j81NR16mFU63F/9bqZ0t2dDmxBMbD2LD/tOwJBnxu69fEgj4g4zISlGCPyC0NCaXW4hVINTicGPeH7bglqc+iWjl7O6SGSGH26sERVJVfRuaO1xYvfEgNu4/jfJjDapFSn2/U9PGZGua+vt7q6CeYCBE5Le7qhFur0ChLRkjslJjfTi6etIsLRtDLUlGnDcsDUBgOr1a2ADDf4Hwdu9NPADf1POPD/l6NK4d5+u7KLT5S2M9XFSxqx4hIBDIBAvu49BbWRoINEzLjJDZpF3ROZKVpVPDNkuHBkKAL0AFtP05wSU7321G3WNIsZjwzctHAgA+PVwPPftP+WZFXZCbDrPJqPQIBTdLA8DsCXl4aPaFOhd+GQjpZ4RaHG4c9ZfBJhRkanqrpL0nIy+PCSE0zc31rU4lmyj7d9Q9QrJRenROGqb7954rDQqE6luceH7rMQDAY3dM7HRihMFgwHhVVii4NDb9PN9zxCoQ+vSrs6ixd+CruhZNlrGvqMtfx4PWDjpW34qPD51V3midaGwPTEDwZy7TrEnKwrTZaRalHy2e1hJiIETkJ3csvzyOttUI1pN3U8pGnilmTB3lK/npNUx33SPU/Xebnx6uR3OHG0PTLMp2BTIjdMredUbonxUnsfTVzzSBn2zq7rxHyKp7e/AfX6VHKCkoEPJ/fY2qBKM3bb0zMrhINhs1pbQMncAACFxIuy6NmcIew9g8X4ak6pz+1OZ9p3wByMX+vpcZ5w+FNcmIyaPCl4KDN2eVG7+GC4TkFPT8zGQMTbcqWUzNcXQjEGrqcGsymudancrUdb1ASAZhY3LScMkI3/cpN1GWvjzdjHaXB0YDsGBSYZfHoC6PBQeGM/09MPtjtOfYFtW+XzKr2FeEEJpFKWUpbLj/d/h4fRvePxBYqftEQ7uyPpA6iJ95vq88lpNuUZVWGQgRxZ14XT9ILVMpjUWeEZJlg6xUi/LOd9ex0IbpcBmh3my6KlcC/trEAiXAkj1CNY0dXabyn/rgK7y9pwavlwcagN1drCwNANlp2ouvnE6v7msRQgQWVLQElcbStaUxc5JRs7hhJBkh+c5X3SgN6JfGAGB3lS84lRkXAEjV2RFeZoT0+pRGDfVl/MJNbd7nzwjJC/u3rxyDyl/N6/Q1PyxDe+Eflh5aGlM3oe8Peg51WanQH0R0JyMUvP7MiYZ2pUQjm5q1C/35M0JD03CJP/j2BL3OPq9u9B3PkBSYw/R7qcmACwjNCF03LhcGg++4IlnZuyter8D9r36G2as3468fH+k0cyKEUJamAICjZ/s2K9XicGsC3mr/bD0ZYG4/Wo8PvgisGH+yITQjBADfmjEKN19SgCXXnKdkCDl9nijOuDxeZePLeA6EepIRUrZtSA1khD4/YQ9Z2dUdZvp8Tzdddbg9eM9fklC/687LTIbB4Fufp15nlV81mZZ/V1XaCDRLR54Rkg2a6nehTo9XCe6CS2MyGDmlyQgFxkRy8ZQZoeAMUGbQ58qWHv5zccV5gVk2MiNkMAQeR+kR0vn+R2X7Srp1zQ7dLTBkkDJBleHo6ntRb8WRajEpZT4ZVD67+TAm/38b8UWt77Fl1kk+h7o0dvvk4b7jqGmCO8KG6XOt2uDiM3/AODTNogR+zQ638niyR2j00FRcXJgJ9WlSfq7+kueooZGVwNXnKyfDqjymJcmIAlsyxvq34qjwB1i98drOKryzpwZf1bXg1+8cwH2vfBZ27NGzrTihWkrgcB9nhIJ7gmTD+Y3F+Ribm46zLU5NNu5kY5tuRmhouhX/tXAyZp6fo/SMBW9iG0sMhIgAVJ60o93lgS3FrPxRi0e9LY2NyUnD0DQLnG4vKk9qU/nhpqUHPuteJLT54Bk0O9zIz0xWAjDAd+HNy+h65pjD7VGyWTuPnUOdP0UfSY9QcLO0LGeo3123qbJDoaUx39fLngtLDzJCMhBKC9rQNLhUdIHq9WY0AFepZtnIi0mGNUmZKh+uWRrw9RfpTc8HfGv7yCbjCUEzoTqTq8qApFoCM81kRuh/yk+goc2Frf5eMFkikhkhdbP03An5SLOY0OHy4svTkWUv1HtU+b4P32tiTE6aJqhs6vAFQ3J9ptE5aUizJmnO70X5GZrHGpkdWSB0YV4GJhRkYuqoLKRZTEq2b1i6FQaDAZcV+V7fMqunp8PlwfH61k63lqhr7sBj//sFAGDuhDwAQPmxc2FXg5cbGcs3K0fDrPbcU3Vheo6GZVjx3LemKudfnseTje1w6CxJocaMEFGcCpTFspQLTjySs49kaWzXsXP4/97e3+kGmI3KBpgWGAwGpR8keD2hcCUnZfZ8NzNCctuCmy8pCDmnkUyhV2+PIQTw3j5fVkj2CJk76RGSpS3AV0qS/TXqjFClP3MxfEiKJsjxfb0vcyDLMpYkozJVGwBMYWYYqclemtyg0pLca0wamxu4OF9aNAS21NBZY+rb9KbPSwaDQclyBDe2ymzQyOzUsA3but+HqlSXZjUps+HanL5AVfY2nWhoh8vjxZe1vs9lH5K88BkMvoBCNhev3935ekeS/BkEl6TG5KQhyWRUSm+NbU68sfsk3F6BjOQkZbwsjwHAuKBAqCjCQMhsMuKdB6/CP74/AwaDQWkyl9k82QyslxESQmDlW/tw0c9LMev3H+HWpz4J+zyP/Gs/mjvcmDjchj/fdRmSjAa0Oj26a25tOnAaz205AgC44SJf0HSkj0tjp5v1A6HMZDNG56Thr/dejusvysWvbr0YgK/cLQNka5J+eJHBZmmi+LTTv7ZOPJfFgNCM0O9KD2LN1qN4Z29N2K9RMkL+i+nl/s1kdwatJ6TsNWYILo35Pt93qgn/8foezSKDn3x1Fl/708fYfkQ7S6nN6VYWqtNrRi1QGqbDz3IJ7rd4179hbCQZIXXDcbrVrGQl1H98d/qb46fpNMcXBDXEWkxGZRsO9UKGnblm7DA8evtE/Hz+BM3twUGIbHAGtCsaA4GsknpKvbWT0hgAjMr2lYuqzrVhx9FzeOvzU9h3yq6UlILXxemKJcmo7CKfpskIeZReG8C399ah0y1werzISE5S9uiS53JsbjpSLCbcPd03s+0fu05o9qUKR5YMLwjK1I7xz4CUQeLRs61Y9e4BAMAD11+g/IxkPwsQGgjJcxUJg8GgPKbM8slS22Uj/SXn6saQfqQ3K07ixU+PKZ9/Udusu3zFhwfr8PaeGhgNwKo7JiLZbFKC2uAZae/vP43FL+3CKXsHCm3JWDbnQgC+YDSScxqp4NKYJF+P08Zk4/lFl+OascOQZDTA7RWo8m8dEy4jxFljRHHI6xWBFaXjeMYYECiryAUVj/rf9R/oZMaK3IdJXjCmjPJ9j58FbcAabtNV+VltUwfW7azG/+yqBuDLriz/x+fYX9OE13ZUab7mgy/q0O7yoCg7BZNUFyJJzjrpLCMkAyHZo7L9aD0a25yqpu7wf76yVBkU33o5oYsAykBw6ujQGVPBmQJ1Rqiz51VLMhmxcPpIjMnRXmyTzSblsQwG4Lyc8IFQsk4gJLfYCBcIjvRfPDd/eQbf/Ms2PPjabtz85614fMOXALSNv5GSWa00qwmpSo+QW5MBOdHQjoOnfa/D8QWZSgB9UX4mnrl7Mv5r4WQAvm1Whg9Jgb3dhbc+11/vSO1cmEDoPP95lefmp+v3oqHNhfEFmfj2lWOUcROHqwKhvJ6VxoLJ15PMPF6Qm450axJanR4cqmtWxp1sbMcv3twHAPjR7AuV17K6hPV5dSP+e/Nh/Gx9JQDgO1eOQbH/mOX3HBwIfejfsmbuhDxsWDYL4wsykJGcBCFCS6KALyu14+g5PPKv/fht6RddTlJoaHWi/HiDMmMseJ2t4GDeZDQo5ec9JxoB6C/JAED3TUmsMRCihHf4TAsa2lxINhtRXBh60Y4nclfwxjYnmjtcSrAgG1X1qEtjAFA8PBOWJCPqW52aP8hhe4SCMkTyD+2fNx1Semj2BM0CevtzX4ZqwSWFugvVydlDkQRCE4cPwbi8DHiF7+IeSUYoyWRUMmAZyUlIlxdvf9re6fZid7V/FXGdLKAtxazpP/FlhML35nSXLI/ZUswYNTQVBoOvzDJJVcYBgCkjs5CRnIRZqgCpq+OQDdMfHzoLr/AFhTIwNBiAWeOG6X5dZ+ReZurNZNtdHk1PzImGdqXv58I8bdBy08QCjPUHISajAfdcMQoAsLbsuGbcC58cxfNbj2puU0pjtmRNv9EYfwApf84ye/Hr2y7WNICPL8hERnISUi0mjM1L15RUR0bYLB0sUBqzKt/TpCLf347Pjjcq457fehTNDjcuGzkE9193Pkb7m7vlNPR2pwd3PVeGx/73C5xsbMfwISn4kT+7A6gCoaDtO+SaU1+bWIB0axIMBoMSGB7R2erj6Y8O4xvPbsPznxzFMx8dxif+/df0lB8/hzl/2IKvP/Mp1u8+CSA0gNRbG0q+uZFLc+i9wVB/LXuEiOKIXGPksqKskF6ReJOXkYwUswlur9AsmnegpjlsQ6W6WRrwrUMjszTq7TbCBRjB8cbJxnacamzHGtUF68iZVqVvqbnDhQ/871jnX6K/Rkt3SmPDMqy47iLfqtQfHTwT0crSQKBhWr3LunwXWnnKjg6XF1mp5pBMg6TOCqkzQpE0SndFvqMekmJGUXYqXlh0Of72nekhjz2hMBOf/2IuvnfN+cptMgOSprMaNBB6cf/ZzROw+xdz8dnP52DHT2dremYiJfud0q1Jyky2Focbu1UZoRaHG+X+15O670nPN6aOgNlkwJ4TdmWWWfW5NvzqX/vxyNv78aF/SrYQQimNDU2zKD9TgyEw40udLZs2JlvJeErJZhNe/z8z8T8/mIFUSxKG+N8Q2FLMmq/tDnkxVy91IJ93m79MLIRQ1tj5/jXnI8lkVLKDR8/63kwcPN2MNqcH6dYkfH/WeVj3vSs0G+CqM0InG9uVzLXMEKlfu+cN8/0/eJf3xjYnnv7wKwCBMqV6yrvaP3ZW466/bFe2e5F/O9QlxQxrku7vwHB/KRTw/Y5c519JPpjsc2RGiCiO7BwACylKRqNB+WOqXj/kXKsTZ1r06/ly+vwQVd+Msp6QqmE6/F5j2sc70dCOimrfKtwXF2Yq7wTlLLSN+0/D6fbi/GFpGF+gf0GMqDTW4guShmVYcZ0/i/HRwTplCm9XAUl2aiAQSg9axE1eUKaOzg67tUJRljYQkj1CkSym2JUM/wXY5j/Ga8flhp3JFdyPNPP8oXho9lj85KaLdMfLKeXyuOde7GukzU6zKAFNd8n9tVIsJiUAO3KmFY1tLk0PUXmVDIQ6n3k5NN2KuRPyAQD/s8vXNL1NFdj/6l/7sPwfn2PKr9/HFv/MqKHpFmT5A6FCW4rSg6JuYl98VaAkpnZhXobSvC1fF5FOnddz9/SRuHbcMNw0MV+57Wr/HmWffHUWXq/A4TOtOF7fBovJqNw3WgmEfMHKF/6S9qVFQ/DwTeNDSrIXDPP9/hw63Yxv/mUb/v3Zbdjy5Rmca3XCYADOHxY4z2OUjJA2EHrhk2NodXowoSATv/D3q32oEwitevcAfvz6Hjg9XsyZkKdZ9uGi/MBrM9w6WCOGBAKhqaOyNH9v1JgRIopDgUbp+NxoNdj5/ovM5oPaP2Zf1DTrDVemoKu3btBbYTrsOkLQfn6qsR1fnvbvJZWfqfRg7D3ZCCAwW2zBJP2yGBBYXfpMsyPsdOK6pkBGaMqoLGQmJ6GhzaVsDxJpRigj2azqEXLD6xVKI3dnP/Oi7MAfdovJCKuSEer9n01ZdhvSg4yE2WTEQ7MvxOSR+seen5msBAfXj8vVXdm5u+ZdnI/zh6XhpuJ8pUdImjjcpgRfMpi+IK/zQAgAvnF5EQBg/e6T6HB5lEwK4FsL6PXPTmgWU8xOsyrLGsitYgCgRdX3NXt8XpfPK8vLkc4Y03PtuFy8+O1pKLAFXiOXFg1BujUJ51qd2F/ThA++8L3Grjh/qPL6k8GK3AZE9vaFe8Nwfq5vfEObC9Xn2iEE8Bf/TLGirFTNyuOy92v70XolO9zicCuN2vdfdwGuvnAYzCYDjtW3aUpo+0814Vn/4/7whrF49p4pSvkS8O0ZJ4VbGV29LdGcCeF/DrLRvMXpDpvFjjYGQpTQTja242RjO0xGQ9gLS7yRvQDBZSW9hmkhRMisMQCY4g+EjpxpVTa0DNeEHBzLqMty5w1Lw0R/mW3PCTsa25zKO/hwZTHA17cip9eetutnsmSGa1i6FUkmo9JILFcl7iogkY2s6mbpFocbf3z/S+w81gBLkhFzJuSH/frg0lhfZoSU0lhq74OUYCajQQkUbr206+0jInFp0RBsWn4tbhifp+nTsSYZcd+15yszxABfyUk95T6cqy7IQaEtGfZ2F97bV6tkhO6aNhIGg29BxFtUMw6HZViV4PY8VQP60usvwJicNDz3rakRlS3lY/S0UTocs8mIK87zZVo/PnQWmw743qjccFGgRKQOhIQQyua048M0sKdakpTsqbT1K19/T3DWbcb5Q2FJMqL6XDsO+4Oc18tPwN7uwnk5abixOB/p1iRllqS6PCabr2ePz8WP5lwIo9GAb185GhnWJAxNs0SUEVKXxm7oJCCVpTEhApM+Yo2BECU0WRa7uDBTU5uPZ+cH/QGU66V8URuaEWpxuJXeH/WU8iGpFuUPqcywhOsR0svqfOb/mvOHpSvTk/eetKO0shZur8D4gsywvTfyMYd3sQu9ukcIgKZhGOi6aXnqqGwYDMCkIpvSLF15sgl//sDXL/HYHRNDZnSpqS/uFpMRRdmpMJsMnX5NpGSzdE8yQpH4/b9NwqO3T8SNxeEDvZ7KzbDi36aMwB2XDcf7y2bhhvF5mmzA2Nz0sJlANZPRgH+b6ssKPfruAdQ2dcBiMuKXCyZgy/+9Du/96Br86ZuX4hfzJ2D5nAsxfEgKbirOx8jsVNysCrIvLRqCD1dc22kWQm32+DzkpFsiyh51l1wM883dJ5Vs6/WqQGhktq8xvtnhxtkWJw7UBmbZhSN/j4ID8OCsW5o1CTP8azRtOlAHIYTSjH7vzNHK77Xs3VEHQvL/16mONTcjGe/+8Gq8ef+VyEo1K03m4dagurgwE0NSzZh5/tBOf0eSzUalLLkuaLZprAyMv/xE/WTHANhfLNj5w7R/ZOZMyMPLZcd1M0IyG2RNMoas6zF1dBYO1bXgoy/PYPb4PGXBxHDT59Vk0HT+sDQlUDle34aXtvn+8C6YVNDl91E4JAVHzrbq9gkJIZRASG76qd56Aug6M/P1KSMwz/8uWK5zJBs0F181BndMHtHp1wf3COVmJGPrT67vcYOtmnyH3dkFsDcmjrApmbq+ZjAY8Pi/T9Lcpg4ax0ZQFpMWXzkG63ZUKTO+Lh05BMlmkyYb9x1V388N4/M6zTZE4o7JI3D7ZcMjCta666qxvmD9oL90PHVUluZ7STabUGhLwcnGdnx6+CyaO9wwmwyaXp9gk4qGYPOXZ3DPFaNQWlmrzNTUa0i/YXwuNn95Bpu+qMOkoiE4VNeCVItJ2doE8P29+PU7B1B2pB51zR0wG43K7L9rgxqc1ceelWpBXbMjZEFQaUiqBWUP3xCSQQ5mMBjwwPVjseJ/PsfTHx3GN6eN7JPfqd5gRogS2q4BGAgFv9uSzbBf1bWgMmgau15/kHTzRN+76r/vrFY24wTC7zUGQNNsazIaMHJoKoakWpRjksHYgk7KYpKcwVKjswt9s8MNh78pWs7MGZGVolnoMJIyiCzjqLN9V12Qg4fDNBqrqbMc7f5F6vIyk8MuFNcd35oxCh//+Drc6e+TGejUZZELupgxpmZLNeM3t09UPp8RFOz2l/4IggDfGwNZtrtlUiGe+9bUkDGjc3yvq3f9i6BekJvR6WzV719zHp6+ezJ++rXxyk73QOgSBUAg21N+vAGrN/rWjbr10uGaLM6ooWmYPHIIvAJ4q+IUthw6A6/wbT8SXIZTkxnlzlYlTzabNHvyhXP7ZcMxNjcd9naXsjp2LDEQooTV0OpU1j0ZKI3SgLZvwGDwTRm+6oIcuL0C33p+Bw6dDpTI5DTboWmhPRtXjc3BjRfnw+MV+On6vcrtIbPGVDkh9T5YRVkpyh+9x//9Etx+2XCcPywN35oxKqJG1EKlNBY6hV5mgzJU07UNBoMmYO1Or87IoanISE7CeTlpePKuy3R3bg+mbkQ9HWbPpZ4yGAwoyk7ttwtytBWpM0Ld3KtvzoQ8fGvGKGRYk3RXIR9IDAYD1n53Ot64byb+fNdlyiw3NbmW0Idf+HrpwjVKS2nWJHxtYgEsSUbMVP3+6WWRirJTMS4vAx6vbwFFALjnipEh42Q29P+Vn1ACsuBsUDDZZB6uR6g7TEaDshr2azuq4IpwA97+wtIYDUhCCHi8Am6v71+vEEizJHVrn7BdSp9LmrK31EBx3rA0nGxsR35mMqxJJjxzz2Tc/dft2HPCjm/+pQwvfnsaJo6wYd1OXw0+XP/ELxZMwJZDZ5QGZCA003JWNS1/xnlDlUXW1H+Ip4wKXb+lKzKYe29fLb6obUK704M2pwcOt0fJAgVP9542JltZjdgUQTAjZSab8cl/XA+LKbREGIm6MFsNkM/wIakwGgCv8E1V765Hbi3GygUXx/U+f5EqHJKiBPl6ZM+P03/x785K37MuHIasVDPG5mWE7Wn80ZyxeGbzERRkJuPaccOUZQPU5l9SgEf+tR9f1DYrvYXzLu685Ch/J7P6qMF/zgRfr9bZFt8Ei96WPHsjIQKhp59+Gr///e9RU1ODiy++GH/84x9x9dVXx/qw+oxXFRC4vV54vAIuj/Zzeb/Lo/3c7R/n8nrh8YQ+jlu5zau6T8Dt0X4eeCwvXF6heiyv6rlDH8cT7rG8XtVz+8Yoz+2/LZjJaEB2mgVD0ywYmm7B0DQrhqZbkJNu9d/mm3WSk+77v9xoVW+vqXh3/rB0fHzorJJ5yUg248VvT8O3nt+OypNNuOu5MvzHTReh7Mg5GA3AN6fpl2AKh6TgR7MvxG/8ezQBoZmWEw2BJfvHqPqTzhvWu6ZhuUjbuVanZpo0EFglWC8Qkro79bY7G40G64ty2GCWYjHhkVuL0e70KFstdNdgCIIiccdlI3D0bCs+q2qAw+XtVkP7sAwrNv/4Os3aScFuLC7AjcWd9+gNSbVg9oRcvLu3FiajASsXTFD2Swvn+9ecj4xkc59l7ZJMRtwyaTie/+Qo3th9koFQf/r73/+Ohx56CE8//TSuvPJKPPvss7jpppuwf/9+jBwZmjKMln/sqsY7e2rCBC9BAYMnKKBRBQgur7fbu4IPVh6vr8E2eLPOrgyk/iDpspFD8OKnwCWqfZSy0yx4bckV+N7fyrHtSD1+9qZv76LrL8rVrHcSbNGVo/H/yk8oDZ7BGaFvThuJl7Ydxy2TCjVNsZ01eEZiUtEQvLx4GupbnEixmJBqMSHFbEJFdSN+/Y4vMAt+aV+ges7O9lfrK698dzp+995BPHp7cb8/10CnXneGwrOlmvHIrT1/PfUmoFd7aPaFcHkEvjVjFK4e2/W2KxNH2LBqxMQux3XHHZN9gdDG/afR1OHqs++tuwZ9ILR69WosXrwY3/3udwEAf/zjH/Hee+/hmWeewapVq2J2XMfOtmLzl2e6HtgLSUYDTEYDzCYjTEaD8nmS0QCTyYAkozFwm8kAk+pzc9Dn6n+TTMG3G5Fk8t+n+lzzdSFf439+k/bzwLEYYA76vLOvMxh8jcFnWxyob3GivtX379kWJ+pbHDjX6sTZVt//z7Y40OHypaXTLCZN38tAseCSQozJSQspQ2Qkm/HCty/HD9ftxnv7fAu6LZzeecBvNhnxm9uL8W//vQ1D0ywhfSvnD0tHxS/mIMVsglcAZpMBLo9QlvTvDb0/wFNHZ+Po2Va8sr0qZJl+o9GAaWOysePouU7XKeorV16Qg38OwNcHUVcuzMvQbeaOposLMzE2Nx2H6lrwv3trcOflsUlODOpAyOl0ory8HP/xH/+huX3u3Ln49NNPdb/G4XDA4QhkFJqa+udd59cmFuD8YelBF3mjP9AICgxUwUpo8KIfGBgN/TczIl4lm03KVgBdaXO6Ud/iRGayWdmVfSAxGg1h94xKNpvwXwsn44/vH0JzhwuzLuy8CRLwBR9/D9rnSC3Vv62CyQD825Qi7D9lV9YP6g+/vq0Y375ytNJYqvbSt6ehuqGtR70oRBQ/DAYDbp88HP/1wVfKUh8xOQ4RL2tc94NTp05h+PDh+OSTTzBz5kzl9kcffRQvvfQSDh48GPI1K1euxK9+9auQ2+12OzIz+2fNDyIiokTU3OGCyWhQ3mz1paamJthsti6v3wkxfT44MyKECJstefjhh2G325WP6urqaBwiERFRwslINvdLENQdg7o0lpOTA5PJhNraWs3tdXV1yMvT71C3Wq2wWgfWVGoiIiLqmUGdEbJYLJgyZQo2btyouX3jxo2aUhkRERElpkGdEQKAZcuWoaSkBFOnTsWMGTPwl7/8BVVVVfjBD34Q60MjIiKiGBv0gdCdd96J+vp6PPLII6ipqUFxcTHeffddjBrFNS+IiIgS3aCeNdYXIu06JyIiovjBWWNEREREXWAgRERERAmLgRARERElLAZCRERElLAYCBEREVHCYiBERERECYuBEBERESUsBkJERESUsAb9ytK9JdebbGpqivGREBERUaTkdburdaMZCHWhubkZAFBUVBTjIyEiIqLuam5uhs1mC3s/t9jogtfrxalTp5CRkQGDwdCjx2hqakJRURGqq6u5TUcf4TntezynfY/ntG/xfPa9wXxOhRBobm5GYWEhjMbwnUDMCHXBaDRixIgRffJYmZmZg+6FFms8p32P57Tv8Zz2LZ7PvjdYz2lnmSCJzdJERESUsBgIERERUcJiIBQFVqsVv/zlL2G1WmN9KIMGz2nf4zntezynfYvns+/xnLJZmoiIiBIYM0JERESUsBgIERERUcJiIEREREQJi4EQERERJSwGQhHasmULFixYgMLCQhgMBrz55pua+w0Gg+7H73//e2XMtddeG3L/N7/5Tc3jNDQ0oKSkBDabDTabDSUlJWhsbIzCdxh9XZ3TlpYWLF26FCNGjEBKSgrGjx+PZ555RjPG4XDggQceQE5ODtLS0nDLLbfgxIkTmjE8pwGRnFO+TrW6OqenT5/GokWLUFhYiNTUVNx44404dOiQZgxfpwF9cT75Gg1YtWoVLr/8cmRkZCA3Nxe33XYbDh48qBkjhMDKlStRWFiIlJQUXHvttdi3b59mTCK/RhkIRai1tRWTJk3CU089pXt/TU2N5uP555+HwWDA17/+dc24JUuWaMY9++yzmvsXLlyIiooKlJaWorS0FBUVFSgpKem37yuWujqnP/rRj1BaWoq1a9fiwIED+NGPfoQHHngA//znP5UxDz30ENavX49169Zh69ataGlpwfz58+HxeJQxPKcBkZxTgK9Ttc7OqRACt912G44cOYJ//vOf2L17N0aNGoXZs2ejtbVVGcfXaUBfnE+Ar1Fp8+bNuP/++1FWVoaNGzfC7XZj7ty5mvP1u9/9DqtXr8ZTTz2FnTt3Ij8/H3PmzFH20gQS/DUqqNsAiPXr13c65tZbbxXXX3+95rZZs2aJH/7wh2G/Zv/+/QKAKCsrU27btm2bACC++OKL3hxy3NM7pxdffLF45JFHNLdNnjxZ/OxnPxNCCNHY2CjMZrNYt26dcv/JkyeF0WgUpaWlQgie0+6eUyH4Ou1M8Dk9ePCgACAqKyuV29xut8jOzhbPPfecEIKv08705HwKwddoZ+rq6gQAsXnzZiGEEF6vV+Tn54vHHntMGdPR0SFsNpv47//+byEEX6PMCPWD06dP45133sHixYtD7nvllVeQk5ODiy++GCtWrNBE5Nu2bYPNZsP06dOV26644grYbDZ8+umnUTn2eHLVVVfhrbfewsmTJyGEwIcffogvv/wS8+bNAwCUl5fD5XJh7ty5ytcUFhaiuLhYOV88p1pdnVOJr9PIOBwOAEBycrJym8lkgsViwdatWwHwddodkZxPia9RfXa7HQCQnZ0NADh69Chqa2s1rz+r1YpZs2Yp5yLRX6PcdLUfvPTSS8jIyMAdd9yhuf3uu+/GmDFjkJ+fj8rKSjz88MP4/PPPsXHjRgBAbW0tcnNzQx4vNzcXtbW1UTn2ePLnP/8ZS5YswYgRI5CUlASj0Yi//vWvuOqqqwD4zpfFYkFWVpbm6/Ly8pTzxXOq1dU5Bfg67Y6LLroIo0aNwsMPP4xnn30WaWlpWL16NWpra1FTUwOAr9PuiOR8AnyNhiOEwLJly3DVVVehuLgYAJTvNy8vTzM2Ly8Px48fV8Yk8muUgVA/eP7553H33Xdr3tUAvpq2VFxcjLFjx2Lq1Kn47LPPMHnyZAC+putgQgjd2we7P//5zygrK8Nbb72FUaNGYcuWLbjvvvtQUFCA2bNnh/264PPFcxoQyTnl6zRyZrMZr7/+OhYvXozs7GyYTCbMnj0bN910U5dfy9dpqEjPJ1+j+pYuXYo9e/aEZM+A0PMRyblIlNcoS2N97OOPP8bBgwfx3e9+t8uxkydPhtlsVmZE5Ofn4/Tp0yHjzpw5ExLND3bt7e346U9/itWrV2PBggW45JJLsHTpUtx55514/PHHAfjOl9PpRENDg+Zr6+rqlPPFcxoQyTnVw9dp56ZMmYKKigo0NjaipqYGpaWlqK+vx5gxYwDwddpdXZ1PPXyNAg888ADeeustfPjhhxgxYoRye35+PgCEZG2CX3+J/BplINTH1qxZgylTpmDSpEldjt23bx9cLhcKCgoAADNmzIDdbseOHTuUMdu3b4fdbsfMmTP77ZjjkcvlgsvlgtGofYmaTCZ4vV4Avj+YZrNZSYcDvtl7lZWVyvniOQ2I5Jzq4es0MjabDcOGDcOhQ4ewa9cu3HrrrQD4Ou2pcOdTTyK/RoUQWLp0Kd544w188MEHIQGjLCGqX39OpxObN29WzkXCv0Zj0aE9EDU3N4vdu3eL3bt3CwBi9erVYvfu3eL48ePKGLvdLlJTU8UzzzwT8vVfffWV+NWvfiV27twpjh49Kt555x1x0UUXicsuu0y43W5l3I033iguueQSsW3bNrFt2zYxceJEMX/+/Kh8j9HW1TmdNWuWuPjii8WHH34ojhw5Il544QWRnJwsnn76aeUxfvCDH4gRI0aI999/X3z22Wfi+uuvF5MmTeI57eE55es0VFfn9B//+If48MMPxeHDh8Wbb74pRo0aJe644w7NY/B1GtDb88nXqNb/+T//R9hsNvHRRx+Jmpoa5aOtrU0Z89hjjwmbzSbeeOMNsXfvXnHXXXeJgoIC0dTUpIxJ5NcoA6EIffjhhwJAyMe9996rjHn22WdFSkqKaGxsDPn6qqoqcc0114js7GxhsVjE+eefLx588EFRX1+vGVdfXy/uvvtukZGRITIyMsTdd98tGhoa+vm7i42uzmlNTY1YtGiRKCwsFMnJyWLcuHHiiSeeEF6vV3mM9vZ2sXTpUpGdnS1SUlLE/PnzRVVVleZ5eE4jP6d8nYbq6pz+6U9/EiNGjBBms1mMHDlS/OxnPxMOh0PzGHydBvT2fPI1qqV3LgGIF154QRnj9XrFL3/5S5Gfny+sVqu45pprxN69ezWPk8ivUYMQQvRvzomIiIgoPrFHiIiIiBIWAyEiIiJKWAyEiIiIKGExECIiIqKExUCIiIiIEhYDISIiIkpYDISIiIgoYTEQIiIiooTFQIiIqI+tXLkSl156ab889qJFi3Dbbbf1y2MTJSIGQkTUK0IIzJ49G/PmzQu57+mnn4bNZkNVVVVUj+nRRx+FyWTCY489FtXnlVasWIFNmzbF5LmJqHsYCBFRrxgMBrzwwgvYvn07nn32WeX2o0eP4ic/+Qn+9Kc/YeTIkX36nC6Xq9P7X3jhBfz4xz/G888/36fPG6n09HQMHTo07P1OpzOKR0NEnWEgRES9VlRUhD/96U9YsWIFjh49CiEEFi9ejBtuuAHTpk3D1772NaSnpyMvLw8lJSU4e/as8rWlpaW46qqrMGTIEAwdOhTz58/H4cOHlfuPHTsGg8GAf/zjH7j22muRnJyMtWvXhj2WzZs3o729HY888ghaW1uxZcsWzf1erxe//e1vccEFF8BqtWLkyJH4zW9+o9y/Y8cOXHbZZUhOTsbUqVOxfv16GAwGVFRUAABefPFFDBkyRPOYb775JgwGg/J5cGlMlrNWrVqFwsJCXHjhhQCAkydP4s4770RWVhaGDh2KW2+9FceOHVO+zuPxYNmyZcq5+fGPfwxuD0nUtxgIEVGfuPfee3HDDTfg29/+Np566ilUVlbiT3/6E2bNmoVLL70Uu3btQmlpKU6fPo1vfOMbyte1trZi2bJl2LlzJzZt2gSj0Yjbb78dXq9X8/g/+clP8OCDD+LAgQO6ZThpzZo1uOuuu2A2m3HXXXdhzZo1mvsffvhh/Pa3v8XPf/5z7N+/H6+++iry8vKUY5k/fz7GjRuH8vJyrFy5EitWrOiT87Np0yYcOHAAGzduxNtvv422tjZcd911SE9Px5YtW7B161akp6fjxhtvVDJGTzzxBJ5//nmsWbMGW7duxblz57B+/fo+OR4i8ovdxvdENNicPn1aDBs2TBiNRvHGG2+In//852Lu3LmaMdXV1QKAOHjwoO5j1NXVCQBi7969Qgghjh49KgCIP/7xj10+v91uF6mpqaKiokIIIcTu3btFamqqsNvtQgghmpqahNVqFc8995zu1z/77LMiOztbtLa2Krc988wzAoDYvXu3EEKIF154QdhsNs3XrV+/Xqj/nP7yl78UkyZNUj6/9957RV5ennA4HMpta9asEePGjRNer1e5zeFwiJSUFPHee+8JIYQoKCgQjz32mHK/y+USI0aMELfeemuX54KIIsOMEBH1mdzcXHzve9/D+PHjcfvtt6O8vBwffvgh0tPTlY+LLroIAJTy1+HDh7Fw4UKcd955yMzMxJgxYwAgpMF66tSpXT7/q6++ivPOOw+TJk0CAFx66aU477zzsG7dOgDAgQMH4HA4cMMNN+h+/YEDBzBp0iSkpqYqt82YMaObZ0HfxIkTYbFYlM/Ly8vx1VdfISMjQzk32dnZ6OjowOHDh2G321FTU6N5/qSkpIjOAxFFLinWB0BEg0tSUhKSknx/WrxeLxYsWIDf/va3IeMKCgoAAAsWLEBRURGee+45FBYWwuv1ori4OKShOC0trcvnfv7557Fv3z7l+eUxrFmzBt/73veQkpLS6deLCPpvjEZjyLiumreB0OP3er2YMmUKXnnllZCxw4YN6/LxiKhvMBAion4zefJkvP766xg9erQmOJHq6+tx4MABPPvss7j66qsBAFu3bu3Rc+3duxe7du3CRx99hOzsbOX2xsZGXHPNNaisrMTYsWORkpKCTZs24bvf/W7IY0yYMAEvv/wy2tvblaCprKxMM2bYsGFobm5Ga2urEtzIRurumDx5Mv7+978jNzcXmZmZumMKCgpQVlaGa665BgDgdrtRXl6OyZMnd/v5iEgfS2NE1G/uv/9+nDt3DnfddRd27NiBI0eOYMOGDfjOd74Dj8ejzJb6y1/+gq+++goffPABli1b1qPnWrNmDaZNm4ZrrrkGxcXFysdVV12FGTNmYM2aNUhOTsZPfvIT/PjHP8bf/vY3HD58GGVlZUpD9cKFC2E0GrF48WLs378f7777Lh5//HHN80yfPh2pqan46U9/iq+++gqvvvoqXnzxxW4f7913342cnBzceuut+Pjjj3H06FFs3rwZP/zhD3HixAkAwA9/+EM89thjWL9+Pb744gvcd999aGxs7NH5ISJ9DISIqN8UFhbik08+gcfjwbx581BcXIwf/vCHsNlsMBqNMBqNWLduHcrLy1FcXIwf/ehH+P3vf9/t53E6nVi7di2+/vWv697/9a9/HWvXroXT6cTPf/5zLF++HL/4xS8wfvx43HnnnairqwPgW//nX//6F/bv34/LLrsM//mf/xlS1svOzsbatWvx7rvvYuLEiXjttdewcuXKbh9zamoqtmzZgpEjR+KOO+7A+PHj8Z3vfAft7e1Khmj58uX41re+hUWLFmHGjBnIyMjA7bff3u3nIqLwDCKSojgRUYI6duwYxowZg927d/fbthlEFDvMCBEREVHCYiBERERECYulMSIiIkpYzAgRERFRwmIgRERERAmLgRARERElLAZCRERElLAYCBEREVHCYiBERERECYuBEBERESUsBkJERESUsP5/qiFNLERs7E0AAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "aggregated_data_average = b.groupby(\"Year Acquired\")[\"Square Footage\"].mean()\n", "aggregated_data_average.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**ASIDE:** Let's go bananas! We want:\n", " * only buildings from the University of Illinois\n", " * Ordered by the Year Acquired\n", " * And we what the total square footage for reach year!" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Year Acquired\n", "1857.0 3000.0\n", "1870.0 2864.0\n", "1878.0 33071.0\n", "1888.0 28746.0\n", "1890.0 27409.0\n", " ... \n", "2006.0 180000.0\n", "2008.0 144580.0\n", "2010.0 35000.0\n", "2013.0 230665.0\n", "2015.0 8283.0\n", "Name: Square Footage, Length: 105, dtype: float64" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b.loc[b[\"Agency Name\"] == \"University of Illinois\"].groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "mySortedVariable = b.loc[b[\"Agency Name\"] == \"University of Illinois\"].groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make a nice plot of this!" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mySortedVariable.plot() # y-axis is total square footage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**END ASIDE**\n", "\n", "Let's try another one: how much square footage was created in different years across all agencies:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Year Acquired\n", "1753.0 1200.0\n", "1802.0 4440.0\n", "1810.0 4033.0\n", "1832.0 120000.0\n", "1837.0 10302.0\n", " ... \n", "2015.0 305093.0\n", "2016.0 304839.0\n", "2017.0 6720.0\n", "2018.0 17160.0\n", "2019.0 1520.0\n", "Name: Square Footage, Length: 171, dtype: float64" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b.groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "W can now also look at statistics of our subset from different years using \"describe\" as we've done before for the full dataset. In this way we can \"mutate\" our data:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
Year Acquired
1753.01.01200.000000NaN1200.01200.01200.01200.001200.0
1802.02.02220.0000001943.129435846.01533.02220.02907.003594.0
1810.03.01344.3333331809.945948216.0300.5385.01908.503432.0
1832.01.0120000.000000NaN120000.0120000.0120000.0120000.00120000.0
1837.01.010302.000000NaN10302.010302.010302.010302.0010302.0
...........................
2015.020.015254.65000029153.085290144.0696.03152.010590.25105000.0
2016.010.030483.90000061864.1804911152.02464.03352.53793.00184000.0
2017.01.06720.000000NaN6720.06720.06720.06720.006720.0
2018.04.04290.0000005153.6443421455.01455.01852.54687.5012000.0
2019.02.0760.0000000.000000760.0760.0760.0760.00760.0
\n", "

171 rows × 8 columns

\n", "
" ], "text/plain": [ " count mean std min 25% \\\n", "Year Acquired \n", "1753.0 1.0 1200.000000 NaN 1200.0 1200.0 \n", "1802.0 2.0 2220.000000 1943.129435 846.0 1533.0 \n", "1810.0 3.0 1344.333333 1809.945948 216.0 300.5 \n", "1832.0 1.0 120000.000000 NaN 120000.0 120000.0 \n", "1837.0 1.0 10302.000000 NaN 10302.0 10302.0 \n", "... ... ... ... ... ... \n", "2015.0 20.0 15254.650000 29153.085290 144.0 696.0 \n", "2016.0 10.0 30483.900000 61864.180491 1152.0 2464.0 \n", "2017.0 1.0 6720.000000 NaN 6720.0 6720.0 \n", "2018.0 4.0 4290.000000 5153.644342 1455.0 1455.0 \n", "2019.0 2.0 760.000000 0.000000 760.0 760.0 \n", "\n", " 50% 75% max \n", "Year Acquired \n", "1753.0 1200.0 1200.00 1200.0 \n", "1802.0 2220.0 2907.00 3594.0 \n", "1810.0 385.0 1908.50 3432.0 \n", "1832.0 120000.0 120000.00 120000.0 \n", "1837.0 10302.0 10302.00 10302.0 \n", "... ... ... ... \n", "2015.0 3152.0 10590.25 105000.0 \n", "2016.0 3352.5 3793.00 184000.0 \n", "2017.0 6720.0 6720.00 6720.0 \n", "2018.0 1852.5 4687.50 12000.0 \n", "2019.0 760.0 760.00 760.0 \n", "\n", "[171 rows x 8 columns]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats = b.groupby(\"Year Acquired\")[\"Square Footage\"].describe()\n", "stats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This allows us to check out the distributions of each year. For example, let's look at stats from 2015. Because our `stats` dataframe that we've just created is indexed by year, we can just look for details about a specific year:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 20.00000\n", "mean 15254.65000\n", "std 29153.08529\n", "min 144.00000\n", "25% 696.00000\n", "50% 3152.00000\n", "75% 10590.25000\n", "max 105000.00000\n", "Name: 2015.0, dtype: float64" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.loc[2015]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also check out the statistics by index, in this case we look at the very first entry:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 1.0\n", "mean 1200.0\n", "std NaN\n", "min 1200.0\n", "25% 1200.0\n", "50% 1200.0\n", "75% 1200.0\n", "max 1200.0\n", "Name: 1753.0, dtype: float64" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.iloc[0]\n", "# since we have only the one entry, the STD is meaningless" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alright, so this is in fact a data viz class so lets make some plots then!\n", "\n", "Lets first start by plotting the **maximum** square footage of any buildings created in a particular year:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that there is a large range of square footages - from around 0 to millions. We'd like to see this better, so lets apply a \"mutation\" to our data in the form of how we visualize it:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see a wider range of values from very small to very large on this log-scale. What this visualization is showing is out of all the buildings built in a given year, what is the largest building (in square footage) that has been built." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make a similar plot for the minimum value of the square footage of buildings built in a year:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Take away\n", "* so far we have now played a bit with how to read in a dataset, look at different values in nicely formatted pandas tables, or by hand by checking out different values at different indicies\n", "* We also started making some simple plots: the above plots show two different values from the same dataset - the maximum and minimum values for the square footage built in a year.\n", "* Now we are going to get into some methods to combine the plots of these two different values (the min & max square footage), and some ways to \"fancyify\" our plots with things like interactive widgets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting styles and default plotting colormaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now plot both min and max on the same plot:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0)\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But which is which?? Let's add a legend:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label=\"Max\")\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label=\"Min\")\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "\n", "# Note the difference between who \"owns\" this legend\n", "#fig.legend()\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But lets say what I really want to highlight in my visualization is to hightlight the difference between the maximum & minimum square footage of buildings aquired in a year - this might be a good measure of the diversity of buildings that are built in a year (but there are certainly other factors).\n", "\n", "I'll use a \"fill between\" plotting call to do this:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label=\"Max\")\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label=\"Min\")\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "\n", "ax.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"#dddddd\")\n", "\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So with this fill in we can see something interesting - as the years progress we are getting a greater diversity of buildings sq footage - the bigger things are getting bigger & smaller things getting smaller, though, this difference seems to peak around 1975 (not sure why).\n", "\n", "We can also see that it seems like more square footage started being built in ~1850 - this makes sense since UIUC was founded in 1868. \n", "\n", "There were also large expansions around the early 1900's Willard airport was completed in 1954 after a period of large expansion after WWII." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting Style\n", "\n", "Now, lets play with something called the \"style\" of the plot. If you've used R, you might have used the \"ggplot\" package, we can make plots in this style with Python too:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(\"ggplot\"):\n", " fig, ax = plt.subplots(figsize=(8,6))\n", " ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", " ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", " ax.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"lightgray\")\n", " ax.set_xlabel(\"Year\")\n", " ax.set_ylabel(\"Square Footage\")\n", " ax.set_yscale(\"log\")\n", " ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The `with` statement\n", "\n", "Why did I use this \"with\" thing?\n", "\n", "This is a way to set something that is generally a \"global\" parameter only for one plot. For example, I could have done:" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('ggplot')\n", "\n", "fig, ax = plt.subplots(figsize=(8,6))\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", "ax.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"lightgray\")\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But now, if I want to plot something else:" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1,2,3], [4,5,6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It has kept the \"ggplot\" style. If I want to change things, for just one plot, I can use the `with` and it will *only* do it for whatever is under the `with` statement:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "plt.style.use(\"default\")" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1,2,3], [4,5,6])" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(\"ggplot\"):\n", " plt.plot([1,2,3], [4,5,6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, now that we have that sorted, back to what we were doing!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's see what plotting styles might be available:" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Solarize_Light2',\n", " '_classic_test_patch',\n", " '_mpl-gallery',\n", " '_mpl-gallery-nogrid',\n", " 'bmh',\n", " 'classic',\n", " 'dark_background',\n", " 'fast',\n", " 'fivethirtyeight',\n", " 'ggplot',\n", " 'grayscale',\n", " 'seaborn',\n", " 'seaborn-bright',\n", " 'seaborn-colorblind',\n", " 'seaborn-dark',\n", " 'seaborn-dark-palette',\n", " 'seaborn-darkgrid',\n", " 'seaborn-deep',\n", " 'seaborn-muted',\n", " 'seaborn-notebook',\n", " 'seaborn-paper',\n", " 'seaborn-pastel',\n", " 'seaborn-poster',\n", " 'seaborn-talk',\n", " 'seaborn-ticks',\n", " 'seaborn-white',\n", " 'seaborn-whitegrid',\n", " 'tableau-colorblind10']" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.style.available" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But what if we want to see how our plot would look with each of these styles? We could just make a bunch of plots OR we can play with this interactively with the `ipywidgets` library.\n", "\n", "We'll talk about `ipywidgets` extensively starting next week, but we can dip our toes into this package now and start getting a feel for how they work." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "import ipywidgets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, lets tell jupyter `ipywidgets` that we want to mess around with the style of the plot:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c78c821a93c5409da29c0575a7a0ad2a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='style', options=('Solarize_Light2', '_classic_test_patch', '_mpl-g…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(style = plt.style.available)\n", "def make_plot(style):\n", " with plt.style.context(style):\n", " fig, ax = plt.subplots(figsize=(8,6))\n", " ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", " ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", " ax.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"lightgray\")\n", " ax.set_xlabel(\"Year\")\n", " ax.set_ylabel(\"Square Footage\")\n", " ax.set_yscale(\"log\")\n", " ax.legend() \n", "# so now you can see that we get a little dropdown menu that lists\n", "# all the different styles!\n", "# **play with this a bit!!**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, but what did we just do? We made something in Jupyter interactive. We'll have a lot of opportunities to mess around with widgets in this class, but I'll just show a few quick examples. \n", "\n", "Read more on the docs: https://ipywidgets.readthedocs.io/en/stable/examples/Using%20Interact.html\n", "\n", "Basically what `ipywidgets.interact` does is looks for a function with inputs and makes a little interactive option for those inputs, so like we did with the \"make_plot\" function above we can do for other things like change the value of a print statement:" ] }, { "cell_type": "code", "execution_count": 62, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "dd0a6d1607f740ccac01644125502a8e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=10, description='x', max=30, min=-10), Output()), _dom_classes=('widget-…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(x=10)\n", "def f(x):\n", " print(\"my value = \" + str(x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note this is a little different to the format in the docs and you can use what you'd like the \"@\" symbol is a `decorator` and essentially its a way to sort of \"extend\" the `interact` function without modifying it to much.\n", "\n", "We'll play with these more in the next few weeks, but for now we can use them as simple style/color pickers!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Matplotlib colormaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to different plotting styles, there are different sorts of colormaps in the `matplotlib` package, let's check them out:" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "import matplotlib.cm as cm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see a list of all these color maps:" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['magma',\n", " 'inferno',\n", " 'plasma',\n", " 'viridis',\n", " 'cividis',\n", " 'twilight',\n", " 'twilight_shifted',\n", " 'turbo',\n", " 'Blues',\n", " 'BrBG',\n", " 'BuGn',\n", " 'BuPu',\n", " 'CMRmap',\n", " 'GnBu',\n", " 'Greens',\n", " 'Greys',\n", " 'OrRd',\n", " 'Oranges',\n", " 'PRGn',\n", " 'PiYG',\n", " 'PuBu',\n", " 'PuBuGn',\n", " 'PuOr',\n", " 'PuRd',\n", " 'Purples',\n", " 'RdBu',\n", " 'RdGy',\n", " 'RdPu',\n", " 'RdYlBu',\n", " 'RdYlGn',\n", " 'Reds',\n", " 'Spectral',\n", " 'Wistia',\n", " 'YlGn',\n", " 'YlGnBu',\n", " 'YlOrBr',\n", " 'YlOrRd',\n", " 'afmhot',\n", " 'autumn',\n", " 'binary',\n", " 'bone',\n", " 'brg',\n", " 'bwr',\n", " 'cool',\n", " 'coolwarm',\n", " 'copper',\n", " 'cubehelix',\n", " 'flag',\n", " 'gist_earth',\n", " 'gist_gray',\n", " 'gist_heat',\n", " 'gist_ncar',\n", " 'gist_rainbow',\n", " 'gist_stern',\n", " 'gist_yarg',\n", " 'gnuplot',\n", " 'gnuplot2',\n", " 'gray',\n", " 'hot',\n", " 'hsv',\n", " 'jet',\n", " 'nipy_spectral',\n", " 'ocean',\n", " 'pink',\n", " 'prism',\n", " 'rainbow',\n", " 'seismic',\n", " 'spring',\n", " 'summer',\n", " 'terrain',\n", " 'winter',\n", " 'Accent',\n", " 'Dark2',\n", " 'Paired',\n", " 'Pastel1',\n", " 'Pastel2',\n", " 'Set1',\n", " 'Set2',\n", " 'Set3',\n", " 'tab10',\n", " 'tab20',\n", " 'tab20b',\n", " 'tab20c',\n", " 'magma_r',\n", " 'inferno_r',\n", " 'plasma_r',\n", " 'viridis_r',\n", " 'cividis_r',\n", " 'twilight_r',\n", " 'twilight_shifted_r',\n", " 'turbo_r',\n", " 'Blues_r',\n", " 'BrBG_r',\n", " 'BuGn_r',\n", " 'BuPu_r',\n", " 'CMRmap_r',\n", " 'GnBu_r',\n", " 'Greens_r',\n", " 'Greys_r',\n", " 'OrRd_r',\n", " 'Oranges_r',\n", " 'PRGn_r',\n", " 'PiYG_r',\n", " 'PuBu_r',\n", " 'PuBuGn_r',\n", " 'PuOr_r',\n", " 'PuRd_r',\n", " 'Purples_r',\n", " 'RdBu_r',\n", " 'RdGy_r',\n", " 'RdPu_r',\n", " 'RdYlBu_r',\n", " 'RdYlGn_r',\n", " 'Reds_r',\n", " 'Spectral_r',\n", " 'Wistia_r',\n", " 'YlGn_r',\n", " 'YlGnBu_r',\n", " 'YlOrBr_r',\n", " 'YlOrRd_r',\n", " 'afmhot_r',\n", " 'autumn_r',\n", " 'binary_r',\n", " 'bone_r',\n", " 'brg_r',\n", " 'bwr_r',\n", " 'cool_r',\n", " 'coolwarm_r',\n", " 'copper_r',\n", " 'cubehelix_r',\n", " 'flag_r',\n", " 'gist_earth_r',\n", " 'gist_gray_r',\n", " 'gist_heat_r',\n", " 'gist_ncar_r',\n", " 'gist_rainbow_r',\n", " 'gist_stern_r',\n", " 'gist_yarg_r',\n", " 'gnuplot_r',\n", " 'gnuplot2_r',\n", " 'gray_r',\n", " 'hot_r',\n", " 'hsv_r',\n", " 'jet_r',\n", " 'nipy_spectral_r',\n", " 'ocean_r',\n", " 'pink_r',\n", " 'prism_r',\n", " 'rainbow_r',\n", " 'seismic_r',\n", " 'spring_r',\n", " 'summer_r',\n", " 'terrain_r',\n", " 'winter_r',\n", " 'Accent_r',\n", " 'Dark2_r',\n", " 'Paired_r',\n", " 'Pastel1_r',\n", " 'Pastel2_r',\n", " 'Set1_r',\n", " 'Set2_r',\n", " 'Set3_r',\n", " 'tab10_r',\n", " 'tab20_r',\n", " 'tab20b_r',\n", " 'tab20c_r']" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "matplotlib.pyplot.colormaps()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aside: plotting matplotlib colormaps\n", "\n", "There are TONS of ways to do it, here is just one:" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "magma\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "inferno\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "tab20c_r\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "\n", "def plot_colorMaps(cmap):\n", "\n", " fig, ax = plt.subplots(figsize=(4,0.4))\n", " col_map = plt.get_cmap(cmap) # get a specific color map\n", " mpl.colorbar.ColorbarBase(ax, cmap=col_map, orientation = 'horizontal')\n", "\n", " plt.show()\n", "\n", "for cmap_id in plt.colormaps():\n", " print(cmap_id)\n", " plot_colorMaps(cmap_id)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But obviously, we wanna widget-it!" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "52c1b8edb2d7476595ae2768ccaebdb3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='colormap', options=('magma', 'inferno', 'plasma', 'viridis', 'civi…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(colormap = plt.colormaps())\n", "def make_plot(colormap):\n", " fig, ax = plt.subplots(figsize=(8,0.8))\n", " col_map = plt.get_cmap(colormap)\n", " mpl.colorbar.ColorbarBase(ax, cmap=col_map, orientation = 'horizontal')\n", " ax.xaxis.set_visible(False)\n", " plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that in this case we did *not* use the `with` statement." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "#cmap = plt.get_cmap('CMRmap')\n", "col_map = plt.get_cmap('jet')\n", "color_steps = np.linspace(0,1.0,256)\n", "colors = col_map(color_steps)[:,:3]\n", "#colors" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,8))\n", "ax.plot(color_steps, colors[:,0], '-r')\n", "ax.plot(color_steps, colors[:,1], '-g')\n", "ax.plot(color_steps, colors[:,2], '-b')\n", "ax.set_ylabel('Relative Strenghts of R,G,B Representation')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nice-ifying our plot, since the x-range is sort of arbitrary:" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,8))\n", "ax.plot(color_steps, colors[:,0], '-r')\n", "ax.plot(color_steps, colors[:,1], '-g')\n", "ax.plot(color_steps, colors[:,2], '-b')\n", "ax.set_ylabel('Relative Strenghts of R,G,B Representation')\n", "\n", "ax.set_xlim(0.0, 1.0) # first I'm just gonna set this a little wider so the tops don't get cut off\n", "ax.set_ylim(0.0, 1.01)\n", "ax.xaxis.set_ticklabels([])\n", "ax.yaxis.set_ticklabels([])\n", "\n", "ax.xaxis.set_visible(False)\n", "ax.yaxis.set_visible(False) \n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obviously, we wanna combine the two plots to make a representation of any colormap. We'll do that by adding some matplotlib axes \"by hand\":" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure() # create a figure object, but don't specify axes\n", "\n", "# order here is: left, bottom, width, height\n", "ax = fig.add_axes([0.0, 0.15, 1.0, 0.8]) # first set of axis: will hold color-levels plot\n", "\n", "# this axes object will hold our colorlines:\n", "ax.plot(color_steps, colors[:,0], '-r')\n", "ax.plot(color_steps, colors[:,1], '-g')\n", "ax.plot(color_steps, colors[:,2], '-b')\n", "ax.set_ylabel('Relative Strenghts of R,G,B Representation')\n", "\n", "ax.set_xlim(0.0, 1.0) # first I'm just gonna set this a little wider so the tops don't get cut off\n", "ax.set_ylim(0.0, 1.01)\n", "ax.xaxis.set_ticklabels([])\n", "ax.yaxis.set_ticklabels([])\n", "\n", "ax.xaxis.set_visible(False)\n", "ax.yaxis.set_visible(False) \n", "\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's add in another set of axis for our lovely colorbar plot:" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure() # create a figure object, but don't specify axes\n", "\n", "# order here is: left, bottom, width, height\n", "ax = fig.add_axes([0.0, 0.15, 1.0, 0.8]) # first set of axis: will hold color-levels plot\n", "\n", "# this axes object will hold our colorlines:\n", "ax.plot(color_steps, colors[:,0], '-r')\n", "ax.plot(color_steps, colors[:,1], '-g')\n", "ax.plot(color_steps, colors[:,2], '-b')\n", "ax.set_ylabel('Relative Strenghts of R,G,B Representation')\n", "\n", "ax.set_xlim(0.0, 1.0) # first I'm just gonna set this a little wider so the tops don't get cut off\n", "ax.set_ylim(0.0, 1.01)\n", "ax.xaxis.set_ticklabels([])\n", "ax.yaxis.set_ticklabels([])\n", "\n", "ax.xaxis.set_visible(False)\n", "ax.yaxis.set_visible(False) \n", "\n", "# colorbar\n", "ax_colorbar = fig.add_axes([0.0, 0.0, 1.0, 0.2]) # right below our color lines\n", "###col_map = plt.get_cmap('jet')\n", "mpl.colorbar.ColorbarBase(ax_colorbar, cmap=col_map, orientation = 'horizontal')\n", "ax_colorbar.xaxis.set_visible(False)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's turn this into a function so we can do it for any colormap!" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [], "source": [ "color_steps = np.linspace(0,1.0,256) # never changes, can put outside\n", "\n", "def plot_colormap(colormap_name):\n", " fig = plt.figure() # create a figure object, but don't specify axes\n", " \n", " col_map = plt.get_cmap(colormap_name) # for both plots\n", " colors = col_map(color_steps)[:,:3] # need to re-derive both times\n", "\n", " # order here is: left, bottom, width, height\n", " ax = fig.add_axes([0.0, 0.15, 1.0, 0.8]) # first set of axis: will hold color-levels plot\n", "\n", " # this axes object will hold our colorlines:\n", " ax.plot(color_steps, colors[:,0], '-r')\n", " ax.plot(color_steps, colors[:,1], '-g')\n", " ax.plot(color_steps, colors[:,2], '-b')\n", " ax.set_ylabel('Relative Strenghts of R,G,B Representation')\n", "\n", " ax.set_xlim(0.0, 1.0) # first I'm just gonna set this a little wider so the tops don't get cut off\n", " ax.set_ylim(0.0, 1.01)\n", " ax.xaxis.set_ticklabels([])\n", " ax.yaxis.set_ticklabels([])\n", "\n", " ax.xaxis.set_visible(False)\n", " ax.yaxis.set_visible(False) \n", "\n", " # colorbar\n", " ax_colorbar = fig.add_axes([0.0, 0.0, 1.0, 0.2]) # right below our color lines\n", " mpl.colorbar.ColorbarBase(ax_colorbar, cmap=col_map, orientation = 'horizontal')\n", " ax_colorbar.xaxis.set_visible(False)\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's try calling it:" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_colormap('jet')" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_colormap('Greens')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's widgetizie it!" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "51184a59c7174e78a45aa637c9337169", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='colormap_name', options=('magma', 'inferno', 'plasma', 'viridis', …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "color_steps = np.linspace(0,1.0,256) # never changes, can put outside\n", "\n", "@ipywidgets.interact(colormap_name = plt.colormaps())\n", "def plot_colormap(colormap_name):\n", " fig = plt.figure() # create a figure object, but don't specify axes\n", " \n", " col_map = plt.get_cmap(colormap_name) # for both plots\n", " colors = col_map(color_steps)[:,:3] # need to re-derive both times\n", "\n", " # order here is: left, bottom, width, height\n", " ax = fig.add_axes([0.0, 0.15, 1.0, 0.8]) # first set of axis: will hold color-levels plot\n", "\n", " # this axes object will hold our colorlines:\n", " ax.plot(color_steps, colors[:,0], '-r')\n", " ax.plot(color_steps, colors[:,1], '-g')\n", " ax.plot(color_steps, colors[:,2], '-b')\n", " ###ax.set_ylabel('Relative Strenghts of R,G,B Representation')\n", "\n", " ax.set_xlim(0.0, 1.0) # first I'm just gonna set this a little wider so the tops don't get cut off\n", " ax.set_ylim(0.0, 1.01)\n", " ax.xaxis.set_ticklabels([])\n", " ax.yaxis.set_ticklabels([])\n", "\n", " ax.xaxis.set_visible(False)\n", " ax.yaxis.set_visible(False) \n", "\n", " # colorbar\n", " ax_colorbar = fig.add_axes([0.0, 0.0, 1.0, 0.2]) # right below our color lines\n", " mpl.colorbar.ColorbarBase(ax_colorbar, cmap=col_map, orientation = 'horizontal')\n", " ax_colorbar.xaxis.set_visible(False)\n", "\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Tah Dah!! 🎉" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Take aways\n", "* We can translate between matplotlib colormaps and RGB representations to show how R,G,B combinations look to our eyes\n", "* There are a variety of colormaps that can be used to highlight different parts of you viz\n", "### Important considerations: do not lie with colormaps (if we have time)\n", "* just say no to bad colormaps: https://jakevdp.github.io/blog/2014/10/16/how-bad-is-your-colormap/\n", "\n", "\n", "### end Aside" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Palettes - picking colors to define your colormap (might skip in class)\n", "\n", "We've been using RGB sequences to smear together into colormaps. Now we will focus on methods to instead pick specific colors and mesh them into colormaps using the `palettable` package:" ] }, { "cell_type": "code", "execution_count": 75, "metadata": {}, "outputs": [], "source": [ "# this will need to be pip-installed or conda-installed\n", "import palettable" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets just pull a random palette and see what it looks like in both its original colors and as a continious colormap:" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from palettable.colorbrewer.qualitative import Set1_9\n", "Set1_9.show_discrete_image(size=(12,2))\n", "Set1_9.show_continuous_image(size=(12,2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we are going to try something new -- importing functions from a custom-build library. The link to this file is found on today's webpage.\n", "\n", "Import some pre-defined functions from `palette_colors.py` to do some things for us. Make sure this is saved in your jupyter notebook directory or modify your path." ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [], "source": [ "from sys import path\n", "path.append('library/')\n", "from palette_colors import get_cb_diverging, get_cb_qualitative, get_cb_sequential, grab_names_palettable" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These functions will help us explore the different palettable color maps interactively.\n", "\n", "Lets pick one of a color palette for diverging colors, sequential, or qualitative (like above with Set1_9).\n", "\n", "We'll try diverging first:" ] }, { "cell_type": "code", "execution_count": 78, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "47623dcdf4e946018dbe0451eea8fac6", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='name', index=8, options=('BrBG', 'PiYG', 'PRGn', 'PuOr', 'RdBu', '…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "names = grab_names_palettable('Diverging')\n", "ipywidgets.interact(get_cb_diverging, name = names, number = (3, 15))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note we are using `ipywidgets.interact` in a slightly different way here - directly as opposed to as a \"decorator\" like we did before. For now, just go with it, but if you are curious, then good! We'll talk about it next week!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's try a sequential colormap:" ] }, { "cell_type": "code", "execution_count": 79, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "13fae76b8dec45b28bba05281800b035", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='name', options=('Blues', 'BuGn', 'BuPu', 'GnBu', 'Greens', 'Greys'…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "names = grab_names_palettable('Sequential')\n", "ipywidgets.interact(get_cb_sequential, name = names, number = (3, 20))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And finally, qualitative:" ] }, { "cell_type": "code", "execution_count": 80, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "23eb57f65a714b098f18ed3a54ae55fc", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='name', index=5, options=('Accent', 'Dark2', 'Paired', 'Pastel1', '…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "names = grab_names_palettable('Qualitative')\n", "ipywidgets.interact(get_cb_qualitative, name = names, number = (3, 17)) # does this last # change anything?\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Appling colormaps to real data\n", "\n", "Now we'll apply some color maps to actual data in the wild!\n", "* data location for brain scan: http://use.yt/upload/a082bb26 (we probably won't get to this)\n", "* michigan depth map: https://www.ngdc.noaa.gov/mgg/greatlakes/michigan.html (binary float data linked on that page)" ] }, { "cell_type": "code", "execution_count": 81, "metadata": {}, "outputs": [], "source": [ "#import h5py # you may have to install this as well\n", "# might not get to the dataset were we use it \n", "# however" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with the Michigan dataset:" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "# depth in meters\n", "fn1 = \"/Users/jnaiman/Downloads/michigan_lld.flt\"\n", "michigan = np.fromfile(fn1, dtype='f4').reshape((5365, 4201))\n", "# this reshape is just to go from a 1D array to the \n", "# correct 2d shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What does this data look like?" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5365, 4201)" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" } ], "source": [ "michigan.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a quick look at a histogram of the michigan data:" ] }, { "cell_type": "code", "execution_count": 84, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(michigan.flat)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, there looks to be a super weird data point:" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-9999.0" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "michigan.min()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets do an easy cleaning of this data for viz purposes. We'll set this odd point to an `NaN`:" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [], "source": [ "michigan[michigan == -9999] = np.nan" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then use special min/max functions to re-calculate these quantities:" ] }, { "cell_type": "code", "execution_count": 87, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-275.89, 351.94348)" ] }, "execution_count": 87, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# what are new min & max\n", "np.nanmin(michigan), np.nanmax(michigan)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also \"mask\" out this `NaN` value for plotting purposes:" ] }, { "cell_type": "code", "execution_count": 88, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhYAAAGsCAYAAACB/u5dAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAbJklEQVR4nO3df2zU9f3A8VcFORnQKqCWShWG89cQs6Hb6vwBuqmM4UymmWZzzOkfGGAa9kPQZeIyLfsGicZNtjmDcT/EGIe6ORWMIouKUcBQfwR/TATsGGHOFpkeSt/fPww3K6Xu4N2Wto9Hcol39z7udW8Vnlw/d5+KlFIKAIAM9unqAQCAnkNYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2XRZWCxbtiwmTZoUNTU1UVFREffcc0/Zv0ZKKebOnRtHHHFEFAqFqK2tjeuuu64DpgUA/hd9u+qJt27dGscdd1xcdNFF8fWvf323fo3LLrssFi9eHHPnzo1jjz02mpqaYvPmzZknBQD+VxV7w0nIKioqYtGiRXHOOeeUbtu2bVv8+Mc/jj/84Q/x1ltvxejRo+PnP/95jBs3LiIiXnzxxRgzZkw899xzceSRR3bR5ADAh+21x1hcdNFF8fjjj8fChQtj9erVcd5558VZZ50VL7/8ckRE/PnPf45PfvKT8Ze//CVGjhwZI0aMiEsuuSTefPPNLp4cAHqvvTIsXn311bjjjjvirrvuipNPPjlGjRoVP/jBD+Kkk06KBQsWRETE3//+93j99dfjrrvuittvvz1uu+22WLFiRZx77rldPD0A9F5ddoxFe1auXBkppTjiiCNa3V4sFmPIkCEREdHS0hLFYjFuv/320rpbb701xo4dG2vWrPHjEQDoAntlWLS0tESfPn1ixYoV0adPn1b3DRw4MCIihg0bFn379m0VH0cffXRERKxbt05YAEAX2CvD4jOf+Uxs3749Nm3aFCeffHKba774xS/G+++/H6+++mqMGjUqIiJeeumliIg47LDDOm1WAOC/uuxTIW+//Xa88sorEfFBSMybNy/Gjx8fgwcPjkMPPTS+9a1vxeOPPx7XX399fOYzn4nNmzfHI488Escee2x85StfiZaWljjhhBNi4MCBccMNN0RLS0tMnTo1KisrY/HixV3xkgCg1+uysFi6dGmMHz9+p9snT54ct912W7z33nvxs5/9LG6//fZ44403YsiQIVFXVxfXXHNNHHvssRER0djYGNOnT4/FixfHgAEDYsKECXH99dfH4MGDO/vlAACxl3yPBQDQM+yVHzcFALonYQEAZNPpnwppaWmJxsbGGDRoUFRUVHT20wMAuyGlFFu2bImamprYZ59dvy/R6WHR2NgYtbW1nf20AEAG69evj+HDh+/y/k4Pi0GDBkXEB4NVVlZ29tMDALuhubk5amtrS3+O70qnh8WOH39UVlYKCwDoZj7uMAYHbwIA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAsun006YDPduImfd39QhlWztnYlePAD2GdywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZlBUWs2fPjoqKilaX6urqjpoNAOhm+pb7gE9/+tPx8MMPl6736dMn60AAQPdVdlj07dvXuxQAQJvKPsbi5Zdfjpqamhg5cmScf/758fe//73d9cViMZqbm1tdAICeqayw+PznPx+33357PPTQQ3HLLbfExo0b48QTT4x//etfu3xMfX19VFVVlS61tbV7PDQAsHeqSCml3X3w1q1bY9SoUfGjH/0oZsyY0eaaYrEYxWKxdL25uTlqa2ujqakpKisrd/epoVcYMfP+rh6hV1g7Z2JXjwB7vebm5qiqqvrYP7/LPsbiwwYMGBDHHntsvPzyy7tcUygUolAo7MnTAADdxB59j0WxWIwXX3wxhg0blmseAKAbKyssfvCDH8Rjjz0Wr732Wjz11FNx7rnnRnNzc0yePLmj5gMAupGyfhSyYcOGuOCCC2Lz5s1x4IEHxhe+8IVYvnx5HHbYYR01HwDQjZQVFgsXLuyoOQCAHsC5QgCAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZ7FFY1NfXR0VFRVx++eW55gEAurHdDounn346fvOb38SYMWNyzgMAdGO7FRZvv/12fPOb34xbbrklDjjggNwzAQDd1G6FxdSpU2PixInxpS996WPXFovFaG5ubnUBAHqmvuU+YOHChbFy5cp4+umn/6f19fX1cc0115Q9GADQ/ZT1jsX69evjsssui9///vex3377/U+PmTVrVjQ1NZUu69ev361BAYC9X1nvWKxYsSI2bdoUY8eOLd22ffv2WLZsWfziF7+IYrEYffr0afWYQqEQhUIhz7QAwF6trLA4/fTTo6GhodVtF110URx11FFxxRVX7BQVAEDvUlZYDBo0KEaPHt3qtgEDBsSQIUN2uh0A6H188yYAkE3Znwr5qKVLl2YYAwDoCbxjAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANn07eoBoDOMmHl/V48A0Ct4xwIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkE1ZYTF//vwYM2ZMVFZWRmVlZdTV1cUDDzzQUbMBAN1MWWExfPjwmDNnTjzzzDPxzDPPxGmnnRZf+9rX4vnnn++o+QCAbqRvOYsnTZrU6vq1114b8+fPj+XLl8enP/3prIMBAN1PWWHxYdu3b4+77rortm7dGnV1dbtcVywWo1gslq43Nzfv7lMCAHu5sg/ebGhoiIEDB0ahUIgpU6bEokWL4phjjtnl+vr6+qiqqipdamtr92hgAGDvVXZYHHnkkfHss8/G8uXL49JLL43JkyfHCy+8sMv1s2bNiqamptJl/fr1ezQwALD3KvtHIf369YvDDz88IiKOP/74ePrpp+PGG2+MX//6122uLxQKUSgU9mxKAKBb2OPvsUgptTqGAgDovcp6x+LKK6+MCRMmRG1tbWzZsiUWLlwYS5cujQcffLCj5gMAupGywuKf//xnXHjhhfGPf/wjqqqqYsyYMfHggw/Gl7/85Y6aDwDoRsoKi1tvvbWj5gDoMiNm3t/VI5Rt7ZyJXT0CtMm5QgCAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQTdmnTYfu+PXHAHQO71gAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZFNWWNTX18cJJ5wQgwYNioMOOijOOeecWLNmTUfNBgB0M2WFxWOPPRZTp06N5cuXx5IlS+L999+PM844I7Zu3dpR8wEA3UjfchY/+OCDra4vWLAgDjrooFixYkWccsopWQcDALqfssLio5qamiIiYvDgwbtcUywWo1gslq43NzfvyVMCAHux3T54M6UUM2bMiJNOOilGjx69y3X19fVRVVVVutTW1u7uUwIAe7ndDotp06bF6tWr44477mh33axZs6Kpqal0Wb9+/e4+JQCwl9utH4VMnz497rvvvli2bFkMHz683bWFQiEKhcJuDQcAdC9lhUVKKaZPnx6LFi2KpUuXxsiRIztqLgCgGyorLKZOnRp//OMf4957741BgwbFxo0bIyKiqqoq+vfv3yEDAgDdR1nHWMyfPz+amppi3LhxMWzYsNLlzjvv7Kj5AIBupOwfhQAA7IpzhQAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyKZvVw8AQPlGzLy/q0co29o5E7t6BDqBdywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIpuywWLZsWUyaNClqamqioqIi7rnnno6YCwDohsoOi61bt8Zxxx0Xv/jFLzpiHgCgG+tb7gMmTJgQEyZM6IhZAIBuruywKFexWIxisVi63tzc3NFPCQB0kQ4/eLO+vj6qqqpKl9ra2o5+SgCgi3R4WMyaNSuamppKl/Xr13f0UwIAXaTDfxRSKBSiUCh09NN0WyNm3t/VIwBANr7HAgDIpux3LN5+++145ZVXStdfe+21ePbZZ2Pw4MFx6KGHZh0OAOheyg6LZ555JsaPH1+6PmPGjIiImDx5ctx2223ZBgMAup+yw2LcuHGRUuqIWQCAbs4xFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDbCAgDIRlgAANkICwAgG2EBAGQjLACAbIQFAJCNsAAAshEWAEA2wgIAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBs+nb1ADmNmHl/V48AAL2adywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDY96iRkAOy9uuOJItfOmdjVI3Q73rEAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZCMsAIBshAUAkI2wAACyERYAQDa7FRY333xzjBw5Mvbbb78YO3Zs/O1vf8s9FwDQDZUdFnfeeWdcfvnlcdVVV8WqVavi5JNPjgkTJsS6des6Yj4AoBspOyzmzZsXF198cVxyySVx9NFHxw033BC1tbUxf/78jpgPAOhGyjq76bZt22LFihUxc+bMVrefccYZ8cQTT7T5mGKxGMVisXS9qakpIiKam5vLnfVjtRT/k/3XBKD36og/q7qrHXuRUmp3XVlhsXnz5ti+fXscfPDBrW4/+OCDY+PGjW0+pr6+Pq655pqdbq+trS3nqQGg01Xd0NUT7H22bNkSVVVVu7y/rLDYoaKiotX1lNJOt+0wa9asmDFjRul6S0tLvPnmmzFkyJDSY5qbm6O2tjbWr18flZWVuzNSj2Z/ds3etM/+tM/+tM/+tK+37U9KKbZs2RI1NTXtrisrLIYOHRp9+vTZ6d2JTZs27fQuxg6FQiEKhUKr2/bff/8211ZWVvaKfzm7y/7smr1pn/1pn/1pn/1pX2/an/beqdihrIM3+/XrF2PHjo0lS5a0un3JkiVx4oknljcdANDjlP2jkBkzZsSFF14Yxx9/fNTV1cVvfvObWLduXUyZMqUj5gMAupE+s2fPnl3OA0aPHh1DhgyJ6667LubOnRvvvPNO/O53v4vjjjtuzwbp0yfGjRsXffvu1mEfPZ792TV70z770z770z770z77s7OK9HGfGwEA+B85VwgAkI2wAACyERYAQDbCAgDIplPD4uyzz45DDz009ttvvxg2bFhceOGF0djY2GrNunXrYtKkSTFgwIAYOnRofO9734tt27a1WtPQ0BCnnnpq9O/fPw455JD46U9/+rHfXb63W7t2bVx88cUxcuTI6N+/f4waNSquvvrqnV57b92fiIhrr702TjzxxPjEJz6xyy9Z683705abb745Ro4cGfvtt1+MHTs2/va3v3X1SB1u2bJlMWnSpKipqYmKioq45557Wt2fUorZs2dHTU1N9O/fP8aNGxfPP/98qzXFYjGmT58eQ4cOjQEDBsTZZ58dGzZs6MyX0WHq6+vjhBNOiEGDBsVBBx0U55xzTqxZs6bVmt66R/Pnz48xY8aUvvCqrq4uHnjggdL9vXVfypY60bx589KTTz6Z1q5dmx5//PFUV1eX6urqSve///77afTo0Wn8+PFp5cqVacmSJammpiZNmzattKapqSkdfPDB6fzzz08NDQ3p7rvvToMGDUpz587tzJeS3QMPPJC+853vpIceeii9+uqr6d57700HHXRQ+v73v19a05v3J6WUfvKTn6R58+alGTNmpKqqqp3u7+3781ELFy5M++67b7rlllvSCy+8kC677LI0YMCA9Prrr3f1aB3qr3/9a7rqqqvS3XffnSIiLVq0qNX9c+bMSYMGDUp33313amhoSN/4xjfSsGHDUnNzc2nNlClT0iGHHJKWLFmSVq5cmcaPH5+OO+649P7773f2y8nuzDPPTAsWLEjPPfdcevbZZ9PEiRPToYcemt5+++3Smt66R/fdd1+6//7705o1a9KaNWvSlVdemfbdd9/03HPPpZR6776Uq1PD4qPuvffeVFFRkbZt25ZS+uA3hH322Se98cYbpTV33HFHKhQKqampKaWU0s0335yqqqrSu+++W1pTX1+fampqUktLS+e+gA72f//3f2nkyJGl6/bnAwsWLGgzLOxPa5/73OfSlClTWt121FFHpZkzZ3bRRJ3vo2HR0tKSqqur05w5c0q3vfvuu6mqqir96le/Siml9NZbb6V99903LVy4sLTmjTfeSPvss0968MEHO2/4TrJp06YUEemxxx5LKdmjjzrggAPSb3/7W/tShi47xuLNN9+MP/zhD3HiiSfGvvvuGxERTz75ZIwePbrVCU7OPPPMKBaLsWLFitKaU089tdX5R84888xobGyMtWvXdupr6GhNTU0xePDg0nX70z7781/btm2LFStWxBlnnNHq9jPOOCOeeOKJLpqq67322muxcePGVvtSKBTi1FNPLe3LihUr4r333mu1pqamJkaPHt0j966pqSkiovR7jT36wPbt22PhwoWxdevWqKursy9l6PSwuOKKK2LAgAExZMiQWLduXdx7772l+zZu3LjTycwOOOCA6NevX+nEZ22t2XF9V6du745effXVuOmmm1p9Vbr9aZ/9+a/NmzfH9u3b23ytPel1lmvHa29vXzZu3Bj9+vWLAw44YJdreoqUUsyYMSNOOumkGD16dETYo4aGhhg4cGAUCoWYMmVKLFq0KI455phevy/l2OOwmD17dlRUVLR7eeaZZ0rrf/jDH8aqVati8eLF0adPn/j2t7/d6sC5tk6/nj5yWva2Ttu+q8d2tXL3JyKisbExzjrrrDjvvPPikksuaXWf/WlfT9ufPdXWa+2Jr7Ncu7MvPXHvpk2bFqtXr4477rhjp/t66x4deeSR8eyzz8by5cvj0ksvjcmTJ8cLL7xQur+37ks59vjLzadNmxbnn39+u2tGjBhR+uehQ4fG0KFD44gjjoijjz46amtrY/ny5VFXVxfV1dXx1FNPtXrsv//973jvvfdKlVhdXd3madsjdi7JvUG5+9PY2Bjjx48vneDtw+xP+3ri/uyuoUOHRp8+fdp8rT3pdZaruro6Ij74m+WwYcNKt394X6qrq2Pbtm3x73//u9XfPDdt2tSjzuI8ffr0uO+++2LZsmUxfPjw0u29fY/69esXhx9+eEREHH/88fH000/HjTfeGFdccUVE9N59KUsXHNdRsm7duhQR6dFHH00p/ffgu8bGxtKahQsX7nTw3f7775+KxWJpzZw5c3rEwXcbNmxIn/rUp9L555/f5hHEvX1/dvi4gzd7+/7s8LnPfS5deumlrW47+uijHbxZXZ1+/vOfl24rFottHoB35513ltY0Njb2mAPwWlpa0tSpU1NNTU166aWX2ry/t+/Rh5122mlp8uTJ9qUMnRYWTz31VLrpppvSqlWr0tq1a9MjjzySTjrppDRq1KjSEfo7Pi54+umnp5UrV6aHH344DR8+vNXHBd9666108MEHpwsuuCA1NDSkP/3pT6mysrLbf1zwjTfeSIcffng67bTT0oYNG9I//vGP0mWH3rw/KaX0+uuvp1WrVqVrrrkmDRw4MK1atSqtWrUqbdmyJaVkfz5qx8dNb7311vTCCy+kyy+/PA0YMCCtXbu2q0frUFu2bCn9txERad68eWnVqlWlj9nOmTMnVVVVpT/96U+poaEhXXDBBW1+ZHD48OHp4YcfTitXrkynnXZaj/nI4KWXXpqqqqrS0qVLW/0+85///Ke0prfu0axZs9KyZcvSa6+9llavXp2uvPLKtM8++6TFixenlHrvvpSr08Ji9erVafz48Wnw4MGpUCikESNGpClTpqQNGza0Wvf666+niRMnpv79+6fBgwenadOmtfpo4I5f6+STT06FQiFVV1en2bNnd/u/bS5YsCBFRJuXD+ut+5NSSpMnT25zf3a845VS796ftvzyl79Mhx12WOrXr1/67Gc/W/pIYU/26KOPtvnfyeTJk1NKH/yN/Oqrr07V1dWpUCikU045JTU0NLT6Nd555500bdq0NHjw4NS/f//01a9+Na1bt64LXk1+u/p9ZsGCBaU1vXWPvvvd75b+fznwwAPT6aefXoqKlHrvvpTLadMBgGycKwQAyEZYAADZCAsAIBthAQBkIywAgGyEBQCQjbAAALIRFgBANsICAMhGWAAA2QgLACAbYQEAZPP/m84ftaRib2IAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# we can replot our histogram as well just to check it out\n", "plt.hist(michigan[~np.isnan(michigan)])\n", "plt.show()\n", "# here the mask is ~ = NOT an NaN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that our data is nearly evenly distributed around 0 meters. Measurements above zero are above the level of the lake, and negative numbers represent depths inside lake Michigan.\n", "\n", "### Goal: \n", " 1. to pick a colormap that shows both the large scale structure and interesting features of this dataset\n", " 1. to pick a colormap that demarkates where the lake and land are\n", "\n", "Now that we have a sense of our data, lets do a quick plot. I'll ask matplotlib to also plot a colorbar so we can map colors to data-values:" ] }, { "cell_type": "code", "execution_count": 89, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Question: \n", "\n", "Now that we've had a chance to look at our data a bit, what do we think the values represent? What does a positive value mean? Negative value? Where do we think, spatially, these things will lie?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets play around with this default colormap:" ] }, { "cell_type": "code", "execution_count": 90, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan)\n", "plt.clim(0, 100) # only plot from depths of 0->100\n", "plt.colorbar(extend = 'both') # add little arrow ends\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Recall our min&max depth in meters:\n", "\n", " (-275.89, 351.94348)\n", " \n", "Let's make a symmetric color map about a min/max that encompasses our data min/max, using a *diverging* colormap:" ] }, { "cell_type": "code", "execution_count": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan, cmap=\"seismic\")\n", "plt.clim(-352, 352) # lets remap over an evenly distributed color map\n", "plt.colorbar()\n", "# note this is an example of a divering colormap" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, so we are close to doing what we want here, but boy is it hard to look at! There are actually some colormaps that are built to highlight different parts of maps like this:" ] }, { "cell_type": "code", "execution_count": 92, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 92, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan, cmap=\"terrain\")\n", "plt.clim(-352, 352)\n", "plt.colorbar()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`terrain` is another diverging colormap, but here we see that the blue/green is probably water (negative height) and the land is highlighted with brown & white. This follows our \"usual\" conventions of how we plot differences between land and water.\n", "\n", "\n", "Now, lets say we want to show a sharp contrast in our color map from the negative to the positive numbers instead of the \"smeared\" out transition from land to water in the above map. We can do this by rescaling the colormap with another matplotlib set of functions:" ] }, { "cell_type": "code", "execution_count": 93, "metadata": {}, "outputs": [], "source": [ "import matplotlib.colors as colors\n", "\n", "# if I haven't already, lets make a bigger pic\n", "plt.rcParams[\"figure.dpi\"] = 200 # or 100" ] }, { "cell_type": "code", "execution_count": 94, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jnaiman/opt/anaconda3/envs/DataViz/lib/python3.7/site-packages/ipykernel_launcher.py:1: MatplotlibDeprecationWarning: default base may change from np.e to 10. To suppress this warning specify the base keyword argument.\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan, cmap=\"terrain\", norm = colors.SymLogNorm(10))\n", "plt.clim(-352, 352)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we now look at our image, we see some interesting things. So, now there is a sharp contrast between negative & positive depths/heights and there is not as much contrast between blue/green or brown/white.\n", "\n", "But why? Let's check out the docs for `SymLogNorm`:" ] }, { "cell_type": "code", "execution_count": 95, "metadata": {}, "outputs": [], "source": [ "colors.SymLogNorm?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a symmetrical log scale so it logs things both in the negative & positive directions.\n", "\n", "Example:" ] }, { "cell_type": "code", "execution_count": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0. , 1. , 1.69897]), array([0. , 1. , 1.69897]))" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.log10([1,10,50]),np.log10(np.abs([-1,-10,-50]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that 1 and 10 are mapped to a jump of 1 but 1->50 is mapped only to a jump of 0.7 instead of 40." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The lake Michigan data is a very high resolution map, so we can zoom in to see some cool details:" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jnaiman/opt/anaconda3/envs/DataViz/lib/python3.7/site-packages/ipykernel_launcher.py:1: MatplotlibDeprecationWarning: default base may change from np.e to 10. To suppress this warning specify the base keyword argument.\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] }, { "data": { "text/plain": [ "(3300.0, 3900.0)" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan, cmap=\"terrain\", norm = colors.SymLogNorm(10))\n", "plt.clim(-352, 352)\n", "plt.colorbar()\n", "plt.xlim(2700, 3300)\n", "plt.ylim(3300, 3900)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This shows us one of the rivers that feed into lake Michigan." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And just for fun, here is how it looks with our bad \"jet\" colormap:" ] }, { "cell_type": "code", "execution_count": 98, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jnaiman/opt/anaconda3/envs/DataViz/lib/python3.7/site-packages/ipykernel_launcher.py:1: MatplotlibDeprecationWarning: default base may change from np.e to 10. To suppress this warning specify the base keyword argument.\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 98, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3E44UbH+4MdzmsDVZGlmaL/kW0iTXSVpbY6fTZWnkfHVePlorl1U3TRBtCBnUGr0sbWTWxLXJqtRnDdIvOF3/AeaQWxE+fc0m80p/8Lmcb8icpNHnhchtBNFvLZDagt6mCpEeFBFYsrRDWdfqtPqYn3HcJiki3MFmYUxMFkWTIiTHrpMWrkdhub6D0sX1NPmy2yBCtd1HUr7WemiiK0StSqKdE4GmhBFiJI3dZ1ookrLlmAhYup62mad891Wb7XSiFbXb5GOEQ+k/EfJ60XEhKvsxAqKQ6YY5n+tD62ielUh49wgJ8VICVIAXC1tD0q8ydpYpFiXgOgw3VlllmFbVmGQO99YpLJE2BROtbD+qpzaDlTyFVNkCvFwvZExIrYybr87r6+R8X6URiNmwHg+pg5i+yrEl61vM3sQcVAioaB21NlnPlZI6L+aqGlpY1/NJ2h+odJoYh0Adcs9gND73wvVGjrZniNxlDkYmcmlSJ7+1uVyXIq2lGr1WhZTJ4iBtHUAZqntnqeebFOnSpchLwdsMuethNGliWmmT+yxkadWkrfb9hSpDNNn2dVkYdF/HiwFDrPdKrBc24vdUzw9Yog5+SK6wSr7Qx4tMNz0//bIY9gxpmWIfz3CSxqEZRg51OcKLfJDP8yMvfMuYOctz4JXo9z7gx009NnwIPPBDGFomMV2W+SPaONEky8KCLE7JYoRAzMmFnPVJtMollV40g7JAJYRRFhEWo+s6wHOws7/GL7zr/2aaSV7kcEpzJ6SuvVQ2cwri/jP9FuBbfVcutbmDxARWnlPnOM4k01Roc31/jr6Xpzm0DnQHDLLD9wJPP/00d9555+2uhsMtwhG7bQxNtLLeYXr/mU+2dkvQVr8lrSZUAYaQ6feq1vatsNlMEvV7heT9OUJ2HfQCu3xnmYbapptZZpb62MhN7pWL6xFmm3NCQuqy9tUN0tTFmjxvMJHcyBrArUgXbNasBQOuybo2C1nn7T1fegKIACpCqc3485hVVXv1WYRcMTOEeH/Jcn0HpZl1c05MATVs7YVd7yxyKaTKPmebQGLqEAtAQVTHkPRNpgVvLRRqk7kC6TGQ1XFNukV7qcluWZ3TGlS5RoQ4MVuU9ongJnvPFkm0kA3TjjZlXou0ckmzw3hvFZjVdo+Qi+N7OHTiKjwXlXMIM3Zl0zcbdRhagl0znYQciZkmJOZj86r9Qqx1e4TMjJKYNMo56U8hQgFmnohQKn2mtcEizAqZ1PvptJnl9eiYEEXpLyFuQZSvaC30vBMBWvpF9kOJ2Z20Qeohx4Qc26bCmujZizoyN4TESrl+VNf9wH0YclCA2ckq00zSosZZTtAme4+3mGSuMhwL4a1+zZhfBj4EQ5nXbWrXAiw9sZul8m4Y26C6Z47CfYv0xkbhKmkTSmmf/n8j2PeXvWAj2jxb47lV/nJOrtGkU+ZpBygMqTrnojrkWKOQXphMLcAk+/WEAM6VJijS5TIHeYpTHDx6iQ8d/Rx/74XHzJxZwpgVLmHI+d2G1IU+rBZ2MOyt4+tFLoDxiPC9otovpG7ZSqsJnl44EAIoCyByrSwYeNb12lS4TGz+e9f8Io3xmYjYWaaYocdqL2/mFEDgs9YpQEBmH3bKFVZ356l5LSq04+fTKsOsMMKxpYvkrsPsZJHrlHHE7vuLO++80+2h24ZwxG4bQ7/Lumzed2abL0rakegjjk/kW2u5Kup6uc42rdSml5pMZf2XdFKe1uLZv7UZpj1BcyQkU6BJ2I1MMG1iJQ5KNmneGKy128pZyq06SLEx0ARTBA+dX5aAPEjTqK/NIjR2uVkaEDs/+dYmTUI8QgyhGLWuq5KY0WnyVIWX9u1m3+Isy40dlM6tJ6vaWeROO8SwYQt+WWm0oC3ESO9Xg7TplG3qBNnkWZef0gKoa+WYvl47RNDHtIZO+rpDQnxk/6Te56eF3SvEZpv787M0GrNMle6JTPO8WGvnEZCP9r8ANKkTnvA4uvhy2mQyKqddzTHirRH6kdnlHIaIiynZImmHDFn9kyfR/olTh1dISJeYiOn9mrZ2JU+yz0o7RJEyGsRzZbmxg5m8MUE96r9shGrR7C1jHLwIIawbs9KhBslevLw5TjWq53TUv0sYU7oTGCIr98AERps6T1q7ImMt46eczQCJxkQEb9vETjSOopWNylrbSWx2+WXeR5M63XhfXVpbJ6SuS5E+w6z0i7Rblcj80hCa3O7reH5Ab2rUEDR74Ubq28GcXxhiaWE37F4jN3adtcII+LnNjk6EPN0suRPohRH7ntJ5ZZmUZCEY8K3Hwb6X7X20mzAEmP16a36BtQJ0/A12lLtUam1a+RrzjHOBI1w5upd/tPQZcq9i5lCPeE7l7gW/AUGwvrmEqJ5rOyF3CDMfrpBomqXe0sd6/oSYe7VMsjdP0soinThhkXZn7NllFLgbNhrwldEHucyBTfX0CPG8kGK5SyfwzNwSLbA8n3Tf+kBQYDEYZ3VsmLDk4REwTJ8+edpUyEUaxRY1HuVHgc/eaEC2DbJes7cDb4Q6OLw+uDHcxrDfi1naOQ17sLXmTJOtQY5SbNimnhpaW6jzsAmeHKuQftfbiqisfDUZlG9b07YSRmUPEMKzSN1WxG0QfP/Wr9uSxNlaOk0GtiJZWXnZ0BqhQWnkuCYx+gWcVYYQIyFtd6s8hMSJMFsl9na4UTerzyE+Qz0oBevGG+Z1Nq8+a2jyKe3R5NW+QULrnHZwIYKiXpUWM6WLZBOUrD6wTewkX93XojXSmhpNtkVzBGktmGhtJJ+++tb7+kSzJlpK8UI5A4UTUHm4He+nG8aYUvrRyrj8ByM8XfzxkEMvXE3q4Jm8dubXmG1UaVHDK4XUJlvsKnfMHq9zbPb4Kdfac0oIj7RBSJC0d5nEZFbaK8RJtHyyXynSAG+UYKgZlS2krABz+fGY0H5j/D5O5J8jdzEq924MQREN8xwMLWLM40Rb0iMx090f9fezJM4qQhKTUjGN1WMt49lTbbcXWzRxkz1XqD6T83dGdcgbj6ev0qBNhRY1nuQ0U+ylH+11MtknJD6INCBdisYlyPII3U6RdXGWEhGDYrnLSL7LbFl5xpT5VwDGgFoPFgqJZq4FdHKs+bmkz27G8+6NSJ6YY2pib5Oum8nHrkfWdfZikMxZvShj19tuk/RVAcS0c6lTpFszn9e8Gv+GX+Dx6rv5aPWP+cmLT5jrJoj3ag71IBfCxiFVnAe5qMycEK06aY+W9oKWfv7IO0TmocxXSSd71+SeWyLdR/LMKphrz4/u5wwnY41/YuIdxKSsUjIeRmfmGqwHpXQd7fEMAHJ0gjHYDcMl49QJYI4JFhsFRq/0eJLTfJv7eDMROweH7xUcsdvG8EmITJH0YGbtYdPHhMgJNEmzCaImU9o8U9JoSHoJhSDHbAcq9nXiUGUQoZPfOZUuy+QzVYaXaN5EM5eFlT6ZJpayJ04fl/+22eXNkrotyRxs1uToc1kCjQ3tHW1QOVnCTxZZs8sZJMRAmvgFGGIxGZ3T3jBFAKmbOq6Nw7nqvdRHF5ihwXCjzz1fupaYFA4q0/YUaPeZECbdD1qIFgcdInjaTgg6JBqRSQYLdpKfzl/Ih2i55JwOW6DHUjRSmvSJaZ9uoxBSbYKZBZ3eFkpfgMbxRaZHJ+lHldH77bRDlQptE/YAEs2rEKzrsPv6Ert3LrFRgAuj9zB/dJy3dV5KPAIKRIOgzQqlnjI+YjI6TiI8llW9Zf+UF6WRRYI6XL/X7CnrUsQjIMSnMtpm91NLcdkbdxsvkUJauxSNd/t+lJ8moCLA7jPzM/RhtZEj8Dzy/VWKy+v08xDu20HJW09IXZ5kzgsxF+G4j9GU6D1KmsyJAF1Vx8W7pphf1qM0sncSkzbE5wp7eZx3M81krKkTM0uB7dSizzCr/WH6vbwJBaDHqwdLZ3azJMK+DjUQH9swTKO8EXmgHDLErodxaDK2Bgu55JjKe6CGzb63ZP7KfWK7/bdJo40sjb2+9+Q5spUmztYSyzG5TveJ5C9IhWUZYq23k8VWBQp9WuUaC9U65zjOhw59jk8s/bbxIiueViMHNEMvYcY+2gu34UdmmHOqLCH84yR9JRpe25QcEu27vRAliw7iwEXGvQTX9+dY8OrUaDF6pcffTY7yLPdzmQObNMPiBGWYPkVWDMGbaHOBI6wvlDaTaj1OPdNXnd4uXt0LxdJKrGeeZpLK6EVO8ySf551bDJqDw1sXjthtY1RIvCdDmrhlkS/bg+UgCJELSIhUoK7x1Tm7PPkWU09dlpiA6nR2HLqArbVy+hjWObnOJnA3MofM0trFeVvHRzIEiUHXak+aqXh08UHr/1aMedCeuSziowWWrLyyYGuWBNpphtbM+Sq9aORClU72RAkB0c4jIgG1N0lsFtimwjHOs+uxSOtjr+ZqUmZrgnS7NfQ+LVvTqU05RQiSOu7E7J0S7aMQMpv86f7V1w/SKtgeNGGzC3NZQV8iMfOzCaWYHuo+EgFNiLMQU11+RC6GzsDweyMHBoSp7z7DVGhzsH+Z0pX1dIgB0TLpvUmLRshsnJzhWe9+XjrZZX84C19WbRRnDZDMC9Eo6vEVoRQS80wh36LxDdTxAKM9fGmNkfFFcv1FXh7fRZEVdl9ZSmn72tUcq5GDGIlLNqQJhmg/AmLPqS8d2s05foguI7ybx42WMw9e3vRVhTYLD3uM9ZuU5tfpjcJMaTer5HmWE7xKgwAvjtN1jPNmj5Ds6ROnGKINrWPmnUfiEGcZQ+TqGO1hdC9dGy/HxM0n5BlOcoZ3sBq3Lm/CFkQCNxgCqGFI3TBrmtTpZ4eQ6TJpBBiyFgxBOZfEgitgCN1C9OnksknTIK1a1nF77uv8pK72s8++3iZ3skdMnmstlU7yyLqHbdjEMKWls+ou53qYvXuFAr1envlentWxPH/q/QwXqkf4n6v/O2+/cjEhXgXMHHgFCCEn96PEfpRFA0jIWBUzr8QcWu8vtomgeH+V8zIXxaR4wlyzUYfXvFr8rG7uW+EyByjS5UN8jj/mo7StieIRkmeVGi0e4mv4hHxx4v08XT5FZ2pXulz9vRDVuwyd3i6mT6xy3DsXx767XL2HpzjFypY2Q9sP9mL17YIjBdsfbgy3MbZatBfY+9cEvpXGPq6vG2SZkvU+1e/mnaT3161gZJQRlU7/1o5S1qxvqZPeC4h1Lt4TuIV2btB5WzM36Jgdiy7nk9rHp/O91f11cSdqgjRIaLFJmBYipI56T5KG7Zgja3DluBAY0bqJOZwmKkIqRkn2rt1NbK6Tck0/AYuTBfL9Vc7kT/IihxlhhQ8t/wWFxzBkRu8n005GfNKmmYOIrX3M1iba5EFfK3uoREPVJFkZt0kapE0Jdbl6AUDvk7PrLV4wR9V5MflrkjgfEXKp403ZbRYHCFU2Q1bzo3wnmWaKvVEVEm1dnlXePn3R5CerRuLwRoTEyGmCeO5rVwuc44dYZZgXOcLlUwf5yfEnTODmjrpe2qGJv/R1NaofMNuoxmahTEJluUNhOdJUBKpOzeR37gVTt3vmryXOTSSoeRN2PrvGO+vPpb2ZVoF7STuagThG4ApFZriTJmPcQYtJpllgjBa1WPNXoQ15OD55jj7DfIEPcoaTNKnHQrD0b4U2h6sX+KHqOQ43LnCQy9RpsutKJw5S3bsPVgs5djbWjBmmENvIg+jLk7voRF5NIQlRcImDrEb7kOSzsjxCv5dPEbcdfojnh3i+6cjVnlLZ+EE0z33wh5J9ddrbpIaYRpaB3f047zV/J8yy2UslJCRRa99uhKxnWKA+tsfNQXlIPfTvG2kQs+ogZRWA3VDYs2gCuc8OZcfbs/MQItgzJpqLgQe74SnvFP+MT/FP9/1f/P2Lf5U89/TiykuqDmLOriGeXeXZLXW296fqj9RRvLxKf0YhU2aPVpliLwsRC5xiH5c5QJ88DWaikA/mIddnmBA/MsM0qNBmH1PUaXKYC3yp9F/z5be9j5dePmzIP0Ctx567pqnRYiZssHjmLhOAfBYWL91F68g0TcYossJ5jvEkp1l7Q9AgB4c3Hhyx28bwSGvAskwrt1pshM0EyV41EiJ1neS9IKRPCNaaOmabSdqytFy3VflCBC6/MJ4AACAASURBVAct7GZ530zlkUGotFnlIAcqMDgAuR2jLrDyuhGJS2nrBjFmgTcgTZZG70bkUQigfoHbYQTsMnWdsvaMyV46nbZnHZeA5KPGnC0X7XUSwXQk32WaSTxCPvzYX8ALJE46JF8xxxOtmXYMIu2xY9XZpCerf0UYFK2RQMiFxHsSMzitsdT5677Jik8mfaqdoOj+EaIcYAR7IZodjJAlJqOeyitrr5/uB71nT8eIK2GIUGR+6EWGUzqeWYDHsfB8ErNOBN8o3406zIyO0qVIiMcMDRrMcGDpZY5VzxsCFsW8uravTOXDHUPWZd+c5KW9Ou4zZpKvjRaYjwISz0R2hiGe2SdW8pgsTccaKtGAVSbbNJZnTZli+rpIMn7zJES4T6LBkD6V+Hey+CDHx+Gbh+7lPMfIs8ok03yZ99GlyBzj1GjRokY+Mlet0OZZ7meVYc5zjBkatKjRosbCUj3yNOmxo7DK+doxnsmfZC9TTDBHnSaNfTMc2XeBA1yOtW4HGpe4o9GiTJu7F68x1DRhDKaZjPfTmT1yI4T4zGP2DzapJ2WKIxSlDVnHBOteKwDlNfBDw84h/VtIUxb5yrq3Ao/1Xp71haG0eaK+poaZ3y0M8dOLUHZ+Uge7LNv8MmuRYytIm8Q8VOLt2dD3uiZkVpt2v+0ljvAizWqd53rvTLR/W5Uv33H7jcOQdrlCtz7Cr/MvOHfoOL9+8XfNnNbeg+8mmetNDPk6THzfb1TN3jzKGJKm93KKWaY8I+x6iiMeIZPjJm2TOjM0mGIvM9Hcm2IvXYqc5QTiVVfmJJiA4z4hefpMsZcLHOED/CUed7CXKxzjPN49AVPNfXh+wL7qFD/Go3yQz9Pyanzu1If489ZH4sDzXUb4Cj/BGd7BPBO0qXDthhufHRzemnDE7k0Ae6/ZIFl2Kwgp02iTEKyAtEYti5hJHqOkzTA1IZR8s8rV71Ix5bSv1W2zvW/CYFJnQ0IajHgwkjf77G50vd5Xl2WSmYXM+HRxZaNv21EKN/gvHaWvG0TwbBPELEFI7w2T86KN0yu9esVXx0rSmi+fJEh2ZFaYi5ygrE3C8xxjJJodbcp87LnPGJf6mpyI0C/aPxHGlq10tjmmLSTa9dYCjdRd8pskDgsQww5OLtfqttqmTJB2ZCBlltS3BPwWsiNuyrVnRNE63Wkdt29kvd9O+km82+l+EA+QUX+KWd4w/Xi/VZEVdl5cSzkvub4/R9czwlqTOq9Ro0OFOSbwCDnCBXJXYOzuDldGd/PX+97DeY4xzSRByaP2/hY/xDke4ClOLn8z8aDZN/39wr57mKHBU5ziKR6gxR2p5omTDzEvNJq8PhXaTDLNvtIUd+6b4f59ZzkVPsXOmbVEGyfjLt45Za7KGIlQL+kbhjzNeROsMkyDGR7nIS5xkGkmaVOO+0rDJ2SEbqwxk4DM7VbFOCSJvEyuBz5LvWHahQrdiWIclsAjZIwFxpmPndpUaFOkS40W9dEmjVGjGXmcdzPHeBQjzJhavkaNZnMMgLXOCLFreXGEIm3UHx/Ybbw3xvMqyCWkp6PS2pC5XwP2bEChD61CQpY0GdMLMtLfOg0Z6cVM0iZWkMx1/fwV08+tCJrdlq0Iqy7Tbr9+BnZg9jv7WT2ap9sZSZ4Nur+z8rfr0QH8HGvAfDDBSq3If8z/DHOHxvk4n+SeFyIttCzQyH0s2twArh8y+0wBRugyer2XWAEIoWuSPENFowdJuiUSh1fRfuiNaqIV/iqPxOEz2pSNVpgiffKJA57AI1dYpVJr43khw6wywRw1WvGixIscYYq9zPcnWOsN45UDhlk1izW0aTDDcc7x53swCwBTcLH2dvwjJj9zj40wd+1GUs32gi0e3C68Eerg8PrgxnCbw96flmWiuEYSFFy0YfoaIVcSZkCHQdDnfRJSlvXO1XWwy5F8bSIYRHlK/XSIBdubpi4n0+unIjfa2clK35A3fWwkb8XDs4jRzQQezyKBA52jbAXtoTILtjZtkDZKC202ofMHpAkHpNO/tWbK3iemPUxqb451YBx6JWiVqkyUlmhXC/Em+yZjnOZJ4/1S6iXxzCAltMSCuR1PLIu0iuCuY8RJO7W3RVmVFs+XsrdNTJ60AxAhmpK/CHB6358c90kcW+h+FHLVJ1kZl8DEmsxJnfIqH1vA1ORcYreJIFxWx+3YV37yqS11mKp6kbMRjwYz7D87a/IYh8V9BVrUCPFpUYtNC7sUqdCmTYUZGoyxACfOcYEjPMlpnuR07LxD9utd5iBf5n0Ml1bJl/ocnnyRY5ynSZ1nOUGTMVYZTpktgnF2MhM2WJytQxT7So//NwvGjXxtrEXNa1HzXuPg5GUOcJkGM5zgWY7wIrvmO+n4XjaxKMDaPpivjtKmwgJ1mozxOA/xLCdYibxHCpHqkycMPcLAox+ZOdaqLZrNsTSxCoYsAjEEfo71Xo6XeofJlVfi9C9FppEEfuwaH6CSb1OnST6avH3yhtiFeVZ7xvFJXGYwtJnEaWKnTQ59kjAE0hdCMgIrXRbihYQh8AvmuhaG7Im5pTi/ifo4FWNQ7iFdjpC6MdixezkmCQBh4LEeeOxQAa0937jSX7o6YRy33Mi0U8+fLI1i1sts0IIKmDZPwWLvLqhtpGMUknFdVv6QGpf1aE618xWe5DS/zv/GH07+jxTOkixAyPNBvLHOwM7mGjvvXUxiR4rnYSlnmfSeW205gHVMnkEY0+cQj6c4FT0PvPi+bLcqxsw38KCXvJHXennaQFj2CPMeefqc4R08zkNc4Ajnm8dYuxrZeRdg1Q9ZrQ7zNKdoMkaDGc5xPNIoR853noDnz/5w2nritasZg+Lg4OCI3TZGVpw4PaB2QHHRfNn71iSP6yRaOo1Apa2osnQevvoe5JjFJmP6nSehD7L2z9nvQwalG7C3zvc2m1iKeWXWPrr4Oh+CgMxQBluaXmpBPLruBuF+BzsD0Zo5e0lPCyNiYpYlsEDanA8STZhOJwQoy9GIpBFSJNeKECDlixOKPKzljTOJfYuzvDZa4K95DwsYr2ofmflz+DpmH5fs3xLNlZQpZE7vsRskbImgKNfa7dNt0iEXpN3i1AWMWeR1da0QOslTe7YUBwc6hqCQ35JV7rg6fhJD3K6QED6pu/ThTpWneFEU4TXLWY0msiJgyj4cWamPVuJzi1CsdmPTqX2Ls6YOk3CtUY6FuBY1LnGQIiZtixpzjPMqDV6jxuf5IM9yP03qXOIAbSq8Ro1Xlxv0e3km69MxOTTDYDzbPc5DsRlovC8srDDs9RmLNs8tUGfx6rjZh5NpMjfEul9icarEon8XAN/0H4QC5MauM1Gf4zAXODluXIsc5gJHli8araE4LYn6LHcdvKrZB9eixhnewXmO0YlNHiNi1y/S7w0TBn4i1AY+870864EHrVyaOA7UeuXMHqH4fC6+Zt0vsVQoQQGWCnXmyhNx6IHWUs3ElYvzscrIInI966NX5SC9z9Tu4ywiIhBiKObSEs+uoI5J+aLh0/naTkZUeZ4fUhtr4XkhYegZjRgQRqQ5jExGl2brZm9bh8HPBmnXVlq0QcgiuPpYELWZIdPmGum+3wo2oS744IeEgR/HbbvMAf6P0q/yz0u/nYT10ItxOnD916O8rmM0/ZA8I2QMZAHubvO9Ngp+CEN/i1nI0gtLVfi78VHOcywyvRyhxR3ML4/TmR3LXkgAxPvnUqHCEhNc5SBP825oRXsQtZOZMqz7RboTRit4gcOxl83RPfMsjt1l0stH9502/XFwcIjhiN02hs0tROvmW9820dL74nSgcUiIm8D2UKnDGej3mzbTbJPEpdMhD7KQ5RXTrqvP4OtvBkL47EDlmuxl7aODbJPLG2rqspjojaDJG9ZvTehshykitAsx0ORGCIxdF6W5ifO0y80ikXnrWzRpcl72Kt2XaECajDE9ejfzjDPHRLwnCEj2ikB6D5aYBS2TFjRtoqaJaImEBOrQAsvqWu2MBRJHAZAOn7BEWlDRAmhB5ScaPt3P0j+QaAKX1LkAI1QJ6TpqtVe82UkZYj4oxFn3v66TjJWMu6zWi2mm/r8E/DW87cGXDHkURyTjJii3R8AqwywwRpM6K4wwzzhf46HYVDLEix2InOcYHiErjNClSDMco7NQg8BnKtjLcKEfO+kYLvSpVDtUaEd76IYNWWlVjNap0KdZGEuRppvSJFmLFGuzO7la3snV2kGeHDvNWLVptHils5wqPcWPTX6V/fOzRmN8EZiH3fkleiV4qnSKKfbF2mUxRdPmZqn9az1Yb5WytWJSN/vBZpMr+34T7Y+fY20hxxI7jcNC6Qu7D+yyAtKmj/oDaXPHDpv7M6tfB5XVs9JKH7RI5qaeq3Jdmc3tjvLw/IBuZySeN+uBl8wHgGCI9QBjqidmmDbB0Hnq4zYBvJln9aB00n5NWFBt03PXIq8pRM5U8I0meGV5hHypT4uQr/AeTpw4y98/+1dJzDrJQ/aG7sMsSM1b5eh3gyBPPGa5PixXd1AqrSf9k0+uHaHLAnUTGiMim+beHto8v3Q/dQBUMHLpA93+eI/jEC8HRwmPeEwybZwmAXVvwRA7vR9Tj+2bbIvd65VzvldwpGD7w43hNoZeuMsyyRTtm4QsQKW19+WlnKBEJEh7oLQdquj8NKnTx4vWObnWJps6vAKkn/+2FvJm99MJaRMyZ3utlP82sbyVIONCGDPNL7M0Z4Pc9Os0+huSl6z8zkrrk9a02YRNd2iW+/9BZNLe+6e1AwFp00ip571A1cT+mmOCCxxhjIVYM2TM7XyeaPwwD1a/mez90kTO9nwJ6cmu2yV11GZQokUTN99STx0CQK94i2dGqYek15o9bdZke8CEzXvkxGRKSJaOJ6VNnkQ4kbYvYoSzHonmUO8N0/0iq/B6nMQktEfs1Q5Un8hYiWmp9PWEOR54Zv9dgEebMhWMKeDjPBRp1sqxOaI4M1kNzcRc7Q0TBJ4haZFp1vpCiZ4EJQZ6hRK9hTu4VugTO+oAJbB7xrRwIZe9N8x+SNi/tdAIEAzR64xy1R/lauEg3x47zpeq76fGL7N3fIqPv/eTPPyfngbfmA1Pl/ZwjuO0KRPisUKRVlgzZmedEdMuTeBsbZlGlnYsq85Sb5vgdNTvXkZafU3W8yZrv1ct+uyO0rRISElWvWxImbYDEyk/a8zkPrA9Yco5Hb4jIgW92dF0fTSJ1P2q90lmebi0n5P2vPluJKCYdFt52cSuBhTWjMZZE59B2rwe4OdYB7oYraU88/8N/5gjJy5w9MzLiUVCHV6YvIcLHKHLCH4jZJx5Ti0/TeF5EkdCSySLRVXMva7mRjdfpLS/k5i/qzkV4nOSZ2LtdZ4+xslOLu18Jqvfs8iYLChoDXwHmIWrU4e4OnYoiZHYGRpM6m40Tx0c3sJwxG4bo0USG84OLSDEyX7WZjkzAeJg3hqDQg6MeJAL08d2qrTFKL+VMFsbp+tgl5Xl/CVQ51L78CJipU0q1wJSmjndPsgwqbTS2QHIRZOX5UlTEDtGGZSpbqyQuxsJFTZptdPa/7Xp4VYr0vIyzSJ1WXXKOi/fmoA1MOaF+4ASeAHMcGcsINdoxWZ4IT4Pzn8zTQpFAJG9UFrzpYVIXb4mdbLPTPfDBImnTR1EXNLpvSpi3ZbHTGYdKFxIn5g9yYq0HscllZcOSh5Ab9KYpAJU6FBb6hgvob4xhZqvjlIJ2+xsriUEUtdZ/kvZWuui90mKqaatJdQmnZEpJmAIpHgvjeqaC2BXv0OldJFG6VUucJgQny5FViLNVZsKK/0i3U7RaNZEewXpOaiFcU2Ey0NQy4Ovnk6xWVcuEZJtYdEmSVkrQVrg3lR2RPIKo1wFniuc4Mk9p/mHP/1nfJDPxyEJ9jLFNJOx973F2bpxDpJF6HT9tiKiUj+sY/Y5G1u1MYtcaGjSJPdNDdiLcXrSUmOmSVlWuboMTSr1M0PyyCJemgzpeZxlYif79TSBtAmEfORaW2skbdd7/mynMIOedVljJtDOXTSxts1fJf9aLt0Oe38npNviA77PehDS7w3j+UU8L2SOCT7Jx/l3E//ExPlswHcm93OGk7FJ8whdQjzOle4jPOnxIzPfgmmMCbh4pl3GXC8OrgpQqXbYKJHEdVQxO3fNdDg5cYa93hW+wAf5Ko8Q3OUx29mftFf36Vb3q/z2oz7U4yKfKenboaRP7HAbTmp1cNgS7hbZxvBIOxhZxCzwi4ZOTDMhrX2TZ+uKutbWJGktnj4mGImE7rUARjJm0VqQEEC9XUkHObfL08cHmSRkHc8KUaA1c1maPa3B0wRxU3l+kl7yGfJNPYd8i9QNYqRZsNNqjVRAQlpsAcR2V51XaexVf10Pm3jq/CG9KR2Vr3aVDQkp0Ps9xoGHiQnN7HiVFjVepcEqeWOOyWTs6e8f8mfwGAlZQZVlQ7fJHkcdVkA7QgnU8SqJlk5c/uu0sndOiOoEiUauzma3/7Ivr4EROGZIa+pEQ6cctYT+DjxCmozxIkegCuWq8ep4R9iivryIF5g9iTmi/rySXJ/qlxLpMZI+0m3Q+2kEAUnw4YAkBtw4zB6q4hGaVX9CZmjQpM4FjnCJA6xQ5BIHjROVcCxxmmCZI8Z5629bEI/7aUhpavxEmLc1TINW6W0hchB0OiEisdYox+LCXfxe4Z/xb8d+nsmJaU7wLB/iL3gHZ1igzhX2Jh4fbaKaJchmCfgCrTHa6s076JwmEdqkcav0QkJa0bE9GFLnB8YjpqSx6zdI22iTH/3sk/1lLZVGxtUWzgflrduiiWmWlssmer66Zg+wF8pHr1EvNekzzOx39hviIGRE6qnLHURkNST9GMk4zJJejJDfQlCz5rSut6/yihY8wsBnNfKiigfPcoKPT/4W75n8Cm0qfC3Sok8wTyOKWB47NAIeazzAw/2nTVkNzPNAzDVlES2Egjw79J5d4NpkOX5uH5q/yj/J/x7Hquf5P/mnPL6nQqe1a/Bix1YLA3q+Zc0zW1Ot09jvqTcRBr2+f9B4I9TB4fXBjeE2hhA4X/0WDBpYm9zJfjl9jfZQWVS/RQsnL4CcnzZ9FM2ZJki+Bzuj9ELwbkYek/pI2qywBllml4OcqggRFUiIAzuG3VammJJ2QzVg0966CJsIn/agiHWNPi/p5ds+n2UeOeiNkOUIRUiAzl/XQyCETtfb3ttFdOxe0mQJI2DMMcFcFF8LYB9TzDHBU5ziaP3lpAypS0/lqVe5dZ2kL7RXyiwzRXGGIkG9hSDJvjsxj9wkVAGHSIhmFTYa0Wp2RER74xgHHNqszDZ79TACTAna+QpT7Ivjss1wJ0VWaFGj4nWYLL1CY3mWvA7MPqrykmDbEqzcbq9AiL60Xztk0ZpaaVvTtLXSbzOXH2eGBpc5yFOciuNUrTJMiBc7ROm0KsR7nTSpG0QE7PPaZDbwzb4iEfyzCFOWYHgjbCWk6/Mq/fpCiZcvHeXlwlEeve8RjufPMayZcZYDEltAF4HePr5VHW+yfvFH9m5pkqnPDyJK0u9lwA/YUViltmeexfI4XM0l919P5aMJmb5PsiD1KWAIj/5fJk32bJNMfb3ug7i+VpvsvhFI+jKwG0ZP/B17vSvkoz1bd79tmu7bjEl4lyIvfettJn7mVmRWP4P1+IpzGN1v9ryQvXdZyBorIeHlHJRDwsCj2ynS7+VZLQzTLRX5PB/ky7yPIl2GWaVIN/LaOkKRlYjozcWa52v7yuy60mG5vgOAkr9uyppTfSfxHqM+3KiaW1xCGnQZ4XPjHyLE4wCXOMAlzpWO0/F3JX1lL2hk7TXFOr+bzeOrF4j0WNh7+Gzvow4ODjEcsdvGsC1xhJBB8ly0Y9NBYgoppFA8UgrE2ZR9bRBuoUnzN3+vBRERVPmJyWY3qkOWYxdUfXx1zDbD1OXF/638hND5GTM9q28krXjDHGSKOTDgOAO0ePIit7VOtjMUnX4QYdOkStLa+fattCLsZ4U3yCrHzk+TBp/EZLCAMb+MtGLX6zkucIQLHGaKvSxEriZrtOIAylPsTUhjFaNq9jCryrLZX1bV7X7U9dGauiqJWaI2hZS4cVJXMUfSBEi0YB0SRyZRHhsNmButMkyfED+OPTZZmubQS1cTol6I6i/mmwGwE14Yv4dpJuNg7OIyH2CVBiu0WGGEdqnCWKnJXb1FU74deN2P+lhMQPX4yGJLQDqYsXwvW33jkQilM1AaX6c5PsY5jvNl3sd83GHQosb08qRxGtJLx2+LxyFrj03WOXtFXlzUZ5ly2f9RddZ9YvcRpPO4VQSwNLubJ8q70+ZiIsCLaZi9V0y+FwaUm0X2dJ23ehPbCziStkf2vSuQF4QWplsY88DCKu1WBfwQxnLp/g5UvllhCuzFLPkv4yjzX64bwwjxWlOmx1zmiNbYamInn0HttElpVOei1yXPahw+wyPEI6TPMB4hh97+LS7WjsHf5gabE+p2yrd+NmU9l/T3oPpm3SvRXjMCYKzAepT/emEtJnktv0ax3KWSN0bRss91mFV8Qg5yKX7etKlQo8WxfecJ8Qjw6E+2GfV6yeJOSZUfLSjNjI5SX15k/wuz7O/N8pkT/4DLHGCGBl/mfXQZYWausdlpjYyhHkdpb4H0ok6N9L3is/k5IcdrZGvz32TOUxwcvldwxG4bwyMhShJ7TsiSbUY5Yv33Se/Fg80kS95bmliNbOHmX4J8C5myNXor4WZN4CAZQSNLCwds2kunzS8HmWBCQtpS10ZkTs4LbsWZimCgaebN5GWTNH2N3icm0GaZkl46UhMxydd+GW4lxGhtnyaTYu7Yx2jrIpPFtTxMe5M0qXOZg8zQiFZ5L+MRMEODSab55zO/nbjW9km8PlZVGaJxskmsZS6UMqmUfjlMoplbNuck8PShmatmlV47E6lCrxSZJGlTxnykqYsg8dzABOs+5F9N6ibkcpR4v91so8olDvAiR6jQNsGmWWCKfaySZ54aC4xRoR17Xuw2ihyav2pW1K+TkM0+aUE+ICF40kdKYxqPnxA+bb4n82Jn9H8R5sbHeYaTNBmLBWGJLRdr6QRBxkTOEmi1JkMfk29ph629kXz0yr8mFfaeS31NljZoUF0HQdz2S/5aW2O3SQutkCYodlt0HTWySBvqty5Dj6XdliyzRO35spZct94qsR7lU9i9SK83mtaqwWaPljZ50nWU64T4+tYxjYKVthfVbUwdt7VeLdJ722xtkJ4rvrnm6ncO4b0tpEYrnsvdsBg7+Vnt5U14CiFUGlstqGX1z/dCkgpI5o6MsQ+Uc6zXfPAD1oF24NEvDNOv5umTJ8CLPQ3XaPFjPEqFNlPspU2FYfqMvtCLn93XJ3Ls9NeMubeUU01iV+5/btZo8V4BmjB5Ytp4u6XOHBO8/Hd74WohvcAhixpXSc9/6RsZu5TGXrV9kHmzPY/1vFh9PZ39xoNtlXS78Eaog8PrgyN22xj2/jlbXskKeWC/D1FpBuUvZpg+2eaWtlZLHJhoc8mcT2wq2bXy1vvuAvVta9Rs5ylrEAv6eq+c/Je6pOroJ6RuEJmT43JM6r5l7DppgECb5mURPXuwJK2YGUpaW6Onv33SJpNaCBNiZ5frkzjWgPQ+NZs06bK0U5MSiVvtfUkdc8vQr+a5xAGmmYxN+S5wmDGavJ8v8ZHn/txs3tfmkdJmKVt/tICgY8XpPYIi1FVJnALkYbmxAy9Yxwug7+XpMsJLjd3sn4mkuJIxO+qWdtDPDwM9CtK+66aMXhVqy2Zz2nRpBI+QVYZjL58xOY0crlyv5xjJr/FidT/TTHKOH+IZ3sEwqwzT5wgvMsYC48wT4jHNZKzNDPHoUKF+YoHR59SquhbW5bfWyOrVdzE39dW12mGM9hhKkuYY53mUR/AII72GFwuNO/zQuJuP58TQ4AWBrP02NrLM8AT23MsiQlkPMX1vZAn9QUbaQcjSptjETP7bGiX5zJLui63ao82A7Xs1Fu5VOl0PTbZ0fTUZk3OiDRKSFJXR640mAr7tFEQL0luRZnu8bSc2clxIs+xZFNPN3SR79HTcMnsutdhclo2FqK1T8PITR3nZJgW6r4XUZWmDs0ibnltZz3D7ma8x6HhWOm0C28OYLO+OyF1vmF5ETNuFMt3qCHfQIsRjhjs5x3FOcJYKbRaos5crjD520Tx3R2Hn3WtwAtaOGu/FrZLZEy0m8/vnZ81evIeBGeK90QDtsGL2nNomxx0MqZvFjGlN151EO+eTkPisdtuLOPodoNNB2nmXg4NDDEfstjFqO4D1dJxO+z2U5ZVStHfy7NTmj+JQRcw0A9IESocPsPe52eaX3dA4T8lhtHgjkSO8ERKSB4iIbPJR9RYPm7YmUYjhILPLuO1bzG6pq5C8lV46Zp0md5q0DgxtAJvJWBaps0Me6OOa1Nlau0FmJ1K2tF0Horb330j+dbJfino/nb03T8oQQlbFkLoo0O31eo6dzTUazMQxygQrFJkhz1d4Dx8J/jy9v033hfYy6ZN4htTjKv0ndRRCoyd+DzZKUGqu06vCdHU3K5FXxxqtZK/aRGJmWVnqkVs2RK6wDBvjJkkhcjiyUYCD/mVq+Va8X467MQKQ8oY5501QqbYJ8JihweM8xBzjUfN8znGcMZqc5kkmmY7MwgImmKNFjTpNRqd7ibmkjKfcjJoE6Nh/Mi7SjzZJF4KnFxCU85rLHIw8libjFipNQAyJKycCti5j0P4zrHSp/EgTEC0c24Q261oy0mflP4jY3Yjk2XnY+QUk4QNsrZ3t2dMmdvbzIeu3roPkpT1B6hhpZdJ9osmg9NFsVDetIVsgPU+0UxGB9jI5qM/s0AM2QWyRkCghw5q41kjPn63mlyaZ9ngsRJ8pdb2eV7Y2iYx0Qqq1NlYji9Tp31vN+yyiqM/Zpqdx3YfMDz+AwGO9l6fXKTLbqtAZq7BQGiMfaDlqJQAAIABJREFURZy7xEEqGAdNJ3kG7rwIz2KsFS4Cfwu5Q5B7GCrH27TzZmFpL1PmeXYSru0rM71vkj7DfIjP0aXIFW/f5vtH5tUsybwqqzS2Ca7ML5lLmgBm3ataO60/zhTTwSETjthtY/g+sGqI0nXMs068Yer4cbYnSp+0Bi9n/bYXa7XJ5kr0GcE4RRHHJKIZ02RKEzg/SNIKmRKNmA5RkCNN3LQ3T036YjJqhTHIqoeGNsNMpbFe3tqMdBPsDkL9F7Jie53MImuD8s3SDArxE/KjHWLocnQdJJ1occSEMk9CinS9svrD1uT5JMToCnAOej8BgedxcXyCz/NTPMlp2lRixxuCNmWzDy1y9R+bS5ZJJrB8pP5CALM0l+K5U2sS+6bugQdh1Xik3D8za/IvwfL4jpSQ5xFSWerRrFap+UuE/g6u1z0ueEdoMMMIXS5z0JA/2kwuzXJP/xovj+9K16dpNISXOcAIK7QpRwG9a6ySjzVgIR4t7qBFjROcZS9T+ITsZYrzHIu929GI+kAT8A5p5xkC6UstAOVVOi3Aas2u9FlgzExb1AAhdF48dp4fsh63dSgtXEMiiA7ae2b/14RGExa7roMIhJ1PFom0hf2tiOFW5+z87Hx1H2hTQq1xyspHmw0GKg9NJHwrPSSCcexoQ6XTe9ekH+W8NmEUYjVG0tdSpu0wBdLml2WVVmsQRTjPIsCisRFzUDEJzdJGShlZhFzP27JKZ5fby7hOY5ADGJtwZZFU/RK159ugPHWfiZmiveAnsLW/Ul9frh0y3kxTZrI5OrNjdCR8iB9SHWvRyM8wyTQ//p/+xphVPhjVU7zj+sBzUCqvc6h0leHJvrnnrwBnYddch10Tz8NLwBXY+wtTnOM41/y70/2jwxTsJq3F3hN9pjCkcorEg6gsMGT1uT4m88JewNkqJuw2hM8bwwzSkYLtDzeG2xi9Vbgrb6zAJki0ZdfZrOUS0icPDyFx9r47SUuUXstbmgRqs0gdbkCbOsZlR+e1RkwIljaB1ARSm1tmae3kHJaJ5FZaOrs823xTjtmQsAYmgc4QNnpsHahcQxO+Qd4t7X1t+py9V0k0NNr8TgsctjCv86yzeb+MaIh0Ol1XqYO4yo7KbJZGucJenuYUT3OKJmOxk5A+efL0GaGLT8hydQel0fV0/no/XNYKOtYxSO/PK5BsNu0bbZ0fQqtaNmSlAcONPhPL1+jnhykt9eK9d/m7+zSrVeYY50LpCHu5EkVqa3OBI/HenH6kNmxUZzjCBe6ZvgZ5Y860WjAe5y7lDzDMKi9ymDOc5EWOxCaWgZCkyNSxTYXzHGOYPqd4ihAPj4BhVmNBKhZodPBz3W+QmFVmkbi+SqM9jebT/5fv3cEV9sZtNMOv6uwH5l7r5dImeVrIGiToDiI2Ui/7mJ02Kw/73CBitxXJzEp/M2XZJBQSIXV3dFxMDbWQau+J02Mo96GO+SZpbFKmnXbYWq/dJEKzXWe9f04+NYzQrTVlookV0heQeLW8Spq823v+tKMZu7/E5FKTSQ2bPNoaOcm3bKWT/hhE6rOeH/pYx0qv89B5+dYnGPCd9fzSz1j7OZxVN/v+1oRc5oCMi1wXDBHHgAxyLHV2w144lj9vFuKew8S02wf8BFy8b4/Zy7tszNHnRqvxQs7ffvjtnFj+FoXHgC8SvxOOPvUye09N8VzhpCGYMkYyZ8T8Uuo9Bg/87GM89Vc/Bnvh9z7yEf7xn/57+ApwCXOf1NR1mrjZ45Bl2nujvbQODm9ROGK3jdEBmn1DfEarGK3YspFxd5IoQSAd007+QzIBNJHyyfYYqcmd5LcGrClvmTcMGRBs/h2nV1o7IV2p/XSqrjoEw1blCenUpFJMK22zUk3MNqwX/VAWyfBgqEQqWHv8wrYDYg/an5flhED/z2qbFiKyvGxmmVGi6hQQE5vYm6Tkd3HANeKkQ1ZKfeAn4Dvv38+3Oc6LHOFZTtDiDrqM0GSMVr9GvzdMsbzCXu8KxzlH6Ypxt71xNww1o/LnyH6Za4FNly38o67qpkjoUBMWDxVoUmeBOi1q+IRMlVao8Rqj1YuGnM7BzlfWWNhn6tumwjOcpE6TCeZoMMMMDQDy9GOiU19eNAF9A3ixup82FZ7lROQUZZg5JrjMAfrkUx75QkKCiMABdBmJvWUCTDJNbaljBLGmar98a2+e0u6y+m2PuWg9pf+EDAdRPuPQOwlP5k/zNKcsM8yMCWQTm6zVdQ193hbKsgjZIOH6Rsfsutlpb5bUZZG2rHpnlSPEx9YqyPVZDlNs6LRa0NWmkVrThUonaQeZDfrWNbotYoopeYvJZIHN5p5C0LSpXVa/aPKlCZndbk1UNHGVPHS/afIoe/WyxtZ2sKLJgR0uQsoYRO6kXYO0dvZ31vmsfO17G+tba/n02GgzUjs/SMbLhyV2c+bISf7zL/xX/Le//f8as/Fp4OtwqHoVArh+d46veQ8BMME8e5miTYUvl95L8f1d3vMjTzD0EhDCd07tp0iXwthr9BhN901WPxRgnHmT7hX42Auf4WOnPsPQj6zDvxgyGjxpkz1vdZ/pBQ99b73JNHYODt8rOGK3jSEx6ALA78DOMlRKhjCt9A25094yA9Ix6rQ8IMgyxZTfkj6LbGlN10o/IVxCrFYik0Dbq6b2bDmSj+pnvQg3OUyx+yGDvGnSqDWIsRmo5XRFkApVAAxlCUr2XjQv41xc4BbX+6T3j+kXo52nfolpLY0tLA3aH+ezWbMjL2Tt8l/MGwe1JYiOPwj/308/zDSTXIr2ZzUZY5VhmowZz2mtAjvGljlYvcw/4t/xsYufid31D52L8muSdgSitXY9kn1kmqQIIRViKHUTU8xl8MOQYa8fB0rvUoyiPa0Qvtfnhx973mjFvg6To7M8Uz3JAnVWyXOeYxTpcpgLTDINmLh8E8xRpEu7VGamVKZCh/Mc4wwnucwB5piIHRB4BLHDAdHYhfh4SnOXZ5UKHYp0qdNk13QnTXKXiJ24bHKcoUMXZDm90eOlzTIFIdCAdqnMOY7H9RZ4BPhRzcPAx8StIxHmsjQdMhezHG3YDxOb3H23yCJl9rkbETubrGpoEmVfN4gI6HP2w/RGbVZCcYqg2P+1UG3vNfMzPnqPnA6sLW2fJYnpViBxKiLX7iG9j1DnK3UQ81MhorpN+tuGEDptnmrPd1T+WxGdrRYLpL026YS05skeR+kPXT/dBzZRs9urTah1XeRblyf102M5BuW916iVWszMNVhvlcDfwOy5g/KeawSBR69ThKCQMgN+uXCA//We3+Dcrx7nl8N/xc65Nb7RuI+v8mPcz1lOcJb/Zua/0Iueo4VF+Mm5J0y5yyQLfQ/D13iIYVaZqM7zcnk0Tcr1fS84CP/PmX8A/4XkXXIGNu7bwdB/vwGfJAngLmOS1SfSl29yDV3WusftwBuhDg6vD24MtzG05mwlBCJyJ05ErvfTAckhHbNOPzeFMGlNnP0ekue3joOn48pJuUKURHsnYRBy0TlN1LoYjaMQw5V+Upcss8xM750RgQwCQ+7EKYrWDgKp/XW2+WVgBV5PaehsgpNF6LLuJH29fvHLOfk9iIzp64TcCDS508K9zkfnl1VXvVotgpSQI0gLV6j6V+Hih/fwdU7TZIzLHIg9YL5GjZlmAzrmLX1i4ll+n4/xzjPPJXmKUxSp8zKGxCySFnBkj5kd0kELf75KJ4HHSzDjNXiKU5zlBG0qLFA3rvupUKfJzzz8H/kwfwHTkFuEY9XzzDERm0mKR8sWd3CQS0wyjUfASETW5plgngm+zXGe5DRdRvAJydNPaemS7jcaO/1f8mpS553Tz8ETGCK3RBp6n51kkRX+QfpFLzzohQOZM5EAtVE3BG48WqmXoORCOkP8OLhzvLfONsW0MUjA1nWU41kkR4/rVsgSiPU5+/cgcqdJRdbeLE0ksjQ0Om/7v5APTaDs8jO0HKlnQ2Cds69vkSZ9ev+bzk9IXUTsdtSW8XwzedZaFSgMpffCSR5i7jmmPrHp3IYxyZN4ZmNs9nq5FRG2x1gTVq2ltAmZjItAt1WbKw4iAjbhtcfIJnZ6DPT+Qz0etkMWTfqkjmJimlWGXT+9D28WOsEuvJOh2e/qb6i2r7G3NGWeL1WPubsmuPbU3QnRnsrxreAU7QMV/tL7AMXGCiEm7t0KRX7yzBNwFuMNGJJ92D7meRxt+eUV+Nj+z/Cxd32GT+z7X/hXJ/8nes+NpvtGQoSIaS8YE9AlkjAyURiFjfoQQ39vA75Asmd0q8UP+x6zF6ocHBxiOGK3jdGOPj6R6aQid5WSITHtZUOebJkqC7ZWTJ7ZtgdKIX0xGVSkrFLabMZZKRmvk0BsXqkdpHSBopBBEk0kpPPKWd9xfn6imbP3+2kzTSGAawHk8pvNLSEifPZdoffGyW9tFjKI1Nkky884j8rPJpBShiZBqHSyX0ryGyQ42s5RBtVZiN0Sm82ZdJoqPMUpVsnTohY7BQnwWCXPWmcE/A3uOXKBX+ZfG1KnSeIyySo2mJe9BNEWjWGeOB5cai+hDo0gbZJ+jjR5G3U4w0ke5yEucTAOT2ACDuRpU+E/8N/RfLjOL535A2jC4dGX8KohLWpx/KcQjyn2UqGNR0CTMRrMRN4s85zlBE9zKtZ2+crtCJAybQRShG+YPkVW4j18/CWJUxrRVIpnU2m7QJtjZjmXyRKYZV+dON1pQODBqzQ4zdfj0Au6rkW6hHgUy12WZnduJnVZZmFSnv6W3/ZHp/GtdFn5ZuWzVXlZv+089D6hLCKgBfgsbYx9L/nWdfb9r8u188vqR/tYFrnUTk3keAEjYJetawtAYY3xiTkmmKfLCBcX3m7OHcVo6a5a1xEd0/vwCiRkX0iUdpphE5hBQrsmQXY7hZBCNjHW/SD5ClETkml7JhXYGl6biNnQi0lac1gjPa52/WXuiPbzRubCvvVb6noWlmZ3p/coBgA5nuu9k/1HvsMk09Rp8sx9I3TO7EoIdmuIlxbeBmMblHcvUC81qdHiqzxC/2Sef8lvwVnM81a8/MpckudwiNHeNeFfHv8tfvbH/5T7HrxsiJnMNR1gvYYhdR8jIXfyHFoG/jNsfHqIoUsbpmyZP3a/vIUkVJG1bjfeQl3+poUbw22MHomHSjHJJIRgKTJrLMD4qCFci8tmAc7W4OnA5frBYmvsNIoqDZDW1gVscp4CiZmkELyiIip6r57W0tmkUmvsbBNKKTsLm8IgRKTOjns3pF+Y9m87REHWi8dutzi90IK4b52/UR6QNpkUIV47xLCRJSTAZm+dmhBJ+ipJW21BV0hmYPaDVWizyjBnOMkUe7nAEV5++QD0cjxw5DF+nn/Lh1/4i0RImCchLeOqDG1SqOsr5qFZ/fL/s/f+wXFc153vZ9g9PzCDIYYYEAMOOSL4S6Ao0aIlRvSTreiHVaGjWE7iyNFu8uLdZJOKq7KbTbx+L5tNUpt93k02tc4m+zPP7yW1idcvLu9TEv9Q5FKebFlWLJtayqJMmRJEUgQFGgRADDTgDAYzgx7g/XH7dJ++6AHlX7HpmlM1Nf3z3tu3b3ef7z3nfI+2Vso1jJo+mRzezQgLFKlyjv0+AXgKiZHzcJijxNPcxYNHP8Xel2dxu3CGQ1Qp8rqf06nJAGUuUyfPPKM0ydLFIU+dNG1GmaNAjRqFoOywq3sFVfpMnNQpMU+KNg8uP2pyTHmEuee0q6VmL9X9IGDNFj2LLtImtOD5qRHcLjTJcpKjfJoHqVIMyG4EhGZpkkp3QjCileW42Bqp31bkbQUfa9k+P25br3LjyrK32csanNrK/zfyVYwDA7bVBqITG62YY+nxb8fU2e2z69DnBWkYfLc9d51koU6hWGOEauAqjLsOgwlznlhPdhECtJr/k/xwut/1JIucp9stMXu6v21QZYMr+zpku+43zZxpj3XZpllGPeKBexyIimufLIvlc5YwFlHHwxFzTty4tuu32y4i40vYSqU+DSan4NXZm5k/Osq+3Hl25GY4W9gezaXYAhYSNGa30xgbob3vAg4en+XtvP3oHfzg0af5QPtD5D7rE1uVCOOvlzGsmvJ+bsDN06/yv97+f/PRk78QWmszRK21L0Pi363Dz8D6agJOECXeWQaOYiYNXiaM69T3PO7eSr/00x18x+Xy5cvXPGbXrl1/By3pyzcifWB3HcsyxnNL3CsH1HKyDQNt2OoDvAHlricASaxhOt2BXu8lwflKd9WkKdolUsfZJf0PdZAUPAbc2VY5IUjBvy47Jg+IuF3qRORSp46nE4tcgqg1L8J62csSIMq1p46LAx7S16KMaKXEVgTjZoptUKnzk1mMhpHZ/zglAWv7kFoWZV/qkLKH1f42GxWUMlR4jQKvM02FCtPUyVOlCJ7L3omv8bv8Ovdd+JI5XixFAlw0kBTlJC5OTPrb7hdZFiAqv4opv9ydYcoZpxlDAaRjx+Yo8X7+PT9y8DHGmQrSNIj1MU2HKkXmGaVINcjPN8kEAB1SfplRS51InMUuRcdn3WxQYZpxpshM++0Xl0v7Xkp/affbuNhMW5Yx91LuY4NI8vLEazA1PM6H+UW6OLxOgemlCqUhAzhdujTJUl8aDGOneuVniwMeGkD1AnW9FPO44+IAYi8Li32uLkO3Kc6iE7e8GbDSoMEGIxqU2O3v5XbZqz9bbLzXNmjI2L91cD2ShRXKxRmKLJBlJRibc4zCVCIEARDNRSaWdaGlF8VdXBL1vZBrHFT/mqFTwKYAyJY6z45fI2bZfi50ufb4sdM+jFjn22XZ8YziTihg1s7bOEYI7OyE67qtrt8WuR9aeo35OEADUetyTB2Nhe28MOKnYdGpLzx13gKwkGC2tpfs7SuMsMAKWZ7gfk6kjzHxwCR3cIIS80wxzkmOUidP4cjrfoywR508NQo8w1thXJUt40b6Rdxy/xQSg+twC9zx8FP+hNs+zj51q0l/MEbU2meTqdjjQqRPnvIdlzvuuOOax6yvr1/zmL783Uof2F3HksEAOeFbyBMyYrr+vqttA/KGHaPjaSBoM02+EdG55STVgAAknZ9OA73NWCvjytYSl37ArlPXZ7texqYhUB9RAXRe1/RJoscxCe0qaStfnrWuXSy1wg7xVjqPaMyUjpeD0DonxCL6oy6gyHbVs9el/Xa7IbSi5Yi3mukUCEVYf5chE3mOo5zkKKc4wovnj4KXYNfEWR7m49y7+KUoKBTLnIASaUfGlBnElck1iaXTFt12P54uAKLzwCgsOEVmKFNlJMzFZoEvly4dUkyxh4/wXkrMBWkNxGJVpIrkn5ujRJkZxpnidQo8zQ8GIDAlcWhEwZwQpphb0A5A3TgXKDGPQ5f7ecLE1gngGmLjeNIKpT2WbeVGnyOAWk8GCMgYgtkjQzzB/cGpdfK0anku1vLg+QVl2iZeUpQ3DYTiABtE46A2A2E2qIu7ZlnuBRA3ExtwSDl2Iu248nTb4sCT3q7juexn01bo9b2V2DXZX2Njn8QRdmjRhBM6FYLc50YCBs1JBWoc4iWyNAN345V2NjxeW8oErMg+zW6p+7AX4Yjcf91fel9cHjo9QWX3vbStoY7VZdv9jloWcGoTmNjLu4yrYirTwXG61JcGaTEctleDWZcQyAj4k1hDfa903jo7PYXdBj025Fp0m+MmKuRYmXjRANV+nvRxs8bK9+p+GN7/dYrOAk0GqFFgkglGmaPju613SDHDDlyf1bdGgSojZGmy+/jLXNx1EL7sX7+OyxQrnLThZXj2k3cz/E5TH2MY91+ZRLhE9B1jP1Nx/fV9JHGv9++GfC+0oS/fmvTv4XUsYxideB4D2LQVTt7rq/621a4BfLv8ZOKL3ZAxU1wzXRQZi79ux9eh1gV02SkOIiyUMS6TEgvnOj7pC8b6p4lVtKUuqNeNWgAhBHUiNsATUhTX8cGZF2W+lP8I+LSeigAYaldG2KiEyQcVosQnWnqxYGrRyomO5dOWGwgBmS7PZlDUSoKITm5ux+UIqEL9S0C9B7wd3j/8O5xjP+fZx4WlcVq1PJmR13nX0Kd5iEc43n2chMTRuVaZWwlJDrpErxV1rD2Drftd+kHcCq/65RXhainJNDcwyUTEYuf4djiXqGUtjUnKK8QpXRxW/PPq5En5DXfpUqXI8xxhhCpNBhRo9Pxujd7ILq5/nKnVoUuJOR7iL9jPOQrtGrmzayFw1tcooMxRy7LdIzoW4yYYMqqfRFqYWaAMcAD+Df+CUxxhwc87WFsqGEBXSyhSjkw4m66TbsfdNw1G5D8OzIm41s8WDcbiwMMbEY+NyqIubzNFP876Yu+z26b7IE5pl/MFGIwTxsKJRVSAk91X+lz9TGtApN0NZT2TwPGTV3cst+RyeoaBu5vMTu6NAkNUmdpSq8FaHCGIfb22NW2QMN+fBl5aibfdfeNAmxax8AhoshOsexjQoEGHPeY8jKviwvaN1mgtcu/lXSnrEtOnSV9kfOj+E3dDnY/PFnus6/d5XLvsiQB97cTsk/NngZdhcWQni2M7YQy2jC1TKU0zQ5kCNdL++69BngVGqLaLNBtZSsW5YOIrs2uR1shweM8ExO7CWOSm/GX/vZ91mryPD/P+LX8Ed8Hx0U/wNxcfgHNJk9/uZf8cbSXV7Zb/vivmd1yeffZZduzY8d1uRl++QekDu+tYWhgAtJvo+09YK1fV8or8/DQIO32lb2453AcKtLER1MWBtF6igZUANK9LJA3BqhfNWQdh/N5mScd7WQBdN4zl02UGVjtPWd9gw4ymneogOAY2gotIxURj1zQboctGQAihwtNLOcdadwlZH3WslVjipA6dOkADM62ceuo8lygdvhB4xF3/EfjV+36HxznO9HKFRs2Qhgzvmude50ke4DH2cZ66k2ers2hmHdKECRW11WiQEKTYQNKuX0Ctbr+0W1ukctB2DJHLOBcoUOMZ7qRDKgLoNLlJL6IT2dbxc9F1/BvaxWHGX9YAUYM6TdIixCpNBmiT4iEe4e6nng2to2D6ySUkGJD+7hK1yMh2URghBG96jGjR4EPGiE9UkKdBkywzSztoiZVOEg+LQq9duHpZ6kRBtYFXXEzTGxFdRhywi1O2e51vWxq1BUwDtM3a4lnn6OveDORqsGUr6vqnWSfF/U/6W0/i6PL1uBBlWrtQRkDzOq1GltpQIcibaKwz24zVbtmQHZFJsGVkmUOlM4wzxQP8NWk6nOYwT3IvL5w/Bi8novT9cq3aeqffMTpmSraNwK5bz5KnTpMs03MV1i7lQjArAMm2+Eo/Sd0aAGowWiA6HrXLektts2PVbFBk39c4F1s99gVY6kkzDXTseEU5xo6j1N8lGyjCRquztEFbA+1JQ/ta9LmXCNxt1zI5LmYOclH6WvePGx7nFReYY5TZ83uMK+8l1b8C3sV99xxhMvIFuPTCAZ649X7ev/xH8BT82c//A/7p7v/A3O4S2bc3qVHgSxfvgi8nQ6ufjtPs9R7oy7ddduzY0Y+huw6lD+yuY2kRWuoEiEEIyAYwXmr2++8qwLJhq9w1BFcbxnKm49yyKJdLEYvcBELwpOPrRCJWM0LiFCASAyfWOzl2M1Bn57iLWOe8eECZcEPQtoEgRblNBm6YmgETwqfEBmy6DFlPW+fEfXxconVDNH+cPk5/5MHcdKkjR1SpsQleXHWcJiIRdkktw8THqkhZd8ODP/Q/jIVnqWiAAIDbpegsELroFI3bYbnD9vkGq2lIXiVMSZAhjPvS1yjXJlY8ATWuWpfrFjIRDUqXgRnY7ja4b+uXmChPMskEdfKc4I4AmF1LTFqCzYlQOqQiIFEscrKvSdbEobQLNBtmqiKdabMtV+Mmzpj8eQJWDxCQvkSuz3ZLQ/WTuNaizpF/HUMposfVILAVWpXQWhnmqUtEAYSADNv9Ms7iZY+bOMuCfVyvNsaBuTirUK9nTB+vleA4gKWfE/ua7LbFtd22jIiSbSvqcUDYfq51/Jk+zwYh2ppng1Tt7jcIW3Ytky/UaTay1Lt5ph0D7OrdPIuzRWiljYV2ARiBNc+k+8hT514+z8HPXYTyx2hV4MS+O3hk30/w4er7WJ3aGr1uaYcGfaLMj6m2DkJy7Cp56hSoMco8h0un6ZYc3326yKWL47CQDAGe9M0tLW7bedLkyfzawdAFUu5rg2g/amuf9I/dXrs/bVdGiAHKRMeNtgQLmNP9ocdnwTpGwJ7uS/mPm3SQ8azHmI4FlHN7TVzoOvW3Q8qzJz4EzMnEg1/erLs3PFcspNq12GNjPKX06yX4jPtujhz5Eg8deYQUbdqkqDBNiTkWKJLfXae527xHp7sVFk/uNOBRQJ5YP7/M941oHe67KX1QcP1L/x5ex2JP4mrL21ZCt0ydb07AWhO4umyOGx6CouS+WwrB06pFbjKQBteLukPGWfE0+JI4NwitaZJzTh+z6oXlaEubXaYANzutwWYSa4nTH29bOdZgw84X1lbb49xo5Hyt1NnlSsxcHHDTIrnyZL+moZayNduhrk+AnJyvr0m2ictjEdjjr0vOIUcdvwd+7Yd+m0lupN7Oh6AOyAw2KflmvpMcpU2Ktg980sU2W19bDa1ES0DJpCNIvKraJPmSxI1UculphUhbRKUPxDolxC8OJmm5BzsXFxmtfInukMMMO4Ik5dA7DYHss0lQtEjMHYRxc7K9ixMBdfVanrWWIVjJF4wi+zcc5xcOfDTsdzDg7ixRkDpP/My03HvNjCpg2I6jk8sQGnFRfEfh87m7+QJ3RS/Ong2PA0S2dUODcqxtcZMavYCTDfB71durrLj2eVZZ+hxdn21tFNFKdlybbaCowZUu0/5pZVqUdDlft9luk5xbsMrTlj8BEgdh77GvcZivkqbDdLoSEOTMt0sszRZhNhnWE1gIM7R3psjSpNKeNpMwacicgrvTz3J36Vkernyc/1quLvsGAAAgAElEQVT8JZ7hTqrLxjVvrZEFNxElRfHz5m3Ztcy+0jkkRivLClmaFKjxEI/wUPcRzjn7+Y/8E+YpMb57irndo4aQqTrC6qWt4MGundOUuUyWFeoH8yxeGoVCciN4p8c90H2o391xMZCyXQP1ApBZZ8tgk1Smjet28TwzMbLaSoWxqBrMCdiy899da6zKetzkhZDZyPn6WjebENHXJTkNpW3ajdSeRFjAWN10Ogu7b/S3zS63RWhpVWW+8MJbmL6lwlHnJA/xCL8w/1HzHcjA1w7u5SO8lzMcouDU6BybpHssTKmTog2Xvs5X/pS+9KUvlvSB3XUsOaIJxSEK8ATkuYRAb8BRcXi+VUssZl7XWPG8rrGurVgWulVPuTq6BKkNNEgbyPgxfV7UeqbBnJSjAaK22ologhS7nsDS51rHqpx6scQpWmRfnKukLbZCKqBKu8IJwBJApV3pdJ22pU6XZ7dNgzqxUAk5ik3KYufNi8uj51nr+NewCNyAobW286QdNWQpeeqcr+2HVhIyZmRkB42S5tKlziDPcRQwRA2O0yU1eonMjF/eDaauhBClCI22tEkTtwiw031u0fVHQKvk3/PJVM6WdwU56VbIBmAsLKp3jrnNxMMJUiGIgirniAtmmxTtVoo1zwHPJVmos985xzFOcA+fhzIhIJsjJMURAJbDgL6Gf18kua894aCBnPSPkN1kMCBXiyhWyya1Q8Mni1ltpYgkINdK5hshS4Hebpd6vPXar69L6u6Vfwxrm31eL8tir3b02q4nUGxgp4FtnPVMFGMNJu02xFmL4pR1cW8US4+UqwGCgL1xjAJ9yZSbps1+zuPQ5QyHmG5XcNwubX+yIRhv4jrn9/ns+T08s+9O/lv6Z3n4yMfZfqFhrMrzQBXemvsK+4ffz1/xYzyeO84ruQlmCmW6nsNgrm7A2JSf93BsnXJphm3UNjxjbVKc4RBtJ81tL77E8Vse5y94iBTtgIG2WcxSLRZZYIQBmkHc64QzSX33DAu7i6y0s3Q9h3YrbZKttxLRcaXBln2/4yxvOn2BBs2DqwyNVSmkaxsmg+S6dPzi/FyJtULOuBPaYFK3Qdwz9ZgV6QU03U2O02XrfRrUyg/CZ03AZ4GNYFeYLrUbKcS7XU4RdeEWwCfXN0tg2V1c2MmZtzf5CR6BLxK8s24++Sq/V/5t1o/A48N380XupEGeFB2yNHk7TzDE13gTfelLX2zpA7vrWLYTTvqLJU5sKZLX7qpaHgBcn0RF0iBESE98IKS3XW2HZbsYwKfTCQjYcl1j0RO3RwGKmmBFQKFNQr8SoxTqNkidWjZj3ZS8ehrUbWC2FLFZIB1r2QZYAuDkA6ndMO08YzaLpugCwnzpEVrW2uo4DeDiWA/18fa16Pbo69JuSba1UCxEZeC4v11i7XJw5cigTyqSZW02p/qkS9YJgU0XlxpZ5ilRZYQ9TEWat7oHkvMYsCLJcGf8nVuJAltN2KLjCGWbjhuUfjkAqzmYHhrjFEe4wDjPciwgRtHKmDBWCvHJtQCdSBeXartIvZYnlWmTHVwh5ZjUAFrSGWPJy++c5yO8l3d86im4EaO4DPnX38YAO/xrG/b36TjJYULgPUfU2iNxemJd1cqorIuy1iVkEc3BYU7z1zzAa1SMO55NWGFTpWvwEges7GVb9H2yAbs+Ruq2Xdj0MbotelscAL1WmzRI09KrfXbbbTc+DQoEhMUp51JvTa0vqPM0QNQKt51wXH6+BWb77a9xZWQHTCV56Yu38dLIbSZBdAujgI+vY5hOk6E1Rto3Attvfo0yMxSocYZDPMOd/Kj7N2a8+uOnPpTEocu9fJ5XmKCLSzFdZSZdJk2bcnGG+WKJuWqJdKZtJnl8F+c26WAyJMsKo8xxhkMcuuUMf2/xk5wafjPn2Qe0A8uMpBpx6AaMtR2/nBGgm65BGpxcl1TRPDxmysX8Ou2UsVDWkhvHsu2OqIGea/+6FNI1iiwEz7u8R2SyR94pXVyyg02aY7Dm5ULLndSDqmcBA4biCHPssW63C2t/HLiLA31+rGMwuaCfAU0wI+c1MAQoesJFW/p0Hbarp07irkFkxlz7pYUD3Pbw8/zlj7+b2556CaYx36SzkJiBdzhP8Y6hp8z3qYh5352FS5f4vhL7ln635HuhDX351qR/D69jyWwBNxEyS4rlTt6veUKg5xFa8VR0BCstPyUCvqulC9mh0EI3bFnKBjJscL/U+1fbIZhzHWM5E2AWEKa4oQUvLmYubhtszIunrXg6tUEcuUrCni2FjTF02t1PgyMBPwImNDjC+nfpDQhtohTbMiZtsMuXczIx27HOk/q166jE72lgKxY+ARFLmHiF47B4LEN+qUXylClvhh2kaBsikMCNyGVwpEaZGVK+siUz1/KfokNm3ne9dE3ajaAu32WSIX9ZrtlmypTrGSKsWwCKWLWA1QqcGTrAZcq8TgGXLlPsYYYybZ88ZYAmHdJG2fNn1mW7E+OCqa16ktuuTj5wPWu1UnRa6cAtK5XpkHWapOmQTa/gpD2O8hzveOwpo6wM+dcjJCniRiv3T6yUOh2Ei5mdEeVerH34faBJaOZVf1319+/BWEVl7NwAVGCKcVy6pCVVg3YDe6NpDXpt6yU2qNPPmaxr64Vdpt2OOBAXB/ykbvuZlGNsFkWIAgABaLJsW0w0uBKXM9tCZIsN7OLaFweoRSHW6QIUMCkxx8TuSaq7i0zOTbBW810KpjCWvHMJGMwYkDei2uy74Tl45KlTYg4Hj6e5i5nKDmqVbbyZ56mT53ZOsmdxlmyuyXh6iiJVHLqc4A6qPsNqhWnKxRkkH6RDlzYpqhSpk2eEhSDdSNb3LTmWftYndsnSJhWJXRWX52ZAr4UPDpuRdXmG03QoUDPnp6G9O019twFfK+0sSwsFqGWi994e73JPMoC7Dp5DrV0gm24GQNO89wxjbrU6Qtcz7V1rpQx41vdW1yX1aasWbEyHoEVbpGVM2N8e1DrqOPudGvcTF88RoLBOQKQk1jrJ7WdbxlUKhci4twGifhYsa/bFPznI7eNnGHv7q/wsf8qv8gds/1zDTPwtYt5t84SpbbpAPaaP+tKXvvSB3fUsgznYugVohOAOwpu61QmtctrNMeEaALbSgmrbvC9XANdPaj68DKUcZOOsIr4SmeyC24L6MoH1TpZXPVO2pC9YwcTrFdvG1dOOwRPAtqIsNja4G8iE9bhu1BVTEpUn4j5snp+rzi8v4V/T+lJoXQzOFaUaorF0+gOq4+Xa1roN6lB9p61OTsw5InHATSx8cYH9dpvseD67PXa5up1+rNrwiy0YhUfvvo93zn+OKiNmBrybDY9tJRjIrVDwNUIdY3aO/RzmNNvnG6wPwVeHD1Aevsz2E75mM0MYz6eVe4nFE4DTVfsFqAz5xyz711qC9Rz8+dBPcoojgWJXo8AMZb8rTOtkFr9GgSZZul0nsDimVS46uR4gUDDFzbLWLbDaGAAvAV6SNc+l5TlkBpsMOAYkZlkJ4u8Oc9pcwx5YPeJbLIUcpauuQ4hw2oQgVlwqWxjlBkK3za0YpUlcUovwZ3f/JI9znCYDlJhnnClOc5gJJilSJe2D82kqPM+beW75dsNs6npAMjqjHueGifXfC7jY23oBOfscO50CMctx7o292qfrj5uE0XXHgSp7f0at6zZosIe1T787pf12TJ8+X1v9XKLskKJAixIuy4rUYo5S4Mo4UZpkplBmqTUWusBJfroacAQYWzfkKf49n/3aXhrjeeZyo4z4gO00h0nRYZ5RHuTT7J2eNeNwD9zPE7RJM02F8+yLkBQ5dEmpLknToYwBe5LT8TBfZT/nOc8+Hss9wCmOUCf/hi3oGszZ2+3/LE1jNUynqe4sUisUaCz4PoSaPEgTiFj3tV7LUy/l/cmgsN48dZxiaJWsVQusBi7ryWicqyZL0Va6OJCmx5S8C+ScVo/j4yYKvJhzIAD3yVuucmfxGRw8ar5fpTD9mm3bePW5m41bqaTFkLJ0zJ6dyD2uLTYIlXadg9mFvfzurv+DDx38AD9+31/xr/iXhsDnLEZRec0/N4diO+tLX/qipQ/srmNpLAN52OrPEGtwN8DGvG9J/5srrpIDGdiVga0NuOrntatjdEhvGbb6zJlZIafQFh/XvFe3+iBxcckQsqy0Q9dP12+H/CC03mmyFB3nB2b7VcL4wV4smQGgE4VLW6osCdww/Y+c5LRLuOG2AKyJ6O1Sh+wXgCYfW6zzbNAnYruCemwEerLdPkfK03nPbEAZp6TGKb0aBC5jgMJRQlA1AyujWT46+hOc5jALFKktFCIEBVmawUy65ys04pLUJgXLBkjfeuFsGI9YxcTrLPv/WtGQuEEBfELiItIidFFd9suagcSNUBxe4HUKgVJiEutG0xIIqAsIHzyH5uAAzlDXh22dwPIoCpr5TwWWvmZjIOzDBhw49lX+Ob9HmxQf5+9RZzAAiV0cnuFO/vO76lSY5gjPU3KvkG5DQlxSdfzcqOqHIaCk7rMeZz6gDdhFh+BfVH6LT/BjTC9XANiRmwlIbaapBK6oHVK8RsXE/0z5FPNiZZIZd/27FrCzZbNtcaBOAyCbrCWuvjcK6OKAXZyybB+j1+0ytOg29rKwxJ0vSmzcc57BWNLGiAIBITbR50tfWbFgVxZu4Ip3Q3i+Ple2CVg8CYwkQqXc399YKFDNdNjmGBdKD4cCTSpMc6x9wjyfozCTLpOiw6d4F89xe2Bp06It+QLCBmlTYZr38t85wvNUGWGBoiFn8n1M9DkiMnHUIRVY37XVLi7uzS4rcnzOfy80sqwFruouZFSMXsbE1clxWiSdSd5f0pNczWKWbtE8czUKzBTKOG7XTArVkuF9FBdNeb7l3saBIjmn17Mnx9rjMW7SIQOMwy23/0/+iPfxtse+YrYXYfGtGf6cnw4myg5zmnEucOL2Y/zOrt9g7aRyLdVjWVuR9aRHnPTa3gIWYPXlrfyPXT/F9O4K//q+3+Q+50sG3Mn3Sd4X30fi0mfF7Mu3R/r38DqW1poBSgMZ81tZjr4YVtohgBIQpMGTrG8dhGHfvdK2lHkeNJd9cAfmxeqDm/VWeM5A2rh0alA3jLEaQhTMrfggcgAT6xe01a9CYvoGVHulDNvyKBa34DtuAycHEnEAC6LJwgUUaguarOsPq3wUZb+4Ri37+2zXE12nttbZbqBxiqdH9ONuJzfXgM7ebltHtMufHftXxrjsDRNaBtOwgxke57hPQz7C2kJuQ94onZxbFKgCNd63+GdwCgNWJJ+dkKYM+T+xVokVKo0BmDqxtrRVg/cyxqVQ3HM8mOAV3sRpnuRemgzQ8UGZiIC1ejdvZuk9cwEtoDmUpYALympn2NdM6gIBeSvLAyY1gJKP8A94y++/AINw/y9+lg/xAaYYZ5wpDnGGKcZ5hIcA+HH+intyT1LJTbONFokqYT6SIUJmUvxtW2GxnGE43QrdOH1lfr0MCX+MXSmHgVdGSU1xdqHAWXeCXTunGaDJ5eWyue6FZDQnnZTpK1RBbIxtsZL/ODAFvS1xWjxr2bbExQFJu95rtSWubfq5jbMWELNd74873rZ8aGub/UxLGeKiaYskcz4I3KKOqxFNFyAEFbOEecPwj33ZP17ipiBqYXTVtoIqX8CFZn4cT7LolZnbV6fsB8Ee4gzvn/8juAD/89gtPMk9ZFkJ3C6rFJlkYsOlpWmj41nTdNjHOd7Fp7lr6Ut0XZjODQQTMjL5sMAItW6BvCNuoTI5M8Dl5TKpTCdweyyka4FrpNRpjs2q59cAziwr/rFe1NLndsFzwPXU/esyWKibJO406aTN5E4aE1Pb9d1LU6QiJErGUhm+S1K0GSgZgimv6DA/VqLZyBqil8FENPm7na9NAyeIjrtrWcJkTOpxKdtGVrlp92l+ho/wtj/+inEVLwNdGP6bFv946E9gCFZ3wImh26hRIE+d46XHefqeu2ic2m7GoH5fyHizCWCkTtsyKaKfY/1eaiQ5WT3Kvyz+K2p3/wHvdj8Tenu0CNnh+tKXvkSkD+yuYykMgLulB/mI/x/kkPNB3tZBY7lLKka1JIBj3CuTEL5kNeuexAD5M2br6sUtsXJb8dk3BUSq0VVfRkVD+Dn2fAXebn/W/+VzUVdNLYk4ZUuDOq1oxo1y+1j5l2u13RT1sTpOzQZb+mOsAV5c/XEf5ziAKq56dkyNWHL0NhtQykdVrK66HvkQH8B81CXNgN+2MjPcwDTTVIKZ9EBaMFMtc6h4Jog/M001Sk/CIyT1kLEjhCjSBgF1YqkbJQR1i0Rz78myuCUOGXDzxVtuY5oKZzjEFHvo+NY1UeZcurRJB6QLG8Rz6LRTdNPRGYEVsrxOgU43TddzQta9xkAAChmED/EBfv6f/THvuPAUB2Yucbz8OGc4xK8t/T7J50y7//LYD/NxHuYJ7meBIoc4Q2l4nrtu+RJJsdg5GKWlbK5zcdTEOWaXWwYQuxg3JP9+eQ5003A+t5fneTNnuCl6j2aTUEty6dyBjcmRbWsThHE+NhvlGwF19vq1AJ5Iy/rJs2PXG9eOuOVedesxF2e9gOjzg9qmnyO7XvuZ06BO0757RBNS23WMYRgtx2HLwWWTrBtCF8tBODDxAg/zcTqk+Qg/w+xn94YshfI/5S9LO+KYPaVuGRP6vmoylZEEF5nA2WcsXF/gLn5r1GFi9BWe5i5qFHDoUidPmjZt0sGEiohY2LR06VJjmwGBQwSW7inGg4kYD8ckUF8o0C04tNMhKGsygOc5NBcKhnUWaGaypDNtPH/ddbsB+2enlTaWMp8JNDPYJJ0p4rhdmo0BWpYVzhbPMykiHLrkqUesgw4erj+llfKt/QJe9TtRu3q3SeGmu3hph24xHIgdUtTbeZbOjcVbzu1xHQfi7J8AOomldNcBSBbqlIpzDNDks9zPnp+f4j0zj5r8mpJmpQVUIdmC8pEZGr4HRIo2N+YmmXpLh8UXd4b58/R7RQO5NzJxAhsnSsaAQgvH9ZhinI/wM0y8dZKb//jV0C29SV/60pcY6QO761i8LiRTBkiJ5UxSFCQxwAgU8PJBXaDY2+BGlG3bYuQRxjv55wiwEgDp+i9oseyttjeSnUjidLESbshnp5ozoACTncpAgzqdfHwDEYUs6+uQ69R50jSbpF7XjJl2LJ0ocnLcsNquAYnE6NmkIDaA00+ibk+DjeDRtmIJ+2Hcx15Eu3NqEpayajuE4CsNexZnuWn4DE9wP00GNigXq1NbmSmWg9iVJllS/gz9o6P38c6bPheCEq1gtoiyXuqUD3IPpQ9tq+qovzwEJ4dv4Tz7eZq7uMA4NZ80RQgYqj5nbJt0MOvf9VMQ4EmAhku7FQV2TbLMtMs0G1kc16PruXQ9x+TqEkKBDPzkzX/Gf+YfM8U4q8OQnIYHc59hfGjKxNL5ufUeXPoM9ww9yWneRIHXqTLCDGU+MfROfuzYoyQvhPdyNWdIZjqkSS62TOqGI7toMsCtw2dhGVplOJO7CQePy5R5mruYpsLCUtG0URJO65xiYjGS+yCKve1yuZmr1xsBUW9EbEudTcZwLTDXa1svsZXdOBAXpzjHtdm2mGjqeNf6l3NEMdd5wrTCK9bSl2GNXOAWmRy/SnawyYBP1vEsxxigyR6m6NyTZvHlnYZe3rZ2zKp6dNukXeMYxVmIO8SKKO8Tae+lBK+evDkAmJ8rvJOh/bNU0tPkqTPga9Z18mRpKhdkeQrN5Ip2cW6SZYpxpqlQYo4UHWbYYXV9lxLzbCvVmGmXmf162bemacau8DlebWSMt0fc2ADW5NpcaHlOaIz23PDD1UM6rTRVb4SVwSzFdDUAbnnquHQpYAik7uAEHdJMMR5YB7u4AegVsiZD178S72qadujePEn75nTQV9V2kaWTY1HrGOpeyrL82+PcB3dbCiZRfSrd8d1GXydNhyZZPsJ7mSxP8JvLv2/cHT3/vK3Aa7CXWepH8kwwSZWisXo6DaZvrTE1N87aYC5IsRGM8bj4v83EfiecBKYytMYyXBrfRmpfh9/gX/Pvfv5/58CfXjIANN2ztOtS3mhXfafle6ENffnWpH8Pr2NZ6ECmY5KLD2SgWDRuk5JfLjtM1B1HgzY7B5pt4dHfO+02qMCdnJNMQ1JAk89smPRCFsSkZ5g2xXUTCOLqxD1TmDa1tU9cL2X/hvQF/psw2B7jhhl5W2qAp9oP6prFPVDPyutZeAFWsl+WxdIUx5YpfWiDLvvDFMemKQyQut36/ugZUjlPWxx1H2gLrA2gGv6xvmVv3TW6U4l5RpkzzHW2paMBVYrBTH2tXaCYrpJlhec4yr03fJ7cS2vGEiW558Td0yN0xwTzMS8RtXYKE6nUJ+0dgqvFJEUWqDCNEKPUySMsl2kMzfp0u0K7lWJkaMEomq1oDBCYGX6ZcQcze760UADPYVWUyUYmBEEuMNaiRoHf49dI0eEHLr8IM9DdA6c4QvPAAEfLXyGzaAhThk+1uDv3LFyFq3dP8VXnMGCYPEtH5k3sT7uJ462RbMPYzBJ48PTQ/8IkNzJPiVNl497ZxeFxjgeWyEkmWCFLOtOhVUuE1Ona+uUSxtJNEQVyNrjS99hTx+n78O0Gd571s495o9a5OBFQG+eKqcvRZBD6GLtvMj1+0kbb7UwsJwLudF9miFpLGxjgtR8KxRrdrsP8XInGYJ5Oboo8dUPo4znhtYxY9WvCFf08SXtugdsm/pYuLhWmSdPmAuO8sjxBY3bETF5osC/tH1w1ljBSNCnRIRW4QK4wELgfynP0OgUf9K0wwkKwX0DfNJUIsBHwVycfMNuW0zPkd9aZmSsbpsngniQ3Ah15R+qf/Y53k9a7NGn1z3oI9jyHNQzD5VJjgCW3wBa3S953z0z5lEpt0sxTCvpCx/YO+P6CAuTKXEYISlYsa6bxNQg9C1J0KKRfZ/6tJaapMNmdYPHkTgOiwLjvjq0yOFILk8TLvZM+yQCFFsVSNQBzEk8s96FDiiM8b865gdA9/AJmYm4ebn3tLLeWz/LgTY/y+dzdAUB/onQ/c6VRzh/Zz9KpMfNusVl1vxmR82eBcwlePXUzr95yM/WJPL/8D/8TP/ry38Az32TZfenL97n0gd11LIJjVtphQu6AXbIdxt8F5CfykRYFHqIffA189LK29vR6UUs5yl1TrHaeF6ZJgND1UsCbWOTsvHpB0f55msEyEaegaek1m6ctcFr50kBNXCx1XJccI5T82vJkWwq1xa1F1K1Tlyd124qX1KUJWwQMDarjpBxx1YyzCKLKkA+93H9RBtsE+dJW09B1oZNJ0nYM2x3ACAu8qoGArzxcujhOplCn67ms1vKk9nVoMsDzHOGx9AO8Z/RR4zojbQSWi1vIVdfC/hGRtnXVusRuCDAsh9fo0GWSGwMK9cvLxsqWyrQZGapS9LPdpjMdBmiaGfRMR83YAyTwPEfFCqq0B+Jy6bmh0g2wa5W9O03i5yOcYj/n4GPmGjMeDDxgmDHnctuZz5U4uviiGa/+fdxaXWXbaI1Kd5pUa5VmLkOdPNV0kTPpQ5AjYLJ06DJDmVeY4HmO8DjHyVMPmD2rFJmhzMWL+0z83CWiMXS6b4VFEaL5pDQTpf1M9CJPsZe/GbGB47Wsct8KmLSV/ThwF1euneNLW+mkDDseUeeak2dYgJ2OUdXn67QHs0ABrpyvMDi2QKU0HWRlc3x7WDFdZWCiycq4Sc6dynTIOyap96WL43AyafLX6Rxj8k7xrSpFFngvH+E9Lz4KLXj16Bi/ue/fBM+TMFdWmGY/55hkglMc4dnJu6EGyf1XaRfTXLloLG7JwRUc1wtyO3a6aTqtFOlch7Z6ITfJsoBJLJ5Kd+h2zcsq7+g4uQ7V5SLkDONkpTRt+GaXB/wYWaKuo3ryDrWuwXzDOga1L/B+SITgL7NORFpp1lyPpYUCzUzWWMD865x0biRPPQKcUnTo+NY7uf4uDuNcIE0nQhTj0OVOnqHMDBWmqTBNijbD8y2Wh7ZwJn2Ix53jPHHsfk4fPcziVJmxfRc4xgl+mj9nNDfPY6UHgvydNbYBhuCqyAJ5GmRpBuQzIMCzyV08zfGlz4Vx4mVCopJFf3zOAy9D5jl4x46nzKTcDXDnnmc4wyFm0mWePHYPp4+9iStfu8FYksWlNCZUZIP0+pbrZ6YGn5t6J8++7RgPHHyMfzT422DlSu1LX/rSB3bXtYhrY0A60g2ZMVcxMXPesiJYSUPCBhka4GjWSwECGtTAxg9olxC8KDCx7hlLnuuYOrxuaHkbyPjpEPwyJBbPBnV2kvPoTv+/FxmJfZz9cbGVOHuGXQNafc1Sj7bq+S53kSTjLcyH0nbz1AqdAMS0Ok8rKdKvQmmv6f9tBdu2ANrXJ8DIJcwBJ/9+YsPVHNSHMhFXKjDEJHXyvHZrhdkX9oZuQQALSVq1YVNfYR1JzlsnzwLFoL71IUgsw+pWw6ZXGbpEZpnQnRVC652AN8/ftgxUTD68c8O7OMntXKbMNBXmMLPZM92yoe5vpWnVclxa2EZ9l1GcKulpSsxTJ89AusmS65kZf7+O1sI25odKARAUIgdDf64Y7DxgF9y0+3TggvXw0l+Q1OyWF+BePs8T3E8Fo5DPDA+zc3kxjDNchNHReSadCaZy46T82XOThuAIXVzGuUCJeTqkghjHOnnm/c4aoMk8JSarE6xe2hqCuV6z5dpC1yBK2NDLymGDvbixZe+71hdFg7M4N0z7mLht36iIcmi3r9ey1KHbZk+AabIIl43XYLtoyvEa4Ol3gQ06CsCuBIwRMC7mqQdpKySdRzudopNOk6fOKHOk6XByd4dXF242dZ5j41hwTQxpgZpJCVIF5mFvd5Y/H/1HrA6byZ253Hae4U6mqXAPn+dGJjnJ7UZhn4JVbyu8tRYkO1/NJFkFWi2//XKh/ucAACAASURBVBnzZWrU8swNGrfNwK3Zc8CLvtgXxc/a7bLF7bLWyNLwtkNmlUzBJC1rNbLmmZT+EpfiOIuziHZZt9+dcg9a6l+2ZxIwmDQAT1ywPfPVXSXDYmYrDPoWPrfLvB/bly/UKToLbPPz6Glm0CrFAFgJqUyHFCk6nOZw4DJepcihxVfBg1x1jR9wX2SiOMldztN83HmYmX07KHOZ9/IR3vLiC3AW7h59ltVb4NNDP8w59nGGQ8z71LqHOMMhzjDJBJPcSIc0o8wxwSs8wF+TvIoBcTeYyb2kfudJuh3JPyqxvkPwluEXeMvoC3AYJvZM8inexdTN40zfXOHi5MHQe8DO19dL5PsbZ31tAFPQ8Lbzqbc9yB6eBv7kGgVeP+LSZ8Xsy7dH+vfwOhd5ETQxhCOr1nYw4EiAlNv2AZ4GRnZuNWEv1EqKjoNqs1GB0YqXY2ju15W7pyZIcV0D7oLYO1clHffBnLRbS4QwJc7tUou2eMWRjNgfDm0pg9Bi51llabFdJNNsVBxE9HapTyx+2tppM9kJuLavUW+XZTlXA0q5d2Kl0+BuFK7uTdJ0shSXlnC7RIhHHLpUmA5m7UvMM3nrjXyy8BCc80dYYR0ybba4XQojtUicTYEarZxpQjO3hZy3RiezhTx1qrlhds4smo91UfWxAOV0CAZZgtkDQ5zmMDM+oJumwjn20cU1aQ4WCtBKE8TOeQmWZots3305iAGsUqS25DNiiuIC0EpwqXGAS4VxtmQ6RulspaMKI0ABdk2cpUCNw5zm1/i3hvzkNCF4X4axx5a484Evcpo3McICbVKs5yDRCsfIPKOc4ZBx2/Rp4quMmDZS4Aw3Bcp8F9dPuWDYAmeWduC6XeN+tZAzCpMAOztlgB7f2j3vWu6PcRIH6OwJn2udJ+ubWQt7teebAXW6PG0dz1j75XlsWedA9J2hxSV08YwDwEKgotkwdQ4zGfMa/ImFzWeuHMitBHnpHuIRfu7Ux4wCvhVWD8BzQ7cyyQRPc5c/yVHi1adUvjFJOu2q5cI6hvU1zQmO0Tr6f5H5KHAElstbyJ1cI7kMu2+6wgcr9wcWoHlGQ3KUFvAyXJm9IUxq7RIl0Rj03xGtJK1CBpPkO0HE3RGIxrya49f0GMkkaQ0Oh+u2pT/O+qr3266JcowGEWJl1cBOxqekP9DPF/65hYRx58wkWRuEtcwqi60Uzk5DtpIimnrBPOsb3Unafnzep3gXh/kqZS7THM5SZobismEL8RyHw3yVQ5yhSpE5ShzqnolMKiU9ePeBz7Cag/mhYT7Fg3RIs49zQWzgIc7QIUWRKnnqlLkc5CW8ekOSgcZqSFAifaVFLHseBuidBU7Ae4Ye5T2VR+EmWDyS4dTEm/n4xMO+FXEPVz55Q9QN3L5netm2quv3QQ1aLw/z1M67+X4Cdn3py7dL+sDuOhZJC5CEwFs/qfbpHHBiMRvAfEeTYuHRedsECAhLoR3fpGO0tNKjZ7ghsCwJMLNTKNSX2RBTF3ecndog3IF1IBtBm76ma1nzUOfbqRH0v+zrWttcjNXrqrXPB7kRS6gAF1HqNGAWwOURBW12GzSo1tZAaZtr7dfnSg60stnXdExsWnWoyCB1Gn5yYM3q1sVhkhupUWCEagiMXIyC5hMbdFop2jkzG52nbqxkuUEyyw2yy2tcHN1OF4ca2+iQYufQYnjNMpkwCq0cNHMZLlNmbriEU+kGcSlNBjjHPuYpBbPdKxiKf5M0XPWF51KrFrhQ3GNcuCR+yCYKwV9uJFnTMTga/AzC0C2zVJimzAy/zH9kpFvlb8u38barXzFlyIRHDmYoU6BGkywOXepDSba2VlnNGWvIAE3Djskcr1PgOY7yChPGClktBS5tRWeBEiYGr02a6WqF1dmtUQCn2S6vRUbSa/0bAU29QJf9HPY6NujvHm3o9f/NiijuNpmItgxIfwnwirPqoM6TnwC3uO0CeDSRjTz32sqHOk+2LQDnYOXoAPlcg2Oc4Oc+9zFDKuE/88kL8JahFzh892k+nX6QSW7k7HO3hjFYAk50+btgaJex7HVIUaXIVG43Bz2TBLq714HymomvqsKdlWdYoMgfLP0KnVaatZrKYQZh2oWCqlOzsMp9XQBI+FZLHwyJ2H0t5yqX78h90sdi9aM+xh43cYCwRdS93S7bU23QY1ZPBAhgzoC4b9eXBqkOjdChTkp9ZF0VP6dFYt2MVX6UO3mGAq8zTYXx3BRFn1Z1W7dGzSnQ9lMs1J08W4cXjRVN3v1XIbkIOxcXOb7ncaqMIGkkCr4VcQczbOvWyC+tklgCtsJ6BrbOrJqyxFNCmi7vNj05AuEE4hJhGoJpGP5si/uKX+K+G77Exfu283v8c57+0bt48YUfMFZkmYjS7ymxmuplW2RMn4Mvz98bc0Bf+tKXPrC7jqXFRgudgCG5sXExa9pSJi/S9ZafF6uNsaDYrJB6NluX2VbbVFlxLpTCzgkhqBuIs4Sp6wgA3WbWujhQpz88sl+DPDlPA6pIA6yydJ0CriQWr4UBdnb59rVpkOVZdUobBNj1Srcg6Qjssm3lSK5NgJ9Y6orAKCxWMtQo0MUNKLynqeDSDeJrZNt59gWJeKcYhxcVgPLJRdZaKRqeg+N26aZNzFqBGttnjFaUwCg1DfI8x+0MUueY+wIJfNefIdPeq8UkJ5xjPnucadcr3MigP7M8TWVDjjoPYchT1w3gJVj1tnKlljegTysStuucPW6s/tyyf5n/kP6nAeHDjUuvArB/6LwpS5QaBzgLbyt+hbO37KJKkTYpJp0JCmWDGpoMkGUlIFeQWJsmWWrLBVZreVZbCVoeLGZ2Mj8+SzFtXPDSmTarAuS0xcu21sW5N9rrvVzX1HVHJO5Ye4InzmJtAzStuPeKrduszm9E4kBdHOGJAK4RtV5T2zUYlN8ghl1yl/8bUceJ9eoSGxlKBfh5hMBIlw8BS2bjb7dTO17geY7wtfv2cvPfvhomsPfTfuSW1tg3ep4THDOWuimr31qqjhYU09WA1fLtPMHBly+alCdp2Hp61ZRdAZbg517+GD928K/48ND7eGToJ/iKdxQGM8FkRwBwTln9Y4Mufe1T/v6COlbGzggwtkqEHMUG/5uNCV2XnoSMA3l6v91uiLbNflY0uItMZpgYvVZtmIsj/nSrP/GVzJh3ar5Qp+TMBWQrElco+TKbZHmSe2mT5gH+GoAbFq8Yi38b8kOznBt2KTHP2PySGQdC+pXDfIv8du+dmWWvO8vy0Bayy2sk5gm/QzOY70w6aHkI6ATUeerf/o7qSWGZRJQYe9cvowq7T17hv1b+GVd/Msl/ufWX+PitD/PC14/AVCYkW9GusLbbdBzpUcNv//eR2Jf43ZLvhTb05VuT/j28jsW2zgER1snIsa5PqqK3qRm4wBFG3CxsK5MWlcsuArx861Ui45eNOUYYMAcyRDxwIqkQ3Gi+ug3AUH9UbIkbxVrhtF0k9b9+m8bFFQr4kiTaEu/WxnxARSGQujSQ1G2Ja3ccII3bJmLH/Ol1ndg6TZjQWkCgJAUvwpU9g8wzGrgAlpinSpFpKgG7pIjORdUmZZTHKX/nICQznSBHFJ5hnXTSXUaoUmKO1RysDCapO3lmKOPQ5SbO0MVlcthYCjqZLZwZ2sdlyoiLmHH/fI0K04xzIWhXhWle9y13Hg5tBul00+G128pfC4LRHacg9gIhloJ3pTTC8AdaJt3CHr8vb4Kxs0sh26cA/TbwEhzgEvlb6pzmsG9xSzHBKzQZoE6eGgXOs48v8IPUKJClyUBuhUYrEYmVW3p5jKWRMbbsXyY72AytCAI84twabZfCOIAXB2x1H9gSB7yudY7e36ut3wlAp8UGZFqJ1xTt2vo2RRgTpN8Tg+q3izB1gDCOZpSb4UIyzPGlSVOkLgGWYr1A1QEBADZjZRt/wK/yxz/zT+D/VMdXgQtwePQ0eUwcWs97vQBcMs90ig4/wmO8///9I3OsWM2FwVakC8MzLX79wB/SqaTI7lzh3M59zJ7Ya8ocJxyPlwhBpfSRDfR1egVJwC6g25ddu6e41DgQWgal/F4TAPqdaT/TcRMNsl3/Wptss58Tu34X01b93i4ArYx6FpOsuhlwYTGzlcWRUYZ3zccCPImrfZq7OM7jFHidueEhHLpsf7FBexTK7Rkcby2MSxaGYUkvo8jR1jMG/LMIvIr59wgBHES/T2I51szZ+n3qxiwLqZiOM5e8qL5OsfUPV/n14h/y60f/kI/d8qN8fOfDPPfWo1x67oAZO5psRQPpOFdal9DLoy996UtE+sDuOhZ5F+t4ulV7XX3UBtJmXdgoV9s+kHIIwMq6B17bT1UwxEbGRSFLcYy6HDBVQggqpLyu2b7aBs8jSMMgefcgBHS6nZuSpejlXgBNH2OTv6DWtdVL3FhsyxyEpBdSl4cBdbaVT0QzZdoznajty2p7mlARigN0tjupBotiKZIPeoYQoGsrYFCcxw5mmKdEmyKnOcycT1zQIe1b7Nqs+Fx8wvN2nn1cevyAUch8pXS1lo+g9a7n4uDxdp5g5/QiLEOytcrW4iLtSoop9lBkIaDbvji6nQZ5P44sHeSeMyQRncAyt8AIdQYNIQuQpxHQhXc1CUPc7LotmwE7u+9dOPDWFxh+qhWCenFTrvr9UCIkF3CJJFovLi1RGKr5+Z+apLttbq2e5croIB1SjDLPm3mexznuu236DdL55XwFf20hR2MwFyYFtq1ztpVO90evvrkWWIsDfJv12WagUAM7uy2btePbKfJ82UQa4jYpboQiGnAV1PEZDKAbIwAnmV2LpDMdup5j4h8zyfD+NKyyRIRMRf9ahEmld+HHWRpynaf23GHSZsj7oAiUTYqNl07cZtzchGEzMrnhiwcp2kGMFUtEY3OHCN93S4Sudi3jPpylyQ1M0zmaZnGqTOD+XFg3sWgC3OQeS5/FTWDJtep+qcGlhQMbj+k1CXCtSYFeoG6zcfpGtSJ9TfqH32Z5Ru26MsBsksVLO1kcKzO0a47R9BzbqOHg4TEAmPtUZ5AO6YANFRcy80B6LVqXZgz2wOeBggwk5oiCtSXC74O2xmnZzGNks/eH3heXD3YZmIe//+VP8vcPf5KvHLuJR25/iM/ffg8n5o6xds5/cfoEPRHXVz12bOD5fSAuffKUvnx7pH8Pr2NJqp/tgglEyEdk/0CGgI0y6foumGLVwiy7+NY4eXEKCNKzc/62hLiAiMWoG5a56m8Ta51Y5CSZuMTZaXfR2Lg6G6TpD7OtVOp1bXFUCkpwnnzQNMCLA1aalVKXa9etLYP2PgFiOkZOtg8RtZDa7ZM69Ycto9oj9bbUcsXfJ7OyvhVvdYexAJSXrrCte5H8cJ0qI6QxKQEuU2aGcpCbziiBaZoMcKJ9LJyRl7bUfOY411CDrzYGWCkawNUahoyfEy/RInA/rLGNKkUK1ChQY9/yq5zM3Uaeup81rxSwcnZxWKDIefbTJkWNAlVGArr/DukQ2NmKIvS+F5sBCWuCoE7e3CNRnDSAbmGsdRJjOWp+Xx8dZs7P9XWCY4G18nnnCPnRBiMssIMZJrmRP+enjWtSK21iAHVskgZtQhyhr9Oms48DdfZ4u5biq/vA3h+nBF6rLFT7NWPnte7DtyoawNnXY2/X1gCxHEj7bIuBVjT93/DBr3Ov86Qh90lXaLfSrO1aN8yWAnYkHst2o9YTTfp++66hDh5Zmhznce4+8aw5x8GMyVvgA+UP8vtf/E34hN92jxCgumE5jANHw+fwCM+b/cN+O7TVX1/vINCF9/LfgzjQxakyLCTC/vES5vgxom6X4oYqZWkPB+lL6Wud60/eZ3YMVtx47CX6W2GP+V7fkF7nxIk+3x5HGnTFnReUnWDJG4NxyKdN0nP5mXjey7RJMUCTnfOLoQtiCwPqh4G9GCC3iAFt8q0SwOcSAjJNjLas2mGHXegQCy02CzXqOBsA6nMlnrxLSPYyD7d9+SVuG/og7PkgZ+/exYdKH2CaClWKPHv+B+HLiXBM28/z1Zi+7Utf+tIHdtezyM1b9Ze1+2KvNAEC6gbSxmUSCD8E/ss5QlQiHyGd1mAYo1QIFb+I/xFLbAXaBnA2l00ePXHJ1IAvzm004YZWwE1HZ5yyppd98Bhcn52DT2LVIPqxUiA3Qk7iWcv64y1KiPzrdqTVeTp5uZRh59OLuyataGjFQ9cvrJeiLMmH2me/JAOUIbkMN3SvkPCtTdPDFWoUmKPEDDuo+9azFX/W2KwblsylF8dCtzXNLtcC3ETQNgPeCpzI3cH+3LnAlRNgxXehFJbKc+zHyU3SIM8cpSB9wbTviOn6Zb1OIQCYdfI0fPr/BUZotxQDzxuZwY8DONKPWnyltrGc53eP/Ao/deT/YfepK0axWgbmiDB6ru+FC8NjVJZmaZNinlG+wA9yiiPMUOb88j4al7aDu87ufZPcw5O8woQBdQuZqAVOgyDbbVHuvz7Gvs64a+113XH9EAeI4/7jyogDlzagg/i2fDvFfp70T8e1QZgTzWejjFhLITreYcNzXHGmOc7jPMm9zFEy7skNywVYix0Tqd8pCugMjc8GOdHu4mmzvQTsgPW3wf82/EF+f/I34QmidPICIg/6vzGgsMrY7umAYfPWvzprxvIM4TtC2iGWnS4mh5kP/grUWGAEzvmJsKVfZNm2fJ4iBMqD/j7pEz2+7Qk73W96IgNr/2aiQaR25bTjJH1LIRCNG7yW5d9upz5PvBps0GeLf3yzkaWezrONGqPM80v8F95z6lHDOOkSJAoPwJiLmWja4y9XCcFa3ISsJjjRY1e+E17Muhyj26/DFew+0KLBpL6v+h601W8JDrx8iQ9XfgWOwFfKN/HxfQ/z4V2/yNITY6H1U/pTT2z2pS99iUgf2F3H4hE13YurpV4WgKetYvkcJIZUIarAdU8BLs8nVBGLlcwog3mpNoi6WyjKd0l6nfVnDBM+KFxdjsbV6fQGGwhTIN46tlmHyLEaWMk+sbT0cjPRLNQy0xkHxNpqf1z9dhs0qNNlaqCoz9WWRl2Hnfw8Z5Uh9cjHWe6DgLs0oeuVf5/aPlhy8ChzmToNahTokKKLQ5o2ng/CAqpqrbDotrvSTMPu1iGFMGtKcmVx6RTXyjdxmhUGmGSCBYqBNc6wZxqqPSEV6JDyncEGgrij6lwxZMTcTGww0QvYiXLqLyfHrnI4d5oK07h0jTI1hFGkrvrHDcHy6Bbm0qN0cakNDQZ556YYD5KINy5t9y1sCS4uHOTPBg9ubFOLjQDPtlygjtUKq32dxJxzLWAWp4TZx2xWl309tlL+dwnqRDSQs+99HPDT1hZZFxAgFjetYA6uU2IuYBw05TlRUgjpVz0BpPsnru0u1Gt56qU84/jMiGWMRfjAMO/n3/PI3EPwZaJWManjLcDb1hkenwnyqu3jPPfzBD/32McM6BKmXEmRotuwFzN50QbmYezlJSYOThpSI8lLJsfK+3GX30eun/tN+k2AnByvAbWnlvV++z6IXGuSQcoQgG5vlzaNEAJN3W/2mHijYrdHW0x1/fJvWfdcuhSo8QCPGVB3EgPm5gktcuJab3+/dQoC/Y2Qe6qtcDnCdD7anVGHD+g+kElQ+3sUJ3aMuau2S3/oHLDSNggJqJbgtgMvkT3635hKj/OFH7mL2ef8/KnaNXNj1ojrWlz6rph9+fZI/x5ex+ISAiM75xsY90cBdBrwJfRMtbZcYUBVhElTgwYHY6EQ8KDKWF8ybUhuVdv1zKFy9ZC4usB9NA7QxYEmDYjiZuvsGV+7jLiZU53eQK5RZht1bJ3+0NlpIPSsfpwyYIO6OFIYVx0bp0wo9jIBE5G26f6RuEjZ79/v1XT44WiNwkxujBUGKHOZGit+XjgnIFcQWWGAk3NHzYdVzwJrZVn1xwpZptjDBK8w7fuEZlmhRoGnuYs6edp+moLncbnAHt8p0/zapOjGvJpsYFdfGvRBnRupf4Nsppzp/h+B4bd9nbxTp97NU3Bq7OccP88f89Dio4YWvOr3/SBG0XrJ9HNueY29OcP2cLWcJOusMEAzILTotFPxwEeDBFuh1aDIBiT2OHsjIMvui7h+uRaYs/ddq944QGqXaz+33wnp1XdioRGxGSxdQvZLYb3U4C4DyYJJHP48bw7cmGklo4DEBikZa12WNQhYgLWTOabuGaecm+E/8csM7FkJJj1OcpS12Vw8ePFdL7cMNik6C5S5zASTPMQjHOa0sdLp+GkwY7tKFDiUCaxDX95zKyc4Zuj7x4im2ZBrkpx9biK0IIr1Tqyi0u/Sj3FjRPo97juw2RjXIBo2PlNiTYMoE6n8e5iJHT0GNvumXEvsyQIpIxhTLYZGaoym57iRST4x/1PwWUKLaRtzT6YJ3Sjle1LG3EeZdLUnROV6tFul/e2Rfz3pKaBPiw+4golbKcc+TsoTvcL+5um+0O2Teh3/mq7CwQsX+egP/UN+feiDPHn7PZy/ZT9LL4+F7udXYuruS1/60gd217O4W/x/O62AWMBcSKajbpDBx1xEgIR2V7QBkHZVlI+wEH8IEyY+aLBnyuU8TDt0e3R7Xcdi2USdGzczZ/v62wqUBmkQzgbqGcU0G6+1q8rU9YqyIHF6QjQgLj22MmFfv+5LXaeOixNAKcdphcImdXHUsgZX8oEWd1l1z92uSfSd7TZpOiY+bZwp2qR4hQnfUpf2gVVYYZs0ay/mQkVNK0n6Oj3AMyQoZzhEnTzjXOB+PmvyZTFO2wdn4pI5w44gJYCx8kVTGYiEVOADrJBlpZ2lIy6Yrgde8o2/zWImALbcs0z3/xuE9wEHYf1n4avDByhzmZHFhgF1cm9k7A8RKjtLBKB/69wqqaFLNHMDlJnhJLfTbGQ3gizpswyGTTGT2BzEbbatF0jbDAwSsx5XRq/tva6nV/u+GeANwLpavoZlFuLfQfZ2vU2eQ1EYNyShJpqrzrLcdT2Hk9zOJDcaN+HlfHgfdVnSHk+VLeDXtY5rYFIX1KCxsJ0n3nE/Z0qHaHazVJxpahSYnqvEW5kKmHg6F7KDZnJhP+f4RT5MgdcZO7VkrEAQggVR2O3nuwsU4W/33Mbv8Buc5ChXTtwQzfcnvwYh4cUI4aSE9KFcl1j7bHdYexzE3a/NgJ29rAGE1C99LKBUAz9pi7hRiqXRfiZ1f2/WbjlW/iXWcQwGD16hmKuSok2WFQrU+HE+AY9hLHWjhO8V+VVV3cuqHpfwfoo7vpA8QTRFjp4ctNMYQOjSb4uOKZZ+1FY4fd36e2T3j+43KUN/zyAkovIg+Rh86PBv8Ze3/DCPpR/g3K37mabCzNIOWqf1e6EvfemLSB/YXcfiukA3mjZAW+4kT11CLGwQveN2TBlqWV7a9jkyw6Y/dD6NfoQBS7/w/bYlfOZNm9RlQyygDSjtD4Pt7rGZ8hanNNoWNDmmV9yABoLanUXAo6OWIV6Rkzp1n9sxiiLa3TWOtAXiFaIyBtCVTPmtHNRyQ1Qp0iTLJBOUmSHlGEIUINgnbJQadJkQfodz7DNse6KI6Vla+wPeSlCdKzJT2kGHlH8ZDlOM85qfg27F59eTJOh1CNojoE4nSMffL1a+ZjdrWAc1G6a7ThDnF6doxSl7ooyOQPfEIHzKv8YqJF6GW0fPmhiWB+DqDUk8x2HbYsvEJ8rYuYmALGV0aZFkG5aHtrCQNm6lTbKmF12PVdslUX4ZINOGRiZsk1DkS5u1ZScOsMXdD97gcdcEVjHH91Kq7fZtBuiuKXGK2zpvCNzZYltu9DbbauTF7BfR8Vn+fVmbzXG2dYhMoY7rdmnU8r1BtGzTgEwDCC0ClFqw1shxaZdhi1wc2Rnu16Qscr7EuAGFXI0K0zzIp7lt+iWTfPopjLVZi1b45Z0k1qIcXKbMNBWuPHdDmApCxqi8H1uE+6QNWunX6wvq3M3iF/V7XvZ9I5MVtkVO3KxR6xqs629CCxPbNUs8kLXbZ397YiaQKMDY7a9yiDOBa2yRBX6Ex7j55Kvm/siEnExGZvxtHiEQdzBusjJR+xLGNXzYP3fYP088N/REoQBDu536O6cljkhFUhlIWXb5cp4OpdCTKBk2ft81M7W0aRk4De+e/wzvPvgZvlK+iU/zIF8YuovF8RVO8f0j9uvpuyXfC23oy7cm/Xt4HYvnEdFxxPIlwGnVfzEmJY7C/kDaM2uy3VZsevmy6/J80Ba48ujZPflodA1xina9XFf1J+wPvAAiXZ/+iAro+f/Ze/f4yK7qzvcr1ylV6S1Lbaktt2y13e22G3fcBuM22B7HPDMhJISJzYfwcAgh95JhhsyQywzce5mbTN434YY8JhkCYwPOBMLcGSfETPAFgrEh+AEY7HS7020s3LKsliVZar2qpFOt+8c+vzrrLJ0qqY3B7kbr86lPVZ2zzz5777PPXvu3ntanwLYnr515WjpbV4XUJMWaMtoAM14T6DeNdqPjAag3/YxN+020USA/x1CHOd9hzvUTkgzHsNYBR/t2UKPAYfawkkRVO8heHmIfgxynjSUiaiwl+eFm6U38wjqN1i40fHR6ZzYymSU7f5LnfXKhndnBs5P8THE9OIv854IpZlYz539bYGl97KqUWFpoC5EwY4fE7SbdU6NNVwV2vPoIvMtcr77MEYIX3Andu1ehfzXdkCsVSLJBrtJKcRFmhsrcneSlu5cDdX/Cit3s+02hJPlTpBtm659lx7kZaGoGsGhSzv9uRnn33gjcbZoaSeDzJt4G5N9JC9J6yWrhtrPenxGyt8wbdwGTKaC3SGVbH/SuQhylwMAGjcnrgkBiXqAOe58xshrzBCQAWVNMt353Mc8QT3IlD4S1+S5S7Q6s90HWRt2tW8qxts4HNG8+SBsn0OQDTQlI5QnALA+YcP2y5U5lDnuwrue/I4CsXTwKUBdEVSkxSy/j00Os0p1e0g9ioAAAIABJREFUE5E+CxuN1gJF20/7fptxiKjRzjIv5av827v+NMsHNP7yj9Yz6SbVuimVQZUsEIxhbTyxelEqlgJB4JcI+9bxP8+fbB5bSHmd5lie6aUVeMam3ZC1uLF5dK2ZZt7+wuYErSX3fQBeeOkhhnaP8yIe4LNcfkYBuy3aomeLtoDdaU6NUgVAAH71fHVQz1NXD5ySHMu1qRdZ841GVCVNeipJY+R+Q9Auev80EkBnA7CIrLQvdsetlNEyCXud6vP2/nbj5sVkap81D7FO3yJdl+cv12HKW6krrB9nAUgfjMVKSdV36/ui+4jZ74a1nhDsplqCfqZ4kCvqAUgeY4RJBuqbFiXFVQJygbpl2jOgq5Uqqw93p4zdbpI6zbHMdyptWKHEYfYwTX/dh07aujyTSw/o9F+gbqXaSi2Ogm+dpSiGcgTYEOzrqk/HTvPAjnl38i2NsHwslfx3OulzBzADM5eU6YsqMA4XLk7w3Z3n8CRD1CjUA2nIJxCS56R2+WTiC+WwWZR2wLbfb2obmWvijjfaAOPO5Z339212j0bnNkUezNkL89jTBto6H4nQArlthOAeO0g36jEpyHuYdMOupmieWCAjwGbvV38mziQ4L4CGzfOm472mnryAONZ00Zb1z8AG3SEAsl5mQ6j8IwRQZ+eVNt5Vsmuj9TWOQ/CjLubzg/vkgXwL1OxHYyZTTf+4NXZ5c1xlGs3pPKGT/ehaRfBcgMnjg3QNhtUvokac+C8eOz7MydHE/FzPWIIX+/x8u7zfngWyiflugRqDHOdfzf1pWFes9up8AliTZk7C1xnCc+ojDYIVmXNmKV1L+tui9SvxWaOP1MTTgjGf5sIDVts/W0Zzx/JGCUctiItNGfEra7niQaTVGNsUQokgbfvkHK+JvsgFfIU/ZYu2aIs8bQG7M4RkjimgV4wgilITzagQAFQLpBJBRceKCYzCmyha6bUFHpahVUk1S5YpK3ea15yJOShvnt+8erImpBZYiVn4ICreF83XbRmWB3UWXMakgQUkMbR9sGMVu7p0btEct2DURtyMTHk/VnazUCALGO1GMWH21UQiu9RRZpJBjjNQDzQyzbZ6AvBZeutRKoEUNCXfAlwFaiEJ+BjNmT7ufJRu1mfp5SH21QOfqH5p4TYL8ATqqpXWbEJySwJ3vS1ZAOTbqk1m0uaxz+2GtxC0GfJngTRXmPqlTVgi1e47UoFFOLJ/B5/iDYwyAkArK3QxH/Lf1TsUZedITKqVk4ZOG/hGWp48UOcBgC+TR40AmaW8jZz/bgbsNiQL6Jo11A7ABqDOmtPZaqVxGUk+0iTZ5zGSlJeWyGvuFJJfJnkqY/PSWTCpe25jPUhXOXu8kwA4NQeshlxzxbchcv3VvInS3wVq7OVgmLOPkfo1WaGV9ZuyQr8SwRKgDK+euYt7+z7HP3S+LAvovOZOZAGU+uyjinaa6xut/7qH+ttsblkAba1FpD30wVoqcPKRDo6MXQ69axR756nFBU7OdqR+gAJxY6Qh932yefv89T/vsx3OufxxRhjl/fwGxccIQEsAZpCQf3SY4F9ZITWZlQavm3pO0nqi8VLStyosT8JyBbo7k72AgoAJcM2RpmgRiLJ8VeVkxokpK77oo0rbMfDPR1Y8kOYCxZW1/oKWx8kqQv2TIHMGWvqg84RFj6c/RQUoPgMr82e9HWtspZI4zWkL2J3mZFMH2OTjUfJk9T+OIKoY7RikwMj6iYm8Vqzq/ueFL1ZdPqUApBJCARW7EchbRArmu2zK2XbazVLMeq1f7Mr62a7/tq/eHFLf3gfFSj11Tr4yVpoujaekm2JisavP9s+2SUE59F8+Fba9PbDaAQ90vJCFxMxxiTYmGayH3Q8mkJ11bdk8XRSI61JqgajQjEJdm3eM4WwOIQvs8oB+RPAXA2pECZgLZp3LtNXBXJXWdYFSCm4iZEwya4UsoItqZEwx65ExW5rjBH3bMhPQde0kRw7sZvu9c8Ff5WHSja2NMCd/kgXChmUf/Cd+iXs5UNd8LtFGjahuijrx6M6QzNlvUG04dpnZ2Y12Xpu/F1DXDKSdalkP6prVlaFmGrpVd04xXCM2HTTF+54KQCi0fdmd03WRO2+b5k0dPdl33uZk6wQuIw2EkhfoxL5PdpNsAYrXitm25c0Fo02bp4teng7aummyecq8xkbrkzbTSo0CtEzCv+r7Qw4e2MtfHb15/XzNm3uR+wjoCWDlWYnYeexBox07W6+9nwWSFnxaDanPDwmw0MLqaHc2aucCYe2z/oTyf1VdmlcjZP0KLbjvXKVvxySDhePs5SDv5ze58N6JepTpE+eHed41t8rUcCezu3sZunqcjodOhucmnirrD2ld1U8j/Gy3PtviF5b3Quqvpzlrx96uTY34p50v9lrd0wZg0T0WCZrDmJBGQ/X4PYGu0X5ijqxQuY86wBzvPoet0JhbtEXraQvYnSEUmSdZjExKgeR40WuFLGCxzBKyZjgCJtbvy24qpK0TA9FxCx4tialYJoIrm9ceX8aCS2summc26hmUr8dGA9XHj5c1jbThmS2z609+i5FZbU9sytt7eVMW1Wf97iD1rdOmQdLMAVjrh/Gec5hkMOSYIgQ7mGJbPVDJLL0sGxPIAN4KJqnBej+30K3S+mfkN1SWYmChTK1WgEKoJ2gCW+sgc6VWohanQK0Q1erfhcJ6lC9QF8cFanHOkhVHKaCzEn6114OhBXccWLjnHH7n1f+OzgPzDB6Y5F0PfLSev6suLVYSYOvjGMPFHOarvJTjDDB5fDCYiS4Uw5YjIk3QrP/Q2E8pjzY658ttpnyzMr5co+/N1gWcGqDz5TbJpuy6IgCRRCFkF9nIiN6/WGZ29pnYei1gg1Tzo2O6rmy+y4QNvzb7R0nn3ZSrT6kA1C67Ptn2+ON+rpez51do5bO8hp84/4thvgoU6DWTVYJ/x62mB2AI+qjwqb6f4+/fdANP/c75KQiybfTaSQu07bjr+eSRfwZ588yCwjyw7AGLgJxApZ63tKoCfKOk42+jd1rNun3uvcDVUH7FDIM9k3XhVCFpaBfzDDLJPh7ix/ks1z9wX5Z3LEL3XYnvbj+c07FA++4ljpcGuHBwItXUQUh5ICsC+Ula0NYTzrd7nzeVK5vyNgeqpZj1z0X9VbtL7lwjNw6S6waTeucIGsjvJMdEPhq3zEwtSJ0ka6JZg85OGwFmi7Zoi0RbwO40J5lcAhltXTFZfFctw/baLu84r9+wXoumMtoIWCsIq4ETw6uasla7JNJmSBLkRsFP/Ay1gMKHZq7llLdtspJBgTYbzUvlbVs1DoukPlgJE67XVSUwVUlUJfUWw7MS/x5SRun8WDIbKghmOpZpymxGbe6Gmd1l/ok9dW1RjQKPMcIoO+umlcuJOeYS7fUAAZuldpbWmxrp2dmxtmMcUwdoApF1zeFcL5WFduratgTUFcsrFKKYKKoFgJccF/hraH7pQV0jkJEnhcb8r8AfHH4fF+75R3ZxlJ+58r8xODMXTIXPp74Jy2gukznSy2zwXZzrDWZc2gTajf6Cu9aaW24ExvJWaX9Ns3ry/m8IxHLqzrt+w7qeKaDLq6eJ1s7PxR0EbdkOUjM8SDfq9ppZQoj5B0m103n1W42cD5UfmXN6X5Soe1sVdpSD1m40uZfqE+iwWqDIHLcgR3U78FZvn9WGReF3KytMMpCuXZCaz3eQBSnmXahrqaUx0Zy9EN468HF+f+T/SE20vd+dB6H+fbPjKcrTEG307cGh1XLaeWmBd0QA+tvJ+sx5k1b70XO3ue3KhLl1JXB1hV09j9aFavJrvIij/Cr/gb5PV4K2apLmgcgGgB7oOHSSC/snshYhAlUWqGkc9Nv6qMlqJiZ1vbBmtl6rpvHUOcv/rRAkdtdAOpcw1/lozoWkf/1k11GNuRV6Vt1xlVduvwjog/6WJc4kiiKItkwxt+hZoC1gdxpTlIC6YhTs6peTiJNtyQJdLCXBSuwibk0qIas1EpMQQBHllbXAziYsVaASyzQsGJC0WPV7CaDul2dO2XAg3L289DlvgwEp47OmKb6cZaRWWm/7J8aj6GQDyTnLlC1T9czRMlXLDAUONb4aV7V5EPrGK4wMjfIAL2KWXg6yl2MMs0IrNvCIQJ+OhVukAxXVJc3pir5EO8fnBsglbejygHQcAGGJaj2ASCb3nEBaHIVPFLO60EatvEItqlEqV9cBOWnranEhpDmIC/mgLs8U0c4BWL+x1/cEfIcXMD3Sz++VfoXfKvyfFAfTVAd9cXKhNhgJ7WSULuaDNtFvAG3QmbwANJsBZF4i7q9pVMdGv5uNUR5wa3Ysl5r50a02OK7GeNpgx2PXmW0EDd0IWX86r4kTyeTOmjz6cnauN1uPEkAVfq/RNzJOb2GWAjHLe9oZu3d3AHiQzldpi2JSYJa37mkOWYBn57L8CDvTfpeoci7jwb9OpnAaB22SC6ZO2z+7cdc69zj8L5f9Z/7+DT/KN+Jr4e9IgY8nv0b4+aU+6j4WwHqKXHkbwVQAz7bbvjvWPLJMGnxGYNwKYWJTvzW/tH51ncAlwLXA1XDBeaMUqDHMMd7PbzLCY/Q9XAmCgscJgE7AxAI0Oy4dhOfRQ8qPIAQ9mSZrKaN2iLdbINSTlLcuAuJVNqjYieS3rEwidx5zjfi+ykGWZ6lvkAWcuHboHuq/AGefGw+9B7YNtt8k7T/JFm3RFuXQFrA7jUlRMFfjrGbuxEIQ0Bal4bE+YN7HJCIs5DZ6owUxKieAokAiliF7E0zVK6mdZWQ2Waqu0TEreczL3ZbH9PPMQJptDCwJyFq/NsuIfF0aB+8jGJNKSCsERuWljoqsqDYXSDdMlqHa5yLwoPrlMH8+zBwos0KJVqpM008XCxxnkIPsZZZeCtQoUSWmUPdlk39dSq11IFdLYF8YhjSoSmW0L5vDyX/7ZxJrKFPfvXm6mK92ZXPPWZPKBNzpXLVSohBlH9YzBnWWvJbAA5syEK2xtNDO50uvYG/PQV7b8xl65xYoPraabsB6CM/4RPjdxhLDHOOhzn3Mxd35wU9sXjo7dnmgzH6rzY3mb8X8zgNbzY7Zvue9M83a1RTQQWNQ1wzQqTFF938DTZ0+CkAiTZ0Fc+qf94GSBqfX1JkHvDF1eLPavDYlwTIGC8fpZZYl2nlycSho7LzPnAU/fsPfS3buxORrt2z/tye/R1Y5l3FezecCyJBZ3yDp5h+yaVwwx9QGGwgrgt2PjPHWSz4Bb4JvjF273oQ179Fak0w7RvY6v67iytvfEamppMZJIN5SJ6mGbocpB2mAGqtt1JyR2aUFdmpzL2GO7Ye+S56gnyneyid4920fDmaG4gM2YMk4KbCTOaXWE/FHaadsACeBHz8WNffb8l3xCRsIDLIWLR6A2fHNA3gqIx6pcjVTbiG5r7VEsRpOm/vV53NVYCq797D3tW3VvYts0RZtUQ5tAbvTnOI4Gw0TkohYJVirmKiTJdJF1gbw8ECvQr6JZs0cg4AcJQn0fh76Vv3W5FIMTGRNMH20Lchvi/+2kty8TWoeOBSDKZMNWuJBrZdU6lumpjqmMe00x9Rvaeu6CWDAAkFvgmo3WLquRGpKtRs4H9oXK/QtVjjRX+TpQi/HGGaSAWbpzfrHQT2qpAKWpMOS+oNEidcdVOteeEDjRMLNfCtimK72UyulQVisT11aLtmwR1lzvYZmlzn3aQjo/O9GwMfOm14ob3uarp4F5uniFt7GUXbxpp6/4AXV79TB+mofrJTPouPESYhhG9Ps4yHuLl3HXLw91DdLdl5aLZ7dTDYDd7rejrM3eduo33nf/rfGIW+sGtXVlPJA3ao7lhcoZZOgzj4z+74lucnqG3c7/irjtTv2eN664knASu/3Qk55tWu2hXm66hFSFx45JwCsMRqHy4d880rdV/fJA/Ra13qBSyr8xHmf4Vf5D7zwK4eCxk7r67Qp6+eZBIFWiBeTCqqSda9AjV08yjcuuTaYlvoE3p68RkwAyfqfwvroinY997zFmjgvmGt1jcZO8+KyCj3bZpmb6oWJcjZnpNXIVdwxC6T1bJP2dxXmeTV38u4/+XDQzkE2UrSA3Qmyz3WSFNjpAymfNBYB9WNV821znHqLF58uoJb0QVo/qzGrEiJV5vnb2f+qxx/XObUlL92BgqBIQDBgylpLlYqpR8/fBmrx76h1ED8DKDoLimc9162AaEsTetrTFrA7jSmuAS1ZUAcB6C1XgklmRJLPxudyg5RhQHYhniG70GtRt/4WOm6DiugYZO3uPQBTW0R+Hy8GYhlWI0d71e9nsu5lTVUsOBRjid21eW+E31xbJi9G200qgbTA0WoeLZj0/bPtVT3W56Ez3GPmynCwVF2h0nGSbxf28U/s4SB7GWeIlUQLZyNcpnnqukJQE4IPnDR0aVKBWv1/Kyu0sZQCu4jsOGtjlTfuwNxUL7XeAp0d85zNLHFHgYWpXqgUM+UyYx4XOAmcFdVywV1G25fnV9cIwDTzAbIbhc4KQz1P0svTtLNMjQJf4kd5iH284sDneSlfZZhjtNeWiAsF2gcqLHWcRSsrXMkDDDHOWHl39p5289xIq5HXB69piszxvHqagbfNAj/bFv+7UfkMNfKn2wjUQehgmzvWANRpLPxGr+yO5bUzb/Nq3+dmHNGCEjv+Flg4fzhprufpyobNt0DEttWPuS3XqIw/RzAP/Df8P7zwTw4FbdG0uzYmrCnW51drlxd0WbP4EiwOnMWjXBQi5vr1wANNfdtxlaDDmjh6EG6va7QmK3Kl6lDwGVivvYsJuSK3AXEh/31SO7xvnRcMbCeY+sbw3SdG+PfbfzsANSv81GeSLEizJosSDnitpfUvVxmStkgwKPNH8R+o++jZwCz1/31kfdSswFKAK2a9sNHuFeySXCI1MU14E5Hpq48u7Zdz+1xtxM4K2TQLeT6JVdJo0Vu0Rd8DPfHEE3z605/ms5/9LI888ggTExP09fVxzTXX8N73vpcDBw481018RrQF7M4AiiLqgVMg/G4rU89dl1lUbaAOkRZhC7ikybISXcvgRdafzpplWFCXB6AgzWOke1upoAVIuZ02v/1mQlJMMUUfJcxvXmLWm5Vg6lF0UDEar9XrJjBQa3Yq6fckqdmNwK7u4aN/SStnndV1r25Y3a0UAm08WNrFUqmNJxniIHs5zJ56MnKRcscpcMrsdC+rlVaK5RVK5Wo9SMkKKdBLI2bWKLHS2O8lb2NpJeZxgYXZLuK4AD0w8cQQTBTz66q0QGcRyqt1cNeQ6uCO9ZvJvDb5jVslp0yi5bjwvEcZ5hiv5nMMc4yv8yIOs4cl2vg8r+BeDjDIcfoL0/QzRa0vopdZRniMiznM67idb45cwepY8iDtvTajYcOVsZsd25+8Mr6uUwV11gxts3VkaCPTSx33oM5PiA186RqBULtRV2AT5U3TcQsUrPZIm/lGQNAfV11e0xSb371AeQ3lgpyd7g2gboxUu+UtHaywyPc5yvm2wUNsP4FhjvGyY/8Q1hgJthYJPlV+XmoN8ho73VvHO4Cd8KnSGzjKLo6yK/gLzrL+vbLXesCtPvj3MnKfRmOk3xpnPb9KznVWKLcAc6PbsxFTO8kCwoqrT89YfdhOMMMcCYffc97v0f37q6lpq3iZrlskCEpjc94G5iqQarNkjtjH+hxyAuKQgrtESLqa8LaiQKR4vkwcBZaUoFwmkjWygVbsc7eRM0V2fsakwFL8Te21ewzdR+4IGhO/L7H3UD2L7rj15beBZLZoi54h/dEf/RG/8zu/w0UXXcQrX/lKBgYGOHLkCLfffju33347f/mXf8lNN930XDfzlGkL2J0BZEGd8tkVvUmNZSYWvGgG2DQENkcdpryYn80/ow2BfMYs0DtBVgrspYDe/MMCwKorn+d3501DPBPSt98Q+Yib/rglMTPjY1K/ToxHjM320QYk0L2tE7gFdGL2tqxtfw9wfprSYJZelmhnmn6+yRUcZC/T9FOjQCsr9ehsS7QzRT/L1XaWFtpZnQr+X6u9JWqdhQTYZbljFNVY6mhnifa0raI8Rmo31hmwFUEcUamUmJjtgtniepMme32FBNwBFKmbZ9r2WU2d1bw1AnXNwJ/dXJahb/8TjPAY25jmZ/kLImqMcy5P08uTDLFEGyu0Mk0/8h1cpo02ltnLQa7jy7yUr/K2/lv48K53Z/13fHvy2pjXXj/Gef2mQdnN/vb1nMq5XMoDdbH7f4qV+7niq9CmOyYL6nRtnmZPvmuzhDQEY2TBQKMuiTSXF0i1QwrKIVPPhRaOTQ+H9+4owWTR5n/zQMX204K3RkNTJgUnCtuftKWdpbQeu975+0K66dbGW2uXbYMsDSJ4iH1M089T/3h+ClTzcu1ZkGqfg/qUp31uYt6dea4WRDfy1ZP/nX3+0oBuY/242nosqEsEP4wAPwq8As55weP83/xv3Pz7fxXMXCfJBi1R3/W/ElwjIIgu1hLe0WL9ysRnJFTVfwEw8dcycJw6/y12UzerXFtMRCOqd4GsD5uAXA/pc7Vrt+aLjTYt8jxV7h3aC+g+1jrImvLK4oek/f1kNcJ5pGekPUyH+X4emC0+mxRFED0P+vTDZIp51VVX8eUvf5nrrrsuc/zuu+/m5S9/Oe985zv5qZ/6KUqlRuFsn5+0BezOAPJJyuv/Bbogf+9kJfR2AfUAxpL1rfKAqps0EAukC3BerjtIJYceYAkw+vv7d8uHVrZt9yCqSmNS8ldp51SfTURu+2s3LD2kkk2ZqS4SJKO2HdY8xtbh+6t6xYCHkv9VWKCL1sQHDuAxRupRMJcSM7ZS4nhQIOY4g0wf7w951SrFdFNJCyfjDk6WV1mN1sc1Xpjt4qyoxsmF9vXAzoOJvM0bUPefi4G4uN7HzJPf2EUtyXgXs/MgDwg1qstq6PIAi+qdgJnbz+OL28/jqmvuosQK28fnGB46xn0cQAFo5NKxQitP08t0bRsA44VzWaKNt/IJRhhlxwuOMPbg7uwGfbOgzpfz5px5oG4zoK3RuY2uz7vHOvImmLB5ULcBaR0qkx95MW/jbq9RqgNrym3HbpSQjF7mkd5UV995zbUmcrOmHVpXR2GV7nBulCyw0/3tPIzJ9sWW8e2wmilpn3aF77N2LTLAJGs90CKBkwVPFjQIAPQQ1pph0uAq0iT1AJfCPcMv5DP8JN/kCh5jJE0P4VN3eM2OBbJWs2jfUQ9qpVXzz9aOkR8bzG89AytgGSH1v9RzUJt89Ev7vBWU5hXAj8Gle77BVdzLzX/yV2EMxglCTAU96SMV9gnUVEPUarlIQPK7miQVj0jNC60g0VqISEvVEZ4Hj5H6Sw6FZ9Vife8EuATW9LF98ykPNHZ5QlI7VyMCj1M0z5nkuI10qTZYoAdpfsRx0j2Czh1PvocIwE9z1QJJ3X8rJP8WfY/0+te/Pvf4ddddxw033MCdd97JQw89xJVXXvkDbtn3RlvA7gwgm4xcoG41hqICeljTQYEcq7mzDDLPBNIv9jLv0KZAZWJ3zgJEMdoaWXAIWQYkDZXq9P4Gtr1WiwepNNNLja32T2Rt/20b7XkxPZlQlkk3OgKDc4TNQD8ps4kIjD4iNXOxUb8EIH27PIiSFD0Z44vnvsNkTx/TbONB9vNVXsooI0wv9rO00E4hSRUwX+6iFheYGxtknYYrc48iRIl2zGnuTsYFWGjJbkLzGLxn9nmbaAvq8nzMvBTf1qfvRpvdZmDFb6DzNue6d7IRv2/hev7Zq+/iz4beSTvLVCnVo4rKbzGmwCxnMzM2AHHETDTA8gUhpcM4Q4w9uivt80YAzm9+PRBtBr4aAT0/Ho1+bwbUNTsObBwoZTMU5f+172WegCpvXkjTEhE29VaT5TeviqqoIBreHNPP0WagVykTBCZs2+RbZ7V1vl71Udo+69/VzEzRvi9l6Ll6gj2lw9zA34fAWUpKboVtWqvselkABuAb11/KNP28tPpVOg4lovsB+HdD/xdf5aXUKDBFPxOfuzAA1TFSQOTJr7m27xozn77BvgsL5rhAntWiWTNx7/dox1bPpUI6H0wAFMpJGfvO2vZvI6Q2+DG4bM/9/AIfCcFSvgIcAsZhLTbaNwk3DV9brcLxxRAaqBhDV0fg2ycWII6hK05AeInAU4aSdolHWNNJBeTaScqHdExtFu/yCektX7Pkwbjmh3/H8oScFsB2sF4Aq/ml34sEQCqQLlCs+SgXBmsNlAfk8+RJW3Ta0OTkJPfddx/33Xcf999/P/fffz/T08EZ+Oabb+bWW2/ddF2PP/44f/iHf8gdd9zB448/TqlUYteuXdx000380i/9Eu3t7afcvmIxxAOIIr+QPf/p9GvxFtUpKpCrulcwlbUY4iSCVlH+W36Rtv5nVoILWX85a3Ih7ZTdaJTMOQEfkfdf8+Y2YgpeeuejWWpRl2ZOpptipmICYkyxqcdq86wvoQ2s4s1CBOgEsATUrBauw/y2TFDtkDmqdz63/gLWv8UCUwO2F/vPohYVqNLKMYZ5iH2MspPjcwP1hN8n44hVupJrG6QCwPwnuR8toeECd1EN4sJ6nzTPXO0xgbptQGeysY8jUs0bWfOmRnXYMWz0bSkPADUCd3mkTeP25HsWjnzhcl5/7X9nb+lgvZhyAEbUiKjVzV3DOBcZ++4IX76gwMSjO+FrLdlE141Apgd+zcwsNwJseeWa1dHs2ClRC9kdlvepy6NGx1uyz9hvsK1Prs5bYGOv88BhWyK8UJqN2ZZ0I98IEDRrqr+fFZx4ECq/Pw8avKBK9+10/2NzXOH6ZXJqAdEUQcBTqgWN2gzZd6eDoGXxIeW1Th2BF/Yc4msHLme21MvH97+WY5zPP3ExxxjmcYZZWOxi4fZz4POkJqxWcOPfVb9e6P2XGSykYMsKd6xppxcy6tnae/oykM0JGJO+KHeZAAAgAElEQVSC61nS9AcyyZTm068bvYScdVfDBXse4S18nHf/5w/DXWG8GIfjk9BWQitvCFamgCSJ5UWxCsW58HYsV6nnn+3upJ62aC02HqaTSdvlE2f7pv71JOcUGEeBSyxPsmBJY2EDqEiI6tdjSzpn+bb1cbOaxIgsWPd1niA117Rrvg1yZl05dH9vOmq1d2cIFQvh81xT8QekCR0cHHxW6rnjjjt405vexNxcGqVoaWmpDhY/8pGP8NnPfpYLL7xw03U+/vjjfP7zn2f79u3s27fvWWnnD5K2gN1pTnEcmISoGAVG0ZIcK1qAJXBlE5ZaRmHt/SFlTpA1FbRgTosyye9+spsSG7krj3lY8GjvbRc4C+D89dafwQIulZH01B6zH42FzCg9sCiZcwJjlol56WeFrJO4bZNPGVE252w/rGlUshHqqJ5kte8kD/X8CPdygMPsYfT4SDCztL5ntn4PJtQ+K2XV/3IC7spVyp0BtNRz2PnNld9wqy/bSUEdhI10bw06C8HHTtL9PJDSDNj5TbffyNkyjYCep4jUTE+mdCaYwtwD2/mHkV52nHeMIcaJKdDOMq/lb3iSIe7lAOOdQ6xWkoAwC0UmvnVhMLnTZjdv/O1mPw/I5ZX3lNdHf12zeprV+YwpZnOgbhPV5HEl/8x932yOTnt7adI6W8L8hKCJHiXV0vj5dSpdsCBSmhV/Pg842mAdfk3SeSsYsP331xifsNWHu5m6vp8HuYJvXbKby+eOhDVqmux9lRRa4E/tG4erj3yLX9n9H/k8r2CJNubpYrnaztzR7fA14EsE81VFzPWmi3bs8sZTQFfmq34ee5/IvLx9jTT/9v2yfo9WqCTAb/mUxsY/hx3AfijuP8H/zm/wjj+5LYC6xAzyRALWTiSmllEhmFq22/x0ETAAOwqwlJgsxnHKu1eT30pbFEXQbnML2v1vbI7baJe2/7LysKB/kTRy5QypcFNCz8j81rzLM8e07YCU/3USAKPm2QCpMFPRMyHdD0hYLB5rwaE1TdXvPLeNMyzdwQ8zDQ8Pc+mll3LnnXee0nXf+ta3uOmmm1haWqKzs5P3ve993HDDDSwvL/PJT36SP//zP+fw4cO85jWv4f7776ezs1l49UCrq6u85S1voVqt8ru/+7sUCs8DtH2KtAXsTnNSRExJAHMjYXpzRTE/Lcoyz/DBTCzT9M7LNmKmAqdIUuk3kVYLZSV0FVLm0una7Mn7oKndVuslUh+shtGCMZHXoMUEJmqZJwTGZJ3aNZ5W2qn7D5EN+WwBncoKvImp2bVGx21C81LInTbd08MDvCj41VWHs6CuGUjQtzY0luGLKgRwl0SdjKJaVstgN02+bu9zaSkuQFTjrO0rnCx3pGZPeb5vHtzlARi/8fJ99N95gVMs6byCaIgWgNEyY7O7WbqknZHCY+znm7z3yB8D8Ke7b6ba38pD/Airs10w1RI2unlgwfYv76N24I41Gu+8cs2O+WufVVp133k386aZ/kUWrQEtjZ9zHhi2QMhrCGLCMzma/BYIHzMfzUU75/KeTzPKMx8WNRp/++7IfNmajMqc04IO3cu+v9637ygc6b2c0uUrvI/fZujAOPsPPMgSbfwz7iamwDDHuOCLT6VAp49M4uwju3dwlIsAeHJxiIWxc8IYPkgwvxylOajLe3d93/15a8ppA99g+tjprvFj633vBOptUBs7ZyBr7qp729+XAFfCj/ffwTs+fVvofwLqVk8EQLcKLCefthq0LQae3FZNgphJANgP7YY3TR9PwVxbAuSXq0EeFsdJkOSOpB2eP+tb1jFKR6RrxHfEoyDV3om3iB/aACee59s5iDtn+acsdayG0Jpc6nobBKbH1KHk7d49wQpTxS/lAnF6xbPYIkcf+MAHePGLX8yLX/xiBgcHGR0dZefOnadUxy//8i+ztLREFEXceeedvOQlL6mfe9nLXsbu3bt573vfyyOPPMIHP/hBPvCBDzSt7+TJk/z8z/88X/7yl3nHO97BW97ylmfUt+eatoDdGUBRFExB6mQXZw+WLMiQiUeFFIR4G3rLNK3ZZkzWhBNSx2kdUxmfEFhkN2J5oE6aNg841T5tqBTRUySmonaKIViGbqWTakcP6QZDZi7yG7D5+7SBsEFXbPRPb4pl2yCTE0lPy+ZYzdTTQZCsDoffx3q28yBX8BD7eJSLmJvoDxvVRn5ZlrTJ8do3X64CxEUq8dnBVC0v8XAeENPGaCxcr1DvddNO5afrXeQkHfnh0fM263nt9OX8cf32Ev28MdGG0W6SY9Lnm0j5Z8YGGLzgOINMBof/GXjnsY+x92WHONh/KZ/rfzV/Hb8xPwBHM5CZByA2A86afX9fAF0jZxZVvpGmrsjmwN0yYHwhrM8Z5GtpdEtvAmnn10TyLS3RVM7vmPXP6FToVMbbgkhplaxp4BThXbLlYT2A1Ls/xTqA9fDCizl25TBDpXG+yX4iatzOT9dTmVz3srt5NZ9jiHHaWOJJhjjOIPdygAfZzzGGOTp3EZWxvgDoPk9IbaDxsj6zzfqYd8yaWeq9E1nw5v3p8sxuLXlhlYC9IpcKQFshgNcCCfyVCc/iMihecoLX8Nnw7o8n9VWDf5wFdRHmf5KGoI3Erw4YHCKs+0lwkf5CAIcQAGCxBNEizC/CiQQgFqUFgzQdjn117HzoI9V0WeDm+Wc/qUbNU8FdE5GCrjzfPH+tgORcMlby87eWMQqypnrF//JAXI/5LbAaAYOwdvkG7TndSELuHxL61V/91e/p+vvvv58vfelLALz97W/PgDrRe97zHm655RYOHTrEH/zBH/C+972v7jvnaW1tjXe84x3cdtttvPnNb+bP/uzPvqf2PZe0BezOEGrxjDRObPa9hC8vxYCkfd752WrJfA4e1amFyDplW7NCUdWV923JK+t9Qeyib/38rGN2yZUX8LNk76X76L4Ccfa3NhbqZ0x2bKzvoI06ZsfAHvfja1NH9JvzCfi7f+AyPsUbOMweDnMxx6cHA6gTiMjbXPkNjjZJ2uDYc+tAUksqlfd15pWX2ZjAYwRELWmhKKZYXmG10pqWzyOrHRTozdUCko8LPMBptEG3x7yfjgWq5p16ml4e4EXh/zjwHbj+m/dx/fn3ceWNX+fBPVfw3bFL8rU+eW3ywWwagdBGoM+ff9YBncDcRhX56JeNKA/ciey1idbOzgEVyXuvRD6VRt546z1WoBSBu4r7nBJpnPLy762ZRrWkbfdrteb5CLCfAKSOst4fVf3Qcdte2+5ZYCyYE89t3x5A48gqfTsm6S3MUqLK53k5X+JHKVCjjSVm6WWSQearXSHo0kRLAJejBLNLgTprxtjo3RLIjtzHauLyBDG6zr8jNtl4nqbfPvMcPlhf/3Te1yVtqeaChAmJT2OpXOUiHoVj1AWGaxWIDTCyt1wmzPQ4+V0k+N+tVaAlDoCvCDAExUHSubkIbXEAdgAzczAo/2trHeL7qHktcCShpsCd5ZuQ8ksPIvLeK/Gnx8m6H9jctZCaTQowqg3iaZaP2kiZ8qNT7j6BPe0nvGtIPyEiaDc8fPYusmYWW/TDRLfffnv999ve9rbcMmeddRZvfetbed/73sfTTz/Nl770JV75yleuK3fy5El+4Rd+gVtuuYU3vvGN3HrrrZx11vMg98QzpC1gdxpTFAEn02ApuRte/4RtWoCauyYmXaBldimwUiFdrL2pp6Ryedozm2vOa8kEYGJT1jKdPImi1bzZMrrO+gjUCAwDV05ml5ZBeo2e95GQ76DNCWjz8mgs+0gT0kK6iRCz0328uZGYYp+paxC+OPwS/is/y1F2Mc65HHliD8yWsxvRzQCcRqaPja6ZILsZEHkJtwVGFqwsEEw7Iyj2LjPYf5yxJ4azvi+2fB4Y8htE38c8jV2jDact19DPEJODzPSpUmTiu8OMXjDJ6mVQTCLhSRu9t3qQ/tIU383rC6zvm9+4Nmp3o3qanX9WSIAEGoMxC9SetRsndRUbz+lGl+SNn30WecCu0bxrSKcahq9uoEddE+m1kGpnRJorLSaAOwlW/DvhU4d48AJZYNwLbCsys+08ZradlwZg6QSiNYhbUrNFAd4JUn9RGzXUBi3xlBcUS++pjZYrrZnvgzUTt3XMkppTWiGbLZMnCLJrvAV0FhhLM7eNMPYRqTl1UmZpoZ2DHXt52fQ/1BOOLyspOOunTt5UqusIouS3Il5aTVYftJSgrwZtlcQ8U1Ye9rn6vscE4D1tjvdn611npuwFvFoLPdiTdYlSOnSH/tcFwfZaCOMjjWGnubcN1PY4WaFFTBqkTMekmbOfDlh7I3y87yZ6meXIWBtnFLDzgu/nivJkVM9DuvvuuwHo6OjgRS96UcNy119/ff33Pffcsw7YWVD3hje8gU984hOnpV+dpS1gd5qT/Orq2jnDUVrymICO2XNWwxaTOkArj4xMLMqk6Qzsoi6wBKnNv9+MNCJr2inpoNW62WiWtr32d8x623zPFDwgkTmI1TjGhDw6Q6Ze2zbbpsiUUT12XCwjttpOjY/XItoUCok/3xPDffw9P8pRdjFNP48e3wVT5fWmTM0AWt55p43Kpbx5kncPyEq5I3MsodWoi9lyFSrJg/Mh3W1d9rc2er5utasRuPP92GjXpXIW3Gkzq+vLRQ73Xsx/6vlF3n3hh9Nw3N3w8dJb+Mbha9ON8Ubga6OdYDNASM51zwhXbaSR2yhlwUZ56jaiTTS6Gaj15awppr+FwIgF8r6+PAHJOiBn+5pnziPNnIDxsvluC4IOARd9bJumCGBKYEO3tPPcCwQEkPQudbqyapbmtQIE1QVLJt+kFRZNkPogehCcGR+zC7T+f3oW6qMieualRdC9Yb01geUddswsv8oDcPZau3bYfqo+jb3Nm2eid56c7WB8cCjtI8H1YblCXWC47LoUEeB8TBJcBehehG7xDdEcYS2JCIK93VAcguI4KW8pk6ao8OudomLGoa7p8STa5gyBJwng2dx6zTR1fo2VQLQbeDIp10OWB0orJ/5ng52Jr3nNm/qi4FWdblxEMk/sAfbBJ/t+iuMMcJwBZnMn0xb9sNChQ4cA2LVrV9OUBJdccsm6a0QnT57k7W9/O7feeis33ngjt91222kP6mAL2J3WFMdAaw6A82RDCXsHbMsIIQto5kx5bWQVhcumDBB4qZDVnFmNoO7p3xltGLQRaOYQbeu2UlpL1u9P5xfIAlELqnwuv35TpyJ92TDMYkoWGJZI0xro/4K5LjbXi9FpU2DNWmy7++BeDvAQ+1ihleMMcnKiI+sP5AFW3nfehrgRsLObH+tn1gjcCdBB2LTtYL2fUwTMtrCwcE62bXbu5bXHbsrVHiuR96DOXrdZoGPr0GZafYjJ+hOVofJwH793za/wtutvoXt6FXqgcg18gremET8b+dFB/nPxm1dbzm+mG4G/TdEzzTfnb5A36M+G5k7XtqV/7RzK67v97QFQozH15a1pYdN2QbafeTthP55WnzMDle5gQh2RBkpRwmzluisTTCct6GvUHMhqvepCCPPbN3WMFNjZd8nPR4Ed+e9lyGp0LUVQMcFvfFAYyJq/2jVcbbG+wPa5+D18RJZ32DyFluy8iN31voz6bnMaJm39Jy7O+Hu1EFIVLCdgpi05NU/43Waq1vd0FZYnoa8npD+oz+0SnJhMfOoigl/1vuT8DKl5peXNqjTRIDIeIm7GNViuwepx6O8na4EDWXDn+a4XCEAa2EzrtAK0KDl5T/L7QtIE63OEVBC28wKAQ8nnMVOXFRbb5yLe2APshu+8ajtPMkSNiML3tNZs0WbpySef3LDMjh07fgAtyVKlUmFqampT9z/77LPp6OhgcXGRY8eOZc792q/9GrfeeiudnZ1cfPHF/Pqv//q661/3utexf//+Z6/xPwDaAnanMUWJti49YH5b0CXGZo/JjNEyC5W1SVC14RZz0UKuXDi6V4kU7GiBt8FYILtw201ITL6WzrbXfvv+6BpRmVTSKamnr8OCFvVPTMQzOeUSkgmnzakDKdM9n/X+BZJqqq/qpw1hrXHqoc6I7x+6LAF1Jebp4qlHh9fnwtossMs753+L1G9J2CdyytjrKyQ+PEn5PDDTTOtnwZ01z8L810ebRSux92ZbjQCPB1F2MxglfdhOyHcG0NuSBWrJhm/sH3fzr1/wIV5x4xeYZID/xs/wD4dflg1Mk7epbgT0GrWzGTDM619D8pvwZwLmmp17ts0xV6lrvvLGJ68pfkOqZyzzwjx/Lz3ThqBO49YsMEwj9ll038sEyU+iuZvoX6+1U/WjpJq7PDDjgVre/BJglObJXmPfp7I7ZutYwIA6r93NA7CGLJiqm3ySgiYb7MWv6dIW6l1X+2w7IbuO22fqx8LPCStAsuOo/vo1NvErHGcoNetPro/iwIMF7DRzFUiljXDJMom7tOFXyjFbTNb+KArBWPrHk/ufT5qE3Atk1fZq0u7j4fdyJcyyVQK4Yxr64kTwK5PKKoGfWf4lQaPqVQToRXdMfFIWKGVSULfb1AUhefs3ybpvSKh6YdKvx0iDhD1o+qZ5KWFoH3AZfIFXUE0Y6AolVs+0fAd5QeKeY7rqqqs2LLO29oPPFD8/P1//vZkUBgJ2CwvZRXV0dBSAhYUFfuM3fiP32pGRkS1gt0XPMVmQZJmY14hYE0e7X7ESPG2sY9ZH5JI0UGaYVlOje0kKZ00MVQesD8hiNWC2LpsaIK8vkAWqnvwxD+rEcCxpTPrJauyszwAETWYfKVATqLVJ2k+QDfbSQ5DKQgoWO5P2D8Jdw1dxjGEOs4cl2jnOYAinbzc2G4E6/9tviPLI71u30dynRqQE39A4T529t2+jnTO2fXYeqdwsWXCX17a8+r2pnYDdDtJNcJmgcbB99hvUzlW+zpUhOml1Vwg0IW2d30z6NmwE9PKO553fkPIY7WYASiPQJvLmhwoR8WySwk0Us2Dekx8TG7Ze5xbMOT1faNzdOjXRSEHaPh2K7TV+922vWaVuxjnWnV6/jRT06JjVlNm2S1jlTR7Vd2ve7NMD4MqqeVZLhqmjDuo8oNM8UN+cU06jd1jpQKxprPpgh8qaSeq//fZrmOqO3DX+ffPt8mPog1EZreUsvekab4ShMslcqqW3kgmmN8/s7kzyyibXF00U5PaBxAvTRpi21hyNhGMnwmdpDuJaGpUzJkTWZA66a1DUeChVwG7SdAOaT7LsUVRpb11jI0Or7ecDr4JvDFxKL0/zED/CLL3svewgL/6ThwNgs+M5B1wZ7r+6G1bKZ9ExeTK05x5CgBq1R37n18M9u1/IfJICvpY0rJDrhL9FPwxUqaSMv7W1dcPypVJ4sZaXs2/lrbfeyq233vqstu35QFvA7gygdf51PsdM3lO2kSQt+LMJS2PzXSWrzVogze/mNXNiOFbzJQZi67aSQAv8bFjjPDBoUwosmN+2v56hW01NTD6A1bhZHwCb/qBgrlFbekgDxuheNpomSb3dpBstOZGXSAHyHNAX/OqWaeNermKcIcY5l6e+e25Wqs4mvu1vL6FvVC5vL2vBvcjvXfOO+3q9AKEZeIHs/LM+M3aj7j/NqFFb7PXS8NhIiQC98Jsv/zfM08XtvI55uqjSz9zo9tRczQaWaATOmn28li8PCG5IjfzmNtKq5R3310Rkfcs8qGsGAhtNjLx2uPvouTe71IL3daDN5Maz9Wya8/l+JCDGmlGOkhxXWavt89t7wrG4K0SejFmvFdcch9Q3Tu+AfRwSTlhzTqsN03tiyb4rVhudN3frjdHzKGbHAFNX3vto75NE6lyX6sQCO6UasH63FrjavttvOyf8GunXHNs2O7aNhE4JGB2vDsFrgVuoJ3Vv6YC1RCNljW4jUuWeImRCyFkXVaClm9SsX222a5LcBpRE3keHVt/ngOMh2qYAZlstbU9dX5yMd1F8SPzWjo/MJGWZovuVzXnxf/HJ5JqPDdxEgRortFKjQEyBeznARf/yKH23VdKxnCQEYbkLeBiK3VC89CQz+8s8OTzE3t3foeULBE2erGB64P7dl3EfB1hKAhDpHlv0/af77ruPc88997luxjoql9PNzMrKxprbajW8VG1tbRuUPDNoC9id5hTXEnMOWL9hteTNGm2ERh23USatr5pMMxVURVoraddkmigAKP+7HrJMS/fU/fK0ZJFpgwCjZTT+Gs+UrWTb5kFSOZ8ywQI9AS5Ix0vO5zGBocuMxSb3lUZSYE2MU/foJgBd9VlmrH3mmh6YGO7hOIOMM8QoO3mUixh7dFfYAHqTqs1854GmRhvjvGuthLxRHSo3wfrAB/Y7z+dpI3AnspsMC/DsRs3Og7w2NjrWC3SupQnGfeLlBPBdx5eZZJDP8FqOHR/m5FRHWt6bcG3Ut0ZtO5VnlqGNTOXyKvHaF3/cl7egy1Mj887I1b9qjtu25ucVym1Go2PP9FzTsW2gkYIUVMXJdz0X2xIpGNKYyetq1ZybhEofjBUbBwfyede8IMACO2n+tpPmwct7V8g57jV9QFZT10YmXYPVfHoQZ7/VZgFO+26pjG9bZI77yIm2nB2nRj6FokY80bbB3tvyrOQzP9vF7w69i/cO/HHqGxbB8kzQjLWTGttGhCW/ryOkLljy97T+51WYTqJZFqMA/trK0C4TTPXZCi30fxKYgcmZcHiJ1MdPBjaKmD0zB11xohUUX/YRpVW3dYMQD9Y42+vKwGUBaFktWisrLNHGl7iB17/qf/LUQCfbZhZoOUSIiHkMOETgm49B370V+i75DuyGb924m8s/fSQ10+yHebqIc+4xc6aBu80IKH/AdO655z4nPnQbUVdXV/23N6/Mo8XFIEXZjNnmmUDPs2m0RadKkQdsWphhfc45z3ztOV3jN+ACdYvm2CTBdGKAFGhVTXkrZZS5p/Wvsz5okhyqHfZaC/IEwiJSAKayarfXSIkZ2ciZfnMgcCpJpfL+SGMo05U+cy+BVOsnp7ZY34UK6fjZhK+SfJpw1zMDZZZoY5p+HmIfxxgO6QE8qDtVQOfH1pqg2uvyrs0zBYOsuaWNsLcZ8GbPNWu3r8f2Ie8euDba8r6/pm/nXP4425ji0MILs/5H1hRzFK77x69z2Qvu5+Hv7ofR4vpcYjaEfjPTVd/vjTakzwjU+Ysic87TZkBgs+PNQF1eGAlbftV8W3AXs07T5oH7hmR89fKo6bha7dsGlHnWFtRByF5mEq6zRth6q30ngD5YaEmBnN41fewx33YL/KxWD/L9xew7bd+DjPm0N0M1Y2ifgdd8Qfb5yEfXJ4T3WlML2Px8t4Ft/LioX3aMbD/0bfvv93QWPNr223Ujph4Z8wuDr+C9V/xx4H8JD2srQX9Sf7GaznbRQB/EtcCnW8S7Ev4hS5u2cgCAxSj4xrVB6uMWsz45eJXgVzcJS0k7BOpWSdsQFUJahr4e6O4J+fPWKtAyRxBSKp0RZKNfStMrni6yVih9wG74u6HrKVCrJ75foo2IGjUixhninoEXUiOi1Ffl6ulvhbGrJH1TeoYegibvYdj75iPhHh3AT8LfDV/PQfYC0MpK/T5b9MNN5XKZbdu2MTU1xdjYWNOyTz/9dB3YDQ8PNy17ptAWsDuNKSpAi2X4FuR5fzTLQGVG4ddHb4JZMtfFZBOQQ8oUrIN0TKrl8mBLZfNMS0SWgcnm3wZxKbiy0uh5Pw1MH6wPH2SZvoColVJKmqr6LEPTdYOmbgFUSVJVh/UN7CH4I9gIpSVYi+DxvnNYocQ0/TzAlTzAlcGno1LKD2zABt+NAEEesPLn7YbPmq/6KH3KsdVLGpq9EdkNZaP2bNT2Zm2G7EZPc+USYP8qfK0Y8jwtuOsq8NR3z2XPBYfpu+wJZibOC/3ybZgF/g4efuDFaf49a+52qho7T3ZcN3sNkPWlkw+XBRZ5lFdpHsrfDHmQJjDUZj4CVhZdbzaAS1Kf9bXzm/EMaTzkZdTGpgGayAIsuwaI7HOXCWVm2DQOXRC1pL6ZZQKAm+qGSnfSVpPnLnbmjZ3m4yX5VpAhwGMFLHYONxIYNAR0XpPrNHU+wJHqU/ss6NJ95FdnhRm2vZ5UlzfZFFjsJBWk6JwdH2tKbe/pQaXljb687Vvyjh/ds4u1d0PLEQIQqUBLD3R3wOoJaKumb+AJYHkRokXoL0GXzQ2rFAlVmJmB7lL6v62QaNmOEwSKQwQBqtXYTROAWQnae6C9I2j94loanVNija6OYIpZ7IBij2mDD6RWSu7XQ+BtGitruSMeWwJ2w1M/2RmCykDdFDNcUqpr8e7jADEFSqxwdflbaRTPxXQMOT+5xyIUPwOrr4XiF+H+4cv4JlcA0M4SNWrEFFhJ6i+QBtDYoh8+uvTSS7n77rs5evQocRw3THnwyCOPZK75YaAtYHcaU0sb69MX2AXb7td8egILkPLyxFmmJ4mhjve489JSSbMnM0wxMb+htnnu8pQLXipsry243z7Qiu2P/p+gLiWt39/2Q/dSGTE/1WXNN+cIwFX3sGBxztRrgXWnqTNh0GsDcLRvRz2VQTtLzNPF13kRS7RRpTXd7Gnj8b0AOzs+GwEnf73fBNmN5Taaa1M2C2jy7tuonkaaO0jn2jZYe3EL3AkzP1fmBfwjE39xYQrw6pvzIksXtDFUGGem87z1880CxwXCxlL9VYh6v5E8FWAqsua9myavjdJDahTURBt3D3ZU1gKuPBPKPLJAoEgK6Jpoy+ptbVT3KtkXM8enK0M+wIf3ayu6sk3apSTh3uzXaG8yWtrMXBSQjAKo20EaLdZqlY4CR1tgoZ30WRXTtdSaWNow/lbbRs7viPx31ZaxwBRIA7rYyiL3TQrsrGBDYMvWr2MKlCJNna/HCovscfseeYGS1lKtORPmutiVyxMmeaFfHXCT//7qd6J1HD0+wisGP8MXfvy18ImkfA+wCKszqYAPMA0AACAASURBVDhBl9azGFahuwp9VWivUc8p1x5BHKfJzpegzi/7CtAiUNVNls/J7N8FC5OmrkjQJK4mjem2ib9lKfKkGY8h8/sxQsRKuQlMkgYEI7l+ELgYphMJblZj154xmZynixoF2llONZ0SdspedJLU8udxKD4C/99PX8tB9lKiWtfQya+unSWWaK8DyTOGzuL5kaD8ZPrz+ZruAODaa6/l7rvvZnFxka9//escOHAgt9xdd91V/33NNdf8oJr3nNIWsDvdyTJxSIGGB0W2vAVyNdbXAalpok3WLSZqFx9r/iPgZEMjy+yinxQ05S1ePjF5hztvgYmNUmnJmlCKbIAAW6+9foY0FLTGokJWcq9Nh8ZPILZEtj1WS6iUEQWC1LUU3Gpq0VnMlnrZPTnGUwOddDLPIfbybfbVI3+t1EpZUOGlyXm/8zZyfq9m/zfa++fdy25yNA7bk4+fZ3ntaHQ/e63XBvjrbT1+w+371kuIyLYIfX9T4cmLL+LP3/RmfvFzn4CvkZqIHYUHR65g/+A30+TNXuNhx8VuaBfImovlAe+88WgGxpuBvw1JJoR5k8AO9GY0Zs+kTBvB/LARcDoV7Zltv4mQWe+GBXMCchageODoJ6m9PmlXGZP2gvWh+icIoEyAxfpirmt7MQUh20m1TWVS4PgwsFBM2rKWmmSSlN+RfEuokOdLZj/WJ81qvfxUqGhc/LhpLHKeU957Z5OoW0Cp8tLU5dXlhXc2V5rePwmO9E5qXOyYar2wZp5575ru0Un2ftA8kq8RGJ0c6+Dg4F7++5v/Oa//m/+ZgpTEYkVxSebJjuyk/ifl2mXB0RG0fTyegLAksuZyLZhmdnVAi7VIgTSd0PGgJSx2BPPKuGb05aVg3qnxqAdXs+BQYG2GbATnmKBJ6yGAu4HkuOVtCS/bM/NdjvcNMs65zNJb16QJgFXN/308lBW+zZGuo1pXkwAta7vhIHupUWCJdrqYp5Zo6pZoZ5DjvJrP8Z0zDdg9D+n5mu4AQn653/qt3wLglltuyQV2J0+e5OMf/zgAvb293HDDDT/QNj5XtAXsTmfSQmtNKi1o0iZUQMsyYMhqm+zG30rnYlJbfBtcRfevkPqKWeYhYKjIjwI+tg7b/jxwoHv6/He6TszL+t6pX2qXJ7XVpnroJuPvliljI3UqsqXaBGmi1gECk5S20o6Txibx4RsvDVGjwFo0wwqtHGIvB9nLfRxgni6m2cbM2MD6ZL6bAXZ5xzSWGr9m1zQCFjpnwY20CdbkthnIbATudE4Sel1vN6XWDMxG+2sE7mLgUsIG4gTwAFx3yd10XvsUC5VzUs3dGJy8p4Nv7Lq2sW+c7Yv1O9RmupGkv1Fd/rvZs92QvAbK7rC1vRTYyyO/qW8UVKXZdbDe9LIZafB0Dy998MeBuJgTAVfarmV3bKN7e7PDRCsoDZnAww5SYBERwIUPYpIBLqYfdt5uI4C5HUn96oe0d5UW6ppUaQG3J9dbk0zdQnNQ74LAkLqy4M6ve/TKdpbT7gyDaMkW8RpDBUzy/n92nYghM0e9wNGakWpMNAZWQ2h9Dq02cyz5iPLeR9s2O/abCboizexs6O/k8UE+NfgGXr8/AXZJZOj2niQyZcL3BJvtW7RMMItsl992Mg7dAyG65sxMapy7XA2fQfEWjZnMMJW3biEBcaTxuaI4eRuT4/WI2eKj+i1wdyy5h/fnrJImFNf49MDa+dBSgZZ74ProvjAO18MfD7y9rq2Tnx2QJhSfJNU0RqQRpUnGuQ/4Sfjtvl+uj1kvs8zTxQqtzNJLG8u0UuXFDz/MuU+wRT/EdNVVV3Hddddx991389GPfpSbb76Zl7zkJZkyv//7v8+hQ4cAePe7302xeIqm+acpbQG705188BHLqCxgsr5mXvthtXjWX67DlGlEdiNu9wWSwFkNlzXp0LVWSybyiccF2iLWm5p6LU9EVgupxOpqY4nUhEbHLHDEnLNpD2z5vPx/mP4KCMssNWGYiwNnMV8KpinHGWSg7zhH2cUU2/g2+3iMEUZrO5kZHQpRGqUZyDPB8v8bAQb/O+/6Rt+WtFGzfi3eXA0ag6zNkH2m9p7SwGlzrWN546HPGLxu53/lv+z8efq+WIHj0CWfDGlDpHUZJd0YW02MympzF7uP2ph33Pf/GQO3ZmQ358/GUt7IZ86fOxVqlhMu73gTM9G4CAsCrOZ4/du3X4FL7NjYe7p7WX82Czi2JZ9dpHPQm+/l9UmaoV3Aj1b4qfP+B3/GO9k+Ocdrr/8r/nbqxjQNgAXU1tRT91bTBUj0Oyadu7ErZ3PTAWnwlrzIpxFZbV2O+avedasNhDS3ZK85nsmDZ8i+Cz5IjACXfQbq63ZTxq41ej4R6bvrQajVNvqx8z7gnrQ+JOvPye0dHBscDrnYHkzO14AhaFmA9sUQTGW5mooOlKhcs3GtkozuYgh+0lZKwBdpVE2SawcFhNT2BDiemAv3WE3GW09U91iupBE267nzIIDCONHiWT5mzTpLpInRS6Fvi/2Bd7XXlogLBebp4oKrnwqmm8eAj8C7fuGjfHDgnUSJVDPo6gq0s8QoO7mWb6Q8WHsEksHZD0/8Qh+f4g11s84CMfN0MUsvNQp0Ms/ZzHKA++ABQmTNM4n8Pui5IvPKfj/THdxzzz0cPXq0/n9qaqr+++jRo+vyy/3cz/3cujo+9KEPcc0117C8vMyrXvUq3v/+93PDDTewvLzMJz/5ST784Q8DcPHFF/Oe97zn+9KP5yM9H6bRFj1T8hExMf+jnHMW9GnRtuYZMrNQvhsxQTk7dxASa0sLKNNLGzHTas68Bk/39W1VX2z0SNsm67Stc4tk/QaVS07XqV0W9KktneY6BUqxueVUj3wBLTi242p9H6y2z4JRtWUapob7aU8kjvN08k/s4RjDfJ6Xc4i9IeH16PZsJDm7cWwGzvyxZiAjcuUa1WOv9dJ/6/tjr8/TvDZrqycb5c62T5qIRiDX36MCf/3Xb+Sf/9QQP/eyW3jngx/jMHtYmOrND6pgTXa9ptALTJp9bDsaAfGNhCUbktc45ZG9wQYpBRpSs+saPXCRjdZpff6asZyN7pXX52bjIF+9uEndxgzT+nRZzVAZiNYgbgkAY4TUt7JRd+wa3AmXn/cgb+UTbP90iJX/mStvouVn1sIGdUztSPqxUAxgwoNLtcuCtgrZOatj9QTneQnGbSPtOOQEmxHAytOy6d2x4En+dI3md+Q+VgvnAZcP1mIFSTZ3pO+K7p/XBi+QskA1b2Mt4PwIdQHTYy8a4dOv+gluvPNvQ/j+GVJhYRnakkAqebfv7kwCnsklYTHkwxMp7103Ae+cmINu+1wTnn2iasw9a+nTiwoJmIugqwCxs7BZnQlavmKU+N7JDFP5W5W+pz/8PjFYZLwwRBtLTLON+UIQTB5jmPmBLgYHjnNj5W/hi8Cd0PvmWWbpJaQniOr+dyu01v0RM89mEPhpuG3/v2Ccc1mhRD9TLNPOEu1UaaWVKmczSz/T3PzYX4U8eI+R9d3cou8LfT/THXzkIx/hYx/7WO65r3zlK3zlK1/JHMsDdldccQWf+tSnePOb38yJEyd4//vfv67MxRdfzB133JFJkXCm0xawO53JJur2AVAgq4mzJhhWgmfLQqp1Uvk5wmKspKo2ifc4aQRM6yMnrZklJe1WG/S9GXAam/8215z1l7MpBmpJGf1WHbYdZXfdJNmcdTovHzmvHYxMXYumrMDkdFJePoqH4Pzzn6IlhtGBESJqtLFEO0tMMhgYYVxINyubMcH0ZDcAG4HAzQA6S9oEwfqN3kZ1bOZeXiug+2gTZoHuZjWYY3Df4etZ2tPOvfsPMM02mC2u17J5suOnAA3NQFxeHz1ozvt9yuTBkiWBsEaRMU8l/1xevdZM0w+0Bkj6hhZzLq89jdhOXnuUFLsRqMsjL71Q2xskG8cdFpjqJfEhXYMohrgY5uMuwkZ/iuxa6U0XzbNeoo1beBsjN47ywv9xCA7BVT9+F/dtuz5ZVyLTvzWYbUkDkGwnaJiltZLgp0wAhlZ76DXrQPa55Y2xAF0xHQNRnqBF5qXbSH0P9a6qbQtJP+rPqJgdW6up0ycmBa5WoKL7SJun33aN9MIZtdWCSHK+LWmN9++5gOTR0L6JkQv5wwP/mn2/9xCX/LvvBqAhwWcUEm+3z9XjndaDmqwSgFfdpJ8QQIV+YC71UJ0nYMU2EvBleXXSphmyOfOKhIiaAnUQtIBFa1YZQXEA2uJQZmkyRNRkZ9LvHgK/Oh8Wh4IfeJVWepnlKBcxzTYKxKxQqgc0eYwRbrv+X/Dmxf8XLoRZeqlSokBMiWo9mMoS7SFK8RyB14pfXgYf238T4wzVI2kGLd3ZlKjyH4/8VipYPk42mub3JBzbojOFXvva1/Ltb3+bD33oQ9xxxx2MjY3R2trKrl27uPHGG3nXu95Fe3v7xhWdQbQF7E5nUrRGMTDrR2XNLBRFS97d3ufOR9YUeJpMzg2TasTEJGsEhmT3dZDVeHmwGZNqyCzZe6s+n67BR6G0iVN1neqWVFBt0DUCtDbKpSJm2sTnNr+P+iMw+zhpeGYfeEaSWJsOYoG6OctUXyfHGGaafs5lnGXaeYArqdJKRI1CVMtKoz0gIOc37ngj4OD3us3q8eS1WOqvpN3++TVrlz1vN11qnwVu0goK7G4EyPw9k03nwd69VAdbg89H7M779tjrYf24N3sOjYDcM6GG19nNuW+89TnbyFfuVEwrLShq9IClHdN21rapWW69Zu3J25H7vq82OG4AxWbJap/su1JO6iqvwvYIOluClk3BQdaZYyakpNyzMMvZPMpF3MzH+Pb1V9HyWWhj2WilFPgm6UelmIIk68tmAZYHNQvmuw6sZHppQb9tp/ONtI/FatQ0FjGpJnO7a4fnBf6Ze22dPhbsxax/120k2ryUDrbPPpek+qC6Z8mCxrIr531o1QUB2EeAz8M9vJIbD3yaD/zOr3Hjr/wt/FNyzUz4jgpQTNIPtJNGqYxr4XidT5ghaitAX6J9O6GD8uEuUwdFa4uh3uRW9Ri0xSToCiTpFQjyiJbImF72Q3sS/KRoBaQSVA7BzM4yTyZpDGIKTLONUXaGFDyEqJTVJHBJjYhRRvjQj/8ihSQdQRi+wHRbqbJCiXaWAt98OLlnD7ATFn/yrHrkzFpdyhrMOIGgmVNQQ81Ny9/PJLLrznNJP6BYKLfeeus6c8tnShdccAEf/OAH+eAHP/is1He60/NhGm3RM6UC6aoOWZ4tbZ6CkyjBt095kLeYyOdsKPlv87FJomo39pCCHAvcbLAUSdzsPs1GsRQwshpDS+qLQJYFdQJdFbIBU6z/n8qrfgvcFHZZJpqqU5sB6/OlnEI2yXgPgRNPkmrpOgkgsBL+z+wvc5iLaWeZAjXu5p9xN9dxnEFWaOVpeoMZ5qmCOl+mGcN7JszQm3lZUOfzSPk22GfoTUr98/WgSoAurw2+L3mAS/WV4WSllScXhwJwliZmnf+RaYd9nzYDIBs9n7xnsxHwbUjeVy1vIvhBtWU24y/XqAFWm5RXR5H1KQZs8PWNJrL3j9N1KtesX5s53qhsRB3QZPzCGld3VucShd4aq9d2h03+Os260dpNUfffLBDTygpLtPHWvg/ziet/kbu+/mOp7xSwrp/SykWkvngjyX8BPrVZ/mV1c2klQG82Z6SlM222AZFsk7wAy5tjjuE06vaZtq2vq2y+bX66KKlrlGxQGB+huEw2P54HdiILICENyJJnSmr5hb69IGiCOjh5eOrF/OvXfIjC79V4/Tv+J3wnvaYYQXctALqujsTcUlYtVvBngp/194e0CMuVNAVChp9FwBxMzgRWKrIiDkH45Up4I7s7Q1viWqK960n6oQTlAo4dwJUwMdzDPF1UKbGnepipUj+TDLKXgzzKRRwjJHiuUaCVKr08zUrSoZVEQClaor1uijlLL1/beTlX7/5WJnBMxwMnufKaB/gy17FMO62sME9XvZ6Pveombl78q+DPKP6v76085Vu0Rbm0BexOZ7LMyEZwFLjSpsFqzqypieqw5o0iLaACWzo2TbqoijHWTFkxSZmbCGyJIVfMtbYfkanD+9vpemPuUu+zzltfCw8gdG/VD4G5eCbrx0ngTtpKC+asbyJk/e26SXP/9cDEUA+jjPAjtYcAeKiwjwd4Ud38ZIl2jjyxJ2xoNgvqNgsang3y9/WmXhb8NgMpHrzZOWil6JA1t/RagWYg1pfvBeKIhYltUK4GrUtnMb2fFU5g2pHX781So+fk2543Ths+R6/9spq5RgMiYGbNKZs1uhHZLaRvkzV3FMiT1Kktp3zefTfyBTyVFAxF83+TovA8c77yGsXOZVYrQUPR3rlEZ8c8C9dWWTh6TurLJnDh65sAvgYTn7qQhZ/oYqRjlFFG+Nnhj8J9rNcQ2TGwJof6P0saKXKC9f64dS2dB9oeICdJ1H2QlJgs6LHnrBZLYyRtm9q2Gb8nC+T07c0xdf9Zc0wgcDup1tCuC43SFuiYAOE2U18l57q8d9SuS1MEcFeBCS7kX77mj9n359ez+2fHAuLqgS7jd75cDW9AXIOiD2B2PoEXJflSizUoFqBb1/ugXeUknUE1NVL2npGrpH53yokXKR+r7t9HsLgZTO6xG742fDmz9HIpB9m7OEZ5EjpKT7E8FPzdXsQDjDBKjQKH2cM4Q/U8cwp4Ik1enARNiSnQRswS7XyVl7L35Qfp7lgNfT4EfAWuPvIt9r3xIW4pvY0VWuv56VpZYZp+/vin3867dn4U7iXsP85Ujd0WbdGzRFvA7nQmLdaw/klaLRukzMluWp3EsK6pEllQJ7t2AS5v9thvyst0xG/eO8gyTcw5r1HUtzWjsaDNbzS0KZh0/c3rl0ArBKG2DZISkQ0v3UcKVH2QGGk2K6b/YjzGtGWafrqYp7WyyuGO3RxkL08moA6C/w1T5fXS/0YAZiNw8L2QB1/+nDZ0GiuZNukDWVOovPrz+iNwZ7V/fiOZNyaNNnLa6FWAqCVpdzktZ+eVvS6P/JzL0x5u5jnklfegNZfybGO831RM1gSynZDy2O5MG6U2aFS3ytmXaaNr9J0H7vRAN/L5yru/pbxJ1Izs4DYBjj43XTKHh/rHqVGgSoku5mlnibM7Zjn8M+2cXOiAvyVo7/L8fmYJeROnYOGBc3j4dedw4TX/GPJV2rxzMWSjfTptokCTwE1MPQR/3SyRNVLvK09F9zsn36AFL/Y+IvtuKnCMzUNmg5lk7tWSvjuqo5c0V6DAnYCWylnLEE3Birnegkrb/rjBf5HVknqNpOUruN92TVKqijiAu2te8xV++7/+e37+tr+EL0DLIeieTBKXV2A+hiiCaDEZ9X6yPud5fE7uE7YdfdA1DTuSiJhtSYAU5a4rloLZpTR+xSiYZ0ZRiNhJFbiQNFDaEHApfOPApczTxUU8ygWPPRX4fTLel1S/WwdiF9YmoBuuvvpb/JeBNzJLb93fzqY6iJOYmBE1qokp5r99+E/hoaTe88N9OUYmH22VEm0ssUKJK3mAKq1Ms43v7N/OhUcmMtq+Mw7cPV8SlBtN6PM5QfkWNaYtYHe6k4CWjTppFwflk7NgpoOs2SFkgaBldjLbsKAuSurUAiBTS0XYytOEqE02emRs/qvdfkbqOi3iNbIaPwVKKZBqEz2YtWaYaoOCq+TltFOQGOtrl8f4rdmotImmP6s7YaUcfAgu5jDTHX18lZdykL3BmRwC46ptW6+pEzUDG98vQOePeYGANjaN6mkmNc8jnbMbNKuNzgN3XsLun43aOGHqsRviWXOdB1jNfO98m325jcBho75s+CwtgMsDRjYnm0zs1KAlV5cNa79RkBVpkBqBME+2vDJ5+YdjB13X+AHYSMMYubJ57RCpnrwH6fIAam5IUzbRwtJF7ezkMdpYZoTHQnRAuuganOfb/+s+KuU++G8kOelY/1ylWTsKPAzfecULQrh8G9kykzCc5Hd7Oo/1vskUXmBvSn1YNp9mpOeRkH8sVrhij6usUhoskPoQqg91Yc7/z967x8d1lXe/X2VGGt0lJFtSFCu+ijgmKYY4cUgChpCSnATCJVAaGhryUi4lvMCBthzeXt7T9/SUl1sLpNAmpYW2AUoJBApNkzQnIRcCDg5JiHFsfJMjRbZkS0jWbUYaWeePtX+znr20Z0ZynMamej6f+czM3muv2957Pev3XK3WNGjLRhu1mjdp6QT2rNBF1+o9VhCVhbxHMVPX6PyRoKzV2NlHJHxcQ6GXwB1wOH8mH77iL7jrusv5xqXvgJuBx6CyFyonYGbQac0qNLfSnmnuLD+0fuBHo08bhWThFRPQXg0zEy5QS+FeRfy3YgJqsxQEjOmhqM/i050UkoyTdv9rmWTd7B4a759xmjTxc3BCizw+fc8E8K/w3zq/zk+uPIf7eCUZpqMpm4195yJm/OFtfw3/jANmLTjgCLAJ/uPiS3iYi6himrfxVVbuPMzfr7+WKqb59d6HfMAVK1iVUHqJnlM6mROUL1FxWgJ2pzJJa2aDqIg5WEZkTSmz+NxqNviHTAwtyMkTX0DtxlvmiQJ3ivZVbepSH6xpqAWfoZZOpP7YcVpzUfXP+tzpuKJUqu+2TtUrBqfr6qPj0rapnQGcZNGOJ2PGrrlUf5pwTCsHh7vqmaSGXroYp4EdbGCaDD2sdho6nISzkIw8SUKcRAsFfouhdPCdVK8tUwrcFVtRwk1XsbasUCA0x7SfMJiL3fiB3xjuwW0WFejBBLQobOgs7kjSuoT9t/2y/S4H6pLqK9ZegWxqgxDNWrIeNhqU1eAlBVQpBZyKdTykMNKkNcnUzjQ0xSwFEu3ClRRJs1ieuySyoNfeoKTE6BG4EwAT2DgChw+cTvvKAVoZ4is3vw8ei851w63vuYb/9cE/Zjcvdpq7HubnuLPgTL5ykSlfcgJxxTushCOV8fx6ekYLppeTxHPTFfNV1G9pThMShicBO72LNpKlps761MVMQS1F7ci3rQMf5VMgzppGVuNTPYRgUxq6DryPXTHhj46FfnMaT5gPM1x/i4E5fdtrI0A/Ot7Bv1zyNvasXMsX/vT9XHjzE7AbeBoqB4M2mohr6cR3LK+x3+B4S2Q2SQ4qxY/qKZj9F5458bj+yL9vwpyzwVK64eimStZvi6J7HsUBqSGcmWYbXnAsYah8yYfh/KbtPHnxuRyhFZ+/brYQEGyaKlbR43zk+vE8VnuSJtjGJgC66GXl9sPwOPy37Ne5deM1kHnEzeFQ1K8lWqIlKktLwO5UJjGkMG9cGrcID0W/W4Jzdo9jQZU0TkqIKuBnE42r7jRuUyLJnzXrtEnTRXYDAXHfwLBMKOAPtXRJ4NVKE21b6rNNTWD7JslpFLmSJjPWDN7JXOanoSTZpo8wPo7No+PMNqXopJ8eVjNFLV30so497GUtR1hGjgwDo20uBH+SxLgYJUmmF3N9EoVaufC4rV8mU3bjajeEFmCF9YXgqFgfkswTS0nl7SYU860N55HgGgE7TL+TgGc5jYDKFtsEhmTB3IJBnaUk7ZatPI8HBnmcyZ0Coh81ZRcrQUiiENQVqydJi1QO3IXthBNcrv+WQt+9pLoizZ2eawUxOgIcquTIylZncvYa4F+jKu6H6x76Fm/+m2/x0g8+ylOHXhq/FubfY9WppN7znik7L8NAA4zXxoFWLOKl7mmxVBH6FqAzoM5SkhAsCfSlgzICrYm+den4tR3mY8Gc8vRJ8GIvt2AS4onQbX9gPqizoM2uDapzPKEOWNyrYesfB8Yr+ek5l/DrG/+Dt77nG/wen2b9/QdcdMchCgnCY3O7OvoexYGfUTwPtYJTAT9p0jI4kBeOQWXVv+GoXkVcUdCUjfDMa1oYo4HGwaiPo1H5Udz/yFSTPA5g9UfXS+AJ3HD21/l8y7sBFzAlEzWeimJd1jLp6pMWcTSq92K485wtzJLirXyD9XebPvTDW1d/i0NtTXT0j87nGxl8NvZfFQr3SM8XHfM/n8sE5Uv03NHJ8Bgt0fGSAIskaWKUddH/0FHbSkBTxGzb50WYCje21sxSx6WhAw/qLACQiQnBcfud1K6AG8SThssU1AaJSeEXe4Es9VltKOiJNeUQM64214isOWpdcK11alfeulbT7wmYa4XZ6PopamlmhElqOEIrF7CV/axmgHbGaCB75AXxzZ/9TgJvpZQ2SccW+4YXA+RhPQJ3ktxbqX5ohhuOKdS2Laa/drP3XvjK5rfyjh9+A27FaULsvbc+SVY7F/p/FgNs5Wgx2CJsp2ybYWLppMKlTBCtaV8LXmtm0xGED105CpHv8SY+t/WUAqpJlNRmMW1VuT6Ekow05Cv8My2N0BEYGlrGstYh3rf6M3yx7SNOa9EG9EP1Z+D7f3IVa99x0AGTx5n/DliShgtTLq/C4ViGoy7WmmlSxEurhQ3JmuPa7wRQJ7KaulC4Jo2bBVk2GXkeisZJl1YuDJAEHujquKJ92tsjkKw6LJicFw00onRwvRU+QdxPuBwVW2dD8NgXnRuB8Z7l/N2K9/OP5/w267bsoW3LIF30cjX/yuWzd9E4NMNMBh5sehlb2cxZ7OJcnqS7t88BwN04gNOGu9XSWkE80Jf1a0/j+XQofFQ+2qcpmGM+8Rrn751hmvXnHnD+bk/iQaU0dwO4NXQI99xbl4ZqqLgDzr3uSR5nI7ORbx04kNfMiBOIyLRT1i5d8P03XsrjvIRV9LD+Cwdc31TvLFTeCh1Xj/oxqF3x/f86+aafN3ouE5Qv0XNHS8DuVKdqPNiwWpAU83OzZYL/9u7L505AUXUIrNm8cTJBtABLAEzSQgvqwGv57F7SMqCwP+F4IA64pOmTBDS8Jm2uCbV7Gg/4OZrF+9dprlR+lLhJqrR6ZgwzLVB51NVTMQHVkf/eflYxS5pVaGs1qQAAIABJREFU7KeBMXawgV/wQqapYnCizSUilpagWBCNJNCXdP54KQQbSWDLagxEFiBpsxVumELwk8eFbF+PCypRLMhK0iZNIC36PZetgBvg+sy/wJug4rE5V2dSXdYkKxuck88OLCCQSUCLBXdqs+g1oZZuJvhdTNNVLK2ANdG0ppmq53hAnf4nsY8ZvCj9eNhLkilhaGKaJj7esGw5EBz4foXnBBqO4EBJH8zsbGTg4nYe5iJ+8uVzOP9D291mOw1shzV/foi5V1fQ/FcHGX1Dx3w/rpCKAZLEPisgSpiAPsm0VpQ2x9IUBeD23dBl+sj00aYGETjTO1QAqeFzG2kGrQllCBitz5wB0fO066pO767K9BE3q04yz056ry3IC33w7LwkfYe/7bE8zizzEAXfwZkfN/LUppfy1LoZ6peN8HDdRXw69Xuc3baDV/EDnuRc/pXXkZZ2q2sSuqBt4yCtHCHDNA2McS5P8jr+lZY7su65s64BLUAnzK2BPS0r2MtaXFTKKZoZYZoq2hhg9fAhKoYo+LeN0cA4DSyjh8Nd9SzfOO74qjRz0g5GCdQLbQpgig/WwaX3/4i9W1y7s6QjeJdnmip2cRb8xr/Dl6L7dCbQ7drvpJ/NbPV+dNozdOH2Nfe7sjxp5l0Rtw8l3IclWqIlWgJ2pzyJochUsRG3ENtzkuqB16wVywEjAJYmbrYou/is+W+ZZjXehFP9CfsmRmSjcEqSZ4GTgJWAk4Cr9nUqN2p+23YFLqVRDPeg1eZbbdURl3wmkdWQanyd7th09WlUDjobhmwL7K1bw35WAbCXtUxTRRXT3Mab2c8qemZXM96zPDmxbjEzxFLfxajY/jupXNJvmC+5V99CHxX7KaaJWwVz76lwkePePAd3mvbSwW9J+rWRHDHn6uHAluWs/NJht9H4Jnztb9/A2971HS/xT9rkWU2jHa+dz2Jgc6GUpK20/UgkaTt0QVIi7mKALzQzLNe5POU1PpaK1anjoR+XgMRCNWgWaJYrlxT0xbalepK0eiEYtDfDgD29jwJ2Ebg7/OiZjK2r5zeb/pkbPvtl/uiGzzhfuRxuI3w/jKROp2L9nPMTU3dCkh+f2or1IWkeFnKfbN5AOzY7NwkPnxXAhM+nTUcgoKt3Q+C3B8hbP9Bg3pUXr5p44JQwlxzEg7GI7Ltpte7S7Flf2XBMkGxmHVK5x7vUsXDtsuAzjbvPO4F1lYw3L2e8fjn7muHp13fRSxdT1FLLFHsn1rKx7nGqImQzRGsh7D/ADjbwPV7HZ678MCu/eRjONe01OcFif9Ny+unklzSzjCH66aSXLmZJsY1NdLb0s6FlB3u61zLCC5imihqmoiiUVQ4gnmnmbQIv4JzA7wdmzbkhHOgagndN3MqtV17DYBTlpYpppqkiRZ6/WP+7fPiDfw134ExPz6EAWlPkYUtUdz9OjiFLGAHMS3CAcx/ufTvKs1+nTzZKCh73fNBSfsBTnk6Gx2iJjpcUl6ATH/1SZhfgzR5EaeKRLSEusZWDtM33JkYqSV1ovQTJjFPBUcS400G7+i/zDMw5BYOxWrNq81/AzTLTMFKmAFqYXw/i4DVj/lt/OSvF1ZykTVlJFDMwUwez6RQ/715VAHNT1JInxTgN/IxzeYCXM02GIVzC1+E9Z8SlzcWiYmKOlQJzScfsvXq2b3pYV/gcJD0DSQDxzbj71wbXX/XX/MP234V1uI/Kd2T5yBmf5tM7/9iZ52Tg+1su5XV774EfRKZky+AT/F988dqPuM11Cs7iF04baLUleXzAhSOmH/ouBaLTRcqXG2O5d2PevQjNLsPKQ63dYkwOi5lrlqqnHDgsRdYEcCF9KQcArQYw6Vy6yPUWZNhyxdInGCr4SxE3+euDbL6FfctewBfWvo/Lv3wX51+13WkatObuBF4LPGSbUeRNgfcKA+hCQK9+JgWOSSIb4dSCuqTjEUm4YZvF/M8yP88cxAVQ0rLloWQkTtUhcBdq3m1/ZP5aCMSCX29kTq11coS4KWaxd1b8LdQWhp9ia6vOFbsF5dZkjWsPMT/kQ81raN8yyAjNtDPAeXWP0sBYIR9cLVOM0EwVOWqZIkWePCm+wxv5YNMtbk1cfymzpOmkn1omeeHoPlYePOyexSeBK+HWzmsAyJCjihw9rGKEF9DAGM2MkCFHA2OM0cBc6zAV/ThwV008mJgV8mq9FC+cwIGxe+G6tm/x95uu5QitpAq57TJMk+HjXR/i3Pf8jM08whj1LgUQ08yS9jn1wP1Wm3U4vzvdB/n/yb1iiZZoiebRErA7lakWb/Ioc0NrdhhquJIo9DeyPgjWtBKSA6MoJUDIiAW2VEa5emwUyTTenENkgZg+akNaPLVjNXmWsdsUCkmM3mrlVLbVfBfzucvimI8NQlPt/Okan55hbHUD02ToopeNo9sZamriZt7DXtYxTRV5UozwAvqe6Uo2IQrNhVjEdxKFm50TTcW0cva3viMf0L6LW+EzQDuM08DZH/0pO+4+z5lQpoBNcPiMepbvHodfUADVm3mEz6y9kX9c+9tMU1UwMfrolf83PVeuIkcVO9gwP0oeOFB3yQz8uHK+JqUYuCMolwT8wt927OXAXSIVS9xdrKGFUp75WrVi2qHFtmPrtkE6oPzAF6LVS9K8lXqg06Zc2E9bZz7hd3R9viJujilTQgGE+gqmcrVcn/kHfvov51H9drwPUwqaLjnEaLojaH8u4Xe51ARJ/beauCQAHYA6u57rdGhOqWNag0LTTIG7vqiM5qYQxMUCaKMdVFAUO3ehQMhaKOhba6Ltg75D0G0FYiFQsxq0EMgl+fuFa4CNWqnj1qRUALOc5sj2Q+NIuyiQnfQX8sClokZqmWSS2kKCb4BpMsySop/OQgCSWqaYJUUzI3Tm+qncjgNB4qG9sKpzP710MUkNPazm5TxAF73UMEnnxCGmqyvZk1rHo5zHjpYNvKn73x14Wo3Tlulj/eNk6aIk567z7tyj8OaX3MbnUx9gljQZckxSQ4ZpuujlLH7BsuFxRlqaaWCMVfTQsXPURZq1z57dtyiHbjr6LT+/8BU71cnmJX4+6WTowxI9K1oCdqcyNRAHKXZRBM/sZoPjMsUMQQ74FARZnMTOBj+x+zSr5VM6ArVhfevywbVavASOrKZN12thUfqFnCljQy/LTFOB4SzgssxXG4Iw0Iva6MSZbcrxXKYmdh41bjGw0eg7A9XDruyF/U9wZ6cL2TabhtrZSZ5MnVtIbjxAG4MD7XCoOg7qQkC3UBC3EHAHyW95KSl0Uhu2rlKAMQncaUPzWjjjK1EwiAm4hXfRsi3rnjNpb1th2fC421y04jYqUXtr2cuNfIE8KR7mYvazih1soJ9ODty/3vu3hJvCZnjxykd5oufCyHSM+AYvS1wwEY4zSbtRDAjado8L3IUNWSqn2SpWVxIYqmRxwKIUqf4QPNo+LKSOkMI6Vc8U89sK/c3s7t6O3ZYL+2XqFIBIAnZZqMpMkyfF+rqn+Mm3z2f528fd2nEujN7ZkbDZV9ASC/AWcg+KzV2S71wA6vR86xm3CdFDoVczfj0SeMmbc7ruUFSujzKApiLOl2zUXNVlQaJ+q7x9J8N1vJTJugWpSeun9Q0sJvgL1wdL1rRzPLjWtlWO8jBJDbXm/k9HTLQqygkHkKOBIVqpYZJapuikv+ALvzm3lbr7jzmgY9tOUUiNcMngT7m3zWnMWjnCLGmnIQN66lYCPrF4L13c2nkNr+q8j1662N+9is1sZc3dhzyYU2RPgTqbSintzjf+1Qx/1PaZeHA28Nq/Omh9yxG67+1zc9gefQaJW/W04gK3iM/ruPwES8QBWqITQ0sJyk9NWgJ2pzJZ88S0+S1t2Sw+KIqYHcT97fRttXKWOYUaOmsCaaVqahN80BXwzFjaPzFGm3tOksBwHxYCtSxxLaDMMhTYxea5s2QjgNoAMQK1jTjGIh9CSQjbzbjypg1FyazDS+ojQNjWOcgQrWyreym/4Cz66eQIrYzwAg4fON3lpVI49BDMJWmCFqoxKqe5S9qESfoabm4WQ6W0drbteuh7fSv8TwrpI1pujzolYJ6DuTrY39LBms5DzgwzAnzLd47z+tTdgIs6OtjSTi9djNDMgb1nOVDXgzfDTONNyKqhmRFYMQfVFfFgEOqzBV7l7kX4uxiFG74FbQDtiVKJyEMKgYo1RbRAKMnEbzGmncUo1IiFv5MGLA1P0jkBFI2j3MO5GM2eDSij7+B6aWMU0MNqeI7A2Gg9maYcA0PtdNfvZuTPT4d/wkXElNCn0LzdgYYAL40Hd/Y+6/9CSIAuTSxvnAWjoZYuHGsen35BaQAw19pAJwK8xaJgWmBpNV3Wp06RdNVXmWEKWFoQakGY/hcDdba8XdsgDhQJfocgT9fXm2MWJFt/Q0vlBDhmHLOkXaJ7xgqna5lkihrGaGCSWqrI0UCOVobYwA4u5y7HL++Aut5jPpBJmoK/N+ADkaTg0jU/4plzdnHGzmGeWN9dAJA2NcEqenghu+ili9t5YxTKJcWjbKLhNT9wgVWUe1GplEaZv1+Q0FOmyfa89gpboGVn1kfBlD9dk6kT4vxe1B0dH0w4t0QnnJYSlJ+atATsTmXK44GWNWGE+aBPmqZwEwte45Y2ddpF1Za3Zo42amYI1uxxG6xE2jLr96YcdPqtOjTGMOBLqDVLEwd8VrtnNygawywujHQan9hVTEe+BAJ5mlv9FiCUL6MiZqaBc1wVzYzwMBdxD5cxQDu9Q13MHGl0J63pZTEt3UJAXVK5JJIZlcqHG6IwymVShLhyVGoVUTsdkbZOIL87uk75jSKn+YoJWLPxkM/plMMxfW1gMnBX9xbu4TL2sJZDB7qgpyKeeLyaeHCGaujndMhXxBU5SYA67PdCf5cjKwxZEFnAkwTqdK5UhQI3aeIgUccqg7LHS3k8SFLdYUqFYpTUBwvkiqVTKOaDZgGdSfQd60vSnKk+E0M9iwMb4aa/GrLVLfR1tED1DKPZKi7v+g53nfMGOIg3WUxaawv/LdjT3C02bYPV2pl5sr5xdsjVxM0crfnlOD6oSZJgQ8Asi/MjrAay8htMGiRxoZzlA7Z9u87r2wK5JAAncBlSsfc4vD5JmGVBptYPu4bY/od1LvSdts8RDsQBBXCVJ8UvaWYq8il9Ibv4Hb7EBnbQ0pt15orDOOHBNnxAk1TUz6dwJpRn4njaEI5X7YMz8sNQDe04v75mRqgixzQZXtS/D+4GcrDy0sO8oHuEKqbp7u/zaRc0/ijFR2EcOmddNjRW8W7Ld8Xno4ArQFwLqgBm4q3hc1iNCxwzyIkzODhZKHg+njdaAsynPJ0Mj9ESHS89g/dRy+CYXb35L0BkQUuSdsaCKi2kWqQt4BPZHHMyq8wRX9jBb26sb5ooi1u4lQNOfU7aENkxqMywOSfA2MR8RpLHA0FF7ZRfADhGZU13pJFTZC6ZZ8pHUPULgJpNwhNt3TzKeTxNF4+yiR5Wse+ZtdBXHTcBSgIWSQDPfpc7lkRWyqy6Q2Bjpd92zk/0ylCPm8s2YE3UJ2k71VYmOrYPd49aiOcejO7vPVzGk7lzGT3UGteA6ns9sCKqdwXQDLt//uJ4eOxioK7cfCeVS6JwHi2oS9rwxygEdQvxg7MauamgrDR2IdgKTRgFihaDWBdCeZLBSg2+30cTzsPCHsSkm2iBrJ38IgFFCuA0Hz8ncKf3qC+4bEWa5SsPMkIzf3b1RxijAd5O/L0Syd9MGqusBZwhiA//F+t7AOpC0GL9n3UuFC5pnDbth44pkbpM2S3gyUI8KEyZnIZWiKR2Q9++UJtm1yuCvi+knZBCd4UQeMovUB+rsVM/xs01dixhn2074flmCn50LrhIFbmIyZ3Lk9zc/yEX6l8aYJvHTWtmtH7O5aFCr08el4+uDSdoXGP6k4GO/lE6GHW8cDfQn3VAbR8uEflT8KKt+1wb48SjW1fjtWriweKt4Rgtz7VzIX7az/zcsOK/el1t3jrwwlRFsS5vJbhEz5KWEpSfmrQE7E5lkvlgCrcvykffjcRNE6W5soFKLPiD+T5lmHJacMEHMhFp4yCtlhZhAS21aYOmENVnTXMEEOXjpjbrgmslIZww7UhbWUzrZzWSMsWMfBBivoJiJhM4aeIscft+gdFOU7aJwvz+gFexlc30sIoxGnjqmQ2wp3p+lDdtZMppixarHdLmJNysJAjTC2RNtJJMlWyfF9qPJDoCn3vju/ng3be4uYd4SgtFRq0z/88G+mGuG/Ip2NHUTS9dbGMTuWyV2xhbX0VtuJYBF8LKLTtJMcu+J17kzDSLzflix3s8c2E1AiGIjlVcCtQlbfYhecOvRlQ2BE5JgUssuAvbLEVJbCRf4riuEbA7HtF7sX5ZoGMBXmhyWWwOwUexjEhCg1CbXQ8sqyhELLyPVzJIuxMsPIQBGFF9HXigEEXZZDwp8Eix+2xJL3gA6pKAna0yFPJgzocmjzKX1NqwLOrzCAm3NoF5hO+RzXNptYSaE2tCafuo/iSBZUvF3m1pMMP5wRyTRnIZLrLuOdDx6n0AHHpiTTy1gjVvlVl3uCYkAVSrDayGMeoZo55NPMobuZ0reu93vOSHOA2aolJKwNiG54ttUd0DwCDMZaGiCRiGuSGoSOM0eBcCG6NrBqN6JnC+y7KWIDrejwN70tLJr47omm4c71O/YL67hAV6mhdp6sAJ7LZHfUmb4+LrusYKlu285s18NLJEzzEtJSg/NWkJ2J3KZPO0wXxGWExaaKMehYFVVI9s6bWwpsy3wFYKbxMvUCVgZqVzNviJ2hoy/8U8hvGMotX0A7w20UgqC32xm2bVbzV8dtwZ5ptrWilhPuqbtHNiMC14UxTNS8bXd2vbNdzDZYzQzCS19Eysgp7quD+d5nYhH0vlNEZ5nGbqEtzGRP4qSYFEkkjzY4FPEthZLNlNTjX8bz7K5a+5i/XbD8RBpJ4XzX8khJirg9w5sLXuAmZJcQ+X0UsXAA1N42R7Wjxotm3lgXrnNzJLin35F/kxhRvdenP9eHDueEFsSMU2eSWDTxTT0hUL7a9v3cAkgHYUb75nE10n+cQVy322kElJUmEUAylWw5i0cC3mYZRWMklraftD8N/62+lYDTFwJxNfKziJ/h+qXk167SxjNDiNnQ0+Im2WytvQ/3rusup3CETDsaUpmvrBapBCHhA+a6HQx645AjkCdvoexwFTG7ikMMbQrDQas9ZvCVx0DeZb9cqvzq4L9qP6FvtOduCA9jq8Bs4CS6Ljm+DFW37MBnbwHm5my/2PwBdwvKATdv/OCm7jzfRzeiFtzQ+5yIG+7XifuzCwi+q/BN756r/iS7v/u9OoDQAHcOBrf1ROgtCn8Bot8VD5oY/irk/j+P+ZUFEf1ZeHuVEYjvzbGnNQaQWyeRygEliUJpCovSgoyVw/VIj/WYsd3U9p3AT+JKBrcv0prOkQ32t0Rf3UeHVv5bNu12ZrqaH7nzXHQzPNXwU6WfLY/arN639BOhkeoyV6tiRth6ReFrgkmVKGKQfsZl6aLwEraausdg/i4G0UL/HUIi2GZM0stNgLDMr8xtZXh9c+2s2INIAW1NnxZUw9YXCYfPRb/bPaOTEhjXMYb2JSF5SzYNAkNR9uq6af0xmhmWmqGKHZJR8P0xmoL0kS3oUCuvC8gNAyqNx0lLNadzFGAwe2ri8dijvpzbebzROxuNtnrNmF5x6gnfUTB+Ia0yfxz4l8SLJAG0xXV9LAGP/E29kTpY2YpoqpiZr5fVX/DwHb4P5lr+aclY+7c3qe7HzbDartL5Qe/2IVWuG19vOs51manqmoMiWzTjKLKwZwwoiS+r0QX69ioEvAsQEPRiyAk/Ys1NYthiUVS0RuAZL9bfuX5MdnpQNByL08Pg9iqE2qr2CguZ3m1hEO7zrTbfRHErqrd9UGEkkTRZisjQpMlhiv+mzvY6BdDP3W1GaS0CgflIV43jm9I1rHBG5tmoFEivqj8kbYEiMBLPAaNfWllB9yjGzgBjMPy3Cgrhkn9FoPXAgv23wvbQwALkF2J/28kh/w+v67YStuHXoMBz6GKWjourf28bGuz3pea8fQgtOKSYgJTGw6jdsyb2aIVi7iYS684wl4Pw605YibNIovtuGsFMTrNA+6R4oAPeoAXIW0ePJZnoWK3TAVuSkUFFoSisqUUfUoCAnR9wDMDcIzw/7tb6mDWlmliG9a/2jllLP+k3Z9k9BU6RO24gOrKMm5tdY40/Q1fFb1HCu6ZhnL3yVaov+qtATsTmWaxvEy+boJhMB8zVySEF0mjxPmmE13IOBmzTXDOqwWRJK7fFSPLT9B3CnXbozE3G2USkkAZ/HmLwq1LGZowR3EzUDtHAjMyZ8vb+oQA1GZfuZHF23CM+Ooj9k26K/rIBUFkJ6illlSTFLL0ETrfFCXtEEpBvagyCYmILsPzcNMXyOTrbW0M0Bq8yz7Rl7kQFI5kGLvRai5OxGUBjbClfybC2LSBXPVLvolwJqJQz7UtTS++6FiDTROzNDQNUaODGM0MEuKMRoYP7TMS8m1aVyG11T+GDhSyfZzzveBVcIxhz4/J3rc4RyonXnArsIUWkwQk7CjNtpjCFrCa6ykIklLZKNSlqNi5o3ggFut+dg+LrT+UqTr5T84RXKdmhOBSntcpHM1xMhOlcwytdFMA/Uws6zRYblDBBETo/nOV/pj1m9LNAIcaYz6LrPZYuPQvOlhrYyvJbZeu9G2XQoFHPa33ierKVFC8izxd6kcCRCqfpEFfCqXxycdD99HayqemNQ9MHW1voDNwCXw4Hnnccn2n3rgIH4VgaVCzrZB0540WgIx3TgwpYjMcj9QAJNGYALqvn6M69P/4tfTiahuCRFzxH3Y0ngN4iYcr+mMrhFPN5rA/CykR6EijwNDxkViBTDQH10jk0UJfQ/iBGnKTQc+ymUmMuGM/lYCYxNQk4k0eBLG7jNjsFYtqktCWvtsSVj7NIXk4zMTUCntn0CdgKfVJuoZEP8NhbtLtERLFKMlYHcqUxWetynkvoKB2EVPC7DV5Al8JYEJC2zstwVMBNdZrVcoBVb/bL+s7501odRiru+2qMwgPhqXytcR1yKK7IZBZkXWZFX9G4iOC8y14pm9/AZlBhN9z7U6ZjpWV0+KWXrpoofV7GADOao4QivjfcvjJpgL1diFc1aKdE+s6VQP7KvfwOTa/UzlaueXXQipzqRAB4slM98XXH4/N+3/KAA/XX02j3Ie29gEwNsv/UcuGfipuw/KjbQb52tyMdzRdSU72MAONjA2Ws9sPg3jFfF7HG2wWYZPeyDtXdqcD59P1RHbOD6HZIUhsXl+tqDOHisG6mw5PRRKKJ4P2l9MX6zmLLxOodxro013pQM56uZ4rSm32DbttwCZNJeWrA9iqdQJAagLn5kQkEsjFYGRmWxVoKGfIzY3keY69ryqKwXhg/qYBNpt8ncdU4cq4kKDUHNnQVrSmp9nfl4227+0KVNSWxeQ5insR5JgL8mU0frPFsgKQoDqCnglzhS9Hpf6JIub6w447boJJurrqf4m3tzf+p8LKMgPLfTVBs8L5M+9Dy90FG+T77YCQ8mSRaaoEaCJCQ0tzeJTvLwEbzXThgdGGnkKpnKRwfD+qO7TceaOddDeErWv/KxqdwjmtjmtXEsd1ErjF5lnTk7EM0GCa6dyNgJhAl2hkLcOr/1rIu5vn3Lt0hYfy9QQTGWhpjqqW3Mk8Gcfdd0nzZuNkv2rQqEA5vmik6EPS/SsaOkWnsrUgAN3FrhZs0FJJvfhIxHaO67rLPOGeNJwmyw8/K/F3W6ItTGXFmwWtyDbCFc275yNuqVcd1bbqOttWwKFVjspEvOTptFG1BQpspaYh61LTBmcxLTT1JuFybrT6M10MUktk9RwM++lh1XMkmKKWhd+v4+4z0UI5EoBO0vFNk863oFz9Ae3iVkGjFRwaOsa135PifrL1R1uwJ4luMuRccy9HnbxQn7GuQzQxhS1fIUbOOvaX7D8/nH3nE7gNbOjcBEP82Vu4PAzbXCken7I9mb85m9V9H8Pfg4s+LU+depfqL17rsi+Z4ngThv6SAszL6R/qZtgNWELoSl8aP+klANJ0oByD4GuCQHaFFAD+Yr52qp64JDMEJMigCa1kVRucgHXW+2e1cqFYK/C99EmJ08KvmHMeU9Lz3IslmZAIFP305DmQcCnp1ifNecKNKO+yoRVbTRAtiL+PFthlm0v1O5ZbaTMtztw64ml49l46tlWvTZYk9XaWQFYCOqKUnSfOnCmkBcC6/z9X7lyLx/g83x48K+d5QJ4SxJp4/K4tcbyLCv3yJhyivzcgs+jqujMMnNM4/OfjuK1cta0MMlv3b7ewziTzTPxpokKOBXxpor9MDUKwxPuqW4dgsaBqO1GnElnnniwswgkVrTBzDD0TEDjfqhJOXCVN693DV6/DjCTh3QWKiI3hbmJSItnA6yojTA6tu5hK259jwSpjRGQTCttkvz3QjNMrZV2vhqDMku0REtUoCVgdyrTGI5hS0qYZJqQwYETyzDzeA2fAKHNQSepWN78HsKBpRbcwjuAB0ZiTDZqnGXYesomTHn1TeXE5K0UTvnLDuIZhvWpsyaYYZ0WSIb57yQZtJsfhdbP4sGczinSaB5GMs0Fc0AlyE5F6VxzZKCv0psshWaYlPiNOVaMwg3ZMpzviOZunMhfhzh4eTbALNTcHic9cdeF3Hr5NVzGPRykk2ky1Eab0xGa+TS/x2Vb7qGNAabJcP7o9sImxgWkqXFpI2xycTu3NgfXMryEv5ifo52j4wF1z2ZTkQjsKoKTxRooZb5YCtQlBeOwgCPUEi30hlswV2n+h2XGINvox4wp1gyMNDBfC2evD8dSTBJSzLcuiULdhOqujDdrgZ1N+i3gtw4HLlS2IzqX13zMAHMlCPqyAAAgAElEQVRwpMLnuMvinlPVMwJuoTnKfECPKQjuWYltu3HMoMG1sYz5WneZJFqy67XWYL0rffhUBxbMNrMAwBWQfcfs42E1oBLMLFbQose0z11/zcpv8A+56+nNdLF+/wEfqMOWF9+ywsIW/P0OXQgs0GjEaZ2acLcq9JUbxwffSpvrZRJr+ZPApK1fgJCorPKtiketic4NunYGor9TOWjthXbxyN04UKiE3przHHA2rM7B/v3R0zYLeQEs3HftrPfclTlmPh2Bu2oTXEX9lVlnL/GI2PLv0/NlTSnTkf+eBLpHozIteA1lmrgVjX1mp1miJVqiBFoCdqcyWZAGcR8zGw2y1ZQfJJ7vzkp1wTtV2w29JGliiuCfHDEwAStF3AqDtljtmK63TM5erzQO8nuwAMmak9p5SJnfdvGXNDDJZFPMyIbd19zJry5HwZwl2wlVTDNAO7t4If0RAsyQ4wit7Pv5ixyosxuUJGBnv8NxlDtmwZr8XarNb8vEVS4EZrbOUnv3xYA526+QssCd8Pbx21h+zdO8hMfoorfwGaCNQdq5nTcySQ2DtNO2eYBlDNHGAHdwFUOzy/wY7XjGze/6YA608QavjbDaiVCb+p+xGtr7YT952wHbqRDIhWAl/L+YQci8L7z22fq9hWBPdc45rZIFd4XnqwIPDMPxLiRJuW076Xia0maYlqKAJOGzYRN/K8/ZKpxTE3Bse517/nS+zyYeH4NDjT4wibqhtAdHwIM6e+/TOBAnLWOl70u2ErJpvBlrBO6yFV6LrarCTbEJux9bM2S+fIT54f31SUoOvhAKBX0w/5EPTUUhPu8QT1BugSHwDr5M3dePsb7zgFvHG/FatTa8NcAobrqttkmAYxAPxiSMFACR8FH+dWHkSJlzrsZpzYZw2kJZp4gPqV1p4tTeMD5idC/e90zWJ004ft4GrRPQM+gu0VtcM+q0bwCV8qOzgk61lY+LdUT52bi4QG8xucj0MwON9p6B3xcIxNkInmE06wxxax8blVrPYrWZj/AdtEDxNH616DRODr/BX7V5/S9IS8DuVCZJVLXgafEUYBHQExh6Gsc06vCpEsLF0+aAE+CRdE5MVH5xefNfjM2G7JW5ixhL+LRZXzkLImxoZhst05YNxydmIuYpxmLDNltHdY3R9kmMWWMVE4kCevTWraCXLnbxQh7kFQzRSp4Ug7Szfdf5zvxPJkcL0daR8Dvpf3hc2jpppqzZ50LqWWy7i7nWzm9YZg8c/taZ3L2xiwvWPsDr+B435L5MKn+Mv6z7EDvYwAjN9NLFfaOvJNvX4jeWzdF2w2oV1IY2enqeBOLC+Q/zaCWNqdSK+Gzmy5J9/gRyxsMCKqQoiQtB47bzSeaV5chq8Y4nWbkFYXYy1X6ktbNAQvdvXhCUpEid9niS1i7J1HKMZCoVOdRsee3zIzDUgdPSrQI6spBPwZ2VLhqmwMc6ovdSkT+joC47W+M+Y3twQIpJimtj08RAnQBZM05DN95ADNyNNzqwaE0djcloLKhIeIutYMy+QyGfAOZF5CxGMeGFaWchpKiWK/DBUfTMqE/VwDlw6eu/z2sfv9cBuDrYffEKdrCB1++/uwA4ZjJQeT9eK5bCB+k6Sjyv2mAU4EPhJcUzh3Cas2EzLvEKXbsfB+wiEFYI0KL5sCaS8tOL7tHMUUhPRDO7HceTus11EX+aMSaPU1F3KnMuzcEM0JKPNGICS114vt4EZwzDMxM+vFF+Fm8WGZE18J7E9UXTMTkBteLVdvy639anUPNUHc2jVI25hLI2BVNoeTJPGLZEzyUdPHiwbJmlPHcnHy0Bu1OZqvALnJWGSpooUKPF14YVtqYZ1ofAgjYxOW0QMuYaMXttTgWaBKqsSaXAXjFfPNt3MTg5nwtYqX35KyigiSX7NFvna5vo3EYxs/6FArRi3rq+GuiEQ21NTFPF42ws5KubJcUA7RzYtd4H7EjS1pHwm4TfSf+TjllzrzDYQDlQmNSHYn1KGkepOpPOC4RuxG96+yp4pHozNWdM8ebMbay/6wAvv/oBnuRcJqlxkUbT0QMkkHaoMu4DZDUR9phl+knzomew2MqXBO6OB9AtpIyeL5mQZsttkk+UJs2aX4YAJ9wxLWQHlQTirKYuSP49XhEPj55XO8pBV2N+q/6wvXAsmP+N0e+pIv1XvQLNNnG5mRNpxqyfnd69DjhtxQSr2nvoHepi5kilFy7U4yIbZoEf22AoeWAIelq9UG4kmpNC/2uJpzwIAr5YSwv1qU/gTv52k5Ctcc+TgJyqF6jTtSFlg+8kzXaBSjyvAmBZ85/gmL2NlqyGsAMH6jYCl8G1r/57nuRcJ0iTyXsHXPviv+cGvky2G6rT8N1zXsMPeCWT1HLX6sv5PT5FD6t5+eiPXF8UaEz8QFoy8S07XmmPxB8VrVKgCRw/s7574mUtwAsp5JkrjH8Yn3RckYAjDWE65UDWzP4ouAlR2a6oXBTkq7IRGkfjnpxTuKd/BgfaztgdgTu12+3HXtMPUxOuq5P4pCQNdZDPQzri4xbctTTBXDQvtTaqpl175ceoj1wghvF+67vdsbmo4xVWgy/Nnu4NxAO3ZaIyYaaUJTrhdMEFF5QtMzc3V7bMEv3n0hKwO5Wpg/mmjxAPotJkjltwJyBnF0+RNYcAv5hanzNtLlRe5WaDOgS+BNCUZy4MfCKQ2Bq1q0hfJjdQgWnY9AthVE0xY2t6KUAo0xpp+MAza5lfqq5GCv6LB9qWk2aWfjp5mIsKScj76XR5q/qIh94PN0ILAXULAXRQyFk3D9Avpr5yoC7UNoYS01J1hXWmgVVwwfX308wIdz9zORyqhpFqHky/nHe1/y1vu/qrNDPCKnoYiuyG8/lUvB/SyoVANkt88xmOI8m0qxhQLaZpTBqXHV+pcqXIvkMK6lIwfrI+b3mKg5wkKhYMxR4rF2QlTNhdrN0kuyzbboJ6PAloF0wx1VYxM8uk9jWWRvNf29FiD3t4vAavi6jxVVvfOhslMg/HxmsZao7s3JtxQKMHr03fiFsX9ihap8Z0FEYaTa678CWrNb8NqNMUhn3KAz0VkK8lntctOmfLL8Nr/OxHJDN9vXNqF5LfpWKUDX5b83/7OIVmnqEfYwcOJF8Bn9n8Pt6Tu5n7Mq9k7KwGGs4a4yx+wbrhPioeBzphLg3fPOe1PMDLAQopUr7MDQBsazqPPzjnr3zfBonzGutTVxc9WWEe06dxwMT60mm8Sh0Q+cCxCWdK2Yg30xzCR9LM4jR7LTjTy5x7E9ITLmLk3ChUZHAB0CTMzODcFXqhPTJtPEr8ja6NmhmOBJZjE9Dei/cfzzkwJXe2sehTMwstWWfOORPdo3xUd2PGgc6KkA9Yga8Arc7ZwGkT+Lx7EV8vaAnnrQf4FEk22EwWLyj+VfOxs/P6fNLJ0Iclelb0nN7CwcFBHnnkER555BF+8pOf8JOf/IShIScau/766/nKV76yqPruvPNObrnlFh555BEOHz7M8uXLueCCC3j3u9/NFVdcsaA6Jicn+cIXvsA3v/lN9uzZw/T0NF1dXVx11VV84AMf4Mwzz1xQPT//+c+56aabuOeee3jmmWeor6/n7LPP5rd+67d45zvfSTr9n/B21OBWYzUVhucXyBok7iOXtFkP92Wp4NuCRohLJwWuQoYtjZwYn+qQBFFgTwxV30kO72nigFWbDJuLLxNco75aiWu1qSOP98HTnk4ax1bItsFkXXUh4uVjbOSXNJOjigHaOLy3K+6LkgQYkoBXOQ1Qsf2rtF/FItwlXV8K7CWds/4r2mQV65OVtoePu93spOG/cxPXDX6LvzrjnXys+eOM9y3n2Hgt26rPY7qpiot4mLfxNYZopZcusoda3EZZIeVlrmjBpgV1xcC01Q7YvhGUT3oHksYb1hXOSwi4wwAVxSixzcWmP7CgygKzsMO2nAWStjMLRaYLoUrzMVqewv2x0SyLmV4mTbTVsumY4vlN4vPBhZQUSEbHzZis5hfiz804cKSC0fEOZya8EZc78SGcoGcVBc0ee8qZxRbzk7TXmUidFtxJC9eBe1/yCVo0CwJlgmkBVJizTkIG+bNivhcK7sIydg7VZ+tvaMGcBaHrgUvgiy96B7977z9AHr73mqu5jHt47f33xk3vJxzo6N3cxRgNZJgmxSxV5PgFZ5GjigzT3Np2Dded8y0HlkTSMomXyCzQpkYYwgEVCSdlPpjB+/FJQCg/vafxaXQUyETzYSNpSqgY/a8YhUYbEO0ocR7XCXRBYx5qhmFAZp6GWom0f3lol2ZQ/H8Ujg75W2VFIPlZqEx7UYR05zPBMjKXj0BeLn68APZmozI5U8b6PwOVSSmUrCDXplGy/FxC3iV6TumRRx7h9NNPf767sUSLpOcUfbS3t5+Qeubm5njve9/LLbfcEjv+zDPPcPvtt3P77bfz7ne/m7/5m7+hoqK4ecjevXu56qqr2LVrV+z4zp072blzJ1/60pf42te+xpVXXlmyP3/3d3/HjTfeSC7nV7RsNsuDDz7Igw8+yFe+8hW+//3v09raWqKWE0C1OCdtSRszOIZo/dwEfMRIoPjGVIzEmj/Y/HM2QIkNhqKFPGeus/5s8mMItXMWZMmURcy1Oqi/hbjkTtdng/Kj5n/oqC1GLWYhx23VK6beAhOdp9GfceLNMRpoYIxB2pkmwwgvYHCgHUYqfP6pJL+6cqBuIYDOkg14kNRGSAtp0x6zfnoyObsk+r4NH3zEttmBH7ei8clkUkBsJ7z9q7dx2299nVqmGB9poLpjmNr6KYYPtbKr+ixqMlOsoodW2USl56C6wj+79tkJtXYaQ7GPpXTwu5hGrxiVqzMJHC62PmBhoC4pemSoMSv3UOmaUu0tFORpMKXYyhykKwLsKB80e11SPjpLNhCKDQIjMFSLW1TCeuw4Q8AlYGg0i2HONmsypnP1ab8eFUAf/vmqBrIN+N1/UtTLcGxF/ltgp0sF1iwQsxRq50JQZ4VFetcOMf+diz2rVjO4AD878I+GrA5WmX5o7dB4VsDZb/0p/4M/53LuYvm28UL7Nz/+IZ8SwOaOA+iESWqpZYpJasiQY4wGqiKQN00VP+CVbGrbxvo1B3xAEvEdgbdqPJASj5jFAbYJ4OqozG687xx4gCbwV2/O1eEeSQVvSeMA2z7g3KiNLjNX4kut+CTjSrVQTUEbWLkfVjztUhgcNb66+YiPFwCZBK39rg/pAJSFWRIr0y5/HUBjyplhgvftm8n785XWMscAsvwsVKp9aQv120bJtukODNibG/VBWypSZgwQF+Qu0XNCp59++pIP3SlI/2lK166uLs4++2zuvvvuRV/7R3/0RwVQ95KXvIQ/+IM/YO3atezdu5dPfvKTPPbYY9xyyy0sX76cP/uzP0usY3x8nNe+9rUFUPeud72L3/zN36Smpob77ruPj3/844yOjvKWt7yFH/3oR/zar/1aYj133XUX7373uzl27Bjt7e384R/+IZs3b2Z4eJi//du/5dvf/jY//vGPedOb3sR9993Haac9hyGGMsAx3F2ULb7C+9sNgEwQQ5PNJEoHH7Wj3xYcitmlg+NWGwbexn4Cr60Ts1QCVfkFyiFd9WaIM7Ok/lrJpgV7g+aY+qZrwjx2qqfTtTebTtGZ62cs40x5pqlilhST1DBGA8eO1CWDOrVzIkBdCBK0gSsHFBbaZlI5u2nsgLnDFbAHKi6ZcxoJW8cbYO6ZCoavrubP+UM+ve2PIQ33b7yAT/BR/v27b3LO/0eAbfDdPdcWwGl2fTXZVTOQrWR0pIMHl72c2vZJVtFDilnnh6UxjwefELiFPjv2WDEKNY3F8EjSfQrvS7H7UU7xpX5aQF0U6ZVKcxBWGnYsBDN54uChFBhbCKgr1odAA6b/VjNTOK4+2vxsSZo1la1hPhn/uGZcEJF8N25RUfB23RSbmN16KZnxhve6Ojhup02ae91TaZsL91V+gxrfcUTuFGjUGmfBXXXxy+Zp+OzxQsTJCKhJ47cKF80xUUgS+tSUCKIiQZSmOo0Dcetw2jgBvHXQtO4QYyMNHMunuPaMr/G1/ne6W2e1PEM4MCVtVxPeJLITaIVV9DBAG+lIQtkQBdDJR4lpjtDK/+JPaL90gI9e+gk6PjfqrURGccJScG2n8EnNJejcHR3fgk8tMEhcuKmUCAIiWdc3WnHASj7kOZwJZmd0TSdeGCm/P/A8zt4HRcyMBJqVQGtdFPDFRuqUL59SOkTar5poX6A3qQEnDmmoc5q+dBpq8g7gNUaC2ZkJpx2cAVoz7lw0uZ5vC/hF3wXNngD00ag/ihqq8SqAjeaxzpmLVs5G19u9jdr8VSIrkH8+aUkTesrTc/oY/cmf/Annn38+559/Pu3t7fT09LB69eryFxras2cPn/zkJwHYtGkTDzzwADU1bik6//zzufrqq9myZQvbtm3jE5/4BDfccANr166dV8+nP/1pdu7cCcAnP/lJfv/3f79w7mUvexmvetWreMUrXsHk5CQf+tCHuPfee+fVkc/nef/738+xY8dobGzkhz/8YaytK664ghtvvJEvfvGLPPDAA9x666389m//9qLGuyiaxfHTMPqUpGd6QRWVy5ogalEM7dit75mAlzY00nRlzX+Ib37SwW8tyPJj0+IVhjiW/4GYuBhptflOBfXnTFmIB2M5ig8lrWPW508k81UzNzMZyKfc5E1Swx7W8jAXs4d1TJNhaKC1NKgr9R3+TvqfRJJq2/Ek7EVj5xdTv21H31fMwVeBo/CLG7t4YXMvAC/e/GOeOHAeH1n5CchCy5eyfLrpj92GpRq2PP0IWzqv4Y9f/zH+bP2fuw2iNrnjOD+kEWC80m3q0nDsSB3/nn0dy1ce5PCB0+P+PdrQCtRZ/7okE8yFgjpbfykQVmwu7e+FgLiQNB+F3Hwz5pOn+Oa/3A2155PSI4QgsZy/XRLAWgzrsP5rxN/hGCkypNoM58Bq33TTbBROGwSFKA1BJWTb/XMxDnEgMgc8g9u9W+BXOb+P4bRXA8vmqGweY6a50Zs05jHaM3s/bQXhnIegzpqXGtAkE0mdajbHkx6LNPN9UwUKReNQSG5+CGdKuhOfy87mjixQeCDopzT+1p9P76UxsWQZdJ/3BBvYwTQZcu1VLGOIr/W+02myxEPkuyaTxAk8sDuIX9ezcF32W/Ru6qKHVTQwFgmL8jzMxdQwSQNjBR/p3+dTvPmDt/H63Xc7/nM38fVgAreuCWQpt6osQwRW6qLx2SAsApx5PFjsx/Nq8ABuP3GrFquZEn/qjOp7KrpOkTLbot/7Xb8qxSeVokGmoLptEajMz7rk5DOzjlVW4jRjlWmnJatMQ02TD2wyGSVEnyISUeQirR8RkIwsYGy0zoJPnhXeyjWiE6+py+NNakWRf15lCHhk2hnGBliiJVoi4DkGdn/6p3/6rOv4y7/8S/J597bfdNNNBVAnqq2t5aabbuJlL3sZ+Xyez372s9x0002xMjMzM3zuc58D4Oyzz+YjH/nIvHZe9rKX8c53vpObb76Z++67j0cffZTzzjsvVub2229nz549AHzsYx9LBJCf+tSn+PrXv84vf/lLPvWpTz23wC6DE7PZXG3awEgzBu4uN+IldtbmHeImlAJ0Nr2BBYEyIbH2/mKEoWlE+HRpMyEH9TbT3ywewGnj0cr8BV0AT/3Mm+sEDCfw+0gr0Q5zDmmjoZx10RxUTsBgUzukYBubuIdXM8QyRmjmCK0c66ubn/ja7jcXCuoWArh0D2zS4SRQVw7sLYQ0L9VAB1y/9m/chuEodN/Rx1xrhdts3YUL930abj4VJU5tRoD7vdzM3rPWsfWszQzlWhk91Opye/0YtzntgepLhulsOsi+vRsgW8nhJ86cr5ULhQUUmYeY5qsE2TrtuJPKUeRcsbILLT8P1M0RBwBJppQL1dqJjtdHb7HX6voS/dAzDPF1JQ0+kbdtO2lCi/nhCRDZBwRvumwl/FkoRIvU774VUQEBxwHgDKBIzj1pwDpgzdodAPSsW8Wx9XVOQ13Q1M3gkEix8H0LBHO2TfXD5mQUkCw8+xFwtdpEXZvF+60uI24yagHdITyALGjowntcJAiPgJvMtNWWfPf0LDRD9bphXsAIyxjiPLaxiUc5f/92t54I0O3Hm9MLUKk7CkaiwBqRmeHHZj/Lvs0djNFAF70cpJMdbKCBcUZoJkeGSWrIUcXXeBtf634bVd3TvOTix3g19/Di/bvdOrUbb+ppAdOFcGD9cpZtGaIue8z1ox8P6NQv8RwlGu/CvffilVrHZAo6HNXTH51Xe1ZY2xb1qx+fo1b3ehSOjjqtW0Uep9GzGpijrm8qU5l2AK/waOejxBoh70450FeTpRApE1yAl0aZm9o0CXlfd2Xa3J908FG+WvEdkb3HAseqR0LhJc3SEi1RIp0Mit+iNDc3x3e/+10A1q9fz4UXXphY7sILL+Sss85i165dfOc73+Hzn/98zNfuBz/4ASMjLgTZ9ddfX9Q88h3veAc333wzAN/+9rfnAbvvfOc7sbJJVFtby2/8xm9w8803s337dnbv3k13d/fCBrxYyhHnq7JPl3+bwI8WQpWpM2VkXmIdlFPmN3jGo2Py6ZNpTN4cVxltoqyZpN0XyAQzKTJnCBJt5EvVZVM4CNha3zuVzxBnGOqHJH4WCJtonZ2z/Xw19Ta2spmDdJInxQBtHNq1xmvrSgG7xYK68E0UI9MmqJy27kSCumhj9qf8z7iW8w78/D+Fj+g2iDfrWg10u8AzZ+wcZuP6x+ili2WZI/Sv7KRvvNuVizQD2dta2LeuJe7jow1qUrRLSB6zvc5uwItRMe1GqeMhGLR1lQLzIVlQB7iNcwjowsYXEskypMUCwRBAlUK76lupuox5gC5LehcLZNMvaKw2omR4AwINnZUEyJTXbiLVlkDGCG7zXgiyYv30ouxeSeCwUO8cGXLkSdHQPMboxjpXXw9Bbj79Dn36BGAborYTwJz92CBC6ksYlCQPsUArKiOQpjU5b+oTUOyLPlnwz6QFpSEATQCimq8VOHNLvb/SLiqi7yqoXHeUdU17WUUP57GN3xn9Byp78SaKQ3izRTUt6xTlQRsmHsjEpDFYc+8hyByCDLTs38dNF38UJuAvun+Xn3EuDYwzGy1os5GZ5jY2sZXNsBo6V/dzHo/ych7gQV7B42xkAzsK0Xt3sIH+TCf/50f+kvV3HHCgfsj0094Dm95A2isJOK0maxDvijkYmTFmceCyFZ/uwPLw/RT48EwOhnJwNActuSglgfz+IqHnXD4eCEV6aisyn8k70AZQk/OpDVrbvTnmUZy2rybvg6DM5Z2WbiZqo8bmkAXPp/VcWgsg8RYrnNOeQnuVtBn3rxrZOAbPJ50MfViiZ0UnNbDbv38/zzzzDABbtmwpWXbLli3s2rWLvr6+eSafDz74YKxcMdq0aRN1dXVMTEzw0EMPzTuves466yw6OjpK9kUA8aGHHnrugN00XnNmnbQV4Qu8D4Js08X8IA6gZLZhtXZiBuF+yv5XJEtbl93TyeHb2se34U1aJJXN4xPEyknaamrUr9mE8xqfymos2rwIGNpAK3m8qWa9r2+mDqarT+MbqbfyMBczRCtjNDBAO/t2vcht2g4xH9SFYAPizKfYb6tRNPvgAtmcdSGVAnUL2X+HZbV5XAbLX/80K+8+7OZlNd6HRPdWCXf7TR11wNnw3a7X8HIeoH99Mw9zEZPUMMILGBhqj+f6GsHNp8YJ84FcOKZymrrjBbW61gKA8Hg6OB7SvAATAeWJm5QCfgNt/cxEITArBdKKoVJr2mj/PxvKMx9QlaM5rykTFcwiReEcWOAgYJTGeQKlifvhyYcuMhTLN0aJv/G52/Tc2QBEBc1aQj68EMyFz91IBXuG1lFbP8nkeG086XfhAvXJUngP8sQ0bOpC+Mzpo3QERP1Xu0lrkgV80tbpumxwPHYbQ1Bn+247Gphfah2TWWoYxTcKjNJ04SG6Mr1s5HFu5AtcuP8JH0VyFB9gRIFJZJEiICD+po2//KnF4yLNXWFdmgDud79f3X0P29jELCnnzwtUMV34n2KWKWrop5MB2rmLy0lFk/MAL2cbm5ikhilqqWGS/81H+Urd+3y7SoWQh7kJqFD7Smx+OnFNWyeeR62P+vy0G29hdqUNPCcaVwtegyU/wKwLnhJ7O6UJ1C1LOdPKmpxLgZBOOwAILp0BuDqGFXglqmMVPhl5ZaPLtkDkazc2EQU3ybi657LRfysUtHsD9Uug3Ea7zJt7aiNy23dBwufnMHzBEi3RqUwnNbB76qmnCr/Xr19fsqw9/9RTT8WA3ULrSafTrF27lp/97Gexa8AFX+nr6zuuviyG1EYxOnjwYPyA1caBT+UkcFOPN8u00jEBN2m+rO+ZlYjlzHWhlkLXW62c3UhIumajium4Zc66Tm03mv5YZ2mR2rURLyeYT+F1+q/oW/rfSWHeKo9CT1MnW9lMP6czSDu9uS5Gd3b4fHVheoNyGptSoC7UMGaD8zZaXDHwWKoPSUAlvA7iiY+Bz/EBt5mIopcdvbCSxokZ2EZ8rm3dGWAUrq67m39ruZTbeDNDLGOWNGM0MDNe4+pfEZXvwWsTxk1f7UYkBLvlgNOJoGLPTSmy/ku2/+pXCECBOKgLO3+82rbjLb9QwBcObCHlI42OBeYFcDtGcpCVYjfa+tTZ+QknvcG1aYGctEkCX4VAJLbOgPJ4MCRgomFFv8dGGtwPW3dhHCGwLkE27YAo1DZCshAo1EzajXAoGBGQK2iMRdbkcgZonF9HEmndsEIq3WM7/1BIzdCccXkr38o/c+H2JxyQyeH92dL4wCnV+Hxo1nx+P553ZfDBtzrx0SvFHxVFsx1enN7NuVc+yS5eSJpZXs09bOJRtrKZh7mIaaoASJEnzSw5MqQjwFCkDkYAACAASURBVJeLgmiBwKA7M3HhadQ9fsyZqmuuFPQjF7Uvs9KNOGC3L+pnGy4qpsDdRhyAs/3H1DOKN8nMuzEV5iqausZMBMQg7tse8eB8PtKoVUN7k/s9POEVoXniGryeCehOO1AH7ntFnfO7y9tnIxMB2RTzNWsp4lG7B3EAtR3X8ITTOBZSIFjtngB7uO9YoiVaonl0UgO73t7ewu9yIVe7uroKv+119n9dXR3Nzc2Uoq6uLn72s59x+PBhcrkcmYxbZfr6+pibm3vWfSlH9tqyVIVjlNYfTpoxC8QE8mxeOZE1ecwTN4nM4iWC4QYjbcrrWAofKtr6swn0KcdPE3EzTZndKC2CFu28+bZ12D5LiqtNmp0L/R41x7QxUL02L18aHlr9Ur7BW9nPKnrpYu/AOo711PlAAklS8VKgzlIxUCdJd7iXtQmISThv6wrbCDd9xSgNvBfmRir4+cVrOOf/2wtZ+B5Xc+3F33Vz1wo7Uhs4b/MTVE7gtXe6n8plGJkSVWTgey1X08PqSAqep5lfMrsixTBtFLQh1cQjB4bAJwR3SUFqwrGEIDoc+4kCf6pLG1gL9tWXsFyB7AY6jJJYrIMCeknnFzKockCxWO67xfraicKJn3HBcgr3UBo2kdorpQkMI2eGZOuI9BbK8SbNkdXWyddsnl9m9OBYQZA0WtI0R+vAbD5FVXWOhqZxDudT0KzdZnivkuY/ANNZ4iAoFHCAXxMg/tzZMhbYhRpwjSXRF1X6oUqor/TBT8bxUT5DShK6heuswG6UWqG6Y5gGxtjADq4avtcn7B7FATzrO2b9wS1/kqWKwJ6ETfXE88sJDMlnLwVsh4/xWe68cgv38Squ/aFb57rTfVyX/pbXIrXBN9teywjN1DPGg7yikEZhljQZckxSyywpfj/zKb545UdcoCjLa1NwdBDSE5E5Yx2FICcM4rWSTTizdoEXpUYQQBWQU5TocL7Pcde0RlYUDRJcij+Kx0R8tKY60tClI9PKCR8+SDpZPa01UZf6RqF21IU4qgXaO92Y5rJQ0WTas3sD8IJmzP1SABqbAzcN6ejZnctGGj8TZROIpUJYkD/1qURWGPN80snQhyV6VnRS38KxsbHC7/r6+hIlHWgTjY+Px86pnnJ1JNUjYHei+vKcUrgRENM4m/kbBIgnDdXmPG1+K2KmmE2TuVabBQu0BMQsELRkHcZn8VLY0aB8Oiifx2v9rGbPOl4LYFoGkje/da20lzaSZiNwFG7tvobv8Tr66WSIVnqGVnNsT50PJBBqZcqBuvC33XAJ2EjKH2p6dC6sO2xXFAJX/U667/aaDpj7VgVshRe17GPuygp2XruSh7mIA93LOXP4MHtaVnAfr+JIUyuvXX2vB98yL5LPpXxjMtDV3csuziLFLBkXS5SG1BjtKwfY37yKbF+La19j14YzTIpswVPSnJcDewsFcosFfEnaj2L3Pkahli7UOonCXGcLkRaUoyQTwFJ1Hi+oS6ovMpvM22NqI6kfIcBbqEYxj9t6zsBII9zT6OzIzsGZuVltXQ8RWAnvRWW8OruBPERMO3WMOqY7gKZxmpaNMLqiw5jFh/fNpmuwZqZpCqaqI/hNOOZyq9kPI1rmzXHrf5cE8AprhIQLFR70FlIfmPoFZlVPkvDCflswbM2jo/5XLjtKZ9NBuujlSu6g4kkc6DqK09oM4wOQgDfXU+AvgRyt4dJq2eTbA3h+MErchHyWgvn4FWvu58j6ZV7DN4izSMhR8Gl7S9v3C2PacN0OvsiNgPPJy5EhxSyzpBihmfd1f4YvbvpIIbfd3ARUtLpUAUdHnXarJhvB5zp8FEzxyyzu2gFzTtYy1XgB7ePROaUw0LMRmcy36j6MwtwgVLSbNiLAXBnN1Vy/85eTqERPqFX8CuyNRR/d0pohN7YK8VzrC69CVkunudd+g6B8XZSrjgjURTx6MjLHLQBjPZ9JgoYlWqIlOrmBXTbrOWpVVVXJsgJgAFNTcYmu6ilXR6l6TlRfylE5Dd/Bgwe54IIL/AEBMQUhaccDmRa8vbolbciP4ldvC4qkHbOJymH+BjrJFELXKL2BGJf6IUduSevAMRtJKSX109j0bSWAql+AT320gV8gDu4sCfTirs82wT91XsddXM4A7YzQzMBsOzM9jfF8VIvR1IW/BbKkobM+P7ZuiG+kkjRwpYCM3Zz14Dd6SXNQDVwBfBmvubwb1m89wPq6A27jsBq6N/WxrPMId3E5mzY+SsfgaDzkuDZZEgIMwdv5R8ZoYBvnMUUtQATwptnQtIPepjNdBExLytGn+c4H3+HYj0f7djzXhNepbQVBCZNYJ1KS2WWSlm4m+C5GJwp0qa6kyJQLbb8Y6ArNEJPYTTGtXDl/wlKkdo+6T08N9LS69+FCnClwH/AQuIXQak0rKQQyifnhma4GlgvHqONwtgq2V8KdRL59aeLzUs7HMQKvet7tGqD27HNnvy2wq2b+O2M1eXmIgTr58K4i7ouo91DPt4KeyGzazkUI7KzQQ+9INJ5MdY5mfsm5PMmW/Y944aFMMcP1NYtP12PBqtZ9m7MVfCASafy07jbhQKLVDg7CdR/+Ft9c/Vresvv7IJBZh8stN4zX/J0JL75jN//jyv+XvazjHi6jn9MLppizpBijgX03drBm/yFogYrtFPhwIy6wyFTOab14yoxBibut/6DmRWMQcJVg8im8pm4NHlRtxkUyHsWBRPkstuGFrqq/CfKzbmoVr0WrgBdjx0MKiWZwYykkMdH6LzNa9UdCOQHtCZ8OoVL7FJvnNkxplIHaNpJdLX7V0h2chHns5rn+JNBSAvOTj06Gx6goVVd75DA9PV2ybC7n9fVhSgTVU66OUvWcqL6Uo0W9JLV4RmYlegJG1gfNSlKt7b7VhNmNgN0MSIOnOiE5Jx3BMfCMKAzZbCNiivmKIYh5q/0koDdLHBDZ9A7g7ffTpl2dl5YOoBPuqPs/eIBXcCRKaTBAO8M7z/Dml0kaOoI6S4E7jScKHKDcbYVNj71GYK8cqMOUsfXbYAXNJPc7HZXbBHNPVnhmrPr68VLuaNP4hs7vUMU093AZb2y6narMMWiJmLOk63ncLqEdOkcP09XUyzZcZNkxGshRRYZpGhhjGUc4XN/lohfasdnNaQim7VyEm9VSYPd4qBRID0FdUZMgC+ZsRUlauhDQFBtI+GCcKFqkP9iCKRxfUqqCpL6E14d1hqxLETLTuK1obXT8aFTfHBypcO90HqMZrsSjBmN8JuGLXTctYLEm2eNAvtJpe5TuoNBvq5krda8rKaQpUDtWcKb1Quajatdq6PRdbI2KBaep9WaqK6LvUBtoga3WF/3WLUgn/LfXjeAtD+rnaK5zqQ0u4x63zoR+deIJ4IWBObwPrvW1E78QKTCYNcW0gkLNjUDIOHAH9P5OFw+95qVcMvFTn2fO3t/O6PtxWPnUYVZ2H+bS3I/4j7dcwld5G/WMFQDeHVzF+6/8OxcgJY0DiHkc0Jvw0SULfLoax4sUZOxsHAhT4JfBqC8yJ22LPgJuW6OxdJu5aPGfCuW6E8nnPgJ3inyZx+ens2+qtHf61OBBX+EtjTSLA5FMuiYTmYJGVBG1L/+5Qm476yfXHvVNGla7L7HP2ATz3TOW6DmjmBKhCMlFaYlOHjqpgV1DQ0PhdzmTxokJL9IJTSVVz0LMIovVc6L6ckJJkaGkrZIETAzBLoZi7jYxuF00M8Q3BOFvmz9G7dmAKNbcRVErwQMrC/DE9K1Uz0bH0n9rW6/j4b5WjEFR0yTBTZn/4DcLoxQCpRw9t5J/S13JD3gVvXQxSBv9uU4XKKWH0uaXSWCi2Pxpw7QCJ2HtwG96VNaCmiRQV2oPn8ZtnjbiAFuPqdtK8FU2SmfwoS0fhz/Ez6ENrgPuGYqA2/Kd41yf+RfuXL2FxzIb6cr00sAYLbmsvy+ScK+G3226if2sYjraVQ3QzuEDp9PUMcTazB6qmKZ62S/JjrTMn2OIH7PzmTQvJwLnFMMPSe3Zzf2868IAFKXAHOZcKfBXIrhHoexCTBWTylmQ9GwBnX1wbX12qxhKGDDniiVkp8h1Nux+lARdAETP/UgjBcBk/cXkzzZek9wvC1LUfJ642a3A1c6g3nn91LdNsC6ygWPUF+aDO/te2PMl14Y54s+TfkdBjNbhhEyr8JF37fOtdiygs2aiVgBoKRQMqtnqHA2M8UJ28ev9D7m1QiaQ4PmLrhVQk3VH3hzPmWvEN5rMMfE8mwxcppvgedIwfPjrf83vXfv/cPCNnbzlqe87wKR61I78/9K489Xw6xsf4qvdb4tp7broLfi70YQDXvvwwVM0J+qD8tsJwCqdgaxY1uD9DmUdUe/KzRx1YGoFOCBnA46JnwiU5vG8ULz7qEuLIH11+FaJwserwZSby7t8eUP9PvNRTc4HZtE8Ki/eTM4Bu9ieQHlnta9Qo+bZmouexwrtM5YSlC/REhWlkxrYWe1VuWiR1oQxDECyYsUKtm7dysTEBCMjIyUDqKie5cuXx0wqT1RfTiilMbYQeEdjSTqt5s5uTG2QEbuAhit4yGghbi4pRi8Jm2Wg9re9RhJZlbeJ1dVWa1BWx60foO2fTc8gasIzuMLGwsxbK9yeeiN3cTm9dNFPJ71DXcz0NMY1dcUAXTFQF+4/9VFup1XOz2Q2n+LYkTp/jZ3jpHaKkQDjKmBVFkaiQVqQZAMYQGFz9ga+4zYEFtDZ6KgCxgpu0wk5MjzGSxijgWUcYWPb45zVtoszdg67jUdkVrWx7XEGXFBsRmhmaqIG0rM0ZJx0e4RmprOZuCkqFJ/zcG6zlJ+bJLIAt5QgQ9/hJwScwHwwZyspB+jsd9ImvBQlaYHKAbxy4C48TpFzSX0pVzYEbhpnkvYtJIG3FhLzvVnz5vCchqFl2wLzQt3WZH4KRmp9fVbgAl57BN40UdFyC0m9/3/23j08rqu89//IM6MZzWgkRZIlWbFiybZix3GOlcQkaew0IaEEfIAQIAcKpdBDaE4LFNpC6OmhPW0DFHqgpfya0iahDS1NfuHSUC7hEMj9QhycxCEmtmP5EstRJFlSdNeMtCc+f6z1znr30p6RnAvEdN7nmWdm9mXttddee631fS/fVz8PfX/ayU2ehQC+OJGEKqW6Qtku4luLwdlcbFzdWkzc4VpcnkztfqnHS7lnsRzKdj+mSo7Rz6NocYkREGOEZgba62nbZf3htau+lCvulLLwbyLMgFxP9JgZs3UV8JBRx4uyUNIpKM+VdezlFt7OFdu+C7dSBD6hcIFWe85T9tq7oav7EH10MEmWAjFu4p3sbTmV32z5V9paxo2ybRcuofgIxoo3AvN9kAgwScQPmPKKBCkSl1aPscadZuuRcvVKWNB7bASqJLRASFmw5YJz5RSR8kddMg6/l0iT+iI9StQws3lI52GiEO7ZowWIT9u3NgaBLTQet8BOlCI5nPeO3IOQpoh3UdxY+I7JXG/7xLy+4C+DvALz2D388MOsWLHiF1eXirwgeUUDuw0bNhR/79mzp+yxev9pp50W2rdhwwa++c1vFo8rleg8CAL2798fWUZtbS0dHR309fW9qLq8pLKMhYyV8i0aOhlAwU3EGnhBeKLWAEszYga4mDVZ8GvNoATuFwinPwAzodVjJpqDhF0v5boCQjUxhwz0MhHo+9P11zORADy/PbzjftKxkR/xGg7RaUDdYAfPH8mErXSLgaulgjoBVuth1bo9pJkhIMZ+1hpwpxkxFwM0unxreavfPMDMVJr5sezC+Bfrnpl43QRrm3rZ/cwGGE7RvelxLrz9YUdCI8drMCjPxT6L+Y3Qw2PsZw3bOYc5kjzJBjbwJH8Q+5Ippx1ogiaGLWtcDZNkCYIYjW0jBMQ4lO9kfKAJcomFVgdtCVusTXJEt9FimKjcOeWue1yAjhLb9PaoY6KsVuX2+XI8xyw1F93xALwXIlJ+KUAn1y4BWgOcFU2PhUViFOtqOVUDe+qMIqS4f4Ii2UpRJoEainn35B2Wd0JcnKWvHrGfBUyf0l4eEF1wbwL+vPsr9/4vSfxBssopgtZjLEud9r8oftpwQHXYbpNvnZJEj2/+5aS9NLADapvHOIkxqsmblAEjmI/EvrWq+/XHeXGtlHlILHJNhFPtQNidW3uE6HEFHINzPcQoMEOaj/f8GZ8d+jOXi07AXz8GYEnM3ziwHf53/q/45BV/yCE6CYgxS5r7+FWeYh0ruvqhC1o3DzFHNb8/+iWqfoABegch8QQLc7eJZU4sWk2YMbVD3VOOorWqtd4QtBC35+2CY4ct+YjE1vkAGNNmIyOGp0XwkXbD1NY76Zk+W2YCl9tuEtfzxaVTyqgpQF3BsHAGgQF5CVFAaxIzsa5qRbR44GSMKyuYbcdyhNMsVORlkRUrVlRi6E5AeUUDu66uLtrb2+nv7+eee+4pe+y9994LwMknn0xnZ2do39atW4u/77nnnpLAbseOHUU3yi1btizYv3XrVm6++Wb27t3LwMBAySTluq5R5bxkohnUxPVQu3sI26RimCqKXjRIvphpFlr59ICrg7gDHBGKiJ5ghMgEFk7OmuREW+FkMteUz9jrCrX+uDpOTVIhf/2krUsOs2iQshuBFvhh+1Zu5XL66GCQ1jCoK5WjbjHQ5U8yPqhbC92bHqeVoaLbTkvrIAOHVi9+DV/s4iz1ulE66vuYI0khiDE/VefuAdwCtA3mB+rYPXAW1M6TWDlBlklTP4mP024wUfENQOIgnHLKUXoad3IvFzBGA5NkGaOBt3ffwsnTowz01LOTHu7m1cyQZo4ks6TJTaUNE6YQKZSiXNcAakr9L9fmpUDdYljFP7YUmJPvomhABwstbEthujxeKQf4XqoyF7P2vRQAz08ErreXur4sLYV4XdpbbA32Pqb08lPqO6POsXaG4SZ7K4IqtOVQjp2FeHoheNH9YhjHmBsiYZH7EQsZhN0i9X75rZbCvvHTH++WJCp1gYgAt40YEhlhCW0Gauepbxshm5xkbLqBqd7lbjz1lVy+BVPK1mOe/o05ryYzaw8tcHLfqMHUOj5bytcx3QK+AsJeJnqumsB4ruiUOOLGCS52C5xCUqfC6YcmRohR4BCdHH1tLctzU4ZMpc8eO4LLOdcObKbYDz6x4/Mc2NzGd3gTO9hMjEJxbKxmjp2cCcBkY5aPv+mvSLVixrbXYtwsJ2wbDwH7LJumAB+pt7iZivuqDWVIZDBsmFLHEXhm1PTg1nFIt9v98owCV+5shCujfgOlR9bgerE8qjqgtcVY0Z4ZXfgW+W8qGDfM1oyts85JKGsQTXYmRCpRHiSBSYoeVEK7KlKRSHlFA7uqqiouu+wyvvSlL7Fnzx4eeuihSFD20EMPFa1kl112GVVVYQ3pRRddRH19PePj43zlK1/h6quvXnAMwI033lj8ffnlly/Y/+Y3v5mbb765eOwf/dEfLThmZmaGr33ta4CxFJ566qlLv+HjFQ3WovzNhUwlap+AwAAHrLTlKOcdK5Y4WfSLe6XPoCmuFTp+ToChEG1o4CCupFpLB+Ge2WrLHVfbZIKWumt6aGHnEprsVnO9oy213McF3McF7OVU+ujg0GAnzw9kwjnqluKCCeEFiYhejAnj3FbYuumH/C7X8iDnFyf6LJMMNB+DI1XhuJ1SCzh5RiuBnmPM5ZLsO7QpXG8BdeLiqCUHBAnmpxLsr11rFnj3qOvppO0C3MVqZ5/jcGMtd3ERkzbSokCMYZr5FP+LdT17eYwe9rO2eH+DtDA40gq5ZBgo6fZGbZPtUcyYfltH/V/qMf6+KCAX6QYXFbcURTzinxjlhljKQqUJx8tVWp9TSl5KIhT/+j7iOd7pRM7x6++Xk6A4UMSBuBxfp/q4WMu0c5m/tASYsOcEuKggOV/bKxJhUBcQVvyIZZ9jmJX2DOHrzOMIXMAArahnIXF11qIGYY+DxcYEX8Tlu83W9QiuH6cwIK4T54YZP0aiYZJ1TXt5N/9CgTjfybyRHSs3M09d+F2VdvAftW+p80Efpg6T47XM1KdpYaiYcqA4P0j6G812KXOL9tgQxZ4GeaLUk3lgCOPa2IKJUZNHLUQl4IhILJHIZbffzn2vvYA+OniQ87ms/XYzb0g9JOfcICbdgACmJHAbrL5xgA+3XwdbruPRC0/jFt7OIC0UiJNlkiaGuYQfkRq35wpZjLBVDmIseYdN9UZGIBgy4KmY91UTw/Tb8yS2bppQHN8s0DsNnYehLsAoOiW2zoLGCcJumBqQ6f91uLerBmiMQaNN4TCRh2fs8b5qJo5zMp635dTlLIFMDMdcKs/VKnTn8zAxZWL00pKEXZ6DBoS/bOIrkX5R8kqoQ0VelLziH+FHPvIRrr/+eoIg4EMf+hD33ntviGlydnaWD33oQwDE43E+8pGPLCijurqa3/u93+Oaa65h9+7dfO5zn+NjH/tY6Jgf//jHfPnLXwbgwgsv5FWvetWCci6//HLWrFnD/v37+cu//EuuuOIK1qxZEzrmYx/7GM8991zx98sqWRy4E4AjACyu9mkmKe3uoF0wITxg+hYwsQr6hCZyvsRiyaQvYCCJmchE+6jL1GyXMrlr0CiTtpStY+Yy6ljRQurAeHCB9TF4umU5t3MpO9jMIZt8vH98hXGF9EGdv5gqZd2B8CwIbmGzHrhonuWrnmUDT/JJ/hdb9zxKdv0kT7KBKbLEKUA8gCARfU2/jWtxtORHqng+lXEASLuiCTV5GyrmR7X9GIwfaeVLa97D72S+EtaO1mMWC0K+I8/G1mGEJp5iHVNkCYgRp8AsNWznHJ5kA3NUs7ewjpmpGlrrTbBHQ9MYRyV1BITZJPWCcczbV+pZREk5MFfuHP3xr1kU39pSCjREXSwK0EX9LgfkypW/mPigKcqaGAWuXi7xAa3UQbtcahFrFs69T+eiK4LxhP1YMMIxjIOYLF9liamzcUVZLGswK07rJnwE92g0wCn2CWHdLNUPZjEAT/eZKFKZKpecXLwjSrr+Vnnb7P82TEzXRttOkqtPGEDjOAKntbB83WGS5DmDJ/j36beSuhU4F8a6G+hr6uDIVA2MJVydfMZan4AL9S23L+1VC7nhk5iszzJJrQE04iUi84T/rotbvibo0hY7WMgCncMgiDMw4OkADtRIvrrAHiOxxbXAPfCh136RP+Sv+QZv44zNP2X19gEDoLTXxyjOOhbg5rY+TIzcA3DWtbs5q/3PTOqBS+z+w/YzigtFkPmpHgMSrSKtqh6aDpr6zYxDWpKUi6JNgOE0JrxBk5hhE4/nrXpI2kuArAC7afeYSjlkT6qmEhVFGqirNbF1mngFwqNI0Q2TcM8H3HMUF/+8Yeec916hQPpCQSUsD4xFsyYF8cVJzitSkf+U8rICu/vvv5/e3t7i/+Fht8rs7e0NWcgA3vve9y4o49RTT+WjH/0on/nMZ9ixYwdbtmzh4x//eBFgffazn+Wxxx4DDJDq7u6OrMvHPvYxbrnlFp566imuvvpqent7ecc73kFNTQ133XUXn/70pwmCgJqaGr7whS9ElpFIJPjiF7/IG9/4RiYmJtiyZQuf+MQnOOecc3juuee4/vrri7F8W7du5d3vfvfxNNfxyxzh5OEyUejFODigpa0jWusq2lxfAQ/h5N4iBfVfJgntoqldLE/BUUiDS1QqQEWIVAoU2SqLkxg4SmyZoHRcn4BPHXStLXiNMNqSYo4kt3MpP+BS+mlnjAaG8q3khk9ampVOt0kUYNBuR52w8gP7+ArvIUaBG7iSdvp5mHN5dn07d/FqCrbxYhSM+9iYV7a+hrRzLUbLLjEwObVPu47KonA9NK5/htEdJ5vyB/AWYAH9tJtFwgEc6JOFhnZ7FY1wDqoxzHYBMfo4hcnxWpKpOQpBjJaMiSUZ3WOu+XTbSaxas5ejz7SYBbIAOwGiUm95tosRoixmuSi1ti63XQO6Rd0t/f+LocdSoC7qAf+i5KW8frmHU+o6shz0SUa8BN4yXuj8bjodwQKQXgXDMqBMErYfwMJnI4CuhWIsmliOI0G+2Dp86gkt8zgg6YM5/R0ArQ446T4Zum6UVDklzlaMi2Abrl3W48YLZe2vXzlIB4fpoI+P8jlS38ZYjfrhyu4b2MupzKxMMzp8ctibQ7e9XEcrCEs95gCYqiJGwTDlanc8aV8BUFJXmdskwbbMKeOEGTDFM0UkhQFRcr6EIkwDF+LweD+O6bIRnuAMAFoZZPWuAadAHMTlftNzXDvFHHdF5s5pW+ZBzLj6dcIurQKwRIkp97ER0/16MM9sF7Ab0gcpuosWgVk9hkxFWIuhCJJmpmHQgrpWa/E80mdud4O9n2PjMDoe7rmNOF8B/SYqnlbSmFQGYk1rzMDotLPsicqihrDfgUgCAwoFXB4bgaFRY+sGlwg9DtTFbMoEu5YIChDPQWDXEfEYpJKEkWVFKlIR4GVeVdxwww185Stfidz3wAMP8MADD4S2RQE7gE996lMMDQ3xT//0Tzz22GO84x3vWHDM+973Pj75yU+WrEs2m+V73/se27ZtY9++fVx33XVcd911oWPq6ur4t3/7N3p6ekqWs23bNv7hH/6BD37wgwwODhathVrOOeccbr31VmKxl5niaBlu8okTtqjJYhwW5oET8a1NOiZONKgxdazWzmpNqrBYgXOvkElb8vPglaOTkup7EJHF/gThNA6o86U8ub86iu4px1Iw2FjPCE3cxavZSU8R1D1HA5NjWbP4i7LUlPr47abraunDV1/1M37CZhq/nYPNsLlpB7ck316Mvchaa0HMRtoVyyu11hcL3FqgzS7uhNRBuzJKHZpdeaNHWszvWmDlPL++6l/poI8/zf8FX0z+niEwOBf3nLQ2vAezmBB2MpvBNskceRs3d/SZFsglya7pozk5TIwCI3nbAVKmnk/vXweHqlyid2lvnScKBZHF9AAAIABJREFU7zsKTJcCvr5ElRP17HxQF7l4Px5CFCKO8beVAhXa3FEOIJa75lLrEXVdOfZ4rXZaO7RUkWWfLP1qCEfx+KLcE32WSgF2Os5XKzt6gd404Wcp4E6nVxBLnUtpQ04DOKm3b6mdZyHA17LYfqmwPW7KS3VQlChLnTrd5qRkKwYgiEWzIUeqdoZCEDcsvEGMVO0MHfUmVUkDY6zjKbYefNQRXI1C944jfHTz5xiKtbJ9ZQPPH8qY91fiY1faa7bZeg749S1xm0pGW1I0ZnIOrItrphCD6HymMvZP2GOUa3hRidiiChdvA3DkIwLsduMsgesJKUDbeZZq5vg/o3/iEoBrojDrKnps3FmPSGJIVTQDZRMu5EAApGwXcJex930QQ4zyrL2G3NNptszD9n6ETbPDtk2LLc/LvDSbcz12omCAlyQgrxuClS0GTEl0Kdh4OaLt9kI9VNyXN0BsdtqwXdYlrfXOHi8gT7854N6ueIwil5GcN6GuG+DewqBgt8dhdtyAydmc+Q4KlOYkOlHlFZigvCInprwSutGismzZMr785S/z1re+leuuu46f/OQnDA8P09zczKte9SquuuoqXv/61y9aztq1a3nssce49tpr+frXv05vby9zc3N0dHSwbds2PvzhD7Nq1apFy3n/+9/Pr/zKr/DFL36RO+64g/7+fjKZDKeddhrvete7uPLKK4nHfw5NW4dTcQkIk0VBkzpumoVrRm1x86ua9L79JOYa4OXUNnCxDH4iWYkR0LF3sk3qKK6VkkA1jpnAxKon9yBsYeJKI+kRUjC6PsUYDRyiixGa6GUtT7KBflaQp9qAknya53PVYStRKRBXSuQ4SQq+EnjNPGfyGI17cma22gmZ1PO88eLvcCp72brnUT66/hoDqIAkeWjIQSoVrodu32bgPBMHMz9VY5gktfjadLXWXr3qKf581f/mN3Z9k/tXncXWOx81bG8H4H/WfwG22HN7MAsMidGw7kXz3Za97KB9Dl3wJBuYpNbE2AUxSOUtVB4jTzWFIOb6wjBAlaOEl3vUv0uBtlLPYDErXNQxUd8lSVH0wh0WgqPFOkc5ULcY0FoKYl2qvJDYuhcC7pYisiyM4wYt2a6TiWPeJ1j4bKSfiytmrfro7ZLJ5ghO+TEgUUIiUfnkAswLEJWkXYNA/RzlW4CpoA9//1JkNgzsIh+3crsUEWvdeoqxdak2Q6r0X3iCNeznQc5njmoGaWVwvIU4Bdayn23cxnt2fM2MCTKGWsvTueOP0lQ/QntrP0fWd5tcfYG9lljqtIumngP0XCPb7DwxSZY+Ovgmb+P9qa+GlSqSs06LVkoK6JPt4pkhoK0dNyeIZU3Kr8d5jggYa7Lfg+b3j7iEAjGq+u2x0iXE3d8CL7EeVY1jAGAep7yU3wL0Bk17hlInCODTBCmjtv7duFh0iRHPqDKEZMRXRtnnUCOWTiUrcW/dfD48uilHZxI4x+UA16vlEfrqpUTBXVrrbsXxWcqU7zQGzInVbTYfBpNxdZzOgQfGTTMeuN9BAEE1FalIRSLkZUUfN9544wJ3yxcj27ZtY9u2bS+qjEwmw9VXX83VV1/9osrZuHHjAovfL0TEeqXTA4hIbJ0kABXtpj4XFrqxaA14QNhNs1YdPx5xTe3Sp4lbxMInE7LOfacXAULQIv9l8u5X5UidM7iYiRjMr8AuYpJFgo8xGhihmTmqmSPJDDXkc9UQxMtbi5YC8gQUbYXV635GK4MmQa3U1bqpLv/6FMt5FJIwsz5dZMUMiJFIzTGvG1y7OjUAG+GsNQ9wqNDF6Fg2/DxScM7p9/DwIxeaWBo5t80wcD71QA/8rSl2a/ujxjqXwYHiB+zv9RjgJgugdnPOZL1xY207PA71MNBezw42M8ZJzBTSpg3jhaJraYE4eSFJESKUHI5oohyQjmr3pYK7KFDn7/c/CywMvnWlFLNllJRzxStXXjxiWxSAKGcReiFSztIWlQphMYmqhx9tE8cu2SiZjFznofP7gLjtyvjUgAEYAuaa7UeYYFfa46TvjTXhlq1+3jp9D1HgVsfF6WPlOFkazxAt5Z6f2ChsmWXdkXUfsVbPAGc964SV6/bRwiDn8jB/f/APIQl/2/7b7GAznRyipn6GV3M37zn4NUMCMoIDOZIAexyeqD+NOaqpYQZSxyCuUj94YC0SgPvvr3W/HhlsYrC1he2cy/u7vuo8NSTmTeYLnVhcXClFYSjzmFY8SvyZpCKQuUGaLYMBW1KumKvagRXmWxKNF+uu4tb0nDQ/bVwZs3lIFzAul+J5IikGxH00Y9tXpzUICM/XYpETUpQue75+TQUoSl30M8C1RSJuelNdDJpa3b7WwMSmBYWwy6TuUbMYHBrY6tTYagjfjJ6q5XuisHA0EWCXtecW6YFixuIWFMxvcVRGlSnHgQVzEltn7y0Rt+VAJd1BRSpSQk4Ii11FSkgep+EWlimxiAnrVkCYREVEW+X0JCY+/571J3S8MHAJVT64yVenHkjh4gLATZja1K8pqrXGVqsA9UQm8XlSPxurMd8Bh+pXAsaqNEQrg7QySW1xwp4ky9R0ltxUGgLlhlkKZJQSveBIAfFjRZbIBzmfv774d/jQ+JdIPIKZKe058xdCHx2M0UDfdAdTA83GTdGPUanF5Lzbsod2+ikQY2bKLB6Xn36Yy7mVTg5xA1eaODl5TtYVM7FygrdzC9yu2nYcs5DrxixmBm27TmEWE2dQtJYOtJhOkM1PUkjGi65Lk2R5kg3MUkN1LG+siGNZJsnSam90fqrGWeh8IpQoF0y5bx90RRlUogAgZb798yKfr+9y91KBqVJWulIo1L/2Yi58L7f4AKeUNc+vY9SUIq6XOmIn4jTdDyC8ktRFa7fMBZY867aYqjLb7tdlZO0JEvPmu3+KzaAc4UzUdv9Z+RY+/xqlrjcPgfz2Y+qigH7c3GcKaIPlmw7TwiBr2c+1o39oLHFd8OFd1wHXmfdKAIXEY78J7mk5h3OnHzaMjXE40NLGTbyTQVrZ9/gm04YSo6uVfHq88p+NBnzyHMfg+eEMk61Zhmni0e7TOGv1blOfHAZ3K9bGYpn6vRXFYB5nKRTWyjjGVXE1LhZtFAOKunGKSAFh08CdFGPBt23+Hts5h/f2/D03tv8u3IZT0kl5jZAODEABA/ISEr+ewsW6y/gaxykj5bFJTLqMufJMJIfdHvstbqTShjoFhB7zxVraDYl66NKpIKw1cH7aEZRM2ubSvVeAneBdbXUTNkxt2ZPz/N6t+GuLjJrgwFoiHj626HapzhEANx9AVcadNx+YvHnH7MG5KCK3E1m00uQXKa+EOlTkRUnlEZ7IItpNPXlod0khNtE5ykSEaERiB0TbGeVWIyLATzSMqGMEWApLmdRJgGAMp5XV8X/gJkUNQvU19bFyHVkstMDPulYzTDOH6ORJNrCXUxmhmUmyzFDDHEnyVDM1nWVquMG4PPkgY6lraL2AiWNcvh6q4uihUzi6EvqaJ/hp/Az+KPgMay/u5eN8lvfs+xr0wVxqGQVi9Ofbmbp/uaMil/Kk/DYD6jbwJGM0cJgOcsMn0djZz/f4r7xqxy6e3rycu7mIXtZC2zw02Ok2NU+6doYuDplFwWFV9yHM896Is4wWMAuqEWA1zNdhCQ6qmUwaIJftnqSdfibJMkc1MQokmWM+Vw3xgJhtvBgBqYZJckGjo4bXhD1R+QH9xVvU8ygH8o4X1IVEu14uZqE7HkAnZRyv1e94AV0Jy9eSxNezl6qTvsZSXTV95ypZ4oljV+DtV7KANMSrsnyEvKPN7isyNlqFTcM8tZ1jTLUtt5c7RrgTJAgDTi26XeT+tfumbNPPWnfkUiL3q7VmaXWujjaSbaVAYgBUOVfwtdDMMA2M8df8AVUP4RgYRenWhDn+NHP6vvaV7OBsLuUHAPxd+/v4Bm9jlhr6aefI97rhIcKsmvJ8hMFTE76As6YGOAUP6jh7WwXizFATjq3WuU3BASMhS5G5RQCgn79USE4uxwC5IUz95fyYvfeHMPFqOdz8dBg23byPM379CXZyJm9vuZGr3vuPXHzDjw34AwMa+wywSMQNUErUEgaifveWOoloa+Y0ZixusZ8MBowPmfqQwXiEtKv7FPdPebbtODIWUXSKB88ozA/BofHwm6ZJU8R27duvpdeFABfhN8A/T96iOI6MRSQouG8BefEYNFnAJpa/mhjU1bv9ssapqzdupDPC5hlA7nkqUpGKREgF2J3IUo1LBSADv55gNYCSJy0uLKL9kzi3Vhz40+dpNjIJCpe0BWLtk7g4uU5G7Zf/o7jJfQIz4QvIk7qJJlUnOvc19q3qWsKsBjzC2TzJBvroYJgmZkkzYz9z+WpmptLMC2FKOTr9xUQmb031LQyPAzDfUMe8jQHafeQs3hu/hfe3Xc/bu2/hA1zLa/gR/cl2Hq9tc+Xpb6vxLhAjzQwzpI2rYypPe6yfPjrIbp5k/a6n+cFDb3ZU3jvgh3+8lfdzPVkm6aPDzK6aCjvuPTPZZrXc0y3LSE8/T/PoFPc2nsMc1eSpZo5q2umniWFaGDRWQiVzhSSTsSwNjLG2fj+74o0LGQU10Qteuy9qVYvYthiwKwvoIGwR8U8uB5aWEidXDtBFuTouBur8a/68UhNEXbucq6ZePvqgTquj4xHlUv49FKAgbJVT5nfta47Sk9lJA2Ps4GwGnu6AsQSNK4dYF9vLj99xsTlvVxUcSUBOri31y+Li1nSfULFs8QQEOiedbgvLBBH5zKP6U8I7fjFroL/klpe2xoC0HuAiaDv7AD3s5KYb32eASwoXc9aIA0yWZCRXD2tHj1BojDFLmn/M/A/+ePvfmHOt22TIhVo+AzjwppkxBWC2Ac3HYKrKPSdR2Fil4RgnMUc1zYyEGTDFHVQUizHCLMoyj8i8Iq794BSY9fZ6hzEeC5tx5CY5YDsufk6YM7HnfQeumfhLvnTVe7iD1/CPXEXrlYOcnj/g4uAscUo8b2LE5gPb4wOvLFGQ5mHeMotMTBlWyHjMnJuWuVjCG8QNvt/ksZsYgpWjkLgYY4UcwcUJ9ptUCIk+SAj7iY5ntwyeE1Ouh4J783zVhKguBMDp7ygbMywsV7/h2qoXNVJoyx0Y11EwsXXHAtM+ibh1xYw7QAcGUE8UXMrWilSkImGpALsTWaYwzJgiEmugXT9k5NW5gLT1ThGPhM7xSVLETVK0n7I95v3WVPky6eq4CbH6CeCoZSHzpkyS0+ocDUow5+Ta4VBmFT/lDAZppY8OJskyS5pJskzmswbQ5aohlzSLDe0W6DMiLqZsl2+ZPAPMYkZPqGOE44AaYD5Xx1cH3s+3Ot/M2ZlHyDLJ6i0/4wCnu9g4fZ1mk9x7hbWStTJI+uQZ3s2/8JYbvu/cYA+qc8fh1/7xfjZc9SQjNHGQTrfACHALJHCgP8AsJNpN3dPTz1MVmJx/O+nhEJ2sYT8XcC8t46MkRuFtXd/kEF2M0cCyeIHnx1KM7jyZ0YZ2Vq3ZS5qZsGZf2tUHdiJ++0eBNb1iWAz0lSorJDqVQbnYuuORqPNLgbqoc31Q92LAZTlZqgZjMSlnvYsCdXJsFa79lRuiKEpC1fPIQrz35PXv+Xdu++BbDTV8BhObJPFJOaARfnjJVr54ye/x3XuugG8B362C3iai29AjJvGsTAssMrkETDVBIDnzBISVeo7ye8GNEuYFjDpXi7X0nQe8Dpa9bpoNPMlNQ+8z7tajuJhZkZj6Pw5jLfXsyJxNB33sZTP/zHsNqNtJaau5fqcF4B3BuWK2Ydh7qXKxtUdUObYtR9qayLcmmSFtxqg6ioCGgLDXiJCFiLujKPW0SN2kaeKY+OHdmDHyNOAP7P4DOEIU8VYQ5WUSuAd+Z8VXKLwpzk56+Gd+i89d+CeuLEsfmbb55Y5pt0jtVomrUzxmwIm4JYZEAIvk4LNkYHWjJgH4kXHoegCnLLXgkpgBPqPjMD8OJ9v4udmcSRMgFrKJQtiyJlWVLq1BnkdjRJaw+6U+p9RoJxGsqPMW9OJC+K+24s3mCMXOJTLGjdSPp5vll5C8cRmvjJtatvghFXllSwXYncgigdiipZQJTuIUpggHmWt3Pz3CCyiTAVcmU02iIhpRDfS0tU3v064pUi+ZnCdwbiZd3r1AmCVTAz1h+bTXPmaP62UNOzmTJ9nAGA3kSRrSlOkGpsayBtD5aQ1ejBumttKJyxFeXXPqGLU4nOpdzj0Nr4OVx+he81M2bvkJvRvXkNvT6LTj9tg8SR5hMwBpZmhhkKu3/51ZeInrrMQhCmjfAd+74q18oPHzhsSlC7Ngkpga7WIrAFyeYQGqRmC+BYYsSO5lLTOkOZ8HSewC9sGFBx+m/eI/4FP8Mb2pNeSmMtY6V8XTw+udVl9E2kMDLb0Iw9sHC5+HLPb0uf555ax3IfFBXdQSpdSCWtP0+xcoFUtXDoSVGn5fDHD7eYoGd9rNUCJtarztApyq7D77XwhQQtTtXoyZuF1at8OVf7OP237rrfCAcTdLiOIpj4lRugdohF9rv59fy9zP/BVw+oU72bd2E3wB6E0svIYv8RIfCI+fY1UQ1OCWz/5zLdW3/P6jOQSjLqYsjNZSx+tgc+sO7tj1RrgD5z0h42id/d8CD/Vs4l/4TUZoooVBDtHFq7mLHnYyS9qMQTIOwULWS18RJnGOUj05R86T8rSCphae76kmzYxhBT4F43rYRzguTuYkkQIGVAnrpSiPxNrXglP+1dvyBGjtxvSJRorpcIpzp+5z9RjXydvgg61f5v5zz+Im3sWfb7yad268ie49R0z5+2wdCwawFZWbwmI5YdvdKlKrLIhMyLzcAukme6zMa9KG1tMl0Wj4f2bFo2aIULz6MRszN2NPHR236Q2AGhV7JqBOd9dyiT58vlj9dgf2tmcp2oyLVZcytS1eRlf9NhTVF8KoGTO58eYDQu6aNUkTTzcz7uIZwcXfNRXC0SAVeXnk2WefXfSYlStX/hxqUpHjkQqwO9FFM0jq+DQJRpd94IhVZBLSljABB/KReAYBZVKG5BjSwE+P3jJR+ppVSWA+hbMaateVevVfrqnvT3LUWTfS/sZGJslyiK5iOoNJskWClKnhBqNR12yMizEzlhI9K6ZY6APigzv9249XHAaOVLGvdxOsPcaqNXuJnfssBx4/3eTdsueO5JuYSxo+52K+uw5gG2bROoRL5K7SWVT9HVz7wT/kscbTzL4ezEJEL4iStiwB/XnbvgV4sr6bXtZYN9Ya+ujgJt7JWe1/UozX6953hK7uQ8zlks41bgyjnY9Ktu4vCqOsAYuBMr3wKWXl88tcIFGgLgrcLYb0fT308YA6P4ZqKee8VPJSWetKibbU+aDOF5WfLhV1iLKeictfJ4bB9SLo+/appj+KdUQUTTLuiMJrHLgHEt+Gp/6qh1M/sJN9OzfZGFCxHkbkidPxY/rdl7L1LcfBkJ7oZa0cGPU8o9xZpdAmoM6RYk0Rrp8lVmIrcB60rTvAPdMXwY24cVlc+uIUQd4zPY28iW9z9HunQBs09jzDzFQNhXqDnmqYWTg+xnHpI6Lc13U7xXHjwJQ9T7/3cuwAMJAgtqpAXiYsGf9zOLISCPcJa4EN5bdrx4yDMu81qW3apbPDntNi207ISeL2HEk5IPnq+oFvw9aWR7m769U0MMYgLXQ3HjHjKRg3z4Aw+ExirIMyRmHL6sdZBjO2jtqbQo6VkIpTzL0m8raHqETdosStmoY6S5I2mzegbhL3ieMYJzXQ8l0rdTNrUOe/uUKsIlxgosYol4FSXzvubZPt6YIDa+BAncTUjdo1gbBlzgfGXTMesMDyV5GXXs4555xFjzl2bBEFWUV+7lIBdieyNOAC4sWdRLsLCUDD7hdfftEyikukJlkR0CeLGAGAMlnqpOf6upJvR7YJkJvAWZZk8hTXz5xX5zhmsSbATxYNSaDdxIUk83CwsY1DdDFHNU0MFwHdGCcxOV5LbizrQF0pYLcUa51vUdL/5Vu7rOp9WrQ1T86ZAo5U8fRD68NgxR43vqeN8XibXVDOM7MqzV+3/w6/n/oSVdtxk70E/0ty2z1QdQOccdVujsWhShLdPoXRYo+oOspzSMHR9lpiBDQwRgd9NDDGFFlGrAX0o13X8Ken/AW9sbV8g7fxHd7I8wMZl9ZAk6X4Lpc+CMt526N+RwE1HwSUs9YtkFI56vzF91IQ/lLA1/GAusXirV6svJyATpaLvuXOlxLZhKUpvP6/4BgBGc3A+nn4G4ogQNy4ihYTAQlDGGuNKJ0/D3ddfzErPzhiFvc7MNb8Yt/QVkUrWqnji14FA2F6CdlxPC61jZCqc0nGJcn6cJUrTtwd1wIroYtDpP4K836DicUSl0Uh5WiFf+OdHL3jFOP6nYPR1MmQg8GzW2hhiDFOMmUPEPZo8D0ctFJF4uck3k65nxe3aaVWs/19BIbObeE+LuCs5G6jVOq2+8TbQ64Rw81Lozi3TcmwLakFBnFjYAcu19uo3VaLGQdbMa674jUCYUWmMFu2w9NdyykQo4lhEw/Yb/d34fLNibWwBdPfdtkyO+y1JJWE339yts4CMGW+lfh3zfqqx0xpS5u6oS4JNaMQnzL3LxY6zfFbBFG2+eS/triB6b2ajFo7BwuI0+6kUo7vbK3P96NL9e9iHJ56ZVoaXUzdbC5sxxaXzSAwQDD1ywbsSo0zP295JdShIi9KKo/wRJY6zKShFxgBbiITK5zk1hHApC124OIXZGDRuXZkAhVAl7NlWwtPiH5aYltEGylayjgu/YKAvphXZtLWUSxQOjC+BY6lIDUNuQyM0Mx+1nCQLhtXV8scSeby1SaVgbbU+Ra6pYC6KJWmnOcDtFSZ80qV76/9RMQaeASzMLLXqu0Z4zX8iIN00tu4ku66I85CIYHyusx9kPj/gcsNyyV11g1IrpcCCpDrgMHMcqbIMkwzSfKsoJ91PMVJjLGdc4rMondxEQ/GzmeMBg6Od5I71GgWgaKl97X9UffsA7DjBXZ++/vlHDeo07IYcYm/bFmKhU1rAzSdAGp7OWvh8Q7PC5AGS+/kUccu5fql4ux0u3lxckutplDnN3ufqYRZXNtxrErTu4uXQR/GUn0YpwCJQdP0KKdtepTd688yIOcItn5SMQvu5H2PstyV68fFg2QJLc5ruk18SQAnQ0PaWJQ65T5V2TLuijtqJ6xat4cHd1xi0hGAA7Rxilb8iTMT/J/YR/nkzz7tQIeMZw3HePSRrfzz2WOMDDYtVNBoN8Wo9zFQdZRxxVpWU52j5IYbHfNvzpZrY5Kfo4FBWs154llSR3h+8mO/pU6n4diZR3GJxqdtWf2E57dpDPB9CpNiQFILyLOcsGXLmNoNbDYu6S0MMkeSQVpZ3/K0uZ54QnSrsh7AubsHqi4y74oCU8Cmzv86gWOOXk1YNKiT+Vy8WOxcmpiGRA4SBZcR0U8QDtG6R9/aFvUaxnE57/TxmmUzG7Fdfgvo0yOCrmOdBWx1tcb6ODvuQJxPWSTumok4pJYBFWbMl1UefvhhVqxY8YuuRkWOUyrA7kSWZYQHepk45Hc9ZiIU95woy5JeZB3GaLdFg6mTqkLY7URAmlhSxPonwE0WU7p8SZguk7XEglgGr6IririMWiA62p5ijAa6RgcoxJeRt5T7YzQwZGneCsRs4nGVYDbKSlfKDbPcmtZ3mfEXOEt5i0pZI3xQjlfHlceY3NliYuuugGdaGl3yWu16KxZViY/sB/7V5DWiB3POapwLUyMU4stozo8wlcwyQhMzpBmklR4eo4YZPsDfM0gLD7KlmH9v9zMboDcV3Z6+Rt+/l1KAbbF28/8v9uyKslg8XbmLRwE/rcN+Mda1UuAu6maXOkQfT6MuVQOxmOhlm3zr38qSF6WNFjCgMZXkQIMw0+JKXNLxHIY4RPKMWYs+TZh+fsBuH7HHt1BUON2duZDd+88016tV5YXaQiqqAJ6+B/2BiEek3VHBpX2OsmFkgS5zbwLaVmIAXhxjmduJAaGBPWY9LNs8ze/zN3AtzivCKmyKhFhD0Btbyxemf9/lohNwHGCslTm483tvcJZ3YbKEcFJ4/Z7pmLtAnTNl69kMyfVz5DoxVtEpdZx1MR3jJA7Ryc82rub0/gPmebWaOoeUf+INUsBZ5fowz7QRlxqg2x67HngEQ3SSwwGoJszcdqZqJ7HAyfPL2/IeMH9f1bKL3q41zJImzQyj7Skap3NOaSBEKUMU3TmPWdfItPgttuPmMnBpCnRMuSjmUjhfR81wLe+HxJCW8Q6RTTWEwRNEq2CE7EQfKxa/UB46u00ScvicvuWiS327tbh1CiCsARprLdtl3tU1WMQil0p6N1iRl1xWrFhRiaE7AaUC7E5kGcFMfqLxFAtOHDNxicZbAJgAtQAHvuKYCeMwjkpZtguQ0ykPatW5wq4ok3BcbdeLJVlgSfyLxHvJpKcXShlC8WDzGZgjafLSNWbJMkmBOIO0MkKTza2mEE6gunQpEFAKEJRSV+q1XhRAe7HgTs4VVyZ1zWvWfAw+Y/8PwclXjhZZLIvtLOyhkpNQALb0iz7cArcF46I5DtXJ54kXIJY0M+heTgXgsoO3w2FYXf99COB32r/C37b/NjfxTphKLXTNknsTcOdbNKIAn98uflssdpy+VqQsFdSVi4HSovOPRe3XFfGtf6Wsfb8oebHXjwJ0cYx+PctCPTsLgZ0eK/R4IWOW3udXtxZ+uG4rv/ba++E7hPNwjuMYfAUUyPvQgknVcaQqbGkCwlY7+e+J9GupX+hdjoozkSVwgKOc0PtqgKbwPQu4XYkDeXKdKQzQOw/e3noLH779OlPUCsxKOY+xZDZSdMs+q2U357x2O3fm3mDKGMOArTZ7HbmnAXVv4MYX/Z5FgXMN7OTYIzD+UJuz6AtQrHWnHX2mhf1kIj+jAAAgAElEQVQnr+FWLuf0rs87paSkwZF4bMmtehiXv26QcEylxJ6JhU/AnIyJ8lvmtw7bRsLyHOBix1O2vB3m969v+Q9u3nIZfXQwQhNN3SO8anyXKWcfBkBOE7JuBoGJD0tM4JSV/tynLXhaDqq29lmlA8vCCVQJWYz3boh1bRI3Ukkv9DHQJAsjhaWnzqtvX10DhrQFwvnu5KOja7Vzsu46UpcajDspwEjekr/gLIQyqhTvT3Lgxfnls9bJGuoXLa8EZs6KvCh5JXSjirxQmcSxgonoBOEyMooLhyRplbxGEjN3EDNZ+tpAPcHIQiup9uvJR7ZBeMEt6RHERTOO03AK05cPnLooLtbG6mtpHR1nsjFLgRgF4iTJ08ogeZtnrUCMQEajuNWMR1mGSlmMyq1zSxlCXuibEwXqpG39BWMDfKL/8+a3xNI9hnFFkoXrIA40i7VOBmZhiJPAiWmYb4TJ+hSN4zkSeTjaYlZbWSZJ2sx15DGLoFF77kG4qv46Hsycz8Nc6BZzQiLjL/h0O8tirdzz8CUK/PptWBLUaUAHC+PofAB2vBLlslmKPGUpnURHwSxVfH25XOvnARhliVcDCyx1Ni1xKcu0b+HSCp1adYx/nPShKbNtWcM0D3I+r/mt+6nahXExlMTNh3HWOwjn94xjKPaF2GOxdz9KpK7aipWTG/SXyb6tAm9/1nx8kCv3PIyJsRuw+zuB82DV2XtMUvERnKeDnLMPZ92pB56Ad732Ju5sfoOxpgm5kZQXYOINj+CAmPZyQNVJk6RoxQ2EE5FPYZ6JpDuwz60IHFPAWIrJk7MM0sLj3d1smt5n6nyavZ9dGAseuPvUC1/JzycumAHk3gSp3XZ/Up2DbY8DOIITSQth7/VYzjJcyrECbOvhbRv/g0fqN1HDDBvG95mE5ZIDT7xSLEisSkFNwcSNxXNQFcDMkCUIkVCDPMyP2hiywLog5qCuBeYnTO45MOdI6oKJKZhVFqzGPKRb3P/5wOBeIU6BMCgTmVD7olRUvhpMrHc+O6YWbYeWkaFYLxaqteK4JUirfT6D4+ZxCLAUgKjBqYC6RNyA5wotf0UqEi0VYHeiiyz65bcONvfTHOhFv45HEFAnokGWTKb6t1xDkxZk1HEHMROu5KnTVkCpl07RIBOWWBuBo90GcIzQxCONZ1PLJGlmmbNumO30cyY7bbLbJEnmSKbmyMULEE+UBhp622JSCnxEvTVLKc+3+ulFbSdhJjns9u/g2CuFSlsAeR6nzdbpIXxCmgJFy16hBfro4MmuLGfmd1IgxiCtZJmkiWFGaHYWWnFz64GRTCMt4ifkLbRDmmfpA1GfUuLjoFKjki47Eti9UFBXLjOTrpRcfKnsmYuJvm6psnQdIJry4OUgXYl6CKVAnThtJcIWn3LNo4FMFODTx9WG/zc0j/H7hb+h6h/sNcTVUqxWOtZJ3oV6oAkO0cnyTYc5uvIUA2giK6Y7pCIukfrWqsOK96kzgolIbrsoU1cj5qWvCqcVEMAoaQJ2YQBXA8aleuMxOujjAu51qU/kI+N8n7rMEPz3PTfzL+/6Te6Jv86cM4xjuwwIx9bpdAcQBnfiTaBdMP33UeovQFHKEzIVIVbJYSlJmk2qhQA4BUa7UjTW51xZh1Vd9KMREqjNmGe7G1KixOq2+2WO0Ra8HRg3Xpk324FRzz4rbq1DmHjlR2DDhU+yPXYuyfo51m982iVUt+CZwFjp5qchbePEA8uyOThtekJ2HLpagIwBYoN5c0uz47aXjMLktLOGpS1AnCg4wCO9a3QaOvuhrskk9IawS2UUoNIuk6VUUbqp9Xb9RkTpaKRMYeL0SVYS3nkn2zx884Gx1Em4pOwXV1Jt/SuWF1hw98tGnlKRirxEUgF2J7L4VMtaZKEQePuF2lkCuIfU8b4k1XZZNOhUB+KKGeCshqKO09pMESEAEPCRsfXwk6aPwvLxKUhBrCMgRoH9rOFBzmeSLF0cIkaBDvrYzA4eo4cYBQrJGPnaanK5JFAVXoREgYylgI2lAhPf2gAL21TKSGFiQdowWnQwble+OrQ2Z+ovOQYfMG1DB+a5CVDvxlnYdH3kt01oSwpS49CQGSPJHNuT51IgVmQVLRCnmjw/6d7Iq3bvKlZjPgM72MwhuiBuk0b7sUdRbRv132+zKLC91PYOSTlQVwrQQTSo8yslNzjPwvKiyoTSpCJ+5zseUJbwvqOWYy8WbEo5/jVlu3bMSuOyYFU5sLBYVQSs+cx/5Y7zWBYPxjrZdHif+WNjRunDxdbZBbQ52P5+r8l7efTpFaXdPIsiz9q3eVhRVkAjQgAv7aLL8BUMNs9fvMq89w2E6yMAS/6nMC6Ym6FtzUGaGGb1jgEXVwuOEXLatod2mx+Euxtfz/Vv/w1+O/evcDcOOLZ519aAXL/XMp9EWechPE9M4ax1Y+pcL1ZvLl/NZDJbTOcy3b6M2/ivpLfM8Jbg+8b6KGEC4AC7fm5DwBZc2gNJnSBMlMJ+KS6aOyC3DVLn4fLn4ZXZhHOfPAzcDHUj87RcMcgkWQ5sa2N1+4ApbxdFpVkiCTxrwF3C9r2JEdc8s8DICDQGjt5/EtN1a4AgMFapRMGqS5ImXi/A6PNGCffEbB7i464sEelt/msVxVDpq7f0211qdJHLJVj4dixlQSlvx0TegcEJ+9HnT2LaRQyTaZXI/JdSYrwy3CBfCXWoyIuSCrA7kWUOB5Ag7DIjYEusYJKUVRK26uyeKdzLrN0xC4RH87g6Rs6ZJpxnB9xiI6n2ZzATprCPSTyDlK3dbmTyjkN2PEcy1c9kMsuvch9jNDBMM4fopECMdewFDPAoECNfnzTpDuJquokCAv76OmoW8+MfliJ65tNlRoE8iaU5Yj964RMHxlLGLVUWcDHMommPPaYdxx7XhLOM6nrLgk+02dOw6uBRSMJwexMjNBdz1gGWDfNcXnXaLrOwipt8SmM0kCRPqvk5ckFjeBFYzkoXBagpsU23WRTgkzZc8Fz8eDr9uxyAWkrsXSLiWP9hlmLU9I99oZa1EIJ4iSRqde5LKXAq+2RQqFrIDusTbshvP6Y2yr1P7xMLmbKSjQ03cE3rn3LzZ99t2F91ehSxXoMhCxrHkGa0wKNbTuO+wq/CtxJF2v+wSOoDLXa5K/1d6iUEJGBZJKsoLlmF9CWXgOEmTPJyv1/NmrLaCFuzdHsI+GrAGPfa5jmJMS7nW0bJIznRhuxxEkMtoETaxY7Lz9FgyoljrGm7IPWOUXJtjY610n+ntTVRPyf9fKVttAunJCcXwpQA5+aJOT+bnCRGYNy/47A3ua6oaPr3C1/PW1q/b8YviWPTfUliix/DKLbOtnW6DWOVtJifAgYRSZx5P6Rute3WggF2Ml/p+S2PUzra2LxN9fug27izD/TUM0gLm1L7XB7YfSaubn7aunYqZaVY056xcdCJuEsTMI/pOXF7fW2JiscgXnBlaOvVKBBMO+tYDWaIFzvxUkcbadYol0lftEVNg0ApR+z3ePvQx8ecFVJ4YydUGeDcP2dxVkBw9zofUAEgFalICakAuxNZNHuYPEmxkskCX0BdHDOCHsZZ6eR4yvyXRZZcQ5gtM+ob3IJCFnjTmFw7YlnS9ZTzhtS5msFMLfziBUj0P09n10EO0cUK+jFwZJg+Oopuma3WTTBPNUfjLZiEwar8xSxE+lv7mfguZaXW9ixyjAbHkqNqJ2ZhB2YRpBe0cn4rThPdjkspAeG8ggFmoVKw36MYkDyl9ksKiYPm+8ymnTyYPJ8ZakgyxyRJdrAZgK93v4Er+C5MGybOJziDauZcWT4bpr/I8xd7fvuUAnalRMqT30VZDNSVI0eJAnWLLYeiHJw0RUApKQf+lioSt+VvO17xy1jKNCBLyigNxbEiw2LIVbFUMSnCoE0DdnlPNJjTcWc5eH4gwwOt53Ne/X2svWo/b+MbXHHndx1dvsSfjuCo8bvhbi5i9Bsnw0M4spAFpgmfNEWxeupE6Zq9c0D9lvKk/GLZvqlr3r0fDTjmTxkbDmGAVi3GWrceVq3azyX8iPc88DXnii1lTBuXvCKYECDzLEUrVmvLEImNE8w31BlFUi/k7m50AFK3hVKuhWL/5BYkxlaD20PY3ICqTbSiSpWTaJugmjnmbJ5M6mFtoZf9sTXMkGaMBr66/q38RuabRhEpictFOSmeIuIyfjlwh/0M4ayX4sI+jukPQ/Y7iUETUj+JQ9cKS1GItdtr/635n+iAtvPG6b+8nemeZWSmnw9ZTBP9qkygLmbA2gwWdBXCSbYDzL75aaiJGeBTY9tpIu+IUCRUWuep80c9Ya2Mq+1xwsQpUXpHIvaXEj3aaRdL+QgYE34XOa6YHsG2i1jrfL5huUcBiXH1X0DvL6Xlzh8iflHySqhDRV6UVB7hiSxiuhfLms77A2GQJqxgot2V4zVo8yd3P/5FEgCjzg9wsQy6jHo4Vg9Vkm8ojlO3CVgR4hRh8NTseBmzXeeoSpLnORpIMkeMAnmSxAjIk6SdfgrEmKOavtoZckFqcWCxlG2l/ssioJw7VymAJyBONNkasMjza4ar1/05fBpniZNYI6HSFqAm9OYSnC+/wbkx5TALmm6MG+h2yNz2PDWXz1CglT46GKSVftopEOMGrmRH92Zew494gjP4Ea9hkiy53sZwbE0UsKPEtnIriqhtce9bEzuUPLkcqCvHiLkYCFxMfIQg+uuoMqIiYBYTebHk/BcKEpc65Ee5YPrf2mlLASBdXf3sS1nr9Luf87ZJGTqucwAG4quZ6swymckyRgOxiwu8JfN9Y4GRsQqMEmM9sBGTN00IQvwxTr+HfjuIMkZA3Up1f+JermPMwBELFXMoJgj3CWXdazP1K8bZ6lxyzab+bWcf4J3cxKfvucaAp8OYMcD66B0LzKI3kcJZ8vvtZwrIw3tGvsbgthY+vvn/c3W1AC9krdOfFAuZOeNqm4BCbDnaQucrYpTbaTKVJ0ZAgZiJsRuHun3zrFjfTx8dzJFklhp+2LGVX+u6PzyOgfMOCXBzm8R0S8oe+eh0P9OY+eg02+YSiyeMmcptvehx0o8hXhm1ZT0GbIezkrsZ3ZYi050z970eR9Bi57q6ACaswjJtQcksFJNspy3gC+x2sWTVTEOrnfcE3MgIpa1x8l+/dn4OOz1SaIuflqVG6uoRTY5Pe/t02gSd9ETX2T/eB57+yKmtm8c7clakIv/ZpALsTmSpxhFrgHORBDOaSxJxYb7sV8dr7ZD+lt+iuZRtQpYi2wVEao2sJkQBqiQdAzgXTNG0yqSpqJyLZYgVStxF49A4mqOx/gAHOtpIM0uWSR6jh1nSFuAVaGCMSbI01I8xQOPSrEI+QFmgwS9xTrntUUYN1L5AbffLSsGmtz7EG/k21/zFX8J2TEydpssWMOwTFkiMncQX1eG01gWchbQbs6jZBXEKJMlzKnuJUeBMHuMwHdzNq7mNbfTRwSE6eXzveWYRpzXx+h6igJ6/sCtlKPLx0FKsoYBbNENpIpJyYK7U9lIVjhK9zPAfZhRjZdTyaSkgzUdMpcpaTBZrYP+aPkmK1qPLvqowUIt6DP5443/EvVHGL59JVRP1DAB7YKpzOfvWLqdwepxv8DZGzm3i/XwV/tnsL1L/A2SgnX5DnLED05d1XUKgTtkZfFDXiQEPAjIFwAmxiLho7iLisUq5aaC1aIljPXAepNaOkq2f4ujjp7i8dSuBnhy/yn18uv8aU+6zmHd9GgPu7HiZkPFV3AcF1ExQdGe8uv3vuOnt7+Lx4DxT5wEcyYn/TotFVbZpZZQmtNHnDhBWCGprqwLTsXiBNLPUMGOeyyjMn22Sgkv6mhgFA8ZtmpZink6pj4xzUziFpW5zURaIa2XcnmNdzOnBKMUOY/rEbsx8JQzDkgLBWguPBZY5s5ai50Pj9pwB0qsx+fPihBOXY5gtZy0QrQmsGyEQj9s3yf6fLTiXRHDHaVISfzQTsOODJZFSRCoi/isZldg8Kg5PxFeHlYvvk31+2gWdiiFqpKkj7N4JNq4wKsNIRSpSkQqwO6FF0kbJCCoAT8fLCSX+uHdMnLCPukzWshgQK6CAOp2LRwLU63ATpkyqOqfQCMYdU7u82Loei0OVzrsmwFFAn5C8CBBshaMdtSSZI5uf5AfJS9nPWnu7BQrEiFEo0vaH7kuLbz2TeywFAv1Fqv4uFYNX6pp6NpY4HAi7oG2Er3MF3TcfMaAuwFk8JV5GW2LFapoknIy33X6EvS2JsWbIAqgbnr58ucnrhQF4b+MbdE4/zd2ZC9nJmexlHbueOcPE+gm73WKulVFa/6g2idpW7tgFEgXq/CVGOXfMxYCellJLI32u7khRyx8tL1TnrHXwLxQgynH6RYiKrvGXVf5UoUCdtq5J8X4/8a10Udsl3gwcaNIAb4BwbFwz0AkH1p/OgZ7Tue/0C/j2uW/iO8F/g89ixh+x3PXDVdPX0XnuId489gO4QZW9oE9XuTaR2DfJKaffWan/SvtbGB9FdgGB5MfTbdxoyllrPxuBthyt9UNUk+dobQfUVplyL4JfP/km/o4PGIZcyTcaYMZVy8QIlrxDj2m6S4qr+23wTz3/nS1vuJ/2+mc5cM/p8H9x77ZuC3GHlbnBJ4yRZ5ayz0VchXNVbn9cnafSoxhgN0OaWeOKmTOpbQrETMwdFFPbFN0vJ3CMvTI/yJwUYKxwuzBjnFj3BVjahO3stucM2f0XYoCYLgeckkxJVZxw7jshbJGUMx0YIpdpW48MHJuG0XGKLoTCeEkB0nlorIf5KRgtmKaSHHTFPG8xS8tTWAiISi3efHZMKK0CktuNsu4JHZBftv/bH+0EhGldzqz6aBAq/5UqpTjyyEfvA4jHDOgNftmAXSWPXUVeInkldKOKvFARC1fUdu12cpgwqIhaWAnQE9dObZWTazR6x+oUCfU4txaZRGWAELfAJMXYryoBjGI9FIAo5UochYCTJGSnpyjElzGTTPMEZ9jk5NUABMSYI8kYDTz9TGc4UF/fq2bjEwkIs7iVAhx+WbJvsbfINwCJJjxF2HJQCxef/l26dx4xuZLAtWeAc8kU0N2Ie1byvIUGfAS4FHgTbkGzz+6zC5Eb23+LPjrIkyTNDDOkKWQMeUGaGQqFmElI7rtp6UWttnjo/b5VDxZa8HT7lAN+C9q3HKiT36VYMVHnlbqg/q+tY6X02OXKjQKFsu2Fkqm8FOJ3XL18imMAnYA6XX/d9ioVwFJAnY6Z0++hKDkaVDkCknR5QvAhFqYxzDu7C7gfjqzt5sjWbi7Z8h3ueNMb4eu4BXg7pHbAZatv545Lz+eS5gfhM4TdEH0zg9yPNkEcsXXVScQ14BG3THEd7QW31J117dmJAXWdppzlJw8Vc3LWtg0z9bosv3Lyg3yUz3EB99H4QM6BCh2PDCREwQZuvBDKf6n/OEUFz7r8Xh6o38oQLbx+5V2QqnLAK0pZ5QNFIXuR59Jsfw+Izccuz6U9fCtsHFpjgzQwxhp6Oe/g4zANy++c4m093+UbjW/AcCHHqGHGsVzK3CT3Kt4odr6YuDRB3eC8UxYeJsQMWuxbo7gcdqMYMLYZY+E9iHGn7MPlz5M8rHLNmCp/N3CmLb/J3usBzKuTM6EEdTYP3UTBMT2KzOYMqJv1tmft9zMF87vVXsIHQiL+CKOtYL7okTJqdJv36lLKdRPCqiz5L6Ktc5Jjr5z/hA/o/JGnWK4FyS+E26wiFfnPIBVgdyLLDGFrj8QFaM3iiNqvn7YmMpH/ot2WRNdJb59oYHWAvhwvVjwJPBfCD/W7aKUDZ2VK2TpqC6IErVu2zVw7pKZhJpMimZ/jG7yVYZqYo5oZ0uSpZo4kM9QYC9RwaqHVSM9ibVDfM8CaZC+v5m5iFLihcCWjXz05OvnuYuIvYkuJXtSC02DLgrcBw3gnC1KdbkLArhDP6HhKaTdZwAmF9zRMfDBBNj5PlSxwhyi2eR8d7GUdM9SQZpYGxtjAkwA0MEZHrI/RVIth95NFnwZ5Ue3gg7TFLHeLWfV0e4prVSAEF1GgTstSYtGWsl8vf6L2K6bDRUUAXak6R8lShumldtYokbqIfjxKXy5StXCbfoYCakS0MkX6v4A4sYTpdAb6VqIA4xgOSAnAE6XMIfP7zuANfPzKP+OzQ3/mkmNl4J4Lz+FbvJnnaOANZ3+d7775CvgGxm3Tv5aITrwthCgrMaBM7kHntZPfQiAyBQxUqfasMuf2UHTDXL7uMO3008AY69jLazI/4oqh7xrmS0zdi7Fe4k6vXbGFGVnYiWWMrVf7xCU1Bb3JNZx15244sJvXX3kr3w/e4oCofm6aCVNvkzFMJztfK/cZUFyO++Q4okALKI417+ImA5DsXFP1BMQuLBTd62dJh/tUgAN44Mi5gFhQMB4i63FzioyjopzUysg8xgVzH3AxRhHWbs+/E6dcFFd2Pdfm7XlNGDdMSYYu9azFoJkMxKcNGUowHZEeIG5BW97ZdeuAlkaT0641gmhkKVJuJPL1Zf6IVCoyuFhnwq9IXB3r8wzLPek4Ov9Y3yInv30WUF8dVgF2FalItFSA3YksMqlDePIUUGdddYpxcTIZ6tg5/Tvl7a9Xx0heIG1l868JzqrXAhOtCapz88ylEtRMzZOQRYZQVcv/cVw6BlQ9krCnZRXV5OnKDxAvFLgreRHbObcYW5enmlnSTJJlkFaO7u8oDc5k8TIM4zvbeLStjUd7zuVXVt3Hutheftx5stWwE71OjgJwvuGjlAVPFrgrCS+KOuG0Sx/lORoY2LuaBsacKypEgztwCznZP6KOV664fbEODjZ2srnxEdqGxh0gbDcpDOZs+wHsZw038U4GaWWMBpMCYSrh4onkoy1yWmkQBab99ot6LqUspHHvt/TRKX1gKYBUDuhE6Y395YzvSuk/VH3urLdNL3WiOkPC23+8oOzFWvrKDfv+0rOUKPbIgDAo0JfRbppi7RFLVycGEOjYOg0wGoDaYxAPYCzh4tY61fFHcH0yjgEOvXDDeVfyxB+fwblsJ0aB+7iAftpJM0OMgnH/68S5Tkoddd+WRyMgzbdayWNbi3FJ1M3aZj8CPEUZsRIT59cDbITGzc+QZZIeHuPG238XuuHfu17P413dbMrsM8owyTfagQFBE4TSBhSfgYwHMgaMEE5lsx44A77F5Wzq+it4COP2eARF9uK1h7RDGw54C6CV+DzkmR1job3Hih4fUlDDDJfyA9bveNqNjdbFcR17+SlnMEeSPEmnNJQxT9zRU1gUBExDpv95p0yU1A/itpnCxXT7aXnGMW7vKdtGTRgXzRYci+a0Ok9cPDO4HKICIAu40INpYNS5YsZjthlsLN08MDENaxtNHJ4cM6vAp7zpz7DQulVOBKjJSCPWM+miUdYwzXZZakTSQMsXH7ilCfPoSn306FejvrWvgO5B+j78379U4ivff1HySqhDRV6UVB7hiSwCugSwyYLITihF7aYWnxBF/5ZjZdISy5xMqjJxBYRdQP1ZwMY+xIICM5kUJ43mzOLkMC5fnabpj6n/cq0hIA/V7XmTGNtqnHdyJrOkKVhXnTkL7sZoYGSwCaaqokGFrqcs3saAgQQ/7rwY1h5bCFCWKlHgDm+bLGS9mJXfuPR6/iH/P7greRFPrPsvXMC9Lk2ExHLoBSc44Cf/JWZEX9dqnifJcgZP0DA9blyNchQtrAExZkgzWGglHZshyxTDNBfdW2dJuzgnH9BpdWkUoAvK7NNt5LdjVLsu1SJaUkqBNb1vqcyVPqArdSO6olFlvVBw92Ji616I+PT/pbYRvTDRgFxA3UaK8WW1nUdpyozQySEu51Y+3H8dD7Vv4lo+QB8dReXD8KpmjnKK64edmNuW/qmt4SmYy1UzlmngLl7NrF0mZi0FRZ5qhmlyedb8fqbvIR6xT/q/TiLejAE/YtFus/coLqPDtm4b3ad281HaY/1kmeTGr/8uPADTn13Gds7lCc4g2/IvrN41YICFpDaRRb8AF10vcdWW+xEQlMKMKefBzV2XcSuXk+2a5A9avkSWKVdHfc8rcWCuQf2O4wCxXEssp8X3QfV3/d4LIK6dJ8kcF0zf7yyq2HscgtNvPcDey9cxhUlevm/bSrpTR8x9SOqDady4lLfbz8OgAmEF1fHIMr+IG6WQd0kIwDQmB94OTOoEiUsW0NaPGWclpcwUZk7SAFrinMVyZ5UNibgBbbOFhWyWAQb4NbVCPGdAXTpjiFpqUvDTfNj6thSVi4CeKLZJXYYGWuVEvw5Rx/ujmDxqAWfSRWu8bbNqe5aFFjpwjr2o86SHVSx2FalItFSA3YksOtjWZwDzRRY+MuoKqAsIW4XkWG3RE5GYBp2gJlDHpWA+YwfiADIjz1OdyRl2zDgO1IEjRZEJN6/KtYuW+Q5IMkeaGYZoLS7MskwyRkMxJkU0u8/nqqNdwaKAhogsanqrHNjzF0xLkVJGHW2p68QtTDfCb6/7W/6x/yNwM7zh4J28YfrOorWzaCEVFsyoZ6rdg1DHCTupBd/P0k42M0lqNFe0kj7dtZyCrXAhiDE41kqsqWDoDKZraMiMcWT/2jA9fBRYg4VtGrXPB4JRv6OkpCHuhehsy0V4+A/cX74cD3jSOmr9X780co3juYeXC9TJkko+S7Xaeaf5xCiyXyj9LZhjMyxbP011Kk9TZoSDo6dR9c8YF+IcnNf6OOd1/zZ0wb4tKzlEJ3fxau7YdAm9hbWMHmo3BB29hC2CwlbZC1MPLefgJZ200x8mU9IiwAAW9uFy770ASm2JrMVaF6vcez+MI10RYGvbILFxgs7MIarJ81XeZWK7NsNdyYtIM0MNMwbUCYjZBTyBe98zLBSpj1j25R5yQNKAuv/JZ3j6kfV8qqeDliuH+Op/vF+9m8eAKgfkxE1WxyNLPGQzzlonwNXvi3rsDcXlGrXcXHjtMdkAACAASURBVCpBKm779Lg6fje8Zcv3ubnlMmZJcx8XsP3iOS69+Acsv2HKWNck/YDMeQeBHwBXwPS7lxnrnVjaBMTp3KkABZsmIg/xJxQ5ym0Yi12reSYhAirxMBH2TLknnftOnplVWtakDNnHfCFa5TNRgEYL6p6ZNr9rUuZ3FEtlOZmgPKCT32ncCBoV8RulaioH6qJGIXHF1GotOS6LiyPU8Xqw0I1U2qwcHVVFKlIRJxVgdyKLsEiCm/CFQMNfS2oAqAGhTjAu7i1J9dEjaI6wqw+E47vktwCSDBQsUCnEISUU3UnvWImTqMdN8FbyVHMqexmhmUmytNNv3QTTxWMKxJidrjGxYOWsbVEWI/kWTXup+LGlSBS4q8UAOmGPA2iGa9Z9lE8MfR6uxcRqyAIlaX+3E3azFEubBuESOyIWuhGc9TZFEQz2spYmRmgcPGI2NMHf8wEmyZJlkobkGOMDTTw9sL54/1NTy/8fe+8eH9dV3nt/5ZnRjGY0molGNytWLF8UX2I3aiJwmgsOgSYQQkJo8kJLeAun6QsUzuFQeugnlNJSCrz0cMlp6aGU9BTeBlJKwi0hENoEQtIQgxMcbIwd32TLUSRZUmY8o9GMtMd6/1jr2WvN0p6RnIQSp/N8PvOZmX1Ze+219177+T2X32OYCYOYLt2PvY09HiJBAHupsZT97P8lewO3EdsevhQPnAvqXLt0PXk+g4BEpZIBCvIuBsnzrdqI2hZnEXVBPU+2ADob5LjrBfhsRCnKrXCq1Ey8I8sN3EnTe1GKucwB56AILcowsOc4A6XjvHLtw0Tby9wbupq9Pc0UjncuJuzZR5WHbOz4WsYu72PT6t2E9INR0RNPlLnqMEbpqy31jDt2+QX//m+CmKbqCzeZguMCkHrw8+p6M6M0U6aPEdbePqae3yE4xHrKRLmBOw0NvwA1OxRbIifkeRdw4aHmgbV6+Ti+1+4hXsbRb2+ESZg+eDZvPn4n3KPHzK63p2vNAdWkMlYou++d9EugLFBFrh+z9rE9tq2Q6sgSpUw5FIXovDFa2Uase+Hlb/kB/8YrmaWFOZq5m9fy2pvvpnNfodrQVUDdP3re3HvjZra+dw+xblQxeiGOETIUedzD0FSG8JTKZwuHIS6EKnswNT8lD1zGXMZdyv/YBkr7d8z8lhy7lpBhuGzBeK6emoaz2yE8A8MVmK0D6uzbUfYP8tDZ2wjAkn2LzjZuNnItoFbrfxAQ9FB5gRKZKgAvjCnfEEYNt+utm3X+B7X/opMVvDAYKVf8qjvQkOcqDWB3JsscJpREPHUlTB0eqA7VDLJIC1gQUGdbgq0XYJV3T4hQBGxIWYKynoiFrXFGkZ4sZBSV9VysrHLt7Pw6UCGCYl0VKUPkJPSGx9ifGOAQ6xnkpyTJ00KRZsqE9YmViVIsOEn2co62QhoE6twPzv6uLPeJkWOLMpcGwgvQ6vHq1XdzFffBHagQIqgmYBA2UwFuCQy4AwOOo6i8m24UOBTyhJTZV5hDQ3g+mcL8RtjPuXq5sp7jhasp5m1mP7cguYydHZZZj1Dl2S6zl8vY+G94IeO21QvXfuwFLAvy0tmyXNv4s1EzlmNzrhf++XyLHMslTWkzmwSBNXtdEMOsPWdAtScvDaTnibTO0h86wie+9ad+jTV6Ud7qQfjJmi0UiTPKSt7H/+T4/QPQA7FV05SG22EXCsi5JQvCKCBV0OvTEfbHNhAKV6h4IeKtSqVtTeRNbp/tcZRzcO919xLYYHbRuHgayEZM0W7UeTEIpEtUCBFljrfzOQAWroaPtL+Xsn5Wz9txWJGnHMNQ+9sAzya2EoObAOMExnhn5ep+9tB7FGABBch2ov4X5CQx11QWiWFKIkL8a6q9kwLsfBU+bNqR62ITrugxbmGWdE4PjOSEF6zz86BnJEeoz6OVPHNEyZPkB1zOjV33GEIZCW0voBDC1+El4T08fv0m5t7WzEXXP6HGUY4h7MAiE9AUg3BZMVS2TGjPnXjeBlGGBpmXJaVA0MoA6r6V+6OM8SROqXIHsyUFGluicLKsVtthiS1amW8KQ3875KcN2LHFvdVkxGcD1tUSN7Sx3n7uOpcTOMjLh7PNtLOtCw5dT56AORegupUzoRGK+R8hTz/99JLbrFq16j+gJw05HWkAuzNZxLrpWhDlRS/buPXqRBkQYCWMlyGqPXC2d0i21+CgSSsXCzEU42IOFs5Rvxf0Pk26dEGTnoG9UIh8KkQ+leSc2AkVolnB6JGiYGkWzpmuFVTCIdZUhqmEwszqykdzRP0wQlBWeD8ME6stsaaKgiHnZX8HSZDXIUiCgLL9W5SZnnlWxFQ4WH/3MB/iz3jJ3+6BB3HAitO2AHRRjLC2LePTuONhckt0UVxRTAS45UlCYgzCcGfqOrKcBSjgl5egGHusXPZL1yvnArsgcBykHC9lFnbHoO62Yoe2wZsL5GqFOwYNeLjGti6xihzn2QKuoKpR/1FiB2ZBNfulEI5bEgRqbLFBvQAdN0SxH2Xc6DFtpTNZPsV74QsYw1AXMACl7RCnyDD93MbNHP/igAIgk1Bq1cm2vqfI6qMcW1g4dcjgqbEEp3YBWSj0JGAVFNfHjRfdDuVspfqcJZeuHjmMDWLCTRCOQGwe0vPQH1H9FI9lB6wIV2hmjj5G6GICNsLO9i2EqBBljv9W+WvlaZI82wmMAU7mbxmzMMoblbA+AgDXomq7oZfvajJkMwcxHk43ZDhoHu3BePLCQLbJnPMkGDoQ3Z4XqR5Diy0yGVWzTsStgfo0xjA5AhyAaN8ceZI0UyZOCI+QMmZJaKQAqYoepxnga3BB3y84OtTJw10XEL1+jgyThKiwescJeBhlTNil92+DeBTiMyo002cfPoAJr5Sx9XTfRnXfbVANxtiGaqNpCtoktWBaA7wSeBUF9JIJBSxBXdfpqWrwZduzRDw92rYnDBa/gmq9WgjYx32V2Y9A2NpH+rWcIPIgk5scKxywXI7lmutExMMpM1UlYJuGPL/y0pe+dMltFhZebAUFz3xpALszWdxZW2Y6ebm7s7WAJgm3DFP9UophAGLC2SeBepnKi09bTJsEZHQZD56nQWUlpTx2zEDHtNKMvBDMpuJ4IYjYoYWSf+fBQgLKa2Ak2keZZpLkyTBJhRBFWlToJS2q7hohyjRXh2Hab6tatZlkfdCYPhtx25LQq0FYu/pJKoSIU+QNfIWXfHKPUipstlLpu1xDu5afTWSD9XsGpXyIcrcGQ5qjt+lmnGbKbM4dgG41tl/hDQzTrxhFy3FyYxmlqNlFyG1lzAVzQUDOC/gQsC5orGqNYdD2/vUJCh5aCmwtVWKgFlKvBxzriR1g5LZnt7Xc9p6ruMFNbuUoOyx0KWkynhJpTp49O/RuPfAqTEhbbJ5YOs/VfJvtv/9j5TWSfXJAnwrZPtc7zHhKTwqi+E6iC2FjvMk2qJTcsFUoMDmo2/0G6nkrocDeIJwioQCXTdkvRcOFedXTxwxjQKQrMsfs0X3z+xExYZhS3mGVOv/e7lGu5tv8CR9lmH4W1kI/w4TweDnfp+3v5hVwEGbjHGbOjmHYHKcx87QQW+Uwc3gJuBKYgKuvvgvejAF2LmEKYXxSHBlXezw3Aq36fh2LqHOVj+e2E68OxZRrpIFzF+N0M248kWDeVxK1cQnMXLKCKTKEqFAhTIUQE3TDK1BGMTFCCrGXtDEN3Aur7z7B6vYT/r01/044ORShjXlDuGLPv1FokmiHKMrQENXbyVxspyqIR3Qn6v3VjmHKrKDmZLmOOYikIFKCuGsMKMPUMRWiedIaRQJ+u6DOlaD9gjxptWIHlgMIlwPu3HV2gHm9/VyPYq1jv+gYMaF+dMR/pLwQ+tCQ5ySNS3gmi3ACiHdOXujyopJlIrZyINZfeTlFWSxyd+iC2Asp430rpSDkQWRCrZP/AFOpFCEqJGcKfv+aNGtjpEvR7LekirQ/XWK+HSJHUC9BKSwLRMuQTyT9l3qUOT98CVCWWxmGSnQxmBBLchBpRy0dOsh8+WzE8lKs6JghSpnL+QFb+Rnv2PdFEwrkgjqovg62ybQLE44l11AUISGeaUe98Ufx823O23MYUnCir5VDqXX8kMsYoY/RqV4qnvZ0FiKGlj3rHNv1yAWFXQaBOXf5coCde9ya6yWfx15YC9S5KsByL26QnbwWqKvFehl2li8HINZi43yu4qp8NsG4S4sg526zXy446xyR0xCPmYAC7aVSSotqI5kq8EH+QoEtETEenQMneyO0jc6TTmV5K19g7xs2M7ZvrfGQ1Aq/FGZKAXatKM/XwxgAZwO24xgCEPFKSdi0bLMPQ5QiQ+eevrRrzzcSdih97AF6Sqw9+xCHvr5FzQHXw50DQ/yw/TLCVJgjykUHnjCeIlvLlogJez4TcJHAEClJDVJhRh6Crb0/Zs9/fYk5F3sMCbC2y3o5j1WQWj9GMpqnmTmKq1sYS681QLaqjTYDYm3iJRnjGISpMEovD/ddwKWPPm5KCpQwYeZlSBw4RcuWWfK0UiFEniSj9DIf1XfrtG5XwiUFgIEiWBGvJsBF6r00Qh8vSexRzKRH9HiNUp2zKP2VnG9hHJZ3ZUqdpu8l9FDexgHT96qyPmGU99SuLatLLyyUVH7fyUptjl1bJPTS9abVkyAwJLNMkCkryEu43LbdkMvlMm/a/aq33MPEF7wowd0LTH784x+zcuXKX3U3GnKa0gB2Z7K0YJQQDwMUXMuy66WDapOczZApikKAAtOkX5TTXTE/FLKjUqCppIAYQD4VYYQ+VY8tAbFcwRRv1cxhreQZoY+JjQqkVQZDtFAk35dkffkQ8ZlT7G9fTZ+utJ0lrYAiBb8geZgKzZR9av5AYBdE6FFL7PFYzlNhmzXt/dIoRWM9iiUPVbPpar7NVbkH4Fv4QLkKLAkAt0NqJVRJMKyEZiZQioVcK6kdOIUKx9QhsCTg6JZOvsybeIwLyZOkSFxZvYFM9xQnnupSNcJq5dHZH9uTV8s7R8C+QUAQlnddAiVv7bwUL5usq6cyBKkdLspfSuVw93PXuzx19fq7XAKV5YodfimgToCd602sJQLyavTJxY0S2ijzUwHwmqA1zFy5mWz0LGgbU+vkHtb5Sm3j8+BBlDKPcDFjd2kQYXuQ3RDQAiZPVcIwWzXLoz3nlVCATkCYbL8eReyynurth61t3POTvnjOcjEqyTpthEl1ZNWcdgAYhZ8MbOEQ62jWxqoKIb448H/xuzf9iwImAnzl/MAUHZe2xUsnkRdtqPDLAXjq5nZW/XwKPqbbcnNoq04o4HwsRs++6AgZpkiSZ45m1m84xPCGfo4XBuAvm8Cz4IYYtgQgigdXQD9QJM4h1nNp4nG1QIi1pDszwC/gTb138dft/w+HdOmLEBVlCJR5USIb+jAlIXIYZkrxZu6GngM5dg0MUloDsQnUPdduHVdAJRhvov1unIGFHDTZBGUyXjk99if1OdsF0T2U4Q29nwak82U4WYDpSv2C4valEXFNRq4sNXPUW79cUBcktXLo5HctFs6l2rFn8BeKY+s/g6xcubKRQ3cGSuP5ONNFZmF5yZSp9tJJ2IiANdnHzaOQbwEMMf27jJ/DMd8GE6l2mrX3rEwzk+3QOVLgmXZl0n6aXh98VQhR6Q3RPZ2jHFUevUpYWWyldMEE3exmK63kKZDkyegGzo3uZ8PMAfXyjUK5t5lkOU8xqrIsFKibQ8hT5krNi4HW6YA6exyWu727rQXqVlw6Q7y1SCGbJN2R5U18mWt2PaCUq1GMRd0FOwKAMxj67IK1PRhrsfyWvA/JTYmhlAgPpgdjfICPcIh1FHUR9yItTIwrYBenSCQ2x7y4I+qBL3csg0y9QeuWYstcltjeIsnAkE8QaDsdRswgqQXO7DbqiYClIM9crSk3qE/Pxia9HJXO/tS6eM5yG7TUE1HmBWSJZ9n33DSRG8vwjtWf5f33f5TrHvieyTW9Cp7qaidLmi/xJv6JN3P8rgHldROPsl1T0bOOad9j4rETZspBqr1V9r7i7RvSHylYLoDMzuWzl4tHTsZFlsmzWLA+njp+bl8P8fOLqk7aHniEi8kwRZoscYpkSXOQdXxm6Pd4V/kflAdKQK8U1xaAIOQeJzFhmACbYOzjKc4ef4pTH0kY8hYB2ItCSgNqErpGnI6SLuzu6ZD4MLO0kGGS468agH8G9rWhns2TcDyjxsImW/HHboEQFeIU2czeYCPPEZQn7BxoOgcmt2UYpp9W8pSJMrNpBYnMKeNpk3IEa9S4Morx5oX1ugHV7taB3QwnVrNxzVHYigldb9f72Wybo3rfLnyA1mSHfIatz4zZf34awhPQZL9zj1CV/rAwo0DdyYrppocJxRQJ8oiBMss8myzfpcDgcgOx67VdK0vZPQd7+yBTVhDA/FVmJ//S5YWCWF8IfWjIc5LGJTzTxS4abnvgRCQ/K+hK26UPbGZM2a8V5QEKQykBU4l2kpU8ydw8z7THfOrwUrsi4ejNnWBvKk0Ijwm6Keji2MXECkajvSpXLpfDI8RjDOER8j1/WdJM0YFHiAs16JvpVftlmKS5dIqD0ZVM0UGZKHM0U9ZMacVCvPr8Flmka4jtpTwdbx0sfrOE8XNR+rpHqBAiFK7wz6E38pu3P6xA3ZN623OozmuUkB3piyTkhzEeWBu4y8cG5DO6XV1U9+TWCJ/mPQzTzyi9jOe6KBV0iYhCDDw46vWr37ay63rXbLBc721qGxdsdkEXAC/7jWyDORGb2FvUGrF11yNIqZXGX0uCOu725XQkCHz+srJFTieU077Za2XeRMzfWqcvwMYGOPLJYjxe/n0U4cfhbbw+/DWSl+S5+op7GWInP+Qy5vTktZ8NHP/5gNp/DFME2839dL/DqJynEir8MYwJr9QELFVFyWMoYNcP9Ci2Tj9EuRWIRcxxPWs/8Uba3slBTH23kv4+iAlx3gfZ89OUeiE2Au++/e/VdgNAShli7uU17GYrhy/pYe3omAIrT6OYGCUcU4BLGAP6ulDhhb8NF/Eop25NGG+jFEX/Z0yOoi1pZ1zlttDhq7HWIkXitDDLLHEyTNHPESqE2bVtH0cv2gj7ulGwJA8cgH1nQzhuHiPJQ9zYRGWdyjfeOrPHRJLYpC8SsqjB1gaeZJY443ST5hk+Ev0TPvrbHzaeOQFmURSAkvea3BPCMpyCrtw0XkqvbNfX7FE9nhmqC5lLP9zyP7ZRTu4hmc8zECnDSR1u2RKDSBSKUvZAv5uncwrU5Qk2GzkURj5TpFwa13sV9Giejp1S2lwOKUqQBM04pxNvUC9mQn6LKUpm/QYrZkMaEiwNYHcmi13/B6pz7RIszteyrYz2S1xegrrekQ/0NOib1962Ms20hEIca08zR5S+meOMJzqJxsqsHj0BwObUXnbza4ACe3vZzNbobvIkqRAiGVPFxY/Qr7saJoRHnFmaKTPCOfwT/zfJhCprkKRAnCJ9qRFGdDhOniRloj6wbI6VKYUT1edZT4LeeKf7FnT3lZwiD44+pc7turO/zm9+9WFV1mAG5WkT8gMbVGcwoT+iOIRRypqE9Mj1EuXCVjKimNwNVHs7Q0M8yQbmaKZInFJWysFieT1iRumyvQvuG9NWYmqNkb2NzCpBFvtlidTUclUe20Ztr6+XR/dswzGX692zVSE7QMrtby06geVIPffockW8c+4FCQJ39mRhj41sa3l5bK+FnVu3CuP9cvNcw0ApyqmwR24sw90dr+WhxGV+SGKRFsaeWGvy44S9canwavEMDlPtNezBkKkMY0hTxFs3qNb3rB4hyhz5inpW4qEi5dVRTuw7RwE0yT+1iUHEiKHPffWGfZQ3NDM11cH8pM43O4gK/9T7FxMxYgdKylMJPuFJ+7ESN110Fz/v+il72czEjd2sZJTVt58wJU+OAaOwIB6htSjwB3AO/OngLRy9f6Pql74G5//Jo3yJN7Hl4CErr9EqRr6Kak+e7Wn1oDR5FqOtvXSFxvmv/DWXPvi47yUb3baSL67XxyvJ/TELPAXe2eDFqz2ZYcXUm2FKjUOiZAhUxLBou68mFAGUWl1mjihZwnxq4zv4w77PqjERI9g5qDBUYQYexQBHXVQ8XEG9q+SYKXUefiio3J8pzNwrERM5s92CZrac9yAu71rpdxe0hWD+pCp1MFuCqbJa1TJTbZYSkdnBBnRu3prMKEHeLdlmKUITETt4p9Z288tcFtTfWsddql/L7cOz8VY2pCH/WaQB7M5kOQv10hQPjnhL7MKpNpgD8/IRL59doFy2scojnOhqJVox8SlTdAAwRzPjiU4AngmlaZs5ATOwt3czo6zU20SZJANAmiwhKuyObmUnQ+RJ+qGU0MwscYQQpajLGoSoMEsLzcyxkyGmyPjhhJJb18wcyVSB0uRZKvRquWJ769zzt2U5bw9RaluB1gVa03lC4Qof5MMqp24GA+JEwRGWNbk2vShFYsJpV/okgFDIU0T5EG8d+v8AfLdrO9/iWrK+Zm1JKWI8mgLk7NA217tWa4ao5cySe9DVHJ41qKsFsGqpJkGgLmj/5chy96lV4cnt23Js2Eu5RU+nL+6+y8mpq+X5FJBnqZ42oBPiEvvbrs0YNBd5YQh7FAtxQmE1F+SzSU7tSsAPUIBumMUes1rATrYRIhMBKGK4kH5J3yUfdhBi66fpZkKFmIeaiTJHmix5kpzoweSI2R5pNzwztkCZZs5hhO7MBMVMC4fS6xUDp6eOHaJC+0gJDqOe55Q+TyHpOADnxQ5zXtdh2A6Pdp1P8qY87X9Vgt1q/YLMEeLhagcughPva+UbXK/Oa6PaZMsbfsK3eQ2909PV9QZFhMVT8u9sA02PGpsL1v07fYzwVr7ApTsfV+BmCtgD/2PbJ/jiqneocT0ex1B7zOJXYytE/POnX83ZU/q94EcliIErDBrHqT4dg9/c9TDfH3y53+UiLSqUv1eNB2XVF34bFjZps8OjGHAvc+sMTLa30jlRqGaNHqD6kZjB1AK1x3lC/Z6fUR63IgastSfA86Atpa9HDMK66Hneqs8axGZZb7YIyiC2AY4L7oLac+1xrifMliDWy1rHs9uoN2u5BCqnMxM/V0/gGSWNAuUNeZ6kAezOdJHcKvHCSY6dq0RBtXIloSUisiyH8hTpEM4safoLx4mchJa2MUZTncwSp4sJ4uUixWicOZpZyEDxnBV0M8EscZLkGaebPEn2s4EMk5xFlnG6yZImTIWy7kBIvxYE6EUp4xGioGushfTyUXp9QOcR0oQqeTqYJN/RSqnQbpL1g+7soDec/faDxW+oWh4ne7ldCwsoHO9ky4afcMEdv1A1j9zJWvJCRLGTmkzSn5z+bYP1LuuYZRS99gCGMKCilj/etYk7uYGDrCevmQrSPMOJcBeUotXKrx1+KR+3XlcQbqrlLRGxC5wvx4NaxapXD9TJOpeIxN4mSJbqwFKqwunahpeyJwch5l+W/TkI0NlqVhBwDrK52wg9Ug3q+jFhiALm7I/9fPhArwlhyQyFK+Qm0zAcM1468XAFEfaIBD3LsswmRilgvHR2P/pRIYqrSnSnJvx5KMocISrM6Txh/xmUvDGLBMQ/ZgEoNfmsvcPlflVGxAv74ZCpV47xB/wt/CMmqkLCCWWOGLXOtQyTN2XoJwqhkvHkA00yZ3QBW+Gp97XzTj7DnqODaoMt8N7z/pJP3P6nPgMnx1nsjZfzSev1siwN3AQf2PZ+3sSX6a2M0nZ4XvWvDwVeHoTzdh025RyOJ6murnYSiEBJl61IQ+uqE0Qp6zztsAFREvK4BrXsmF6+BT4/eBNzNPs1OQHG6VbeyiN6zKaAA/D1K17NZe97iM4vFFQOXQk/T640hCqKnkOBR6mbF0bNpSsxLMNlzPsU/JQExtU286gwSjF3+Ma1HLSUIdKu69OVTSBFraeu3pMf5GWT/Wp5zOzt7by5pY4TRN1kg7FZa3mtPixHgryKS4WAuiCzIQ1pSG1pALsXi3gYgCfsmDblslhFbeVKAIbsK3l1uhD5ga5Vimwj1c7Z5WmGU6uYIkOROH3lESajGQokaSVPMbGCbDStX72KmrqbcUZZySi9PvubkK7MWahSFeYtE6Li16aTotpTZDQRi0rYD/lHqPiKWIYpvFSIA+kkTFpTv32utaReZFoQyAtaJspiATiuwpv+F++GB/T2QuVuW8zlGkG1R88mQ5G+RFHKSTuGYKWP6ryUNvV/N1t9UDfCOeRzrcRb9Ss521QNuoI+rvIcBJLtcbXHJIi1MFBqFTQVhTDI62YHItXy3j2f+Wr12DaD5HSnUtdd/Hy3b4O4pfa1g5vs/dwHQlRFDLiRsEt7brE3D1vb2lEDIqUI8/sixjt3UH8LqHO9dLWGqpbBRu5F2zttA74Y9Jw9Si+jvIdPc+Md98BJOPq2Tj7MB9nLZo72b1TnaRs+3AiI48AuOBreSH59ktw3etS59ACXL3D+uh18kL/g9W/+jmK8HEA9t1OYKAuh0pfz3AXRm+bI5HLqOGvU8qZpvd0aVPjhjXCEfl7OD5hdHWf/6g18iD/jd+/9FwWUZY6oqlsHsKDmBDukVGQ9XHPJV/nwxMdMOYKKHrdzYKwrRc++HHwPeI1e7hPRi8yi/Fpa0pBJTOERIk1WRYIkUIBKh5iyRn+kHt8oVWRccYrM0cww/dyz7QquefQBY/Q6AFddch/3Rq9m5VtGyZKml6fpZhyPEFN0sHnmF0RGgR+iyGk8TDi7vAMlCkIIUVIYkBdTJXvaPYjMqLPL69OLoHLqZkswO6qKj+dnqgtrLxfQ2WLPatJGPSBk2yrt+AF3FjgdkCTHfL6AVa12luslhIby2pCG1JLGs3Emi4A1AQMe1QyYLkNmkJKewIRuWlbgo12djNBHnCLp8iFOdLXSTJkWirRQZCTaxwh9JMnzDGmejG5gPxs0Gv2jjAAAIABJREFUEFPkJlnSFFGEHSGrIxVCpkwByvtm1oX9vLA5mpmkg2wlTbHQQjhcoSUxS5pnSJInziwhXfagmwnyq5Oq3pULUJbjmQtaVwvIBS2zwM6m8x/nigd/ZPI/bDIRyY2rWMuwfktIkk1pbtevEpAnyozkgei+T5FhlhZmiZOdSjNfaFH5daWIIXFwvXS24hvkobPP01bQ7X1qhcotajOIFEXEVneCvHay/tl4t06HFuC5grrl7udu93zZpC0AVvXbPo77W/piq29uO/FqoCagrofqsEvXOGIDfDtMd6xJEZ0I66V7XwaBuqUMNSK28UHAmHje5LcGj2eR5Sru48Z33aNy0KZg9e4TfOwzt5Alzd0bXst7L//fqtC5O69IWxIuWoDpR8825RnCsHbdXv6IT/D6P/oO7IOFKc2uKIDCU8f0PXjnoJ7vPmWo6UuNsHHiqPL+S1FymeevgPk++LXKbi499jhvXvP/MUE3G3ceVWMrY2qzPfqi1fV9mDw467ziFBWo24367gUGlcFvlF56tv8YvgX//byPcWv4FqtN+bYulr5v4hTpYEoVYh/X914rymiVA13hRv0HOAmTZEiTZY6ob9ST/O1rYg+o/XrV5on7T3Fj6h5OXNLKDl7K3byWXkbJMEUzZTKJSVaPnFCgbgJDkCIStvqiS0ssHFOFy4sT4HkKsLVEIRKGlhJ0hyEu87A+3WndpoRryuwlJCj1CnHbYufWBd32Qbl19m0ZJnjWW8rbJ8tcr50bqilX2M2vey4ELEHhpfL7+aaaekFJkH72q5AXQh8a8pykcQnPdJGZVXLltLeNBOrFJUpVgWqlSJi8BFN14YOFp3rbmSVOL6P0lUcIeadIlwqEUh6zOvdtnC72stn3zk2SYU4H2VQIUyGkc+GiVd41WaeWhPxlEvYktPz5SpLsZJpThTiUmvx+F2JwIraS1o4s6USWNFnNjzmnCpVnqeMpcsYtSFzlcSlFUgobSx5OB7yNz5nEfVuZFMuvfSwwFnO5HgLW7SLF0pcopjiujnCiD9/C3ELReD49KwbUpl+3leYgJTpoTGyviz3GQSCupodlwV1gia3C4PzG+l2PACXo/+mCwKX2+2VOma66dbrHElWrFjCzJYiLz3ZDuTbzSLV32g2vtH/bTQmwkjw3UKDHQ3m0bGIU6YZbzsCWegaZoP8usPOoBjGt6plZxyH1X4pH74HOHQU61xT4r9HP0rK9yB8c/IICfrX6VdDnI8dPA/3wcr7PTX9xlwoxPaa8OG0TsOBpAhTps13YuhsW3gzPaLIoP8DBZmgE5UGagXBlHu6Hdkq0DxxV6wTMJWDfFavh8wH9ZgEmm9Q1cMavi3HlSduDmYuOwO6BrbyTz1DoS3Lz+27j1rtu0YXe8xhqELmHWvx+ElNjPcguLpp4wpxvCAXMnrbGv4SfH9fNBHvZTJJ8laEwTMW8936BYRCOQeeuAtdc8gBPDm5QrMB000yZJAVWz5xQ20kYO4q10vMgHIa4B/NlCM+okNfpHLRV1PqTZRgvq7NrCykPXVyD0IUZ7aGLGW+dhC/KLSMZiK4fPchW4II68X1GqAZc7vdyyFNscfPxagErr8ZyO16iWOM4p2OyqmV7fVGDuoY05HmUBrA7k0Ve3La3Tbx1wrBYsbYLY0L8ohirqABB4GRvhDxJsqTpYpzhaD/PRNM+3fQsLUzSwYRfUImq8gMC2iTcUv5DcxWQc7cTQDc1nuFUNhFcssB/+0QojHVSCHdy3PYeCZW5ve3pSlCIYS1wJx6sVfj5Rdeddwc3l29T6SVCwS3hk9KuFBmeojqPzj5PCYmdodrLUMZY7UNwdKiT1ftO+NdV8hR9D6kXhkJT/Rpg9YgppM9CCy9jMelsa7+NXS9eVWP1AoiCPHb271pevuXIUupOENBxZTnT5bO98U73OK7YoM4OpyTgv/3bDdISZVzs45YtXgiC3C66wM72lmUxNejcOnIuic9Sztggjc/tR9Bvt215btdDauMY6zmkmBdvRs2jD6Lmz9ugdCvsSLyUa7mbR37v89z+D7+/+FkK6mcrMATXbb+DP+bjysg2DVM64ao4Y6jvqWCAmtXvn7Zv4iyyDOb2GNAipB4yxiXgpA7PPIKaU3JUU/cDfeWRxfmz/uCE8ZlOw6jcw2vg/y3fovLzxLuow/ZfP/Id3t1XofCFTm4du0V5XA+iD26H9LYAbYYtdRU+y/HRrk56cyeIeCgjmOQWShkXuX+m0bXz1LsCoJmyH64P6vx9r52A3lE1Ht5giGbmmNPvmX6OmHp1+j48mVOslQCRsgqlbGvVoNtTQA1gtmyGqDvhsGFaHtHjuWBgJvsGPd3u7WoXcbFZNG27iT1TukDP9eJhrcNa7noCBXi6ph17e7evYWtf6a/MIPXCKJeaKd3juBRVDWlIQ4KlAezOZBkHzsaE5kgSuoCFk5jMbRuw2C8kO4QkDM2lefIJVU4gzixrpsfY2b6F3WxlVrxpVrkB9cKtBnQC3OS3iJ0d59ego4W5SpSihAwWItXU+64y574NXCAh4r45lhvCVUvc+Bb3Td2h8mjezudIHDmlWO+mMUBanGdRqy0ZezvsUs5BSAVsYhzwabsByMBjDDG3cTf9ueNEZuB1fIP9bOARLmY0tpLS8YTK/7GV0SDwZSvYIrKNHF9ydCZrbOd67qrEJUhxZSlQ5+4b9GoPujlqiQ16lqtivFBVC1GjXIAG1X137fH2dkHj4fgWwphC1zaAw/otXmqpPXecakAnzQZ5iYNcGASsq7XcnuNskWVpDFHIEERuOsnV0Xv58r7f4/DGHu4ZvIL1g4fYuO+oIjgZgdgfQ+UzIfazgRu4k9DveXzxwXcoL9YYxugiYE6XT7j0wn/lbXyON+TuIrLD9M0Te4unbC4R6Z8ANgm17oP9nEuROBGZR8RDb4/bAYzBJ4WJvNintx1QfXxn9DNO+RF7gDWokxIJl8MHrno/iTtOGdBSQoHTPer/8ZMDCtDtlGMdwVT7Bh/UkVTRDBdB51XHiFNkHQdZPXqCw7099DFGZAYFyiQ0UshLUMuFoXScLuLMUiFMhin6GFFzYQhlROvVh5d6diFl6Mpylo4lKZMlzerBE4ZNcxTmveo7fraiwF5bATJrlUduYUZ54WZL0N0KkTZr+Mqq/AEoj99suZreCRbPIC5VkQsCBSTZJi3HB1rVjusRs8FdEDGK3a7bV7uNIKnnuZN2hVimrUY79WZc9xGute2LjkhFonV+1fJCYOZsyHOSF8Jt1JBnK2LF7UIpA5oMwH8pipdIavmIJKxllpI23waxHCQTeabI8H0uZ7Y97ue7PUO6ygsn3rY57Y0LAnTGY4cfalmmmTxJCjNJCtkkeCGl5ZSaFnt5XMBAjfW1PE3u/1pvieViAhfUpYFW2LJuJ5/hnVz6ycfhMYzCIX2osFgJFfITe5mEa8q2LsCbwHhcJ6CPEe7jKjak9lNMxXl55ft8Yvefcs/gFbw79dccLrWbMDgbxNnftULf7DF1QaEbilkX1LmNigR5yWqBOo/FakmtdkWCLririrRg1KigdoJAXS15LpYD93inIwLA3JveBXWwWKWs5+Fz+iIhlT0oACNsiBLaKAaAMaoJUOzueDV+28uCwJl9qkGnWO/ZFsC5Svd5PXBTiQ9l/oxbbr8VdsPaTWOE3lJhgm4e37iJ3o+P0rMzB0fgstyP+EbqGs5lP2/nc/z69l3cu/1qRugjRIU4RbqYYIidDLKLrfyMtQfG1LM6g8lRs/qdTGiPkF1Mu12PZRuMvTvFIdYrL9UUJvcsRLV3bxQzR4jHKgFcggnx7oIR+sw4LBoczHXsAS6HzexV2wp7r3j/1sA3r78SbgHuAbJTKAtjfnGbAOEmGAJuWmA9B0mTZQNP8njvJnYxyNWpe+nJ5FTfd1n9k/vmMKzjIDvYRpxZopQpE+Wt/CMbR49SuhZiwgLdhQJ0a1Hz6vfgD1Of5a+2v4tZ4pxFVrGW6vxFya1rmwFP/w6HFPhuierSBZoduimmQjTj4APpog69PMniQHJbgnLUbDAnt63k3hUJfjREapm23Dy3IBApHjWP2jNfC4sLpNsAcJZqwFbrvMW23IIeN0tce209m0yQvOhAXUMa8jxKA9idyRLFJNpLbSHxAgltcyvVDIySkyAsbFJPLQVTqRTFlGKe7GeYMhsYZo0PzlTIZIufSzfrs5WFF4E7ETfcskgLs+U4xUKc+UKLIvVwrfcu+UkQaHO/l+N0qQXulrNv0H4+icQCn+IPufRvH4e79boulKIWxjCPikImypkUJZdwS9vzCkaZKqHepL26TbmWur0iLexkiH6OqJqCEye4ZucDfHroCIdL5wUzXwYxYgaNiX1dws5/95rVyovypRYwC9opKNcuaLvlgqkgVSBomTslBuWonS6Ac9WYX4aIyigXKkjtq2Vfl//2dwCbpu+dxuSUtlIdKizSgwrps729LnlPLYOMvcz1CNr3orsMq117uc1aOwTcsMAHzv4LbvnqrSo3awA4AKv/6ASr12hiDYk03wSRHXDjkXtUSYc+uDDxBP+t8veUoxCbgYUwPNMeo32ipIDWtN5Xwhgn8I0i4ZAi3WiS513AlswHrcAr4PtcTp6kAlj7MJ5+O+82gwJ8wtwo57oJuBDohYWYspuFqSwuOQH4RcolXHIj9LzmMC/nB2qemtL9l7nLg9c99U24Ew3qnmJx+RHxK3WpenpbINahCK82s5c8SR7jQvIkSZbzxks5pMfsCGbuy6jaqcKc3EqeVvJsPHIUDkCsF9gOpXZV+D1aVuUmErtPqXH5Orx1+xf4Mr9DiIoiofEwxjIPIn3QHdV5dSFosiNZJKWhrHIiQYO5sgIttbxdUNs37gItmeGCCpfbv2uZZuwnu55CN4/JgrTbXCpmQfrmik2ectJZ5/r9JfduOV7AoP/Spr3+RedYEmPwr1peCH1oyHOSBrA7k6UXuAjDriY5WXYtHltREguseIokXyYGtClGxUk6mNX2ujxJAL8EQVGzLZqcuuYqwhQhQHFZLou0kCfJbDmuChAX4uA1VXuK5E4MUvjc3/Z3vd8iLqhbjp5tK5S2Yui2F4bt6+7jN3c+rHJzpLRBGJM7YyupEtrkevLEu2rvY1vmBcxlrGOnVC7deg5xGQ/RuaMAUZjZvoL7olexm19bHHq5XEAWRPLivllrMRji/K5qpF4uW1CgkKvqPFtSlCARG7rH4oyUpVQld/vl9GepG+90p+MgbjsBd0HL7X3cMXVBXxg/RC+oix7VOVsx63uV04xs73qK7XvQzrcLyl3TRCS0sjhXT0S8he49b3ujhuC6df/Mh7/wMUUMIqVgHkWBCsl/7dL7PoiaZ/cA1wI3KWDGBMR0+00xSIZKLITh4OAqsqR5yb49cAcmb0w/15luDJARsQ06fcBFUNDlYn73wX9Rnqw1KKAihrkMhnVXDHRS/9JT7ewbWq3AE3ku5DG+F7vOeS4jJjRV58DxRngjX6HneznVnyHd93HrGMMxHZYtvioR8YC3AN3Q0aTqBG6E7tQEfYxwFffRx4gKycwdZTi1ike6Lqa3a5RX9j6sQFUO4208B8bpYpYWmnWNwAJJdag16jpwn/LaxbwSbIEHrv0Nrrj6R6q/v4DO/1Vg67t3kyVNKQExAdVg3pMJiIjRTFimheAmpr69CoznFG5389qwRqKeN8kuUG4DplqB3UEzgsxYLQH71WOOtL1z9r62KWeeag+bm9snbJ52v9xt7L4HzTb2sloz3nJmwsrSmzSkIf8ppQHszmS5SH8XULNcBUPfLKAOTNif/AZD6NELM2tWsD+6gSxpv1wBKKAnYoO6WVp8cOdpT57tmbOJUzxCJoeuEFe0lrYiB4ZhbznhffVAnGvedMGc/V1PBMzZFO4iNhDV/d7Kz1T4pQA6uz8SbiW16mwFGKqtdJLLIqGWoK6pHX4leTgxoBd6GeWC0V8w3Rvjs9t+l7u5lv1s4PBT64wCViu8tVb4pftfrourpNcCdoGzSj1btKy3v5cL6pajTtUStw+nw9v2XIClu7+rWi1HgnjpoHo87AmgVpCYXDA7LDNCIKiT51bAkxDqgPHcBcWOha1tXVZNMS6JJy9r/Zb7TLyE/dZx7KLjAiAPogDYMAZ0CnBZD1wDm656nLfzOfgW6pncDvwU39iyMApN52BYhWdQuW0Jq70J/BDIn1+/lke42A8xjzLHuyf+XuXojet9JFRQ+q7D+8hRPWeU9LZTEOqr+PMwXShQCQZgCfnSERRAlTk/gQJ9W+Fv+QPyJKkQ5vZv/r4anzHrosT0uKzS43sNvPoVX+PTR96v2hVjYZfumzYatg6eoEAni+/BCCq0oBtaI8rDOQRcVKKfYa7iPgZze5hItZNhir2pAe7nlXqIQoy2t9N1xTSRhD63fep8+xjhMYZ00fgozczx1b5ruPFb96hrcY7ugu5rP0f4/MBN9L1/hFftfBB2wQb2M043MYls2am/hZHTjmApAdPKgzdbgnAZPE8RrAg4cjljof7sISAub/23v6H2jFJrSg1imnT7JlLU/9ucdTa4E/OW7RkUICpXd9b6LfvMW8vqiW0+e66Kp9hCG9KQhiyWBrA7kyWJsTiXMIxo8uIXr4+ACzsMMwxk4ORAhP2hDaTJEsKzwJ0BZ3M+YFOgruiEYAoZioRpFomTz7UyV4oSCiu72nyp2YA6AQJuKFcQO2M9T93zLaJwivU6jSF/COu+2tTsMbj0un/lbz76xyp8C0zYq0c1E6aMvTDbyZMnZBNyfNmvG6XECR+BbGMXoQ9D93SO23t/iy/zO+xlMyPjfcojWmhaXJsuCNwFAbwgIIvzXetaLfLUweIMlKVA3WydbZb7X+S5gDB7eqwHuk63/SBQt5zj2NsE7V8rtLSeyhVG2eeluHQL0GTAkuu5FU+KrBuj2jMm+9mkIrahRABdBxBegLAei1Z9Hl6TeWbCC+o/1rbhCp1nT9DLKEnypMlyMY+wn3P54tGb4bsR1bYQ/XSgnuVXwvnnPUofI7wi96DxymRQRbaPwdSoIs5YFUN5g9oxmu0aYFDlIUfuQJUumIbzHjzMuo8cJp9opXO0oObd21DAwR5ief6jGGONMFeKF19kAr9W26e2v4N12w8Rpcyr9jyovIpCjLLRGl8x1Gkikg/1vY/PTb2d+ck2WledUDX49qEB74K6xuuBNwJvXKBz3Qgv44e8n4+qvsv75BLd5mEUwBuElYlRDsRsYCf3WIsatI6IGvP1atwvOHsnW/kZl/EQU6kUyUqefCjJMGt4hjRxZinTTIgKkX2od9hJfbyoCsXMkvZr0c0R5Qj9CtRptlHQ55+DtQfGWPvrt/PVjdfw+aGbeOnQDjbMHODsA9M+YYo/7tJ9O8JlxoC62bL+jfGuBYEpNydNRGY9OwPRJkWxt7PFtYvY4noK7d9ewDJ7nVylsNMn2d711smyoHDMIC9crT6LzOv2bUDYEC12hMOvUl4IfWjIc5LGJTyTpQg0o2bJaYzFsYwBdBLiI2DAzu3ogv2hDeRJEqJCljR9jDBOF1nSlInqZPVmnVPXovPk4lV156o8dZUoc6Vm5kpRTpWaOSV9tXPpwFCnt5bAC8FYpNpSXwvYnY4s5bWzv0XZlH6tAmILkG0yNQBtDwNADzw0cqWybksIpUUL7ue9SF/keLKsRDWBigBu2T+DSV4QZVoU0jAsJOB/tr+Le3kNI/QxOtXLqcmEAc9uKFzQx2XDdD2OQdeg5OwfCOZE5qlWZZbjqQtqw+7UL5uRMkiVssVWn55NX+wbr57IcdwsGjf4qRZ4s23rQayXLqiLGwOGbXhwr7d4wGyPba2wTLsrtqfOP8WwBmye2c49BS0rYnMk03nWc5AbuJNz2c/LKg/R9u15vnvtdqKr5/j+2y7nwM/PVwYZVF9X9M8w2P1TenmaIXayNzXA+TcfUOv1XFnU4ODsdijmIL4LlXsnw1wBdkEkh/L2TaCA3yjEHoSYVzAlSuySJOJh1/MtCUxkhTAWS4HsNv3pgot5hCxpxunGI8S13A3/jgoZldB7YcgVUFdBEYdshO/zcub/uQ2GoXBRpzX3Si1JfT9shJeu+yFdTHAzt3HByC/U6jLKk7VJnaMvvw4HdpxPsOh7SMJmL4ct5/+EDqboZoI8SYbppz80zCi97OdcbTwMkyfJI1zM63PfUR7IEd3N18MjXEwzc36edzNlpuiAVwBfw7z7cqi5uAzsgxtvvIf5PojoS81J1H0qAE6uj9R7Lak25k/CyQI+gykE55gt5+mdxeTiLSez2JUgz2DQ+nr7uuGQAq5AgTsbwAUBRtfMJjOwG4Yqj4qAXHt2tM9D6vFJO3HMDBUUWmrLL3vmb0hDXgzSAHZnskj4pYAJeXnbYXu2pdheloHDXT06VCdEljRJ8n74pYRaAkhtNClRIGGXUvpgtqxeE1IQu1yyKDi9sLK6uzkx2iK/Ilzh1GSs2hNmA4nTAXRBzpkgHToI1PVg6NB7INU/Ru5492Lvg+1hbIU/7vtzPn7jn8P9mByUCes4CWt78eBJzSVbJDevCxVaJNdNlEswuXc6sf/77b/BQ7yMLGmylTTz2WRt9spagM0lTrHHqp5HLujaLLpWCywOpxRxKQSkAXv7IFWonnr0fAT4uBJEIv5c27SXL+VNEyW8DuIJHN+gEgguAJT1NUCdDcRs0pM9+rewYnZgQqvFoOBeFvlUka00WRtY/8O6NEa4+rxC4QqZ6BSv4+vcXLmNtvvnFdiJwrnX7udyvs82djByXh/7z1Oh5c2UCVMhTZZBdrGZvWQ5i6e2t/vGrI27jxLfpUgxQNUnW8hBkzBZtqM8dq3AvcCoXq89RIygnlMJ6dPgzK4jRxTlhW/DACWZu+0yBylgB1QGQz5hSJQ5VZh7I6b2pYRf6rBBUvrYA/D57Tfx4KGrFLgt6H5vQYHCYSvEtgRMqlDH/86n2cxexvpS9HQrlsqFrbC/fTUbM0fVOOSA+6HnnYcZ89ZiVHTrGoIf4tl6zQkyTJFhil5GeYjLqBAiwxSPcSFZziKu2/AIMapqG1QzNm+BJHnfiJjRldTTZNm3ZjUbOWpIwyR8Vu7DL0BkAFNPVMZ7FHM+Ev4+Y/3XUovqyT5b96m079hpFmchum0E2dNsCQJGywl5tPeR9m2vojBviplI2ra3WQ7QkmUSoimvhRZne9u8JGY+2T4os9l9OwQxfTaYMRvSkGBpALszXeSFpK2NgKHQlqsrYE48SFoJSFJgqLKTI6F+OpjygVqaLFN0+OyWabKUiVKgTIiKZskMUyFMNpdWuXPACh12KeGXvrhWfQnjyjZxqpBYDOqeDy+du0zac38LqBOWv/QCPeuOcBZZiuk487E2o+xKDS8rFPOvjr6fR668mM9f+fts/ORRpXBJ8L8k4gupTQUTeikWccnjEcVOlF67CLFsbyvaJRiq7KQ7NM4IfQpUl5qqxzool1EUb6gG2u7YyLcXsN1pe1SX441bDqir999e5p7IC1FcchbPWRdEbWD/d7ezl4kHzt3HVo9sVUurYUEeNhuQyX10HPXMCumGADw3rFjEzqdr1aBNQi491H0rv8NArEl7qCNUhWui8qeu5xu0HZtXCvo40AtrPznG2u5vKvIRDZCO9nX6Xh6ALsY5a7pEOQrRMjSVIJPIMX8zRO6G9rIKvYtnoGkGAxjOAX4dE+qO8uZEZO79Kcy8ZQWT0QyrR08Y732Zak+7hE4e0G2JMQ7MHHFEHXPjkaM8tEbFQozTzX1cxQWxXyi0YM+j6GO1635ugT+c+RTc1qRy6tYDW0oQjikSluPWNdJ5inceeDPsgT+6/sN88t8/AE8D/XB/+8VcceBHqlwD+B7JsS+t1aGu7vOljQMdwBAMJnZxMY+wnoM0M0cvo2xmL6P0+oRcInNEGadLXTuZEz3FOFrU/qWoRl1R5pgiw31cxcaBv1f9FRIqG6RNo0Lke/UngSGzkfRxAXPaUxfWXZoNYOZYys9uj8ZJjKcuaPtnOzMFgZkgkOMFLItgoLjrhXNBbFBoZS2vXRAZir1Ols0629u5eUEmp6Df9Zad8dKoY9eQ50leCLdRQ56tyCwtrGui+NtsijHUS0yHAS3E4Eh7D2myzNHMY6ELfbaxLGdRIaRq/QDNlrVYXsJRynob9Z1MFUzYpRcCF9SJAucSo0BwDlgtoLCUadOWIHBXa980CtStmmf16kMkdeZBlrTKC9Shma8+/2u8h08zSYYv8ybueeJGDXjC7Jjaxn/J/B+++d7r6NxXMCBOQl5tZkx78hYP3QTVIutF+RALv4epWZWAtsPzvGXgHxmll2H6F3vhbC8KVhu29zQoh87dNgjELelZXai1gtrhl0uBunrkKRAcdLQcWY6aYKsstW6wWvvUOp7rTSOgXTePKUgVss/TzfYJUu9s0Tl1NhW++7GfPQ9gQefXNZnC9z2YUGb7lOzcOtfJKDl6kjOWtj4+yUoTxBTAmy818xruZeCtx024+SjKW3YVhkzkDvW9OndCPS+XADfjU9zL9HigdxXjdDFHlCve9iMif6bBWgkFEEdQz+ZufQyr7xHxAiXUumI0TpxZxaK5G2OsQR93AAW8jmDmBftSi+fI08feDS9ds4P7uIqoLqwN+hwT1vZiLEoB2+Gvtr+Lwpc61ZhmUcAOFKA7KMcUDykwDPsGVrOu6yif/NIHVO6gB7xFgWh2YvLdulHhj+8HSgtUByhqA0EHsBHab3iKQX7K9XydDJNM0M1utrKOg34OdzNlhHwrwySv5H4FeoVYZgaadsPc9maKxPU7J6xfdyF+yiDfvXY7r6o8qHIAp/W4H9NdarWuwRRmrvUw3jurDFBElzSYLS2PpdJ9+uSSLuWpW26MwemAFzdYO6gtmY3rlWiw8whlhrFBoH2uLhiz+2Kb6Gr8qbKsAAAgAElEQVTFJrgzW1B454sSwDWkIb9kaQC7M1nGMfT3UQxoEDARtX6noJSAqUQ7UebIk2SCbp0jp0Isi7QQZ5YiceIUqRDyl5d1WKZIiArNlEmSZy7dTG4yDaUoeGFOxcpEYnOcClfAi1SDA2p8u+ZAV073Tl1qe/FCbITWjSfoSkzQwaQfEjQ11UFrOs/ms3fwOr5BN+PsZivNzLGV3ew//1wOHN3sN5cnyW3czC1bblX9t2s/iQIhAE/GYxqlbNg6vTBgipUflNJmkeCU2lUheWKwLfc4F6Z2sju6lVy4p7ot+yPgTgCfXWqilqOrnneuFmZbtrggbSk1KGj9cghUltvJ5aoQrpfMBZOw+OarRy3gqjJBy+uBOvc49SwgQW1GzJwhiwWQud31T9E6V0/nxkpuqtxbdhuL7p8mU9vuIIrFUsI9BdDZBdDTKIBXiHEZDymwkUPNfVFgGh7Y8ht0M855scOKDEUTaxRzEJ8GeuHoBzt5iJf5dTklV7iZOS67+keKFGWP7mMC6IOFA9C0DxXGmMGwTooW3w0MQedIQc3H+1R/fJKkFCpP7VIMIYmdh2uHapetfcKqVIyEwVcIsW/bajb+01Hj0RLRc8PRKzv54y/9DXwXQ2pzELg1Bv+G8tixYPbTheU3fXtYbbdTX7t+eMcln2LtHWNqn5w+h0vgT/tu0e0I6b8tbSrk83VwcegR1jDMS3bugWlYMzTGI+0X8wNezgh9zBElpM/tMn7INQ88oED6YX3txMt2BPq3DzNMv59nVyFEC7M8Q5pJOtRYCNul1HQtYCJYxPMqgE7mZZkLdfillDSY1/epeJfsgFORWrOF7YWyZzj3aaw1A9jtuMerNTvY+7ihjyLiYXNz/YJmnzy1Z5mgvDlbXK+dfLsFyl0QGmTqK2Ly72odryENachiaQC7M1lsGnxREgTICUlKH4z1pjjIOuLMEqVMf3mYxMQpzkmcIN2eZYQ+irSwHuWxGqXXL3sgTJdzRPEcH31Y54C0RIuUW5spFaS+UYz5sNZWXDp8kdMBdc9VXMVUwirXQ+f5x+hg0vfUTdDN1FQHvZlR3sBX+PiBPwfgJwNbyDDJ2n1jEIInB84lu/os8rlWwtpLKfkiPlibQp17FFiJUiAmqGZgA2Whl+1BKSZSjHwac511iG1M6lWdhEgIzkmNqP7HFiCsc2jccXeJLmpdF5EgUFjLo1rzmrmkJ/WWLbW+3rIgOZ0bqda2YYy6JCqLO2V61FY5XCBVa9lSfQhSs4LGJGhfN2DKXe/8FUDmds0/xEL1PiwYBlYpgSDfJeu334a+Pwsob98wxnMv32G9rgdNYmTa8D1Xdn7aGmVo2skQLduKrL1yTLUjin0XcBE8xMv8Gp2eFXUwRzMPpX6DK977I9iBIkcRowsYT6CASWEelny6UQyT4zF9DgI6t6E8ht0oT94xTJ08kQTqWU/pdo7Bvveu5k5uIKq9WuqUQ8rzF0YBIBkDnVvXf/QpuAcF0mQsdwE/0OPpX7smNbYXoUoSPIzx8Oki5e/h0wrkynkdAQ7AX+7/qLpmnKRazW9ThCnXwMBVT7CB/dxcuU3Nd2uhHIULeYy9bPK9dRXCdDDJNXc8oDx1YEDrMdQcGFU5gPIeypL20wE6mOKmkbuMIUzAnXhTbQAsuXMxTEkgMGRjqBzL2bJ5YmwmyOUoSra3K6l/Sy5bLVlq5pAnv94sYx9/FlPSABYDJ3tGCBL73GWbFkwYpfx3+2YfQ45jm7zcAuVBs6gcU/pon5d8y7m9KBXXoNfLr0JeCH1oyHOSxiU8k8U2ZwnzpeR2rIF9a1YTosLAxHEy0cfJplqZIsN4tIve9jFCHvTnjpNPqWK4abK+EiHhl2EqzGoraYXwInDXzJwCFSldMi2WBC+s8mbs3Dlb6oGD5Ua5LSVBJlL5dEDnK46xmb2+oheiQplmWihyceYR3sbfcRX38fjAJobpZyu7WXvbGDwAROHOd76Zq4fuYndqqx6HMhmmjJdtDb43gTKKrU5CgyZQSlkBE88uyqCHuZYz+JTffminPpf5KExtTPEIF/NTfp1m5uhcN8KJrBR1woAy20MX9D9IbDBYy9Pq/vZlodYKLcshVFlq/+Vst5TYtmdBHvXCJ21wZ1sLRO2pl6FiL1+ODVqOZZOguKDQvRD1+n8a4jYbeJ84dn8b2IkHz77fpE0pQ1DC1FXzMOQsYLzpcjppoGMBWhVDr7+deL1GFOCbo5l7eQ3xtxT5L1feAX8B8QeBAXj4yguYpQUJ/ZMs4Wat1e/nXPLbk1zH9xQRks5pbRqy+jWNmV+lZIEwEVdQYGsUw0TcC2zV32EMIJQ6bWUM0coaDBjsgt1sJYRHmSghPG7gTs7beVi1L/OHhI0O6DZ+EDH5j/ZzDlSBuvXAW6DnTw4z9qG1CtRN6tWrYPXb9jHw1ePqOFP6/NtRXrtvEnAvtKgODAKvUkBsHQdp2z2vwv+7IHYAts/8mN5LRvkyv+PvuZJRBerE6CWRJhW9rBtGWckE3TTrwjvCyNzFhALhQoZS0r9TqPtQCGwE3AlYl/w7T3np8jPGSwfqKZNQylplDETkKZAadZLdKk+nzHT2k+k+/fU8YEHi2lzsmWfW6oOsl5lDtnVDMV0gZ5uS7OPYbbU55wiLZze7Tc/a1m7bwxA/y2wn+7ptuNJIBWtIQ4KlAezOZGnDJIWLoqHz6Pa3K1DXWx6FHERSEK2U2ZA7SjGxgqlEO3mSKpSSZqbI8AxpulE1okJ4VUXJJQTGFmFtC+GpvLwUTHlhlZvmaY9dLVDniq2n1nNkLPeODTu/LVDXftFTvIkv8Qr+jUe4hL1sYooO4syygSfZym428CTDrCFLmqtnvkPs31EWbLEOPwhvG/ocn+Y9TNBFmAr7OVcpWRNUh2zJ/xxKYZW8jjZMvoyEEFlesvku2JXawlB4D005vTwKP+9ay53cwCNczCQZhitrqHghMtEpTkiOUz1PnQvq5I0dhBOeFairJZJ94S7zqA3Wai1fCtCdDnulq4LAYm+dK27somtTt4FYvbBIux2PpVVJt70gkHyaQUtBz6h97auMMzXG3fbOiddOwJl8bCIf+e5Hnc4wCpSUMDl5mrWR40BPE5H0HI8xxDWtD6hnRYZhJ1y343t8bdur/dDx/9P722T+borrdnwPDitPPKjwRqmF5ml4F8KjQpgJuqrCOBlFedvsnGV5DkMYA4zUUTuCMa6V9DZdcKK3lc4HCvCYPq9eqx3ZF2AGSh+EnYkLVJ02IITH/6h8grb3z5t6pcK8K30QY1EOBZAXGdR03bowCtS9HRZiTTzMBVx2/DED6rbAq//ma9z7wG8psCXHEg/uMd22h9W4VvPTTfBK2L7hu/TytMqXA0hAk1WioW/mOCTwAesscXVedh4xqLlzEL52xat5kg0ATJHRtezmGGUlg+xS2x/D5JLLHDqFCXFt199SZmIa5jWY8zzjpQPzNLnAyP1vd9UGLfa24ukKymkLyo4NWr8cERAq/bFJStxZygZt9pNsz0ZtdY4v+7ozUC2pta4FA+oEQMdZHMJqb2/L82H7bUhDXqzSAHZnsiShNADZRIp4pUhzaZ6oDivZOHpU/dChVdNdMWaJ47UXiZbn9O4q/FByHcKa/ruXUZ/10tOhSgbcVd8y4subJc5sOa7ZGaPVVvqlRN4yy7kba21jv21cXVl7AFqHTtCaUNyfI/QxRQcb2A/AXjaRJssb+QohKr4SccW//0jlnozoNjMohWoCrvvC90i+Jc+f8SEqhCiQVErbFkyIzwwK7En9OfHIFax+iuK4EkNdnoLINLzk5B4WErCQgmPtnexmK/dxFY8xxEHWMzWeUQXJS03k6KmuBRiUSxdEhkLA73rhs+5vXxaslfVe9/VujOcK2E4H0NUTuXHqgTtbbCDnslIGgVe3n2FnHwK2db9PR5ZJRVALw1Ytd89De+gF2Ek4pxVCWcXGKiI5dB7Kc+eyuIrn7rj6nm9NsjMzBFHlaWkS704O+Di8/trvwJXwaO/5jNBHljS3b/stOrZNMq6NLyE8wtodFLbmPYBzedIwXwpoEhDVpf9LfbV21LOewhTwHsEAigH1ObBlFVnSdLJHhVxfiAr3FGDahvLqDQKvgP+deAfPkNazb4UWirTdN2+892KQkZqkkvd3EfAlqp93X5rUOK7Xx7kU3nPhR7n1k7fosEpgCP7p0zdw09/epQCqgLqKPk8PvnnllfAx9EkKXGkBzoZXwsA7n6CDSdZzkP7ccWO0Eo9aL4wkVtHMnA+qx+lW4yLjbud2boIR+vy/cYq6KP0zvIwf8qojD6oxn9Fjr72dfri7DZol8sGDhZIBdbbYT6n7tAjgsEFdve2xltu3fVAwdS1SEVg6gMUGk7ZJql7cgRQcDyJccQGh/QqQduPWOpckxYb7Qbl8sr94DuURqDXzibnMBcLLMX+dcbKCF4YbcsWvugMNea7SAHZnsngQm4Ceck69RMcxbHHdav2CVrSUZbqiisFGo34i+jD9dDFOniRZ0niE2MtmXzGSmnVKJQqedSqEmKTDEKgI7f5ydGH3rbDUHVnHE3fptn/lDXyFHWxjlhbKRHmkcjHTw70MrPsZb+LLOp8wTi+j5FEhqNvYwQb2c0P5ThKjpzixRoWsbtx5VFnwZVylVpT09Qhc8cCP+PIV+znIekXLLd7TMEr5m0K9uWb0fwF7oujabIQpfd1m8C3/8wl4LHU+OxliB9sYoY88rQxX1jA9lgFdO9BXirNUe+ZcQGd78IKuj+d87OVBv30JAnVB6o/rjXO3x1lf96A1tn2+xAZ3tdbZEhS8JBKUR+iSndiZNbYsRa9Q66FxwWmQuhrQXfcZqzv0smOk2mM36Wxm18ez70fJtTuICRv0sDxDKPA3DPQ3MbyuXxlOfoEpJ+ChnhlN9HFR7Aku2vKE8jodQT2/mx7kwLtX8RCXUSROCM8HF2Eq3Jz7IpHPocISUygg0IUCTmswjIuSKyvFxkuo3DkBL+KxiwJD1vlvUX176vp2zp6ZVvOCBju8Hb7adw0/YysVwlV5des55JdA8HOow5g8XQFg4t0MulZpVK5iv74Ot8Gtn7jFMJqugis+fQ83ffUuNa4ScprS5z8AbIfXfeQ+la/nIyYdPNfRBDfBEI+RJstruZtwBZ4YGOD8Ow6Y6zQKAzuOk9yW1+GUqjC5XwRdzk/KFRyD/JYkfYywklHWc4h1HKR9omTy5CQ8XfKO5fz1tLhQ0iUs0NesDF5Fh18SbHJxQxKXygq2RUCIrA/yzNXKerWfUgLWS5/cvtjbehjgVC9OIAjUyW/7f5FqcOq265Kx1JvF7KByOb5dFN1+C9jnY8d52HmMDfnly9NPP73kNqtWrfoP6ElDTkcawO5MljKGcEOUG8nhOAasgdH2dlooMkezrywUSFIk7lN9q0K+c5zLfvaymUe4WNUUAm03FnAXrgrJFE+fH6LphfAZ74LMeEHigrug9UHLBBSlofPCY3yEP+FyfsDAvuO8q+0fmMms4KfRQb4Rup6H1l1GP8P0McIN3ImnE++bmSOdKzDbGqFtat73snXuLNA5XTBECDaAlLGW78Nw9RX38o+8lV5GOdkdoS00r8ZgE0pxE5Y8IVUR4CaeCVGi+P/Ze/coua76zvfTqlNd1VXd6na31C233bYeFrKFFDdGIGIeMobgXA8mmGByzTAZWMMEJjNZmdzMJZc8JpNkZUKSlUkyN5MJCesSgi8sAgzBcJ2YSwBfP8CMjEXkSDay9XCLtrqtbnepX1Xdp9T3j71/tX9n1z6nqiWDLad+a3VX1Tn77L3PPufss7+/7+9BI5DC2hD8P4M38yXexiSjzDHQMI2drI1SOTMEse2QpJSQRfIZnDlWKLWBz9r56ll9fnq8U6+j9qkLgSAf1IWAnA+C1iPtlL9QoycfwIVYN6lj3pZNCyiuzzENMLbbr7RAKmmSAeqka1lAX0wjE/3W1zMy96GYYEY4fzq9Te7TOZrvT83wxTj2WdIonIXJ+ihf+7Mf5eb+b8I9sDoBeVngi6/WIPA2XNqBaeBB2Hn3aXa+49N8599exyO8kh6WGWGKH5t4AP4Ew/oM0mDkGwBqBmMzJsC1324/Yc9vEtYmoauMSWkwCmwz1hRL9DDFMH83fIDa7QUK1Oh+/yNsri/AIDx+x9Xcyy1MMUKdXCMFgBnpuokCKkofyfEml0HmlGH4v/bdCb+bcg0l5YT4Nco1kDHfB39Xuc2MnwAsYb+sL1/XwTX4CBiUrHmTK2AfDL71+9zG3dw5+UWYhWf39PIMo1xfO2aKirnoqNw5OXLEzDHAd157HTccOurmSjUfjTLJTXydTfUZuqurJnCUOGUJaI9xpu5iGYH53hVDvm5ML/Pi4whEOThXT5+t5OxaceR6BtAskgASX62SJf7T2VKnotrSr6m0Mrq/Ir5dgRZJc6DtEPQ5rtc3UM9APrD1Z9WQSaxmGX8QaryONMurX/3qlmXW1rLcLzryQkgH2F3KMoeZaXM0ksc2Fh4Vw9ZJmoIa3czT1/CZm2aYswxRYhmTBrfASbbyJNcwySgrKr2BaLZ9Pzv5Pk8fczMDBmhksUEQflv5gElvCx3fCxuuXeTdI5/ibdzNGBP0sGQi5pVPw4OQu/U8ny+8kye5hq2cZJxDjXLbD50xL3gbrCQfrTqfl2/hIrRJHjlJ+C4O/bHaXoF3nPhbHt02zg6e4mxuiI21M2aBdJ0tN4HRem/Eaf5lUQXOT0ad492Db+GT/AumGGGePiYZZb7Sa3IGLpTMIhowCZxtNExZDGvWThbQaWxdGjMXun7BlYaAunZftSFQENqfJe2CwPUAHr+sXna0Wl7pJYhvnNRO30LBVto0nUw9PqvdFN+/0POn73UwbHyqoRVOuaCVBFUcM63vSWnHz6En7co9LMqKMzB7ZogvXXEbu3/3CFt2VgzLJnnLwDynlk1vREmsq21/Ajfcd5QbPnTU+QA+jfGfzZlj1o6aqrr6cRExxWYMDJgAxxLZaIr5OuRnMAzfTmNNcX10jOsXj8EkfOfm67if15s56QMneIprmKePGt3WHiJOmLpfw1NsnlwwpopiGmqDuiTmD0zy9VTRY6klArbAdb/0HfJ/acfhKgygsyblXZtX4D/k4b8ACzO4aCrWqG5TF7wVfin3Ee6854swBNU9qo1R2670+2m4/bVf4GO8n5gcfSzwVd7EDbEd9P32WlSBR+Cd/+xzZk59etU1K/ekRAoWc1gJPjOFA39AXli9RVhahDg2rF1jP81PWxbg0U+4b6IJSb+6EKvWDh+vT9NnxPRs63+2WtBJYBi/Lb+MZsk0qxZqO030oyzjGTK5TLPLkHMVw3Z/3F9ykoXMf5jyYuhDRy5KOpfwUhYJmKIBguQ5K8PUYD91IiZsRLEcMcbDzDB2I0xTJ8c/sJeTbGuAOW12KQsNDeo0Y1ejm+cYML51kGSEILwmTlNFZlm2KZPLd13/Cf47H2TwMbNSOXddnhO5rfQxz+LwBsqvPc83ygcAGGCOEabYxFm2cpJN9RkH2IRJENZTIs5phkpMq3yGS85zGjgE79z2Oe7nDcywie1X2XDrQ/aaTGOYgApukRjh7OnL7m91GKb7B7mf13OWTY1cgs9+fxjmioHFd5cbZ1k4h5i5tNx1/nXIwjBprE6woIiYG2aZVWYxeVlyIaAwrZ6s5caF9KVd8Zk7feOllb9QyQB1aTZeqU3LNdVLPltgzrL2Azgg59dvFTQM4HLgCVu3EDhGgoKcLbLjiqfYcqwCBzBz4KdxOcwizHN20B5nQcWq9T3Ob8M8kw9ins9J3PO/6L53CbP+tPHnk+epS3xsRTljGaCSBOjoxbFrk7bMBDAKI0wxyiQn2MohXgHQyAVaJ8dWTtJNzQQUwfhAf2f0Om6oWzZLgjBJTku5VcowyjNJ/zQtwpwKIyrs6QDwGjjy+CvNvNQLjMNn3/NW3vX3X4Jfw6RCWFjCpd2Wi9cDjMA+2P5v/5EPHfoT079+KE5AcWaBH++/j+++ZSfXHzpmErdboC2WHitWmzVPn0l8fgweOHADrxv9Dvyx6XLPwiq5/ro5X0lfIDnptptr28hrKEBe5wUswFrFAbk4Nv51SyRvr3bAVtqU6Qf80OaJWt2TVq8W/+leAusJnzRljEhejZA/X0h82wm5tXUKA/kUXzq5zSR1gz6X0MypzTZR30NmoFranfWlD2kBnTvy/Mm3v/1tLr/88he6Gx1Zp3SA3aUsPTgTPonWmIOlcpGpsol42W1D+JdYZoVuligxTx8zDHGSrZxliGnLCglgE4ZORLN0YpKZs9PwCgXqRJyPc0nfulazdDt3XqQ+BdS9/BN8Zvq9RrssYa2tLFHinsKtzI0OUKNAL/P0sEwf8+Soc5KtXFM57fxSxEdGFgUSmU00vOIrF+PyIMlvOb9F4ChcP3aMlX2G9VzaX+Ka/U+yRIkhzjJYsK8gMd0SBkP8Zuzn4lUbKC2e5yxDTDDWMIGdp8/4LmoTKmE6xEQuDcT56Q18di4LgPuSydalVRDyJ9P72gV1rUDcxRrnZHm4pPUthFZEfFarhSlkZp90e1nx6nRfs8Yj4+HTiosQk96uCKCLcaBNnuNe708nI49xPnch5r9q56NDGGZsG4blmcApZmZhyj7LkZ268vZc8tMYE01JWj2NY5QmzWeX5AC1bXfp4ZK8ceCi20JySCXgChjQEQFTcEV5lq37T7KDp5jkcmbYxArdjDHBMNPsrRwl/yDGz20aFxgFXKAWYcOk79bU9IbHjtpE7jSLMPkC5mTct8Krf/E++E07Bq+Ft9/+Kb74Y3eafs+tmo4nPJvE6PBKE4jl7fA+Pm7qvsr26TEaiqq+PfOmT5JzsB+mGG4EUDHDGPEbez7ErXvu4SFu5KGdN/Kht/0J3A35ExCN1/n+8CBXVGbNuYh1haSAGbfjcdS2LWxmzYC6rqJ9Gi2zKgnHs27rtKcs66lKY+r8py0N2IRAnc6jF5FM2q3BUtY0rveFjMQFiPrmkWKKuqzKhEBtlvh1SjoGkUhthyRTKPv9GVDKLdCRH7RcfvnlHR+6S1A6wO5Sli0434IYVgdhvr/IHAOUWKZOxMjis5TKyxxinJpNazDFiE1A3t0wBRKWTjN0vtRtDijJcQcGTM1MDRk2SUwAL1Z8QGdB3U/uuou7Ku81AEle8LOwsbrK6M5nOIlh7WJ7LiNMs5fDLNNjcistHqdrEmdqCWYhIkmDF9V2WbSJ6aUPiIQtFc3+IXjVscfYeudJG7XylcTkeAWHYBR28CTbq2eMOZeOfinnWoSTha0MF6a5nzdwliHq5JjjMmPmKu3KYjfyfkv/dOCUNJbOl1YL9+D+NFDnL32kTBZwawXKsti+tGPbRSN6CmzHuMi/EeQ4Aa6+jl5LCDRmsXN+26UW+2OSevR1gN1WQC6xTevkM/qun19hinS0zAHvT5gkXe6s3bYVEwDEPgprbzKfXZLTbQpnGjkIw1WXn2y5bvypNuZgqWJHUZ7vGcyzWLGRNiMcmNLPGeq7zl8nOddkLqja+u6j4U/GtzAAdLvxGethibo1Q1ymhwHmuGH6qJnXHsMATPF3qwKvwLCRYxiwdx3GtPtp13fuBt6MAbwyD4duVXARMj8ID99zk+n3a+DG2/+eb153Mzy+ZivWkS/lWm+EYt5E4Xw7bP7A09zE1x2LOGPHImf6O8dlwBk3jw7BNbWnWCk4U3+xSjjEOCWWmWCMX3vLh/mt634HJuFJrmGA57iiPOvyf0ruQAlaI8Fsyjhbwwp0SbTNWViuNs9Wabd8lDP3DTSbJvrqHA1+dF0awAlICu2TOvUTq+uTfXKsgDudTsE3e/Trg/TZQMr6PnRSnwZ1ofEK2QH46jodUAaaAWHIiCfEoqaZx74kpGOK2ZHnSTqX8FIW8buwAVPy52BwtspgdAaqcGrnZmbKQ42Il/P0kbMpDcSvThg3cIFSsmSJEnP1Aebn+lhd6IFqPgkgRNar7Q+ZXTZA3Rp/tOOD/PzDf24WcP7iqwYDlQWG+6eo0d3QftcjYxbEAs4/RXJU5XBJglH1SaQ5XwUqWmAt4rtTo7Go3Py1Bd4z9nnObc8zmRtlklGe4GVMMMb2nZ+GOqzthK6ncQmLrX/I7tnjHBncziHGWTFhFpjHjrMESEH1xx9f64fU8GHSUTGzgF3orZop2lnaf4X7ndLGP/4yw9/WCrT5bV0sqJOyoWnQd/WXbf5gXcgSI80wK03/LUsvMYGDsO59PRcybv7pH1r09jekK9BWpPaRNK8sqt+twJ4Avk0YICcBS6402/KbzvEo4/zV4Lt4d+WvDRMnDLhEnY2Nf1xkn+1zdoG+LHnggJLkmluEpWmIY+gpWn8sUdZoRY+I+MLWnImmmPmtxtBTsOBQ8uBtw+TCuw7YA6OzJqLkrv4n6KusEucgX8OYhh7HzEkC6KbtEE/ZbRXVhxEMuLvFln0MHvmJ3bzyq0ecT6LPeMol2gI3/8WX+fuP3mZYrnF45e33851XvM6COqEbe4ChJNO6B3g78PZVbr76Xu6u/QTlu88bs9hjuEBR9p1UoOaUfXbsyved551v+Rx/xU8DLmXOv564i6+N/SgTjLFMid8b+3dsGzvJEXazg6cojK5wbWTT+Egqioo59wa7OYSzYpBzt+9IyVenQY9++uVzY84wvI3rarf7QEkPrc+c+aAMr+yq+tPqkTxJOO2DKX1Mj9omxwkE92eurKlf98u3U5ComCFbBb9swCg76KksQFhmMn1+7dgxiOlpRzrSkbB0gN2lLLIAEXAnWlG7OLmsPsfowrMc7r/OmmWucJi9LNFjTS8dkIsbr9fmJOQiNQrM02fC7C8Uk3mn2nlzZJ2HfPp/vWv8qx3/jZ//yp+7BYMsACMaZowrxQ1cfeJZRgefJaobTdrb79MAACAASURBVH4e4FFbbhSXZmAjLlmt+GTooAR+30Igqu79nsBoimfMmGycWGXjnlMMDM+Ro84hxvnEvnexn4cZYI4tccVdN3v+Dw9ezxe4nQnGWKGbaUaMb10chcGZ/i4R7ySEufylHbcuIKcllNbAX+6k6YmzGn0hQJ0+phW4g9bLjnan06x6/GWeL2l99c1IQ+PuH+cbRuklZVeSsWoa1lDfLKjT7Js8p343fIAXAnpXqmOLQHGVXUNP8M+4hzfxVfLP4PzYBnEsuJxFBShAFNHIWTZTg9iaLwoIa5hpCmgLOe9EOFZOB1BCmXva/HoNxZH8jdAIytR1B6xuM75jXRU7ikcxwG4SZw6eU+f0OIaRekz1ZxAD+Kqw9g544sDV3PD4UfggLtG7Tjmhx74Xfp8PGcYvgrW3wXf+99eZdhr8Tx7Y6HLfbcKkb3jzKm+9+m/4L/xv7Dx22jCEB3BRQsVf0ebY6xHDR/FLrJq+P2p9DOWdk6POWhl2c4SvcxPLlJjjMg6yiW5qnLQJ2/uG57mCWXc+o7bdB0gC8ZhGRE+2mXLRpA1wg/MXa1xDOWN7DyxbpYCAEH8myHw0yH7C/adwlXAEzpJqV7fvmyvq9iTQiK7bn5F92wJoPZv6AFBLjyoXqldAp7ZrWFLHirRSS/l96CxeO9KRsHSejUtZuuHZbb30LS5QFJMUMUcBE8I/hr0c5Xv9NR7iRuYYYJkSdSKbeLy7Cczp4CkSC7NOjimGDdAQUNeuP50Wn5nT373F3oaBRXaPHOEDfNSBs37v2AjWytBdPQ9AXhLVCgiUl7286MUXUUCYBnS6fdHu6+1Sj99/PQY5zAJpzLQ1VKgw0m+CJpxliIPsYx8HTe5Bq9X+n9v28AVu5xDjDTZ1jsuYnBo1Yx3TnLzZH7/HbLvaDEuO88Fd2mdLaRXW2F9CpG1fj+mlHJ92XBrQWa+EDI2eT91waKnnGzFlLZ/ABSBPk6xx8uvVRl/6WCVa4dK0O2XMNajTf9KEZn98Rk8zdr22f5LSI4rZcvUEn+UOrv31U2aOO0zDp67RP/FZHYKuWVibgVLZAi4ca5OPLLMWWaZCQF2EmSPE1M8fB3X6XYE5ocsGgFmrQteE7dszODbxQcgfxEWeXMSZXR7HBWWxoGRNnncV+bMrwjzjBeCgYSdrd3TzwLU38Hlu5Sdfd49h7LTSTZ/DlXDDp4+a/lxrFEqckfOQpXePuQ4/DrwHevc8y5vKX+Wf8ynu+OyXDRjdDozDagHyX7B9lBx0I8AMbJ8846IJS/q7IgzwXENpmKPOjTxI1wOwZbHCbx34HX5n9N8b32KcH/dT7GCFbsaHD1Ggxu7Z4+4alF3ba3bOF1PcoRywE4aGTFTMWbtfg4o80Fc2CgC5R7K8eCO1LfL2h1gy/2nRv0NpEjSYi3DAT0CpPla377NuPhjUrzo/mElE86MeAmlpr8IQgynH6W1yvASwCZXVEmrvJSmdBOUdeZ6kA+wuYVnthisnF1gt40wIC7DYv4FcfJ6VYp6+ipkqh5lmmGn+gb0NH7l6Io2BuxVi60un/e4akRkFaGS9tdIkBOqiwPfiGsVNz7Gv/xHez8d41YnHzIv7BG7hhu3DTpjvt+cpQVA24jTrkrAdOz4ycYqfhtSjGThtjlnHAULZLz41+pgYszgV5hTTz/wsDPdPMU6dI+xmjAlqdLM4vIHaWDePsI+7uY3D/EjDXFbSR5yfKzf7zOmxl3E7iwF1Z1UZH3iHwNy63pSaqYNmXbCuLM3UUEurY7PEP+5iXvlZy7F2623HN8/X+WsJhQdI+51WTxao8xnAEIjVy7YuB7JEiqp4FUy6jTzuvuhqZuh8cOeDOt8M0z9VBeqKA/P8NJ/k2nefYu1eC6BEJCKlrC6rJPOZYcDQWuwW78KyrVUdwGuYtotiJ8Y8yzmv/tDiS/zuVHvEOKAmdR/EMEhgnlkxuazQAHOrswaQxDGcq0GPai8fmXPowh7Xiwne9NgxvrznZkoscfUvPs6pb11rwFpiPDHj/MEq/D4Nf8C9tcPueswJjMg3rnnvnmf5F+VP8qcTv2j6/7Aa20F7V4mvopjKY8/nHC4n3ozb94b6/RzO/UgDvPWx4AKvPAYfvvWP+MRr38UEY8wxQB/z1OjmMHuZYIytnKR3cJ6rh541Fc7SSITeVTMATgKl5Kdh41XATihNQjxp9sk90GPPc7lKIg2CDBk0P3HC5GnmTu9rx6RQmKuNOFZLg7Y0H7MQiNKG2Wnt63I++NMAS+rX5qSo79oewAdmfh98c9dW9g/+bJxlStrOGHekI/8UpQPsLmGJ6rA4tIFaoZs+qibiWxlqhW4oYNifwQUGKguUakusFLqJVFLxGgXL2pnP0LYaBeYrvVTn+ow/3YWCOl02tPADKK5BFDN45TS35e7mzxZ/lqKOJDmLeflvw/hSDNvzzxVcgvEC5gV/TrUhL+sizgRzFgfYwC3WQkDIZx3EJKuutnsLSaoYLXwRLuuvwuBZruFJhpmmb3GBerSBb7Ofu3kbR9jNNMM8xwALi30sLZQ4X+1OMnVpQVCqmAWi+NT4YO6CQF2ImQsBsdDv9TBzvrQqf4GBQdpubz0AMWTqmMUetgvuQnWsxxw01D/dR11HaAzzDnxBmHkDdV8q388QA1/0vkuKA2H2NGDULLP0MTL/Bvrn+N2v/ScTlAQcWBDfWTlW2CH7PHapuaYLKElKBV8k+IfkrhOmTIM6zepp5lzmA2jMNY1ALH5KE2EDD+FAn/iKKQC3bOvPQ5OvV5dWWik/3VGeYZLLDRO2CRNcS8AcmOu1B9ae6HEMYD88Wdjhys8JYLfHnoaFxzbzvv0fN2btk7hcgREmEiYkowpLXs4ZDLMn6R/qmHanYWO0ytuuvZt/YC8llnnD7LfNsQV7TvfBv4z/mq8d+FEOMd4AgAPM0c2KAbATzzpAKfkK7diL6W0eA+L6jlplwDBstMnsV2MDlEtlOFdJjrGcfprIPj/YSCsTzJAJpfa588uLiIGsDLv2T7P8atMj6vc3a8bMOlfpnw/i0kCdPztLn3Q0TwL7Q7OjlNeAVMq/GMitjnTkxSgdYHcJS5yD8vR5yrkqz4720hctUKzQYNty1Jmnl/n+XmbYxBQj1Ow+AW7at062LVGiRjfLtRJLCyUbvCPlVlkvW5fK1K1BsUaxd4nduSP85fTPmsWPACYJHiDmPpjt5decJ7d/IZm7SBZKspCSRZBe5AzSyLvU0LbrN6c44CcGXJXx34R6PV6nkbycSegqw+BolZWxGQYqC0R1eK7czUH2NQKrzNSGzFhXu82FrebDicW1VHEBU3zgF+ofge1tSbugLnSc7Esr16pD/v6QO/56JG15kwW6fB25lqwbQdcdCsbil2nF1oWOC+nvffAr10+zrL7RlnoY9XOpg574rF0vYRNhOdYHdDq1gdQp9UlSc2lzQH1GMFcZoLofimOGkWEMBz7Ff0tYL8l5Zhm0tdgyXNJegQS7tlqzIxHhApSAy6vns28hke12tdloz4KJRjj+RVy+PemD9vXFMEn5yPoD2iIaQKzWrF+g5N2bBu6FGwpHuXf8Fo4//HID0vbQbLr974C/wOXEq8D1k8fcNeklGdl4DjgEJ/dv5VV7HzNmpaLQkojMkT0n8XeUPKGS9kH2Y/t8HJiCl8fHGbtugr7KKl1Hcaaa2LoOws3936Q0vsQwU8xxGXVyDDDH2OJpU8/TauwqCqCp67QKTNu6R2JzLVZjw9T1FBy718p7F2+/XJOYZrWM3qaf4jSVlIAXX+Wik4PrvHV5moOPhF7FITDZRIyrNkN1pIE3/Znmjaw/Q8DQ74N//nmaE6q/ZCULmf8w5cXQh45clHQu4SUsz23so/vKPN2ssHligXOj5rUxxTB1Ikos0cc8R9jNSbbyFDsa6Q0E1K14QE+Duvm5PsscRdb0SolelLVzF2UBuiiGqE6xd4lN/TPcwr0u51uMy41btceIg34d+BYUpzDht0X7PYlZvIn5pGjO9eJMTK50f2ShJUEPtAgbkKbxR/VPQGERY5pktfUj5QpL5Q3kK+d5hH08wS7mGGCmNkTl7AC9A/Mu0qj4ylVpBnZyTnOYQAnaBFP2h/q4bnDXCsT5v9ej787yYAnV4bv/Z8l62LxWLFvoe6iOdkSWTr7BUUi/jVfGDxeg+50G7vx6NC8g10DqkQDqXa5KnZLAZ9aK6ntMOFiPdKkXAzQE2Om8dgIST+OCfkQYUDJOA7xV5/r43as/xK+P/p4BSNIfeb4EKE5jFvw1x5o1WLsciaFaiw0bFmnGTXLayXdIznWiANJzS0iE3RvFKJFO4Hx+xbyz5h1jc+TFdQdMJLCGyLIN9y/mew2GKwKGYIIxM44WEDci5EbANfCnr3yvAXaSQ/M6+LXRDycBuMyJcp2q8BA3ckf0Zcc8Dtrzf8x+78cFpZIgKaJME4ZTlGgT7nPj5KqxwBBlnOTmG6YRxfg1h75rU0Ccce8DyTsIDdZyySr8ZOyiHPRE1qxVrnPBtD1kwefSovXFw403tGawfNHHa9WJD+rSAAwko1yCCziyMXC89FHCH/nMod9fHZxFgrJodZvUJ5dLQFjWTOsDOd83UETa8gO7+KJBsdSpTUxD49mRjnSkWTrA7hKWHHX66lWeyw1wZixHX22euXI/EXWWbSLyJ9hlGCGGGuBthQLiOydJsMXsUkBdrdptko6HRM++IbVbmupQPhvfLagD8sUVxvoneB9/yYcP/lEjYltCEy6Jgwu44Cc5zIteomVKcBTxjQMH8s7hwqf3e/Xr8xKfRdFM6wWYz8zJbwm2Ulaf4PJdxVArwHyhj/JihR082UjyXqt2Q7XAwtlcEtRpYCdvXVlsClunQV0aoNPyQwF1Wi7UNDOroyHDpfXWr9uQi+gvSdoFfSE9c5ZkmZKmtekbQ/lLJ30zh/rhg2RZJvp6dJILe+0Lp6uKvbIShVHuR7lPF9TxOjm2r51ewJkUx5hnAOB1tnwc8XXeyK8P/R5r09B1DAP+5FkVxU+FBkPf5Q+j8p/SoK5hMlloLuffhkuLxkxyaAgzhwhokqH0g7AUcCkA9LOrReaP2PQjUtNunuQCexUH/PLSN5ljjsHKWLcB0QuqblEy3QS3co/Ji1cHBuEff347f8PtZrwFeIMDeVuBcYjJcXxsC9tfe8aBUvFfloTherzrajv2e8HWOaXakPxz2PEUywxhTu+zdUziom4Kq6jm/NVF5yOnxy+KzB8Yk8vGeBVMkJUQqJNh0xKajXTYIbkFtLokVFfak+1fY102lMZgieRT3q5+NQ3USbs+QFwiPJu1C/jamREFoMp3Ke+DvMBM9dISrWB6IaVj43rJy4vhNurIBcrGc0v09MFS/wp9tXnqkQF33YUaOUboY56HuJEZhhqBOSQKpguakrM50yzoqxeoVbtZqRYgzpFqgglJTbb+7e/X34Wlgwao21BcYd/QQe6rvIn8ZzGLgo04hq1C8mUPDuBVMNHxIoyGX/xrxPdE+4NsVMfpPlmn+0b94qcjYFKrMfX5ar880XhjP23EywZbWINCDUrFJdb6YZ4+IurmOggjumDNL322zgdtsojWOetCbFw7QC9TWplbZoET/3c7uvC040NALq1P7UpaP9YD7qBZO+DXkcXA+YZJMe0tXUT3rcc1tDz12blQ36Uvatkk93JaIBTZ3uuVOY1hcIR5E0WE/Ok65Fj9eUgddwaTImATsKkLojVW6IYydIlZXw2Xz0yUL0WamTB5BlWUy64I8kW1XRQ4BfWnffcsQ1cahJKwdsKURThwUlR1SZlFkmOnn0utgLLHSah9veBdxaWnX8LUmY8suJPAUpPwdr7A1GtH+PKmO9x1wIzvzS//MptqM/AWYBxO7d/MR/g/jE/e62zfnsQBQYBrYcuB4yxTYvuEjcayHcOKVnAAUs5XOi4gW8CXADiZ02WOPYoz4RQ/PTHfPErSjF5YQAHBFjyu1gyoy0fGvFL86yQATRRZUBfB6jmbqDx2CchlfLPEn/q16eU8zbOAH+lS1EaospqB859+H8CFgM6qKqNZNi36yZc+aSDZDgj1y/v7/TERaWdm1vd4SPT0o8cgTbXXkY50pAPsLmlZ2Fhgur/MBGP0FIzZZS5n2LoJxgCTL2ieXpYp2QApEXED0DmWrhEwxYK689XucKNaO433PVTW/x4Ade8c+Ryf+fR74RHMQmsU5zcjL3yJHCea8H67bQrzgp/EaHN3qv3yxtERLTUgRNUrCznRcIvksIyBd75pb0NZLMo2MXnKQVcMfZVVTgxu4ZP8NJOMAlCPc0lfpVCwFM3YLZBkRnzgF8JVLWUNY4bXKqWBVNiKiWtlWql/Z5lwpoG6i3mttxqQ9YI7OSZUh6/18OvO0kOHjKESlLfqX1p/fFCtl0i6rPqtgZ3ftPi9aeCnQYsoJea8bvnPi/aji9ag2tV8Dy/QACcbtiyZnGi32/3HbRmJiCngSQOBAgkmrEkjLtsLJEWi7mqTSWuGvTZjWKG8nVPWqsqfTtKsCNATP17tm6cBHTSZh4Lx+1quOvO5ZaAPw0StajASQ17q3mPaf/Pi19hWPslP7/orpnaNMMcAJZYYYoZdPEF5xqSFWRzfwF/yPiYYo8QSrz5wH0sHSkzUxqgc2mLmlyJwbZV38jl+hf/s0jFIEvAyZt4V569JXAArnWpGogyP2HISuCXCzNkjuOig06qOqjqe5t9rVcde6lyFMjZgtucj52e5XE360z1fIv5xabOEP4P4r1EtGkSV1HZ5kjX400+2nL4PKkNmn+tRs/nH+OAutBTwwZoup/vms5N6tgz57AkQXCVJrHekIx1x0gF2l7D0LNXIUWSYKaYtQzfDJqatp/qTXNNg5yRois5Z5wKnGLC3UuumpkFdFlsn0qpI4m1mTC83FFfIRWZa3j10hM88+F74Cs63QrS64o8yg1skCJCpYUCdLOjOYTT8s8C1ql1ZtMU4U00bFY1ZDKjTizEx5dRsXs6rQ/cDwiYUAhAHMW+gXliLYHJwkI/zPo6wuxHprbtYoxqXwwydb4YZYvTSwF3od1DWvE8tPvhqtRS4GNCl616v396FtCESuolD4C6rfMi8Ms1Yyq87JP7SRn77fcoaax/U6boymvUBm78vBOoErF2JY3F0EA45fgBjKjgADKyyobhi/XjzzW1FNO7z4ZEp3sg3WNsLTx/YzNX/7VljpifP/3ZcIJGyqkcraYSZW1RRK4Ux0wArVsdG6ticjayoEmE30hroVCrSf50ORcr5q1GN0W2ZrhwMRSYQSL7mzOEkOmYenLmhjvJbgeIivCw+zu76cZbKG3i0MM4yJW6sPURp8XwD9NajHHMMNPyqRXYUnoT9T7JCgRJL/Bz/J++56/NmvqxglG6j9lwmcGCuan+L6HGUHHNy7vKpgZ8o8ARs6yTwcs0sKOspkDC5lN/CxGlZrlpTxiKU1P2VZTyd9URpAKKfalE/qcvY8inXLJ5ft96mf4dAnS96ptEzDoHvGmBuJCl5DLBcIixZAM8PqtJqHPxZLQTq/DZfchLy7X8h5MXQh45clHSA3SUsxTl4gl0Njewcl7FCN88xwCPsY4oRcsTUiVimR4G7SAG+7oQJ5moaqIvWaARQySIKQneUFyCl1LtMKbfEAHN8ljvgQRov78biR4fyhqRWPcKZSQoAFGCGPU6YMqlvoyojQVA2kly8gVuA6PQF2ldPiw4AoUGfjI3411jTsbODvXyM9/Nt9jdyCa4gZq8kwZsP7uRP2BA/9UEaOxL6nRAfzGkgl3Zg2jJBljP+atavqxWbl2Z2mdZmu9NYuzesbie0JEkbl7SgJRcjIdq7S/1uhy31l4a+Xlz+ouZDNIhLY+n0KnKr+n6SZlPMTcCVawxunWQ0N0mNbo59f5dpXwKrVFW9VpGxiRlu5R667oHR255l7U7oOoxR6MhtNophk8QUu44z1fT92tKGB3WsT7baeSGvzTdF/Dx8opyC8C0mYDIE9uzvjf3QU4PIAuTluslpp00IG4nQ+4HXwrPDvQxUFuiKoTxznonRMQqsUK6cNznyBiGqQy6u83O5/8pe3sjXeSNPsYM5BlimRI8NunUbX+I9v/J5F6xK0gpM4sw/n8bNfTLuei7UYysAUCvNtIm9HueqGpcYliqOkWvkV8sZ5nQtNp89MQ3TS52TrkfN2z1FGsFUskBCFnAS0fs1o3Qxi6qQKkabYurtWkKMmBbdP4Hxof5rQCZ1+mCypI4NmXnqPkvglvWMSYjZ9N8gL2lfu4505CKlA+wuYTkxuoUZhihQ45rZ0xwZ3M7DvJqTbGOKEebpZUWhEZdwXP9Z08w4Z329rLomilszdlm7IwUYoph87zJ9A/P05SQF9zxv5wvs/Mppw2ptw3xqB3fR2soiy1dlit/GpPotAE4WnWJm2U8yDcEgTkuvAi4AydxVqHYl711N7deLP63pkje8aKsXTF7BI+xOJIhfopQMUuMzbBrQ+WydD+p8cJcF9hISAk4hoLVeNi7UaCu/PXBLiCxw6bfTaiprB9Rd7LIMwnHhQm354uupQ/X69ayHwfSNnvRyTR6YruQ9rZULaeydz+xFGMZcAqSctserYB4bepe4JmdyOi7Rw/wVfZw5s92lQpAARyrQyuu5nxsmjhpg9Qh8/+ZBrrhlFu7BAcEY87yN2rYEWMmcIoCsYFKQJJ5jEb1NTDlz6lP2+c++MP2ofQJwZPuCV6eU0z5nZXfsWgz5spnSdLCUfJT8bOT02wabDy4Yk/YYGISFO/t4Z+Wuht9aVIepwX7m6aOPeW7hXsY5xARjTDCGzM4DPGeiE4Nh4sRfWQK1LOKCwgjbpq0d5HrLeUk/Y5wVhAa22jy+BquLSR85bWYp28CM0bxiUCN1LYXRW42TdeUjA+xCJopa0vbrxORp4jNYaeKbTWb5vPlgMxFQx+tTWv/8W1czlmlt+cAy8raHRHvthur1A8/454Ta7/dfpEMsdaQjYekAu0tYFuhlnj4mGKN7cIWTbGWCqxomfnWiBojIqcTkzQAvssCuxVQpYM1PfeDvB8SHTli6vv4F+phngOcYYI5XcIif5pNmQaIDDORwES/13SnaW1nECWMnvnSajZPFgw5aICJvCm2uJSafjb6rslq7rE2E+lWZxBioOvVw9sNJtjaC19ToZpkSM4tDUC0k60oDdVlRMvGOTfudkJDpZZo5oQ/qQiaSabHW/GXEuijFFv3TdbRaaqUtmfwB88HPemW9x+klkufv1lSvPHtrpF8rSC4T5TPCeQNpli7QX//+kuiWkGTvfKYKkgnID2ECoeCO7RuYZ4gZRpmkmxorFJjZuonVrRtN8A6p/0rgNfCuN32C/8hvGh+vQbN/gjGu2DZrnjGJcOv3X+YTeRaF4dd+sNoiIIvV86dGMekOraZDt3eEm5sEAAmrJf1YTJaVK50vOD+yvDrP/EZ77tswTOUJDIATRdc+6GaF/DM08g52xTAyW6GvPM98wQTTmmMAgF08wQBzzNPHzfd90zUk+fJkrhWTywXcvBkDFWviqoPbyPnoYDQKiFHABbyx47ZWdWaVeQ/UybblKokgKWDAWhSYSvKRA3fC1iX2S93e75AsB75rNiwk7ah0BOz4zJzWHWTVu2T/GmkwSN6aGozpT2gGX1r8c0wrJ7e9b0IZAnUxrX0SRTTz5wPbl5yPXSva9YclL4Y+dOSipHMJL2HJETPAHCWWOMxeywb1sESPDZRiViO+b10tkfIgR72eI24F6rRELQJsWLPLDVGd7mLNmF6y1AB1P8Jh3s2nqNFttOuPkWQHdL427ZsB4bDrOiedgDoRia4p5pngFlY1rywk/eW0f14OF1rdD2mO10etvZc2F2kA7iVKTDFski6fvQwWupKgTgO6EKjTEQfjwB+B36nig67QNg3q0sz8QgAurX4ytl2oXAhjtx5AebHiL9FC3jVpIgZN4MB4Gjhe75jqeqy5tX4OJSdjhHsuBdCF0hbIbx0x86DdZ7cNFOYYYI79PMyt3MOXuA2G4NDbx1no3WwCd1wJO2/5Lh/ko9zENxiqVEyQDQvU9s9+1wAZDY5EQSS+t2IeeE6dh17tCmskSpsQxRIIbpJgpuRPz1nShp6r/JQkesUt4yRziWa0rPQUjH+ZsFCxWB+M4uaYp3E53qwv3CiTznxy2NTZBZQnz1OmAoMVRoammSoMs0yJrbWTlJ8+D58GrsKBYzCgUbOXWokWwar0TxRqcn5WybZac8yZSBQ5U8kuy7o2fAkjx9YJoOuxY6qDo8jvKOUVpoFfu6JBXh4XsCNW32W//vSfyhDr529bpvmplSde2MFQxMkQDtCzjHz3fdRkNteASY7129HmlPp4LaHH369D21/oSK/QbKqp3zahcxDpMHYd6UhYOsDuEpZJRjnPEIcYZ54+liixRA/LNsm4BnTyqfPXNcCdNcNsylvXjjmmLx6oKxRX6M7VKLFEiWVewSF+gT/kimOzzoxyBgeydIJgSCYED5lI6kWaLJoWMYuQKsmFT4xZHI7ZNsX3RvvpSTlfxKdGFiraFDJSZcQ/Txa/ktC33yT5neMyZhhiZmaTSUauF9J6QR1KTh4CdajjSPkdFA3OQ0yPHohV0gGd7A+BwbT60+rR5dPYP19C92c7gO2HCerS2k3z3wstnbKWPquErxG0Z84qS7oY4nwzqPND9Mtzp/98XzvUNjnuGujfc4ZxHmUfBxnnECOzFd5d/hRDhRlmykM89xMDRNTZykl28CR1IoY4y3x/kcFatQEkug7bOscwwO0YLj+aPIMjOP8wYcz0syosnsw9/q2kUyRoP9sQlSKsmwa/8hl7x4r4l0XyswUuV1cEsY0W2VU2QVUac54waprxG4a1MvzYwQdcYKptmLlQ/BDtOeXi82yKZsjF05QnzxtF2zQGJGqm0TJyJHH1QQAAIABJREFU4ExZBawJk9hl58e1RQNES2UH+HQ5Yd2EeYsiG9zEHt9XphEQBRygAwME5XiRvHftWoE534wwTR3ic97ylIWe3HZ5eg2q/IArUo/m0bOAlP4tfZO8dyEJATdwYMs/zvedC932+cD3kMj4hYCgZvP8GcvXhXSkIx3Jls6zcgmLMcUcaQRFkeTjOjedBncC6lboRkfEbJhhhlg7sW1p6W8nKlQP1BVWKLBCjjoDzLGbIxxhN2d3ThFR5+UPH08uGAU0JerGzewyy2ttsTB28vLXdcxiFn7av2PY/slb5Rxm4eMnLdft9pPU6mtTS/2WkxxYAupijCb9KgPEpxlmambEgrooHbz5AVNCQVXSAJ0ez7YlDZhdDKhr10dOy3pA3Q9L2ml7PQZdul7fyKmVPU5oPNsBy6G2pR2vr1rBoFed/qpOvjcYPM8UO6qT37rC6jU99G6aY7x8iNdzP3v5B/bzMAVWmBrsp1Rf4kYeYophxpigUFsBYKIwxklGmaePMZ5mkDPOxFoASgw8THLlt9Pul7xogzgfMDk/nT9OB0qCZmWSzDUayGqwJiApNG+hxtG3DpAyuj4xd5X6FOCMIgucNDgVZnIWF9XXKrK6qhjAq9MHSDoBMausQfEEFKdX3f6KrfO46seiS+qeFz9BzPe8tmCIHfjTov3gIGlqKbJqfeu0SLATKdcIfBIn2bw0iXJhcBcCdb76SV8WARyhnGtpoMdvr5Uvny6jwUw7izRdtwA7DfgESEqdEkBFl4mhCbT6Y6CP0W20mu1CdUsdfvtpl9N/y2RZTl+S0klQ3pHnSV4Mt1FHLlCeY5AVeho+cwLW0lMbRMq/zlz6er3NpzjkvNBUxoG6KKpbUFej2/4VqDFkVegzbGKMCecDM63qkcVE2t2pUyHIbwFq0k1t3qTNiRYxi7099ncOx95pZ37xH5Homv04YFUgCer835qpAxiFP7n2XzHFMM8xwOqcMckk7koHcTHZYC4N3LUl2pwvDZilmV5quRhQtx6gllW2HXarVb1py5KL6WNWaIF2JBRGIGR4JYZcWeOfxQdosX32QZ2OcBh72yXASW+V/k1zDTPLIc6yyXDTjA5NsoMnGWOCXXyPaYb5HrsYY4IcdeZyA42cjtdPH2uYIu4on4J+Yzq+bfZMI4/l2k7omsQ8kxJ0Q9iqIUzqg8MY5mkRFyhJD4ceEs1Kpg21nkMg6ecr9fWS9BXW7enw/Rpo6NtVl6+rT7utJMolVHnJ7alvc2HNis5PD5ugO5FXr4pRaumgKLJNGEAbWEqDNckJB8r8ErPNZ/Dkt5hM5iNTvhHZ0m7vKRjQGgJiYqq5XDNALpSvLk2yzC99j+E09Yg8XfPSn+wmG5LGjvnbtB9bWvAQ/3b0mbY0U0392zcble+hmSq0zVddtWLoRGSGCgVgEZGZjIz9/vl0pCMdCUsH2F3CskyROgXrU1dQaQwMuAMXCVO+a9PMWK0SclGd81HgLdiu750FdbmobkBdcUVBSFNvjQIFatxUeYDl3jwbD68aPxnJJ6e12n4ocA3MpkkCONE0C1MmYE7eBpIwVxY3Au622zpGcUl2UcdorTwkg7OIv53uh/RTgKDVoH//wCDf4CYW6GNhsc/51GnwFgqKEspPpyXE1oX2NcQHdCGRfVn7oXlZlLYvJK3MNdPEf72nDcp6ddz+MqbdOtbTBjTrwtNEBzbpoX3gGRp/bfAF4SWf9CcCbLJwvUkDOg3mNsGGTYuMjUywl8O8m/+bOx//onm2tpnya1a5Md+f52xuiDo5elhiKyfppsYEVzHHgI3G2Mv+/ofprp4nqkP+BFx76BRsgzMH+jkyuJsJxliih1sH7+EQr+CWwa9QFADXj4nIOY3Lu+aDKh9E1bzfWvR0qIO0aMavivPflWdfRMCSLz44k34tBLb7ufF0VF59XhpwTwFj0CXRfqVeyXcnppv+/Cj9jTHXcFqZXgpraKvSgE5YvFXbLz9qp4A2DQ5900m9X8CaPi6ut2bnfFkPqAvtDwVKkX0hcBSqIytAiD9dp5X1MTveb7mM2pwxJPLk93jbQv0IxfQNmVz6j5PfngaeobJSRsZK9y0NCEtdxcD+jnSkIx1gd0nLKt1UrU9dbE0xa5Yj8xm7esqlzuUMGMtFMRRJRMY8H+dAwF4bAE/qyUV1unM1CrZH3aw0uMIn2EV3/wo3n/imSTB8DAfswJkjiEbcf+tUaF6kiYhZEoH92gwrxmmj+3GMn0ST04skAXhV3KItwoE8DUbFDEr+CrC6Bz7CL3GWTTzHAAtnNpmUBXpB1q4vnZbnjaUT0cYwaZLF7KUxd3pbqK60/Wn72jnxVmXaBZHQeooMMYZZ7eolTtrSRW4+WeroKLQRLqSCBuFZ4y+//aWVr8cXvXkeqna7ZrKKuOTiW9fYs+Mgv8xvc+eDXzTP8n2YZ2oYuM58dm0HtsHG4VU21s5AAdaKFaYG+5lgjBmGmKePEkvs4gnmC318tfBmJhgjNxhzy/i9XP+VY2y5r8K9B8aYZJQ6OT7DTwGwq/wE1+47ZdqbBI7izA/lVENMmWLCGuW0ckbEj/qpA5ykkcV6PvBNOUPlNWgGx5b6K3r5035/Ndw8pEHlNMYEvIZRWok5uqRfmaTZNDQmGRwKB+h0fzRgEnAnoCzKKXNRr/+xbU8YPW1e2ehC3bF6Uo8wgdAMCEVCgE8HU9F9bmWLIGDDnw39U2pqT33PiiLpq5B0u2nMnP6dNptqQJbFpGmSWEBVFgvZDvOoxQd00qYfhEbKyiyXVW8PSQDbw0uQtdMX5oWUF0MfOnJR0rmEl7CskG/kqdNsnXxPEwF5EXXqRA2WDSAXxSafnZIGwGsD3IkJZkTdwkzH3K1QoJuaCaV9HyZstgZ0ogWXRZlvHqWjWPqToARBET8TKaOZPnCLomlb/x5gH850UgAfqg5tFqWDI2htfwHnHyMAtAyf7L+TZxhlnl5OzmyDs11JsJblW6fPPetPy7oBXztALLSvHVB3Ia/eNJ1zOyfWyvzxQvqTxt7p809bqvkSWvrp43wzybR2BYBpUJcG6PR4yrmExmHJ+z0Icd51Q4DHALAVXrfjq3yAj3LnR79onrFxTPTLSQywmrDHbAReA9VfhonylSzRwwjTjMxWKPUv8aqZx1js38Dhwl6GmWKePk6ylTkG6GaFv+F2vvSWOu/nY9zG3TzCPo6wm3n6GOIsR9jN6Jsm2fjJVRpMuj9sYlIt3/UwifJG2H4BVSq4SMNUUZuHa7YLnM9tiDXXES7lU+ey0yJ+dSGaRuYZaUdPxwLwNHibxjFzMzhl2aL6k3nVP68qCYDXmANjGknBfUmAPLW/KzIpDER8cKajYualD6oeAXsisde276sn2xrl7XXMAnRS3I9Q2S6o0YArxGyFvGl12eXANr+sr8LB+y4ArV184M9sMgNpCekX2qnXZx99QBoFvvt1+7dYjyqXp8PYdaQjadIBdpewlFkkzzxzDCRy04lofzodQEVLjhhywrbVU3PZJcCdBn7W926DYutyxDaMy0oD3HWzwiiTvL/yCQPqJGqlaMpl4SiLAj9KXSioijkBJ3KcMHcxzg9nyJZRSXAl59PiVRs4e2CIq0eeNb45uj4L0BomnrpdYft0PyUQQw3WDsBXeTOTjHKyvo3V0xsNWxcyuwylMwgBNwLb2gZzsfeZBcRClYbAw3pBXVZnL0YH6y/bQl4jrY5PW7aFlkAhY66L8akTyXt/WiR3XQjUhQBdqK8hiTHLJgF3yvNGP5s2gfiVu46xn4d5z/Tnzf2+Ex7ffzUDt86x5SsV+B+YZ2sCwxRFUHwMdt572jwz48BV0JNbZS2CcuU8O4afom/R2AzeVr6bb/BGJhhjhW5y1PlDfoESS+znYW7hXubpawC8r+feyMB75xjjabbfd8aAkGmSZt3iDxfjomZq0atLed5lvql7+wQQybMrZpiSmkX722q2M1LHRep4Pe/V1TEh5kvv05LD+Qn3Y8zLT2DA9izGPFPq0vnlfFNRmb+0Uk1JlwXOXdJXAuWsmfpaNcneaQatq+jAnqQ5WKt6zFrcDOJCkgjAklI+ZJzsF12mORT/ep7orLJZht4R0Of1x7+8mkX09wvQ0Z/t9lVuidAMESBrU0W3KWxaO+OR1W+f1YsCx3SkIx1plg6wu4TlvOczVydqAndasli8nPKvE4AXRfVEfrumdAhgQJ4KrJKLDIyUoCkC6kaY4hf4Q/J34RZGjTpoXlhpYKMjxOljoDnPlGb0xB9FmDuldW6YWE5Cefo882Mr/OO123n5go3SOWvrkQWgryEXZlGiy+Ht3wMfGfz3zDHAWYaYPTnqQJ2AOKk3FDgl6y9LUt/CXVk725B2gFvavvW06ZfVPmJZYPMHLaF+XWgdadOu7+/miyw9BdTJMnQ9oE6WST6LJ+322L+Sy1MH5rs1w5RUBMwCg/CP+7czxQhPsIvcW2IKb1mhhyVeN/kdo8TZC8f3bGH702cM0DgIFCE/jMmVNgibh60j2CiM7nzG5r2cY4kSdXJ02wf7QW7kIPsY51Hq5BhgrnFmdSKT4mDQ/i2QZNslMmRoaOX2Ev9YcEwdJE0wfWWOBkdpU6y/EteXLAQgNQAU0Sxh3dunFWGj9vMQBtxV1LGxd4y056diEH9BOVbGT1tB+O3q9BA5ZcZpJWGimbMg0Z73qjLTvFAJsXQQfgKajrWf0r1WzJXeDq2fbDk+a8Gl2/Avl576/TrkiYV0U82QSJJwYfmWSc4E/szQroRmLz2mPihLA2lZDOdLEtRt4MURkXLDC92BjlysdIDdJSwL9HLeS2ugTTJDElEPbs+aUKKoTq1aSAK7WAIsJJOV53J1um16A2OOucI1PMnP8qe8/K7jjhHTpkD+4kUWElIG3AKiQPiulbdJjuSbpUoz+BOTT9FeH4elsR4Oso+Xjx53mvcZVVdBHSPtCBtYINm3cfiNbR/iYfYzySjPLI7CXCACZkzztrRImGniryzStjUd5LN3WrKAQtbvVvX44rNe7azqfN17u6/4rCVPaAlxESvMliJ1573f4MBbKOi4/KWBOp9xzfIiCv2WJdZG81OzdQPyt8oQZ/nn9U/Bo8ABk8YjZ5U5YKJYAnxx9C3k7nT9O3LHbnbd8T12fvo03IWZCwQklTG+eUOweXyBf73nLr514Hoe4samKL91ckwwxhgT9LFAiSX6mGfnY6eNj90kbt4oqE8dVEmLPM+xaZ8CBrRWSfqzyfQXYtC0+LnvciSTvPvzl56S/foE9Ml1kDIaRGmRoE3TmLGQcQidt5yPBnV+fjwxbdc+i/58Cs3zrufDKExfEzqx7KEOviLis3VRlL7PB3W+92iIsYNmJixN2pkNWi2m2llsaQZN42BRufizpIA6P5hLmsh5ywzTp9r1/ezaAaNZosfZB4jthpESQKiv10sS1HWkI8+jdIDdJSzn2UCOODPFQTuSAHv2kFzObKtHJsddoVijHueaWbtYmKAVosglXuimRi/z7OMRPjL7n+h6AOPMH5FMVaBBiF4YSJmIpM9JGrCT7bo+8ZsR/xN1fq7/wCxsnz7D94an+O7oTq6fOJZM0KzbFJOuijq+oP764Y+3/QwPcSOTjPJkZQfV04OOrdPr81ZJyDWoe15whlyrLJ11midKu0ufNF8vv51W29L2PZ+v9VYhBp5vcNfOdKuBnZ8e2PeyaYch1UuzLF5BbjYLlnX0ywGMGWYRNhRX6GOBjQ+sQh0eGL2hAeRKLCdMwkss2UBOpr0VujnCbibuHONmvgkfxTHjNRwQOQgU4DU7v8trit81gO8qmP1AkQnGWKbEHAMMM20tA1a4Zva0AYoT9jQGcYqbgv19LnDqWhkEBsiIX5qInjN800U9P/mm2uCUSKIUEj9cn6UT0eBTz5G6P765pxw3ZH9P2/PYjxmPp0n6GOvbwDcbFeAmQKyfZAL3tLx+ck7St5w6F231oFLUiOmljoKZCHgSuE2zGD3N0ukn2386tB9dKEhKqA4Iq33811bo+AtZZPltL2Nu3xJJhi6N7fLFP7++YKlmaafvIaP3kBot1E8N9GRm88lt/fmDVLd1pCMvFekAu0tYNnCeAiuN362AXI56E5Mn2yLqxOSMz52ViDrkIM7lWIkKxHGOqvax82ZhMcOMqFNimTfyDX51+g/gWxiToEnCLFSayZEsEkKslV6Q6FlfFg46KbBeuIlJkZYqcBT2Dh/m67yR60ePmeS8cqyfd0pMtqRNMAthqy1/lHHOMsTJxa1UT1pQt0BzjroQYxeyvdHjEpJ2bIQuStJYodDvNGmXPcqSiwVbrYBc1rasQU6TLH33etjGi5VWN5KA/R4aSz4N6uSvF7qLNUosmWe5AJuYYYE+ctRZoqfx/Ot5RYBdtw2kNE8f/++dr+PHdj4AX8IAuhlgzHZHouQexKxmB4FtMFipMjh2DEahug/my70mGMvisyav3SswKUyexoCcIgbkDONy3ekAJ6L4wW4fxPnQ1WgO3qTNH+XSSroDDcj0al8zWfpYqU8kR3Pdac+wH4gFVW4GM9dixow99pxO4AJMiQhTJ+cByXlSB4OSc/PLiaWCWDnIsdJn35cREqAOjI/camzy1KVFvYQwqGskLLe/0wCdb5wcMnDQERvldHu8Mv4xWvTT3grUaZWMBkEac0sUSfkrYW7RdsHc8yG+KqiVqafPqKX10x+XrKAw+hg5TlRcLylJ0xD8sOXF0IeOXJR0LuElLIaxq9PHPEv2FZRlhqlFAFydXGIR5vabmgB6iFnO1akXc1QXSqZA4s0YN4KvdFufuiHO8k4+55IES2Q6Ybp0BDpfBNSJ6Ah1/mJJL4i0eY/8japyqHpEwy5tLcIVh2YZGH+O+8ZezYHrvm0WQ2IOqvujw3HpxWENHj9wNc/YYCkLT26GsyRBXSgZeZrpZRq4C70BQ2/CtjFQO/HiLrjyNsWv71J4bYfYMJFWenwIx9FLO04ufCtGNOu6tDJkslxAhJd8nIZZpmHl6/C4OeJaTnFtZHLNiWLl+Gu3MM0IPdZEUnLV6XmpRjd/t+8AuX11hpjhhoNHTZ1VDMs0iQn48Yyttx8D9A6bfhQ/CsXCAly34HxpxXT6HTgAMgE8QJKxkgi4ElBJUpkUbR3i41shyfRrP11oNhXXpoTCcFmr1gTg08yWiA7W4gM8aAZxIRFgJwxiBQNyr8OwdxJERaeFkaTk/vwojJsWCRalgakOaqVRgKR+AQcoay4nnS9ZgK7pNNUtLsc1hkxFwNSgST8VoUiUjbq9z4j2EpLHOB+1NDCo+6Jnt2X1KaDNnyV6MKDu+QrPJPXq7yE1VNYMlqWq0+fg19GuvtKfrXww3jHJ7EhHwtIBdpe4SGABrRkPiWbrhJ3T23PUm8rniBORLWuFAvniCqvVglNpRmtsKK5Q6l2ilFuixBJDnGUvh01yYdEgSxRMHcxAAzK98MHbriPKyXZZPOh1sF6cCHCTT+2fouvUsgi7+B5P8DKqO6E4q/bpvmtN9zCOGbwWPsb7mWDMBEs5SzIKpgZ0Pqjz89W1wk1ZgC51+1obFWfJhfrWXQhIS9MNt8PapRkBXSiNmVW+1QVIeyb9Pvq6fl3Gj355IeOZ5qUiS6Q+TOSRrmZAp/OrAROMmfv+PgxQmFX7F2H70Bm2l88YYFGD7eNnePy3r+ZJdjTSs5iWzdwzzTB/t2+Y2r4CA8zxivqjbPz0qgFxV5k6mMTMJdJlCepxDPc8l20fJjGgLWc/xzHP7iTOzHC76nOM86kTvzJR5gho9M0i5TjFAPrJvBNDrBUyaUotmctC0X9F0pJuSx91qpcY52+4EzOWYmo6iQOuoXlH2Moabqz9fvmmlrK/Fxd4ZgbWLPiN60lTy3ZEUhkIWyegLsTeaeYuS1UlT5H/hK4Sfgrb6qc6PqY91gqy/fsEJMoTmjbz+a/Gdme39Z5ju6kffFmvzlHPcD741HIpqP460pEXQjrA7hIWEwq8m2VKjfiTrdg6n52rEzWBOlMuTpSpkzNhWoo1VovdUC1AMSbfu8zA0Bx9zDPAc4zyDNfwJLfzN2ZBMWv/ZmjO3RSydJPFgWieZeHgpzXQdWgGT+qRfE4h8yYdyVJHdSvAzonTzI0N8KXyW7lj25fdwlHMrSRgSoxb+PbD4rYN/HrhN7if1zNZs8FSBMDJokiDOtnuL5havfHSmD3/+KZ6JMhNWpCSUCTFLBDhB+rwt4XKvRDix2Jbb38ulpn09cw6KmXW9Bu6Bu30fT3AV4/NRvMnbJ01vUwoVaqwcHaAifIYi+/fQPne8y74iQC8RZwpoDBfx+Ha8ikmfnmMOhEr1idPxCmZYuYY4KHcjeTeU2ecQ2z+7IJ5BgXUCciTZ1kYJAFmNdv+kD2lIQyb+FqMculRDMDRQFHAjbBQGtxBkrmS51WnDLDHd2nTTT3/hDC+nq9C86FuTyQt0bkcG9N86WWMHrPnfBXOTFXMU+V8NGiVay/jW8RQRiK+z51EIJW0C2VVr3Qll/xMnKYwbbb/GsxJ2oM0MAdhs0sRHzyJaaNmfbJYudjbn8Z7t+tX5vdL6ksDcbrttBkj66lPA0Qh8JmljlqP71zI61ezgml+eaG2Q+P9kmTsQnktXwh5MUTm7MhFyYvhNurIBYrh0i5jjgHmM9yhTYCVKMHO+eBOlwUQPxmz3zzpPSxBGQbKc41ol1s5yRwDLFFiKyfYxyPcyEPsPHbaLKSEmfI1w5pd0yZIoiUG9xaQ4xZxQUpkv2jNRXT0O2EadB0xzX4fsjDEtP2qwmM8MbyLZ7f1snlyIZmeQTT0OrBKDj5T+CkeZZznGGB+ri8MwkLBUbQZkz5f/y2dpvZcF6jTO1qZXaaBOh/4+XW1amM9cjGsnRwf+h6q74chcoF9cCfGVlnSLlu3XiAq5a3NoPjVSaoDeY5kyM/meWLgZXyw/8/45Gt+xjw3WvEijJAAn3N2+93wY4UHOPOL/TzMflboZokSOers5R+oE3GE3eSIqdkH/H5eT98d84wxwbV3n4JHMKaFRzHt6lOtwtIszC9CXxlKMWbukSTds7gAI2Ji7Q+B9hETxk4HA9FzmA6opPsh1gF+lEhfQrewlA3l0JM+aGmlG9B9E/ZuFpd3T5Rm5UD5svoU8CcATufrC1ldgAF31rqhK9AtYTf9vHUiy9XmbY0u2mMEIKaBunaYMAiDu6ynLA3UaXCWVk5EwKUGdiGzz3ZnprSp3zf51MDKB1napy8tv1w7IbVCydb17OWDas2Y+m3k1TE6pUOoLx3pSEeMdIDdJSyr5FmlhyV6mrTgQAO4+UFR0vzq5BgBdJrJM758NV7BIf47H2TwK1WzQIoxGvFxWCtC19OYl/osZiEhiYL9RYkAOm0SqZkrWVAW1L4FzCJNzB8FYPmEow5L7keZk30C+jRQlBxV0/CK4Ud5mFfz1m1fM9uHcOZT8kYcBPrh1M7NHGQfzzDKse/vgjNFOENzsJQQsMP7zAJ1IbYuVCYhGtSF2DrfDd0HEGlLBR9kXAiga+UvdqGSFs8uDSSGjvtBLRtCq/EL0T3LjdgOo9rqXOySNORX55ssL0D15CDfuP4mTv3yZq7+zWeNH+sHMM/OF3ApB4QBq9i/+2DLSIWfGP0K7IS/GzvAOIfY8gcVqMPO/ac5fmALJ9nWmM/m6WOKEYbeNsPm/gV4EPO8Po4LhlKg4bsri/21RWsSKSDtuHcevtm2P4doX1z/+at726SssHSQDtzERFErcmS7tOtbH/j+b7o+X1o9SjL/+PX4zOIgbs6bJAk09bl7KQoSdap8f2st+uWDOt8PT7NM8l1UIiEGSoMLDZ6kXLtBPfS2NBzuSxaDFZNMhA4uZNHFgjq/LS3LwLy3T/z29HH69RLhAJUGYfpNsqrqCiVv8XWz7eSh08drf0gBmZ1Fa0c6ki2dZ+QSlhoFzgd85XxzzDSAFxIJmiKmmLEFf0PM8G4+xXs+9nlnaiWLmkngIHQN4cJ2STCDCknGThZbkHxjiga+4O1D/ZbQ22JKqc2mdLQ7fYwwegIkxTxML8CkLZWfaYgZnmAX/3N0D68695gDY1LeBl84vm0LH+d9PMHLjAnm2WJzFMz15KhL25dW3j82IT5T5zNsIYYuqwG9vxXw87+nvcpbrURDrN3FAEF9bDu69XbZwXal1ZSbpR9fr6yn35FTpuj8ddocU6pcgKmZET409Pu88z9+jhx1jrCbrZzkPcOfN8/9OOaZPoqbL+rAvTSYnB+/9T7WXge8CwO8KrD9o9Y/bxs8+9pejrCba3iSzScWnJIIDMGozf3KUKqZkPldohAS02kPZPinndie5sMWAnUimv3yzS39OvR2H+ML4PN9ikN9yZI0JCLip37RSi85P/G/E6uEmKZUD2txwJ9Q2rdtr1VNma4oCe606aX2m4vrsIQDXwLcBAglAEQ9yd5kqYlaAbl2QJtf1me80kwGdXkd1EWO1SxfmqTZLmTNvpohk75oveRGr+8COHUdEQYQhkxE/YAr/syfld5Al9fjoesTEKzL6/bTHtVLVkKs/AshL4Y+dOSipAPsLmE5zwbAALe6AnS+CaXeliWSZLjbGnkKe7eVk/wGv87mP1gwUeZEIhxYiXChxSXanJ/DKVZlRar2OInUJsDLF7sYbARFgGRAlLRFlCxIqqp8LeUYaaMIA4sVhstTHGE3u3Y+wcaZ1WSS8m3wteEf5au8mcPs5RlGqZweyQZ0aYyd9DOkTdfj1oqty5SLBUfrBXWh41sFI09bfj0fxjc+aG0H1PllYf3jdqGStjRq1Q+femkF1KWNLrfyS1OLq22rc30cGdrNWYb4N7/5Cd6x72/5uVt/l/e86fMuj9o7gHuAu3E+bWMYhm/Utjppylb3QXER4093ArgPNn96gQPxt135SZr97eT0eoFFmwhbkox7fW6iD6SoXoIVAAAgAElEQVSOkISUKro9qVeDuSwg5yuPtCVCryonIubfogirNgch6dL1pPVdix+JM2TmqU1IhXUV0KqjYtIM6hpAL27eLv0WCQVD0YnFfSCjTQLTfL203o3A/laigUWoff09y08tbVElDKM2KdTAsJX4fdLDLNv9SJ/LXlkZH2lbZkXJk6fbCrXhj4mO9OnbPsh1CkUf1W349aa9VaSfsj8rxlBHOvJPWTrA7iUg2nQyC8z55pd+7roSy4wxwTiP8iMctn5zJ7nhL4+65MHgwJL4kqC2SxJg63vWMJWSiHOa8YpI+uNsVHXpkOASVluDvrRE5eBCcAvLV8eF3tbASD4lUh6uj8UCjG2bYI4B7s69jZ/a83nyE7beQfjj4Z/hXm5himHqRM0BU/womCFw5v+FImO2+tNlE5JmgukDqjTzTF9Cr/r1ir8ka4d6KKljZenVLlhpt08irQBkqN1WoPQHLWl99pefadfUQ3H62dDKhoBS5uTiVj5T/l/5N+OfgPvgDbfezyfG3sW/3PfXZr6owqkPbObq4WeNCWWMYfL2Af8DAxyeAS6HYj8GkI1iAn1MY0BcBTenTOPSpfgAS5tB+rkn00SXkfMNUTgaZOk5R1IkpB2Ht13nvpQ5UsZX5lLPVHOtYvK7zSu2rMFw5KBHpV4plTMic7YjGvgpwLtWha7Y9ncjLn0NSdYuBPTSfOhCEqnrFmLgfHYo9MSFVE8hVYfv5eoza75oVgmSt0E7M6IGOnJ8qxkjTRWmz1EDnYiwf1vaa0JMM2MMS+r3Vf/Wba4GtmlTSb+dVpI2DmkMpVy/+XW0cUlImkLthy0vhj78EOWuu+7i/vvv55FHHuHw4cOsrKzw8Y9/nPe+970vdNcuWP6JXcKXlmzgPHlWbGCUuGVETAiDPTDJg8eY4Ff4bbYunqJofWI4hFlQSdjvGBctzZ/F6xigpkGX+MAJyNJvUvkTnzlJdKtF2vQd/LUZkZySLHLE/DNSx46SjPDmJx2XzyoNEFiwYzLHZXyp/3/hHef+FgbhrtGf5B5u5QRbeWZxlFq1wOqZjUkTTAF3IT+7ViBPn6d/nP/GbIVzEpIFqNLMMPWSR17n8ur31fOhJYH/evYNfaQ+v82899s/dr2yXkDaqnzovFot1dKm2+cDFGqA14qp89vLA2sQd7l7tlftrmJSd6CqnetigU0c2bGbP37bz/DzJ/6cOya+zK+NfZj/cPNvcePND7GDJ5lgjJO3LzBw+3NE1Hn5oePwHzGgTvvQCqgbxz3b2zCgTvy8xAw7h8shp1f7rU5b9mumyjcLBxctEty84wNFMVlNC2oSaltLKOedan9p2rBZy7UMD9g6LKv5crkKy3UH+sBFl+wpmvqiyGzTkSm7/AWlzIM5l0g8QgVBUalqunDgzvejawXqJNJlyJ9On6e+W+Vy+4CnMSYpIqfnm/b5ACXtONkfImW1ukqDRV2Hr4do1wYhjck6RzL4Sg9Js8s00KrNH5e9bX6bPqMmdfR45TTrp1Vx0ByIpZX4j3AIzF+sgXpHOqLlV3/1Vzl16hSbNm3i8ssv59SpUy90ly5aOsDuEpZ+5lijjxrdRNRZWefxOeqNuJqXM8kt3Mu1B085XxhZTMUkk/GW1TZNouiktxpUxZgFmfhrYPfn7PYyLl+SzhclPh51kpHmZL9814ATtV8i1ElwhX61X2voNUAVDfzTsGWmwpZihdKeZSYY4y/G3sOD3Mhh9jLBVazUullaKHH+TNmAOvkLsXZx4FN/J+UzLdhKWzhFXvt62ePrXlstiXxptXr2pdUSJqTjFSMfaUt7frQDXEL1t+qjrt+XdscnxJqtpx8i/tIwtL8d0Tr7VsuqGKp5B+zmcM+TgBj9zPQC1S5mpob4+Mj7+Pm3/TkchNvH/oan2ME8fRzmRxhhijkG6GOeXYvHjFnmLOaZFR/ZGPN8ionlGzCsnkSzPIxh8QZtWcnX5hO4PgOnb62QyWWI1avAuUka+dP6YuWzJ/WIxYEomHQ7obQssfdbvostWU7ts6BuatEtiqH5bvCnighYrSu/NDFrtOe4vGh/16DHMn35CM4tmP35yG4TIJuWTFwzebFj6ULBUaKcO14SiWsTTA322jHiljIRydksi19P26f996SsZvMkaIhvXph2vL8/9IReaGgmXZcGUTHNTJsulwXu9H2jwakGYL7vYFrQGQ1qQwBOj1NIhZcm/ngKeBV5yfnYdeQFkY997GPs3LmTq6++mo985CN8+MMffqG7dNHSAXaXuETUKbDCckJP1lokSMplzDHOIW7i6+yvfMeAuf8Pt8iSRZcY4Iv5kL/Q85OCS7hrAW9gFgULhM0qBdiJiaeYcko7OVWfO3n3p1MmSKgvMffU9cmbTEy6ZKEy45UtANthbRSumT3N0mAPH+P9PMUOJriKZ09dDgv5JJDTwE6DsjR2zgd1IWAXp+zzj0mIJCLPAnUE9rXr6ZDG/F3ockWLb+zkL+OyZL1mmPo4/elvF3m+9MWhpY9e8WseAbW9lYRMbrOOizC2dVeYNiVoh4C7s/ZwCaDiVxXB+WKJiU1j/MK2/8wf/uYvc8PHj3LD3qOGfZO5YSfm97eAg7i0JdIF+S6h95/BJRffhlPMFHHJtZU5YEI0k69Ze70/xNgp6Ssb08coMoxZvAgbrQJqzQLRBnslANU3DRdWSz+/OmCT364CesvVJJuSFZBDH571pOQxTEpjvy2QV31ejSFv+7EWuzEQpq+kQFxXZEDbas2YgC4tJuuCJCvo+9SJCMPYKIdbxEtRH2joc/bPUerwc9dpXzAN3KQezeTJ+M7bz1AioYsxwG5nBkmbqfVY+K8JHSTFZxBDfYi98mniq6eyZm6/HgHH0sd2VF2+jYjMjpplhHTfvUtWOnnsXhB585vf/EJ34XmXF8Nt1JELlDoRPazQx3yLPHb1pu85Ykos8zK+x018nf+fvXePtqyq7vw/l3NO3ffDe4sqKCmggEKKJglG3qAlDmMS8AFJMEkbMf6IJt0atYctNuqw2/75i8bE9vWzkyAoJB2fSbQ74s8wYpCXKCC+kAIpBKmioIqqom7duq+6+9T9/bH2PPu751l7n3Nu3aIe3DnGGeecvddea+3HWnt+53euOS96+L4QGOX75NexmIIyRD54AORnYAMpFl3NFDZlxIbTeupyzKw7Vt82ah33Eeesf1b/ABkg607/235dN2KuXcYGJlK2X8ofH/53pf2qj1aZYJBZupkYH4BdKahThqMsaEorsBYDb7E1d1D8Zi0VryqUgbgykBdTHfeH5fKir3R1XPL28ZiKUWYP7pRp9KIqVTvnFlNhOlUDY8DZ38dY+XZBXS+wEujLJyTXqIy7yMaIHaZV93QxsWuQm8Yu4WOr3gPfIqQisIiUo4T1dj1kRh01sGh3LOhJQgBvZtiBjNlfQ5if7ickRdcolbPy3+aumFnf5gM7F3XHtKiak1kuNQjApa8KXcPE2ULvTaDXyJ+rBm/S1Aepq7qxXAnxF7Qq62XKsYo9Eb2VDIApa1arptvTPk3PZvumZ9NtMzA0EADbvBxrbJ1PLq6MnLmVal/a/W3n46e/2Ll7gKb1Tcsn5jLZ6CsZKDL3Qk1F0K4bpX8MOgV0Bta8G2SZ0lYE0uz6xcCxMqEKCBfCssXaXUgdHtyV1b0kh6ds27aNu+++m7vvvpt77rmHe+65hx07AqPwhje8gRtuuKHtuh5//HE++clPctNNN/H444/T3d3NKaecwmtf+1r+43/8j/T1dUZ8HO6yNDYOY5mmh3kG6UsdMvwau2z9XIhwuYy9VEjoZi/L2MvpPMCLuS0wdTvJW9MNdKkY+IrlU/JvMcg/XcYEqLukKZHdZOv4NMGvKmDVyH/tFzRHwrO6TCxPnVnHNVeVHquJzSfhp2tO4mP8J3Yxwg7GmNk8mrFyVpd3v9T/qgDGoluW/S8CfbptwVIEDmKgTtWLsuPL1Jd2O5wQnIw0cApkqtb+SqfTXieArN31gkVi9ukYqxf7HTte2yoakNDIoGXPvH4M5EHcwGBs2AjMDQwyPdYH6wlBUQy8mUv2hvQ4dbO2bxvXq8jW2kI+aqQdO04AfFXgZWn9t5KlQfARdw0keomBMp3TujO2DkIKhb40Z2UuEi/k5xfbFlu/a+dg84+LdNmVRpzcvSUL969Vtnpqyp4WBTAGGqfrGcgzENZLtqZOE4SrS6X9V2kA0bSeadleTduYns1HXdQRXab0q0O2Hae3tJc8U2Vl1Cxk7J2yRrHXR5HE7kEr34DY9NzqHikjpbOwd0Tvlf3ePTTWjg43O38Fp+bi6I/3JqxWgNLq2x8g6FcKm3gQPkd+6C3J4ScrV65clHpuuukmXve61zE+Pt7YNjU11QCL1113Hd/4xjc46aSTFqW9w0GWgN1hLJMMsJNjqVJnir5oSoMKdarUGWSCASboY5pBJhhhF2dxL+eO30ftUbJw5Ba9EjIwpoBOQZQPn22S0JxXztyPLPWAKXnmqmnMnCp7CuB8Al/tA7JNwZpJanHOATEv3W5/PzAEu1fWuI0Xs40VbGEVmx85JbioGbBTtk4DpnhQl7j6y4Bc2TZ/bk0yL789SPPL3VtJkTpVBCw8UxRD++2Kgbt2HNGs7aIVSa3E2+CL0EBsX5l6pwDN267LVga1slV34hJadC1qBJWut9kAox/rkgVQ2UNg90bS/9uBY4Jj4q2vOIf16+8ObNrxZFFutxEMR5C5I6rRSI0pJjq2Z+V7C1l0zPOAkwieBjn0UnD6Rdq8zmvpPNU3mgKSGRgaI7CJRfSOfRddaruldh4zMLcbdo5n5ouVqaurgckqceUW8mCnqFm/Jk2PVXDXKG8sXp2m1AOQATTvbuldK5tOvZ61UyUOXPS2xW5XEePlCVL/u2i69Aycv34eKBZd34WKBz/KzNl/70SPK1+0tq8MVCl49NfWJ0eP9bMdabe8zoKaON3yFGp//Diw4/fnHhyS4g3WB0sOQh9Wr17NunXruPnmmzs67kc/+hGvfe1rmZqaYmBggGuuuYaLL76Y6elpvvjFL/KZz3yGhx56iEsvvZR77rmHgYGB1pUeAXIoPEZLskCZppeEburUG6xdkkI5k0q6pZKCuzU8xizdDDLByWyk9iAB0P2EfKQ5E1NIYjmctIxtt7dznfhb1oIkmFJhYG6VO97q89tifYhpN7bNmIMiraFK5lpl6/7WAKMwMwzbK2M8xhomGGTTjtXwVFe2ls6Anf8U5avzoK4VG+fvQ+w7J/Oyw4cGKAMSVr4dAFbGHPnjy+qL9ccDFutTbJrq1NXTX8x2gZba99sBdT6MgOcfikILmHPY/qzjU7t5mZjqVKORvw7iNIOBLjNgGOt+XLpvO/AUbD9ujL8bfj3rf+vuwNyth3tWncHZD94Pfwc8TsbKjxHmk5+TgSpzvYTM8KM52qxvk4Q5xNw7bQ1erN86VxS96YxFU1fKNP1JDUIwEWMS1bjUrhiLWCVjFWdD0JIpMtfA6tZQfAfNT4+duneZi0krvnyKDEhU03PpTc/LWLrp2axcQ7kX9/leB8JtDV5uWz17sotmBWUlPdjy7oAqek1srVxs5rDrZ4xUrxzfzrqxMjasHTfMotkv1lcFdj5ISFEdsX5YMJU+mh95dUdVxtSuUSdAyYNtf2yrusoc+u158LOnf/6fY0vBjjh5//vfz9lnn83ZZ5/NypUreeyxx1izZk1HdbzjHe9gamqKarXKzTffzPnnn9/Y97KXvYy1a9dy9dVX8+CDD/I//sf/4P3vf/9in8YhKUvA7jCWvdToYZZBJuhOY2JO0ccUvSlPF6a+OnVmWcY0fWxhVcMN86QHnwpKzcMEpctmWV1/5tkuL97tqAhwmQJleetsP+n2410b5s4Feeu9taNBEuwtqgreAFm0TQ+YFNSpO2gPgWVI0yFs7T+ab3Mxj3AyW1mZpTQw5iLmglmWiNx+z7j/Rde2SNoCddpoDCzFtkHzK7doXVfZq3khamfR/k5ATqc25ph6lET2x86xrP2Y6t2KfTO7tH08n1F0XCei7KHroz6DOo61S2bI2EUYX/bc74KZ7c9j6/BK5s6Fvxx+By/nX1nBVn502lqq/0+df3f/z4Or93cJY30LmZFnljD/7CCAPmP1+snAnUbahSyAiiU8fzTSf3/pfI42A1qQZ/7tY/OCx/VFGqXNQX6bgNLdO2hE3KzVs5H4RCTkv90dU/SLAJ0BHL27RXYsz0ZNQ4imqakJpFzuCatnrpu1Krnk4tOz5F02XR/bdb00kFlzjGFCfrSqQ7bu0/pi18uvRI+tOTNXR6vH1rV5oLc/4M73wdhMf0xRm1pOZ+gYIELKmfTKd6t74vtiz6IlNfdmMuuDAlR/vaycAnp93j3otz7p/+KoAktyOMgHPvCB/Tr+nnvu4dvf/jYAV111VQ7Umbzzne/kc5/7HBs2bODjH/8411xzDbXaEcf1NskSsDuMZRlzDDLBIHvoZpaEiqQ+6E55ukoD4O1K//0SP+HVO28OytEGArAzAGSRK80dM+ba6EEUZK6XmrTcZmKryyzxCVkkObXSj5Fn18R1qVFOLesKEM2d0/plx6ible+Tpj+wclZHN/yMF3ALF7OFVWwZPzYAupjbZRmoKwJxMcDXSgrLxUBdKwCHK4eULQNyraRs0ixTh/Q4D7T0dd4JAtY6FkMWCupa1eNVKzvfVuCuE1G13/XPPxJFrB00gFyuTA/QM0s3s9w+fD7bWMH3OJff4R8A+DG/xL1nnMXgGRP81uj/F+qziJcPEti8hKAlPk52ujo+fT+NYYdsHlEjj22HbJ5Q8JTm3JzamQUFqa0gAFYfCCWJ/I5F1DRPBR3X1vYk7Nga3BKngd56lousCKzp6dhd86aIorxsfm1UjfwTmsjxrRir3L5ZqKbz/FySj2qpLJ2eh1fuy0wcjT5XaKRsUDHXPR/UpJVzuK/fX58qWcJrZeeK2KxWs6EH1rHjPIBTvt3PBr5PifzHlY+5VVoZdXNsR72NldH76Nf7KcAzkAzNbyPPtOpzHjNIJO7/kaiazx8F84cADTl/1MHuQXvyta99rfH7jW98Y7TMUUcdxZVXXsk111zDM888w7e//W1+7dd+7dnq4kGTJWB3GMsxPEU3y9lLN7NpSJQ6VRIBdEmDtauwjL2MsYNX8X/o2kCwkD9KlprAgIi5ZKql3qQe2aaiaQcUFCqog3ygFANalgZhiGylfSJlTKpk4EmZPY2iN5OeV8yl2qJtJlK2O/95as0wX+VyHuNENnIKMxtHM1c0705ZBupiAK4VsIuNygWBOpVWIK0I1HUCitpVFWLMXkxd0Vd+u6wZFKtVraSTNnyZmIrV6phWfTBwF1OHF+KuqdckAu78M+lZuxFyQVMYoLHebmBkgl6m2cEYI+zid/iHRtAmgCl62csyfvTqtaypPwbA0I45+CGBxXuYvNHFgqVo19VQUyWsr7O1v/1S1lg2DZBk52Tfe0LgEnM/3DoOxw0RoniqdqnzWWwo+EdNr2Pq+TC3O0sebm5wZSGAfDO6JqroKYthzyIQob89MPIAQqVRXx2SJGXtIgydjXAPMHWftmUAYA4aufi0r8oyWp0KdGOui0WOI36G0W3mrqmPfS/5NBH+XL0UXeei2VSfAwsEE7OreNH7rKkhyma9GOBr19Tm27V9dm0MpHnmruj4qUi7RcdANm5qLDF1SxLk9ttvB6C/v58XvehFheXWr1/f+H3HHXcsAbslObSln0ngedSps5dlzLKsAe7qVJjNsXZVTuQxruRvOeGHTwfLuIE6yL9NNLCBf8v4dSYaJCUhD+Z6yKcWgLzSpO2Ypd6s5sa8Gdtn7pgKEk184AWN4reHLJ2B9SshzzjaOj+J+PkP/A4PcDobOZmnHzo+Y+oU3MUiYSrYiynLZQnJafN/Qzyo8zLnvpPIb7/Nly+qu5WUoX/vdBOrPynZV7a9E+nUdbNIipi6/bUvq0razj0o411iKlcKGpNa3OCgYqzdiYRneABYnn16+6dZzSauePTrMPv1MK90w44z97KcHazhMc7b8iO4E3Ze0cMDnM7qFZs44Yyn820k5IOtaH9s7jEXa/s/TLb2r5tsHZ7NETZ36NtuALrqodzQQBrnZYzmqJexN2Qs6qWfX9K6pyZDPjhNJA3lTsu+SVNkPfvlGbx2+V3/1McAXEtn6tT1UrfFzEkxls4/kVqHH9netlgli8kTczv0o8SAUhomCFwfdVR4xrMTUFdm/jIgbyBOXS89wPevhLJ7GWO2YlJkSmu1X7cV1R+z/frZ0M4/xjrHGGiN0pnI8bjjl+TAy5NPPtmyzHHHHfcs9KRZNmwI4ZZPOeUUqn6Rr8hpp53WdMyRLkvA7jCWZeylO3Ug8WydL7eaTbybD3Parb8ISs82ApjSNSbqgul9IoreNHX5VhdMi4Bpx8bAl7ljGkOYBi2gmvalSlg/Y/VoYJeYQtVPnrWrEM51j/TTWDkT7Zf1ZQC+x7lsYwU7dixvDozSzpq6mKLcKiG5SREDkJMYqIuBNdw+X073+7r0v0qRehN7YIpEbbxeNVCmLuoQRvnrvZ1pbaGsXqztAwHqVLXxdcbEq1bt9kWAnVYVe+YM3I2kvw3YDczQxxRv5HMh/cAsjbVva2/ezNpkc4hcOR7qHL11htPXP8DoppnsNvQTgNUWMvZtMv1tc0Xd9WMnAdTtSH9rtFsta3ORrpdL8+yNnUSWDD0WZddfhxgDqOXStcQG6PQuxpi3ImZJlW3bXhbgIqYslz3hZSPYc+cxd0gI7FqsviIg59vx24tABWQAzfpX4ljcWPc1547R4Cmx0VJz5frc/k7NWwpWPLCzx6XIPdT6qdJuP2LPQqtZqAjwxcTPzLH93nwE8UikVtb27SZzidV6BuW3N1ceKVKvhs/BFu3DOeec07L8/Px8yzKLLTMzM2zfvh1oDSyf97zn0d/fz+TkJJs2bWraf91113HHHXcA8JOf/KSxzdbvXXbZZVx22WWL2PsDL4fAY7QkC5U6FUbY1Uh1UJHXVYU63anJegXb+CDv5Ve+8XBQcHYS2Dq1ins3yXxDQXQ29r7g+iRpPil7sxYpSMrwVciCtRgos8AqkLmMIscMuP/GDurb25g+Y+nsXMdcnwll7jttHdtYwQSDzG0fyqJg6vo6Y+faAXUxkBcDeF5i1w0oBnU+5EEZU4eUibF20B6oi00hrUCd1aNqh1890g648+L7UnZhtR+xsmWsoOcQWgGpAkDVJDFVL+Y01so5C5pDF2g5taknwDzMdGUuz/6Zq0Y+A8AxwDHz9AxMcQHfYe0bN4d5ZZRQ1yjBgGRjq4cA1LbA6A9nMoYN8onFzYDTTeY23UNujNKf1m/snI51pBxpGTPG9JPPU6lgz6+ZU/bN/vtrouN4N8xNBrdOzdmmgSqUVYvhZmWVyoCPl6pb8+eZDXuSvHumKcq67kpTEmi77fLbfoQ0+uj+W31NLF16LspCtgKKOkPoTOhZInVb1H7ZDOiDicRAaszFNWaa0v3KPsVm0KJr1Q7gKmLj2rlXrUxxul/P3R+n18s/u2rCs2ug11hVhdHIdmh+lnVYLslzTyYmJhq/20lhYMBuz549TfvuuOMObrzxxty2O++8kzvvvBOAE088cQnYLcmzJ2NsZ4wKuxiRCJhVqqnzZR9TrGYTr+Kf+ZVbHw5AbpJgFd9C8xqUMh3dM3heFBhCnsFTMKXr5bx+rCzfsJTdQWDuzAXL6rT+WC48yLNiMV8VYwkN5Nl59dAIsb6FY6lQZ2J2sBHOvQHqitbStQvsKPntWUifGBrIQF0rlq6V+yWR48pAXZl91L/WW4nactVaYA5K3hkL2ddK/TBppx+xst7ZTftS5sDmt7eylRcBR686LcRdtEgt9KDOZBroy18GP+71NlgC8+VAzyyDw3v4/L1XBbbOmDFoBlEW5bKf4C1QJ4xbSzMynn4USGk0TKurhzAfrCSkTNC5QE81BX3zWyCpQ21IzsuDO82r6QMuVdw+vT4CRqfGA0vnIwUWracrYmQg/mRoVscaNCUK93VMybbY02aXVb99v+z0lC2MAQurv51R4UeYr8tAnZZX1qfMpNJL8OZPcXapq6NfT2egIsaMGdicor2ZxZvdDLQXzVR+1PuZpqzNonur/YhJbMjEngeTmOukb6sVy6csqkmZq6e2bW0U+aQsyeLL3XffzbHHHnuwu9EkMzOZe8ayZctalu/uDi+l6enm2fiGG27ghhtuWLS+HQqyBOwOY+llhjHC2pYKCXWqTNHLDpanSQ+meDnf4uhb92Ts1ziZC6ZZw6HZGh0LgmKi6+z0TWlgTkGUKUMa4VLbUdCn9VtglX7y0fGsPrP2ryADhP4tphZ+f57Wto+2uSq4YW5hFeObV7affBz3v11Qp+KZkpy063rZjiulbY+BurIVJfpK7gRsxKaZmAqlLFKs/YO5usKrH6ZOlYG9sv7GgHNRed230Cm7iOWLiK1XS+S3HmLumD3ATDfL2Q6fJss9Vw/M1fQ2qFahVg2KcZcyZDamHydzvdQ0Kza+u90+A4JVYCth3GvAJJu7ZglRLzdBkoRw/CtXkEXPVVAUY/eL9iH/00BT86nb5e7Z8kiXKkVudToitYy69dmT11fPwF1T4vB6/nhlSrRupIyO7JocZ/sbvLpcO23Hg7B2ZgrP3kAxeKq5srG+aHs+qIptV7dIZYisPzF2U8Emsi/mXjgt35451CiS+mh5wGt9aAXqtC96DDTfcy++Xisbez21M7MVmaq8FCWHLzrPmIoyR2YDPlLkUHTFPPbYYw/aGroy6enJXkp79+5tWX52Niigvb1FMWOPLDkEHqMlWagMM84exthLN6vYwjL20McUv8xPmGCQZezl6Hv3BKZuB9kaOgsSEmO0vCj4wf1WIOJdK61OdbGyNjQqZQyQ6QfM+0IAACAASURBVFqXfvlYrjuz6lv0zDMJDKTl4isyV5piaf00JdNA3Sj821nn8x0uYAurYFdX64Ti7Wwjst9vK5WiyJfI71asmweBsTqKjvNS5FrYyq5c9l9XIKn4OttVH4pkf6e8IqewTgBvq/7HHJ7aYe7a4UvUOc2p+f5wA3a7yFg7G189WfkX8f0A0MSAUpVE1rV0zM0nMGHBmrbAYAroulImfmoSdqba2mg/9Bn1AhkgUwbPXMkVqNn+1NhjgGfl8QQjkF9nV5TLzo9NBXXpHDQ/CU/sDHdmgvaeyiIOuIgXjh1v3ZgCai6KpOWZ603PrSnReIt6Y2WizFgPjTx2icz5Zfw0kX74858jv57OvtVFslohl08vJtMC8mIzTyzkv86iRbOpd1P1s7IyUwrsdH2f+iZ4cBdjd2PD0mSajMk1UOYBZox9036r+2/slam/232OYqJTiLar/YlJ7A0Azcv2l+S5I4ODWWzUmHull8nJ8GJpx23zSJAlYHcYSy/T9DJNn8Rcq1BndX0TQ7fOwU8IQQs0eIi5DcZcjlQUHGkETC8xC7cqQapEaQAEK+tTD9hxCVkwk1mC69WKdP9Yut+ieibpvkk51lg9BWaWY8/6bMFW+tPj18BXuYw9DDIxPhBn5jxAaxUwpey3fkelFUtn21uxdP4Yv0+lDNR5xgqK7etqf1bVJcY82X6flcvKtUS+iyhlALSo7wthMdsRO2+rPwb4YuL7qf8b6nFzXbFbYs/4HvLui+mnNjLBajbBWhqBQwC6gNp4AHPzCXT1BMZuSKJOzicpi0f4nchtThKY2xmU9ySBoVkCvWLtP0oAezYnaHoUCHPH8VCbTc9+iOa5x4Ciia3x1WvgXcq3ZP214CgaFEOrx233TByRMjGJOdRadxr1KnNm4Nqtu4vZu/yT0Sgr69za6WNRn3Ncc5qbrtVxauLxZohGJM4k/22SROpvB3DbLJrQnMQdis1gnh1TZtUSeCuY0/oU5NtzVAawTTzYis3EfuTHZjUDVzFnFv1v/dNzszrKZj4PKO1/ke9A7E0Ue/at3CGQ8m1JDpL09PSwfPlytm/fzubNm0vLPvPMMw1gt3r16mejewddloDdYSz9THI0CSPsoo8pVrCNox/eE3JCbSJYtLeSKSsxAIX7X0SaKGDzoFDfCIk7JlYXZEmFvSvkKAG4qXkvITACmrzYLPYzBKbuzHT7FjLXTg9KTUk15dKi7g0Aw/DEWaM8ySq2s5yZ7c9rvW6uXVBXtK9QygCd/i4DdEUNFAE8dQBqB1S1y0/EJKb2tgve9ndlRUzdiNVdxEoWqdkqnbhg+mOsf3ORbXp8TP3SMl6li/Eu0rYwcA3RZs0gBNkauyoMjkwEw9K7gW8AdxLWvVWBFdAlYCjXTRuPwqD19kAsanW1CrvHoToJff1kQZTMmLOCMI4nyYw+lptSgZnNC9q+PeKxwCmQn5+2wNZteTAXgccN8evBqu5/K0XWjxIduWoiyT0p9QzY1aqB0UtoDhri61bQZOCoWgl4eFr+16r5e1SrZuyZd4XU39VKfL8vB6FNPxKHUtZX2+mVbSoxJ+ey9hTUzZHZCJTZKzKZqWusbvMumCZF9Vh7Wr6VcmbgUI83E2+f/C4DU3acfvu2dZgU+XUoM6mAr0h8263ukfbF9i22Ge1gS/2oLpJK18HuBvWj5gk6yKEt69at4/bbb2fjxo0kSVKY8uDBBx/MHfNckCVgdxjLXmosYy99TDHCruB2eT/B7dJywY0RgI8BJwU8Xrsoehr89hhLh2yzb007oDmlLKiCuU3puhlTuEwJ0widFjHTrO/2xrEACmek5R8k/jbTN1RCFlEzCX3YxGoSKuyqj8CervYBm22LpTNYMKjzACzG0hXtp2B70WvZi75u7YKV2WZjQKnstVuE+lvJ/oI6bX9/6o71vx1b+/5IO9esqIxX41V9TL8N2PlPrPoeKz/PYGWCF/AQv1hzNKv+4Glq6whBVHbQiIBJP8EIY+N6HBhOXTBTl8mkHpJ49/aQrccDamlglfn0ls0nKVgkbcPmCAN0emt9NF8N3GSeAP789JLp/DgO8zN5FzsdEUWgzF9Cz7bolFRUTu9U0dPV1H6VkERc9sfa9WYcILdurbcHaknq3tkTwFQDoFWbQZVtb+pfkj8XL7lAMJL03M455nZp22z7XNJs7tLUBwbU1A1TWS5dN6ch99t1ctfz88BxiGIpAl4qMfCoRgJrr0+29bl97UjR7OHfAokr79nOWF1FM2Zsfysz35LiuiQXXXQRt99+O5OTk3z/+9/n3HPPjZa79dZbG78vvPDCZ6t7B1WWxsdhLKM8w2qeYYRdISfU/QRWy9aa7SYLQCBuUjkpI2VMfFJyBYf+WFPeIK9IJWTBUAzYaZJwc6nUNobJu18VaT91shQOw2m9aYLkRsQ97Yc+9QJ4t7CKuu2MATki39AcvXJBoC62ji72u2hb0f+iMkVqiv9f1OGYOutVJZOYetHqoWuXOVwMaQfUecZMt5l41X6hfbaH1F/fGHCLtROzmXsXTDu2JkBNPj3yrVEwG7nroGf5M5zOA5zJD9nBcm4ffgl9L5ui8rI6p/MAax/eDDcD96bNWaATG/cD6XcFapVMue+qkgVUSbvbBY2E3322v4dsDvJj0INTvUx+Xa9fNyzt6jzX1Q9Dk8G9s+jutlJeY5x47NsfW8Qf276iJ9jcH2s0J9v2dU+n5WztYyPoTX/ebdaA1HyS3bNpMiZPAZi50lpfYq6SxgRaeQV0tt/2FclcEvqva/Q0vq4dOk14pQySByM7yQCfmrOsLh2JsdlRgc+QK9eKoYyVazUj66UwQ0PB6G4c4w0RWne7LFsZ+FIgrS6e+qbQ471fQav1e769JVfM57ZcdtllfOhDHwLgc5/7XBTY7du3j7/9278FYGRkhIsvvvhZ7ePBkiVgdxhLjTkmGGSEXcF6vYUws2pKgNjs6/8XPQUxc7LVGbN2ayACO86vc9Py22SbRtBU9ycVUzRj6zQqBIVtHVn0T3XJlLU9QAY6Z2msQbyXs9jBGFN7erNzVyUXit9uZWDOl22SMlCH/I65ZULrY1uBQK9GeNBXplZqGV9PmZrb6jUekzIVdjFlf1m3GJrw4tW5suvcqj9FA9izc357X/hK3Sqbnnfbp6DuGNs2z8rhbZzIY9zLi9jDID/ghQwywSATPMLJvGrtP7N20+Zs/G+iAeRy4zwdm106Z0A2hqo0jDR93TC1E3oT6FqR9kWNVlbWA7OiNCi67lfX0iVkc4jt64ehVdC7M+xTE0Yr5T3mmtfJk6xPS1UMbTYreBCk0ivbqtCIZDlF88idA1Z0ZyDOpEtoG2NPp2cDaKtW80ye9qNagaQKVRkG0xIZeVquv7FvCvJMEmHxGtJivZ6xc+ZaqdEq/ajws1lCuD7GeikTpdlCcwCU/LU0MK0Sc/aOgf8isZnfgJO+opVxtHPwvheL6U/g2TvIzj/3TKa/E/ntZyx9/mLMtPX/SJZ6tUq9egi4YlbneXbes/sn55xzDi9+8Yu5/fbbuf7663nDG97A+eefnyvz0Y9+lA0bNgDw9re/nVrtSHPgjcuRPlaOaJmmhxG2hmS/CSFqpOWKMsZKg6YoI6YSU3jsfxE40X0GkEy5qkgZLatgaQvZWpmYL8owmauk1uNTLVgfjHnbAawH/g9Z1DxjCk3pOzNt+/70/wCwFh7jRHYxwsyuwfx5+j7GrkkM4MX+N4n6shcxcUWOP7jy7bJ2HtCVsXf6Gi6bFGMvAn2Vq8TYrzmKXyb+nNsRj779A9YJmxbjUYq4ldixvq2YS6y3WWufy8Cdhwntvrh6y0GdpTQYScuM0GDqGKARNGWM7XyHC5imj1m66U6R0CATTDDI7vU1hnbMhXW/ZnzxUXb3kE+9MkPz7bMgRz3QNws7dkDvLPStlTL27VM06PjT+U+Tnmt/DNQZs1eVfd1QG4LeGZhzxi1jiDTnm5fYk1yj2bVTxd/ZJE1zoMFIip6QGEhqpEioN88AvQQQZ+AtB9aSrO0G0EoCwJuYzDNvkDF4SRLcOI2965V700sAerZ2z9w7p2fybcdGzFx6Dt7co8DA7oe5VhoL59ccDpExXwbYq2QRJ4uYTm868SDLQGEsMXqZTdW3Y+fiX5X+t52fB1ZFdVq9+wOcvA9D2cxoQ9GAaWwstJrJOpm5l+TQlTvuuIONGzc2/m/fvr3xe+PGjU255f7wD/+wqY5PfOITXHjhhUxPT/OKV7yC97znPVx88cVMT0/zxS9+kWuvvRaAU089lXe+850H5DwORVkCdoexTDLAXnaF4AEPpxurBAXIQBOUg7nYtjIAY/WpslQG6vS/bTOlqS7bK/LbAJj23d5aGunNAiaocvYo8EJCFE0DdmbBH4Un3j7KN7iEhAr/4RM3hv2j8IvVR7OXZUzRBzO1ZkAXwwUetEUTipeJgTqv7hWBsDL2pwzwxf4XbYdml0Lb5l+7dlPUTqvHxPpZpLYWuX+24xbq2/RqS6w/RWxa2cqPMlWpSMpAc1GbC5FWwE8BehXoCiBN2Tl1u7SPATpj65YDA/OMjO3i3/P3/MnOG7lu9A+oUGeMHfQxRZ0Kv77zVrp+ApxEZlDy49ZuwQBZLkpLBL0zZW8s6iVkY20VjFVDQvC5R1Mw4XPoFiW58oapornOM/wq6TG9lcx9b7fMsZ7Fs9Fhzc2Rd4vUJ7Rd9sanGJiT7Y2omFVykUYb5eXx7QXGVob1g11yzgrcrLxtm04BrXexnK5n7pzKHM4lMLcn/1/7oqkTOgmEYo9Dq0A2ej/sWimQtpmzaAZTVjM2mqxMImV0X1nmLO9CWcbft/NsGMj00S5jDJk+l4uV3cufe4wVtXsWY+9ib0EvS0rrkSHXXXcdN954Y3TfnXfeyZ133pnbFgN2L3zhC/nSl77EH/zBH7B7927e8573NJU59dRTuemmm3IpEo50OaBj5L777uOb3/wmt99+O/fffz/btm2jVquxatUqLrjgAq666ipe/OIXt13fN7/5Ta699lruvvtunn76aY4++mjOOecc3vzmN/Mbv/EbbdUxNTXFpz/9ab7yla+wceNG9u7dy+rVq7n00kt529vexvHHH99WPT/96U/51Kc+xb/+67/yxBNPMDAwwLp163jd617HVVddVRihZzFlL8vYxQg7V20Pa+z6yazdaW6oBhgq0mPbFQNzfl2dWciRdmy7KlG6tsYc8dX1yQNCCrbZdstDZ+doKRweB75FYOUM7PYAq+GJPxplxfhOVg9v4k4uyPLfdcN3uIBnGAnAzqQVuFNZ8LX1F7OIRStD4kUIfH/Fgzr77W20JjH7q5ci98/FlrJ+aRkDpq2kFajTOtph6FrVYfUU2edjomplEdOaqn3evViZOg/qjiFj7gaAnln6mOI//K8b4XPwplX/C1bSSDHAOMHNeg8hqMlouq1CAGAK8qpk84cESkoSmoNwaH9XQd8oWWRc2x6bo/T4GMXhDVomakSyNtKyg/158MNMxoBZlTElXbvlAZ8vG5PebhqRIWMpCRp1C1sWA1KQRppMvToaaSdmMuCmES+V+VMQZvu1L5Zfb7qeuYHG1tZ5MbfORv3kv1sen357wFYlrKnzyVS8+UzX5EHcVTLGzClI8qJsnu+br9v6FTOhxUT7VwTMYm8T3aegeKEaS5FLaaycXiNbv7hQdftIc6qrVyrUD4WomJXDwxXT5FWvehU//vGP+cQnPsFNN93E5s2bWbZsGaeccgpXXHEFb33rW+nr807RR7Z0zc/PH5C4puvXr+e2225rWe71r3891113HcuWLSssMz8/z5/8yZ80aNWYvPnNb+av//qv6eoqHhiPPPIIl156KQ899FB0//DwMJ///Oe55JJLSvt8/fXX85a3vKWRzd7Leeedx9e//nXGxsZK61mIbN68uZGL43ObLuDs454KaQ4e3BNAyuMEd0RLSm7AR4MMeMYNimd1ZeUS8uv3bLvVCXnmrZssdxxkkTA1r566SBqzlqTbh11fquTXz0B+HYwxf6uAs8jcPY+Hn//hMUwwyK/c8DDzr4b/Pno1uxjhAr7DGDv4HG/kEU5mI6fw9COrQ3LyPYTkzNuBp9LP9vSzhyzPnTF13q1rxn3nJMbW2e8YuxZj1rR8K/dLf2xZeQ9i1OlI21XWzrtSdrqCpMiV0+8roVBy0jb3UbDd19susCtrt11QF2MNY05fWt4zqfrtV7sMZSDNgzkDdMfIR/cdMw/VhDNO+CE/ees5IcWBjTt1ebYxb7nmqoSxCGFuEnauMSdA5h65m7yhKMbqmyGrTpbPDprnNfuvEXZ1XwwI6rxidWrZWdi9I4AgdUHcMZsHGDHGgnT7UHco76XM9W+oO2szqednCEjXhFVgaEDKpB3q7ZbANHIu88LQQTNrZoCrkdYgaS6TK1+X2aGS36bnYqIJx30dc2TJ33W20WtbZE6KzXCWW87qiGXO9P3T/bHtsfWTyvBpcnKTIlvCgQArrWY+7WcntsvY+XTSFzumrN0Y22iyFbg0/b1p0yaOO+64Nntx6Ijqcz/Z1MPzjzv4wO6JzfP80uqgtByu1/W5LgeMVnriiScAWLVqFVdccQUvfvGLOf7446nX69x111189KMf5YknnuDv/u7vSJKEz3/+84V1ve9972uAuhe+8IVcffXVnHzyyTzyyCN85CMf4Qc/+AHXXnstRx99NB/84AejdezZs4dXvvKVDVD3pje9id/7vd+jt7eXW265hQ996EOMj49zxRVXcNddd/HLv/zL0Xr+5V/+hTe/+c3s27ePlStX8t73vpdzzz2XnTt38pnPfIZ/+qd/4rvf/S6/9Vu/xS233MJRRx21P5exVOpUmWCQFWwLG9I1IKXsnJ+NfdLeeEN58WDP+8CoEiZW4VzC8YSMJbDolQYErQ77+Db0/Ko0K2a2fu4KYBvMnAsj7OKkTz8F26Drr+G/rvsId1z+q9zOS/ge54agKfRRr1eyelU8E1lEkhV952SxQN1iiF7MItBQ5J6oYK5IFW3FQRQdq31TVdfbvIseWt9ukbpcJJ2qGjG7fZkzVVG5MldQbcertx2KZ670Y0ydsXS6Xm2mC6ppm2MEI8q47LexbakM0kAjrEy/1aMAsnxz3XJ8lbDoaSfM7YZaN3kjj96CYfJAsi77YkGY/Hxi+z1zVyVbYxczhKW/fbCS2J0sfLqrYb3gVMF+L3ME8DPYH9ag+QTkORNCEtxYG6NX+57eo3k3hcQAnd8/7YxUDebQSU32F7lT5kaDgMtGFEzyJiQ9jVgkSN2GbI+NwoRmhs6L3+frN9F2tK+eRYu9KvdHyl7zKkUgVY/3ALfMpRKa++9n5aL+dTJbGaOn1/eAKayHgOzjKOocOH2x/X7sO9hdWJL9lAPG2L3yla/kyiuv5Ld/+7epVJpn/u3bt3PhhRfys5/9DIDbbrst6pa5ceNG1q1bR5IknHXWWdx222309mZT5tTUFOvXr+fee++lWq3y4IMPcvLJJzfV89/+23/jAx/4AAAf+chHeNe73pXbf9ddd/GSl7yEJEm4+OKL+bd/+7emOpIkYd26dWzcuJGhoSHuu+++prbe8pa38D//5/8E4MYbb+TKK69sdak6ErXwfHHTr3LCcXWOZQsnbHo6uB5uJUSfmyRj7MyqbUqVZ+1MOTBXST9L+7LK/CH7DKRBxgSoAmd9sPUv/fLx0k/m3qV99I+S5bZD9lcJCt+FcN8V6/jVRzfAV2iOcjcM/Bb8+9OuZxOrmWCQLazi6SdWwEw3bO+CzWSMnf3eRZ6tU9bOf5pEQR3EgZ1neWJlW+0jsr2MPfJAqcgBScu3AnWx/0XHlKkEZWxekfpWJmUOSipF9nQdIAtpX/ugx8actmy7b6es3TYYOwNtNk7t/3LgROA4MrbOboeVq8IJ/+5BHvuzdcHtWSkQNej4Maugysr6uWWGDNxtFWA3St4QZEBPWTir3xucjE000TJ6nN8/7sqpTIak6UDDfVBD7kMc2Ond6O0Ox05E1gNOkb+zVsfK/qwtZblq1QD4uobl3PUeSBvzLjAJOLYsad6mrpi6js4DO41eaUDHr4Gz66DfsRFe5Ivgb1cvGRNnbRkD5XlsTYXQClBbOW0zxotrXjykvN+m22NSNIP4843ZJoqk1QwXSwnh74Xm/tNtZXV6EFZ075DtMSliCROCt/er0/+HK7Ok+tyPNvWx6riDD+y2bN7Hr6wOo+Nwva7PdTlgT9HXv/51Xvva10ZBHcDy5cv56Ec/2vj/D//wD9FyH/vYx0jSN82nPvWpHKgD6Ovr41Of+hQQgNfHP/7xpjrm5ub4xCc+AYTM87HoOOeffz5XXXUVALfccgvf//73m8p89atfbUTxueaaa6IA8i/+4i943vOe1/h9IKVOhWXsDX8UhPUTT/LilRsvyjJpfTFRK7mvS/PVQaas7SGv2EEWeGWSLFWDsnAG3CpkiqC5b+2kOe2CnssP4Vc/ugFuIIBcH+AlBag7GGMvy6hTYZAJjnv+JmojE1nfY26X2k6s7baYuiK2zmSx/dzLwMdCbaHt9nHOfaA1/endO/UYL/ZQ9cpHaSiVxXZ42h9Qt5B2ytRGBXVtihVVgGfumCPxQ3bNjgRwNUyzyyTkjUX9lGtuagSyTwUYg9pqgpulAcwhAsizejUHn0nF/TfjlhmkfB47ZaHUiKR9cv2fT8GVLaVWxsnEP70KKOYILpUGyCzKpX2GKmF9Wo3w3Uf4GMCytXJDAzA6nIK6FeSvt513mlx9fgbmJsmtDbRPIh/bB6GsunPWqvl1czG2Tk030/KJjdw5uR6xGQKaTRMKahQ4GshSsGjX3ECftq/16kykfUb2t+NIrbNNK+ft2PFeYse2C+q0P0Xl1fSjs4fNoDXCdZggf/2KAGMrIOnNdXqdY8+HdyZQWcpjtyRLEpeDah546Utf2vj9yCOPNO2fn5/nf//v/w3AaaedxnnnnRet57zzzuMFL3gBAF/72tfwJOS3v/1tdu3aBcAb3vCGQvdIjbrzT//0T037v/a1r0XLqvT19fHa174WgPvvv5+HH344Wm4xZJpe9rKMVeNPwwbC+rqtZBHnIG+t9jNnImWgGMQVmc1snylmnukzJco+s64NUzyUdTMwZ+5RxjL6md0s0vaJpUGYJLCX42QuWubumSpsvzjzaKboY4o+ttRXsWX8WLZsXcXc5qHA0u0iY+hi16/omhZKEYhpJUUOTfq73bpi0s6xRUCsXYm5ksZUuk4AHWQqSB+ZmtLr/hc9REXSSnVqxSjur/hz1XNYiDjkFaumSuZ6qZ+I39XErkHmf58Q9dIMOMrWmSEGwnhWIKZGIXXDNiZuBRk46Um3jabbLQ1Kv2vHM3fe/XJWPv7S6pyhrKN6F6jMkos+aaH5DaBA80iJubZVK83ujyq1amD1SMuODqegbxiGxqA2CrWhwNJ1jZFn59LIw/OTMDebATTIwBxkYG7OfYCGG+UUIeqn7lNAp1EzFdSp83SVAK52kjdrGfiK2RT9CPNAUZOHKyiBLOm4jkw7xsr7tBQKErXfMcBjonXEGElr1+9XKTML6WO5v1I0eygQ7SUEM+mV35Zw3a6frXksasOfT9nbwu5DWf+KpI14PIeVJFQOmc+SHN6yGPPFgmXv3r2N3zGw9eijjzbW6q1fv760rvXr1/PQQw+xefNmHnvsMdasWdPYd/vtt+fKFclZZ51Ff38/k5OT3HHHHU37rZ4XvOAFHHPMMaV9+Zu/+Rsg5OpYu3Ztad8XKqfyM8578Cm4gwBgDCTpTKqRMdUyXeQTUacZ6MXKWZADY9h8WgO/PsW7PmlAlYQsyIruqxPeKlan9qPqymr/i/qugVdSpXEPgyxjljoVpvb0MvPUaAByFihF3S699hEDeYXSqcdzjMHzJ6R25DK2L4ls81KklpQdV7aurqyt/QGgsfYsjXAMYevKl/0BYEXql6ld7djz6aAPqm6Z+tPO/duPNXe6ns6MKgOunFzifxldz28kt+aDF0EG5Oy3HVfkdm3H6vgyUJnQPG79Oj2dV+y/uoHqujto/dark7mx2znI+J6fydi6JGXqLAm2Jy515Kn7oQUM8e6UPkXBYH8K2mxutD55t3m7Jum5+zx0rVwtVXz+uAnZ3ks+4XkOMJL/1usA+cTe0XYjv2PumAoI9dVQk/27pZzFw9P8dL5dA3U++In91scz9ipCyqq0mhU6mZF8v1ut4SyqX5/NmBN4rJ4qeSBtufna6asfC3q/2lFAY9f6oCquS7Ikh7gc1PFx6623Nn6fdtppTfstY3zRfhXdv2HDhhywa7eearXKySefzI9//OPcMRCCr2zevHlBfelErI0iefLJJxu/13z5qQA6dpNFmjTw5hUbDdftwZ8vq8mCIa9QIGU9S1f2NKmF3pdXUORnbmvDyusaOdw+PU5TMGiic2u/HxiFBzidOlUSKiExuUXB1OiXMzSDO5UF45QY4Cpj5mIqjv9d1jmvrniZK9jeiRwI9qpI2mHgTIV4NvvVqbS67qoClalqZcFabJAk2V871D7qqm3uxwV0yr6kwi1czG+svTUYcbaS5Y1UbVsNL2bkKZonbG7SACwWHEWNKWZU0rpiQaDMQ6DMI8H6aOUS8i7bekzaf2PrLDn3lKvOK7IqFrVSUzn09Wdgq5EbLmXruiyiqPVLG5CgNRbZ0pg0SzI+5+qFZrfRoqfPnjRjuaYJxGlNgFxsBvIKu3XfknTraFRXvCEysGBtuqe2FDTaY6eO2H51qT7OsYiYVs7bEhPy9akfABSPXjuf2LPggXDRatmYxFZAdzp7lz2ntt+/PVrVXwScdaa2Z8WeiaJZ20Rz3vnnYUmWZEma5aABu3379vHhD3+48d/cF1U2bdrU+N1qAactQPXH6f/+/n5GRgoWjUg9P/7xj3n6hSibegAAIABJREFU6aeZnZ2luzsggc2bNzdcPPenL61Ej20pd5B3FTJLdYXMal51+1VJgHw6gip5pstcIo0Z8ykNLPKdWYtVrB0FlKaoGdNndcVyapnbltYH8ZDl1pbVrW9jK68Kprl/HQ//ysuZppcJBkNicktxsIf82jqrz7N1bb1hPFu3EDfK2P4i+3BZXUXqQ5HqUabyPVvi++bVKd8f/zDub387BbtF9vxYmRhgUxXGyiSubCc274LmtZvqdmnjdjvZ2jb9pDJFL6xNy28lr7np2NPtfvzaPGPugzrveNdJ+72CEJEzdk7G6KnENE3bbr91frA1fuYqbm7kBLBUrQRANzHZzNRBObz2oM4OtrV6tWoo02X5/+qEOWiSvDeC9Cd3ahZZMv2t7Jx3lbT1U1W3zZtBNAecuWbm2iTvxuhBkIlf07ZbfutM08pUo+1CMxNYI8Tdmi4ob8fEXlkaFEXBnpcyUBcDav758IC4122LAZlWI72MLSxj9zqdQWK2XD+b6X7tfxnjp+A9cd81wnNYI38fjySpU6F+CLhB1o84J9fnnhw0YPexj32Mu+++G4DLL7+cs846q6nMxMRE4/fAgPcJykt/f+bjs2fPntw+q6dVHbF6DNgtVl8WVR6CRmRa7VKRJVv/+2hpabCCJjEAZm5RkGe+7H+sLVUENUJm7M3tlT4DqDPk1+X4ADCaSkFZRU1ervmvDGD2wL9deD4PcDrPMMKu8ZH2Il0S+W4pXRS7YrZik2y/dV7/I9uQMp1KmatgO6CoDPjE1sp1UndZm6o+qmoYa6OI3fTXrJ0pcaGqRavzVZdRf09jKo0+B0VSEMIhhpU9A2/joUoIotKTP+Ryvgb/hxCebhvNhhhly0wMxBnzNi6fWZibhZ0pEzXYn+VeMwDT1U82Z43RTAWoS6I/X5ufbC6ZlLKxedJAZrrP+rBzPKw50yaMfbA73FtJGSqX083cLXNSCazdXJqfrmuYzGi2R/qQ5Pvhg5pYKoK5JARWMQC5e7YYyJkoKPM+Av48Y0+hbVeAZ+vPYk+oMnbahzkCc1fkl1B1x9io8GvjjLVTcGD9mJJjtZ4YGI1tayXtBE3RWdzPYv58YwCzjOXzbeyvD4aJzkQQz99nEgN92q+i50LXQcaA6ZIsyZK0loMC7G699Vb+y3/5LwCsWLGCv/qrv4qWm5nJTK9lCcyBBgADmJ7O2+qsnlZ1lNWzWH1pJa0YvieffJJzzjkn/JkiA3QxXVMBSJG/Q+L2W+ACSyAMGTs3I/8VSCU0u2paOXObGiAPtuyN5tfmGZtmDKFfS1Jxx2pC43FX1tpHjjVmYjX8La9nKmXrZrY/rxjUeRZQv1ViWs8BEW9P9oCv6JW6UCmqZ7Gnj3bs0p202QrUldW5P6pEO30ssvd75zH77VdpmXgmT1XUGK/Qm1WpH8+aQ3jud6XfxwCnkDJ485BUeNlX74LvkY9CaWlNzGNAgZYxXzqGJ+WYagAjK9Pp04J+GLCqqeHHr+srekT9/GLl1DOhSh7Y2ZgXl/S5yQDoFLjEmIvGyExTAvSmc56lNlBpMHfpuVeTFLhaKgcNLJWE62Hi18xZABRj7KZnIEnrN2VZmRNV+v2o0CfNr2fDlfUmEc/KePZOb4FGs7T/lrrA9g26sjrT6XTrzTpat07Zc25fGfjwUgReYmaYohkg5kLp93tGT++dtWF9n3Ply9hi/78ds1qZOdFE77M3Fui9j7F6MfHnUqN8Pd+SLMmS5OVZB3Y//elPufzyy0mShO7ubr785S+zcuXKaNmenkwr10ArMZmdzd56PiWC1dOqjrJ6FqsvraTjnCExhSamwHjFRb/tKZglWN7NDdIiSBqgG5ayBnZ8pEuzxPuEwZoEWJk7766FHGfbVeHU4AtWrz+27A2SWsPnfwmeZFXaVBWSrkyh80wd7neRLJQwa5Iy0FZ2w73DjT57Za/xhXY6ptq0Kl/UnzJ1qN0LeyDOsUjanTr319bsVbEYuIuV9RyEgD0P5Ij8rxJA3WayNaaW5w44+oQn4UMEF8xhMkbfwh4agINsPrExpOlGbPx6Awwp8DFDkAFFc4/sJj8mfYAUq0e3aZ/8vhizOE7j0ZtLmlkEtU81YHTK1E2bS2QVBlPAarnnSMvlKhqGLsvVByF4izGJSd7l0q+bUzfLhqKftj80ENwSd89mAUW02TJmRcsUjSwDWF5sxvLsk4qtuYPsOiqTp/sN8HkTjR8N2oYeW5XjdVZsh/EqEn8tNbpjrK5W4oef1at999fRgyntW6s2Y+6ZsW3+LeT7aqLBZ2Jg1197L1Xyayyfa2Bu3yHiirmUnvzwl2cV2D366KO84hWv4JlnnqFSqfCFL3yhNErl4OBg43crl8bJyWyxmXeVtHracYssqmex+rKoItbsUilimbx5UZUkU6SM4bLw4lWCwrOTjCGDTDFUK7Sv0+orimRpCqKJgUEFcN1yjK7DqaTHJwRw6pVWYwIJvz83+vvsYoQJBtm1YyQe9bJMisosCrgrUylir1nfsFfm21VPymzyygb5fe3U3Wp7J0xdJ2DJq57+esRUzqLVMfsjZddif8GfnoPa8wtAXcm6uWjVCVlQodTIczG3BKSg7pQ2ti11gYEyy1FpY9hAmG+/qB8VsoiaNrbNyKRzl/caUApJAaVtMzfuInTTHdIFTM8GENVbCYApthaqIelcppEjNfcckAtw0jBWWT5AyK5bPZ9M3PLNWZLw3WRJPSDrl+WLH0xdORu551L3UVvbZkyIgiTvImnAwed0w5WzsrFXTAxQ2QxWxDZ5k5Tvt33HXmHmatkXadNcNL2JKWYS0dlUQarjvpvajz3G7Yzy2LExm2U7LFirtjwobsXeedOh1lN1ZSDvhutBuJVRl12tQ1NKKJhdcsdckiVpT541YLdlyxZe/vKXs2XLFrq6uvjsZz/L5ZdfXnqMsletokWqC6MPQHLcccfxve99j8nJSXbt2lUaQMXqOfroo3MulYvVl0UXm/WKIr7FtqvFXL9jou6WpkxpUnFj6KzemKJkwMyAVyL1aFkDYCYKDi1flSY+hiwSn5XT/prypkmGu4FV8B0uAGCCQeZ2DcaTj5eJKo1ty0IQnw9zH1tvp52ydlTBj/VDX50qMRuw/+8dc9oRBYiLIYs1dbVSidq5Z4s9jZbdu3ba98C0lm3zBhhjy3rkfxno6oHh47byIu6FF6XbtqQfi9JoY83C9EM+OIp9fIAkFaXDbNyOEVzFkW06J/jxqKDOb/PzohqgbC4wV1BouFH21fPFVYyxa/yX21LrlnWCdk6jZNfKDGbpWsP5mQxQqotltZKBukYaAjJF2hThRs6xOvTWm2G//Y6xYEgdnimbIG7a0W0eJNrpeVfJmBuhB09aLib+FWYpDdScM0j+NSOjIeoHETMhqeuqH22xICCLOSN4+4Xv40LeKu24bMbeDL49vS6+rth11LeAuWp6oK3t6L2y42L9XZIlWZJMnhVgt337dn7t136Nn//85wB86lOf4sorr2x53Omnn974/eCDD5aW1f3r1q1rqucf//EfG+WKEp0nSdJIlO7rGBgYYPXq1WzatGm/+rKoYm+Qopk9xippeX/31V1S88p5q74qZ3Yc5BUsZL8pZbZ2z6z4ppzZt/32yYXtoxZ5A4p6Pj00JxS2vhiDkLZjiTinZ/tgpqsZ2JWxdu0wejnRwCmqOul/L/5V6R1bYu6Z3lFGnbO0zVi73ommqK5WfY3Vv98UZou2WknsGhXJYoYbaKe9Ttpq5Tjmvx2o0+TjOq4GaF5jVyW4Xc4QcjqOENbYLZ/nzO4fcvWm/xfOIhhW0tQhPAxsg/lx6DLAZmt2oTlHHmRpWmIs/iwZ8CE9xrz2Y9FxTfz8Zdt03pNgJE0ym5WpVaGasmaNnHP1TCHVQA99kEs5YGCwmrKYXepGrmvpbD7cERjCiZQl1IibDbBg6w2lfT+dmynIEknPSXl/yrG1cAb4dtMc9dPq8oEz1Bxks5MHPNYXba8ocmURcC4SVfh1pE+R3Stv9lIGqsjh2fZ1YsYqKhdzefTSChTG9nlQXVa/708ns4/aWnRbK1DnRQ0FkDHMVULgnDLWU9s40uTQiYq5JIe7HHBgNz4+zq//+q/zwAMPAPDhD3+Yt7zlLW0du2bNGlatWsWWLVtyOe9icttttwHw/Oc/nxNPPDG376KLLmr8vvXWWwuB3b333ttwo7zwwgub9l900UV84Qtf4KGHHuKpp54qTFKufY3Vs6gSewOqpToW7a0iZbwomxdTgPrdfq84+ZnfFBg7zkeotN89ZAqVsANApsR1y/Y6wS1L3b6UEYitGTJlcTd0E9ZJVqpigjeFU8+36PqqEryYuKVJYgBMgVeRyuGXsZfVCc2v69g+BXdq/y5ruwxMdioxtaFIPSkDoc82uGtXPCjzEuuXf8j12zF1Curs9wghMErMPbMKnJjut3I9s5zOA3AvsBo4g6CZ/Tyt72Ho2po2nxDWill7yuhbKH8LnmLgxvrqWX/I5hE1JGn+OWjWCjUIk+33HgCerauSuZ4DXRVC7rYEehOYnszuRI0M/EAWJGV6JgDBWjf5+c+kX845nbt27Ahs3E7yoEeZOGWN7FRtVPZKeS3jg71AHmSpol0jKNc64j23Hxs9etkNRPlb6NvxM0O7DuMeIHmTlL5etG0dOWVTtrpaJm5bTBabnXu2ZDFmOL3PRYCsjBG1Y4ry2ZkoA9uJL8OSLMlzUY46kJVPTU1x6aWXct999wHw3ve+l3e/+91tH9/V1cVrXvMaILBg3/3ud6Plvvvd7zZYste85jV0dXXl9r/0pS9leDiYR2+88cZGPjovN9xwQ+N3zE30sssui5ZVmZqa4stf/jIQmMJTTz01Wm5RpS4faO1S6MGaMnAaWltckhquVBAUHotyGbOcd8vHFEmrCzlG3/qTsk/fzBVXxvoxSQB2BgZ3pP+NCTTFTc3Z5pLZTd4y5hnIdhg5rwD7ujoWq6hGXl2JrWpQcOXZvDLA1aoeSxHs67UyemzRSRatz9sfUOf7EmvTf/anvk5UngOlYrRzfU386iT7OFCnRpQesmAoIzQ/z1bOAJ2VSSqsZCt0wxNnjbLz93v4+h+/jKf/fACuANYDZxLy2x2ftmEsvbleq8FpNC13PLAu/awiMH3GaCHH23wUMysrIPM5PH0Cc2UBrT8JYQ7ZSjbnzdIAmvNJAGuj/TDWHUDcYH82auYIQUoAxlZBbXV6LgbszMhlngbpWuXdj8PWbRmom067sVO685j7PJHun5Dvbem3rl0ymU737Zb9Gn3SLvE0YSo1N8xe2a7l/GzlZwwDoR446rcxagoy9Zjd7lv36WfK1at9ouC42IxRZO5q9SkTncU9CF0saTWbLURamf5i24v26yvYQJx9BsnGTyvg3anz/5IsyXNVDhiw27t3L5dffjl33nknAG9/+9v54Ac/2HE973jHO6imPi1/+qd/2pQ+YHp6mj/90z8FoFqt8o53vKOpjmXLlvG2t70NgA0bNvCXf/mXTWXuuusurr/+egDWr1/P2Wef3VTm8ssv5+STTwbgQx/6UMNtU+Vd73oXzzzzTOP3AZV9ZApJjKEr49T1uKL9pojNuLIWTMUUFE0o3i37LMmu7bOZ3Uew607LDcn/GGjU48bTflmwBlPqYm9eC76Q+nnMnAmbWE2dKvXEuT4UXY+Fvtk7Fq3YqwO+o9pZD/CI/C8TXfVQpCZ0wowtlpQxVJ1Ip6pYu+KtAp1Ip05MXuxemZqkKlItK6JAbSD9jJB3wSwCfceRMXo9UBuY5kXcy85LeriOP+I6/ojvcS7/F5/ldy+/gW/+5foA7s4iALwzCCDPGCoDShCPaGuGoWECuKvKNn+JK1LWgJNKGduuc6UBxpRdnDfjkQVmSo/rShm4vmEYGgufvn4YHc7u3sph6FsLnESY/3Quq0o7P6cBeKdnA3jzgMNAjYG96fT3E+lnB5m75Nb0/9a0jLm3QQb2FCBNyH4z0xSxa35GsCfMgpPYcb4Nq0fdRY19VCA17Y5R91EFbFpHDFD2pZ+iEaxtlo1aLeP77mfjWslHTWTVyDGLJftrNotJ2XnFroO/nt4kGJvVNEhKK1Gbqz0LB99pcXGlzlENd8yD+zmgfM+SPAtywAwgv//7v8/NN98MwMte9jKuuuoq7r///sLyy5Yti7Jbp556Kv/5P/9nPvzhD3Pvvfdy4YUX8u53v5uTTz6ZRx55hD//8z/nBz/4ARCA1Nq1a6P1v+td7+JLX/oSP/vZz7j66qvZuHEjv/d7v0dvby+33HILf/Znf0aSJPT29vLxj388WketVuOTn/wkr3rVq9i9ezcXXngh73vf+zjnnHN45pln+MxnPtNYy3fRRRfx+te/vqNrthCxqGnVSroo37+p1Fxm/+23umXqPs/mmULSTVBGYkoUZIqWAiyrQ+vRgAcqBgz9U6lhyo25S8is39tcX60fSH1J2q+18L7+/5vtjIUcdrsG456H3gzpt3nfkti1bymqrsSGot/WzutbV4T4TsY6qDZktZt7Sdz2IuaoHVfHduRAukIu6Ga1IWX3UsWfm4K6ds9bQZ1XcWv5YgrqPHtnhpsYwBsARlLvhpku6JnnBWMPsYbHuIE38ignMsgEdapUSJhgkL/mj7nznRfw/vEPUfshsImAOHbKt7Vp41qNSGagsTnEIt/audQJgEnL2ljXhONWHprZOsubt4Msmuc4zO0M8+hE6j0wpGvgVNz/WncK7voJQNb6oCkTLG3MzmzOnksC6zc6nLafFp2gmd3pJYCmGnkA6KfsKpl5ZizdNkV8VHpXSC9ap2dUbLuWU4Ch/fP1l7nl2fl4l8rYiCrzaYhtN7EAKybqwqp1eAYy1n47TtvtzjaLpYzFWMEDNZvq20Yl9qxpmU7P1YPDOZbWgi3JkhRJ13yRX+L+VuzcIVvJCSecwGOPPRbdt2/fPt70pjfx2c9+tvD4q666imuvvZajjiq2NmzcuJFLLrmEhx9+OLp/aGiIv//7v+eVr3xlaV8/85nP8Na3vrUwn90555zDTTfdxPLly0vrWYhs3ry5EWnz8RE4Zp5GfqQGuBOZT5q3AflZsmzNnbJePWSuU1UyxchmWGPGNMKeiZrcVLnSegfIAJxGyzMXTitvLqEnpf93EpSorWkZU/bU/Wlt+Hxw7Tv5Z17FFH1sZSVP/+JY2F4Lodzts8d9fOJyYzDLtufEhpiCI7U9mnhVSS+gMdVF6pmqGF6l8iqc1m8qlLfTax8N8Nm2dhjBVmpjkbSjJnUiRde3bA3egRBvs/dtetu+V6v9sapuK2sndeu6OmPqetxnOZk7pjF55oJp26rzkHRBzxyvOOEbfID/ypf4XSYYJEkH7DR91KlQoc4sy6imtt9TeYg38jlO2vQUbAB+QgiyspMAxAy4aTAldfWGDNhZwCQDXFbeABRkgFFFAyoZejBfx8lQx9S2AOgs8IkZy4YGsnlVc8nZnDo3G4AdK4A10p5RZpPSpslsqCuph7V4lpeuVg3s3RSZ66S6IBp7p0+v3nUFQcbf1gjTNOTdKVuF/IfmUW7ldJtn1pKCbVpXEeBQoKojItZuOyAz1gZk6RD8bGyjTEdRp6aWojZblV9MKbofnZxLp1IEpj0bbH2C5vPv1NS2DXh1+nvTpk2d5wA+BET1uds2HcOxxx0wrqVteXJzwktWPwUcvtf1uS4H/ylqQ4466iiuv/56fvu3f5trr72We+65h+3bt7N8+XLOPvts/viP/5jf/M3fbFnPKaecwg9+8AM+/elP85WvfIWNGzeyd+9eVq9ezSWXXMLb3/52TjjhhJb1vOlNb+L888/nk5/8JN/61rfYsmUL/f39rFu3jte97nX80R/9UcN99EBKUoe5ffn/VZqVkCi488xdEeuk5WYI2sUWgjl4jKBkzRIAkK19mZG6FOQp4NG8dj6BsXfB1CAqpsBZ2+OunIErDbSSgrsvrH0N/8Kvk1DJ8tcl1TxTUXbbtEyZ2TkqZWxZ4r7VCUrLepXJi99ethYu1qcq5a/iGKjz22P1tiMxlaPdMdSKjzgUpIx38ADb7/e/lZ3rdd9SxIM4/5wrkPOBVRrlUqNEdZ6jevZyGV/lvD/7Eeet+hGsgR+tX8sPeSEr2crJPMIDnM4jnMwDnM4s3axiSzjeXKdNDJwZ8DGXSltHqxExlcXXecVAoZ9v7Lefi+x4c7NMAnvWVaGRmmB3XcBEmgcuqWdBUZIEenvSKiUCJsNk7u27yaJ9KqUWoRiqVRrpDCyNgYmaU/TprpJX3BPyT0Mf+SdtiIztM6m5S5Lrk5RR5s2bhOy3rS+suTIa/MXPcNaGB2AxYGBult5fwLs4xs4lJlaXH2nGdPo+WTCZVqBIz60MWLbL4OmxZfXFZn1ty+7hs6HstbM2r+z8O7k2R5rU00jdB1vqHBCuZ0meRTlgY/1AEIGXXHIJl1xyyX7V0d/fz9VXX83VV1+9X/WcccYZXHvttftVx/5KbRn0VTLrrxfdZoDPZD6BLt2pv00JsTnGXLUq6W9TxqqE4ABD5BUXC+Sikd8gHzRF18UpkCtKYm5W+Hq63/JZ+fxY1q4pqmZNXxvW1VWoM00fu2ZHmJtZBtUEqhHXtdinSDdf0JvIa5se1LVjW9WGzUlL62hH1AFK69MQCx5oxvoWq0P7VtYnz/zFwAxSR5kqY33x0s5Ut9j27CIgp789IC66/1pWGTpNUU38uY0BtiLXzJiRoxqu58krN/If/u3GwLxtCPt/5asP8yujDzcMPGtHN4fxuJIs4uU4GZAzt2kzwPi0JTZnQDMK0NQH9tiaO6fNTa3EgKPkqavVM9YMXHJuA3qzgZ0zqVYD2OuqEuYXi/JpALZo7XOSN7rV0nsxPQNT9YypMyAxSp4rHyIDNcrAxdbD+XVpmmagSh6QxcSve7NtOlqVEdJyZaNd+1hmI/NSNuv43749P9PGmMOitqcoX7vXamZR0GvXqeiY2Ew5V7BP3UW9v4bKEM33uZO3TDvSaoaH/D2IvU6fDeC5JEvyXJClsXS4SzVd1J/OmpoEt1Y0a+p6vKK3oqYlMDFQBRnQsnDm5iK1g+Y3tblLmRJmQNGvpfEJye14+1ibo+nxlhTZFCfLU6dBXMaAlTDTn7mLTdHH1J4+SCqBsbNzjyVv9tegSLy7VdPOItFVCqZyWONlx/ttMZWqHcQZU8tMYuvtylSBVudZJlWauQatd39CBJSpUQdKWj00rezuWoeWNSCXOttVCQDNH6IATkGclY8FTiHyH6Ba5+jnb+N3COuHWUUWgXYH8DhZ8nBbR/doeqwZdZSVNw+Bfppz2BnDBtmY2iN9Nabf+mju3zY/qNs2ZLktd5C5e5pnQdru3GRg4qxJHREmFuCjSnCX7J2FoQSGVqTn3ZNek9jCH4lCPOfcRBVQxtpT0TQCfp8CE7/WTXGyAjSb9pT9y/VNjvGArsj0Yi6eCvrsGN9Xdassc4z2IEQfD/tuemRdPbF9ngVciM+AZ8dioudQBO6KZqIyANZq9ordo4XOoJ1KDLzGQHy7vh6LDUSXZEmOZFkCdoe7GABLlZQGKxeLOGeuSjHRGda+LRKdroVTgAV5l8oV6e8tZIDOFDtV3gy4+bV9CvjUFUsTmw8RlEjLlWVvdOujMoHDafkV8I3+3+QHnMkEg0zRl0XDTLrypFWMvUDa0jePWuT1uhXim1av1U6Go1ed2gVxsf+xPHfPhgrgVRtjoLzz11TzoR3X7+VAqAjt3r8YeG9Vp3EsfYQg4X0ZOPPF7DsG4ory2flnv7FtlqOfv43L+SpX8rfMnwld48CdhFujQGyDtK1MVYUArIxNtzLKztk2DaoC8TyaNi/p9jHpu80vdqylQvGS9nvneP6J90+GRkZEyo1WydIZGFNXYINRlm6uZKh6EKYj04BlEWCyYyfIRpFt16nJUhnE7HoG4GKsIDSvP1OA5t0bdfqMARm/Tk9Ft3lQ4h/1MmkFaLTdWH1ls4TdH7tmVflupx7/2mjVxzJ2NXae7YChsjo7FV+Pnt9C2tBn57kA6OpUqR8CKvlSUJrDXw7+U7QkCxdvaddv+61v1G63XX9X3HH+28rNEBRFfYMbCzdOULA0X1UM7HjQ1E3GBtq6GQN2Pjn5MBmoG0rLzJCBSaT8CmAl/GjNWr7E77KNlUzRy/RkL/tmlmX98ukcTLFVU7AHdR3J/hzc6rgY4+cds/R1ryxcTF213zEGz/bt72vWTzvetdBUzFbgskht6wQwwX7c2A7bbPe6eZXW7qOsotLcc9A8Vu0Z9u6W+n/AlfXsXs8cRz9/G6/j73kHH2MHy/nB6Dp+9cwNgaVT8DROPkWAAR0LjKTulibjZMw6aV0GkpS9N8ONJjM31047LxVda2sfA8CKnNLAJWo2iE1XBoJsVAwCK/uh7wwytk7X+kI+im81uL3PRx4zS2Se1PMuoIPkUxP4Wx0zxehoKFtt69lIP9oT9w35yJFlzFTsv81Oun/alYm5RhaJAinrp/0uAz7tzhJlbfvnw66LBrnxIC/mKO77WzbTdWJiU1AeO862F814BwrkxcQ/Z96OuiRLsiQLk6VxdDjLMvJvGgUiptj49WoxAGggRuux36b02X8FPAkZKJskuGBZTimNEGmsnvbB2jDWru72+bQHw+m2RwmRAMyNS/uoLl523qPwLV7OdsbSOH1VEs1d50FmteSj4tk6lf0CgSaxV7N/bRcNX1Ub7HcsHTGRNtrpTxG4i12kVnV6x6yy9XMxB59Ye+2UabePB1J8294qA3lwl7pfKiCD+HMaA3VFETIHyOe3G5mHasLwMTv4T3yMa374cX5x5tHsYIxVbGFy1VH0/9K+kMrAGDb7NobM3B7N4GPzRrf7bWPf5hH7b5fG6tSxDhlQtCiaFpVWr8ls+r0y3baNpkchXTP9AAAgAElEQVSjVs1c8nTNkueIbZ2SrYEbS8i7kWtfE/ltkoK7BjuT0HD/nEvClGYjuirVGJT3JhoDYr3yH3e8irF9XjzgKwM7Vfc/NgsUzVomWodfI1bUbtkMpee5GKCkkzqKyhorasyoX08YmyX3RxErW5XbznH++AMF7orMiTW3vV2T27PlVvpsyb40j93Bln3sa11oSQ5pWQJ2R4qoUucVIe8G6Y/zoNDvh2wti66JUbBmisxOssAmlinXrPIx05wmHVdG0YCcrsXbRuaWacDRjrXtpuwZuKvDM4w0XBzqVKgn7iTbAXX+2ug2BbptS7s2U19xzCZrZWIMjwKEmJ1fv7VfZfZe29/KkSnGf2h/FNT1uvJFAExveqfs4cEEdZ2wdWrv13vZW/xM+m0xUOfTHXhAZ3nremap9ezld7u/xDX3fpydZ/XwHS5gOTsYYweVZF+YA4bI1paZq6UycDp+u2VfNT3Wu3ib9Kf1GfvnNV8DbFaXMWY6VPS7QvAksOAmcr2qlfCZq2cAr1oJ3ZuuZ3cEYChdKzxH6k5pfTDDVuxxms2YuliAq1o11GWRFw0UxJx1bV+V0Ncpt89GprJIHlR4ibFpKmUKQiu3wFhbvl7LsVfkblikvMdcUe3atHN8p+LvQzvXZY4syqmfjXUGi7VRJkWzXifnqq8uz54eSPHPYOxt5+VIA3BLsiQHWpaA3eEs3n3QJ/7WPFAe4JnCpG5QmrDcWDoNYqLfVqcmADclqpssedKQO9bKmNhv64f1yT6mHE6Sd8f0a3FsvymPo8AKmFxzFMvZQYWEWbrd+rpq8zXUj6ZgMPbRK9N6Xh2DOyh/bZU51Pg6PJjz6o1n62LhFbQ/3n7arh3eS+yCGJBrtTKl6GIW2b3blQXdqAWIdzRr55rpvfNsXV/rgCetQF0TkJPPQGDqegamOH34Ad7GJ3n6rAEe4HRWswmAKXoZYTzUNUY21jSXnOaytDQGNnZtnrFxaoDIolVankr7r5fK5iadK1aQBVFS0RQuJjpXpfV0zcJQmtag160/riUhUAqkALAKK1MQ2Sg7S7N3gUuIrm6Ytr4uSZrX2unoTWheJ+dZN78atUpzrrqYqOnGA8h2QFkZV6+zhv+tx/nR18pEU8aOedClU3G7AKysDV9/keg10FlTwZPdEwsTpe6asb7G+tQpoI6VU2DcK7+tz4sN8srcP1X02ulbakmWZEnalyVgd6SIASa3tqPx7UGJzbK6liUhbz239W4QlKweAlAz0dQEpsCNEcyUu6U+yAPLmPXd2q/L/1Fpe2vkOD3GzlPZiDHY2H1y2mQ9sHX1CvuSFu4OMUakaHsRyCuVVgW0ErVn2yvYXpNeZYrZ3nWJf0ydijF0ifvtp4kYn+ClbFVLEQC1Y3SVUCuVoNNX/4GY8opUsiLAWqRGxx42x9Z5dsv/jqUwUNfLJjBHDtTVBqZZObyNK/k7Tt/5c7aPDnAKG3mIF7CMWfqYpueHBJbOjDDm6ujdrW2brpWNuVzbejkDZxZx0xh4jXJr9T4s7dtxVrefA22fzZE2F6ZsYq0CY2798XwS7D6WYy6phwTmg/2wchhqNjfNkEX9Rdpwj2xXNVXgI49yUg/M1QTZ06wpD+xbo2Ii+xIpY4kvbNS3E0BDL1Urt74YU6biH8cY0IuVL2Ny2u27B3NFs5ZJO66gsb5pm7rf+1VAxqzaLDaRblc3TVtZ7GfaIndXL636b+ID0sTupYEpfaZa1RnrT6syvj8qMf+U2P4jLchHWCpy8F0x60uumIe9LAG7w1n20ay8mPTQ/JbTt6yyUch2BWt+rYu6RamiZYrX8WThzmdcvZo+oVuOMyXIR8E0hXErASRWpYzViZyDtSGs3Xw/dLO3wTY0SdXZkcvYu6KPBWqouuP2mxDy9l/JVUYNmCcO1lRibFwMbNl18K6d2g9t2wO0mEtnGaizi+Q5BeuvfRbbXlukdi62KBiPSZkaXWSjr8XZOsg/e7FcdSPut//uAaoJR/XsZWRsF+fyPX6df+HR0WP4Cb/MI5zMOXyPi+69L6yr20G2vg6yxOKz0g8/Jm27eQX0EyJKrgHOIgC1TeQfux1p3SvI1ukZiLL9dwJr0//G/sXsEjb/DJN5AFg/rE47rjsweTXS5N5pknIIwU76xoAz0uvXTQZyTWzelPnTGDtzvYyJD8Rh6+5I+6FADvmtIM5GY+K2dcL8QGuA167EHlM1JVn/tJy23S64ibWn0ur8y+r3/fZtKBAqa9ub0Ipm76or1454/4wy5tX7A/i22on06dUG30Y78my4fi7JkjwXZQnYHc6SEPR7VahszYoBJlMwoDnpt4oCLu/PYsfafwtUMEu2zqaa/p6Ustonyx2l5a2vBuwS8oBUk6GrWVRdtMzq7wFXBZIKDDLBi7iXU3kpuxhhWWWWo6r1jLXzx/lroiB4xv1WBVYBXim4awUmvB1V7KY5DaOLoApq+uJYPWVialMRuLMyKrbdnInM1uzX71kfytQdVVVVHTWVtBU/UMYKtiPtgrsiXqGoTyplKp9JkZtrQqFDna9WQZ0Hcf7jUx5U5wGoVOucwkbezZ9z2qO/gH4YWbGL12y5OQCox9O2NF+bjeNV5F2/Nb+clUsIjP4oARidBE+cMcpWVtK3aoqtrGQVWzjl1Zvp+jkhUNIw2ZifJLhd7gROIwDBh8kMPt4dU+cr9QSwfqqHAGRpFExmoVoJbpcTk+F3zebJAWlzB8232AWkaqShqdPIL2psIMQ5eZNpsrVaVnaIPHgrcrSOKeWdmDTadSBuJX5mMaaqrHzst0oMbBT1r1P3wpjdsKhuu95+5bMCKPVFiM2sfgYtmn1j4s+tU1fN2OyjfhMe5Nkx7cxsKkWz6IE0sS3JkjwXZQnYHcYyr4FMqpFvt9YDyKLP6TaTWbfdFCLv62JigGxPWvZBggW+QuZOpaBMXbW0joTMHcvKWT48Wzs3Qz4Ai4FHBVN2HOG42k54/uRO5nvggtHv8ACnM8gE0yN9jG8fCcgvxlri/seAX4zx9AnO92hFC2WfRDVregN2EQc3ujJHX9Flr08Fd+32SZ2Ioh2M9K1IVE2NMYsxWUjogU6knTpj9mqv3pWxn35No2238rIKZ08tD+CKujMAHEMe3DWBueY6xsa2827+nF/9mw1h7HXDKDNZ3sgesiApFcKYtYiYo2SGjz1pm6NkwM+iWK4FjoenVw9Qp8Lzt+3k+ZM7ATht9heQwPyqUIYHCbnxjI2rkOXKfJgwH5xJmGs0KIoaqOzSGrvo18PZnOfHcwLzM2GNXZIEUJcYKLOUDDbflPmEiVvmvNSjYkFQjMFR3lqBmyrGNup20zyyW62Hg7xNyursVFFXaWe9Whn7Vwa8YoAg1s/FmgG8vaSVDBKf9WLnVOSErixep0xWp+DPX0//BtFzVrDpnfXbec5Uit4SS6AuSEKF5BBwxUyWXDEPe1kCdoexdGkgQVXUNGqlJjC3wAVefDJgZevUzVBnZm1P3TSHgdVkkeJUPAtoFnJl6bqBk9L9piha33ygFHPJsnNQ8DlOsPgPQddKeHX/P3N790vYxQh7u7uZHVjGzK7BfN/0OyYx0GdMne7X9BANl9QyAFYkpgJ0lYzUqqsnBupauWwuVGK2/NgrP7ZKwmzXMabuYEu706K3qxcxb75Ob19XO749xEPkIw+l9PyuruZ1dHaYbVuefkaIA7oIuKsNTPNyvsVr/n/23j/Yruu67/s83nPxfuHhQe+RD/CTIQKkYP6Q6FAWa7qUPLI1qpU6v+pp0ow7TTrxTDxx6pkmbaaZ/NFOpn+0k447Sf5If2SapI4ydTvOxLGTcceOLVuJLJupbNGGQommSIKEBBIgAeEB7yfeuUD/2Gfd8z3rrn3OeQ+QSEB3zdy5956z9z77/Nj7rO/6rr3Wz/9qAlPGyBckpu4EiZU7Sxpba9V+G+PGxhnYsbQni7B/Fi4vr7C2cZXhBeAiPPSlzXQeb1A/mtUYn1mE25+GmY8BL1RlbK6wXHkWjVM9Eor6mGPXUB2bFqHTgOaXZb8ybJVBqxwxTklgLNv8XHXudn6v0VzTh/x2muxMkcDdfplcOqH59F+nmSBc12aZKMe9zaTibSPLO0zrt5XtAjDR09u1nqvPfjt+bjbMcd45xucw/ciJXocuIJmrZzkId9w++46Yyty5HZRptDp2zXKzb+HKq+jxNEAPTCaw1z5HQLVrDV0fyZm/pjKVqcQyBXb3g+hbwYOuKEedB3eRq6Y3r/knxb9tjSkwoPbRqj1bbzeito5bef0PSY9dr34b22funpaM/LLs9+etQPQqdVqEOVjkFh859SVe5EluMsv28gK7mwtMrLHTb//b+m3bA+Vt/NuU6V1IzNphRep6hjDsoG1Tls6DrZxE6oVXLXKsXgToCmIXTWiCTVVJtX4kuaX0d2MqM1WoTf30Ejlc+TZ92a72jpHoLg8Yd4CFyfWr+rxZUJSTTAK4wpUfzxF7rK9e5C/wj9LlXKEeX+skIPMUdfRLdWU0cCdMeWoT2ICrz8xxgyVmuUkxombXXmbS8CPGmZnL1fHOVse5SJpflHmzfJl7ri1j/81FcpY6x+azJMPRBokVPEdtlLJ2KvBY7NbRL/fLFDhlxsDtUerondBcjwzx41gmsHhpazLJtiqufiTkeN4hNVt0UO46MkXknK71mP53VC93PKuj5qaoTx4QKdOkU3TbebaNWv/asN+5cocR78vgpcu91V8vrdMF9vR50NkxAmNe7BpHTKMCPDUwmET9amMK245vdacylakcXKbA7l4WBVYmlt9tWfZFb7I+IaVUWbFvcy3SxOemGJly9xVqy/lZkjKn7lLal2PU62hMIbPoniXN0OmmbEZgs2QSmMpb4t+deoRtFniMl3iJx9hmgWtzx9kv5pp1FDx5QGyifYjKQ73OaZP2N9mEBEvWO0epufspQLoT108Te8VHr2do2v0jvmDelfW/I9AXqSy5c8mBWpNIJfbtaRkNQo789qtjSlcuksjhyh/P999fN686AdyGcqbJNFnRRpJxJucHBYDj9Xj7rJy8wtN8iU/+1m8n1u0HgEV4e+0os6M9vjk4zjmeGgciepEneY4vcIVV5tlmiU0W9rbZnl3gocubfGNthZIBmyxxkXX2OMIfu/pZZn6FNIY18Ao0DTwWVOXV9Pf1Dz/EB9bfZuaNqtwbJHdvA5jWlkXtPQO3n4CZDeB3qjaXgeepgekvV5f1Y8CngS+S5iYDfyvpM3MBhldSu8MVEhBcq451lQQcdR7ygZSg4c6+vZXW6g1prptTU4Iq0BWMZ5vmqPbTn7c1udljLNHTFD3Bbdyy/x2NzLYR7B2UFSzolH2nikkfEOSHxt1ig3TG7AOgI9HrorPIQRg8P+O2rWnMSc591t/PPvWj6xuZDbVuzkzW11R5L8ktBuN8u+9uP6aumPe6vPtP0VTuTPQOGsvlQZuyax7cRS7dtj0iQ7yy6N/CBuCs3TmSsnQWeIJ63ZwFV7AUCWZVv0BSns5Uv82d1CzjupZG+2QWd91n/Z+FASOe5gUW2OYax7nMGoOiTC8HY/rsG/mv18CzoSoK8nzZ0ho4yGsQJpi+UPPQm+pft/416f9Hx7RtuVeq2nxL6gDevt3o+F3HbgM9BH1qkxyoi46rIMyHr4h4lbZp04PCtrI5Vds+LapmxBgra+fdNH2ZuZSIfPnBa5wevMZzfCHt/zD83fWfZMSAI9xkezDPLDe5wRJH2OMlHuODfI3znAYYs3EXZk9xke/i1NoFLnOCJW6wzQLfw0s8/MW34Xep3S5tftFUKyZXqN2on4eH194er8tjOX2uPj7Hyhd3U/2nYX8FhpZe5Ssw8xlq8GUs4AZpnSCkeWKdOqn5meq3rZ3bqn6bBwI0o/5uUa819GK3NDCK3diq18T59XR6iwy86dotHdk+yIafokwi8Bc9cQdVAg7qGqjiTSoRQ6OskQc1enz/6unbrwg43sk5af2cC2IXgPairpwrsr1PP/2rMWIHczOzN1/p/gikltRJ5tUc1Qb8vRwU9PpjTGUqU2nKFNjdy+JBmYEgl2g3NO1qff8UmNvknisTuWraPnsbb9C0xo/kv4UuP0tt7dY1apWlvBF+fIVaydqkVr5MMbRgCGYZ9+cl53aTI6xxme/hJc5zmqIYNUGdfXaZBHYqXdtNc9j1BaJVCW1L7InfxA2ZcYUO4lTUphYpW5UDRftSJmLK2lZaRH2J1IE227CqhX2YOv9fy83LB5qqlW+/z1q6nFraJsbWeVY0I/rsWnXPyNn28b6Ur45ixMn3X+RJXuQx/pAznOftZ4/yK3ya85zmCDcZMGKWPdZ5k2d5nkGVC/JLPM0COzzK1/j4//l7cBne/6NXufHhJRbY4T/46ufhD0lj+HLVx6vU84mNT82Tifu9WX2ukDwA1qo2VmBltNtIVj5cJgG1K9RRMo3Bt3XFi9Sulnsk4PgadYCjo3LsFWoXdjOWWZqV60xG32yjeop0/P2tpnO0ATs/AnW05cwI0YjwI7BN+pglDru/S6JRqkAOt9/PLn50qeRm0jY7pC9r7UT72kawZ+japO3627OhqSpsFup77XOzdeer5IDHUBawa3aLbMSReHfftnrvfpiRqUzlvSlTYHcvy4har9eAKTqD6x3umgntDWtJfKNEv/bfu18Wbp+JKZgaZGGd2u3S6ilDaMEXtqgDFUCdMsHyWRmA3SQGs6b87cHprdfZWzzCTWZ5lpJX+CCXFk+wOfcgFDOTrJ2CMv8m9EyJZ088QGyVFtaqz5uY2/RzTDHtXm2yCj68aqjgp60D3s5+mCklV6ePw0+X2tam5szLdgNUObZSVZg25y5VJXPuq15yamO0TVTgyBARBUnBflegDpg7us33co7n+ALP8jwf5XeZHe3xkcGXuMApLnCKp/gDfuq3frZOc1CNux945PcT0DlXtb8MvACfWPy3XD0zl1wbzXBjzJVPMQCTaVFsP1LPyl6kGSRFo+FerfaXroxG5TUDk+3fdeU35NibwEeoWTwr/zL1Gl/tK0yuF9YyZVqjd2wW5kvYGaXuaUJy7yZnTUfhhHS02hOvXfFMSx+euUtyT30X4PHlcqYY375dj+tSzo+qMtimEp3vYa7BQVwf+5TNgZWcaUpfLX1n5QjQ+WP0ace3p28PE2WWvUnPH9M/r9Erzt5SJmYQyZ3T/SLvnQTl734fpnJncj+Oj+8cyQE3DzqQcjmwpmJKoSeAdBbWiJWmtI0y/xV0lSSlz9bJWLu6ZsgS/xpzd1XqG0Cs3LIaypudk4K6qu25y7B05gY3gCd5kWf4Iuc5zcXj6+y/dazumz/nsuUTiWotWVDX83U6UeR2pkAEyvq4fSoQsT5p6IKc6uHVSt13UHAXqWb+xPuqj31BnYI4/23Hj1SgSG2JwFu0vQ+4Uy6njYG8zYSbroI7kwZrV4M6gKXlTf40/5S/ePGfpLQCVXqDDz31Kv/68W9ymTV+6os/W0eOnKPWsl92xxmRQNDPw0q5Owly/KOi9VTaDBkKyGx+srV1yuBrfa/RatTfMiivfTV3y8uZMvrt23Hnv1+lTIAE6jyYU95bRdfhRUyG1YvMMZEc1uzS1W7U91x5P8rVaVxvm9rLcit8VSJQ1TaC+vRV9+XAdZu0+Su09cfPiP556XDSzh5HZ28PkqL2ukCqd6v1vhz6vHWtktby3gne98+AXp8wAVOZyneiTIHdvSyqa6oVXJPxwuRd1sTgHgSawqNGm4I4qa+1owqZzsAaBMWAWklSIs0tc0PatGOY65aFJ1+D23Mws0UKqqAR8exj9TWYhOv/DguMKDjONX6I3+R5nuW11dO8NXesLpsDb31An273SvaBRG3spsAbM6f7/QHaVI0cGtVXsqoSOVXKcwi+T9qu72NO/fMqQSR9wZ2Vzdl358kDOjt+pJKZ45EP+OLr9+2f51GUo7ku/fT1nHg3Ym/gmNuHsmiAOooRZ3iNv/jlf5ICjFwljZ1V4Ap8hBe4woN1jkrPgtkcY4YLP/d44KQukeZRYIx/Qe3mWNJ0zc4ZjkvXL+8i7oGX9VFZOmX8CMq/SoqeqUyhic6tui+aG/ZSaoOdvTo9gd3ZoTRlCq2toduhac+al2ZVopWgKtp2X6bLSzQ6+wA3X0eV9zY2Uffp/qhtDx4OMhJtFB5k5a72L7oufduKQLY9C/Zs+DYjtqxN2pi6XFnrV1t5PxPrc6zbchIlYleQ701suTb86u6pTGUqSabA7l6WKAqkbfeATeu0Waptnyle5vaorJqJgTtjzfR4PhGwtWlRLq+QkgtT1bd1fdaPDepkx1swcwZuL8KMuUbZmhlICqmxCOoaKn3aX4RvcpwFdnjf1V1mF1/iydkXOcdTvDUn5VUpzP2PrPeRhPu6AIpX8/wrUtk5D/D23Tb7veP2ReyYvZ79Gq/cg9S14sTq5CQCVVEbBxVVmcn8VtAa2ZlzFhEDd54L6OJJcv20Nv2xdPVKxPh1yLj7FcNbNPtw9PgNfpB/Uyf5tgi6VbEf+Ozvs/bJS/zLj32SP/7aZ2vjizJSFWhpzDmeqdP8mOp2qfnlFIh6IGYyK/V8+5qb08+HGsDE2D1bZ7dLys0XXVafmqVL29Vr49MeAEUFZNXcYN/qgumzTc67srkR4RX+yKaXU5T7gKG+zFRb+ZxrXjSaSmpw6zF6BOIOC+58nzy4aet3DmR6oH0QBtXfGw/u9BV1kAiXUbvWpomfZdpYPJslfR/awJ33KfGA2s/aOfHt3E8ydcWcyt2SB97tDkzlLokyd5EVWYGbMWmebfN55hTU2Tarb9Esta4CH/vv+2Lga5VkDX+ExNxFIFUj2l2GmV1SZE1VyCyi5grJhTN6OwOjAkYU3GCJmQ1YvHyLpzjHEjcm3659QJ3/X8gHMm+fvsq5Nq4MWW7N1b58tI5XkVS1zPUlp45om1323D6v6DY5DKgbkoLDq5vlfPBRBx87ll67HCgtpP48aWXJEnUScf8AHKTfETPnAWlPaTyPwX0qRpxePM9f42fSfwtwcpE0zqrokY987i3O8b3c/lHSWLeALAqyZqVdY/G9GOtuddQIZLJLnRbE7xvQnDdKajfJ69SAzc81XlO1edHaOSH9QupbmQ3qxOzWx5xxR8XmPjNWFTA/C2srcGI5fVYWq/V2g/rOWl47ZfOO0Xxyj8k2fYpVwfbTkUkfM8xBREdNV1t+VlLl3KbpaOToCNhhcjZUaQMNOWmz0x0UPERg1PpiEs0o/ri5vlv7lsT+avXx7Ff0KsuJAkd/DbrO/6CpE9Rc6MFyjuXVt56+ffwzNJWpTKUpU8bufhJl41QU5HhjjClKUIMpbwFXi7UpRovUVnq1VhsrZ28Z+21iyuEV6gTCT1T1rtBkCq2eKZZb8PbZozy0uFmnTTDrv4FOpJ68obYX59hhnuNcG5/bEfYYMEruagzb3xQ5cKffB5IuhxfoVmGsnTbAFx0jN+xVzYrqKvCBfoBDz9ODyjY2MhJVRfz6Od/mfLDNju1ZU39ekWNYrj92vTwozJ1Hmy3c9ufuT8BHqFZsz6YZZYoRlM0Bv/zgNT7Nr3DyFzaa68dsrFo+uC/D35j7O/zdZ3+SP/Gf/RKP/NJbKYqkRcs1UfdLA156mra9Teu0+mo4MjHwpoYjG/eL1AYdPXdrX2VA7Q7u1wBbf7VvkK7PGTkv7Zv12eYeZ9zarubUYdVuUdXbL6Esk2vmPrWiXpLMBF5hnqepfLc9Ocrc6VOyE5TV/32BUNtIyNWPZiFT1M0k0vdYeh2s3973wIPZiNWz/1bG78uJjtyIGbRH3M9Mtu9OxJ4VZTh16Nu6O50KcqJDpC2Jeq4ffcvn2E67dvpRQ4EH9LbNxyieArupTCWWKbC738S7P3k3qFFQtiAGfLYtAmemhJlCY/u9C6b/vSjlF0mhzK+QotCdqf6/SVKYLH3DIikH1So89Nomb51Z5uQbG6kdcxPTNYC+zwW87+ouR1duJGBXpv3jZKDFCIphXT8yX0Yff71M0cu+ce7mKzRSc9oksofb9sg1U+v5C3LQ1SzRNJMDdV3noc5sXo31D1ukevltZgtv66s/fo5B9WvnomsZHaMLzEa/pancx8kDczc5NXuBP8c/rlluY7tsPJ8gjbUt4PPwX178+7z1Y8v83J/8U/z4534xBVNpsxVElJEaf6yMX+Prf2/RjEJp88CcfJthyeYSPb4GcjJQpgyjtelFQetWdfwTJEbxOrUbp6IBjfi7B/tVG2UF4iABumFRAbtRDW40qYaGLYrCyOslVLNFSTuDovu8yeKwDs8qkanFt6t9HTL5uETtmfjVpjnwZu1FTKUBHy1v98C3GbXVNdupn4BKxNLlhk80k9uwUKd66493r+0D7vwM6e0wOYnMXjmw7MWb9RTMKajzvz3gQ7YVJEPI/SS3eOA94QZ5a+rId8/LFNjdyzJi8k3iAxbYNrMsQ/Ou+4iVVtfAoO5fZDKdArJNv5HfWs4Uo2VqBQ+SMvkE8AwpXPqWtDeqyldM396ZI00gOZCyV+W3ncMsfHOlPpHd9fR9hdXE2JWDfibANmDXZ/+E5F6nHtR1NeYdVzxAyqklqkLqcSK1rK9dv4/cCagraKqG2p6/nl3XoM8xfbsHuQZ9AW0XQ+jVMYmIORd8LCebsnXFiLUTl/ir/G3+yOdernOxmXY2IOWX/Aq1UWcEvAAnyw3W/8ybfP4T38f7PnGNR7deZe7lqp4FOrJxbREy7b8BJY1q6U9NAZ2VPQfbFxIwOrZMAqFmFKoMM435bE/aii67GrEiZk9TIdj2kuSOuVwd71jVj8vU10/X1FX1i0HF0M3CTDXt3K7Oe6cKprJdldXRp6xEZCKw0aoggKqcAsEuhT5nKogAmi/ny+yTHKBzYu6lETCx84jAa84EYmXseuSYu5wYkHavvIYAACAASURBVI64f88W6T5//Lb+5cw2XcpWdF99P/R6KeiMwG0f0NUGsE3azFdRe9rHaDaelzKRI7oCXPvWa24O97da+jyVqXwnyxTY3Q8ycL/9OjuC/ypmPYfJt9bA7VdLu5oG/ZtO19Yo2NukXgu3Rw3sKuv4/ikYrlNb6k15nIXbqzBTwCZL7J59m7kvS5+hdsnaqj7mLjoL/5ZnATjBZUZFskhd4gQ3OQJlMZmQvIu1M+lrku0tHuR0ORPRsa3Ndqs23lxbpSt7RydHP1CXAzcK7HL7kD7mVvwcRu74xjLJO0Q2ehMFfJl75MGcfR+FOnDKiOHcTU6sXuIv87/wE7/6cwmUFKTvq9Tj1AwqNuavVGU+B594+d+m/JPGTlm3kG1mUJkDTlXbbP2enraKpwxGjF2yhwUsVFFxmav6osybrhPOGVQMSGZYzNCDwbt+blADVHP/XJa2t6jnM1wiiqqNmer3ArCwBceuJ4B3fS/hRWiyeDnGSwGRRdhckv+exYnEA6EI5ORGoB8FEQihZZsp9YWU8X3NzXL6qAzlfwTucu1FDtxtQDba7vvUBvKi7blybffMAzct22e9W9sM3yW5GaoNFCqz5oGeZ0Ej/wd9Ho9JPXW01yWyU5nKVGqZArt7WZRZMylpsmQmI/koU2aiAM2/qXapreWm/Ng6F+96Wco2VQKtrCllmvy3qNrfgOEiyfVJgd0otTVTJSH+0Bdf5fYj1AqWhT43pesNapZvEfYX4Xt4iWu8j1Xe4cjuLf5w+RFe5ElusAS7M90EWckk+PPXz0K16+8DY4E2FinH7ik46rLX923X2o6+D+KGqeKZtQjERqqWcRLefVTrRVyG9vlOJbJDF/Rrv8vpTfsbMaiZ6x2BuuNIyo8Rc0e3WV9+k0/xa/yNL/+dNK5KauBiwUkM0FnuyDdIoM/Y9S0SQNM5QaPrFjTBkM0ja8AHqI+L1I/Ox1xDZ2Foa3ktl6W1q2t4I5ZOb4+f5yLDjYl5NmjUTiu7SQ0uPdtpde3a2Xxk18Ib1WZhuALDPZjforHuzhgMBXcRGLlBHVQFapBnT2mX0m3Sl9fX2wrN9iOF3ICmV+L1lkWjP2rLfnfNOhGzFP1vc5fsM7MpKM21o21F1zh3zrj91q6f1ZTxwv3OgbjCfd9N0WfExM/Q/py0H233zmZ3lX3uvzx2JQPK94Ar5nuhD1O5M5kCu/tBojeuzpp7tCs/3k2pJClP5lZF9duvdveBCGymNUC3J+VK+W1rY3ZJQGyWMXgD2HrmARbXbyVF0gKsLEobowTyrj8x5NiVfViB/VkoRjBzhRrkzQLLcHPuARbYYUTB0sYuxQi+wHNcZi0Bu2vEiqZdCx8Rj+Dbrp9nN7H6M3S/Ug8KQjyoO2w7bXZ4v2S9T1squdUxUZmIldt326N+art9nItyDlb2HdFKkXNR7hjReUYOR16l9Gpw1G7FBxkzd1x+G8ArgKLkgWLE+vKb/FX+Nj/9uX9QpzcwEGepSqw7BvDUtdLcEGeljLo96uloN63sG6TItWeoGUJ1C7d6GohJ3UmreWF/KzFc83PV1Vmk2Qf/rQYqv8+nMrC5SN0q/fnZXOjnS503FPDpd/S7IAE8oNglpRos0jkORzV4M1GzRem22W/d5xmTSNpmCQ8q2xQFHal+JjIW0bs46m81R3lThjeheCDTBVx9m9H5HNZMZbcxBzr9WrHcNu0jTF57/e1nxoOY2vwM569ddB450Bm5Ckei55oj67Vdz8zZ9d2nZranMpWptMsU2N3L4tm6SAxsecu1KlFqYTdQB7W12WZgU6YseAFMKj9WTqNVQjNMujJ9e6SgBDBeRzcqBrB8q9kHSEDPFNOLcOziPpxJa+Z+bfGTLLDDc7O/nVw0K8WJRbg4u841jrPKOxQjeHHlEZ7nWd5hlYuX1hOw828ZBXKWBN2DO3/+uOuo20pwTlpMvs69WkTw37/Wc6BDy7ZJZIP3bfhVHQRl28BMtC9XXkGciaowntGLykfX0ffJ/7Z6+h3ty0kXaM2V99eozQmsen6UqfOgbgzsRiwdv8GP8Qv89C//gzR2DNAoGNGolroW11wg7TfUbFrOqBGxUwOSccbmjHVqVkzX4VldPbYBz4rVmp+D4XeR3DzNGGTH1jx6ypSV1DkxF+XclVFTplHPpXDtWZ8hztOpElyL21X7ZRU9eFgynhctamZZtTkc1WvTNHKhrlPSdXX6FJkC3IcntpHlwYZnh1Q8X6798hy2lvN9juyMOTZNzTo5E4xnFvW8/Cyn/TuoKFDpW7/N3dO+bzA565koa+dn5GhWjq6tL9PWxwjkeYCaE+83Ym1Fr8WCZioD3H495g7J7dj65VWaqUxlKkmmwO5+EQ+wDPQZwLEyuXQIVOV0zYqJKTO71O5axqCpYogcU5UsZN9i8NveRJVieuziPhTw6tMnucg6H+QVTl7YqJW3WRIDUAVgGZTwHF/g1/kULy4+wfctfmW8/ub2HNzkCEfY49TGW7yx8hD/N3+W1zjNZU5w663FZg4t/4nyV0UfPdddty1iA8eioKzPShVv541A3WFt0NBUj7rATJv0sfVbOX31tzlK9dneBs5UxfOqZJf7a47uPqi0gdzI6c72V/vU5dIDO9s2d5thFQHzZ177b5spSKA2jljTe9Sgbk7KmOgl9ZdXQSGZOpCYOytvgVA0L53muLMImDbHlLBgro4GEP0xNY+egro9Jm+5nav99hKdo81nhWzTNA3ucbtdJgA3BmzVcfYN3JXp98JsWjd8u0xlC3k85oGdUVPxVaASATcFgPpU7Qdlkf1WJ1LAdZ/+91O+Bx5+lCgYMndTPX50HrY/AnAm6lOgx+sz8/QRf7w+bqGHET2O2ha8G6JPX9HVF2+nUMnN8BHIb3sGYPJNFL2ZovjDQ5rPzbxs12//DNxvwC4lKH/3VfLRHb33p/JekHf/KZrK4SXn2+LNeKqgaDoEkznZ7kOC6zZTBufcN9QAzyzZORCp+aSsX5a2wOpVCt4jX3mLR55+i8+vfR//5tQ6T506x+MXXgfgX536OCMGnOY8a1xidu8mPzT7m/wKn+b7znwlrelZTtEwB4w4vXd+7IL5Ah/hTdb5+uun4S0mkyN7UOb39QV5rdgoB8pMco46uTKHkQhQaBphO0afid6rDn3UH6+CeRXOl4skAmuRXTnHSHoVNLIbH6Q/vm9t9SL3y4jBE1DnmbroP3B89Rr/Kf8XnKN2M1QwZ4FI1DBjYCoy1Fj6EU+b2Hj2oMnfWm3zKml8GtOmBqhVatBlrJy6aerxdc5SQ5IyedEtNTnIIp0ov6dLym5gTmWnCgKzL32wFAhlCfvXYbiYuNh9cREdSrvDEWxLm/qUl9QjViM+2ml7d73IjOFdHPWyKWCDGpj5NAGeQx+fv/Q3SuGQA6aF26/nFZXPSc4HoItHb+uTF+/PcFgWUI9l2zwzZ4/+PnHew5z0MY95G0Wbac6fsz0jfubVt1xkNLDzsSBA2g81+eHa+FYA66lM5X6RKbC7l6UkaQT+Tdw2i3uwYXXMsq2KmA8gYIqHAkEP8iylgQdJtt9AHCQlzhIi++MVjEOLf3zr97j+gXNcGJzi86e+j02W+Bof5Aqr/AFP8b2c43tmX2KJTR7kHf7V2Y/zQ2ufZ3gVrnGcbRbYnl3gF2Y/zT/lP+Y8p/nalQ/CW8NJUKfna5/IFbML1E3I7WijFO5ijFRy6lBf8SqO/fdOMX1Bne/HQaeVvuyeldVXe6S5e7tyTiKnMVVVcqpgH0DdB9T53xGoq87VxqYCuTFDV/2uAqc8cHSbj/Al/sYLVbAUG4+6Nk7XjJWksWYycN8jmiyZ1zIV1G0yyRAOpJ4fa8aGKYNmwFBvbWRwMhCloK+QbZB/JAuawM6fU5tx6gCAUEHdMHi8d3Yr5m45cAyugKICuMg84Z/GbSYBnGd2IsXYlGgDUeYKapci50YZ9cEDlWhq9Ewbrl3/KovMN9Eo8zNEzqUwBw48wMn10YMWf6yDzoI5xs7aVdANk/n9DntcP3T6zsJtAN3ajUCvAkffjj13BPVUosix97rcYvAeyWP37vdhKncmU2B3L4vlsdMZWZUpKwPNN6uuL8kREmbRh8kIj5ZKwH4PSG6R+mZSC72JKpemwA1oWuhNKVyBraceYGHrFjMlDMoRg8GI7x2d48juPs/NfYF3Bqv8Jj/M8zzLa5zmDOd5ghd5gY/w68uf4I+++Tl2WGCWPT7Dn+PX+BTnOc2FrVPsnz8G72T6aEBus/r0AXVewu32qtNXnknkWOXlbrzKIrCi/YrUlegEu6aOHPsWOfn0aSuSNvXLi94QVfu8jRwmHdm0j8pfeMndnxxAjNRPD1orNcfYOgNz+n2cBsg7feI8f5b/JzFjNp4U1C3TDPRhQZHawJNJFHFXAdB4jR8146Yui35+ghoMGoOnngDW593MdptTtE+6/tdAouXF9H3UBO0w+SgqUxdJddyIrbOk5OAYOAF7RZEA3NcvwvwAjh1NKR6MvZsHipJxQJXo0tt3q12JpptbTnLrrHKueTnxgEwvsc0wyuooQxfNCp7ty4G6PqIsoB/lBzFj6fXw1/WwilUO2Orr2rsq5o4Vvd773Luondy6ydw2fxwFcwq+dTa1bf78TKK2pjKVqUzKFNjdy9IneIqFM4emZVtzTkFzHR40lSP7r9qDKlqqyBk4U8XNK4wWkc+UTou854Dh4su3YBF212Bh6xaP7r7OqIAriyssjW4wYMRTnGOebS5wit/iOQaMOMUFXuRJvvr4w/wBT/G7PMMXeYYLnOLy1hqb5x+qA6bom9wUQf3uAnGRSboV1LVJG7jr8yqOQh+0HUvrtfWv7SE7iFNTzq59GOBIpl7X9TOb8UHq+n7l1L++LJ1XJyOXTPs9M+mCGYG6atvw5HX+C/4eP/HzP5eA3SxNt0tIwUxKJhk5pJwCOGXwlCVTl0sTjZTbdilU9NgqHnDZf2X02uope6dupBvSxwHttxQmr4Mes6VuBOr8/v0ygbvhHnxjBN/YSC5pxyqQNz8LNyoX2gVxyTTXS2Wvcuvo9InSruaeTr/Pn6IGJcnNOJ7Vi0wmULN2mjRc3S7tW48ZufTpcYrgt4qf8iMyl2B71Ia3q7YdK+pzjjmM2tI1il2iryNtS++XZ9Oi+lbHX7NIciaqHJsbHVvvr3++rZ4F4bnf0h1MZSp3S6bA7l6Wm9SzoFrCo6ACqsiZVVyt1fbRMmou9AqbWdhVYYJGmoGJNAta3n4vyjarb4reZWAFZpdhpoRhmRSg+cVtjuzus16+zezyzTGQu8g6L/EYj/ESNznCP+bP8wJPc5F1rrDKpSsn2H/nWJ3ewL+t7JMDd7tBWTJtNCTnhmkX5SB24j6Se5XmHFusTtvr+yD20TaVMVfmoBKpRDm19rBg2avEfe9Vl8qcc730bVQumBGIe5AQ4P3g6r/mv/rV/zWlNrBmNOec5oCD5nxR0O16uCvfnooxg46ttb1Cykm5S9xuwWRQEu2Tzkf+smuESm1PpaRK1k6TVbQxOpepo+LdNe/SUFXQp+vvzMXs6gjmN+D0YooGym5iBHMucDmGREGR1ukyx3hQ5EdK9D/qQzQT5Ry+S1fXLve8K28uiNE5FbLPs2h6TfSxPSzzk3OFtHukxyP4bfsN3PoMloUr58P9951B/SNrz4Tvr5aNZsaDzJZQn48HZ/7YuWdO77ExeQswDkhU3AZudXTqHpLRe8QV873Qh6ncmUyB3T0s+9eqHwaE/NoY+63KiYE5yx8HtZKkLJ4Cu5xCo29fUwo1qbBFu0OOVQQfdbGqIl0yIIU8FzC5PwvXlo9ykyOsXN6FAlbZ4PzydwOwxA12mOc3+GFe5AnOc4ZrHOfGaIlr7xzn1rXF2rUykhxDlzv3HFvXEAV13satNlNvI0X2RdtzEr3G9TsCQ2322TbwkTuWr+slZyPPSZsq2kcOUzeq06bVtzGUWiZi6Xx5U2NosnQBQ6f/H3rsDf4qfzsFTDGxcaxrzgzcGTiznHGbTHoBaBoBE/2vrJnmmjTDj7pAWrlcOwa+PDNm/7eo5wxr34wv9luj+pZMpmiw+caYuxwD7yXziN6uAFcxqBVOYMItMyfFQNwyZbs9Cd/YgpUBrCxXG9y98OBJ1zD5Ee+fxoit8oq2gq620b3P5MyRE9+OAT1lAZV9tPJ+VlTwFrknRq6ebSYufWza+uxBZXTfcsAxN4Orq2mfgCieuYsAvY+eqeW6QHsEyj0w1rrRM+bZyjY1wuoqONf2ChKLrez33APECzWnMpXvcJkCu3tYhqskpQ6a7kL+rm4wVopMERluUYOokmZeO52BDextyX5NSm7r5JT5w9VflHreBcpcvmzN3jI18FpJZbYXH2Bv9gg3mWWPI8miVPVx5+iQV3iUP+ApzvG9nOd0AnMscWO0xPbmPLubC7A512+9XLRfJae5eAYQqEFdrlLO/t5HulZLRHbQw4KjnBqRmz7ajnOYvpiad5A6fVTMvu0ddJrMuWQeBNTNxGAuYu4ehLnTV/kxfoE//kufrZuxZ3KONK5gctxBGhc6dqHpvniUOt+cic4BJU3W3bZDPT+YeGOwMuEj9+3L2XeEMszt1LuMI2V1bvLGnWj+yq1FFuZPUxqoFIM8uNN99j0/m7wRQkZnlMrNz1UgcNQcgTpddz31Wt6YMIiZFJNoe9RPLZ8bWREItW/PchkjZq6Z/ri+vdzx/Kjrcpjuktw6QN2fA04R2OnqS0Qq6+yfM6+VpGunzGIEPKNnpg+Dd5DrZs9b27XX/gxpsnPz1Oz2sCClBbmP2LqpTOVuyhTY3ctyjEkFS5UMVVaqOz0zB0NzxTTlZc+1YVZ2U2psHVwEdLao3aZWpNyqHMO2m/tnlItKgaD1u+rXtdnjlNWJJVZugZdPfTf/hh/kCzzHa5zmCg9yhVW2Rwtsb85zc3eWW7tHUgO7wxrUeeC26T5tAC8CfG2s3oTkHJp6VaYdiHiw1cc2rdJGVRwEUOVUP2snsm9H6mXOhfJOQWpfuVMwp20MXbncPakAHbQDOQfqOLnPp5Z/nf/9y38FLlCDMV1Dp2kFCiaDG+m6WM/QaboEZfsgjVfzCvDgr6AGlKqx79KMnBulEfD5MX0aFa8hm5+aB2i2bVbqWhReq9s2hnOIqYT9vRTVcr7yONCcdcbgReDObzMWYqWEYpQSVVvXbBTs7MLSYiq7M6q7o8nL5+W0DSgpKLLtwgc3++G+I3fCLuDRB4B5Nsj642clf0sMGOiM5DG3d/eLTCg54OnPNZLIqborkIiJrRmzevo7ksOseIbYphG5ynaJB3U6FHSItTF40T67113uwfNura7lePTf94uMeGCs57zb/ZjKvS332dD4DhSdXf26ON1nEeq8W5SBQf1tM7G5Ye0B69SuVt5dyifkNiVxjXpm3yOBvYHs965b1sc52DrzAJdm1xgwYoEdtjnOAtu8wgf5NT7F83w/5znDDZbYZp6dvQW2NxfY3z0CZdW53WEN0qL1chr9sg9T55W8vmbyA0tuxYwXVb36AovI/utf9V5V87bdSEVoO4aCujZbtz9eTiK14aDSd+qLXFf7MJK+rvbZzlFXoQzr3ep++WDm+yRjUPfxh3+Tf3HhP4Hfoul66Ne4QpPRsmi30JwDIgpokcmcc9qe5bnzaQZ87jszAlk9ZQ/NmGN1tW8mXvM3iTTN0v33a+z8usNdt93LqPZ42Kn6VhTpd1HQSGug4M0DvkjGZbaaI9K+d/bSMQoxeHkmyt86c+vT/0P320BIbjTo2jUvenl1hlAm0I9QP/o9cPNugG2zm7bjy+QYyKgvOVtAH5NWdIwud0vf16hNvz/n26H3Vu+/L6v7o+PrMXP2DX0W5pkcftp+jlE291n/XPj1hfO2js49ePZ/fhaGM0FHpzKVqUyB3T0tZljx5lQN8mFrUY7SfBMbmDGQppHwoihzprhZ/itj8XRGN6XDLPK6DsbKPUHTbcsAKVWdS6ntxXO3GD1T8Ic8xlFusMAOL/A0v8CP8UU+ypXRgzUzVw5qMDfuc5GOF4G2NkBn++y8cfs98GvFFTMkd0w7eVWj9P9hpKuef4VHQ73Pcvi+9uvccX1Yg7b22sBeJHrx+16PO5W7Aeq8U1L1W6NfKiOnv8csHRz94Nv8R4v/nM+8/JPwxaopNdxolFq7VJvUa1ptnJqbtDJnNpyOktiwq9SpC3TdnLW3Xv2/Sj2/mFHI5hSbb6xf6haq0XR1XbBG61WDkwZV8ShBNVxNzeLHbUlzLrJtfl3yXs3OGXgrR0m5LMt6285eHbXyxGJzPZC6Xvq1ePZ/WCRWbn9rUjG/DhS7KVLmscpt8zpNIKQKfRRRMFr/ZE+jile6lZnyCr6XiB1rY9SUrTPpModELpXRqGwzJfWdiSKmy/qfuw5R+b7iXUdtW7SGTut4Y0DbzKhMbgSw7X9utbVJdA/8Nfb3WcvkjAXmdmmux2XVCWXGZwrGzg1TmcpUmjIFdvejePOZiWKfozSTgnuLt4G8gatnSpIBwRVqZc3WuaiZzlvYS+DDVTuvUUe2K6rfpkAO4OxXv875x5Ob5b/guXGEyze31tm8tpTAXBk8woVpX9RgzQO36OOBHu7bn08v6QJ3BPtg8nWck4i1agN1Oduv7vft+P/RRYhUM32gInWsa63e3ZA7absviGur1wXqqBks+/bBUk5SM3TV5+SHXuW/47/np37pZ+Gr1MDIgySfGHxAnXtSc8ytUbN9yrRfBi5W+zarb3OrtmONaLpcbklb2o/IYGKiCc2hjtzrmTerp4nSkbatnJYx8GpsorXtg05ZhF4zTlXXZ3sLLm01E3fPy5xoAK4YwHBUu04Oq6A0BurMNbONuYMahFlciIIK3I2g3Ejgb57Uz+tyiTx/75kbgv+RtCnzvpwfBX5miGa7tqAmtl1ZvzbJBRrpAiF6rGjmUobLs5sqbbNnX0BXZH5H9y83I0dt5gC/zcS2/u4gpjZvO2nrgwaEseun90GTjOssOT9oMnXe1RlS3sj7DdiNKBi9B1Ty90IfpnJnMr2D97KoopN7O+gbVV0oLam4hicvXB1VqOyjLllmkYemZd3aGbi2DCxerj7L1bYPSF0NtvAInOc0v8EPc4FTbDPPJU4kULdbHbCcCXBG4IKp33575KoZWfe9eLN2FvTNuEJ+FUgftqkNUUbDOLKf4o6Va7NrWugDaiJQF5VtO/eu826Tb8XUdlD2MuIYpI3CfTRX3YPAd1ODurHr5S7f//7n+Yf8BB/6e68m9tzGoLo2qwtkQdOAo3KWBOSoylwnGVeguQ5OI+hu0GTtR9S58YyhU0ZtRAKHypD5uUX/a35ME28DMVHwquV0vtE5SuenPZp9tmjAdq7VNbuxVa97a5glSupADqTvYUkjMbnJmJUTRvV22VRWLULmNs1IkXbcknSZt7dShMBiAPOj2uXSgyfL92X/oX4KvbufH4kecOUCqJTynWO3cqPcv260bf+/jf1q80nwZawtBc5Rf5Rp7GL3rD17Teg1zvXZjqN1IM+0RW1E9/B6UN7a3JH/udQKelw7b32miuC3981Q06Q+gwXx82T7LFjKsKjHTymMXVGk3wb0bt9nwG4qU7lbMgV294vY7KxuRLYtMvOZ8mUR7wrqqHJW12Z0A2C2/s7W5qiyqBZo7Ye+LS1QyweAq7D7Y2nX3BYJ6D2TjvWNtRXe/8tX4Qp87dQHx6DuCg9y5dJqAnUG6CJmTfsfgTdj5jaZZO30zdoX4PXGHzOkV5umQMjZuLskp3LlbNNdEoFA337fPvlXfmSXP0i/ui7uYd1Z26SNucyV89sKmqoNjEF+BOoM2D0InAY+iIC7fc4+/CKf4tf5uxv/NcPP0nRxVsbKuy9a+/p/lQTqLpLG3obU17Vt1rYxisb4GSAyd+sLclw7PwN1V0gu1gV1fsvotlrwldmqf95wAnXwE42kGbFfVsbmNbse+u3Fxr/1bzGdazGApWpONaDigVtZMl4DZ0DPr7krBhXT0CEL1MBO2a0GIBklcDdfzbM71JfUWJncE+wV9hyYUrARzUoRY+fdPqOR2cUCRnWV546iPB7kGFo3ui52DOuPl4O6WObK++vnGc2uNqPj+37r69/chBXYezCfe735/ZGvRe6eeFY1ei4XSEx047iDpjumjTGTmXc/zshUpvKelCmwu1/FlCoVc0ky0ehy3rIPTcu2uVypwha9CQr3rTIgKZBvAI/D3GvAV6jdu1bgrbPLnOMpLv3o5ZRUnDVGDLjJLDdGS3WkS+uzgrdou+1TN0sP7HIALmLv/Ln2Zu1UZpikKnC/+7529TXpQYR/DR8EMOb6kStnfdR9ObDYF7y+W9IH1LUBOqtnjnsZ07IHdbaW7jTJXflx4PQuj7z/FZ7iD/hr/Awf/9zvJTAGCQSukBg2pU4U9ChQMZZ+GXiatC7P2jIgpMFPbNxbFFuVEXX+uw2poykHzGCzQe32aWBLAZe/HrM0x7Pus2PbuRoDuOu226OvUTuhdkO19jSXna5FtO+5lEOuNBaTmlnzbB003TJ39hLbt09aF+cVV5PcOjuYZO7GdUjRMY/NUrt60pwhtJ6yat7WZ2BQmT8boVYH+R2Nbi2r7n460pXtyYkfbcqARfZJLxHY7DpGFyPXdcxIuhzcc6DuIG1HbwcPWnUoeMCszJ31R/9H4M2zcF78vVqgCWzHycWDNgy4aTRMzfMIzfF1v8k0QflU7pZMgd39ILm7qOHDjWlT9ySNoDcn39qeKUKafw4m8YhX1LRNVchGwJdJARmO0gykcBVOvrDBpz/wOb65Msd5TjOiYMCII+wxGIya7SsbZ7/1bWafiJmLPgR1c6AuJwcCd1bBO1Lpa1pf42pDjw5s4le2dDlDRRLZ67sATxeg0/93C9zdjTbanKX6lI+uSwuokqMDawAAIABJREFUUzBnv3U93dPAx+HsY7/Pk7zIU5zjz/MZzv781xMQW6w+x0jAaZcaZFl70AQ3FZj76tMP8+jG6wx/q9pn6+Vs/Oh4NWPOIpNACykD9bo1A1F7JKbOXDC1PZ2PjA20QEwqCkitDTVWKUKx896SbXtyLDuvYzRTMtjavi2arKWBxVmYWUveqler/fNzjN3DVFTpLEeVolql3NwvyQZO8e6YkADbftXPHLMGpNx3LtiLur5ZPZsJVJk2MKdK/EHEm6FMlGmkpUyXc3hkJrHtnnH0bXSxgv7a5MpFdZDf3q6n/WnrQ24mbwOEtr9t5oyCr+g6uh1XLuqnB/5IWWNL5135YfB7wjQ5mGS6oTaSmIvlTFEz2+WoYrwr0GfjY6YgH712KlP5DpcpsLuXRUkfBU/Idp38fOjxyCqO7IdmEAMTTWK+KHW9JV5xig+coO5Yqhy+DDOXYeXMLufPnuYi38WIAQUjlrjB28VaSmOQC3ziz6GkH6jLAbq+oC7CZb3E2DsvHpyZ7Aflzfkpeq16W25kh43UE/2v9fUYvpzvU9v/g0jbBT0IQOzbhzsBdLY9UI8MfOhY0WApJ4EPw/BPX+eHV3+Dp3mB5/gCP8i/ZuVzuzXj/kRV9xI1q0b128Zj5UZICXwArv/JIcfO7fP4L70ObzKOPjsGOctVP/RSW/RLn9/OwJIFG7F2NPelli9IzOJq9f8NamBnc8sVanDn3Su9a7m1qeldYNI4A/Fjo/MRNNMdGDAsqIEhCdytzsH1K1UT7tYOCyaCoywtJtZunBrBGcLbUh/Mz8GxknEwlhuujJ3iPrAqbqL+NJWNi0TBkY3sNs7e/zaJWKTcMfW1Fe1r+2+g0ffTm5Qit9HIJTAyh0XHVttABPB8P7pmyOjco+uV29a3ftQPzW1oM7vde2VIraxvy59/DtTljm9r5cbtFjVoM1Dnc0EWRSo348f/VKYylQmZArt7WQwU6V30kfAsb5wGVoBJy76fJKO3mgI6A3D+CdLw6rrPr92zcqZAQa1cVgrbRda5WWmtJQO2mSdFwqTJMLSBM1Pg2oKntAG6LoDWV0NpbSsH7rzkXt36as7ZknP27TaXQg8Co1d71E6Xrdrb5XN26j6uqH2kC9D1BXLRNq8a2rYhDbauC9Q9CDwDR//S2/yJxX/BszzPU5zjKc6x8vxuDbI+AbeX4bWVk7zARxgxYJ5tFtjhJkd4lFc4+6tfh5dJz/YqbP3oAxz79X04V/XFAIsaV/RjwM1AmzcW6WlrWgLdb26fJfX43pC6FjlTo1DukagxjayrYkBuzm3T/Ht2LA384uvYOQ5kf5GuVcMd0xuJjiUmrXGNSIqoKaTjUOxV3bFrW1XWyikrkRPNh7dUbdM0Bta16zRHqLm/6UeTY6vy7ke2+g4YcLTjtZlPcuu2THQm8WYqPX6bHMQ05I/Rh8Hrax7y4KdPkJRc3+x6tB07x+pFwFoBaJvZqe2+etYv6n+OfR3XcfqEui0P5VtzPHpRcFcMYMZHsb3PZMQD7wk3yGmC8ntfpsDuXhadxe3bW7cVYCnzVlArXjkFI2e5h6ZLpkax2yOxZ3ZMv47GFD2fW8qUPevna7B+5iIDRpXvecHO3kKTrSvJJxdXUKf/+zB1/vz7Shf26I1NcmydL2PfBZPL5iMHp5zalXPK8fb5OwV0+tvUgza1q41lhOZ5ecm123fK62Icc7Z6rzK74h7YCahb+Svf4EcHv8wzfJGneYETXGJ2tJdO8xH46uMP8zUe5Y9/9bOc4S0eufz/JtfC68DvkMbU0/D6jzzEiY+9zdxl+HdnHuFDX301MWKrNF0VobmuzkfGjYCVXXKLjgu1e6WBIgVOJfVYh9qINKAeg8qYbVAze0g7UV9UbO7RtcDKGOqxrb4Zp+w40VDTeRSaALaqO1OVmylSAnMDbpC+52kyH7rPJAfy5mehKBNztx0XabBY9n9cnzqZtKVGUFdGD+4KacMr/x7vdgGaaLbxpxn1WRk5P4rtXDxw0fZzI9MCzBgzletXNEMo2O0Cdfq4WVkFXr5MJNF2fy2ia2v3KVoDp8f01yDnB5JrQ2dkfRPNV+6Wfl2cBUGZd/qAGUGGUn5mrmrTxphn8K0TGoNsKlOZylimwO5elra3g4I6+wxcWX3LeOu0b8tAoylHnq2z9qMABpYkWHNVFTTdOKFWxKrw69/FRQaUwBFucoQb15Ymo1mWNAGa34bb1wXm+opnLw7TRi9pW3XhQV2ujpcIOHo2LtreBcBMvl3TSh/gq2X7Ss6RqEv10Wvk2Dpf3YDdUVLky0/Bc4Mv8CzP8yQvcprXWN94m+EWcAb+2fp/yBVWOcJNrp8dcuyf7SeXRgugskVaz/YVePjE23AKWIMP/c6rdQLxgrQmz1w6r9Bcb6ZuiH5M2m8dt7Zt4MrZ2rmj1XG3ZJsxdJokHdemrbtTF1M7NiTwZy7ikRhw1PlPAZzXvK2ssnUw+WiZgmkfv94PmAkYvRkFmT1kHAylIFzLN1G+OrwBF4hdJo+5el3umb6Mn9a9km/bIgbIvtW/QI9n/Y0AXrS6t+/o9sdRcGbb/HqxnPh9baCOYF/Un0ii6x8B4KiOAnH/mNvx54mBnLdhDGkaJfTZwv0eH2tUr5UzMTdLc6s00DevSzBsPKkRR3PpjhuT/beYylSmEsgU2N3LYpOeBxkq+t8UF6+QROBGk/nq8SJA5wGSd8/S8otSxxQ4VbCs/hVYYKdK2jlgmwVubS7kWbfct/W7JAHCPgCvDex1gbhDgzxzx/TsWrTCpQtsRatFcu22qURtJ3K3wJxv524EQ/HS1rc+x9f6bXbsFlfVCNTZ2DgJD330Dda5yCrvcJrXePjC28l1ch3+5dOf5EbljHeTIyxt7Ne55mwtXSG/d4HXSECvoKZqDOAYwFKQpuyWPf82NlXh0u8oeIG6XFs5daEytr4gATSNZjlHGqMK4krXljJrPvqnarBH3T7tkwdvOY3f2zjsW5VQOwbErEJVx9wqh3bPM0MrckmD7lHhu2i/I6AVmS1y7JwXtRf6Nvxxc214htFLF1dubUT7u6bmCCi2MY85QNXHhTQCvjkmztfz5frOilo3eha0X75Mzi9CGU8NzFMyya6O+1E14g0T42iy5lrpx1DUAdw+q3OfeQyOGFC+J1wx3/0+TOXOZArs7mWxFfXq9hSxcCpq9VYXSn0bGAA05U+DJfg2LeCAKWNmkbd9BXUidL/GyFv5re1LwCPwy/woNznCgBELbENRQjlsgrPIrTICbW3s3mHZOw+oc+D6UEAv97r34CE3hPuCu+hYvk6bHToCPXcCzny/vxVAT4/VdvxoFRLE11zvS0vm3MJ95oAH4TjfZIkbLHGDRy68ldi4OXj16ZNc433jcTBiwIymKNDxuiztGuixfZepgVxJHe3WwJYGPrF+6Tq5SNTS7rVF64MHKnZ8PY4ydMeoI2natlWaY1MffXtEvYFLc3TmRMHXVZrr8rSMP25bND51UTf39T1hK/aqJ6XDbmKshgZpGY7S+jlLYG6H8c3t03T9VEBTMsnvm3ujugvmypY03SG92H41GemsYO3m2J/DrFNT8YBPr49nCnM2TS3TtT4vxypG/SndtshF0/etTfxjade2bcb0bw19LrQ/3iBQUD8Lug6zID2T1tb8bNMVU4Oe3K5A3dAiYXvDiXe5tvnFd97kW/lqmMpU7mGZArt7WTaBm9R5ptSinnvrmlKiQMpAjipJqigpqNP2rT0Df+rqOaB2v1yU9gspp/208gDr8Nc//Dd5kScB2OMIF/fW4dqw6YbpXTIjIBf9j+rcDfEvqgNJnwUDbQArki5wB5OqkN/mVbCIlepjY/ft9pG78eZuA765/0OaK5r6OFu1TKUezOmnSkh+k1kGjFhiM4G6y7D/SfgCH+MmKXfjoFpt+vKHv5uza19PYO1ValdFSG6ZF2gCNWXjNqnBlI1ZH+TE6logI2XEVLSOpwQizf+olIWmoWfgttt6W50rtA+atsXKab9sW0EN2CKQtkUyJF1129vE2opYTvuv16BSbIdWRoPRVO1p8BVj7VRBHhb1/4VR3Q1T5K2pHWqC1sCGKuT7Us7Aju9ydBn01udGtwIXnd4VbPThx9tmNf/a0PJ+HaCCrdyUrNfEH6OP6KzowZL+9tdPWcscG6jtKwD0wywallZOr+UOyW4SmQT9W0GPmzN/jd1qZV2dBkhpBBIaJDflIdRrcrUTs/K/ywtpKlOZSqtMh8y9LA9QKxjm4qRBSSAPNmxRskm0XsXqGKjzVjatr4qVltsjsYOqaNp+i7pn7e8Bz8JfXv+fOcdTY5eAa7yPja+fgGtMAroIpLVFuswBOl8uElXWIlO5L3fXJHr9myrhX/3+4G3gLqdutTklRbb2SEWIJDoPL/vu+04kmt7azk3rHATI6j7H1s3Jp3C/j5JSHACvv/4oFx9eZ9bQwhpcXH6Ix3iJr/EoIwpucoQj3OTsC19P4G9EM8G2dWWFOim4anlmXNHtc9TpCmxM27q5XakHTZfDo3LcLRKaMFbeAx5vdTeWsKAJKm2OMIu+BmWx/m3QnOv8LfaP/yzN9qCeB6i+rzcDnozLeFDs5wvb3sYKRuVNnHI7Qx1ExRTlskwpE2w0zA+aI8SAnOUXM6ZuW8pAHEzDszQmbeYdBRNdoCw3E0Tr6bSOruky8NA2q+wE23LgrGtG0PPT2bXNDKZ91fPKMXjDoKzu933x4h8lBX2a2iJiXaO1dwXx8+GPpSBdz3d7lIwNS4s1I7e/R+16DPX49nqGrdfXuUUftgi9eiPyfSJp2cm7r5K/F/owlTuT6R28l8UAkipKbW5Cus8mWrW4I79tUtUkwbbPvzX9bytrSqNtV+ucsQHmPlYCZ2tQt808Iwq2mefy1hrszjRBXcTWqbul9jUCdXquh5EucBfJoY6VG6LeHquqh0fzOUDlt/dZMdIGgnJL8qNjdl20PiDQ+hAh66i9rm0evEW27TaGrgeoK+S35a4rgLeGPP/w9/MMX+T0x85z8uIGD7/8Ng8//zb/3uNf5uee+VPAEXaYZ/cszL1GDepsnGoQE11bZm6Veqns2+YAn3sSajdrA4AGdEoSw6XGHmP2jGnT9bXa5pb8tnGqrpZWdiRl9Ljm9m3bl12/o2MqwNQ5cIuxkjgOpV4mcHVjKwGqcRNVbjkDXGOXsjaJlFE9N1cmioy5X9YAriC5Y3rwZAq8TsvHZB80R5IBoWj0d60Hy5lwFGT4en3XB/q2cq6Zep4RqMuNar/dm798+UjMDbVLoj54c5r1IXc8tSFGs2bOzhABRqtnOez0dQzxfTXAp59cMJd9Ur7G4dHK5dIZgccuyCPyaZL0xMyrILrYNo6nCcqnMpVQpsDufhBTFP2E2Wbug/aJ0az3u8RRqXKgRoMl2D4Db+ZuaUqisnhn4X/88F/hRZ7kJke4zAlu7C2xt3uE3bdWElsXMXUe2Gn/+3z8NTmIHAbc9ZaIaWsDIgriYFIN6Nqeky6GztSEnP3/Ti5MX3AX9Uvb6LMtx9RF9VoYOpMcqNPtx6sPwCa8/Mr38huP/hBL3OB71l/i45d/L42Rr8KPr/4iv3jmR7jMGnMWIMW6YpdY80ca6ND0BsaQa8j+RRLloyydd2/0l3VDytj6WU1V4kGkt9KPXBn7aOAVy3Nn52Xns+jKWPs5kGXXRIGpbbf5zdq8CterXHv7ZWK9FFyUZfrslxWg2ISV5SC/Vpsy6kWuU+SOCU13PlWkh6T8dgV1nrp9mkq4dsWDuLZXxU6wT8GbKf0KKnOiI6kLONp2/8h5l0Ato66fufVuw6CeMlDWlxxzZW20Tfd9/R8i10+/Xc8hN4P68m1lFMhZEBS7f7k3wDzNPijT6Ps/hHHEy2JQJRnfaz7LY1bcR58taHbQ3uUGAmHy5AZBR6YylakAU2B3b4spEsrW+ZDB/i2p/z0QQvapm5D/+LV0kelWj7lLUgBVqVTr9TH4/WfO8gWeG68nurG3xMZbqylv3TUmgV0XUOsCc176Yo+7DuDaDtAGQHLbtW7EoNGyPSdt7oheTWpz5PpWXDj/4Kr0XfuXs+lH++x/R4AUBXXK0tm3JSaHdAqbwPkZfv3kp1hffDOtt1u7wR954mV4AfgdWDizzRFuprV16j5pRhg18ev43JXyy6QxeJHazRGp629VZLxQ40wEZqJb0TX2/HwxoM7R5+cpLWsAcI0m6NPrUNAM5GLAVJOkS5vGyB2Dxno3Sz8wlLI7e0kBthx2llRZk5R3nm8g+2ViDQ1clkzmYVMF3YO/6FKrUh7pxL5LCjjsmL5dz6r5dW6+LT22Aquoj9FMYv/nXRkvuRlOR7OWiYCk1olm5D7mMX9uOZCrZfrgFX+P7TravdIk9bbfmwb9Gj//W8GuAmZfzoKnWOAUGzMG8sbjISdmpLFxqNF4/fyUA3r3gdx6jyQov3W/hRv9DpQpsLuXZUSdy8XA04i8m4K9mb37ZQm3t2BGo+rpR5MRt4G4XGqEo1UbyzSfOGt7Hf45P8YVVtnjCDdYYntzATaH8Zq6g4A6mNRIcr8j6QJyd421m6E7gErEFPk6beqGV3f6qBBtrodt08dB2baoP7n6h7nIXaCubbuv2wLq2tbUeabOAIft24TNLz/Ebz77QxznGkvcoPjwiA9tvJqAGLBkoXCPUrs+GoNnY9uvUzF2SvPCmauTukpbkCN1qbTUCMZKGetnLpGlnJ+yYbbdlLZN6nx2SJuR9m/r92wO2aAObmJzjK7ps/6MiNcY78r+3aqtDdlf9fH6BlyvXMYsWIkBOkigrhGlsqjYOwleY4we1K6bY5fNHjaZmaJan1TWLpgG4vS0kO3DZhMNcNcGLPTQfYBJ11SngC0nHljkQKiJAVsFLVCfd+4Y0WMVmXkUJGq/PPZuy3WXM53Zsbuuld6niA1ru57aTtRG9AaIwLM9N/NSztrV52Y/83t+ts5fpwF/xjkZEXDno1+a6HpWmydsrbCJpkua4o+pTCWUKbC7l8UiUppSFVnfPdDRtTdbSYkoPPOn/u4q1q6GIdbjePIGV06DHejvVXiRJ9lmgRsscWVvlf1rS6mNtgApXSAP8lpDX7B2WLmjNiKGK8cURQAvZyvvWlXjpQ9TdxDxF6XtIuVCK+SkBw0y0ReV3HkdgKmLQFwE6o7SjBCpz+wmvHTpMV448TQLbDNiwNrHLvPQ85s8xTkusTb57EMNbqJTNGCxSu0OvUwd1MjYK1uzZ4CsCizCoNrnx7rNO95lU/NTblEnQteExHbueg1G1K6dszTdSK2MpkUwhc9SN+j1GFGDSfvY2jzra9WP/eu1MnpslkZ0P2Ai4p9tA0myTK3E7uxVKQm2KpAxqAGilZ9BrkfHWiGvsCvzoiNCA2f4pzYaOW2EojI2fdef9XG5LGS/gjR/rKh+QTwreFdMaM4GbXg6d32sLf32M0xuxonAWQR6czOzthutl9M+Whm7Z3r8PgA3Yljn5fexoF3t0/ygmZC8GFTGDpsDZHujE3pAvQmmw+hyDo3eq4HX7jPtdVTFPX635b3Qh6ncmdxnQ+M7TI6QGLuNyn+9pGmx1gAEJgLstitFsNBx7NfvmBVfJ1oPGjUwgD5RpswaiPM5q6r//9+ZD/MOq4wYcIMlNt45DuXMJJCLfudAXRfg6yM5E/XdAH6heNbOqxMtoKKVwYM8oGpbY1eQV+u0L7dlfxuQ7Nr+7ZBoymsDsLq9J1NnrpYRqPP7/HNUwq13Frlw4hQv8RhH2GOe7+ePnf0sJ1/b4GSxUY9hY8Z07Bmg0vEJ8AGSu+IFEmN1mSYAU0Vps/q2NW5R4CQFlLZP81KqmOtmJP78LR2Diq6fs7FvOeJsLtIgTHukqKEXqY1VpazxsfOsrqNFn4TaDdOzc5FMuJiN6nYaLNMIdkYw3KsCTBQpgmCDwZDrsV8m5lCVbl3LFuWW85Jb7xXViVg8XWOXW4cVgYaI7dLyJc1EIgrq/JqxGzRBhvXDAxpr2wMZEz+6PSiel//G4ClQzAFE356KnpPuN6bR92Hf/ddt2jddAaz+F36/9S/njK5gVcvq8FAXTMjP2jZWfKqO8TH7apk6p3ij1LL81vE7lalMZUKmwO5elhFwM7FukBSHibetADmLumbrQMxtaL6P37opU1rOLPZQK1AwyeiZ+xakCXqdOhLeMvwj/sI4j9doNIBy0ARxXUCuD7jT8ziodAG5LgDov1vFA6aCdkDXVt+3Y3bdrjV29orve1wFpB5Ienuv7wduv/9t0ufGeZUyUnVMou05RzXoBHVHqYGVATcP9Pz26BaUwDV46cpjrK5e4QSXOMUFvrTyBE8NvsLwy0EX9XmHmr0rqQ0rT5PW6mn+OpsbjK2zwCfWrilOxrapQcdE1655444ZhqxPVs9HvIQaYJYkhs/Aneagw7VhwE7TpWySQOvl+jj7W7XxyoxZCuSg6XJp4sGdgTJlKPb36jZ2dhOAy7k/Li2muVZzezWkYh1vbCWiVEGPSjRSNEWAAh9j8aIVsSo6AjxD2Gb6KZkcrf5WqY0hcr3UR8rWDQ7d/9xasQh0RmaanIkqB8r89YkAjgdZuXOKHMyHrlxu/WMOIGtbtk3dVaP7q+ccgTq/XtPY5ghAjc+9Gg+Fe5Y1QbmOsdvVgzAOOOTnE314zGCjomuJp66YU5lKKFNgdy/LHjBTW8rGrJ26W2bEIljNz4nl2PLJmHXbclLpGpotagu8+rtXII1lJiPr6VtFlcNl+MVTP8IFTjFiwDbz3Nw9AmVRgzoP8LrW2o1P0G07DKDzkgNwfeocCNyZHATQ9WknGu5eDT0okMxJBPC6gNzdWFOnN6iPRCpeT0Bnz7IHbEczv3Mfr21vwv7XjvF88f1jxeZPb/wiw5epGSkDNpbiQJ8tdaleA54isVfmTmljWt23bf2ZnZMpcwroIH8rrK7ljLM2C1JePTs/dfvWyJhWVhl922fr/AyoIu2Z0cjGul0bm5s2atew/RKuj2rWRJXghZHL91VWBrAShkertXJHm/sjQBc9fcUAjh2lGQLeFzIR1tODpjYQUtB0xYTJdXlDKR+1Gf325+NBje3zjFHENtn2CHT4x2o+s72L5zeQpEAuAnVt7qW5ulrHAoZ0rQqOQJ9/JSnL6fsSnb+xijm70NhNkubrWUVfw8rUjdfMVePU2DYzBs8LUFOxtaE74h2k4K6oxvqM6RjeNdPPMdHJ9dBr7mWZumJO5W7JFNjdy3ILOJIm1fGNFOZMk+5qjiQDgvNzwtY5pWPGK2k62arF/xiTAREsAt+u/D9WldmlkVT58qk1tplnmwWu8T42ry1BOdPMSdcnGqa+LXOg7m6CPJW+7R0K3N1NMWYtN+zvBNT1Cf7iRS/CYVm6trbNjh2tvOkjPSNfRq6XnqErWj4w2a1N2D2/wrkPP8VgUPJ/LP/n/NSJn20GNVmUNi5Sg7yvkMqtAx8hMWBvULNn0LwUtqYNaobMxvgi+ctmz7GV0yh2dow5Jhk9PV/rv8+X56NVFkFfzJBk/bVjVmvr9q9XoGsvMWARhFdGqChl7Vw1p5lXw9CUU2ikItB2vKliSAIAx45OMhpZ3alIzB5bMRum4t33tLyukfNApqs9q6MSBdzwEnHzUZkI5BXEudJK2Re5eUZ90TVgbRy8/+3tdlHbuQAskUSA0f/3tkgP7vSe+vvr++Tb26FOh6H19TVk4M/asGA1jJJuYIy1MdrDQgKslIyZb0jPuEWOHW+r6pQjGNpc4Z99NdaoJ4EamGxOGJDm1Zzb91SmMpUpsLsvxNx7bEKtJs8ZmdEtRxLUisn8bMXK6dtA37Sm7Nm6l9zTYkqZKY6rNNfe6BobtdhvwTc5zoiCEQN2tuZhd7YGcZvEuevaWDovbdjgWwWu3jXg1keidXy6726L2vOh2wbf98Ll1ClVeRTc+T6Z6h0BwA5pA2kK6o4G+307UdvW9U24+tX3c+5DaYT8+bXPsDd7hBf4CDdY4in+gEcuvJXKnqLOR/dxkvFkQAJ5JQkAzVEHMrHxbWDwCjV40gAGuVxS6kql7phWzq6F5bgriBN0K9Nn+5dp5rFToGeuWRpl18psMp5X9q/D9c3E0BkjoREkzfXMwMIOsD+qmLvqfC0q5vi0RjVAM6B3Y6vpfqms35AE0jrDvct1u73LOCKmtdHFZ/sk3RFr6M0btl9HgdbJASIPEnKO3dFoUuZQ6+bYKqivp19X2CegS0nvEZ115/SSmyUigOevtwddVkcjfA5p3k87NwWrJWmoRy6n9r903yplsH1IWtMYAdr5uaZxw57lcbRXa1fSHEAFAmeb+yY6rMYl+6/Bm7TTUAdFKqgjgk9lKlNpyBTY3Q+iFi61hg3k27kxFIMK1KkFbYs63xw0gZO9eY2Vs8n3Ks03l4LLVSZ95DVwygq8yfqY+i/LQc3W9XG7jN6YEeDzZe62HAbIHbRONFLv2jndTZdPz9pFyNuvtOkbSKVPOe+85oGbX5XSV/WTaqZ85ICdZ+mi+pG25TWxSrm5cmmViyfW+Uuz/xv/cOMn+eTLv12viytohgRfJK0vgzoQkoI1jU5pt8CYMR8x0rPL2mdde2NBkQwE+nnA6hnA0zY1NYsdz9wrNZGxegYYAEWOuyXtVArofNWvcpRcy8xpQOVYUbMMpryqq5kydeNtotAWRVrbvCr7xx4Rs7Kmzvrtr0lGDIAuVf93iJOGj49JO5DxbJofGVpGv9sYKdy+CKBFj7m1HQEh277vtvljeQCSc7u0fTnAamIzQdds4Nf2da1HVIZMRe+nAi37GMiKju2vnU4ZHqzl2tC6HkyOzy0AaI1nWU7qtpQtqzFkbN+MGUiiuc+zd+Ye7ucc/W9zxgGn7ve6jHiA8j3gBjmaLl6852UK7O5hub0Ht6sZvtMiLKydKR7FbgXuNMCBiinIO7zSAAAgAElEQVSnli/KFBJNMm7W/4i1KKSO1bP1L+twew4ucYIRgxQ4pSz6B0uR82p807GvD6v37WLb+oK73L31L71DybeCpfOiQM7/VolOpC/oyx23TVSt9Re5ww3Tf/vn3mu3OUoC4ufUHWOPI7zCo7yy/DCP83pz3esGtZuSASs9lrlvzrltpkQZ4DJWz9bI2rq3XN/Uym77fU47BW0+v6ZZ5Uu3XQOtFCTUtCX/Z2mAuAlFcDbl5FwA5jdqtqAYJLdMC4qiLmPzc1CUzW3ezcxEo2suLMYpDxosnb9eObG6RWKoju3VjA7ELFXJZFTHiKWxOoWUU6bOxAMUz8opCPCAy7NqXqI1ftGxlMmz/QWEIM+DFw/ivKuh7msz63jwFIFLX86DPS9+uvdAWIHbEs1H2sp3renz/bVjePbQi63b8+B27JI8YtKd2M0N9syPjca2T6NZ5oxDaoQumBwr9l89h75d7+mpTOUekymwuw9kImy23lVRmm7nJsINkjIlKQjG7dj6GX0reesZTAZZ2K3q7lKbs9equnPAZfjS00+MA6fc5Ejddo5xy4G7XJlof/Tbb2sDXH3BWF/paq/PCD1wn74dYC4H5Dyo68sHHPS4euEit0s6ygUqnz7fHtRF+3yXuvZF97CAI3N7FNXS+l/h0zx69u8zvE5yn7TxZGvibF2sXwdmBhNNh2AAarMqv0KitaxNqI03MMmseXbRxCcJV7GgKTbfaO49a09dsNryVXnwbIzhKuM1vjNFtban6u/8hkSQlPoa6MHLftlUamfcOc8IYM6SCH0M8QYG9ypwV83dJZPueZ69ifb7QCoGchTgeVDhJWKg9Di2zQBV6bbD5OOv/xsgwm2PGDn/34M2355t8/uiNv22CPwpwItmpz6gbkgaZm2BcQ7KlubEPyv+GNaOgbp5JgOngIwBD8wqHUENyzOaa05ZfPUa8u3oOn0z1uzSnF8KmnrGndj8pjKV+1imwO4elpkBzSjzqlwGCqPmcFJlB6gt+CtMTrLRU6KTvAGpWeKJWK12Fajb/yj8Lf4628wzouAdHkxJyW1NXQ7IdbF1d8K+HRQg9S2v5doYkDYAcLf68i1t0x5GtS373xCDOj3QnQA6/9+rn54z8Bfdyt3mwADYjwe/XfcZWzXn9vk6u7B7bYnt5QVWucLXeJRfXv4RTi+/xh/Zejm5Qi9TG02MgbM2VLkyZkv7t0jKcafgbYUmC6ZtFC1tGSjL3QpjADWHn52nplSw8gOpY8dE9pmyKMGYxmVVzGC1kUDYPGltXATixlEAS8aBH8YRMrvWynnwNgp+5wCeXYtRfXwLOnFdTk2loE6JYEDAlzFTio+UGLkd5kCed5yORG0a0YiHybWAXhRIaR92XBn99n32AM7ACkyeVx/JAdtoDWROomunUS0jrKMgsK2O9SViH3OPqj1qdq2s3QWYCBBkAYWGbZ3N6QgK5CwFi5VXTx6bQ3SJhx6jCOoMuO/SHaSV1O++Sv5e6MNU7kymd/BelgJmKqJrIiIdsr0q6+tObLcgJz5SplfCcpO6TbimcO3RZPsqZnD/o/DTy3+H85ymYMQVHuTtb6zBtZnJdXXeNTMnOfB3t6QL5NwNUHino/FugTt/f+nTrgd1bYDO/74TUHfYE46czmDSMhGAu9z1iQwRkXQZKnybm0OubK1yfPEaN1jiFR7lAqd48/F1Pr32OfZmYXYPZq6Q1tdp2zY+bd2apT1QoKHj1ww7Nl6NYVuv9mskSnUDtUAnFuTEgJ8BMzX8qFXejr1I063bXxcDPbtSd8+VU3etCBBWTOFM2QR1prSaUltUzKeBuS4XtIl9Hpjm6mv5oq6j4DIX9MT/V3dJ2+eZsbZu9wUFWta7YLaBnCh8kfVFXRi1DQUdepydoH96nRTcdbmHRuLBTRdr1gfcRXX8PWv0ofr2AM8eF3/MiEntYiQNMM9Tp28YtyHP7HDWeft4BBqNWV+2pF7P7/UI1SGUrYfYjdO8EqaM3VSmEsoU2N3L8gCTk6QpU5onJneXNUqduUeZi5RfY6P5Z4xl0JxTpkmMZJu6d1o7q/DfLP8PvMiTAOwxy43RElyba7J1PipmF4MXKdN3AnJU4bqbYKmLqetb926Ubasfbc+2eZsmoMP9tv/6bdIX1B32hKIBYNsO6ZKZE6+UzAVl1EJtdQqalmr9rvZvvvUglx69wQVO8UFe4QKnuMQaf3T3c8xZsJTNqo6lHrBtFhBJgZj1b6s+xjgViQGhNeqx/ES17Q0pv17t2yD5ll2lNu6syvVQAGfnZR89frRmT+vYHGWspCqVmuBcE61vSX0DhKR1cZbLM5KZAoY+YrD2LcdSQHMMevYwKufOtxhI4ApqVk5TAcxLN0q3rc1FMOp65H4Y2S5yI9gHPDGJzDnanvbVwuxH6wmVZTS3QW3LA1i9Hr6tcb0BjUiNCuZ0nSTAfkuCbv3f5oaJ9Cu63m1iQFZnshxD511Fdf2llSmon6nG60jAXFlFeh2WzTWl4XKPSMyoov+jh0p1kIix9/VsW86QPZWpTGUK7O5psUnQ1sX5SXCvmcsOqN8OPnqmgTrbrm6VCub0TWCR6EyZtHZt8t0lKXy2fRk+d+b7x+vq9pjlEmtcPb8+CepyETEjiViPg8jdYNuiMlF/chij73H7yGEB6aFmAw/qcoDO//ady6k3dwNVK5DzYQWiY2tZ55IZKSfWnH4M1My5sh7QGSjRda1678bjYYbNrSWuLD7IeU7z1/gZ/hF/gf9p/af54PornOICj/I1itGIY+f2E3O3UtU3lu0KCXDZmDVG3Qw52sc1ePvHj/Lg1U1mDBx9iQTeLGXCMnCmqrdYtW1gzc5BGXtVkAfU0TvfkONrQCaoI3+akmhrb3y+vD35jhgyS8pegdmZOSgEiE+wctZuG52i5xKJ3su2saX3ugIWxtrt79WKveJABUHKZFk+PVPcPeDSp9/qadciNsyPbpVcABZl4jxYzLFNbQDHctzZ5fR8u4pdH+/S6cGcSrTdtkXgKwqaEq3Jy5mO/CMRnY/3IdBpQdcN+na1raGr5++t7S+EKVajQlHI8zhwjal4g6Vfr6/7oMnERdYG/T9w29WIfB/JNEH5VO6WTIHdvS5mnfaJfWE8Ce5XipmF6b5t0TB97phIVOlQq92ebLdcVabEmSJoyh6M2YILnGKbBfY4wiXWeOv1U7A5EzNzu3IMz2bgynrg14YH7gZWMOkCUF0MWtf+w4h/0x+0Tu8+tYG6SHXrC+Z6HfyAEoE75H9bX6ryOVCnh9gN9puCkxtjGiQgMtJUz9j25gLbi/Nc4gSPf/F1/tb1v8n+R+Hy8gpf4Dme51muDY6z9PQNnuIcn7zw23CCNB9cpl6sZX2F5toXO9YK8AMwoGR78QEWd2/BV4E3q75dpgZcliLlimtzlcT47QEXSC6gUKc/UTZPjUg2jxhQM9BpUT8N2PlALibHaLp/2nW0QDH2vZvgepaRUKUxyuNHUE4D06hYuyO3v+MRL8umAq9AZUe+++BGBQEKBqKpQo9jwDA6hoLGHK8dgRcFQtafCDj5uhYARt0zI2BjLpxDYsC+DzCqgZ71Z9udS19mrSvIizdn5cgrmARlfn8OXCsIjJ6FJZr58rTuAin6ZZTaY5z/NnqmVezhUQ8dMxh7AOaNygPi8RYhWvtf0L1ocypT+Q6VKbC7H8SUIJvwJELezAC4Th3RalBFrbLQ4+avnlNU9RsmUyL48qaM6Rumioy5+2H4XT7KHke4ySybW0uwO5xMRNoF1rxCdND/Ub9z2w7K5OXq5F6Efep+q6UPqJvoVw7UdQVG8ftaD9IifRZYeDXGgzv/P2rTsXYecLWNG32uFbC1ATxrV8FdBURuXVvk2on3sc18Alc/B8PPwPvXr/JnnvmXMID9T8Bnln+cK6zy+VPfx/u4xoARjxWvM2NBRqp0IyySwNcG8AIJnD0DL3/suxlQcmLvMgtbt+A14JKcm63R2yMBNmPw1K1ymQQQV6tjrZH6fImakTtW1fWA56ocS+cQs9LbOl77b8f3WvOAZvoJq2PBYUjfM7i6BiCN0bT9XrRdLeMVVf+/xQB1e5dGhM6ihHlhjiDhc2Pm1IxigMYzPbbfWDMPpiKQ58XqeOkaOfqtunjhtvlpR4Ebss+Am7bp+zbe50CKJpIHxvdE+xmZo6L9fWYf77tgkpv6fd0uJ3B/bSABOL9OsSCBNwuOUsp1mB/UKQ12qvnHggaZIXgc9dWv11cjiLF0+t4247G6ZNq4snY0mq/efL0ofllJbu3qVKYyFWAK7O4r2a5cm2z9yLBSSmzx8+1dmFFFJbr7trYucn+AZj47bcc+BhStrK2124Jri8tcZJ2bbQtPjPXQ6Hoe4Ok2r1R1sXbfCiYvsih2tZsDUAcdkV197ssodpn8G9IF6toq9ynTJocJU+CP1QbutMwhuunLKOtsroDK3un4McZH3ThLKV/CztY8m4tL3P4BmPl71f49EmhahuFX4SfO/lxykSxJYGudBMaWSREwq99vnVrmazzKB3mFk2sbALy1vsw1jrPANovnbiXAZ32xDN+WV+4ydbAWOw/PSFlglbXq+LMk4GYsoQIevVbaRhXRsgEAdexrLj4FeJpOwYxYiyQWc9PtVxdPBWj67cUMZH6M+QiYOZexqI7urvaP2a1BAicm9vRqM0PZbmKXcj/Yp93wbJ6157vq/+dMON79EmqGERIINRZJWTyViJnbl/8RA+UBXeRmqcBHwVop27VsxOLl1jJGZZUt866x/v61rUbOgUV/ney/gTlNXTAsxA232l6WjKO/spfqzJdVjsbqgGFych1r3kBY0gR2Nn719a/BkAqay0G84UTrzfHtydrzbZRbPPCecIO8db+FG/0OlCmwu5fF3urVhGeAbmevmshlQhzPgQbadDLWsj5RqAG9WZoKjk34CvTsabL1LCvVtq30/yLr7FX56gaMGBTujetBXQTo+kofUBeBwBwwvBMA1cXkHfYcte1c+23HyDFOKq19y6ka34pwZYdt86DgjqB8ULWP2GUxYKaALVoTW2Y+tm83uWPuLc7yGyv/Pp+c/e00tjaYdGV+o6q3XO2HNI7N9bKEky9vcPLY76Uy1XxwfGuDkxsbCXy9zHjsNkCXuVMOqIOxWNvmjm0ulpZG5Qq14rZG7ZpphiBzE/XX1wK+KODy4zK3vk7X4Snws3W/xizafLUo7exSs3VbTM6Tdj11TaBnHfy5RCBQxYBcUbMnwyIxKmWZ5nX1PjMWLgpe4tm6HCDJuftBcw1eZLZRkObLKMD0QUyi9AXWhk+2roBOQaa6pjbYqSAAiAdbXev7PLjz1ys3E7WxeX3dOiMw58XbVD3o9YzssCBM7WH79itQd30Ug+uwQ/6drw+CB3hq6IhcM42Fs3qeldc2bZxpYLepTGUqDZkOjXtZdMKbhZlVGG6kl9uMd/darMs1LGddyr26QRi485OsRrNSNy+rV31e4VFusMSIAQPKBOxyymwOdPUBZ5G0lesCdX2lDcDZ/q439Z1I9JIt3b6ovK8XXY+xKFunhfo6J3npOum7ARL7ODZ5UXWpI+VBJF6pV5AHsTtmFGjAjYdbu0fYZp5zPMUnF387uUleJI3LD0i9/5+9N4+W66rPBb/rOqWquvfqXiHhK1tItmVLnh6DCcLGMWBEBtJMNnTskDjB8aNDk0A/6GfCa0hW+mW9vGZhEgdCOiEMzyShGRzAzsMmwErjQZAYbF4cIJbcsjFYQh6QhK50hyrdU7r9xz7f2d/51d6nqu4g6Yr6rVWrzrCnM+x9ft9vJJg7CKdVY5CUA9L392UsGWCrb87KUkPGFCg0s+Q6wETgMWaM0nor8OG9mJC+D6AIHLWsArqQpgDSD81D2afmzdKAL4zaqYnctY+6lFONHtc/m59OtRWWqQ1RTMMnRPM4mmXOtpwPGE0wSWTg9bbE8p2FhmRFG/Z8N+9Te7kci4JDHQN95CxpGQUXGjBF/0NaRcADFaDoH2jbDQG+Xly2elmN7JIbE3tZ4BhboXKzSdm34FPPV+FMLKttJ+zVd4la4LnUHddjbLsKd65Ri2jpuK9+o/Y4twH/0DhXNKo24LV0mswcKK4pdp6lOOXy2P200uOPP44/+7M/w5133onHH38ctVoNW7ZswbXXXovf+Z3fwfCwTcYxoG40AHYrmY6iyNxAAgEwiIBlFrlYWqaLII3bNihAyDyCiy6l9EyUrIvvwWwMZwEP44I8+WUbCWamGp4LiJlfxkBX7Fy3/W6grltbsWNKC9XQLVZ7F2qnV21dL9cdNMEEiuxOmWGWpeMB6rStXrxW6KkU4tQ7d3ui0L2NBVOxfnY2DULqkthW0PYmiAwswu2n4LVTgNekaToTbVejWFKTOAK3hqTwqQV0/Lo+UOtl/eAYYIUAULVpNM9sw60RmltPJfWkkAaMfamJK7WHgA+8kt3T+RQuwud0NiYCVrYPFBlVBmkJgbUYgIsB+hDpOpr1k2bPTBnu2VaRubf4VokaGwIqy3MD4VlALU8q27Zde2nsP6QBtOd0uVGAwnK2z0R+nJEaPKXDZJOpCXjP2p2ANzTGkLaTpCtG2epRjZwnyNZ9u1JaTWroHqum0qYvmIO/J5pgHABWjxRNMAGnuUtTIG0DR6aR+9wlFV9/bDQTDtuBUBASMru0GjegOFcUmds2ta7W0/VR5yTXsKX4Vp5ElDpx94kexnEdw5133onrrrsOk5OT+bGZmRncf//9uP/++/Gxj30MX/rSl3DuuecetzGdCjQAdiuY5lsAVqHwNRhiziogN6PMo2AqqakRF+ZUtpUp1MTCgAeGGgFrbXaOGgFGxGObW4Hv4jk4ilVoYRUOYB2ah1b7fHVlichT80OkXIhioC60XQYAF0JloKoM3PVDCwGJZVra6H3tNVhKNzCnHZXRcphzdiML6gyrFsF6UYqJ7pVJUQ5W/e54zr73GT2Ei93ctIIbmklq/jbdp7aN0TI5PvbJgCEqsDmQlSOAUmDXhAdQGhWSP5pfAd6sm2214DSO/pseFtiE3mULLjUlC9cuk6JliGsYATF97vQehcwlua+JzvWc1Uzo2C1ZjZ8BdwxYkVSANHEmmXNwlqpWe5bABctQJt+SDocgwJ4jxcBLTJuV+/5J+wSVOp4QELNjtKAvj2opfVFuH0xNkZEGBiFZ/z2NfqlavZgpq23HHrNkfexifopa34LgEGl6CwbJSVH0wWzId16jXM623LtEjaamfqBWj2XzSJjw/0M6pzlAzocaOue8nRe8+AqK89qSnUMK8kKod0Arlv71X/8V1157LWZmZjA6Oop3v/vd2L59O2ZnZ/GZz3wGH/3oR/Hwww/jVa96Fe6//36Mjo6e6CGvGBpMkxVMzRYwn5kj5NI1MnZkYmpZFEyCLF0cD8ObWinTGnP21+Nk+qhVSOA1BzU5n7r9/7b5V/EU1qONCmYxjCOt1cBUNQzqQj+lbqCsG5XVL2tnIWAvxugtpXYu1H6sr7IZvyBQ1y+g6zbYXuovlixwo14gdHNMNMxu9y+mWdJuY5evGrrYHEjcxiGscXN9PZyGjmaI9CGzPmlcDwhQ2nDCGNXc1eU892m2yHbUX4bmmAfgxmK1jSl8ACX7DqZwgI7AUFMuKCUI19XjqlVTAZb62CVyfybh1qe1KNI4vMkpqQ23RmmePe0jBtrtM+4l55YAlqGs6UY985lGMaKkargUXCnxtbFaPn37rbYtNhOsj5p9DBzbXEkben5Mjmlb2g9NCstIgZyNrmk1YL2sKjFg20v5mGllSGtpwXjZssJzq2V/GA6gpshcRrMAKWkKJEkW9AQevM3KO00tXizFAeD5iUIaEB1kKK0L0BloKPRN0RsR09ZpORsTgHSK5bH7aaN3vOMdmJmZQZIk+OpXv4rLL788P/fyl78cW7duxbve9S7s2rULN998M/7gD/7gBI52ZdEA2K1gys0pEmdPX6X02TJ0lJiHwnBzIVbtGuBNJLioRnJr5aYZgGeU9K2qAbgIuAvbcRSrkKKCI1iNI9TWcbxWW2cZ2jJmNwTUYtv9grqlAF9AmKnvBZQttv1eAF0pWZ+6EJXpDGyZk5ko/yYlxc2YhFnLWHCn/wiUDbWnP2uymSaYQQN7sAl4NlyAkyZ84vAJuHlYg9eE0dSS4f9rctxcZmFe0QTTJgMHvMkir09NINkm5zR9/NgPBTkEW0AxaJP656rpOP3caua8jluDPlmtpc4RgjwdQ0vq8/qmUBxjt3lkgX0M4EWe/0z2zIYlrUyjBszIM7BvqAVbChY0/UGvZP3Pck1ZeMiFMRFMqd6boE+1i1akou1YoEEtEwEJ/Q1TFMEurz00g+3YE8Tviz5iGwxGj4UopsGL+dHFolyybMPs5wFlKh4c2+Ao1vyS/nR6PJSvzp9EURhk33krhImlS1IKmVVynlnhjS1HLZ+2UQGyOGynDLkE5SeeJT8ekTnvv/9+3H333QCAN73pTQVQR7rxxhtxyy23YOfOnfjABz6Ad7/73ahW+/WV/+mkgfvpCqakUlzQCwxhS36AN5usyc+afhU0A/CaOD1mGVwu6vRvUT8eMfU8AqdGbyPBTHsYx6aG4wDNgq/FYoJQ+91AXazfGMDsdZwhgLCUa3kvbdky0fGHAqVYbV03UNfvAzxe2rqy/gMvRejdtxR7p8reu9Bxzsegz+kQZlvDmEEDu/+XjT5QkQpglCmjsOdpOLPH78JFzKSvGTVYmsCccz4kbOE8b2blGbEScJwmg46MABiVemy3AgdC92TjIA9Rh9M+ngt3Teuy39rsOLd5Xby2Mfg1qG76ATp97qhxa8IFnaEPsN5r3k+NCJygCCKVbK6u0DtSQVGQZoNQAZifLmpW8uaSzP/JVKG5It/Y2ex3BEXTyTKxTEizZi9PTRkJxBrmtzr7Z8BRbjfgHtvarN4YPCBpVICxSvZfc79GzQEQBSEaQOZAy8kvDmY/BpPhf0zjVra8h1ankPmk2ifEfPJC+yEPZOtbp9cQGw/NURsVf48adUQjXgKOR+A9Bfy9DBLnlVrd1MzxjOab8POcL2bIJFP5ARtUBSi6fYzK+dh6q3PoaMm1DOikpttvvz3fvuGGG4JlTjvtNLzxjW8EAPzkJz/JgeCAutOJFw8MaMFUrwHVebedS+AohdavFgHXKHxgBUgZjdSnAFAjYqpJlS64yvwx39R6OCaIARIArMEhPJ2ZYrbTCpAOhXl+y/B2o1j5fr7k3fosK6/Uj4bMPoOl1t71Mo4Q4MhpHp03pl/QtRQXs1RkWb4+JH9qqgzEOeGYRi+kxYlt638I3GUpD2Zrw/gz/G/40Kb/5P1lOeem4QAWmS6aPFIrn+W7zCNDcnxTKGrWOAYFNAyI0srK8xx97CBtaFs0Bwd8gBfVBI6juDYB3hR0GsV2OAYbzEHvFccbu7/cpk8h7x/Lc+zUWtrof0ARQIZCuIf6tkwtx6JpagDMmSAqjRrQaLmiNqokZybTD8zKcZtqAAgDoLIgIlom17QF0grQXJSBPAAHQmgOyDqaVy4E4LRdRgLl9ehYNOJmN/+4GOkj4r81B41RmX9dWZlQsBm+BrOmDIG03nfV0IW0cNS+zdv3Vcp3BEbJG4G/ESp80DlA945YVG2dF0BR4EIKBW/TsqF51S9vMKCTlnbs2AEAGBkZwQte8IJouSuvvDLf/vrXv45f+IVfWPaxnQo0AHYrnNREJSe76JF5oVlXTY5b5sdK3oAiqKNPnkraAZ8Laxzo0OQfAJ6/+UH8AJuxCi2fv872a7WPIYopgHpd6MvEtEsFMq1ZSdksC5UtA469jqUbld0HzHepGJNNhzo40RQyzIqYW4bqqua6l9UyBOTsef0PMf5aN+B/OjfVwMy6YTyKLcDPwTE/TBp+INsmsKM/2QScigPwIIummkwczv7UVFMBEOB9+QDvkzcpddSMkn2pMEh9/yblWjUyJ4VLVP/wvmhYdGrQqEWEtK2WCpBjKqjSZ0MNpGoeuMbRd5AmoW0pq9epZuvWrJ3jt1NCfAPnp51Z/Vx22VzT+Z+mDiwdhiszjE4PVwID+prxp4E2gHCkRz2fwJt2su0qHMjKZ46AtUYNdP1Ete0Bhr0GUkh7xMif6hdHcKhaxdBSqcm/WUanUSxqZ943igFeQqaT3aJZ2u1uZpsWpALF14VaxhTFaJchM0s9nvvEwflpEtxp9EsFdXkUbXuDe8lxS7JAjvPE8gE26JAl/bZbwKdlSKeYvdkxl933RA8Dx2QMTzzxRNfyGzdu7LuPnTt3AgC2bNmCpETlfOGFF3bUGVB3GgC7FU7VBKjWOqVz3E+zpKO5Rg3otFUPvQVqqsl5rhJ4jYoX8+GT6Hovw134Cl6Bo1iF1ZUjOY+Zky7qZaAutN2tXBlg67WNfsgydTEmv19iO0sF8IL3e94cLEtf0MuD6oeW0gyzDNDZhxFi9zJdxyjiUmmlEDCL/aOP7RTF5OMZMbLsB694M97+9Ec6/eEq8KBuNGvjaThwp+ZPGgSBPrKiReL8BVCc26F8fMoUjph9EkGUgkb912vXxOC6rePnuFie4HYaxfuukT4J8sh8sgzvH7WbNXQCxNA2TBu6b8tHBEpHMr+lKrKohVKOATGSFEjanSDGmvLpuTKZUagde0yXHG0v921rOzDHICcNfdZAHl6fpGAu5DOnY9Oomkr6moSAq14P0DmdymZ/CNzZ/xioQw/Hu5UhoNZrnwOALCed5YF5Dwn85tMs3FP20AjuqCVN20VwmIM85QOsYFdvYBk4o1BE29P2LYUEuToGzk+b8oXljgXaHNCS0qWXXtq1zPx8mSC4k5rNJvbv3w+gOyh8xjOegZGREUxPT2PPnj199fPTTANgt4IpbcNJrcwXez7wIa0ehmN2qH3QXFZq0gT4r5+GQ1cTTTJ9QNGPJgNk2R0AACAASURBVEGR4ZOv6MWTu7FhfB+O5LG9pF6331JQWVsLAX699Bf6cPVSbzHne+0jeD9ioE7ZJGuwFQN+/dBS+9VZABeL0dcRtqF4OlSl24rZC6jTstpmTACQwmjuEhxt1zBTGcZ38Rw3JyfgNHVPwYO3cXjAcxDOf21SfmpeSFDD3HKavFuDJZC5q8MDTjtmG41S606b8yxjUhMAKAJJBQyq9SMII1g8aMar65oKoFooWi7A1FFfN11f1SzVXnfIBy8E6LRcywVMOZyNITfNSztNE6uJ90/TaJApOv2zZmVbgVHMDJB1YzKGULoDPV+NAI80dddm+63Cgw2mH7BALjQmID5F7PVZsuDUnuM1WlAXs08IgcDQPiLnbDk1LeU2n2sDGbAPXLwNhBICd6yWa+cs4mc+SAVkWi60T7IgTtu1wl49F2uPx8qUV1wTTyFqnyQau+Uew5EjR/LtXlIYENhNTU0t57BOKRoAuxVMSQVITLoDq7lr1LJzymBQ+q3BBAjwEnjNXCzaldXaAZ45UoZLTLqqTwAYB45iFWYwXC7BjpH9IHWj0Fe8XxC3GCAVkur323aMC+m1rD0fve8K6kKATnUDITZqITdquQAd4G5SWeB2ux94OGnVvcdLnT4nxsyUPdem/g/haHMV2iMV7Mc6N1/3Abuv2IitY3t9YBLAm2SOwNnx1eA0c9Zc0TJgXA+4naKTQQtpjlMUfWrINJJXYLAVTQ6upt2WSdQAJjoWRr3keqbbSmp+aSOMqn9eGXpQLai2p6Ad6LwPCgZD4eGngQMHPMCpwmu8FNSpTxr9zmiqZ2ekRsG0vHaZAbUNFhIKHhJ73CkycNbKAEjiI1nOtsL9hqJZpqZNoAhsbLCYkNYu1FceSRJxUnNO20YMqJUFUokBOAuQrfaP0UQ1EXnHeJJO0K+AbT7tBHdI0aGty4lznUKbkJba5pGzc4Ugzp6PgTptO0QcgwqLy8DggJaFvvWtb+HMM89c0jabTY/IV63qHtq0VnOL4uxsSLw0oBANpsYKpyEyRdliPpstiDmggyQZBbzUGvBMmDpCA0WmSvcJ1lSiptyDJvc9jOICPoFcW1dBCtTngWRo6d5AK46NMVkwx8uOLQbUhahfUBkrEwMBZdLP0uvSQCkh4GZZyJMJ0FmglqATrHULnBK6mZlRVHPIa5T6fVdDzymmEilrw/6aQKtZw8zIMI6i5qJIHgTWYT/+24ZfxWs2fBGnp1M+SIomJ1cTSWq+pk1fqqknAGxKGc3pxjVCfeum0BkwgUAsgVM7KdgL+cPZ7RocwCaIm5S6vAYypiTVjFnzc1Ioj59qIZUx1TGrRlPXHgJgC4Z13ZQpU02AWUkUrRoZMu+qkbGgSEEcwU0Ia8aCgMRmj9XyWbCYmmP5duquoWByKe2wHjWKCcKASqdFCGQCHoypgonlQitUyJSS5wmoCALLtG5KoWApumqyTSsi4/3VMWuQFP3XPHU271zuMxdYRwrgDs5lI6pVUyFMt/QF9pzOayUVFqlZJRD+Vul6osfbgWN1lLuCD2hJ6Mwzz1yQD10Z1et+MT56tHto01bLvRSNhjXKHlCMBsBuBdNQxYUd1mSi1WwRzAFfS+zoqY2z/nNW2gZ0St+UsSNTpYmL1VRKmRn2OY7M0KCN1TiCA2uOYG5qzDGBoY/NYigk+kXJdq/nY2UtLUaj1mudfvBUCNzltFJB3VIAOi0bKpOxWzaHI0wRC9QsYOsFwMVI25bf3KHVmFnnwkvs3roRW7EXX8Er8BjOwd14Ga5Zd4djkuhvZiXsnLMaNEXXAsAzeSrJ12tRHzymECAIZj8amITmpIfhTSh5bZAyqqGzXPskiqkagKJgSud8KLw6x81z1OLpWhfSSmjdMup2nmOTwCn5W2v6C2lmWD41+zDHLPiKpQGwr0XVbGsQlcDM6BhTaq6fgVXSdtHUUdMUrDbXpKDGLl36aObkp6kYlEK2B9oH6ypIDYG6mDavm+knEDZjZb+cTjFZD7W41IIS1NkImNpp4Vg2p4di33ddr+yc47ZdF1hHv/MhwZedCyETZ140/7lWxISU3G/ilEt30MZpJ4kp5vJGpVm92rvj9GJeOT3tJI+9mG0OyNEA2K1kWgXMHkaenHxu2jECwxrljswXo1VaPzpu60JvF3LAAzQyVGTadBFWHxaVtmdlV2UHhjGL4dEZTNbH3AdBow6Gft1A1FKDtLLyC9Wy9VtuIZgpVjfalgV1MNuWHeraYAktB6BTljMk44/t2/oxytjadKj34ZVRNw1eTMBhOb8mgOYQjrZW4UhtNdZhP/AA8IqtX8FDuBgt1PycVqaJES0ZQARZGTV1Ug0W0JlInMwaNX8piknPVdrPMTCVgGr0aZKpGkSuBRYg02R8Ch7YcTzj8EnECfBagTb4b32IOM7YemEZS/7HXh0NHlGDz6OnjKpBK9TGhEjBnQVNbEJD5Idmc4L47FNtFeBnkgUc1mQwCdSdhTPJbKToSJidtou324JTDfwyhywyaNa2zclnb2HIJNJiAwtEFfDaR1y2UnWLdmmpGwAPAefCClcpgrq0bcB+liKjCoS/2bZDllHLnZC1DtApGFH+QDXWap5syY5J61jwFppfdo5yPbB+sQNaMVSv1/HMZz4T+/fvx969e0vL/uQnP8mB3aZNm47H8E4JGgC7lUwqsUozBkGl12TYGCZ8HF6yTgoxOXpc0yPwPBdrla6ptA8oJkHPzq3GEbRRwQwaaDVX+fJ1OOaQTKu2E6MQoCtj0HrZDu33eq4f6hdoLkcffVFIW9dv/aWgXoOihOpYCtULlbUsYQ9d2uqh8vZ4N3Cn9bJfq7kKqMGZYz7WxNp7mnjplTvQwIyb6wRA1FApV2yZvVD+S81NF0qBQNPOcRSDkbSlfir1VNOmqQnUREs1b5r4vA6nfaSAiYwpx03QagPCkEy0xo57wGOqzQtpDWDOlR3nWG0OPI43cQmmdT2OAbw8CBb3s38aJ9nc8qk5H2zTnA95qOYzTpjzattrtXieppVHAKQtYKxVNC1l8A+andrPjpqXct9q2Oy1EByqvyHgX3M1qdQVI6TFDImCFgLe9Brscb2mENhmmgr2bwF/wdcy7dwuXIPOd30pUhTNkmOCJravACymjS4LKFQ2h0Jt2vFafqDs2z2gFUMXXXQRduzYgUceeQRpmkZTHuzatatQZ0C90QDYrWCaV2foBBii9FulaWP+fGFBhxxXZopExopMFJm49fD5pzSfFcdBJo19MR3CJPB8PIh/ws/iCFajnSa+/9DPnotJ9+y12HO9Lv4nC9gKlVmWD1hIW9etI8sm9TKw5QB1ZYAuJPfup/0IHU8mIgTuApqjdpqggjbOeHoSOAtA3QlPGpjB9MRpGDlwzNWbhANfgAdSFPwwB52iAa4HdSnHCJtWgEP/uxRF80brJ/cUHPqgxi2VsmxHtQic8xUUE65zHBqxM4U3D6ewSUGmUiwADNuyZqCWegF03fqROtTIAEUmXjV1cylwWJN6o/i2ahRJC5C0Do/HZA16jLnTCgmwEwciqkkRZNGvm20zl97alvv8NOS7o9E8+WmygEbb0vHblSSB9yu05o4cg46TwVd09bLgked6iWppNW8xMEjTUx2D1lNfQVIBSMuJ3O8yO0ZQd3jKazlzQU3eGDqFNgrWQkIP/Q+d6/YCcb9s3VQBirUUsFo7K7E4BTnXNipITwpTzOUfw4tf/GLs2LED09PT+Pa3v43LLrssWO6ee+7Jt6+44oplH9epQqfg9PjpIptwNF8E2/AaOsCbT1CqrcyPLpr61dNt1f4R5FHqHnK21g9HFl79OZd8F7VMzdhO6SwAz0RaO30L9pYaXJV9wELll6LPXsssK5Do5nXea8DubgBvKUBdL5EubbnFgrpA+9YXazmo7N0nyTtbq7dQQ8tFwMxAzwyGcXH7IVTSY74s56wVmhAETcuxBE57bvO7TaGoiRuB94drwqdYCGnrkJ3XNAvW9FsDJPDYBIoRNFP4iL3spybHJuGZRa1DUt9Bvb7ElNE1iaQMZUzTZ9uyUUZJWRvzzF2XFBl5NbdTbYyaWur+YXNcuwltKxC0QKegwaPszYA7S9TGVQW0hSJUJgSEraKmj+acZThC2wqlJQitSjZ6Jl9ljThZGF+gTashtQbrer/5HNiOBZXsQ18l7quvIIDCu9NA8f1QU8wkAWab7p1RcMfcdVVtSwUzHICSfUctqZ9eTE3JMtZUMlTezg/7PdYbFUqpMMhjt2Lp6quvxnvf+14AwC233BIEdseOHcPf/M3fAADWrFmD7du3H9cxrmQaALsVTM0WMHsaXJjpWqax4wIY0s5xYdevXQWdDAlQXMDJeKlfTIyBYV0u3AIeX/jY93DJ5gexH+twqL4GzWQYSIa8tK6Oop9Ntzw1ZdxA2Ycidsy2sVg66QAdUJ6rzlKCuAw65tFCWiyoi/nSlZXtFdDpy9tLhMx5IB0qRkvsdeWMlSurbxmYUL0EaIzMYg0OueiXEwDGgHPwGFZPzmHoaXjAtg4uxQFBFaNKcp1YC29Omcp5DbKkzCE1ZK3s/yn4HJk8z34Av+ZosJPE/Nvro2aRfr0H5Fqo2dN6Y/DrFHPasb0yAbQ+z3E5zuBTdm1TDWMrC141ju7Cp8DxocQx4BoIw6arUQq95d1mWSioiF5yis4ZQDPAWDLsvG+jPWKbBHixsamGTcs0UMzHp0BHl3OgE7SF2tN9G4UygQvaQg2jLR9qw1LZaqPg0gad0e1Y9M4cqLcdcGvUs2eSvSs20XueXqLpysy2vFCAye6HFEzp9z82+JDAw5az9XUOtM152649xweamH0S2+W6MYMBrVC69NJL8ZKXvAQ7duzAxz/+cVx//fW4/PLLC2X+5E/+BDt37gQAvP3tb0e12q/A9qeXBsBuBdOhWfcA19Uy5kLJLpq6qNJUs2XOxbR02oZlbsnEad66EFhJADwG/N7m/4qHcT6OjK/Gk1PDQFr3fVkthWVwyySMFszZMiFQZ+l4gblQueMG6LSzxYCvXsDdYtpmm/ZYqFzsfK/92L4sZewvI7jaUP4hwUivFBOo6HZoHmRml+fjYT+PDwPnTj/p5iOjYVYAbIYrMw6nOaOWSxN0H4BPSUBNF9cUzm9K4gkAm3DawoPwKQ4IqlpZuHWOm2uO9fVLpD3dZmAmmmKq6eUEvEkmy9AKgftsh0FbNF9njEIpEXQdNRFGZyazvHP6/O07IUB3PtOs5FYWWUoajWxMP6pQgnIgrEXS6IplikUFSapV4kxWgBOVK1T8GC3QU4CXg4oMcLBsmgKNigd/CeKgjMesVhHwCbzLpp41rdT7Rv9C1Rbaz19sxVGwqHn27HOhiWlZ+Clti8+E/xxnks01GxkTcPe2UXf/PM98dVqW71thLbGRMWM30wZEAoqgLrZm2Yu1x0l1+bdzydbV+sOBtlYwtZGgfRKw5MdrDB/84AdxxRVXYHZ2Fr/4i7+I97znPdi+fTtmZ2fxmc98Bh/5yEcAAOeffz5uvPHG4zKmU4VO/Fs0oEXR+hFgmJo6EhdDMmYhMwab5sAGXNGFXKNpahs0T6M0XpMDa16rTHM3d4kzFduGb+MAnonZZw5jMl2HnGlm+7FfN+1c6IfAP7ocXyh1ayc2/mUla3YZAnVlSHepfOR6pW6gLgkc6wfUhZa8PpZBFUB0A3T9rK6WOQr9VKM92sQzsR834BY372rwWjaaPLYArAPmzwKGCMAOwM/JSRQphQd89J3jnJ425RJ480NGpTzoTcBmm56hn0uBsVEUc26p5ovXTDDG8WlAFiVrOkrQpgzhBIogNcQkcl/N1UOk1grIgNhIFn04pMnQ9rNrmZv294Q0NgpURzpD1h+eckFGYqkKLKADijnstIzNeWfBDssNowgaQxE4Cep4HWm7GIpfift6vbrdqGXAKLunZStNh5miXFMMvPJe2CAvMeDbkHKxVAeWNBiKbSvXuKGoXdQlQ4+r6SY1pg14kKagbijbttpdveezTX+sUQeqGnnavud6UyzwU6oEti1fATmuAhc1g2b9UF37YDReQLf8egNaUfT85z8fn/3sZ/Hrv/7rOHz4MN7znvd0lDn//PNx5513FlIkDKg7DabJCqb6aRmoswskgRoCx5SZUVMrJWVeNUeNXfCVeUnlOMOfMxJnAmAEqD4GbMVevG/Df8YPJs7BU7UJTCZrUPh02o9L7MMBdH7Vy8p0A3eLpX7aPe5gznYcA3X2eMxMc6lSICh1A2+9Arpel7QQgOyhjNUuhyjErJRRDNQBAuRQAHanP+tpnIdHce6uJ51GjlquFM40k+DuXGDoAQD7sjbXZm0Q1KXwzBP9ZvnjGBRgaVAUzu+DyE20hwBUW0UzPWoUyGyOERCpNo1tcp/nW7LP+8NrpfZsBMVImYkc5zVYf7sUnYAu9JyskCgRcGq1E9QUajsZqDucCa4ImJJKpmVpdgI7zfnGIYSGR5AWAnT2EmwgEdYn5f5p2b0gSIhF6UzbzqdsppU9bwBjFQdWgQz4idaRsbK4T0DHcdiVSYGoArPQ1LKgzV5baJUIrYRWAUSAVagXiQxpQXNIFqmgjtpCGzhm7XjRv7JRD2jehAi2NdhONXH3m1q8IIUGqObHMeAWEmRYVSe3ywIXSR7HvB/WpcCYpHwL+xgkKD8l6DWveQ2+853v4IMf/CDuvPNO7N27F6tWrcKWLVtwzTXX4G1vexuGh08x1exxoAGwW8H0jGegKA1TBikk6UZWnkFV1IdEzZV0YWX79kNA6T7LtLM6I3DMI5OX75F2KXFrAa+c+BIewDYgrRS1hPYHc44UAlIhbZ2WDR1bLPWjhVtSQNfPV60MvOkxu6/eHqH6ofb7pZAcPmYiudSgrpfzluuGB3c6R6z2LibF7nc/QVFTVwcwOo/1eAo/j3/EDy88HatxBGsfaDrN2QE4YMeAJvSvI6gDiiaFmmtNzaxt7qkUxYAoBGF1+IiV1PS1MoGT0QjSPG+uhdzvBwCG6ihK8umbq3PezmHV7vF5TKNoYqrCLJu/0zKoVpsH+OiezUC5EINrmdWMqN0CkEea1EiRBZPVrEyjXWT6lShyUW2P9U3jv40OGXrztcxc25eZSx1AoH9XPr5sDedY8nG1gYOTnWCoUA8e1KmLlMUFHA81WaEgKXo9C/W+0Xoz8JpLIDOzhQAt8R1UjZwmWx9D5zLA60lRBH+xCJ3D2Xd1ruWB2yzz1UnjfGeovdP73qhn98/6s9r31oI7IKy5tkBP56PyEiqFsGsI27HzzgpI6nKuTGB64gNILikdO0kSlB9b5gTlls4++2zcfPPNuPnmm49rv6cyDYDdSqZhxAGQkRrnzImaXOoCzXxLgF+o7aI/Cg/i6PuSANgAnwKBIckPwJsvJdJ21vf1+27FFze8BvvWnInm1FrPwIa0IWVSx4VgiqUAWP2Ct2XX0vXSYTdXfRvzLVa3Wz+9UplGLgboQvv9LGNlfnWxdiMJyi2YC1Gv50PlLKDLfqNn7Md5eAT//p5PA+uBmy/8bZy/7WG8et/XgNtQDI6yAQ7oVbJ/wGuyyDiFwAs1eMrAUXNmtXYMzKLm2DQPpz8WzfdEiwNkzGhIyq/S+9D9CYE+pl0YQTHoC4Ow8JrVvEvbA4omYxqIxeaiY782cqYdEzIgV/OmqRYoKfHeqB+a1bYRJOR14MspQADcGz2DsH+ZBYcWJBFEzGb+XQQ61CAl7eKMyU0728X2SAR2ScXns7N8fSzvni71Ie9eHQPgzSHLZIE2qEkeYKUCNHpYUnj/rLlrbOXSPniuwy+v6cFYNXFmv4U+W9l5UtbZUHaDaJ5ZVeFGDCvo3OYNDmnqlBdQ4Mb3vyZ16wj3FxI0a1tKKqhWrX6IrxnQgAbUQQNgt5JpFdyXQiXpoUWSC6D6tWj0TC66GtVOv6RWnKraOhJDk++DYyBr8CaZ+lGYzsbxPeCT47+Ba8ZvxR37fxlIhoqgNAZY7YeljLpp7WJl2X63Mr3SCQd1FpT1Cur6ucGLIbKW3FZaLlDX7XiCKKADOpn4XoehXGwZWOH2KLwZ5iiANXM4c2QfrsOngO8B2AP8x8m/BDYAN2/6bbzkrTvwwv/+PWA3vAk1TSkJVDj/uR6oNo6gjX61KvghAGSaA85BmkWqIMfOvQgTlrazO806FuDpPdP21N9GQZuWISlzaE3NYMrZvmmWChQBoUb8tYwo+88CyKi/UxnlTHlSNFXUagoiymZfVcoo2NAlnK+YggudCbOZiWWjIoAzu2ZNrE5t5Iz0ZwHmcNvfhzz4CoogjfuHEabElI/F6+V12mOh9rQMTS9D/oKxQDZ6mOaVajiWm0ravuX94/k84iXTQSQ+kmWeeiIrw3elsEIlovm1AC1mbpyacrptwaG+dKr5hqlrxlRYc0Jk2yKF1gzyHvYFG9CABpTTANitZKIUmVJvoPgFt4wHUNTUkeHTQCpa1krHqAWgj4xK5yitJyN5EM4uhWZa+oHJxl2fBtaPPIXqmiOYmxoLpzcIfSh4fSEqM92IUajMUmgClxXQDSFsjrkQUFdWfrmpDNRZWkpQV1a3BNSFGKNeAJ4VUthzISFG3WyPzuOMs/dgG76Na756hxOm1OAiU+4D/uPuvwQmgH997VY8jfX4hV1fB76Lggk0ADePmQ5BTRRVE8fy9JHVMgk65yHNKTPwOCfcuTXja9R8aP9UgNB8mt310D20Qh3LiOoaqNegdRTQWV84UiR1y3xT3ghldC2JlmFm2msoNSdczF8K8DnJSAo4ZgUQ8RJV48ZjjLAIFM0DrXYtkW3Wy4FTuwj0qom7ljTx4Cf345KxWdBl+1UKiWwsuLQBZFS+l5hztl4vMW/LTDn1uQHuOhOgI51DgiwROzr98ixIZFTUEMhnkBTe0yGUp78AvBlvbs6rmq3Yt5z7tm1bVwGXFbSEQFpoHVShjvXd4/kU3rQ9ZvLJ8hqFNuZuskKpjcpJYYp5MoxhQIujAbBbyTQL9yWhdJ0S9VBAFMuIWek4GTlKxLioqrYvgdfU0TzJSs7ps5PCiV5ZfwLANmB+JAvmMAHcNPE2PISLUau3MMc2aHIWS3+g18Dr6gaoyrR1SwG+jiugK6N+QF1ZOdvWcoG9MrYP5txyaOqWkXrV4sUAHbV08u5X1xzBFjyKP8db3fxYB+dXl8IBte+7cs+7bzfmrtkN3APPrB2AE7ZMw4E15obTtAJ2fh2Az3NHU23LbDF1AuDTK2R0MPOxa9Qyn5+MEaOWDkAhUmYO6kJm4DzXROd8jjGB6jMYm/uhejxHoVkl8wME4poPEoHtNHBkuvM0zREtqCMD36jD+yKmHggARQ2XmmcmCPvj2UsumwVsA/CgiImxCTg4Js2llhqQoxEhIe2xDyX1abORL9Vn0Mo9YuOPGXaH7BKsCaTV1pXl8KsmcD6ibZcLj/UbJvBMYv5TCxQDfaWp2+ecSDNhS9WAmCFJ3REEfzHe3AIqmlzbd1/bsAKf0BxQtG0fVkxLbsdtwR3bZXv2+EBjN6ABBWkA7FYwHfkJ3JdRI9apnxzQufiyrJpZqOgX8MmGmS6BDJ6COPshoNllmtXbAMd47gTw7Gy/Bnxn7VY8b+tu3Lf5efj/cAGOYDVazVqxfwvkdPxloMlK7FP0Xn6hdEJAXS+autj5Xs0se6GyBxIKHK7njtfS02+QlT7GZcFbDCSEmg4BOoK60G/NPLasewQ34Bas/VrTCz/a8H5tnKNtoPoYgBcAeDA7vwduHmt5HTNz9DG6pOaTa2bHNNpt29Qn89cG5qe92R2QmbGJn1aHxorMYoxhJNFXjmSZxW556kLPymoXSGqaqsBRNRqWRKtBAKSMPH3rFNSRKSeAa9RQiGioIE995WK+aHoZBFm9zkLLlxf8w7Lx6PWkoqXTPvMxVorlQnQ46y8W946AzU41azhu/QU5fmuaaX3eCuUjU1+BF80y59Ii0LZt8F5ZrV+MeH81qI6+jwreCmbL+s5aP7Ru30/1XUPgH2afPAPr2RdG/+06qHOsLfVUSFMP1IMcs75+J0yAOqABndw0AHYrmOo2chyZHjWvBDoX9BjjBBQZlik4kEZtoPrccGHn4j4FLyFfB2Az8MNLTsfZm3+MubUZo3kQ2DDxBL68+Uo8hnNwCGtwCGswNyVsSuyNjGGIELAKLfzLAcDK2l80LTTqJdBdU7eUg+0X3Nm4cL1SKJNVN1oMqJtH0BwzNo96pW6MF7V11NitAXDGPM497yH8Cj6Lf//gp/27rSH/LfO1E8BF2W8n3NpwAG6OaqJ1atzot6IAE3Bmm5og3GruAa8BHHHnh8ZdVMeQ1iNt++AQHbmtlLoBNPvadZuLIfCmTKLWpeWDNT8LBV0hqW9d5hNVHS2GoLdaF6AIegraOQVQmWYsFJCEZH3VrJZs1pwPvboKyqymzo6pWnMg9HArDLyU2FaeAiMTDNjVoVv+uBCWiYmPrEaOqQUK40LR1LXQF8cauCiaofJ52SLqj2c1fWWUp5hQv/QI5aaXNWBIhbRlIMsKLuhOAfi5aPPVJuY8t7sJrmKkYwz1U9YmLRhOUUCXooL0JDCDPBnGMKDF0QDYrWCqjqLoHzci20DRYVmPKwOXoFNSTiaGpEEYtK4mRm8DWC/17gHOfvzH7gPOxMlnAaffM4VLrnwQ38DPYg824dD0GuRJjmIUAqb9vLlLDeqWFdABvYO6UOcxUNcLLdS2pVdwt1BQtxDqFdTF/PtKfOz0/bOX3e+KmphfQUsH4Jwmtj7rYfwyPo//82s3OZBGMHIYRS1WG87kmfQ4gLPgtOUEgRohl+Nfh2K0XJpYE/QxbYGuD3zkI1n9tpSrZwxzBpLmNBCIrkFAd5MxJauhYxmOWZlVq8kA4usA/+mzzGAP7EM1lBqpD+Zc1ta8iQCatl1+Mp0m1nwuFJwD8Mx+mvqqIQAAIABJREFUA8hTRGjqBN0HOgGcTYFAk00bNbJjtrSzdrP7sHqkE/wUopuiCDznABzOxkVtXB5ls+XbSrLxa+oDmoHGvIB1vDbH3TA6zStpLhoCd2qCGQJkqjEF3KcqyX4NhDVymlA8RKHnVgiOkglS51r+PWrUi4KBIY1czXdUAx/p+mS10qptZ3mSauMU9MXSFeQXFWirTPtGosBY6yfobM/yKjYewIAGNKCcBsBuJVMCt+BOwaciILVMOavBC4ElJX4AUniTTAI+groJeN+bZrY/AeABOH8e+ueQQcwk4Wd8bRIbXr7PSajSwOocA2523KExW23dUgOv5WoXwOK0dEARmHXT4nU73i/FkA7QCZ761aTZOv2U7bWOUkk0zBCFJND91ieoo7ZuDYBz5rD1WQ/jV/BZ/JcvvddFumTkSc7PCopmg0DRZ2Y3vFn0QRQTk6fw0TGptRtDZz4qavN0TVFgNo5O0jQBGSM/ZOe1MnHKfMaYUntOieW4FlnmtRtpxFBq5nR8CoZjDGUWNGa26QEdgDwZeVXGzIAXQBFQqAkrwYECBPVxUzCifm6Av3Uh/zK7n/cn2wqYGjU/BpqREqxbL1imddB8eJq7b7bpg7MQdM2gc8aWJVfRV6Bq9vNE4WIGm7adWagmficQBfx9JAAMrR7WnJRmk0lguSMYZJoI9gEYraW2p/Oj7d6NudQH00kSoKpacgvqdG6VzalCp5HjtnwsimxZ2/Z4bL7WEA6aomAP8FZDFGRVUDQpH9CABpTTANitZOJi2YIHdpSuUeLGRV9DfttFX9tSabfWJfM2DccoTmTHD6K4wD+d/VTyraAyyzG1AU8gQRtJErBtUqaylzfUmlN1K9vLMfZvyyybGchitHQLKQPEDaEWc5ELAV1LSf1q6vR8F0CXIP5OhhirXtuyoO6ZALbMYevZD+GN+Fv8/lf/BHgMxdD7Orf1GIHBONzcpEBlG7z2bRKeOeI4Ce507CHBj0rudX9cjlOTl60x1dQxqvPZPKUJWVdAbEEgNQiqUWO5EAhM4YRe6rcUSumibbGeLR+6J8rwNp1voZpeFppMkSectoFTcmCRdtbRMgAKgThs8BJq5EJkUxCk6MyppuUIfBo1FAO+JD63GoEagVM1cZq9tA2kEjhHA6/w/szApUDQvu02921QFyvXsykQqjBBSgTkjdmIlpUi2Aq9htZEVs0zG7XsGQSenT4r1mUOQPZHwJjPCQBou/1qG2iMB1IYhMyBQ3MpJCghaZojLWcBY1kfqtXT8dlt8iN8sfQX0tDZh8Bxcn1S64JTiI6hgvZJwJIfG6hCVzyd+LdoQIsjLphNuAWPKQkotR6Bj1IJeMkX4BfWOop5qlhOF1zNeUVtXFP6m8jOZb50+SKsvjtMXr4W2IJHMIGn8djIZkwllL3K9fQC1kJSwDJtXdm+PZcg3s6SUz+auhiVad66gbYy37ulDD3WS0apbvXKyh4HUNfLMHoZgp5T88sM1D377AfxH/Bn+K2/+6SbT4CbqxtQZJA0fQnboxllCp9fbh+89pzznqlISKm0ZwESNVr06WP0W00GXsvaJAA96MdF5pdMbm5axnWB/ShDabc5t1VSryaYQNFcnP/NQFsh0nWRgrCpSHkN4Z6Bw7SNQnoDa96XJ/rO9oeSbJjU7BkgoADCAj8FdWp+qTx8DOTlbcDfIvrX2Rk024LTSokpIMcNuOM6Xl4LI6DyGmwaB/ZPsj5xNiKmBXeQ86xfSHcg710h3YaYFRKM2uijQKdvnNW85W0FyJaNpTwotMMLlXlcDYErC+pSdL7XFkTZ75iCsRCo07K8XxUUxlZo0wI8HavWs/3G5rkKU7T/EVN+gD8GNKAgDYDdSqYxAEeAuensI2ClWGTUjA9IhyaPjJIGX6lnx9UGPkEOzPKw44xwNQ0H6p6SNtgfGb6aG/OTE+NoYAbb8AAexvk4UF+HY6h2imKV9GOyEOoH1MWOLTn1C+hig1qImaXNOLXcoC5GsSWoLMPUYqgfk84lJGWg+FNANwrgDADPnsPPnP1NvAV/hd/69Cd9tmbOwSkUTSrrcOsA56kKZ1RYQyEPhTgcgwb9gGyznuZ7U066bY6rfxuFPBQo1YBqC6hOO62VmhvmDFrbtB26b6QRhBncEGNLxpcaScvwap82UjDMvh4zvnU0nSMpuLNExp4BMBJTJ0RpWkxaDnjNU0hsE0rizcu2wKgswqYCEM0zOAQBVUlnFFRGdzw81QnoogFLTEAVjrXbKmQTnKvPnKZm4FjZth6n9kzL2wA2rJ9UTAL5SB09p/cgz1OnANmCFKvxssf1/bXvjNWGh7RlkG2rNbMUAnxKdo6qEFmP81wMTHIMmkIlRdG0XE0yS6KtDmhAP800AHYrmRoAVmcfamWOVIINeOm9MnEqSeP5lhxvmbKAW2DXZn1MwgNHoJMpa2VlavBahhTAYaC9oYLv4rlYhaMYpiyWbVmNXUiTptSrds/WCW0fV1ouUGdZu1D9XkDdUtNi/d66lV9GE88ksr3QdiywGwWwEcC2eVx69j/hnfhjXPNXd7jHMg73zzx1avqsghiCOGrS9sEBLPW/OxPA5mybJoqay44M1L7sR2AWM9vivKNEXYOwcNz0s8uER9VxoEqzxSyiYs7MxRg1y3RS8q/zXhm9GBNKDSMC59XUk8wn10PVYqrwyQBANZe0ZpVW+6aXRgY/pgGK+dFxqKHokfmY4LVfBHC2jSPmXCFNQDszN0yBI6kztVRwV00c4KM/YFLxwCekpYNc52y72J/msrNpCULmlgnisz6khSs7ruPSsqRc+9p094AmmLNNn8YiVC/UroK/Dr9ToOguEQN1IYGHbYPaZPve2gAnIVBpwRjJzn/bni0DKQcUg7K1UUzLZAEp0JljTwUwgwTlyzaOAa1sGgC7lU6qGSMoU38ZUuxJh5ggW08ZpoPwGgBleJrw0ncydAo2yegBmJg8iG3jTlt3FKtwrLnKp0uwP2tGAtkvA4HLAt66gbEyc76FmluWDb7fCJhlwcWXk5YC1C2EbB8xbV2fwVKWgjhv1gA4B8CL5nHpeffif8bncM3/fYcLQLQOLgdkCy4Iyr6sroZDJ2hjEnGaQTbhwKDOz93wJtSMkrkH3pxaQU8dbu4+Ba/Rt1otEjV7B+HmOec921CfvqytoaQYTARAnEFUptQyc1bzxvtRM+eshjG0Nuo9JWkeOyWWyZjnoXGnkSxoI9ms1NU8aAByzR0QBkGso+3a26bAzQIi1X5ZP7tuOfFUE0UN3GzLlc8BSaZ1HM6uUSM5ahu8PvrWJZVOsKbXY00zdbz22oeln7RdvI8hEKfaOXs+9gx4vJpk96DmTFOrtWIQHAvo2V9o2x1AJ7jSdy10PASSrJbMWunoO6y+9t20dTEQWUFY2ANThnOW47P5dUM+drZvHqOQaAxOGDbQ2A1oQEEaALuVTEfMfgK34DFReQiskcGxi2INnRyDMkZkDm0AA32DuPCSORqR7emsj32OoXvWnoPAs4EUFaBZ9eUsqFNGKwbmyjR8ZQCvJ8BHQFZWmDdhKXzlSP2iUVu+zIipV1AXYq+WgvpZdmJeNUq9AMdFavRiQKDsUkLnrKbuHADbgJ857xu4FN/Eu57+c/fub8jKTsNp3rbBgSwGJ1KBDjV69GGlcGUSfr5S0GNNOzehEwQlWf+PZ2Vpks3xTMFr9BnGn0FZeEzbVE0ZQae9dwSN9hFb0Ga1CW1TTnNdKVPIc9ouj2t9bZsgmf3a+irwmgZmAlH6bB40axKokTNDpomkauI0XHk7MgzOEKvtygw68jJ8Vaqmvr0Vqq3j2DRBeZppYKuqYREgRxCqCbpnWz6lgaYgYHoCG43SpjpIAvuF1SkDaBoVE8i0giZCp/3nWMqIbfL5zUIAbvbfAApgS59fCDwmCIiU7DqjAoRQdMqQD57VyOm7naIYidKCJ8ixGMC0Y40JPUh1FN8TWgDoeOz4eC0c65RcWwtuTTnFgqcMNHYDWioaALsVTPMHkIO7+TTLbTOGohkUwRXgmZuK/CvFFmgyNgrkNNqlLspKNgALKQOIbSQ4ilonkIuZZKbwmr1ewVzsWFfcpIBuIcCm36nVL5DrJYplWfpe633TrR3bZy90ojV1vQRr6SFoim73CupsHfurw5lfXgI874L7sA3fxmvxRa9l2wBnJsnyY1l7T8MHRAGKTBv9TwIMNw6Y9vRcCrdmELhoUBWaVKuWvgXMZ/0Pqb8LTTdp2mmDQjD9CccOFAVBCp4s0AyRlfqr1kJNO7l22bqx116fMe+pHuO1UDs47SNFav6yUG66qA9dxDyQ7SQJ0EhdpEQCJOZm45BClzErv7yvQDkeD64Y1IJlUT0ZTKQQ4TMbxFDiI2PmJqRpsU0CVAZ9GQ70G9Is6jh5DZq3Lm0XQamaroZ8+lhuBv7+dDPxBLzW8kjqgbuCPA5WNdKat5DjCJphlpEKKXSfxPmicwpwAiRbX7VpPNZtvinZMmxbAxBxTnO+WF89na+cSyyv85kCk4rUreP4Gp0MaEAriAbAbgVTswXMZfhjLs0+Llw8bWhg/Rhw4Q+FOFdNgErzrJSckjU1k+C+TZnA/3GguRWo73Pt7cOZONRa48CagrqQGWZIi9fNJy81/3Y7SvMoshZaybIbPG+nUiwj0lJQv6kJWMYmC49lsloKgHcKgToLyuy5fodXRxYoBdj4vN14Dr6LX8bncA5+4MwtmfSbPq3r4I7X4LR3T8OBNCU+sqfgJeQq3VbhjgIoDVRA8+kk214L4AXwwVr43wKGRGM1P50JlSDtKDBM0Jn0m8yZRtvVtA16v4B4BDxlIMu0GQr0Qq+5Pkddu9Sk3YI7QVRpuxjKXoNr2EiKBD0xkKeUR3ckSIIECTHDyevAr14EdaEVzNa1lxlKAq5aqCE13ZXG6DMYArZpNh6rnSOpbj60b9vSMlb71guoKwBOODmpylES+ATrhUTwmmQ9yc6JhtOuLJq3kMTgOR0CkJCQ1IK6GIU+RUBR2BNKNWLr2HmnmsCytS9B8ZtvgRznoV5ry9RjHevzCilvg8INaEADymkA7FY45fl1KKUmI8IoeNZZWYObhAIWWC0cKZV6UzoAdEbwUsBHcJmZbO0Z2Yit2ItPb74K38VzMfmDM4BDWZv8WVAX+pVp7XrZjpKCOlboFmSkGjnXS4d6k3sBgkuVb66MQpyFUhnAW2hKA0vW06abOab2sVRjwNKBOtavI/erG3/xk3gOvovtuAvrcADnTO512p/XA99Y+zN48a7/4c0eGRSF80kjQyrz1YI3tySFgB21+oeztiayH9MVEIyp2RT70rQGk5m2qSkaCALKVNoBOk231SSzYo4rU0eqmGNW2FRB2FzNUkxlFdq39419GUQ0J2aYFox1mDFmxPQHvQC8JCmaAdphKv8cW40aKGruWGcOnbdAQVOD3xgZw1wqUTKBwndmPguawkieM/ArqpqKhlbVbqthL+IzBXR27CHNqAWPnBYEzyk6/Rdp/pm2gSQt3tdGvZjSAvCgzmr1OrbtuxcCVCGzSVtXSf3ptG3yCSHqdt62b/uyRM03ryeVfQI+wAM3yD7PaRCnU5CO4bSTwgzyGE470UMY0CJpAOxWMDWGgSECOl0AAS/FDjEplJanss0PhA01HnPqTgJ1WvJfk98618ePN41iBg18eeuV+ApegQdblwBPIgzqQto7e7xMW2evtysR0AGdYQZioE1ZozJQVgaAlHMMaQNj1MtF9ZrbLkTdwB2wrJEoS6kM3PVKfeatWwypBJppDS4ELq49hMvwTZyPh7EO+1F9Amj+InDLyPXOTPnCGl7+2D+7oCcEZ2T2dHwq+X4aHhhRi866I/CgbxpuXqZwvnRPwZl/noXOdAjUXKXwUTk1ATlQ9IvR4Ax6/WTmVGPIsWtZe11Ap/DIgkceB4qaQfXN4THWoXlYas5ZsgASxf256SKIWz3SmZoA6PSv43ZMm2SJfnahJV2HaWe2gilbxpoe6nmuglUBQzTDTFPgyLQHplXDcM82O00wQ2ObRec0W+i0ywOcoLgih/LI2TFV4fwRqd2ktjORfQV3hWAv7eJKONt096dRd/VtQvoc5AHhd90ShaUxIBiaI7YM27Fk1znuly39qlUMBTOyc5hkBclWWFJBZ79c87RNrj0DU8wBDShIA2C3kmk1wolBLaPCBTTkJ1cm7SM45Hm2w21rG6/1yByuAzAB/HDidDyKLViFFr6Bn8U/4Wcx+b2Iti4WHbNpyvQC5rrin5AvXTdQxxuiFHL/LyNbvhewspD0BFo2FIOujHoBd722042CLJM53u1+8dgSmcFqFyEtEUqO8bhlwNYA2AhUtxzGJuzBxXgIz8AhnP3gj/H9S87A3diOBG1swh68ZPKfHejaCQ9WGBmTghk1ZQR8tMs2MPe0BLgQZmw+BYaYroTgjknQ2/CaOxtQaS28GSivZ0TKZb5muXmZMmQEpCSagVvzSJI1rVSNHIErr1+ZSfabwpmNTov/MdeulvRRhw84o+OwgFEDNfB6sj40YmWSOFAXio5IYvTExAAia6pnSf3sCu2Zf70MoNP00ZpxKrizAI/t5uUJ5BIPYIDimIYy8JdrLs3YQv50Ci71WnSsaaSs1rGisVBeOfrVsZw1UEfWh/VLJOjT/ufQeT35O52lQqCmVn3r5lph0FfQSquARL+9CPxr3yGzZCAspLXfeB6L1dV++e1nHV3vVEuvpD6r+v1WIZIFsnpPdGxL8Wka0IBOQRoAu5VMyrQBnQudau1CYlHWJ3PGDxL/6+Yf8BHyuAAnss3/EXjzrrOAgxN17MEmnIPH8EW8FndjO3Y/+lxgP/oDdSENnl5rDOQFSSNYhkDdQr4aixEhWlYqZmC0UOoX1JGWCtzFiKxVA+ExhnwCrVlmyFSzH+1ngFQqbals1bQSaz1OM8xnAhvW7cML8ACuefCOvJ9zdz+Jc1ufdu/3HjgAlfm0oQUH6piagHNgFMVckgy6goyRzIDDfNPVzRlJMlfCmM0/nQVDacKBHf4AD4I2w81tjouAKQOGQ+qTxrZpmq33hPv0s9M1LGSGqXVDwizAm4hrpEyI/19mqjoz7YHV8EjW/zrpp9tXMUsXMT/ttFZKbBdAR0RMW6bBZ5MWoyvOpx6AaCCWNEVHUJBhOHPDWQP2bC440mqOQS6XS6cFdfQt6zBdDJnDifaGgWQ0+iNQDFBSle3QateAX4ntNNSxxozCe/Wrs+ahHK+d9rYf23+I5lIgSYFqloYkf56JAE71SU/lmA5CNVshsqaQeiH2uGqvucbRwkaPhfrU9ppST316VdCrvnNWAKV96baZuwUTTa575F2O4ZSiFBWkJ4Ep5skwhgEtjgbAbqWTlYTrAq5lVAKmi7aGIlayGrhYW7o4838cjsG8CJifcNEvrzj4P/CdtVuxAy/BNw9cBuwdcto6auwUvIW0cmXmlyFA1xOoYyHrT9cNyByPaRPL5tRP/aWi5QJ3BHQ0cmI/obGXae/sMX0pl0B7Z0FeTLnaTXM3ihzYrcYRrMfTThsH+PyQ03DmkgfgNWo0r2RbZHYm4eYK+2W6g7UA9mUgYdrlWBuacG3P0RQz8w0aIpBKMtOwTPOGp5Fr2/Momc2s77Xw60AdxSiXqqEjg2p9AUmcp/a8zmsFWvTHsfcW8OHPVdrPtBIaMKqSRVLMEmjPtTImW9c124cyvdMuGvER41OnmiH1qVPtnBLLU0un/2URMoGiCGqG9wXlPml5GgAUX2PVWLFd+ofNSJ2GgGmb1qERSCw923TXkAB5JE/VgmnuvBCo4mNXcY+WsbM6JPYJUZK9C2WAMFoXRW2dttGQ52XBOFJ5nlbzBnSuJ210rjmxtSWmhQOKghWdO1bYa4GetmHP6/jsdkjArNuhoEi2X85VS2xHo3kHzJ0HNKABYfm8JA8fPozPfOYzuPHGG3HllVdiy5YtGB8fx6pVqzAxMYGXvexluOmmm3DggA3vFqYvf/nLeP3rX4+NGzeiVqth48aNeP3rX48vf/nLPY9pZmYG73//+3HppZdi7dq1GB0dxUUXXYR3vvOdePzxx7s3kNG//du/4S1veQu2bNmCRqOB008/HS996UvxV3/1V0jLbHCWgyhhJ+jRBMXMLWVNHlTKpu2wHKWI9oNNxolM0IhpD/CM5SZg+qLTsH/tKE7fN4WhaeBTuA7fxGWYe2SsaIIZ08bZXy/Arufbb4EcvSq4rb/lol7MNUNlegWWS/kuLhTMxuqpps6mSO43iEzoGK89ZFzWZ0JyFVws5DawXh3AMwGsmccwZrANDzhAtxsO4H0TwFcBfAHAfQC+B+C78NoxvusEdJZBJEO0AcC52T+AuYNwwKfutAeazDlfKxSE6ZpxAN4HT33XJuDNOHU9AHyAFQ3epK8i/fC4VolmMSeCMta1c9wCPw0QwbUC5jjXqXGgOgGMbQCqa+HWq5CWUPubAvC0M2+dbWUat3oRwAEewKVp5zEeVxpK/I+kOdbyZyXt5eVkuFy1dFWzIioFbvyFXulZ+2s7IJumWWLu7Jq5bQOCDNWBtePeDDGpAGMV97qsRydYs2PgtgIoiwP0vNJw5HheNwOZoZXVHrPjsvdSzTkBd71jo87HcvWI2waKGtmCIMMKLkKkfqD6DY/Vs4BM55X9VrOMCl9CpEHXrFmy8hxco2ydEFgMgUDW4z/vlbalZQZqiQENKEjLNjW+9a1v4Vd/9VeD53784x/jnnvuwT333IP3v//9+OQnP4lXvOIVwbLz8/N4y1vego985COF4z/60Y9w22234bbbbsOb3/xmfPjDH8bQUJxhe/TRR/GqV70KDz/8cOH4rl27sGvXLnzsYx/Dpz71Kbzyla8sva6Pf/zjeOtb34pWy4uLms0mduzYgR07duATn/gE7rjjDqxbt66klSUk/VCEzlECvw7elyQkDbZfVisJJKizzOSInGe0vLPcb09tEza19gAHgU8/+yrcjZdh779tdSaYBHbdTC31nF5T6FpD26VEMKeVjrdHdkgevZx9hNIc9EqhL3S3skqWVbOgrh8gGmPfQhq6BdxTq4UuY8BiGjytp+AuSbEKR/HvHvy+M698EMX0BdqnSsRVI0UGzWriGVhgDMAGYOhpIGlKSoK1wNA0kGTRLAEU/XIIuBL4fHm1bHyHXZv52hBKBXBA2huFn79kMBnIxV4jUFzHaOqVwgPG0NznWpWZu+VaT5Xwh7QkREXKXKfmHKmNQq46kgK3hjEPVQCn29Tu5TngZEwF5j+j+QzQMaIjT4fe8tgKFvIfU82YXTobgeMMHqJJywHx4RQAz6iYvF41Ew2JWfR4iKxnbaEdFVL0SNaXz5qFKqXmGMEyNXcEd2gDs9NOc9eoZ6C3Jmartez5UnAao5jGCohruULvtX6r7bc8pAUM5bOzc83Wsw/R+gBq3yHkbtu2QNdKLnheo26fQuQSlJ94tHoyROYc0OJoWd+iTZs2Yfv27XjBC16ATZs24cwzz8SxY8ewd+9efO5zn8MXvvAF7N+/H6997Wtx//3347nPfW5HG7//+7+fg7rnP//5eNe73oXzzjsPjz76KG666Sb8y7/8Cz7ykY/g9NNPxx/90R8FxzE1NYVXv/rVOaj7rd/6LbzhDW9Ao9HAXXfdhfe+972YnJzENddcg3/+538OjgMAvvKVr+DNb34zjh07hvXr1+P3fu/3cNlll+HgwYP46Ec/ii984Qu477778PrXvx533XUXTjttmcPGkgELLcJAzhTm5kZkBhlmWKV5di5rGV1wlUFVaXwbXls3AjQngE2tPRh57Bi+9uzL8Vn8Ch54ahuwFw7UhfznetXOhTR1COwHSdMZlGV4itFyTZlY6IOycSxUIxcDd7GQBKG+e+kjdEx1BRTEzKNTXm7HaA2vuhFZLx1rj5q6mArBnisDdLE2s/IVtJ254250groN8El5CWzINDFBOSNc8jx9WglwgNzfbmha2suiZea51Gw6FGWkMoA0T988nqeGi8zjBHxETvr8sR2mVVCmLMYQKkNrzP3y+jbRMZlHpmHhmqiMaihynwK/EB/DNU2uY2gEqLaA6nQx0ImaTjLMf37OaNpoppe2ZQbY+2EAnvrWKdkVQ0FPIfy+NKcghsm9YzNrrUTCLAyvgmJict7flgd11ieQY9M0ArZPTTZeMM8Uk85CUBUD6uyqwHEziqdNN8E6dqUp83C2ijO91wkciG1MA2MpvA8nL5bCE+6ryaVSKDpkSNDUjTTQEAFjyOyZ7YUAn5LOGT1mc+Vq+wmKwYpCbVqBcRopb48PTDEHNKAgLRuw2759e6l547XXXovbb78dr3vd63D06FH84R/+IT7/+c8XyjzyyCO46aabAADbtm3Dvffei0bDfaZe+MIX4rWvfS2uvPJKPPDAA3jf+96HG264Aeedd15HX3/8x3+MXbt2AQBuuukm/O7v/m5+7vLLL8f27dvx0pe+FDMzM3jHO96Br33tax1tpGmKt73tbTh27BjGxsbwjW98o9DXL/3SL+Gtb30r/uIv/gL33nsvPvnJT+KNb3xjH3dsAZSBrzx88og5xw+bOjUD/sNhpdgkHlOzDWviocfacBqCcTjN4DqgfhBA5Rh2XXg2bsEN+H+nfx7HHhnxWjo1wbSauxiA6wXMlWIdgrpZxA2VThQtxA/MPryQzD52Xb32FwKB3erGzjfgwjeEAJaC7FhIhVC7ljPSGH8LWN56qdIroDNgzmuJEhzFKndMtUAMosD5RXPLCjyYewGclu8JOEDIROKsyyiPNK88C17zNoncPCupoJiLjGZbBgTNTTt/qUYdSA5kPnnT8HnvlCkbQ5EZUz9ezm1lLPX+2LmtgiiNzmkZW43MGwLdXOu0X9uP9UfmcW2LvoQC6ghg8qZoQpkBiQLAI8DJQKA1Pi6jJMlEIaIW3P7ZAAAgAElEQVS1ozkjVzI7XMDPIN23/TYqRfBV0J8LYG3UA4AOKAr3UhRA3WwrbOieSD/WX42+alYzCDgtmI5PtZgMNkPSZ6Hl6WOndXisnxVH/4Gi6WsCd+0NmPnF76+aYoa0akohf7z8IiN1FDiyTyvAsECMZULyQivY4pgssOJaZoMbKcizAJL7ugbwuI2SCTlu5+2ABjSgnJZNpVSpdFfnXn311bjwwgsBAPfee2/H+T/90z/NfdY+9KEP5aCONDw8jA996EMAHPD6wAc+0NHG3NwcPvjBDwIALrroItx4440dZS6//HK86U1vAgDcdddd+Pa3v91R5rbbbsMjjzwCAHj3u98dBJDvf//78YxnPCPfXm6am3KO7LMt95vPwpwDKCzAwaSoXJiNeVGB1H9PgzcAXqJPrcEoHINZQ+6jc3h9FbfgBuzASzC163QfBTNmdtmLlg4l+6WkoG4hmrrlJBs+YKG0mLrVwC92rtd6Oq4QJ0EaQqfnDwOqqC9erA0FhKHjpHn0TLH3yXJ1Xd+7jDjsJoDmEA5hjQNdPEfGi9LvzJSSOSABOI3YHjjgtjX7rYVnihiRlmaMZIioSc987lB3ZplVXQuUCTTUqAPVsWyHQUo0Oi7XmlHZ1mu2vnaWOdXybCMmVFJQrbnzNPCJAjlqK+mXqNdpGWZlKlUTdQA+mE3i11uG+6dWLjeVVLCXeNNLDbBR8JermF82HgLIapKZ92UmfmM119YwOmdJSPukxuZcrukjlrZdm8PZJWuUSAVVSSUz5eW90XcV7p7OtYqgTn3ZUumX21yJj2TjmoHTeIXMKnn9vKf0Z+vFFDOV+8hr0WuLafx4TFcf65vIcyw3CzdNn4J8l+V9nLffLmrtWr5MDlyAom9tSIhJ3zYA0eXVki3H/nT+WEFKCICq3yrXMAsgdS4mcGtBXeqorz7bUFNL648IeGHOKWYxeAyVzBzzxP6OnWo39qeQTniK+ZERp2ZqNosIY35+Hn//938PALjwwgvxohe9KFj/RS96ES644AIAwO233475+SLzdvfdd+PQoUMAgOuvvz5qHvmbv/mb+fYXvvCFjvO33357sKzS8PAwrr32WgDA9773PezevTtYbqlIGYiG2vAbB+R5fgBCEnEg/MEIgSa72Nu6XJxHgLm1wC2VG/CP+Dn88NELiqDOgrtewVxsrKFtAI6Rp5mfhgMAeg+OssiIioumEHAqA1GQ40lJvV7b6adeEvkhUNbSMJw2bzUcqhmT/dXojJ5ZRmQhlY0k8Z1YAPXyLpYBPdFQ/wRr8IUL/ycHtmhCqQwPNW8EReuzY/vgzDcrAC4C8CIAzwFwCYBnw5tEMgCKkuatTIW5zcY9r/5p2fpQ3eR+WA8MrYMDo+vh1w4biIG+vKr9I7gc9+3m18g2eH5EtjVNgkroeR8ZVEb98WhuRi2nZXzpj6fBoxSkWIA15QRmeQCaSmZeZ8gGS+GP+xpwpKGgmqRalrSoFQQ626YGjeAOEK1X4McuQmaXc2kGGCvSRjbOdeuAsYnMGoTvUwVF0D3tQB2kvRl40KamimyfojVqHBXgHdD/DOjx/tp7FzITZVCXsrQTadZu2epvQTIDs6jYKZF9bnPlmYF8o7N/ClnnUwF5087cueDHDhSXTwU4FIKqybP0UQDfKoi14FfbsfW1DOvGvrV2TASpGlCFZqEUsDASNtckzns161QrAmv+qfdkQAMaUIFOKLDbuXMnHnzwQQDINXekxx57DD/60Y8AAFdeeWVpOzy/d+9e/OAHPyic27FjR0e5EG3bti0HmV//+tc7zrOdCy64AGeccUbXscTaWUpShiGa6BQmdxUQDhuuxHNWmxeSavMYF+QWgAngc+NX4b/jNfjugef61Aa95KvTfnoBfAjsA+hMPM7/ful4a/PKHkwvZIFUmaZsMX3EAFwZdQN3Q9lPzSktgAylo1jI9XUBd71gR90OCUNCv2wOTE2vxpfwSgeULKAIBUcZgQOBm+GAIODzzU3AA0TORcAzVk+hCPYkz1jadkz5zLTfnjuM3OwQKbwUfhOc5o8Mo64H9WyMa7NxKEM5DS+ZXwtvsk1zTvoQTqOYu2/aHFMNBZnHENNJYp8jsq0aAQVwKgxTjUniQE1ScfdoPvP96wBmKIK7Rs3/NPw961ZrJnhKQFigWiiNRskfIzBSg0etIMHeGIrArgonItGhz8FpyQia1mbXOku/bJr58vkaH8n5Sa+ps+O2s93q41VUY8U1nOWzyEAi01Ok/l4enuo0hSWgC0UizROmlwACu+KU7TeADqDcgLtlVHCr1s4moJ/N5l2e6oKa5UyAkP/suwl0LrsxYSzrx9Ynri1Ap3VOSLBKwMaxUHiiQhUrRFbS4xrJO4UXuuhctaSCngENaEBBOu7TY2ZmBj/60Y/wxS9+ETfddBPabbdSvf3tby+U27lzZ75tQZ8lPb9z505s3ry573aSJMF5552H73znO4U6gAu+snfv3gWNZTmpusoxCFwsC2GV9QMAFBdoG8DAfiCEqSmQBkxR/xlNe5AAX564Ep/Fr+Bb05dh7gdjxQiYvaY26AbmENgv0BA6mffFgia2sdTTJpZ4uxcK+cCR685l8nKsjJZjOVCQBvSdaqBA1oRWx9uvOWvJOOzcKCP7qHTfSrKbyOfC1P41eGjkYuAauFQHlNZrsAVquvjoQpHrWHYcRc1UFmod34cDdSxDdUgmhMmZXbmt1cQx60kGyoampa9AFESMomhORTDVhONyCZQYcEWjXLbg8+DpGsVjsUAJKqyya5ZqGYDO1AuqFeG23Qc8sBQgwKAnJJpgFswWswJMNg5kGrbQ9LNWT4FpyrbzvGjwZolBgNn2vnNcHdgsk47bsERp26U0WD3iUhXk4OcwfKRVK8wwAGkuzcCXuRzOfg51VvZDs1kDknA/79a8p/yPJYMHkPs85vvGH6/XTJeJvCOxaJr0fdSV9+A00Gj6cRLYN+CBX8MCfUsKxKzfKJN2Jyj6o4U0dLq2sC22EfJDjX029HyoL52vMV9+21bos6f9EKS2zblThGgKeaLpZBjDgBZHxwXYfeITn8ANN9wQPf/Od74T1113XeHYnj178u2NGzeWtr9p06ZgPd0fGRnBmjVrurbzne98Bz/+8Y/RarVQq7kVcu/evbmJ52LG0gsRQMboiSee8DtZ/AWawVSV2QI6fVDsh9ku7kCRQYodJ5EhEqbpySvG8Td4I+5ubcfUI6cDTyKurQsBtn5BXgjwAShGv+Q/qV8tnP30x74o/aKAbv30SmXgTs/HvtIhgNTL0hADWaG2+gV0Q/DjVU+hUH8xUNfPtQRooaujlUon8CbIU8jmQxX7sAF/ufV6/PbWv3a+c5NwmrcReC2XJhluwgM2avQ4jxkNkxEqqQFjrjmaPDGASsuvF0kFSBOnAaE2iIEycjNu9cMBvEYtRTFSJRnOtVlfFAYp41eBy9/H8YReIyuYUn8+HmsGtlUDYQNHhJ6nHTdpMhtjRkN1z4gnFX/v5qbcv9UCHWx2pkBgvrtCsmr9FyZ2KCtPYHhkuggiFSSqppDPDpB/iNYu64v7Wo/9AMbclMuW/mdaoCF5X2YDPpqhDJUhQBTzzK3CaSRVU5ef7zI/bc5AzTcIxL8I1cgxDdSSg1A+UzkfDLgi70cuOMnMRgnuhlVwAoTfV/22WwCm3+w6wku9FQhpgBKeU+GGkr6ndSmvZVlXPzU6N7SNBJ3jtn67eh2htgc0oAF10HEBdjG65JJL8OEPfxiXXXZZx7kjR47k26Ojox3nlWhCCTjtWqidbm2E2iGwW6qx9EIKDHui1DEZ1swjJ124Myl9buKgPjd2wdW6PG5zQrVQ8I05eGUdf4r/Hd/EZZh85IwiqOsW9TKmmQsd03NBCoE6Fl5O08pevjbdgJXGsutnesbAHftUcFfWBtmpEHvSzTdtMdq4svYU1NnxdwN1x4lC4ISPUMHdoey3H9h3YAO+su4V+O3X/rVLTL5P2hiXthT8MHw54OYhzTETOCCivjqT8HnlaO7I9JqZb1qSek1No+6Z4bSdmXhzOVOmsyn79Ivh9XKcNN/jMdYhUNTr5PqkDCLLpPARQSHHdEzKONakbMwPkCDYMsUcK9uj1jE7xxA/rDM3HdaY5cOMgJBcMxMCm7pWpx5cJ4n3hdO21MzT+o3ZGcConID3obMAr8E2KazjN0LH2i7mqgPcN6jadgIC5q1L4FMYWA0XZDsJgAiC0Y70BNkYYqDOgjlSzFQ09DWYk3MhQ3CIhlbbbdTC/RRSYfD+1z1IJ7ibE2GLqwjvQ6rAWs20s/EAKAo+Ylpo1egBnUJSva+xdzsEPFWLpgIXzkc1KVVAxzpKMVNZC+psGpMBDWhAAI4TsLv66quxbds2AMDs7CweffRR3Hrrrbjttttw3XXX4QMf+ABe/epXF+poMJVVq1aVtk8AxvZD7XRro6ydpRrLslDWXcHHThfRivyTSeJiy0VdmZqQXTsQlgZWkPv4zL8I+BD+A76EV+L7j17cmYR8MaaXZdq54Ic8BupOVrJf1MVo7lhfqZuIMxRsJURLDdx6IY6p17x7Zcd7IGX2u2Hr2PlQGyncXKjDCTz2A3P7x/DQuovx55e8CW977OMOhD0NN0/WozN8OE0cCfoI4KbhQOFOeEaQdaal7Dp40JNp7oYS53cFAMNrsw31WSOTr9pBStJtEBEr8beSemr4lEG1wMxK8skkEuhZv1+agHJtY19qtqr1uG8ZX/o2qQ8h4MFNNo6hTNuJmtNqzadF8JGH0DeaMJ5LdD1WBjkm76FWrA1URaY4Z8qHcrRxxsxKV1xZkowBT5IMLHJcNXRGUVaNDty/pjVIkiI4a5hnHwyzVGLtZTVrQKf2sxupJtKay2rILB2XDfKSynk1wwR8e2kE5BXqmP05ufc8Pjzi/VurnOd87/k8eA9GURSGhACOBXAKpIDi2mW3C4MOtG15Bp0rCr4s8NP7EdIoqiZbz6np9ilMKSpITwIzyJNhDANaHB0XYLdmzZqCGeQLX/hCvOENb8Df/u3f4vrrr8dVV12Fj3/844Vok/W6X8mPHj1a2n6r5UXANiUC2+nWRlk7SzWWXqib+eYTTzyBSy+91B9QSZmCLysF52LJqFXK+FkNGcvbhdiGImYAhLOAz6y9Cv+In8fDBy4A9g91groUvQE8SzEtXpQWGPHwpCf7VS6jMiAUy0lHdmYRS0IZyFkwxRoIReQMUeh4DwC1DLTZ48rohLpWKTZNMfcCeCbw6Jot+Mr6V+DXXvf/YO33mw5grIPX0o2gCOgmsn+ep2+dpjmgBo8h+oGiGROFO1ngg6EagMMueMMQ5/gEitejwiBrXslgJ4DXwOk94Py1YCtkHq73E/DrlAIyggzeF7a1DkUgYtvVIBTqU8QUDnV3HzCGMLNMYZaYdg41gSQDlNRuVjPftijDHNOK8F4piMiOdSTjNlq7gu8ZOkGdHpvLxgh4cDGkjDZBQJbMvqBhlbQGJKZ9WC1An5o4C9JCgUtCuejUf84S27RtzwZS9+TRROX+qfhLE4/DbI9JPVK3ffYRA668ntksABA1sMMZOJ7NTJyrVhsOFL/tdtBAUUNuwZVGh43VZzlrWsk62p6aPttnFLp2nfvdBBp23TnFAd2ABrTUdFyAXYx+4zd+A3fccQduvfVWvO1tb8NVV12V54FbvXp1Xq6bSeP09HS+bU0l2U4vZpGxdpZqLL1QNx++Ah1DEccoiNP8N7oAp/BMoebI0o+izSNjtX2ZxBoTANYCT14yji/hVXgE52HuyZJgKd3AnNXSlQG6IBCM+dXpFyQGek4k2WnYDbTExKu9UJk3S4IFa+WWfCWZhw+W0m+C9DLqE9R109p1a0eJzBCB3Rrg2OgIHlp/Md6H/wPv2/afXeLxDfC54hTQpAAmgMMvqmJs55ybx/Sp253V4/JTgw9AMg2vCSSIoand4axMBnbmm9kdYmS+URR9cVPZVxMxBtlIkHHEco4AJcSkadh8asPYF+sTSCk4ZRmNHMp22nDrD4laTQqxCIATqct1sWLa5dgFZBXWnpFMw9Uy50kxsB/LPab3TCg3yRTwU6iWoJDAXA2vh6WcgrsEGSDUtBS8tzw2gvx7MZe9KxrERSltx4PEhBK5h6gRANQEn6E0BwR3CupsFNKOsXC8tp9AGQjoLDO7jfVlx5TnNTRgXF0p5lKgym+tzn9uq8CW31XVaOrctH6PoXFa4UmoHNdBnYOhczqfKHxh21ZwEVsTdEyQNqwQO2ayOaAB/ZTTCQV2AHDVVVfh1ltvxfT0NP7hH/4Bv/ZrvwagCHC6BRRRLZf1Udu4cSO++c1vYnp6GocOHSoNoMJ2Tj/99IJJ5VKNZcnpNHg+NRYcgMyJlcYCcS0ZqW3+AQ8YaTd/LvAp/BoexCV48kcbwoFSYoCuG8BTkIfAdoHKgqVYipksHk+KTb1+QEs/KjIrHtW6iwR1ZRSTykapDNAByw7qlEKS717KkkKaPcllR3D3g43n4J/W/yz+7cpz8e8e/L43m1Q/mnEAZwEHL6tj7aebPtLlWfDmg9o3NS0H4AKzPI5iMBMNcV5xbQyROVaNGOcv/XqsT51eGwVGKXyYfL0HBD8hMGM1dKH1SiPwamAFCp10LCGNnfoklU2T0Hn1N9NxkanW9cpesx4PaV20LSWzr1E2bYLt2abzbbOzo+DDlt0TnVWNLFl9/v3QtDWTflxzh31wHQItC2aoRVMAxBQFedCXCKgjYGW5br502n7henvgaELG+dRsNlAEwmUgNG/PNBaqw3vDhPaAz0UIePPXqr639C21JpX67vBd1/yTbTmuIErfMQVJkHoxPkIBpq0HOcfxEbCpUJlCE/ZDATEpFLSFkXRjPMIpRC5B+QlnyQcJyk8BOuFv0emnn55v//CHP8y3L7744nx7165dpW3o+Ysuuqhw7uKLL8bnP//5vFws0Xmapnj00UeDbYyOjmLTpk3Ys2fPosaybBSyTVetm85TZdJ0UbWLrEoHWc/WrwM/3HQ6/gXPx1NYDxyql/vUhcwyy0BeaLtjQQ/lq+uVToT2rmzK2UAgCzGNDMqdA+dsxMhFgLolXUX4gPsBdaHrsscXMIwk8I+S7VAboWMEdocAPAkce2QEDz3zYny48r/iQz/3n4BvwAGozciTgR8+q4rHKufgeV/a7XPSTcMFTFkLH6WSjBPzv+2DL5/AA6AN8AnByTgRVKnmxmqY1KeNppkEAjTDtAKZummDfdlgCIBfqyzDx3WH4KMNb2qqa5QNs85+NS2C5VsOoqg5IOglY23XT9u+ZZ61HLUnSpaB5TPT5xN4d5jOpqAsaQtoCGgwqnDnGnUHgpLUB0hp1DOTP5qxUpOpYLTlgsSEolKq/5o1BwVQTNpeCdezJqYkXhPLh8iOpYy0LwZ0AYrxdpmGgePldSkRaIbSLnTT2nUAwNQES4EPhJYHUjmM4ntrU4Xo99AGLdEgSwoCIeWBomZP+wkJYey7q+ujnVcKJlXDRrNnK4yyQV04Jzlu1QaqkGVAAxpQgU741GAScqBourh582Zs2LAB+/btwz333FPaxr333gsAeNaznoVzzjmncO7FL35xvn3PPfdEgd0DDzyQm1FeccUVHedf/OIX49Of/jQefvhhPPnkk9Ek5TrWUDtLSpb5AooMmi7kasKkeadYrgZvdgV0mnKyDH+Zz8+DeD6exgQOHVhTrqVrRrZjwC0E7mC2o6CuH7B2MmjvgO6grl/gVTa1lwDM9dKNlukZb6vny1INYIHUK7iz5bkdGp7OgSm4IEN7gYMPPgu3v+B1WP3sKfxfB/4LsAsOfB0AMA2MPTCH57V2FyXuZMZ2wwG4Sfjk32SaNKecatsJBNdmxwhiVMrOOQ/49YPzuw1vcsn1hkCxgk7TMBUIAcXAKza6n71fqkmi5kwTqGuCZB2z9s22aIpKAKNMaQIfmMYyy7rO6jO190k1G/TlYzs2oFWIca5kvo62D/jZqpo7wAOLBgxgMr5eNJPMc6bp8wCASZ+AfShBnkYnj5iZlbUJv/O0Cj1MRQVrCppC0S/nCAzrceBGk0b1ubMmm0wxwT4U1AFZGgs5dhhAQu1nK24equAu5PPH/ml+qdpFgupC7lltnxotZM86a7eQ666C4ntlhRzWdLmjEykL2SYPEXg3O+aoluH8s+83waKOW/vWQC8K3rjGaX2OdQwn/pM9oAGdpHTaiR7A3/3d3+Xbz3nOc/LtoaEhXHXVVQCcFuy+++4L1r/vvvtyLdlVV12FoaEis/qyl70M4+Pua/3Xf/3XeT46S5/4xCfy7de97nUd56+++upgWaWZmRnceuutAJym8Pzzzw+WWzLSxY5gyS7WCs4IypS48KoEPfQR+P/Ze/swOa76XPAddY2mRz3SKDOyZMvIX7IwBitRwB8QTBQcMEQhCSw8DllIcBYSdkn42Eswy7OEhNwQIJckXGe54doGzA08CZfcC0nW3uCNY7y2A/gjNlfGH9jxlxxhCY08Y81oejTV0v5R9Xa99evfqa6e6ZFmRL3P0093V50659SpqlO/9/y+Yikn9U9iPSaxHvPTw75Pnd3WRP5F4vXVbvf25Xb0I/LloPNRzJf4dIM3sLatfpC6UNuse6B8nVGXT6/NF2IZRjCNA99eGe+/t2ChzwLJ3TPA0w9vw9fxety68+Jk+7cBPI6EtJHETJn/c0g0cvrZl36rX1kdWVRMLuw0zP9RZJp81doxKiaQESIV8pQQ0Y/Pm4sgbQJ+RD8dJ2+/mgjafVxYYlLxlvzm2E1lvmI5zeM48qkXrBl6cHEJ+edBLSWAzHyVpFesHVztYTrOx5Rg23Z0U3q8Egi7D8hIxZpGanrJa8prPZ2cK80hbfocBkjxMFzP2raETWE1W+o7ZzV6IdgIlOxTN+2ehY07PJx+PJsA2992n6M0ZUQdWDeS/F83knyG63mz1aiWBJfhh5o6j9QRx+LsOgxEDtnndVQiBWSkaAYJS03ve3fBlWiabXauUtKobSlCU7fdPicfrS9CtuBktZHOQsfJBiYoXw6fCisbS0bsrr/++lyaAA9/9md/hhtvvBEAcNZZZ+W0awDwvve9D1E6M7773e/uSB8wOzuLd7/73QCAKIrwvve9r6ON1atX4z3veQ8A4MEHH8SnPvWpjjLf+ta38LnPfQ4AsHPnTlx00UUdZd7whjdg69atAICPf/zjbbNNxQc+8AE8++yz7d9LDvv8eVoEja6lq2dePdwXssun4CI+KKsxh9VII4V6pE6/7Usj9JIpKtuG9albChSF/vdQRO7shXGDgCNP6nogYIWI+ljXIhF8KR9Dfvy8i+6Nr732Ntad1rHAiKkhctfttnPvW7OviVxuu4f3nYcv4ErgQiRC2zpkUS6nkBE9DVzC35uRaOCAxLyQBLCBdqAjbEJGMFRrT6gv3TpkRGws/fBYzhUaVZfHsl8eGSJZUzPJ0NgwMTr7UENbg9kmcGy/hYwwAf48ROGfZGYdsiijHAfrX+ddv5BQyz574JjyPNTvrSXbYhHiC+bJECHQ1ANKctr+XDr/ayJ3Ex2ZJp7URGm6gciQGiVz1r/MI1yq2VKyVOSDZ+tmmySV2jevHa1/EIk5pl3GG0ae4Nkce+0cj3Hq09j0TVOBRMu3bhRYM5qS6Ug+fEYC1zBXVgld6BiNVu0thlDz9RzypEnRjSzpc6ALOkVzoEfKgGwOoSxhfQb50QVnC84NFSpU6MCSrX38/u//Pt7//vfjjW98Iy699FJs3boVIyMjOHToEHbv3o0vf/nLuOOOOwAk5Ovaa69tkzji+c9/Pn7nd34Hn/jEJ3D33Xfj5S9/OT74wQ9i69at+Nd//Vd88pOfxL333gsgIVLbtm1z+/KBD3wAX/nKV/D9738fV111FR599FG8+c1vxvDwMG655Rb80R/9EeI4xvDwMD796U+7dQwODuLqq6/GL/zCL+C5557Dy1/+cnz4wx/GxRdfjGeffRbXXntt25fv0ksvxa/+6q/2ayi7Q1fqLJfWqHH6gtCIW1qHN1nSVML65M0AEQ9oDmZ94LcldUGSZo6xv2F+F5K6E22fUSYHXSjqpSV1i8FA/+rq9gLvS33dJASeize+ngQRug8WOCbsQtnv0PH8TW3dCDJy9wxwtN7A32/4RfzHnffhvY1rshx11NQ9ldahPjDPR1vjghhZonOSHfWL04UZnROayJ5vkknWoQEPpqQeyLH8Vo1cnP4OafBCZEo1afQBJKFjOZpoMd0D69Xftk6d8+ycWDQvzSEhyjaVg/bVzpseQYRT1rtfoiQ6KZBPQ6Bme1ajBmSaL5r98XW6jgt7KiSrBja9voy6CaDtX0ZNnRK7Dr8zE8hFo2aSBAIIavzsOQD5PHS2DRsZtEhLV9b/jdD0EADaZq0a/ETNMGebQGzaZxnMJaQu63i5PrhQLXe7IVPGvs+9BRbWYfMC2nQXgB/MROc5CytDePOh/nfu+462gGzhqgG/3ZMELaxaFtqy1ok35KuwSCwZsQOAgwcP4tprr8W1114bLPO85z0Pn//85/GqV73K3f+xj30M+/fvx+c//3nce++9ePOb39xR5u1vfzv+8A//MNjG2rVrccMNN2DXrl145JFHcM011+Caa67JlVm3bh2+/OUvY8eOHcF6du3ahc9+9rP47d/+bezbt6+tLVRcfPHF+NrXvoZa7Tg+oLqSZlfPbTACFXCs6WWRcGr9MdJt+7AJk1jf6VsH+W232e8yn5MGNmiJt61fmrU+auj6Te4WhRB5LpI2igLJLIEm03uGrOAUIyN3Ekzl4EOn4+oXvQfbL9yNy776rcSs0mrgaGJIzZuaRo4i02ipVoZtTiHTBlooYfRyudWREbkW8gJkKsy2/e/Un06Dl7AflngB2TxDIY6+dPzWBSaOgxJHG4CB5z5n9lRWc3oAACAASURBVHuEzkYkZBu6SGWTsvP8dUxsFL8iss9vo7Vo+8nJGKmWTgmekhYSkLWNpI5hWmzo64jjoJqbmtECMsx/Su6YUFujOnL/fCx+e87CYCg1wmyzM8qmzXnnmXZ6gVZ6gQ3YonGUOwzjzWucfR2uZz6Nub7FyBHZwzPJ2LTz53FhBXAJu/2f22cJki508D4MiR22HH97z6ANahLa5skNLFc3+4F86iRt2xJSzmX2GZpDvh/dUxNXqPAjiSUjdjfffDP+8R//EbfccgsefPBB7Nu3DxMTE6jX69i0aRN27NiB173udbjiiiuwZs2aYD2rVq3C5z73ObzxjW/ENddcg7vuugsHDhzAhg0bcNFFF+Gd73wnfu7nfq5rf84991zce++9+MxnPoOvfvWrePTRR3HkyBFs2bIFu3btwnvf+16ceeaZXev5jd/4DbzsZS/D1VdfjZtvvhl79+5Fo9HA+eefj7e85S14xzve0aF5XFLQ/EKjWnm+dNynxykYqcqCk7WSRJp7DAFHsBqHsaZz0rer1Ysld22otm65oozWDoEyS2guaQWDMvBevn2Hmkj2+7paqZrXRrcfQ0/jbhdAihZEQtv0Y33upoHH/m0rPnn6B3HZ6OuTKJlNZHnpYiREbwIJ0TgfiY8YkAlF1Lix/FxaN1e+R2Qfn31qwGrIC2YKpkfQfXPIVtUpuI7A9/3hfyvYsUwDSTTQh5DllWP/2RbNMxk1j0SWREW1UpawWUFW69b5SLUOWpa5BbldI5FyXtQ+KDyNhkU67oNWs6pjJYTAou1zNpQUHVDSb4NfcFFgKtvejrwpUSGpkfKChQBZRE5qDKNamrAkBg7NZE+0Ji33ApKwLtYf1ZAzLSVygVAcYmURMpdsH4MsOiadPYbT79kWMFwL+zBquoJjMYChJMn4oZls3yyKtYo8lgSug8B7JtN6Dt69ast42jz9b4l/kaygffBSJHgaOjsPhuZFDaJiFx8qVKhQCksmrm3duhVbt27FO9/5zr7Ut2vXLuzatWtRdTQaDVx11VW46qqrFlXPBRdc0KHxOyFoIfGSlFXXDnIWmY89Xl/0ntmFrQfIm3cBefMB204Z0kbh0iVyvaLfKQwWWpcld3yTdSN9PZKMMvCe8oVo4BZyjHd8Rx0LOd+y5LkInnTR46Ge4FJGiOF2krk68maZI3X8fyOvwPcuPwcv+rvHMm1dhMRXhtHw+PxSk0TypyvfuhLvXUMbzMOaYPEYmnYCnSbfFEA1CBOQj7JLbV9IAB2VdqalL9RMav8dopPT3Gk5HX/Pp8eOk44PSa9qHZgaxpvnVBuj94V3j3imbroP6BwrB0qS1CxwgNdDSTw1vTPIgrqkAWmOxQlhyi2DxPlvINOiaQCTtaLJjFvJtufE37A9K7fyWjqSwdm0DTVzHK5n52ZTI5QhdLbf+n9Q7gd65aohvHrqDgqJjIXgWXNQRqxcU09MMEMRLzsCD4XKFcESdNZbRADtGKk1j7fIom3ZSJZaR2TKhvbpfr3vaVkQIXvW+azYZxXO90mCFmqIl4Up5onvQ4XFYcmIXYXjgBbysq3mrSF0olbTS8/Pw27jxKk57yjUpMLgekxiLQ5l9XqO4ZbE6XYvUmaofFtbd7ywWIKoa9VAntwp7H5qsPqUjsBeixOBrjONkt55LJ5F9tKpRY6zp1XR7XD22eOV4E0m3836j+EDo/8BN+54Y5aQXKPSRkgCppyNfJJsmiwBPkHTvqp23w55hLzpGNCZZDxGPmk4kCdJ6p+r42GJl+bJU/LHbUrqSF7VysAuXmlbaj4KZz9M32k6asuqiVgIZYRO7x5oIWfOeaxpTPBM2xotUesdZF8Z5VTHjdeBCwRAW9vaJnXGTJGwGiclfMP1rB8kXVEEDAtB03oia/aJLLceywwDOU1dkbllEal7LjWBHJbz0uAyNJGMkc3CnJ0jdC4dhXLnzc+Z8xoCBpT8e6RKCZ4GEglpmD2iRKjPqF34KNKoeb72dnHHLlZEUo7HaHtFGmmWVZNMLzKu7av3XFXSa4UKLqpHYyXDW1jRPDCcgLnNrvJRUOAka8mUmhexLkbVagJYB8xhNdbgsG+6RYG1V0K3LLAUWj9rAqhET8kdkBG8PiYOL3phdoPVPCy0H4XtDoZ2BFBWa2el+G7bS8K7lGWPsc+bmmK2F0kGcMuGn8HBd9Qxdmsz8/EaRRKhkjnrKKwDnddHBSk+796qeeh8eIyaW0K+VSiz9Sp5HEOiabS+M6yL88dGZOkMlIyNyna2o2RIfQn1OJ6/El89X9tnfpOsqh+TCqwsx3H3AlRZEq3thoTw9FoNUPOpJvZ6PBzfKxV+GTCFfdQ2NLiN1JV7TDUgSg+PpJonqiYxl3/NnIdt3waIsYnCVVPYLUl5V5+59LmYRd7HLkISOdOL0hlqM041oTmCF9LKEnz3Wq2YXUwBOkl6+yRMnSzDOkNm1Qpbny7OeOAYhOYQmkwrYeVzGJlt+qwUjZXeh3Usg2RdFSosT1TEbiXDrsbb33aitCt36ouix3FCJqzvSlpmZnwVjmAINbSA6BgQpSQkRttXKCe4WGHWEsme0Qsr6QVlSZ1XrohoqH+XLdsP08IUZYmUJWqhYbIv34WQO60reGxRgJPFQiVbj2iXINBahW5zhO5cOXucdwzJHYldHcABoPnEGP7dT/wprt/2rsTvDMiIyygSbR2DgzBXlfUD0+tlk3LDKUOhsCnHaDmrfdNFIqvh03rXSd+4rY6MpMYA9iBb8GFfgWxBKUrP+WBahj5u7Af7xz7bxaMI+fMhPJP0GJkG0TMxs8TNI426L3Q7Ww2HEnGtT85hgOV573gkT/2V7CKCR7DRGcQjqmUaNyVU1Hwx3UGuXxbdFpHS87BtW60hoWags6kp5RrZlzPnFO0c4RGz4VaW5sAjc9oXq0m0dc/Hmfkm5lJ/SXvteX29BdZ2o1ly8gF7z9HXNRQMSNvQ+Ue1cHrf6QKHNzdo3ZaoeQsXTfNfffR10ciOte2H3qf6rBVn0lqRaCFCaxmI5MuhDxUWh+oKrnTYlTMb5MS7wioEqJkltxsC196nAlENaDxyFFsu2JO3yeak7mnqtIwldT0RvlDuOpsHrRcUkbletHdaNkTUIuQ9OrxImQvQ1PVC6Ox3kZAaqqcsuhHHtoltjN41pdbctWxnLNr6gvJV9Dp76nEhMqDPTxop87/NvAkf+8iHcfofH8zMDzcjr1VSQYg+VEwXQAJk+0x/MSCvxQkREjW5tMFZIiTEjYSQK/6cWxjgxNY7BuCMtM770nMm2BYXlljXfmTCIs8D5ji2YbfbcQ9pC6yGz/NPJHlWIsm+cAx0DraROW1fOWZ2Tldh3N4v+luvjV5P9q1u/rP9uUw7pgFZ2gFB4KQfkHKRRwKcfs/P5etpa7akLhI6L92Bl+JgndM3AIVpFqxmT30GbXAVr6xG72TUUBtYBcjX00HwlNTos2v83Qbk+HZZvre9xQJ771vtecinM7Qw7JXV+9eSUQvro6rvGSWU9tlS4qZjRbPqFqqomBUqBFARu5MFFDI8UudpGEjU5sw272WhtvT8pEJV2+G3OZAIZRRILbnziByc3z2hTMLqbuUXUmahYBpcEjugJ0JRBO/FXLZ80TGLIXSl6iiKctoLg+rlulmzVx7fYx5BK6R4z463TffxW0kdhZf0WZp+4hT8xouuxY2XvzEhP0AiuG8DnrlgFKfeMZUEV1HTaZI5S+TUz0r7oOSJ3y3kCRzkeDXvCq2eK6k7G8AjSIgc/XQZ3GMMSeJ1Dx6ZUU2VCsJKqkii2E8bXS+04KE+jEV+ebGUp/bE9pWkdM4cZxfcPK0HzV5tsBrbvh0PmuoCHUnHc8J9QBsGdPq/0bySWjrNldcOGqLnDLQXGI41kyiRFrPp+ZAQqTZQA6uwfQ/t/RHaZpnULmo9HjwyOFxPjguRPNsu29HvXH0m8EswmIoSHD4bQO4atTV3JP82nQA/liB5UK2YmlyGZAbu0/7y3uY9r4SV0PnNLox486Qez/tdF2/suVXErkIFFxWxW8mIkMifGq7bTrrWMdlbzbYvAq4e0sGbE6qG8h4FDl5Qx924EHtwBnAASdCHEKmD89+2GdoHoDMpeRlStxiTyn6DpI7EDljS1AZEr094iKgUEZQilCaG/WCQZRGKWLoAhA4t4qRWGLcffX5ScncvduAfduzEa/femhy7GZjZtgqnPjKVT9yrUXEp2I8jCzhiF3OA7HgV7FTzPyrHsgzzo02ZNpXwEJyPaEKppHIKwHekPppc1pDPDWcRis5ZQ77tOvJpE+x9rYth3r2v10nPUdtT4mgXzlIca6Z+c1ZLwTrYhzlkwWLmkJ/L2bZ9Jknm6XsJZKaqVvhXcJ6X7aqlGzCkLZIyg3WjgTJWHseacKNXtutKj1NtmtWsqZmjZ5Zp67YaO9teN19BJYNe+biFLDegqdu2T9B3MG6l4wXkx0qvod6TXFhJFylyhNCaWkN+67NtyRjvPSX2VivMPsXoXHCoobNOSyqL3hecY/hbYbdrXfp8EgULEysVR5dJgvKjlfPiikdF7FYy1iJL0kvfHJuPzk6g+hLxJkcryAyZb6T1bwS+jjfgm/gZ/PDhM/LaOkvuYL67kbhCgkcsJq3B8SJyXrt8Yx0HUrdQWAGX22C2dUNPXK2o4kUQryCKkpxHWHBuO/tb9xOepsVbAJHnaf++TfjGptfgtfVbgRcAmAEa3z6aBRQBOlfFKbgD+aTmCiUvJCIMyrIRmd/aBJLgJ1zgqSNvHkYhcKMc95zsnwFwN/KEQ+8tHsvfTDyuY2Qjgoa0CjXkg6noOAD5yL1aB/tDjZ/drrBCtUYN5jYRVgfqSOwGdX8DeUKn941qZJR88Rqr/Jdqb9tkciLQ5xCUwMUZueuaKFuTtQtJLPKP62i64LGmuabCC5wyXEfOFNISPq8N1fYVQbV2XpROjeTp9bM9ZDXRuoUWFUJ90e2hHLVA5+ICj/Xy05LcqYbVI1C2T2VkBp5LKLCKHmPv8W5Tvcolnq9shQoVKmK34kH/mlHkAxjoqlw3oTO0+sffmrcufbE8d/4g/hk/hYfnzstr61Rrx/a8D2T/guEFqC6q8HglNbeEQU3/NAVuH8ldSNhFYFuv0PvnuOB4NNSngDVFwoglxlrePgfqj8KFkXSx5uhkA/du+slMgD+YfpB+MxcdE5lr3jjth2eGR58Van0oPFLLRZJF80nWtQ75hZ/RtG+PA3gq7QdTB9iomvqbc8Le9D/9BC2RU7APzNFmgzVoNE+etwqaNqCFCsU2IqGnYQGyxTF99qz2gloKzqO8JhzfOjpNJlm3wgvAwf4Aid/hZvjCuUXLfDuwhE7D+Hfcy/KesaROzRqLENLsaV1apij9QftYkqvI1wZaWD85609IMlnUtk2ePtvsDD7DwCqDQKcmGcgIOsfWM5H0For4W8mSR+qIIv87XSyy/oD2nmd5zyRb29d+2X5bsH7tE+eMpVjnq1DhJEL1eKxkHEES8pf5r2wSX8/h34LlgE5BhwLeGPJmGePAvbWfxAN4IaYePTVP6iYR9q3ziB0C23pCSHun25eK1PUpkuViYV+yZY/xoILGST9DeJFKF3DiVtDitm7V2OdChRf1t5sG9uI0fG/LOXjRdY8lQvwUkueTRI55y7gI00j30QzTrvRbM2uSOm7bn9bxnBxjBT6W3QRgH5LInRPIC38xsqAodpEJpiy30w+Q2sHQWHZbJFLtnQX7xva9fHcs5/33ttNslf0maeacyOumpFP7wmNV2NZIox4BJMGcQaJppTkrzDFKGHTeJ9TfKj3G5snLfdtoodyd1uuRMmrhvH0d5pOmHIC2ueSwISwecSShIyHrRi5tP73/ShI9bR/7S0IbGWKb608zSew+UIefgkSJkF0E4Ta9Jk4aizaK/CpZFxdgdJ6I5VvvQzsP2G0R8v3Tuni/6uKHvbcsqbN1nIRoobYsTDGXQx8qLA4nvdh2UiOGn8vFmhLpS8E+s5xcdXUcyK8yMxQ5hZ+zga/j9dg9sx14BpnG7gA6tXUeQmQzRPwKA2x0q5zkzqYWWAgWS+IiZH52SxAsJSSALqTukJak20KBlu2KkN9kv97eRTegwtPc8WQXeJ08AqPN2/H1CJ7R3k20NuALtV/Hpzb/bvJ8MxAJzDEUtPYj0wbFSJ5j1qmLOQy4wecbyMhIhMQ3jn5x1o9rXXrMYwDuSetlbj0gITE2IbaOg5IQb5w0ITr9zVRA1HFUcy6eh9VYWH86mxrBRvCDbNN6Y1POEuRI6mb+QSAZMy7ENZDXhvB4hdWW2HMZR6ZFZZseGef9ocSAdYTM6wjVntj8ekaw59PCVAmWmHmBUDwTShsNU8lfGYJGzMdJSoRBZKkQQoid9kMBXLxgKd364WkNZ0mmkPjuDZD06PuX102fAwAdc4g3X1t4Mju1hjaNgZoJ22dNA7zYe8gubFmtn+2f99yz7lD/48D+ChUqVMRuRaOFRCalZq3ITt6+BNRvg8KAPU7Nl7i9AXxxxxX4O/wipu8/JdPSPYNObR0RJGwOupK6MpV0Yx/WhLMMFkvqSOh6rKfoxW239/I0d9N+eKSkqP6euZgldf1Et/rKqH94nXrwtQuNXxFBjs1/kqkI+WepCUweWI97N+1I0gPcjEw7pAISf+9HJuhHSMgENXckFPytybUbUk8DwBnADy8bwQTGsRpz2DzzDIbmgIG9ALYgEfoeS/vC5OI0DVdfPLatplw2UqVGj+S8Y/PiqSmgnjfNRalx0DQuihHkBUw1WSUR4/nbsO4KJZf8T0Fcrx0JEE3m1Uye59Yy2xWq1VC0kGj/Nso5z8k4hAibLtzpuYWCagB5La5evy6wSc/bXSgQyDvSCdQ699vttr6OlAVISJNH6qhNs+aajNo5XM/a0jZdDaHs10igqr2zyLUJJGkRojTQijVj9DRmdn7R97XN4RiCBkprd8x2VH5z8YjHhPqk92038qfbdW605TyCWKFChRwqYreSMYd8hHYgW+XWCZ4TcMgsQpPwclXWavIo5LwU+Ap+GY9970UZmaPGzouEqe11I3hBUtcNi9HAdTt2sYSO0TDXojRBKCJqIaLXjyfZEyBDBC+khSoqk4OS9TId6QXdji87WJQmegykwkNtUyFNk9X+aKj7ZvY5Or0GE5s24F8uOB8vvvHBLHAKCZGSljFkzzPJygwSjRGfbS4IcY6IzPFnAAd31LEfG/Gi/Y8B9yPxg1O/3qeQmGEeRKaZ2g/gB1KX+pBZv1/P308FO6tx4zF6eUnoVGNmzclUG2HN3WxfhuQYTyvnCa4ENZRAJzniNVAhnddHA1p1u/XVHzKS9hg4RYPkePch4JM+S+payAd4ganb+l2xnTgz4RxINWzHCs6JWjnVks3HeaJkI1ECGaHzTD8JzVE3O5cRPCVZqgX0zCy9pO2hvmh/vf4wRQSQN9FsJzbnGPB+4X1GhKJce2THM2G2mtqa2c59GswnpPnz9rF/9l3gafa88+CxocUv71xOElSmmBX6hYrYrWS00JkOzRO47aSpQolO0GqKpKveXMW/BHj3Cz6J/+ffdgFPI9PUHUB3TV1oX+h/jtT1StwWQwqIfvjODWPBppfdCFxZUtfrUIRe5Pb+KkPugjgmv0MHLHZq6uX4PvpJhgRpb/XZrkoD+WfFaOzQHMA+bMTX8Hq8eMuDSZCSg8i0bhTCWd+M1K/bGFJfE1lzgWdj8t3cBtT3AmO3NjG297HEtM+aeFNDNIWECI4gCe5yNzI/Mp6nt8IfWkRQMNovF5t0zKgd5HEcB5tcXGGFRoXVWgD5BTI7XxaRdz2WZI7jrcI1j9Vt9p7Q9oGM1Kk/FH+fgeya8Prw/lFfLSIUGRFIzGy5cMDz9chfAcEjNBiLR4x020CU/afWT9MwAHnSpPn1bM481cTNA4hiBM05h4eAOOrsDwPIaBoI25ciDWLufJ1gJqo1bJtjamqEkPsEAvsUlrhZC5wQ4Q8t0ukisd4b2mev3hj+uQB582cu7FgfUU+O6cdrvkKFkxAVsVvJsMKFTsCqadNVXSAfka6FRAgYleM1AubGrP6/uvCX8JdzvwY8Wk/I3AEkxI5+dUUELjb/Q/sB5AV/e8IWSxEUpV9aOuasW6CfliVvRQQvJFwWbevWbojgWYE2JAQUYilMMJcpPEHd7vfGtE3o0t/TwMTEBvzz+E8BP4kk4Xcj/VBbR+GdQhbJWA3Zc91EMh9sRkLINgPYBMxsXIU9Q1swifXYiH045/FnMtM+a9YVI9MOzSDR0tWQkAFLnEaQETSPDFly4PnRTUu9PFZ9fznPeeZqQH51P0ZGtqwlA9vzoj+SdGnf1DQxRp5URsjIkdbHudlqMDgOKtSTcJOkkYiTxO9HQu5p6qokF8i0siqYO0FScppLHgd0Ruy0REH3WX9BQUd0TQ9pH7xE3lbjZ/33isw72znznIAtWp9+d6R2iPPkVOsLJVD3kEvhIAnMSe4G+IwSLRQTJkvGvSnVM69V6L1QRCLtO0jr9FxAtE8R8vc6nx3ut3OLfnsLYhUqVAiiInYrGUfTbwoqQ/IhaKZlfSM8oZzCgAoUdQBjwEO7zsTv4aOYuu/UzPTSI3VEbD4WnmaiowAQ9q0LEbqy5QhrjrkYUke72EH0ZHppYV+mvXzzd7eXX5mXY4jg2fpDQqKLIvPaxeQmXChC11ujZS5imgwdrkJKmZXo9DmZn1yLJ8bPxl0vuAAXjd+fLdJoIA41TaQ5HWQbv0eBY5cCXxv7OdTQwh5sAQCswWG8dM93E7NLapk4j5DkcS5h32mGaX33SEgUVnNHWO2VByVQrMfzpbMLXtoG50sgW9BSqAbBCs4aYdMumGn/+JlDWwuaa9sLQ68CbcMcA2TpIEgUH0FC7NgO99GcXjUrkdQHOcZ7xrXvGiSF8HylPEIgdXpECRASJ6Rudi5JCRDViolgKLqm9bEDEnK3Nsr22/KKAfs8ojONAzWETFrObaG+aXvcT83cYAvAjCQw1+eKx6g1jTdvECHyZhcwLCxBV4sdXRTo1qbewyOBMtoOF0tCdYbmzpMQLaxCvAzMIFtVgvIVj4rYrXRY8kShx644c8XM+p5QSGB4cZo80VRrI/AXl78Nn8IH8Nh3jF9diNTZvnl9DZI6T/AvQ9a8DpQlCf0wxRuU70WQOkUZMucRuyJYYh/a7/XDkrkyhC/4El4Ob+dervsCEpYDneNsnwePFPO/Ph/8PT2AydZ6fKH267ho4/sTc0wGUaF2RbUsaipFEtQAsBm4/Q0vxj24EIexBluwB7+Mr+CUO6aTKJi3I/MXY9Lx/VKn3ncketT+sy1LnpjygFBfQp6jEkYrvHLu0tV+QrUSJDZ6vNYzkv5X3zbOmzDlveeEBJYBV5TMaps0jdyCbGyAREPKc1VTylEkGr69yMZlGtl4j0sfJpBo6mYy0hHV0juUY6/EziO/PG9GMfb8+zyfqZB5n92vi4m6uJjCauaOxcChmdQfDsC6keQwa/pIhLR0NrpmKO+cEjprTsn+6H6PCHrbumkT2/50rXQGGgIG1/Fgp6NK7lhG7099z0bmt02BFKpbwfJKrjxtnUIXQ2w9Re3qPdHNrNTiJPOxq1ChX6iI3UpGDH/lm9s1JDGkrE6gJHH8zZW6UQCbgX+4fGdC6r77okxT5+WrQ+B3kfzesd+aYJYlZieSJCg56FMqA281tiyp6/WJ9shZtz55JESPV8HcRdF1PRFau24ILY/3WLxoO5AX0uziR5rLDtNJdMz7Nu1ICNgjph6rQVLND5A8+2cA/3T5y/DP+CmsxSFcgu/gslu/BexJ23kkLa+E0WpmOL9YokrTzNgcQ8GVpqGq+fJ8v5QMWD83hfXdswTPgvvpo0Y4WpqO9ux9rwSPGjKSO2rqtiAhxBPINBgkv9RqxulvjpES3eeQ91ckuZY5foBaHyXzHAOdj/V66HMaynlH8gk5zgbBKCJ5ahKrx6RtDCiRTrcN14EozqJSAp0+bgAKzSoJmj1a37uinHqehjCkeYtqiU/c7Fy4D16ag3a9cUrGNSqtXi8L7qcm1c4ndt7l+1819pEpq8fCbFONsS5g8DnzCB/r1bQg1gyackaZKdXrZ9EYVahQoSJ2Kxqr4ZtfKqip09VwddCnZo6mnHwJbAT+9g2X40P4eBIBkxo6kjpq68qkN/DIXt8m5VBFxyshOR8hpjLoc8Jy7wn1SF2ICJapv9u1KENI9H8QZaOcHg8s5DotIjom4AsoHmEOPS8pyTs62cDjm87C/3vhpXj1HbdnZZUA8LpSiOcc0QB+ePkI7sMOfHDqTzB4HxJCtzfbnxMaWScF+jOQaI72y3YlIkosuU19yvit0S9VsCXx8xKFW+hzwHPVfdxutaB6TYpMQkPbrI8aNYREqhHFDBKSTM0gg71Qezch50B/uW1I5mOO+z5kY8r5m1oYFeTlnI7F4qulUSxD5+TUkbvmHrztdiz1v/WjhGxPwRxuw0OdUTDn59DV1JEIBUYBEDSbbLdfAC/fntdeLrpl+m3JHQO4DGgEaovQQgZke4igeWWB/HPlLSgxv6JGy7WmllFgm/bbElXIMbqooybE2m/62urihF1sOIqTCi1EWLUMRPLWMuhDhcWhuoIrGbx6mlRYhSTrC+G9CLmiz0k9ndg/f+Wv4PfwUTz9vW2dmjoGMgjJ6LrPExpsmb6j36ROSUBktkXoi5ZO4ZE0vdYhDV034SBE0LrNAt2ulafh6DjGkroiRrnUWrs+k+8Qigix1c4BvoAWIHeTU+tx3eg78Orzb0/MMdXHlnVRQKN2KjX3m8R61NDC4D1ICB3JwwSyVAHURLWQaZKeQ0JUOFfYPqoWSM+BGi3mv1KTTEvOKFgelLrUb5Aw0Q+DmmLvv/dMWM2TlieshokkS4VNml9OICFnSmz0UEsTTwAAIABJREFUW+ulsM1oljqGmhyax1lT2LlObdbgHDpJFgnikDk+hBB5U9jj7X7PlBOmb+m++TkE89cBcM0lVSNm88TZSJXU3gHdSRyiZEYPpWmw/nJF/nRe39pBVOyChLTf8Z9lQ0RdF3Wsf+WclNH67f3N51/rsG1wIYP7NIF63ZSziwdclOCCg5ZR7TvQOS6x2V65glWo4KIidisZdlLU7ZxEKYB5TspDUobmUWPA7e99MX5r6v9C85mxPJnztHTex0OZMssOGgwFzu8+kjmCAnBkPgj8LwP7clV4pCJUh0fgbD3u/4Vo6haSRL6XepcYRSvpdrslJN73NLJ7YxpoTq7F7tHtePLyU3Dmf/5hUobC2xASrRqJmUSM/N6uc/A1vAG7cGNSJwmT+udZ0jSDLIjKRLpfTe+0/zbwiNahxDNO65uRbSzPlXoGX9H2SBJJUrz5j3VYlIlLECJ4RceqkEut55Tst5owuxijfnYTCN83jjlj2xwzzkhIVDPmi3GiwdNw/bnzo7Btg+x4c0PRQoXdpvsK1nHYr3bYfzPWSuj0d3ubqZf1qHaugxCmGkAb6bJN+OR/hDxxC2nuFoJjcfoWYboK6wdP2LY84qUBc6yffSxlgPwzx2tvTUL12YYcp+SNixre9da+6jZPk2jbKfOsVqhQwUVF7FY6rA9KSOjnZM/V4ToSn486ErOhGoBx4LHfOhX/E76WkDolc0Wmlwq7b8FEroxA71XcDyKghI4pC4AlIXKKbmY59gVp94dQJHiVmQE8TYwVGBQ5MzpL6kJRTkNQItav6KW9trvIaTI0dqEy/G8hycoxOYi9p27Gp4Z+B3/e+GCiVaP/lUazm0Oi/doG/NXLfwn34ELU0MKL9zyYJz8s75F31hNLWevjQ8GQUTMpeIb8txQafKSGRDPIZ4GEUxM2kxR2u4V4HKF537QvAdPA4HY7pzG4DIObMC3BHBJtKLchLaPjoloYT6uigra3QDeSfoaAgeeSffNpPVH6HA6kGps2KdLjlVhrpFFPW2P7VjT+3nxj/fO0PkgON+RTCnjBSHSb5qrz4JlfDg6JNi7qnNmV6JHc2foYmEVNL3V7u3ygb+0yaeL0dh943/KdrYs23E+QCCopi5AndYTnd0rtm2r64fwnPK21lT+43dZh+w1kc4W+18qQupMwcEoLNaxaBoy2SlC+8lERu5UMOjFT26YTqTW34QRMcqd+Gk0ALwWeuXwUf473oNWq5bVrTfPtQYUdj9iFPl1hCy21iV6EvgVB6QX68lP/IxsWvVdtnVc2RC7KQIVrT4uXu1wLDYYTwlKTuSWYDj1SZ29pu9rtPRf6LKYLLVPPjOO2M38a337rT+ClN6XpCVRIGwJwAYDNwF9t/iXsxo8DALZjd2JSSYFwHHnzRyC/AMT/XJm3xAPIiJ5q0ux8QOGe5l4sR9NMCv2x/B9P91tfrQiZ9lCDgWifrYZAUzBAyuh4q0wzZ8rYOXUjkjyAo0jGk0ncz07Hgf0m2WUwGqBTm2IDzmifNO+o9sfre5wFHhmuZ9o7kpE4fWcwguaxGIjnsv+5a6r9sX0oM3dbIh/wZ/Rm2YEo71cXijTZNt2MMkLlBUUJoa0xS8fSml56+ffaw9Py/fmAPLmzxNMjorMAMCe+edoQ0BmoCPBJmSV0vJ89gqj7bXuEd5/p/WHNJ2099r2gxJHH6POubdr+2X6fZD52FSr0CxWxO1nAFzJt161mR8kd/epGkQkbjwOHsBb34icxeWB9JkQCnaQu9G23lSZvirIHeOUWQxwY/ITE7jiSOsJ7ieqKJkm5mn51e4I9EueSsC6wwmS3FftcB1YCQgO5iCnSI3VF5eJAObtoQrPMyUHsed4WfKb2W3jp5t9M9p2BdtTFv73kcnwHl+AIVmM1jmAtDuF/xpdx5j/9MCNTDNQxjcyMUJ91a5qo/YuQaAo1Vx2FS/UlCxFZmoAzuXqqWWpr0Ug2NTgLEaXH0Y9NyZwKhfqf/dL2dfHEElCWryFL5E4iyQAoe5BoSvcjI3APpvU8l37zGZ5Lj6HwHTK743nY33YhhX3VbS1gbWpSGbfy0SCBhFDMphqiYVk0iltAlF7DAfo5sn7OPfof8l+/FRy70EIF++yRWXT626k5pu5XkmTTDniIW0mTXf3sTNmiJOmeWabV3PG3l29vXu/JtO4BL7AI3+H6PGrQs9A5ha4D93n/u71j+B6y7399FrkgZEmbd/09/1M1+fZ+n0Q4ilXLQlt2tHJeXPGoiN1Kh75Y7cq1Vw7IJmR+TwEYB/4AH8Hu1nYcnV6T1xDEgY+t1xPgFkTwejXXIxYadIPRLKP0eyB74SyInPYBIWFfv4u4iBUAEfi/GHKn9en9AqD/2rqlwnGYAotIXVGZ0PMkJpkHnxnH909/Pm694GIcumAEt+Gnc4e0UMNZeAKvwTew7Y6nk0ArQEbIDClo94OLRPxNYYrXnpYCzJfGOmiOqYiQT50AZBqIMeRNEMeQESLPd0cJ55DU442d7VfomVAoERpHopWLkAjOTAjO+vkdI9PWMeiMR0ZZP80fQ4tvoT7qeVohWMaH2i5rDjgfoyNNQDCXW4z8dfHIXICQ5YTu9Boei016gxKPnUbG9HzreA4MTEKCx3PyzDoVuTx6cXaMEji25dWhScpD8CJmEkq6h4eQC7AyoHO/kmzCLlqomTGQPbOE1YRzm5bXei303rT3g50j7D3kLVJAyuh7xYLbtZ6TkNRVqNBPVMRuJcNGnSJsUlJPeNccSgBwCfAAzsehybVAc6BTiPQInSV1IfIXKtMzyhA+a67XjVCQ0JnjT9SToS+4kEBF8jQC//qXIRG9wBEeO4Q695qeCEZcFmUvcBlW1iO8YQk1EVqkaZtk1vE4zsb38Xw8H9/H6lQafyEewBCO4DVz30Dj7qOZRokIBRdRYZDBTewijt5zWo8116MwOYpsGMeQLCRRECWZY59m5LdqIUjUNMIn0JlKAXIMv6mFtGZjLXTexxROG0jMWB9CFqlSiTDvd2ruqK3Tti30VtKAMB5BqpntlmTZY6jNTwl6pASiCTyXHj+IThIBGIIifohtXzOmT7ACPsw29p2w/nQhwd5BKDE5gA4/NzetgJBBDYIS0uSxH7TV8PLnhUxC2Y84JZpegJXIbPP60Q4eY4mZ9b+UgEi5Odkby5Y5jvXQlNOb0733Tmz2sX01k9b3gJ0LivrF40JRn7stelSoUKGN6hFZ6fBeojPwo9NxIudLmmZFo8CXtr0Rh7AWrZj2LsgHa/BMMfm7iKyVlu2thqcIVpIogtXieXnoGCQl3ef5tR0vjhIiaLZ9z+lcy9edY7x6urVjy9kXsb1PACyvfHWKstNdH335PCGpTDfKPGPp2B+aGsEto6/EduzGHxz8OAYmkKUlUDKiPmyWODBwBtC5ym4jUFoh3tHQuMKgd/+wPZo7TiXn1CaVBAW+jUh8Celfx36ppkAj/Wn/uQ9SVudPjgNTFjyELPiJnneMPOGdkQ+Q+fGpf5MuslFoV3Kr0MiDen4xOucmyD4Z+7iVN/ObB7AGqZZJrq2SoqgmedUkAFI7fQLP3c43RY+6ECsXpg6PTGk/2E81Z9Tz0HMh2DajgZLcDYSIUHqt9DhPY6dBXNjeoBnbjqodDd5glJjFDmqaAfrPp8+wHY+cptESfXtOGgxHFwKAvH+efRZCYxNJedWihQih/c3zazrHeG3bOYQ4ySwGYze6zYnqR4WVjIrYrXR4Lyfv5c+y9K3TbRuBb+JnMIs1ybacRgCdpM4Kmd7vbvtd2B1FjMp7G4QQInMRcv50oRf9UqPMCr8HG+FU6/JW9RfalxCZ0/ukaxtLnZuuCIu5qH28IUKCT9Ftbp8n59lqTq7FfaM7sAdb8NJbv5tsp5aJizjangZaAjI/u1FTZg5ZagHtu94PdtXdLihEyJNG7iP5idD2CWzPW+OyH7JtIzJrBN77TGauEWUZdCVGPik4z0HPXUnpKLLoltPIkzqCCdR5riRzNA3Vc9RjVBPBsbD+dey7N39rsAkdc01NIOSoI4k2vwPaJCAlC5QtmXNQCRf7aOdJb+GiiPwrnPvekihL4uJWooWMW5m55nx6PYaHku1K3jTC5eBQFjW0fU72HAL9IVQzB/iaNyXMoZx2cVom8rR08rzY5Ozc3l6g0W0hmbxl9tlgJ91keZ2rdKy4gOH1z/bVIjL79Jxsex5ZrVChgouK2K1kcGXXc35W/xKNHEfBRs2AzkiSFseo4WhzdXdSB/gTtcLb3wvB6Bll1E4kcobM2RDO3arpJzxtWxE8oZHHK7mzgpcVzHMaNqfuEFH3iF0O1LwWsZUy+/uBxU5v9vg+BtSx18MTlD3hyLsOk4N4uH4e/sumX8Obdv7fGLhZ6mFURmqiKKzbROZq2hgh8wPbL/2xq/6WwCkZ07lGy1BTxXNmtEiSS9Y7hMx8kpEn9yIjcux3HfmAJFy4ipEFkmLfacoJsz1K2xgH8BSAe51jqWHgdk0PQV8/JVw8D32+rZbUIuTfpPDM15RgOwQqp8mS+kmCcqH/2YakSuAhOZ80gudo5xjv3Fh3AawPoJ5DR/AUoMPkdHjIJ1oMggKkmjEk59M+J/bdISjWVw9ITFsH55JANV4kTpv+wEJ9Awcj6QOQf1fz2nnPmuenSdh7Tf3fvKm35ZSRMWi3q/UT1DwXXWPti0cSuVBiFzuK7qkKFSq4qB6ZlQydXCnsjCIvbHNSZ+Q5XcHnJL4xiYjZQgTEUaf5ZUhbAOd3aHWuFPol7Nvb2phakszZF4u32rxUKEvo9CUY6p+Oe+hFb4mDhrHXdvi7SEu76OusHVmKwV7MtHacEpj3giJSl17vo5MNPLzp+bh67Dfx3rOvSaJJkjhtTOuhDxuTkKsZIPPChcKqM0E5NYEcYs2DxnrYlg29zuO8QAhMfq71so4p+U/hs56Wn0j7RmF3DMm5N2WbJmseQ2JmyTGk1o3mq/T/Uw0fySR9+1iXmkNzzFSLbgmxhT7TXt4xjlkIngAdJ+SCvmZRlJj5Wa2XBiLJkTr2aS6vOWubLlrNa6iPRQTWHKfteDnh1E9O+zoIYDYdg2HH9FLrVjLXbj7kb6cRJw1Yfrjmaz/VNNMLqqImo7PNTFuXI828zzxtu94ruo8LC/pc2elVrx33WdJmNXmQYxR2EaObRtYuZNnnqwyZ1P6F3nMrGC3UMLAMTmo5ROassDic+LuoQv+giWZ1UtfVYitQRcB3L9iGAxjHkbnVQDyQF+yLBHor+MP87zsR6BWinSOZCZmpHm90I5HeyngIIX8776Vq27B98JLQe9c8iAGEtXaeOWYZCbAsFjudFSUlX8L0F2WfD3sd9LpPAz+Y2YxvNF6Dd2y/Do27j+LWl18MANi5/07gDuQ1YuqHRlNINbkkcVHNAAnZODJtmo3YVzffQEYaqc0bk7a4j22yX3rPUisHJCR1f3K+bWIGqQvpcZuQaeG4b2Naz/3IcvbxYzVhrEfHnGHluZ3aR9VAekRWg0voPKztDZnj2L5FSOYywXBUG8TojQrNE9cmODp3pP0jOQn6o0GOCRE8bncIkzVzZH9pNmnrGkirXDeS5uubk+Ps4pX0P4LJRxf5mrQ2nHNpH9vK/OK8SJ2AT+oI9asjIcyNr/2287feL3qcNQXWwCpaX+h3C50LDNoHSwgj81/7oP2wY+nd/zX5Dl0XJXXHXZaoUGHloCJ2Kxney4P+HISNHqfbUgH+Nvw0jnBGpsDYTbgvInVLhrJ+WvSfW5N8jSCcc0e/dQW9G/HqB7wXbrd2bf+AzkAL3gtX27EvZ/5eSARUF0ruymIxBG+FTGNeN0Ok25bXMfdyGwKYfmYD9mzdggeGXoiL7rsfOyfuzFIWsD7bHs00gby2jURKNbt6P+iKu/XzoXBHrUNIWLT36WYkppDWTFJvif3ICBbbn0j7uS499jQkhG4zEm3eBJI0D/chr/1T4Tg0j+ltqXOIBhOJkU8NQQFVERL0uZ1awpDwqmRcfdZUINbiMToCdQAm0TYJFM352f9QDAe7zQrnRYRUSJ1qp9TMMaflKnikB1JSNtgAhlMfxzYJFHNgN6Im67Vmg/Z/wRwc1RITTE8zyP2ETY9AqAY1l1fPEv854FjTIdaqkdPny37rb+9doNvtmIeuqSV1uo3Q+9jKEjbYErXq9hy1fjvH2G0VKlRoY4VIRBW6wk6qOinyxU3/kinkghzsxWbUONuGomB6q28LIXWl5HYlcL2wq0H/t03oXaa647kqaNvp1q4ndHrktGzbJAux80HB94LQjZx70kWZcv3APLL7xg7iMSxKa1ck9Noy2rQl4AFShwjA5ACemDkLn2x8EF+68ldRvxkJAdIIdOpPZ+9xkiVum0KnRs5Gv1NyZBMqU4DjXBMy82oiIV5jSDRtDFoylP6PkRE+zk0qWI4iSU1wMK3jQmRatKeQELo9ch4e8dLzm0ZeG8nFIZZrIm8SqpooEkAgT8DsNbWmbGzHavcsIdT/JJhxfrvVdM3OiQkmDKkimbBpI1p5/zqXMISIsH10eF4FRGsAGbkb4PvKHpP295j4/w2qCXEL2T1YS1I0DNoFCDue1ldMz6ELQqkYQrCmn/OxiYSpuQ/T63rMjrGaFrOvul/Lh3I86n2oZMp7JmzZ0H5LOrU+57w6jrHta73q+6f7O/y7VzaOorYszCCPLoM+VFgcKmK3kmFXsXTFD/Bt7qfkmAjAaBI4pYYYcxo4xRPyQ4K/okyZIMoUpuBtyYE1o4vy/Sm6048niesn7HmVGXOPpJW5vr2Sz77heE9RltxpHxZI7kL3n0fg7JhbwUrLKcFJn9vpZzbgf2zdjk813o8P408SsqOnoMIr5w/1s2R9NMFUnzL2rSG/Ndk2TROBfHRFlrVJuzWqJJDMTeen3ySV1MJFyGsptK9j6XFRegzJ6yNISN1eOVePdPCb/VLzSgZoCS1q1NLzH0UnSCAt8bPCMLcz2buNLOoREtuf9PyYmNyLyGj97NogYa4jf/1ggnoUwdMY6fnK+LcJpSFtOY2VffTkvnFD/XN8LOHhvWzIb2GAD+2/oAyRK8yTJ/sHh1JSyvP18sFFwMCQbGO91Fhbkm813RZ23C2ZV5JnCbWWDxEyNUn29rNefea5QNVtmi+jQa5QoQKAititbChp81bbdCWWE/U4MnIXAdgO7MVpmMAGNJ8Zy3xXPAHf/rbthbAkJKAoyIXs05eV9iXUp+VM8ryVV/sBfDLrkbSi6wynvLevVKeX64CGoOQOyEuZi9DcKTkLzbxFBJvHWZ9KCkdNAJMD2DO1Bd8YfQ3+99f8GRp/eTTLXRkjL3zp6rkm8CY54kIQzQxJYurI5gkVqglLZijAWu2Sahs5HvsBnI2EjEVIyBlNJ9OFKGxMf69Ly/8sML8lzbV2P7I8d3uRj27JtnQsYfapnxHHyyMiVtAmYtnn3fqWsGkZztnat5p867ipCadeVyCXpHtWg7kI2ikA9LytBiREKO28EiJiMGWtGameI+uwpDYwdbTNOW1ajNACin1Hdgv24bQHJMTsuemEHK9tdJYLBU0BMsI9O5doEqPYmFhq/6y/nJJAS8j0fPTeVcIG5xh9fnXhY84p5/mm2+dXr7lHuormPJ1HvIUHT5vXJcJqhQo/qqiI3UqHnbwpxDEHlYKr71wdrAHYAhzBECZmxoFJlIuGaV+8IaJwQsCBSIXv9egktxaLIi4nGFbA15dr6LyKrlfou684kTntFgNKIAsgd91IXRnNnfeskeRRyJoGmk+P4dHRrfhfhz6Lvzz/NxNzxAb8fIPefQNkBIcaK+v7ZUkQzH4gI4gS5CJHHqiZ0Lb3ArgMiQbuKWTpEBoAtgHzO4D9o2OooYX1M1MYmgMOjI1gqDWHwXvmgduRD4wC6btqNDzBkyaWHuGwGikFx9Ca8mkIeNu+1jeKThIVuk+sEDyKhGSn9TL8P33sBqNOTZ3mdcu1oe17/eF2/tdAN16/i+aOkOBPYmFgE5e3/dLswgFJhSWqtj17T0h/bVsMusL/ww7J6aap02TxuWN4DjYtiEeyvXQAhE00rr56WgfLGs1sbhyUHIZSAXn3pkc4tW071pRF7PzC/d7Cy0mMVnBiOhH9qLCScZI/Kic5VqXfnBgbSHxBRmU7/UXUtIpR8DYC1257K/ZhIw5Pr/FJnUfyYH57/+HsD+JYtwI9YBBtbct6ZL4xC+pXD2WOB7wXq/cC7EZgPWLn7e92/EmLJUx50E040jL22kTm2z6nRB145t82457TX4K/ePnb8L/NfDFLc6AYkm3UfpDIzSAfiImCo2rAhuQ4IL/iHiHzUbPm33qOdtsoMLN9FfYMbcF5m5/EwIXAYxtPRQ0trMEs1swdxukPHWwT2pltq3AEq3HK3dPArc45av1W0AXy4xYicTZaqNVoaNnQf7vN02ookbT7rDbDaqlSkhy3kIuIORglZK8wAqSF1RKyr7YO9X3ytHj6v4gkhoig+X8sPb9cSgRtx96HnkaniOClYz+Q3vP0+8sR4RawppH1hyhKb2BBjWr7HFrI3tEkpKql0mjOXmAh775GYBvg318hwqjzDf9bwqflivwYWYfmgCyLEkF1KlSokKB6TFYy6gDWIBOimJh3DlnuqmlkK+ejyEdv+0Xgb/Am7McmHJ1shIVFj8TB7AsRvgVhodocecONINPWle1TN6K6nNBtRb+InIWIg34vCjYiptehlai1W+R0GbpmVgi2nyjwuyn/1SxqGsCBOvas34K/abwJ77jkixj8e+QFcArb/E+SVkcyT2hkS5I8DU6hRND67Y0ibyLIhScSJJbVeWtjWt85SKJ67r8/0didAazBLManpjA7MojG/qOZFnAMaDxyFI3dB4HnTP363NvbzxIJK4jy3KhRtCZwjgleB1lRM1cgr1FRMtnNjNBCg4qoSWZ6PZnagNq4+ZToBv3rtF6FjlkZny2PEJeBtsP6eF7pPiVQ83FCjAajjIDl6tJopcYk+FgsgVn0GNsP2Ue9fDsfHn0+kfc/ZOAXIqTBi2pAHKXXiObOIZIP2af3rE114F07u/Bnr5EqhywxtO+Fptkfer/YoEb81iAueo1YfzdUCqQKFXpCRexWMlYBbVMenTw1mTDNN4aQjyi3DXjXjj/BXmzG5Mz6cuaX3QicN0mXIgrdCpW9TSVnHbV1tt/96M5ygrdS7hEIj8B1I3UhMr8ghMgdsLwIXkhb18epsowQHLpOIXLHuvh/Gph++hQ8cN4L8b+MXoO/3PmbwN2mfevzNgq/P6qtUyFTgykwgEiMLEE4CYgXiXMzEjK3Ge056uDGOtbMNHHRnvuBGnDwwjqOYAiHMQyMAocxjENbjmDj1EEM7kaSm49+dBRwrW9QaNyU1NXkeOuzxT4Ttg2NOKqkAugkvDye5IKkWQVgSzy0XbbnPafptrbJoPO4rWn42932tIxHfEmcQ4tLtrztuzVH5Xa+p6RPSq7WKKlWTZDex3D+RybBul3g0P44PpkD9jxJGodkf5w/jKkk2lE802s7yAIaMIXb7NygfvJw9tljLez7wW6zBFC36wKEfbd41139I/We9uAtjoTq7dbXkwSto6uAoyeexbaOrupeqMKyxkn4ePwIgSvenBApWBGbkZG7BnJmVPNvBR7AC3EYazDXHMqExIUQuLIkz4XV7ixEyGfeOvGr80wwidBLsF/ljzf0RRcQ6tr7+N0LqSuzvRRCHbNkajkRvRAWESHTC0QQKmtXv4HO6+gFMWgCmMxMMn93y4fw7x/7eBJsxNatCz8avGMCGdkAMhKiUTA3I4vQtw95004V/seQzVFnAE9uOQVA4t97BKuxEftxyv5pYC7Z9wTOxiyGsRpHMI4D2NCawKnfnsrSHkwgy5NH4mifAyUSkWwD8kTLvgWHkGgA7XjTNFW1maHnQSN4Wr9CIG8NoVCNin1cNGAKy3Ibx3oo9dlqJURotpnX1g3y+qk/mm3fLuiwHeu35REzHUtddAilO9B2Nb2Elk0J0IAlQugsE2zDnmdo8StkRqimgNYc0hkzTSUxoObMHkEEsuunfquez5qOvxcQxpo9wvzXxQ09Rp8bW9bWwd+e9FhE/rj44RHsXqDPSIUKFTpQEbuVjNXIBA1dYaNwRgFgSLanplKfHH0/JrEeh7AW89PD3fOY2W0w+8qgo9xifetICITUjaSfft/ZZes7ngTQaiKA/Is19HIPkTlbLvS/K9pr7M4+lSBCWIlEbwHodk/Z6+td56b5b4lEapL5zcYr8e2dN+KlN343n7Rcc4bVkC2IDCGJoNtEltKAGq2Nafl1wPw2YPAggN1I5hv1730B8OTmUzCLNZjDahzBEB7FVhxJJ6S1OIQaWtiMvaghBmKgOQbsxybMYhg1tLAdu3HKddMJIaVGcQqd8w7nNuvnp4J5URQ//YYco+PeRGLmSi2KLoYZk8h2/+bktxJktq3CfpzuI8FRQb1ljlHQWsMIugN1YC3Q9v2KNNCJF0bfO3/7P3TPhoR8GWdNTN7hM6VlvbosAQ+Vse17ZK3XerjNLgrYemLZr+eiWli9p1ifLs7a57FMf9Xn1fbFHqvnpsGUetGgFWkBWecIfC0ozahtXaH7KhRkp+iYChV+xFE9GisZ9HGhQMCVdyATIpgjRlfozgDuxkswifWYnFgPTA92Bk4heiF1x5PUeCZzEZIXip7zce0T/FXKpURIEPLIW5nffcViCR7hmUeWIXt63FKQw0WkPuhFQCY8Is/t6t8CKTOd5Lab2DqO6/AOvHTju5Nk4HostR2tpHzblBvIhDD6yo0BT+5MtG1nHPwhBqkB/Engu1u2YQ+2YD0msQazeAJn4RDWooYW1uIQDmEthjCHTWm28PPwMA5gHD9+8BEMPJa0Ub8PuCi+PyGPm5CQuL1pGyR0dqx0TKyGxZqHWVKnWkXPtE3xBmL9AAAgAElEQVSjjupxJAxzyKJ+UoPI8dJ5s5X230ssTbAfSvzU35HQuu05qrCe+nENAjg2gywKo5IKIGdSmOubBk7xtGF2/L1zkXIDyCcXd4+xc3aRyae2byN6qv9hSLOjmqU4UNabpuy7hWNkUzWEzGr1XGyOSD0HS9A8cqltwZT3ymn9DJKkiw5AJxHW+ux42OsSuq917rJk3qYLCRF89vMklVpbcQ3H4hOvhjy6DPpQYXE4SR+RHxGsRjLZMcolzaas6Qc/fOn/bLIqfqiVaus88taNzHnkD0750Lagtq5bUA0r5Iu2ro6M2C0X9MJfeoUn5BeV9X4fF/SL4Cl6jVy5HP35SkKFHPvsWU2dCqptf7sB7GttwsO18/APF+7Ea/ff2hm0g3VyO024mfeyAWAj8N+3/Ry2Yze23f80Dl5QxzfHXom92IwjWI05DGEIcxjG4Vz3h3AEk1iP9ZjEJfgOTr1vKtHAzQCnbzsIfAOd/n4HkRBQFTo1/2YoAIY9J5KTkJBofd9Uy6bHqVmcEqtm2lcKyFPIm8SzD1ZLo2Z8kdRrHwdNlK591zxnLXOMJQRxSvC0/pCWzhIJZPUfS895wDMTtcdqvdLWwBD8R12vp6bj8erhb5axYzeHTuIa0vh5JCI0V6qZo1433e/dl+wTNd7cp2RNf3v3Bs9D+2HvTb3niiS7Iee3Pc+QyavCvvfVekjHm4sf7LN9XjXKrN2niw56rB3rChUqtFERu5WO/cg0dXbiA/KmPWkeuy9uuQKHsBZHmquBOMpPzt2CqChC2xeNELkrEOapraMZ5mL6pS/7fp1fP+tSeBqMsuW9/6znuJO/49Vov6NxLjCnXWjFu+gYlvd+e88rid0kcPD+0/HABcBna+/Ea8+4Ffg2stQG2g/1v9oHYAQ4diFw99gF+A4uwW8d/BwA4EsXvLFN1sZxAADwBM5GDS2sxyQ2YAKHsBbbsRubWvuw7tb5RBs4gyy4SoTEZ05JJgX/BhKNXQ0JwaPvXpHWyObcCmkTuE/JnBXsaQHB4yzhogaOAVCmxNSQQWZoYqcCedGik/qYMTebpyljOfpMM6UN2/AepSKNV9H+OOsHUw2sUaGb7YSCZHiaI3sP89tb4yk7v1n/O0uGivrWbW2pSCtFImb93ewxGuJfx8QrB9lfBnw2bORVJYVcDLDPgOcnGgeO0ePYjvdccF9s/oeucQih8aw5+ytUqNBGRexWMtYgn+ZAXxi6CsjVsiaAM4Bb8DM4jDWI4xoQD2RCIFGkfdMyvcjhPcvsZTQyoq0r41vXrQ9lucVCnpp+E8VQG0B4FT5Uvhcs6hwG4GvttHIssIGyJw0saOGgcBm8R3LH560u31bgKtMNS/Cs1o71pzj46Om457wL8dELrsLv7f7jJEDIJiRmj9Q2tdL/T6V1bAP+y9gV2I7d+O29n8P3Np+Dr+ENOIw1qCHGJuwDAExiPXbhBvzE/keSY5kkPCU9uT5bbZSeQ2T22fGw2iDd3o3MsV7+V8GQwjG30cRdn1v1ndPbKzWJH9A+Ww0UEUsfVEtBITtyjvH8n4B8Soem2ca2uhEnoHN8WUbOeX4uCcTSxlyWVw6QSI+2PqsJ8oRxEuBp6SdNg5WElyV5eg4eeVJ42ik7x1mNkhJeQjWRWsZiDslztw6dZrm2n6qJ5Th4AVg8M1odR8/8V+vW8Q09a93GUOvhddPnRctazaP1t7SEMvTMn2RotSIci0/8iR5tnfg+VFgcqiu4krEJiTw5hMxMiYKDrkg3ZdsoMIs1aKGGI4yG6RG5fpK6UuhFMGfZgexvmck/tJK9VGTOa2epyR2QFzBC1/S4a+SIbuQO6M+0FJIuizCPhZO7HqHkziMw3r3iETpb1i7SKCaBp588C18585fxs7/yj7j0S/8CPAU8t3MQX6n9Mk7DXpyNJ7AaR7AtehqoAccawNvu/q9ong98dfPr8CjOxWGsSU0vR3AA43gVbsa2PU8n5GgCWd47EhjNY6cRHYFM0FNfNu6nbx0FPZ3XQpehzPNNkzgdM8hvO7+Fol9aDRvPz0YZ1MAtWqf2kf1h8Bk1MwzddkpCdX6xGiGSDiW1tpwlESp819K4wzXjGxdnETfb+7z6CdVqeVou66MGdGriYOpVjZl9ZkLPi+0Ty8TIa7CVpFuC4yVD5z0/auqwZMkjZ/Y/x8UufoTKF01NPC9LsLQe+63moB60HJBffLCLM1qPJXFAJzG15L/o+lWosIzxpS99Cbfddhvuuece7N69G0eOHMEXvvAFXHnllUvabvWorGRQELArvY30m3nciHRVfjWOoKZvS0uMPGGn7xhA8e0XYkCG1AGZX+FS3M1lVobtf9ttTyuxVMTK0+h4fSo6vuh/X1Dkc7fcEZKgeC4L0NzpM1YmP5gnsOrz6kV/jAFMAogG8ejIufij8f8TX3rrWzD2pSbW/dU8fmPnl/C7Wz6E7+AStBBh7QsOYTP24jX4Bg6NrcXf4E04gtXteWMz9mIL9qCGFrbtfzppk4tLGrhiTr5tVMW6lGVfh5AnSN4YaM7OIpDMWJNG9UnS9Aw6VqnZelvroXXa81Ahn35GPO9p+FEArTZK53BIGT2u25SoBC1Cdi/NmLJWeFYSZ4X/UH9bKZFLzzNuyZJIiLx75wXk50TvulsS4s1rNfPfPiuWFIVMNVXjXUSUtD0lzHz38r9tt+ie9a6JkkA1HW4iHz3VQq5Tbgy0v94xSsSKyK5HLNkXtmvzXnrvFt5DjA+g19MuknAhDOj0o6xQYRniwx/+MJ588kls2LABp512Gp588snj0m5F7FYyDiMxmwKyF4rmWVLQtGgKOBeP4h68BGtGDmN6spF/kRW91Pou5IeEYArJoduzC6kLCT9W+xHSbIW26b7QOFni5q0ie9qZXtHLk1uWrJUp19d7oIz2bjmiiFXo+ZQged7CSZEAxWNsWftbtXeRfE8D88+sw+7x7fgwPoZffutXcB4exl5sRoQW5tLJYwLjOIxhPIp3oYUINcTp/tVYj2fxGnwDL7r/sXadbX8vFQxVwFUB1UaYpGaK+zXke2zqUGFOBb/QgoY1afTM2yioa4RL7rN+ezPoJIMkRJyDtc9MH8Fz4TgMOdvqUpfVstg5XcmYR+ZILpWEeBEYQ3MlTSFFkI5bwOwEsLaR5WYbjDITzahpEnlrHjsbZETPgf3wiIWF96zYukLQOou0gLafXj32GM90MLSIZ806uU0116xT99n9HiFX8h0Ctee2vxrcxZ6f1m2vqSWO7Jtq/ew9Fxo7wjPP5PPBOhcYkHi54mi8allExTwWVwnK+4XrrrsO27Ztw5lnnolPfOIT+NCHPnRc2q2I3UrGIWQrvZyQdeWcpI+T5AiAaeD39v8xbtn4SjzbWI/D69fgaNzIpwkoe1csldbJnbEdPyYKMkUau9BqYQhWUA6VCY2VJ6iHyJ3tY7d+Fp2f105ZlCVwlfauR9hzKpBErKle0X3r3S/e/WUJlGjy9k1swr+Ob8VubMcshvEs1qOGFoYwhzkMYTWOpEWTyaOFCK/EN7Eek6ghxosefywf5t/L5xZa1VfNgfqbqeaD5IT/62Yfj6HAi/Sb5MoT9O1YUvhUDRtJjQrH1CrMyLdq9Ualf9YE1RJt1hc6H+1biMTEpiy1nqpFYv9tsBar0bLvD29xIK0rqgFRBMzOJQFUjsXJNgCIYyCOUnmbY2g1gPYcFapl1v4VaS0twQkthug8bU0oQ+W79VfL2pQailCfrGmkmlyG6gotfqgfnR6rCzpev/nN+8m+z4rWr4D8Qo6Cc49XjyWgHrgvFBBOF1MqVFjGeNWrXnVC2q2I3UrGWmQTOgUOgiZNnPwayFbWrwfeedVn8ed4D9ZsmsXe+mloNsfyd4O3KumhaPXXIzkLRoDUReZjy9j+hAhWWUJk2yv7IvTaBjrb7OWJ9Mp2exmXOccT8sLU69tvkrcQttsN3QbaQxdzTdWyTafbvIBA3qKAdx+HAqlMA/NPrMPD4+fhNOzFWXgcZ+OJdgLxGmK0ECFCq216+SrcjJ3/dGdSN4M1cQGJc886ZMKmJUsqqKlGjOVZdhRZvrrIlFPwvD3tXzfovGQDOSih1HbYFjVzPF5DvHskRvOMqqbP+r/ZuddeYyuw63lYLSbPy5KKJjoJr42U6G1PCeIAgGEkmrv5OWAwPbfhlDzOx8lnGOkd7mlpuvl2EZb4er5ZluiF7hG9j6yW0PZT+xqC12dL4rsd5/mReVE9Y2ebJZ6W/Gqd9r+2MyTf3RYNPZLp9cm7T0PvKe6z5qLaJ1100LZPQsm1FdcwsCw0die+D4vF/v37ceedd+LOO+/EXXfdhbvuugsTExMAgLe97W24/vrrS9f11FNP4eqrr8YNN9yAp556CkNDQzj33HNxxRVX4F3vehfWrFmzRGexcJyEj8ePEHS1jg7bE8gmbkaji5CZXswBOAj8ymf+Fg/81gtxM16FyZH1aKqg4r10raBVhONBDLRvHqmz5Wz/i8hdN9JV1J5t0+uDt89rrwhlyFsRIegVx5XsLSXJI/qd9qAXBKJo2pVuIL9C76HbQoHWp/45k8CTT27FnWcexibsxycf+X1sP2M3/mboTQCATdiHGDWswSzOw8M4/aGDiUA1jSxQiK7208xRfWXUx4sCpeari5EQ1xqSKJrsf0OO8TQs1PSpQFqURsAjQDRrq0tdPA+F1WjwHCMpyzlTI5zqPGPD0FtojjxLzCH79HvO7FPNpZ43x8oez/7oOQKd5IL77Pix/iFgMCXx1N4NRFnEzEHVnvKa2yiw2hetW+8TC2/eDBEc+9/6nmkd3rG6PTQPhjSOCkuCbNAXXWTQXLR8ZkIETLV1IfNH7tegPCEy5733bLAbj7TZd2vRdl0QCRF+XQyCU6ZChQA2bdrUl3puuOEGvOUtb8HU1FR72+HDh9tk8brrrsONN96Ic845py/t9QvVI7KSQXMEBkyhENVEJhhpLiUKA0MAHgHehL/BTXgNJg+s73yxmVDppVD04ltqhF5m3Nft2BDR67Uur1xZDWGo7qL+FKGIpNq6Q/9POPpF8rwBt+Sul6Tni506C8gdyVeETHMXWj3vpiWw9cXyOTCIh+vnYfWmI3jltlvw2r+7FW+r/9e8v26EZIFIg5wAnRYBXnh+e6+TPBHqa6UaPppWM/y9jUpJodSaRNo5QAVGSxA0EAXnTQ18oaaVERICyjo02bRG6mS93Kd1AFm+UY5NyByQ87X2TwmuNbnUIDQaAVM1WXYxys4LntZLyWKclRkcMmXScxsQEjeAxP8up81kffactH3bP/2tfeO56zW34+KhyG+uaO4rWjhQeKaPIYLSjbR285MLHafPuSXtvWq79Dppv1mHF2yG7U7J8RqAxbbvaf00SAq323u/QoUS2LJlC84//3zcdNNNPR333e9+F1dccQUOHz6MkZERfOhDH8IrX/lKzM7O4q//+q9x7bXX4uGHH8bP//zP46677sLIyEj3So8TKmK3krEWGXEDgHFkpkx7kU2KfLEo6sBu/DiexXocnU5VyXaC9iZhXY3uRhq84/oFXdW2kQRtW6GXpyWzRaRL61oIuSuqp9u4lCGmRe30giJyfMJfpiHfy7IIkbsThQJyB2Skjhgx+xUaMc5uBzJtkQp908DRAw3s2bAFV9feg9dceisGvgpgCxL/3CbyoduBsEarjsQUkyaHKpwpmWkA2I4sNQKQ+a7ps8yw8dQ4eZculN+NwiuPtc85PzSttPNdhM7nk1YRjEbIOtVkUMefPoOWZNm6OTeT+Nj51/oeqjnrDPLaUWpR1SSf9Xj3hpI6jwDYOmCCo3jwTEytYM4xmUOWiL1svV7/7TzaK3HhMZ5mKPT+C7VXN2U9eOPLdvVdbclt0XmF+qXX1o5hqD6vjN3mjb1eZ7Zn27RBkTxf9XrgOEhZPr8nEeK4hoH5E28GeTKYYn7kIx/BRRddhIsuugibNm3CE088gbPPPrunOt73vvfh8OHDiKIIN910E172spe191122WXYtm0brrrqKjz00EP40z/9U3zkIx/p92ksGFX4m5WMdUhejCrgUADRVXMNUMDV5HVoR7pDFOcDkFjhIoReXgxLBWojKKR5++PAPu+lHdrn1VkGHEv7AvN+L/SzGKz4pZ2Bgo+HfpzwEg+a3rP0t5tGkq5A73X7Ce0rOmYaOPj0RjyM8/B/jP0+sAPANmTaFVoA8B6m5n8KeQ3bmCmvWsJRJGTxDCS5N4G8aTiTmJPsTaXny21alyVenO/sJ0r7xLmQbbEu9nsUmcWDmmJ6QruayKn5pGrrqJVkWyStNsT8jNmm0Yx5nCUd+rzzvDkOTeTJVCzlKCirtsOm2dBztX5bhJrxeftUI8dzItJ3TnsepPZS+2Q/ilAuQe07ibDXPyWtQJ4oKMqY+9l5t6hfdty1DVtXyA1CzRZZXyjFgfeusYuRRe+eogVNfhedr31u7Fip6SmTtIfeY9qWLvAAJx2pq9BffPSjH8XrXve6BZtk3nXXXfjmN78JAHj729+eI3XE+9//fpx//vkAgE9/+tOYnz9Rrh2dqIjdSsYM8ivkCiuQcMJvoP3C/ZWb/hYvwT143plPABvmgfXIgjWUJXfanp2gi4jTUsCuWKqQEDqXhZA7feHYbw+hlygQfqmdSCy3/iwYIZK30BNciovVReNoydkkstxoRQQvRO6azv8Dg3hi31m4Da/AP13yMqABPHTJmVn7kZQllNSdL+1sBPB8JFq57cD8S5AQRZKQGQCPANgHYD8ygsjnh4THmu0RJF/UmtFXTvN3krDpfMf9VoBViwfdbqMWqlBun12bloHnw7FTLRXMsUo2WWZKfiuZslYXDSTkleNhA2hxzlcfvCKyaMe5iJDEppyW10ipFvouYrte6gHtF99xB5En+zrGajrM/5ZAKSmy/ngeIez2qIf2K8nUbZa4aR+9905Rv3Qc7fsuZK7ovdN1fig6p1B9oXK8Lh5x5Ll75FPPzS5kdEtkXqFCn/D1r3+9/fvXf/3X3TKrVq3Cr/3arwEAnn322TYRXA44aUS4H0lMIAlBxlVmTnQMuW0dqXWSnAPwbeAvN/4mfnbH32P4zMN4JP5xYHKgnRahlBwbWuXT7aHf/YDtX1mitZj9rN+ujhfBG4PQimoZ9HMMy6Lf1+64YiFpFZbJ9Gi1GDTRtH4rkWyz10kFOEe4O4oGHt5wHv5z7Z14ReNbeMEdTybm3NRo0TSS5Gwz0NwBfKdxMSYwjjVbDqOGFg5gHC1E2I7/gZ+4/xEM7gPwHPIadd7vKlxTQCXRUuKgATg8QdFbjIKpg/XOyD4eP2T2a/RI1XxZAqfjynaV0ChxUSLXlLIUUNV8Vcd8BplQq0K8EjUlklZj4uU0tQg900qsrfmg52eX1nUsPWZA789QnjkbkIOLCCzfBI6l4zUQAcdmUnNQ+kTaPlhCznq7zVteRMpu0DrtM2XrKJrjbWASPYb3p72O3nvdEmW9brZ96wto308LBUmb1bDahRSbnoELELb9orx6RxbRz2WIY60ajrWWwTunVTHm2267DQDQaDTwkpe8JFhu586d7d+33347Xv3qVy9538pgGdxFFRaMYeSd/TmJjyDvu8AyM8ibEwHAHcALdzyAH2AzBtcfwnx9XWduOLvKbWH3hUiMfXH0kyTYlf1+1R86byvQ9Vpf6EVats+9tNutTu8cyxD2FQkmRe92Qy8TWAKh2wh9numnZn3u7Kp8hLxGZRI4+NDpuPtFF+IPRj+Efx9/PNMejSMTLhsAzgD+YctOPIAXAgAuxndw6UP/gttf8GK8Ertx6t1T2bHavgqvGqlRhT4lOGrSaLUN3KZE1l42DfqgkTS5T/3TasgIqCV1/OaCGbWAGhQFSDRKTamH/omsQ8/FkkEg75vEMuybBlKBqaeJPOkkPO0MnHL2GF4rIkTKFCQnQynxUtkwRCLsI6hRMzleyKJsHvPm9wjJfaYaLJtqQ79Vo1V0bt7czP5awmLbYL0189u7R1lniNzZPrKeoj5aguSlivD6b7fZ8S4j7/M6cDGD46XaSquti+Q4PQ/72xK+1SX6U6HCAvDggw8CAM4991xEUVgeeMELXtBxzHLAMpJgKvSMWSSCEKOhUVgZArAZyQtvAtlLTs2OOJFOAf9h5oN4deMmPDu+Hs/U13WufJchd1rWkrqisihRpwd9+cRItBhWACyquxeCUkTuQkErFoqFkLwydfaTjC0FMV82WCZTorcIYp8rJWZKcjxypxodz0QuBnAAeOzJ5+PmM1+Fj+z4OAYfQTJPrAOOnQPsHRvD2tYhrHtsHq99/Fa8YvNtaOw/mswxB4FL9/1Lp4mbaqfsuVGQ1bQINKekSaaSAJ279Hx0XoOU17HS30qkxtL/JGOs3wZsoSaPAqqaV9rnS03sSHDVr0/LUiOpga6UzGk0Re0/x4pBU6wwTm2WakZILJUkat2WPHoIPftKSiyh8YiDrc+aeeo4R8DAjEPsuN9L7h0igbb/HslTIgbnGK/+MggRF9angXK0TxrNGugkgR7Bs9dA94fIaLc+hrbZNnVRgm3pIrNqckOBakLbNbBMKHhShb7hBz/4Qdcyz3ve845DT44fms0mDhw4AKD7uf3Yj/0YGo0GZmZmsGfPno791113HW6//XYAwO7du9vbaLb5+te/Hq9//ev72PsEy0SKqbAg0AcDSCbQIWSr5BoQ4KA5ji+G1Cyo/h2gdlkLQ7Rt0BeF9wKwk62iSMtTpAUKHVsEXUmnIKskdKEo24+ildN+oJ8krwzJLqu1K7t/WUJNMe0JLPPp0I61zVFn86gB+WdDoYsiLDMN4JlBPPy88/De0T/Bfzrn/QCAme2r0HjqKE5/6mBO69R4/Gjm3zWGzDeMQp0NvW+j185IuQYSgmg1Vlz5pw+Z1eKFFnPsdn5rX9al/ydMWZI4oDMlQWy2K/EiKdXAKSxvc7dZYZdCqifcWkG8hczHkO8A7ZualvJ8dGxYRgOr8Jx4TZqmvEfQeIz2VberdqzsoqAtK+c7YEkP99dNef0GijVltm0PRcfb9nQsSar4HOjzyXr1W9vSACle+zaAitbpETnb99C52f9FmkR7/hHyeSqt2TevlY6VHUfWqyaY2rbN73cyoVUDlkNESjHFvPjii7sWP3ZsqXLNnhgcOnSo/btMCgMSu+lpG8Y6Mc/84he/mNt2xx134I477gAAnHXWWRWxq2DAFzFfHJo0uI4kOMHG9EPfDpuwdjNw7WVvxSTW48l/OyvTfBFWOOpG0vQ4K3x1O26hRKGb5syrN7SyG0JR34penHb/QolQUZ291LEQclfU3ookd4oTPQWGoneWAO97IqRx0XtdyVxkjksjcB589HTcdt4r8LeXXY5f+tpNaOw+mgUj0estWv/2nKNtcj/NF615nDW3pA+fzlGMpkgzTWrAdJ5TQdjOMUrwlJyQSM0gP6/ZYFSqVbACp4635g61vm/WP8r+V/+wUDANK7hrP4dMHTwvHsuxU18tEltePx6j5rpWG+kt+GkfWcaSXnsuFl6wDF7PJjoDuej11P5wLOwz4JEHD0Xn5P3Wtm2gFPtbtYAavVQxZ7ZxDOw9qPexzTM4ItvteYcIqiVVFlabasms7Z/WrfdAA50aaD7jQD7SrO0bvzUvYoUKS4BmM3uprl7d3d53aCi5gWdnZzv2XX/99bj++uv71reyONFSTYXF4AjyUe7oQzIi/59D8gK3/i4AUAfmrwRuwC5MYj1woN5p3qW/9WMFKI94FJE7W9a2WWbitm1bjZ32NdReqE4PoRdK2ZdMP19GS/VyC9Xby3WpUBKLJHV63ytCz1dsPjavHes6ADx66lbcOLoLvzR2E0ALE8+Ej35lJEWMRKmREVW7pFAyRowjI24awfA5JJo1+v7qean2Qu9TbY/pAZDWpSv+6n9HodtqREgutG0NxGJz5qnmAugkTEpQtH72zYMKtUp2VGNliQ3LNpC8B5gKQq87r5cGSyla+CoieDwXW9Y7Fs5vLnrbhXJPyNd3il1YsPNVSNLptmBniVbRu8ojd0o4LUm2pAtd9lkyFyEjvxp0yOuHdx3KSH9WW+cRQ56bml3rQitNhvX50XuX/0OEObRgW/nYLTnuvPNOnHbaaX2vN45jDA4uPofsF77wBVx55ZWL75CgXs9uuCNHukfomZtLXiTDw8N97cdiUBG7lYzD6DTjsZM/kLzMZ5AIDYrNwB+NXoX92ISJmfHOXHB2FdVOvJbcoWB/6E4LEb1uq4i2fAhFJLIXwtetbfvS7vZk9YMgLYTclTmmqIwnKKyoFVQGTzme7S0QZe8jFW5J2Kz2DKaMR+6Attau+fQYbht9Bb67cxt+4jOPJPPMRumP+u0OmW2An6PMRrckuVKhl6SO+6lp2iPbhqQ+CreeaRq1WhrEpI5Mg6jaE/ZZ/dY4HjzOElE7dlarwm9L8tR3jucUIyHJM8hrNayJpiV9qm0lSNQoGEfIIm3aOVxJnZJCEoaQGV4I3v3qkStr4mffW9NIyN2o9MUSUiWgSqBsu0UIkSttRxcZyixwhRZddLtddLQLHNquZwarJrCW+NhnlPXZdAt6H9v5oogIK9g+7xXVvvN+s779rIf3vrZp6/cCQ7GOo4E+rlTEy8QUU/pw2mmnnXQ+dN2wdu3a9m/PvNJiZiZ5WZQx2zxeqIjdSsYqZJNmA/mVbgpMY8he7JrnKAJwCfDP+CnsxWZMP31Kp7bO03zZ393Im31xWsJWhtSFSJ5Xzr5wbUS2ohXoxaAbEeqlvdA59lrPYtBNgLFjXUbgWTYom/pgEaSsnwhpRiysgG+Dqdj9kWzT65dq7R7edx7+fNN7cN22dwNPISF2QGYRoMdbAqKRGkkU1N9IBTYN6x+l7dC8E0gID4/R4Alsdwp5YqKghkqJ30ZTxo6t+gY2TDk1feOnuKoAACAASURBVCMBbJr9qgm09av56Yzssz5DM7LdElnWOYJszq+bMmyHEZJjZIng+W5oIIt4ylyAfE9wkS+UCFvRbQHCkkkNmMN+ciysb5X6RBaBfQiNqdfHogUpb7sGxLF1WBKo+7V9q7njfVyTMlqPlp0z5dgnS/aVmLMN7/po37Rt1Up76QZ0gYN94+KxygjU3ut5D5m69NlUzV9k9ulYcK6okpSvWERR1JcokkuhTazX69iwYQMOHDiAp59+urDss88+2yZ2W7Zs6XtfFoqK2K1kKOnSqGqcJNU8Yzz9vReJSdN24Mod/wmP4yw8+eTWJPFxaCU09Ckj9NvfKPiv27g9dIwHb8WzrFDcb3iEtxchwu7zhKmFoujaeWVD7XW7fgvBcSWGy4S4FcE+i93K8ls1TbrN+oWxXr1fYwDTwNGnG/jahjfghZc/gH/31b9ICFYDmS+czj0UqEeR5cBUXzVtn/+pSVMt3mZkmjqSECDTpNlztZoANUuk1mBcyu1L69wvx2hONF384mJthDzB0z5MI6/doq8dx4MkRrUlel5KBNhvBqTR+VxJpd4HvBY2CmKE/Py/H8m8r75efGeMpf1jkK0hKeOBwjfb+//Ze/souc76zvPTrmpVu1vqFt24JTdu25ItLBE7MWAwYMBAZpIMAWbwDJndTDaQzcAwCWeTCRlmwyYnmzMnmQMhECAnDBw4MNlMCJlszARIYHbiAMYEExMMNn5BsmUsu5Ha7kYtdcvV6ipp/7j32/dbv35uVfWLXlqu3zl1qure5z5v997n+X1/r/Fc2TWqTwy/1y+tT1n0VPcLV32+tsfn28Fdu3D/qf0lCjqUSih1jT/fqb3LgUwEavG6Zijr/dI9jpFGo29lrCeC0FS0zHa+6fpOjdU14VP59wjF86u5HyZ9D6IG2TXb0Vc09ZxtZDTqHp118lQB5xvt27eP22+/nQMHDtBoNEpTHjzwwAMt15wv1AN2m5m20BoC2ZmPITLJtBa/YQop1wJwM3yXa5hpPhPm+1cCOlEEc6lzotS1ZZq0WC51faqubigyqe2YjdTvs0XtgF4ZkFvNPLSj1dbTCcizyvratSPaFNq/s0BlQpL4bsX74O9zBHX+SQVSyUHL7CMTfPSqf82vvOhD8H5gEnid1a/IuxH4VFnJZMekxZK8z5GtVTvyeqbCmCoUAEaMn9oTkxs1XK4ZEaCpszJCsMahORAj7BpHz6+WWgPlBygtoycM17j93nj4+sjASyvpKSBUTvcw5fek8tKmOlCtU2g1G1bvQH58hFZtlPddAMxNBQ1wna7neeuwOsrWfZ+DVMCdSPJbFMUxC+yNUDwfMReg2nQgGq3dHAT6/04UwZ/66OOO+QA9sIy+U5FXU9FGq+Hbz8c9Q++Aa5R1bapvok4gz99LCQ9m7PcYrc+BBDIRGHouSOcvXCvpYD5ljnqh7Q/NPmicB8LG5nnQh3NML33pS7n99ttZWFjgG9/4BjfeeGOy3Je+9KXl3zfddNPZ6l5Huuhcd6BH6yAtji69alBIqcUk+CYyBuzKylVocvzotrRWwL+jbX61w/+1Uoppave/HcWNpIyh9d/1cCwFdLuldvPRqW+p435tqq21zPtqr+lUfqPBcU/slFHqee30vLT71Gn/vHu5+T4Ozl3Jf5j8v2EvGei6g0wDNArHLu/PAJmk9+qPtHWS3rtf2Vh2LePAvvwzRGbu+U2K3Jti7GSuJybYfYFdEzBg7Szmff1+3ldp6nwtlOZoNPTZE48LVKldtR19DNW/yDhL2zRHEdUzgj7XEgp01WkFwg7KXLMlHyxZaLilRpNMo+gaQoEq16b6nLhJraIuR5PS3CdvaQEazTy/nOYklVNOv/1Zk1+fNLMyKU2UPV3PPsv1exva9zz1j+dKcx81adB8T4vaKJUpW/cjKFQ5PRsORsv2mFi3a848iI2EC+qXvtvtSVFYqbnwPSLeI5mCen8kSIhRN9VPD94zBFxO9l63a3srrc9Y1Fy3A7VOeoZPlJzvUY/WSZ6C4OMf/3iyzKlTp/ijP/ojALZv384rX/nKs9K3bqgH7DYzDdJq9qCF1BkhmU7puJise+FG7mT72NGVWrkUuGsH6FIavbWCso1m5suY1nbn66FctwCv3Xx4e6nfnais/+udr7WCwrNZX48yWg14SzGS3ZSLn6NQPzzKn/Mv+Pt/fW22dhwB5uHYjn6erOTcXJUM4LkvjacUMNCxcNNFfO/mS3j8+tEieXdMFSB/L2nsFmn14RFzqn4PkwG0UTKtnJjGeas3FRzK10RfQ6t2foDWdA96JhcozCTdn7Edc6p1OUav1H/NhcCoxuH3cDY/P00aeDlYOUZr3rsIYHS/VI/mXR8vR1bmdA58qxVYasDxBTiRf0476HSg5vdWgD0G0lgIZRdhKa+rL64rTVpBmwsqNF8CWa5tjGDOAaH3z6liH99bHcxHM+HYto1pGegLOEXNmZtIY7/1P0aWVJv66F3zeqJ/qt4rf0/9nkChjVebnlpkhEJAM0H2/ukdHKMQLGs80hpP20f9E7ifsbJ6tzSH+u1pPlIaxx71aAPohS98IS972csA+NjHPsbf/d3frSjze7/3e8t+gr/0S7+0IVE+N4p6bNNmpi0UZgtaoBtkC6rMMBX1zDe2PODAe+74DaZumuALe3+c2QPPyvzs3DQCWjeTsnNQMFz+X2Xi704mFfGasvrWQ52kninwFPuUum69ba+GupXidltXt+B1I8v1qDvSe9MI/7u5Lgop4vF2gK8KzMOhmUneM/arfGrXmzIGbAGG71ni4l2HoQZLw9C/yMo1ok7G8AEPv24nu6cPs6V+iiv2P1EwemLwJKTSdWJEneFWvc5kD5ExlwI8KuuADqtr2Npw7Y0Y7pgDzAOvqH2BHZUXoNC1cY2MASGc3C8QCvPJWI9rpFyrp7kYDXW5dnGeVuBWpWDOBRZdgyLg4iaw1selhQzYDQ7lGjug0YSnFqG/Cf3RFBIKBt0FX24iGdo43cja0G8aZvapeUut1fGY9kRCOf/26Iw67s9YysdO7eh8TMPhvx0carx6nqWJ1vkhyqNkQmvgohhQR+fd1DFGCvU+qS8pM1o9Wz7n8qEbpUhJEQObTFMA11SgGc2tNHjqjz/fbtqt+Ylr3oWmsQvP/zmj86EP66SvfOUrHDhwYPn/k08+ufz7wIEDK3LLpVImvP/97+emm27iqaee4sd+7Md45zvfyStf+Uqeeuop/vRP/5SPfOQjADz72c/m7W9/+xkZx1qpB+w2MymPizNEHgjApY/aRH3zuBf+pPrz/Jsbf5//ec0/4tDMJEvV4UJqFjeMlNZO7ZQ9SZEhTTH8nQBh/B+B1kZTqt52b0oK6LarayNpo7VjGw3uRBfAZnHekL9T+t3u/WuEa6rhePz4tXn6g6Unh/nm2PXMvmmA0ffXs3XlIPTPAXvyb4EP1zwNAVvhs3tfxWumb4P90C/tjEwuU9qUrRRCK2eaPVKltBMTeXvTVo+PXddBOuS/M68SjilQTPSBUx0CC9J0KWBVLOv1lpGYe++3TDMdLDTsmJfX2NyPzrWbflztTVL4NM6ENhzUx/EAfQPQD8tz05cz3v3kgI70dcvzLK2oB/hZsHJ5uwJxAo59vs66f6KTA3EHMLompe1JaVWd3BwxavMipYR/AoixjH67ua/mJeVbFrWcqW/RIkXwIAkKPDJtOxPP+C6oD+MUJtfiJxR0p06mHXYNvKcm0FjjuqVnzUFuhbSmGhvDCFke3x71KEEf/ehH+S//5b8kz91xxx3ccccdLcdSwO65z30un/rUp/iZn/kZjh07xjvf+c4VZZ797Gfzuc99riVFwvlAPWC32Slu8vqezn/L3yLlhL0I/A18eP8v8wc/8/N8fOxN/MP8jfBkfxHZzuuNwRDaARpoXbxTILAMQHUD7lL/zwSlmDQSx8rmoNs+dmqn7JqNfoO7Bc2rBddn415d6LSa9whaGSeff//uBPB0/VH4/sIEvzn0W3xw5D8Ua8oCGWOnNUhrjhj1IYrokvtpDaagtWkuP+9+b9CqtWrYtZHxVoCRUfvtJnYL9luaEs+t5Ux+BAPqazStFNPrPmlDFExtrDdqfWKEwwhuoxZP52SOJgbd8wC6WSZ23DWiAnUT+bGHWRlF2U0inaFOheqP/XYtEKzcA2pkoD0lpBNw0vhz6osamwor3wM3T3QAE/c+WbD4GB10xdQBIn8umrSCx7K1TWVSQph2e6juM6Gs/vtz4+d9Tj0iqkdsjWaccd/RPdJxj3IJrc8bLGvvl+fTTUAboWw9/E6A+eX771rLCPCqZPzN2UxH2qOnJb32ta/l29/+Nu9///v53Oc+x2OPPcaWLVu4+uqrecMb3sDb3vY2BgcHz3U3V1AP2G1mOslK5t43X9mtayPYSmaG5P4WDeAeeNutH+PW1/8zBrYfpz4w2ipR9Q3E82GpXZWNm7UzJ6mN3PtdBthSm1a7/2eCUn2LmyqhjF/bCdSspe8p0LyR1C0QWw1gWwu464HBcmr3DsX/UQPjzKa/z1VWAqpcazf/2CV89ZqXwKuBWymA1qPABCyNw6GRnQzyFIuTW7ji0BPLvjXVnNPff/1lzDDGlTzCzgfmMj8y9VNSftdMRT+aCDig8KtrkDGic7SaSmoc0lzE+ZMPn7/X0hiab1nLt3yOvB/OlOp/ypwtxdRHjR20ggxvxwGDRySN4EFM+DiZNqVCZno5QQayPfKnP0sCPz5XlfDt17SLBCly/y6/hwLaOZg43YA+n2Mfv487Rd7HAbK9zoOZODiXNjgFVFP7FlZGJqWp9833BAe3+u/5+lwLjZXRvRMwin3RXPr8OHj1wD4eZEfvdoNWM0pdo2dJmj5PS+HBf8YpBDJuHi0SKHNNnJu1Qvp9EI/iz5iDP5Hm8EKLEJF6ps4FXQC+i5/4xCdWmFuula644gre+9738t73vndD6jsb1AN2m5lOUCyuWjhjomCXTmqzWCBbnLVADgAPw+v5NI+M7OLhy54B9b6VeYEiuIuMYhloixSvpeR/BFSdysc2NpJSfQmS5VLwuhpQt543ci3AqVN9dFHnRrfbo4xW8yyk3imX0Dsj7sCoDNxFZr8BzMNDi1fzC+O/xx+Ov70IlZ9r6PpnYcfANA/WrmGaca6ofSkTLO2ARWocvmmEL/IKns132TE7l2nyBsjAhrR2YjxdawcrBUryr5rM+zBN4VssTRb572MU654AguqRDxk2ds+xJuChfHUOwBz0OXOaMnXz8qpXTOuiXRM1e6KU/5bWc83ViB1zLd0EBegdB+61uVCdGqfPr69tui/thFlx3XfwmVrPHaxRfJ+uQ1+DIlqp5sfva9RYRYsUD7izkCgTTYD1W4CvbA+LfU5RCpjreAS10UwzFZEzzm1qr0vtT4tkEbBnac3JCK0gWc/8KK2a7BjNVf2TSauDriiYiKBWpHfFBUgpwK76PeVBFGL19pwe9ShJPWC3mekHFIyEHOIloZynNby2+1lIkqeQ4/ki+rb9H+Pje97EwDN/QP3J0SyYSpReRqDXbsNxSjGLkVJg0c8Rzqf+E46nznWiboAMtDI/3YDZM0VneoPrBuD1wN3GUhnz3IlS741r3tpp7SK4S2gz5g6PcfsVL+Ph1+9k9/sPZ+vPOMzuGeARdrGdH7CdHzDFpbx3/N/yz8Zv5RF2Mc04B7iKf86fM3qozmkBjkNhfA6I1L5M99ykVNL/AYqAKZ5zzet0fyxd79pBmY6qrIRgMherU4Am+R9DAajGrA7RHOWk6wU+RP7+RDNN1waKsRYpN5+B7OX1fTfZGg8FUKpZuajJcaY71a/oY6b7on1GrgFxLF7e10+vfxj6hsIxaW21t2HXd9pHtM/FIDxOcd1ybZxrm9yHMkXxfUm1EwWB7pPpAB1atVYp7Ra0Bs+JcypzYxf66rjXNUL2XOyw+qJm0wUdug96X+RTF1Miuc8/tM59SlCs+WjSGsTH39s41p6PXY96lKQesNvMNE/msa4FUf4lzgzMUYTrdiltk8IRWqDvbrhmz3eZGXkm39s62mpupE27Ho5F5k/ULdAp026tVWOXAhfdap46lYkANwVuoXV+nEHq1NZq3sYyAHwh0dMVKG7U/YxMZnxn4/F24E6f+X6mmhO8q/J/8uFX/zK37XkxFZp8lZewjeOM8SRVmhzgaiY5xFe5iUkO8Vo+w47ZOb48+kImJx9l1+zhDJApcIeAhjQiWsfGKJhDmWmJWR/Lo3E+TBGopWrXRyCg9UtgrU7G1Fbzb5mP+dixuhZYOSf67/5sZb51lXDcIxcGrVXLb9eyRIBKKNOgAFYal0wwR8mA9G6ytX9/XkYJppuhHo+oLGDjWsW53HRS+dc0fgGWhDZuue44Bp9vH6//TwWS8XfFNWDDFGCizMQtBRBjuTLNUCpwS6w73h9PL5ESYvrz4/fD77ubDDdo7YfPm4CQ6pGARClJ9K7oHs+TCQgU7VLpCfyZV90SHmtu1E7qndCzqOfHgaX7zIp/ccFMav1RH+DCM8Use9bONp0PfejRuuhCZQmfHnSMIjKmL4Bujjlix4bIFm+PQCVGZgF4FH6a/8qDPJvv6fp2n5R5kFMZ6Iibmvc/BRTjBrma/3R5LrbTrkz8xDZW02Yn6uYNXU397aTc3Vy7nrH0NozOlLo/ZfcsJclv9775MxvftzJwN7Dy3In5izk0MsnDe3bykoW/4+RAP3dWXsgUExxnGxUanOBiDjHJBFMMcoImFe4avZYai2xjnh+MDrCtUqe/QbYmCZjF/FVupihzsZwBPD2ep1jQeicmUevZCIUmyoOeQAHimnY+MskS4EDB4Go+fa5lvlcLZaURi6ZmGqcHshB4jdourdP63aTwj4JW7Z/KCKyOUWjrxOgr4qIiHKqvU6H/SpfjmkfNiQGlPtXv2q0U2IrgyoGKf7tWLKZ80HVRcyZA5GB5gWx/TPlUQuu9LNuLSJTtRJ3WawdqrpVKAZcopPV++Xz6fPj8S1M9DFxKq/+aR1JVfVWyd/EgKzVmcXwxHYHPTVxjvB7dK9WhefAASti1Du5S971HPerRCuq9GpudokTNHaslPdVmrI3PI1u5NHQPfIEfZ5odRWJfrFw7gFemmYpMZOpcWbl2G223YK5bWs31Ynw1R26S2e0b1a691dbRTfluGI71zmG7OlY7v09HWiuo64b0XqUiZJaBuwjw8vIn6zWOjmzndl7OG6f/jAGWeM6u+6jS5ASDHGcbkxzi+0xwD9fxINcwyaP8Sz5FtdnkYOVKdjUfof9YXrfMwcW86ZgEUSMUwEMAZSL3w5qiMD3U+ASSPOS/a0OgYDRnyAAQFMKvYzbHTVZqzlS38oWlAnq45iqCE2lKKKk7mjM2E8c9WbRAqspfTmbm6tEMdW432Zy52arMOxVoq0rmmyWrDg9hX7UyI9a3SHqmUsBAY/Dzfg+lUZJmyH0Zdc4Boz+faneaVv+sFMV3IB5vRylw7/9dW+z+gP6bkmt0b9wsMoKl1Nrve7LamaAA6HWK1ATxvsUolXE/1lxr3iU4iSk+Un10GqL1nYzpmCLPoTpdwKTzF1pUzAawdK47wdN3/72AqAfsNjMNA6comAiX/PpmB8VCLvMIbfryH7kW/t3Nv8Nf8ZM89tDVrREx9V0t+e+auxTAKwNtzmBW2xyLv1P/Wce51S5kPk7fbLaGY6kN+Ewsmr5R+jE4P97wHqjrTN2CutWAv0jOfKUYsDJwFz6n6ltoUuEo29m/6zL2TD/Ga+68Dcbh8V2ZI1eFJge4itt5OUfZziEu5zO8jldX/oofObQfKnB6CPoqUB+BWs7g9c2xbBq+f+Iyrhx6jP5ZCi1TFfbfeBlXzz5G36MUmq8IkDy4Q8o3KsVcK/cXrNSIeHAIaeKkLfT3T8DHfZ5j4Apvz0FaWR8FGgTsBMa07qsf+TrOdbT6OCkyZpUMvF1LYVoqv6oamWmm1rBLyQCuNKkKa6++ukm+KGUW6BqbVHRQgcs4P1Gb5cdjABVovUczVkb3sSzCqB9LCRTLynV656Jfp79r7h8a+xQFrgJ4GosDWi/r+7J87qW5nSKLXKs8jwLyDhrLNHSiKEDWdXomRXFeUnv4mI1BdahP/jyojRQIrnHhAbse9WiD6Hxg+3q0VtoO9LFSMp2i4fx7BNhHtpDPAANw7K39/Gblt/if/CMeOXIlHO1bCaII/x3UpZKZl9GZAnftwNyZIIE7Z4wjg7ZaMBc3sU5l21G7Z+Fsz9NGlrsQqRuwVnYvU89bJ4pCh05aOz3r0lBX+5m6YoIDXMWe//EY3M2yhm374lEWa1t4ikGu5iEmmOIRdvFVXsJdPJ8DXMVNk1/lR+e+RP8CHNvRz2KlRm1xnvtGd7Nl9CRXzj1GtQknuJjpkVGedffssibt8b2jTCxOZaDOtTkeRVMaCs2HQv2ntBtRcwQZuBE40BrnAjO1oSAmDkxS5mKav3h/vG3vn5jb1Brs77XMDkfJtHT7rJ4pMpO6g3nZUQotHGT7gXyvc2uNZd8qyDQ70oaO0hogRv0TKPSooHGOI/ir0hpQI/qcxTnq5B8nUnj+aVqFi2WAslN9kF6P456j50aAK6VxiqDLtbExoJFrwHS8Gcp72gAPsqLzQ2TPQ4MC1DmPEH3t4/ymArfE/HewUsvqdUUNG/Zf0XCrFO9tfP79WvfV9Dnv5OfYox49TakH7DYz7aAAVpLaegQrSWvJy90Ej18/yrPunM2YsUn4/Otu5nO8mq9zIw/OXMOpJ4dazTBdup/6kPjdiVJADvu9GnBXRmcD6MXNuU4h8Y599vLt+rXePncz/2cbBHei86kvZ5O6ZTBXC+o6vYvOODm4iedS4A5gHh57fJJvPOuGTPtzN5nJVw0Wa1uWm9kxO0dfY47dHOa68XuY4lLu4Yf5W17J1MgE/3LgU2ypL7FtcYm+BaiMNnmIq7h75HoAjrKd7RzlDfs+m61lM3AxJ9hSP1UwmjEkv/sMNSkEWpoPH2eFLI+eNF8OXqI2CQogpXPSCup6BynS2Ph/90NTf7z/GoMHefFIgG7aqd81Mib+elq1M4cowKkY/Hvzaypke4fMUJ9PpuXbCnySYj+ZzudTfo0+j1rvNJfxHS5b8xxEC0jqOYy+eGUgKu47Pu/Rp9LLla0zcf8pE8jFfRBWmkpCa8qAVFsp4N4u4qaua1IIFASk4jM0QgbS9XwqYqpHxSzbf1MaV2i9P1UKE1EPZCSwmQJb8RlQoJQyDa4LBHyOYvnzwWxxI8nNvs8lnQ996NG6qAfsNjM9A7iYwgxnDPgmrWkOKhRmQblEnSPZsf/vdS/lL3kdt/My7n38Ojg6UIC61Gbt5JtlCthFUJOidgCuHa0H9KU26/WQg7uj1o/VMNpldXZDm/0NfrqCuhStFdR1czxSCty1A3num1cHnhzgwZ3X8N6Jf8uv8KFlRrK2eJIt9VNso86To1t55uw8fQtwydQ8lyzs50eq+3l41x18nJ/jj2r/GzfUvsH40BG+P5r5413MUzSp0KTCIjVOMMhfjP8TJjnE2K4nuY/n8MyRGbaNHOeHph/OwMejtAq4BDikUYsMrEdLHKNYH7VeysxRH62hWFmlk5G/kpuqDbFybdScKgootEbvbFhd8T75bwXAqJKB6XHghvz/o8BdtOYuVZ0VirQQi2TAr5Jfo7Hsy88fyttboFW7o/Z9/mRm6n2M8w0rn0vXOnmkxKjRSvmkNWgFOKorJrNOads67REpLVXcy8reUwceel8cdIoEWtyU0rVSXmcERXKjgFZQqWdunOIez9B6/yWU0HMbgZTKpcYm8qicXt7XiLiOpIQkMcqnxqC6os9k5Dd8/D3qUY9aaLOzhU9vepQsKuYQmZnNPjJJLBRmNsMUDtQDcLS2naEbZnliYit/yWv5Iq/gwSPXZKDOnZdFKQAXJaZxMyzLlwUrn7h4HlrrXC3oi30/G8DBJcXalMr8ZtrV0Q11O3+rpXMBsJ7OoO5Mr7wpJjQy241w3M+XgTr9n4fZw2P8z2f9I35lz4eWmdWhR0+xcPlFHKmN8xSDNEcrVEabbJ+bpz8HBLtmD/PM0RmO8gyOMM59PIcjjHM1D/EK/pbRqTpMwewNA5ykxiEmaVLhmc0Zbqx8nZNsoUKT/eOXcXR8Oy8YujcDNErtQt7HYRtj9AP21AbuP3csv87BRjS1lDZNZpgu3HFNXSStDf7ciwHX3LvmRnUJrOpamUbuIdPWKbjMPaxMxi0G3Mcg4Ce/RchA3+68zkdtfrzfArTR/E5lvF0fM1auYuWkgZqz856qIaXNcVBXpdA8uglmN0KPdnuS9z32I0XRBzIGJxOoiRpXD3rj7UTBSt2u931W18k/TRpnaE0qHjWhKbCpcikwLIo5DKMZqAuKUhSfETfnFeBUm+4bGbXaT+d9o0c96oJ6wG6zU5Vl84ulSegfhdMDcN/obo6wgxnGOM42mlTYynG2cZxvTsBJagzyFJAFQyitOyWtjPnsyiSjosgwUnI+BVLa9WetWrszQWrTNZ6e687LlF3bbTvrBXfnemM81+2fr9SOKXJaz6odn5XUu9cI51OfOjA/wINcw9KroP8zQA1Oj8F9tecwxpOcYJAtnOQuns/VIw+xbeQ44xyh2mzyMm7ni7yCozyDGcZ4DvfxmntvK8yZB8gAXrPOTuYKjRNLy2H6d47P8Z3xLXxl1/O4Ztd3ueST862AxP3fIsAQxSTRs/mxUQqgWLdrxZCrHa2DQ1aH+/t5ez7v0iZqvZBZnX9k8qZrVK/A4CIwmc+Lcvk1Qn2iaTvvAFL9m8o/+yhAMlbGQW0UGvizIj+zqHFx0n+Paul9cq2Xa5s86Jfft5h029uIx1JArWxNjYAino/gTaTjMfqnLGsU3t/BSwwIU6bh0vlhinnRfChYimutffwkjnm/HQSfjAAAIABJREFUU0FsysjvYTvyulwj51pf18D5+P1Z9uNRI3ih0PkypvOhDz1aF/WA3WamCtlinm8W/YeAKvTdCz808zA/NPBwpskbI2O6qvDN0X3czfVMMcEgJ9jOUag2odq/UhuXAmEO6lJ5hlLSx1RdnRaPboBeN1SmDTwT5JJ7/feNP6URXWs7awV3qfbP9Hz06PyiKGhpB+7KAF6utZtZHON3Rt7Bb/JuuCtLQTB+8xFqnGTH4n2cqA1S4yQvmLq3SIAMXDP2INtqWULzbXN1jo5szZjTaQqTQSgk+mO0+gkBzMEPzT4Mo/C98Uv4/P/6fH5i+kuZz98UrTnqIgNep0jaLa2RxjZFEVkyahVk3hZpjgJ0uBZK2r24FqTASAQ4HjXTx+HatiZZgJRZWs3p9D1Lq7lbbBMy08saGTi8OR/7XaE/MneUX5zPpfYCjctNKSOIU0RPKO6PzFwFcCIgdvAC2X1T+H5F7kxZicSANan1qExDlVo7XdPk5Rzc+Duk4zKT1PMTE3qLXCPnAgr9j2V2UMyL5nCawtzXAVQck5sRu5bUwV1cJwi/dU7jSQlY4/qi+svyC8a2qlbW2wM4QY961KME9YDdZqaTFHdwhmyz00eb4aNkjMoA9A3BNdc/yN2165lgKvdkaXJRtcmp6mkYSETDTD0hDurctMgX6BQwKwOLhLJl36k6Ov3uRGcC6InxTYHejWyj7O0tk0qfaUpt/u3K9KiVypjMbo+tZTVPMV8pTUzqunk4fnQbf7vjlfzm+LszYABcMf0E3xu/hMXaGM9oHmWycihj6HLwszQKQ3On2DP1WFbPNFwyMF8kIB8iAyvKq+bBoeTvJg1eDgR2DD3BI0NP8aHxN/LMH5vhDQc/C/dTmCZOUAAdzdV49jldzdMsePTA+bzsNEW6gCkyIKH5kkZejOZY/vE1RYx4jKrp4MDN5ry8tDweaEJM/A35mGYo1n6N1ZOq1ynAhICq6hBQUs47JYqfJJs73Ysxlu8T0Ao4o5YtFQAi+mL53Oh5q9ixWrhG98oB0wKtYBzar/+pd8uBWuyHm476uFIRTAm/dU7RWIfy/s/SCrT8OoGqgXDMyc37NSfu/3mQ7BmNQCpqu6oUgDD6JcY+pfrh/93ENMUH6FlJAcx2GsKUMDaagp4q6XuPevQ0px6w28wksxf5dohZkIO9QlWbM/2J2iDbOcpRtnOSLWzjOFsGFjmZV3mKoZUO8U5RuixGwrV4ft6p08a7FnDXDaU0We3+r4faSR/LaCPb77RJng3qgbrVUzcr8WqB3mrIwZ3+x++E1u7U/CBHd2zPLAO+RsZYjsG28eMADE8t8YLGvZweyQRLzEC/UhGMkIGFKhmTrjDoE2S+XhJSjVBoPRbs2C6Wfd1qi3AjX4chuI99fHLXP+UnL/8rhr+2lAGbUfjOnt0AnGCQo2wHsiibVZpsGz3O2K5M1bHz0FwGUmNibpnRab1Vf5zp1HzNUUS0jMBZzHSZqbYYcbUnADVGxsxfDtyYH7+fDDC4aZ9yk6ot9VnAUHOp47NkJpie+mCKLK+dBzlR3fL7w+rUeARaHZilQvOrLtXhkSRjH8nHvpD3C1qjO3qkUp/HuAfpdzQfjGaOrm3zessCi8T9yeda/taQ7cVlQNA1cdpT3VRzyMrtIHv2tedPk82Lm8/GPntqEAenmuNO+7FT3DtFMf+ca6rjO+ApMqIQ1DV7sc6yflwIVJba42xTLyjNpqcesNvM5DmElEhWJJMX9zEZhQd5NtdxD1tY5Ltcw8u4nZmRMY6MZFFXZraOMV99ZnbNk30rzY7ipukfwndkWFJSztSxSO02mTLA1wksbSSYSlEcczy+UW2cC81citppd3rUSmsFcWeKIvMV3zU/Hqnex3G28a09e/iRkf2ZlmIKRmt1ju3uX9Yk9TXIQMkimWZMjHqDIgqlr2fyH5KfGRSMrcwLxzOfvhOXX0SlcYqBBbhy6CAn2cKDXMN/rfw01910D08xyBF20KTCVRzgh5v3sG1uib4GLNXIEqBPwel9MDU6ytcmf4TnD3+L/um8bSXnHrW2xYT5HAkEDtFq/uj9F+DTfzHu7vPmYKBh9Y2TpZd4NoW5ZzQNlWZuKu+rQIprSSwJ/LJGqUGrVlO5Tu8O4/A+xzVUPnhOqXU2+o6pbwImAjFbac1zJr9HmRrGPaddm5HiXhHPOQj0yKXqv2uqdH8oqVOAWX6O0KrpjBpABc2JoK5KBroV8GaOIq1F7H+KYluxv2W5FjvV66T31t0OfN78+Ulp7KKppmuyI/UASI96lKQesNvMJImrJHDaBHR8jkLSOwHMwksP/kO2EVSB62GSQxxikru5niYVtg8dpXnVI5xgkEPbJ1lqDGdh/KNNvKgdsEtFyHQq05y109K1A3nroTOhtTtTWsHV9KFH5xedKc3ceu91O81cOw1sfu52Xs6PVPdnoG0SmILhxaWCWReDNkuxXsxTMJtbydYpaRZkZVAlCxRRpTCjhGUGv28ChnacWgZAV0w9QW3iJGPMMMWlPMIutnGcfzX7/9In007TFvUfI+sz0HcQnjU+y8U/doKpkUs4OVLjEa7kBIPUWOR67mbnxBzcltchU1AxmAKlc7RqpwSeBFwbVl4khlvJ0EfIgIy0PtV8XvN8gTTydo5RAA1pGP1eiplW204CjfJZkx+cALc0ogJT6pM0hK55i1EbCb/LQulHrZTmUlFHFXDE003IJNT3lbjedXofNDcxNx60hvTXt2s4pcWM+fO8bY3HgXsMPON7ggtlFd1yhsKlQp8JCi2s7qfmxt/VsiBBsd0I0DWWqO2skF4H/J6qjVTajnj/HQinzJBdm+ugrrev9ahHHan3imx28gVeQQbczEJmPBUyEx4tjI/CFTxBfQ/8H0Mf4I/4Wb7KS5arHeQEjMHDV14FhwcycDdPq5mmb3ypoCoqU/aUdQPqfPNuV6aT1u5sAytRJxB6JvqUmpONqnc1x1db5kKntd6HjQB1nRiilNbOmTwvF9o9yRbu4vkw+rHsgICBM3dz9i2m1dut2UcMvRg8Z6aPWD9lhiZwkAcT2VmdY0d1jsnRQ5zgYibmnqBvmiJfW5MibD8U/mYDWR2jd9cZncs4yz3Vx7IyE/APu/ZxZGKcH371fvq+QKF9ST3bVVo1FAJeXj51T+RPJ+AmsDVCBuwEMDyqpnzs5I8oH2uBSplOOhMtoFChuCf7yfaIPfnvGpmG8CAF0B6hEBhWrW43u9P4PfiM5kHjcb8s7R9QaHw8AMwQRbJ0zaH7h8XnM0ZrbieciD6B2iuhFXxoPBqva9E8GIqblErLuosMgOucB9fyfuzKywvY+f0iH698Tz3IjAQjnkKh3ZrhwEvPh5MLB8rS9uhYBHCpNCHRTxFatcDe30VW8g8qf6FTu+f0bNL50IcerYt6wG4z0zzQT8GAKXluHnmOOplJzjRF9EwxSdXs+MAs7K1/j98Z+488cOMV/Db/F9/l2VRosp0fcNmzDnFkYAdLjw1n7UT/u8hgRjCRAnYpwLFWULdWOpfas41sOzVPqd9niholv3tUUKdVdrUgrV35bkGel0+9V2UAL753DTi+uI2Haldz7Kf6Gf6bpYwBHbBrodDONcg0PvKbq5ExvXUKICBQ59fotzRaYpK1HilqZg6I+qpwyaPzMDdfgBpFrKxb+xJ8zZIxzPfTai4pBns/PO/g/Rx+1QjfHN3H8/bcnzHZdas7RrP0SJAy53QQI2CEXadx+v0ZAS6lCCDi2qJj1l9/5z2Sp/oisIndlwqF794cWS68HyXTDKkvMv0TGJeJrPonrZp8J6WlUjvyNYRWIDBkdQxb3R4lc4EiR52DBgddUWPXCN/xN6x8T/w+6BlzbZ72VdfaiYYp/CHdp71KNo/SRO8I/dA7JX9RCV7dH86BnANb9Ul91Dsns0+NycGV5syBr+bOAW1891Pz5Hu4nsWY77Isp6GDQgV/cU2jgH073sH70qMe9aiFesBuM5M2EJH8LiTBW6Q1OMFEXk7SQ5esT8Peh7/H//PSt/DuybdxOy/nKNu5mBPUBhZZ0iKbYip9wa6G4/F/6jodK/vfjYZuvdq5jQYlGwnmOjElqbmI1633Te+BtrXRekHdmV6hU89p1HQ4qHNQkj9vc4fHOHHFxTxYuYYX1O9tjXAYn033oZE/l5hZ9/sSwxij7kKxjtUoAIFAhzRWnoRb5mwCcQIqjbzMflZq04bst/p8BHYenOPErov53g2XcMWdTxTrKxSCM12ntVkMucbkDLfIowd67jaBpt0UmknXCg3b/xjIJeYNg5Xakxy0ciT/v0iW7mAX2b2ZIgMc2i8ezq+ZCG1J2yoQJ02M53LzVAx+bZNiT2pQ3Etpribz84/atbBS8yRtnYMLKO67t+9zIapaOZGed59nRQtVn/fkx1S/Rw2VZpR8HmVW7ABRIE6pCqTpc4A4ls/DNyg0fjENgObcE7hrTBEIO/k75iBtjtb3V234vOk9jnuOz7GbPzsA9Pe7W6GwCy561KMeJakH7DYziTHRpuYbmsx33F9lf36dzFscCGhTvQveMfMHVK9v8gV+nEGeYstAHjNTjJ0W6ZTmTRuhS9uriXKpsahMCgB2A+DWq8U7n6jdOFYzxjKt3Wre/LL2uu3HhXJPVkvt5rgbTVunY53qWK0m0CkCPh3TcTfRqvfzFIMc4CpewL3ZMTHIWg/k/+V+VM7gyydpgIz5jWHf43s/QyHt93QB0ljIXHAgfIuxXCADLkdY6fcWBVRiTqeAR2F61w62cRz2PZGBDfmpuTl61Cx4sBjNj49P49J5RTaWVrLOyvXvfrLgGbreNTIir9/9pBzgqW6Bs6/lfR0nAxPSkMqEVikgxNRL4yoTywatoCvOpzP2ukYmob4XQQZo1YbmzM0wXbPjGqxIOh/9DHXO90GNd5xCmyStbiM/Ll/HfbT6tfu90H8FfnFBrPxFtYfLl1HP4lx+jWsJ5WN3hNZnqUyY1yB7juZCuVTi9QiiYtRXUVnwFVgJ2GMZfy/8nU4JIOPe7yShx4VGvaiYPdog6gG7zUwuRZMPhy+MLrUTMxQlhTqnBTz3ZfiVuQ9x6OZJjrONLZXFlZszlD89Dv48BYL/ToFCHS8DbGWaOli5IMY6zsWCmdqUurlmve21A8mpdroB3N203aOCVgPqNqLOjWoDykFdWdkGNKjwfSYyRtc1EnNkJmjDFHnSGhQM+BhFMCcx8WXPrTObYsAX83rdV0xaFWjVlEGxBgqgiDzKpYMuAR8TjjVurnCEHVx50yMM3XWqGNMoGfjzhNm+Zsoc08kZVAFhjVOMvsxVL7d5ELPu2i0lD1+wT2wrFYnQ19L7KcLnX06muduTlxsCrifTGpG318j7pvx+AtGi1H3UnOgeQvaMyKrEweQUmTmiAwyNQcIFgckYrdIp5lqrUggFNDZPT6CgYzo+m89DNe/fHgpApzQM06w0G9V+N2bta3/UcyIzVu/Lwfyj92GI7F6MUjzrs5Tvp7LacV/SKoVWVmXKAJLaFIh20KH593vtAM21cvqv58vvTZOVz4WonWZV1Mtj16MeJakH7DYzLQLbKTY1Sfpk7z9FsYHJ8VuSai20WugXKBiIPDHv+3a/k1dM/jUnm/lq3E7zFo/5gq9vN6FxkBcpBdhSQK4M6K0WZJxJUNKtpmyj+lAGJssA3lrb7gG+ciq7x2dytT1Tdcf7p/c4+Nwd5RlMMcH39lxCjZPsnMqRh/x+pUFTHdJYjFAwzJH59tQHUDDu0uiIgfT1xIONaF1U4BT5Os3TGtiE/Lpo2ubjFVCaggmmmGKC47VtDI3OZVo7aRzVrptBCniM0Aog5UvkJndq33/vAJ4P9VEYmKIAfiNkQOgQBUh1U0BnjuOY3H9McyFG34OSaB/ZSgZonpvP4/12LpqtCqi7VsbnwgWKAlHD+VgupdiTPEKn7qWnZ/Bn0wFK1EwKrHnglmgGKI1knrR+OZI0FM+6g7V783EeI3uePHm77oHvVb7nDlk9DlJdiOCaP33ctHOMVmDkmmAJNzxyqZ47L1+2B8dgMkpQ7+PXPVKdLkiG1uA3UVPn7bsgJUUx4Iqe05RmsEc96hHQA3abm54CLqaIbOVmNdF+X+Q2/yJJvn2zXAC+Btsnf5D9H1iCgf70hp2SsGvTdtOklAYtpZnzTyetUxnQa0fnEmyczbbXojHs0fpoLaBuLfdoNfWtpf74/vlHYMrWgZOLWzhSy0wUR+/NuUWtRTIXV6j6aDYpptufVzHCY7S+1wq7D60AZNz+VygSWUNrwKd2eTlj3k83LdOYa7B76jAPTVzNFBPsvGGuMFuUT7O0TTP2W6BPwKldECoocvuNAXthaQ9UcnBYH8oB3igZ+JC2J0aJdPAUNTcOHjReaWhkwi/gPJP340je3gSZNu9+CtCi/SemXIh7RdRKejoeKADurvz7m7Sa2qqPztiL2Y9awOin6GaEMvkdovB9u9z6Okdhclql8DdUkB2BJmmz3JfMQZlrm9TP6BvokT4J86d3w3PDuWmx6vA2BAR97lNBT7A+R0rtrW4K6+bLzk+oHQmXdb2/T2o/8gN+bDFRhvD/QgueEnmkc0XnQx96tC7qsX2bmTxXXdWOaUH0KF2e/NUlpiJtHFp8c83eLh7hnsoPc3zrNpaO9mdlfcNIadKgdQONOX4i4GvnCN2u7ngstSCtRYO3manTG70RYO/pNJ/nis71yhzBnDMdiWOL9S3M1MYYXKi3vs/yHZK2SuuPazXmaGXYCd++vgkcullmjYzZdi2gM9ryuZOZnKwXokZLa1NkQnWevM93wlWvP8AUE+y//jL2TDyWtf1du8YjRMoEVUFbYl4uzcuE9XGSwvzuR+HkwEU0qxX6v7/EwH5azTpdWyXzPteWeBoJB6oOLuQz51pLrdEjFH5dh4C9ZJo7heffT2Y2qCAxMUF7fJZdayfQpd9e9i4K4BSfAc2dSIBRGlO3GJEmV5YrqmOMbH/cRWHS68+d5kCgTgBaWjXdO2h9jsr2qTgXVbtOgNb3xwYro6TK/FQgU6R7HfPDeaTWKOSNmlDC7zi/Oq65jc+xa/BcKOJC53bz489xFCjFIEo9jV2PelRK55p96NF6aJBCQufR5OKmFE0iFKQAWgGhb2xVYAYuZYodHOH42DaeeGy4qGPArmunVYvHUqAupdFzaqcZjGViuXbHerQ6ajd/vfndeM3bmaLVgP/4XpYAvmajynG2UVskY/R3U4CHIYpgEM4cNsgAygStDJzAl9awhfBf/nNQmJdLcCWgV6WIUunPpjOwykfmx9VGHLuDvjtg98OH2X3LYQ7vGuHx8VG2jR3n4kuXaP4oDCzA6Sr0NciA2l+RmWsqiqLM5Wbz3xPAj8Hpy6Hv7nwsk2TAowaHJ0YYbJ5g+EtLy8nUW6Iaa9zRhM61Tz4O1/Qs2DEFM3FBIFZ+gMzHrkZhgjlG4Yt2f17fDK3gzbV10gjKnNJNdZWDdYwCLFZpvd9D9t+Dr6h/8psTsFA/ttIKJK+l2AflnqBnQMDtUbL7N0Bhzus5Y9uRtHORygRrUWMV3z8JQWKCeJV1QYQDTh3zaJ+VRDnXNpaBO+cr4n11ksZQc58S9rbbn8s0dd7fVLs96lGPgB6w29z0DOA0aSd5Z5Q8qIBvAjJ/0kYYTTfG4BCTLLKFZrOy0sQnmtm005rF/q0moAp2vhOA6AGMVkoxEvFYb77WT+1W0rJzq1l9o6R/LfWsdrVv95wEwLdU38IJLs5yvC3eXwA5aRWkMZJZnQBVMy8j8Cd/HoGWITsvMCPzPShAHxRASWDB/Y0EJFKaBM/xpTEJULpWQmZ0DTLg8d9g5xvmOHZ5P1vqS1Sb8NDIFTAEJxikQoOnxgd5UeNbGbjz9AsyZxsHboR/uH5f1sar4EoOsm2uTv8CLIxdxI7ZOfoUWES5Sd3iYpRWLV1keAVUNO8ah+rQGLdaedWjezZCKyCTBmuRDOxdRyHskxlqk8zE0X3lanl/pylA5w6K+yttrhKyQ3H/VP8orfnc3ATVg3YI0Ml3TqkJ/Hm5g0wLqT1I5xzwSnDgY0jNM7SCOQdSEahFSxdoFXLGPVbjc/NT1edjjv2KffR9P4I/f7/b1aP3x4OwaDxeLmWKGiklkE3tR/H9jG1dCNSLitmjDaIesNvMJI0dFPnrXFLo0roG2UY2TLE5iQE6lpdzh/8qsAse4mqOs40T8xdn59xcRL/F7HS7KMUNzbV4ZWkUUkxm6n+nPqQkgRcSdQLHsdxa6j5T5Z9OtBYg2C2VaQU2ilL3tV7jKQZ5iKt43sL9revKPAXD6pogMesCGx6lUMyj1iz3yXKmWP5gMq2DZWuDZWAm3zYx79IkDFOYj8k/TtdrjVRfNGYXms0AfwPDP7rE7K4BBubq7N3/PajCscv7uatyA4Oc4OHrd7L77sMZGNT6LGAzCuyAHRxhW/M4w0eWADg9kH2GZk4VppwCtFUKbZLmYwetvn0erENjEDmT7FoUHfNAI64RlLZwD0XkzArwhfzYS/Pv+8kSnQsceXu659fnx6T18/2oSqZR20UBWjw9jwegIe+HNMP78zlVqoIJ+y2AKzPG6XxMHqDFhaSuvY17XCeQkjLzLXsvY164FAnANSjSLVQo7nMEeA6SYpsRQKTe506aMQdYfk/Utp/DjntwnygYTvWjUz971KMeraAesNvMNAj007qoixnxiFluWiGJ+QitNETG6Gy1Y6OwyBaO8gxO1mswcBoG+rJzcdFWH/x/GaWeumriXCeAl5L2xTqfrpvBaue/m3qernPZiVYL0taz6m7Uir2WeuI72vJe9nGCQR7kGhj/bMFED1GExXdTODHiUAQJ0Xn5p8lfyqNjDoRvZ54dPIqRh2KtEqjUtSJplIZpDUIyYOcdVLgv2ixwF4wu1jk9Dn3VrJ3hh5d41cjfsTByEffVnsPuFx0uAI5C4+8FbobZiQGeNT3LsbF+9k9cxpVzj9HvqSGk9ZR/V4MiSIvAnJsR+nqfopT2yI9J0wmtScObed+1d8gSREDyATLAdgMZwDtIkVZC9Uzk5938Vn1y8DNHkTpihtb5lxBAWrhxCgB5bV6fQLB8K2VK6f5yel5cEOr9cZPDGF20DOD5GlkjvUf5NW4arP9ldep4zLXowoaUNjC1bjtoJZT1fdM1gWrbNd26pt0+4X2Jmr+yPaVsP3c6XXLtZqWl/HOu6XzoQ4/WRT1gt5lJTu8eCUzki6k2i5izRgurEqhKmirmYD+88oYvcg8/zKn6Fmj0tTIBWJ0uLVyLxkDtxgXdN6nUptWOfHN6OoOSC11Lea6o0zMYz3fzzK72vVlPH1Z7bRnl68giW7iP52TRBSOjJ4GTzO0EkHbQYuK3NAr9B+3aKYo1ZisrNXbO0EI6VLzMHhXco0pr8mmPUOnh8BuJ/x54xDWGU9D33fy/xj8LQ3OnuH78Xh7fO8rY5CwD91Os26+DByauoEKT6tgRKo0mV87noG6K1gAkSonwqLVxhCJ/XJXWPmPHo6l7HF8e7XNZKyY/O5kc6ty0za18vGSOKb+vGbKgJzeT7SnSzAmkzuSfR+1aAbQqmcZN965BoSXU9QL/nhdOml4PUON7hOoWyFRd+nb/MhcWpELtp6KqRn91aPXZdPI9WfNcRt5/F2RoDqN5ove5Eo7rfkbQFvfalKYvagOjhi2+j05+XUrwG6OzOoCM9ZeB6R71qEct1HtFNjPtIkt5IKmtFlF9++bim5ZyAXnOIigYH0WVOwS/fufv8ec3/gueqI5DtQrVvrQGTZubonitZRH2epwZWQ2462ntenQ26HwAdRtBGwgkm1Q5ynbq18LAIahP5mH5oRDcCGDVgN1wbKKfxUqNJhXG5uboF+MtAFalCJYxT5GQ25lsCbZitES9+zOhPBTrngBBNF+XT5X75vl6KnDkuUGr+e9psrU5B3j9x2CiOUujAgvXXcSWPaeoNuHJ0a2Mc4Rqs5mZYLoPovtSNciAnsaulA8TFGHlndkWaNE6LnIBn0ziFKgmghMBN5VXhM4BCmAhgB6FfZCBuwaFz6TmX2aTo/k5adPinEujh81Jw367D6YCnVTz+iVI0H0ayPsugCKKoAZWajujgMKDsvjxGHEypXXzYykNoPZoBzIDZPPkQC4lAI0ANPpb1sL5FLgrA3mxXByXBC6LJWW87k5aOB9LvDYe60XF7FGPktQDdpuZngucBP4i/y+/N/eX0AaXMs1RiGvX5GnTHAL2wndu3E2TCv0DJ1mqW6LyFHDzzSBlBpIChE7uawdp6WhKOthOC5FqP6UR3PS0HruUvg3rxQVPG6XlWst13YLF1PHVaOrWQo0sl91g7QQD9wJfg+ZbL4KBU8sg7eE9O9m9/3ChZWnA8P4lGFoqtD9zFH5DAi/QGqpf/8XgztlxrR2eL6xq58TsC4TN2bfMD3XO1wZpuKr2aRbjYIaMwRVj/kDep4nsf19uGTG4cAqAE0MXsX1unv5j+bU+Nte+HaIAK1AwvWL0HQgMWT3D1k/vv8+RUgRICwata+G8zYPWZZlIimQaqn7Ih01AYprCVHI677e0fwp245o/1YnVIdDg4K5KNrcDwMO0mtk6SBM4Ur9ckBkjScJK7ZCDjFRgFL/Oz/u9gdZ3LrXf+HkHLK7Z8j65pssTdqdShji5Js+FwK5Z0zmfB8J1+tZv942NoLJacjzyAKn2Uv59OnYycW4zk2uIzyWdD33o0bqoB+w2M30OOEUB5rQoaoORCUq02/fkpm6f7y90FdgHv8lvcZTtNBsBGZYBopT0VtQNoEqBu3ZSwwjwIngrA5ObGsy1A3FrGdi5WAY2GZhcD6BbLxg827en7B1OCXHs2In5QRq1SqYdqcE9teu4avIhLqnM8w8T+7hm8cEi/YoDDjHc82TgSO+/IhIq55wEVQqMMpHXJe1SIl6sAAAgAElEQVTeLBmIiO/+kNUjBljaMYW5d9NEB5GeP821H1o/1S6kmWBjyKs2V0Mzp1q1cwKqqrMOfJ8CRAncaD33+h3suomo6vJQ996G5xeTNtUZfAd96lONIhn7DK3PhOoQwJNliIC6wJv6KxNPRdyM2tiUhk5tSBvpPpFQ7GUCuoTrBAp1PJLvEZHBjVo2/fZgLqlccQ6cUsJPUYxE6X7x8mVMkUe59rHF/c41eX6PyyjW4eTjmA/Hnfyd87mK7URQWtaXeKxHPerRCuoBu81MJ8iCp0BrtDlfxONmkjJzcP8F80m5bc+L83QHtlu103C1A3V0OBf7nqovAry4QbYDfam+bKqNoQzMpQaxGu9nRd85m1QlPZ7zCOytZmVczyp6NkHdRvYz8chUqg2eYjCLijgFL1r4VgYCBuB5B+8vwJUi8yqlgJjSHXlFipLo76gn1BbYEKBzhtgZd4E+MbI+Bpn/RU2V6q5TRPX0CJE6L+AgUChyX0LzNVwYv4ihuVPFeisw4mH0vc8CWW4iGpnxGNzDTV3VFy8rpn6rXeOaQv0+RgFe/fpD+bgm8zIOJKVF8nlsWjmNR+d8jddcuG+blxepzxqz6k4J9twUUxFP9cz4XEdLFu9Du2UxAqZUAvCUr1u8nsT56J9XoXV/r1gZtREDAqnelFA0CiBSwtCUkML75M9eSuBQBuD8O5r/enmNqyztQoULT2PXox5tEPWA3WYmLXzRT8RNHVRGmrBaKCPGxk1d8vPbOM4WTlJZLeMfN4ZutWQp7VqqrnZSvfh/U4G3FHUD6FYD5OJkricEVn+bc6l6VT6FwKEY6zkEeKtdEc+WJm8tK3U1fK+VuhTInKzXOD6yLQNoCsW/QAYIRPLpOkYh6Vc6Arc0sHqXmXxn4qEAJCrvPlq6VgBDgM+1eClBl7RTnj5BdcVomWMUia91fJQiGAwsM6ZDj54qArEIfAmMQQFwHPg1bG7mrKxbNLiJm0wOYaUmS9eqz66l8zGqz65patCaUH7EzlfsmpS2KqX10X1w09HUvfA++b3TNUfCudi+Ry+VH2HcP2KURu93pLK9R8ei352oLJ1B6r3yPrjGeNTa17vjwNRNciOVRfT0hPSx76kk4n4+mg1G3iOOJ/U/FZDFAZ3+6364cMXHc6FQJ2HC2aKeKeampwvt1Xh60SAZLxw3iyoFoyRGBVpNMLV5K72Bm8jk9d0wey/bR49S4yRbBhap17dAIzDz3YC1FMhLUQrAddLa6ViZhLGbPp53tBYwt9pBtgN03S4LqwWFZWAv3ngf/1kEeefTarjWvmz0GFIMeQmdqm9hkS0sXQr9DQrG0Zn7BhlI0brjQU/cjE9aM5nPyf8u9sVBCPlv+Xg5QFT9HmkyZRom0OUAUKBB4MBNCCUwyxNsn84BV59MKx28pczNXAMi5nWWwtx03NpUwJOye+D7gAezcJAgTan2CGgV6KlPvqaK+VcEUCiiKB+kyFMYr/W12kk5+aLPWgSAfm0Z0IqaqpgjzaMspkwpuwnUkepPvCaaNJaVSzHN8R2LwNPzFUKm8dazJWGB1yOBrgLLePv+Dqfmw/97fa59jGOoJo7F6/07unx4nVFDl5IB6p5elGizRz3q0XnFyvRoLaRN201stAn4Iq7FcMC+I+CTVDzfLPu+BJOvP8RDXMXg1qeoz+eJ81KmGhFcRVMVL1tG7TaYtWrtOtF5BfrOFKArA2DtjrfTxom6VOW0vVZ9iNq8s6zFOxMr4Vq1defTqtzu8VrBwGcc2T0j+3jevfcXGh9Ia1R0XOBOdVVo1U4pB5mvWR4UStoFXxcE4jyxtUv9VcbNOaFYQwUoFfhjPu/ji7K2Tw9AowL9i3C6Cn05o92o5NNQowg0MkUGgCDL7+Z9Vzvqz7y17wE/NA5dF7UlncwXfU4isCoTqEHrvCpi8rz1x61B/LldJL1Op8qIJAhIBfryfup+R2DqAMTvaQx0Ev/H+r2vUSjRzd7jc6dryrR53k5ZnYoiq3qVw2+alcAtgjcJStyip2w/9vlJ/Y7PRar/7daLKETxvsFKH0EH+ynz0x6dcfr+97/fscxll112FnrSo9XQ+cRC9Ggt1KQ1mSwUm61vbi5RdLMZN8twU55F4GG4gbv4Bs/neGUbxwe2ZZExG6tgsteqsfNry7R2FxStJapl2URsRIbRdnWUmVSuhiIXFMFklAic5rzywYMzA87OxxW5jGlrhE+9xlMM8hBX8by5+1sDM7lU35lOJSt3yX28pm7HlQcvMtq+TsTAS1Hj4OBI4fi9vPrlzOPlZIm1c81h3yL05/nU+oZZBhf9Yk6ngTvIwvDLLLJGpulSsBU3RRTAVJJ0B8zyuVMybhJzqfp0LoKgOL6oNYHWe+maIJFM+V0IqLoGQrsOrqIWTW2k/MJSkSfVNx+P6qmHctrH3DSxXRsp8qWn7H3s5ngEQfFcBNbx/XKQKlAuQchQOB5BW7t909+BqEH2vnYrPE1p5FKgOgUGdX+8XFwDCNddqBTn6FyR9eGFL3xhx+KnT19omeI3P13Ir8mFT8fJeF2XdMYNXxu0b8S18K3N2c2fyMr/7/d+kluvfT0/YDu1gUWW2La2vqYkfWVlRKkNNrVJdpIWttukzjl1WhS94+3A1lrBXLtJ2+i2nFIaupT27iwsUattYr1dWg+z6JSanjJty3r7nHpMIrBr9HGCQQ5wdSvj7f1xM0CZNsoUUxEUPeqk1qxF+3i+ughUnKF0YKljXt4Bj/rkJpwawwRZom2F64dC0zBD5lOoXHvTZFq2O8l8wNSOokl6WHj5BAr0efTKhh13/2gBPI1V9UcQFP8LSDnQc0AQg9NEqpKBYJmdKv+c+uhmmrL6EEXmXuMpA3GpICDVknNQAGQHLL7mO9Dw4yk/Lm8z1X47UON7Vdm+5ZQyA43vq2vkqhSCjSn7320f4/lUUBJvNzUfZcAvjiVq5yTAqNpvP6f++/Pp9zw+k02yiOA96lGPVlAP2G1mGiSzM9dCKSf7MvDjTI1LUaMkzSOy/SX8+LVf4BCTVKpdetXGdr2N1WrsYh3tTEHWAuDOKehbj6SrE+Bb76C6vX6tS0g7ELdUcvwca+26HeqZ0OSthsqA3Ebh5NS6kn9OMMgMY9l/MaFaNhTwQRo6B1EyIRxlZT63ESvj65i/u9HUzRnRJq0+bH7cH/Mh688sRR66aynMKgWuJACbIQM4YrJjvjSBuh35OOL6LI2JQK6bVfo8L9KaVsHBnY8hmmJGkoYktf7HKIQ+tyP5GGQSK/NA7T36L5IGUiaffs8c7Jdp1aJ2T/1zjazm1seWWs/LgMFawFA7oFa2f5X99mfZ/3s5v07gWfdHcz4QynqANI+G2kycLwvYUQZEU+a7/j+CUj9etqWk/ADjb2+jF9zjrNHXv/51Lr300nPdjR6tknrAbjPTNrINXlHfIA3U9J1yUNd/D9MNRYjqWXjbXR/jMze8lqnaBCtoNcCom7JlwK3sXKw7Nf5zBtzaUTegrhN4Sx0/04ON7UWAthqKWrpGF8fPgM9dN4BnowHRRlEnEJcSirS7PvXexfJlj1gjS1J+qDZZrEsNCq2O1iAFdvD21cdoAjhGoYWZpcg9N2rXxX4vJo5JYOXRIgWCxBgv5O0J+EwCz6ZYX2tkET7VZwU4EQhUm679ctPABhlz7gzvqP33AFaajxiUY5aMod9BkYQ8glUHlQ5mo1awSuvci+p2vUBmk0JbOWb9cv9A3Sf3IXRw6CAiarVSIMufP4/CWHZd6jkuAwaNcEwU52It+1WT1nbL3qNUe24ynLpW5+WTqpQT7lqhOXGfVAFq/Y5BhKB49qIvW9TsxWOpsXn9kcqAW0pg5P1xIcB5u6+vg87DqJiXXnppz4duE1IP2G1mepzM2V8O/5KSSvKsBdzDiLsZJqSlqC6VbgD/A/7dDe/jN/ktZraOcaoxlGYI2lG3T1q7DbmTZi7FwJ4PC+WqqR2gKzsXB7oR5pKrodW2F6NhdoOunLzseeR7dzbB22rPdwJtZdQtwKvCxbUTNKlkjOc0RSRLhegXU6pUCDo/QLaOKX2L2vWomWJ8BDBGrZyTJ/OWNknMpoe/1xomzaGAnKckuCcvryAo1bw/6qMnMxcg1G+VVQRJ95PS2GRa6dGK9S0tHhRMvKJb1inyAUatnYO36N/mbYhS66vAidqfp9DWqQ+ePNz9+6q0CghjeoYUYHVKRZh0E71OYC41NvXNr/Wk4V62bA/yPa+sXX8vYj+7AYyVUMbbnabwn9ezHwPIeB/nab2HPq8Nu64s0moqQmU1ccx5DDdrjUCR0D8/FvsXI7zGOXctX4961KMW6gG7zUzzZEk6xUBow5TPAWSbPxQ+dGXar3hczAPANPzEX32JP331fRzcsYsn5geh2pd+etpJJ9dKKSDnx6LUr6y9817K10lD10ZV0vY6VnF+o6lMk9euHymkUuWsavHWQu1W0zO90qambLVYOcWwtmPARab5qXGSZ/PdAky5psB9saJWQ6AhMrY1ChPEUQoTSEVmHKacpL1yULdI5uumoClVMkC3Jy+bJ1dfbn+KAqT6/AiwRO2HgNYIRT47F5QJBDWtHtXrmokdrDSLHKAwZxWD7Uy0A0po1bzVwjWw8l570mn/qG/yQTxCkUReAFRmnLo+BuUg9C2mqVB/3G+wGo7HujQ3romKdUbNkmu24h4YUzbAyv6VafrKqEzz1o5SWkDXXqX8DN3k0p+vdianZXWJUr6HsY+qp5oom4rCaWvFiutFcivRMb+HLvTpJSjvUY+S1AN2m5m2UCykNYqEupKEC+A5c+b+IL6gOqPhQVX0+xC8ki9yD9fx1M6LmT/8TGj0lW983VA3T183gC5K/zpJcc9LgLfaDq0GoJ1tMNdN2ynAF4GbgznRGQJ4qwVBkc40qOuGQWw3hqi1SzHB7SilIVG9xuw2qVDxZ9nXGQmfxFxL6yNtVp3W10CaITfbVIRI8vKjVj4ylz5W13bJomGYwvftTuAuWtc/tbEQ6vQonQruorn0RNgy+xSYVeRIaf6krRMIdksL14w4gzxs16k/ApZ1MhCc0hr5WhkZcPVFIfE1Hg/M4vc9Mt0pAKK5SSXk1lz4/YngLYIRgZDFcN5TRlSsrrLn2sFKSpAR9zP/3W6JTmmgHJDUwznvT5kGNZ6TYMSjVzuw1zMzy8r59LmUkLdi13TSJsa++HvcSZga29d/f66jBq5G63teZaXW9lxua2eCykD02abzoQ89Whf1gN1mJt09OeuPUEjItbHG8mKmJNlzCaoYBElbnVmZhzfe9mc8+KpreGpokIPPrFBvjK6MeteJ8fR+twNt8ViKKe2GUht3irk9rxaz9QRD6S+5/nyj2Mf+cM7BXap8lfZBVmDVAK/s+T2fVslu3rF2zOpqy62mX0CFJoM8lf1xMCfTRkVm1DqkQByRAXTmXIz7MFnaAWniIgMvBtHfb0X6lX+ZonBKS3cM+BpZnjkBsbhORZ+9lK+YxqS1xEGNwKuEbItkAjbVqbrcJM6BrpjqrbSadeqc98lBssCsR76My4gH0HCQ4OP1nHdDeT/qZPfNzUDLoh46+VqbiuYcy/n9TfmIe2AcB08xGI3GE4FubNP7V7Y3pN6VMkAYw/6XnU+RgJeeqzEyM2S9L37/te/L3y4CtRR4c7NfwnU+Zw6W47vhdaQArcBY1NK78MTvi+qvhDpg5X3oUY96lKTziWXp0WrpIlaGnnZJLmSLvUu8tBHPUWzqkt5psa2H6yU92w+/M/EfObl3C3858loeaVRZagy3bqq+EWjB9vriRtmJufQFvxO46xaoRSAapcObns5ncFd282MeOwd3XjYeF6XKbuLk5u0oDjN1fjV9WiugjbeyClvE0QsguVm41gIBqLhWxd+6Voy6a/qOUTB/AjBiIF2z4wFSGmSgbhfUb4CBg2Sml0o7oPXKg7t4n2KYfme8VU51yXdQ66vnxVPdMfqn5tuvjZoeDyzjJqDz4b/7N7mmI6YViNESU6aaAujQCsalPfX+O9ATIx/nSOXcDzACe52vWBknB8QpjY/+p8Ln+7fvAam130EHJWWcUuUikPW2oyYs7k16bqoUz1bKzNU1ozHKZPwd97wUaNOc+v3QfYukZ8Y1sTFProO+GFkzaua8Tgfhft16BVE96tEFTL1XYzPTMFkulxEySZ5AGBQbsG+2Wjh9847MBqyU1jXs/DfhPfO/wZYbTvLnY/+chxpXZ8FU2m14YohUJ6xuo+wG3KXKpSgyo90AxjNOnRpcS4fOBrhb70TFm+H99f6Xae8iwEvlxoNVAbz47JzNFbITYEuVXw+AW217fk1J21WanODiLE2AAMpWsnVphgLkCOCJGZQVgbej8+TXySohTwy+DMYGKHLGCfCpbzJ/1PozDqevg4E5YD8rQaGoGeqBYi1dZKXGTL6Ac/at6wX0lIzdQZzX7ykN3ExO87I1zA0Uppc67mP1+mMKA/12UOPMtM/FOK25A70+zYl/O7Bws34/pra8bNRueX2xXY3TcxVGbZuPIYISAce43qeWtHbaufhfv1OmlzHoSIr8uZCZsQCdzkXA5QF5PPiQz5lfk5r7Kivn2O9H1Dj6fLtpcrx3fu8dZEPrMxeBusp7WW97gAvPx+48jIrZo81JF52LRt/xjnfQ19e3/PniF7/Y8ZrPf/7z3HLLLVx22WXUajUuu+wybrnlFj7/+c933e6JEyf43d/9XV74whcyOjrK1q1b2bdvH7/6q7/Ko48+2nU93/nOd3jrW9/K1VdfzcUXX8wll1zCy1/+cj784Q/TaJzFN1NOxsMUwMvNmnzD9v81u17ScweF0QxC5ks6fgx+59B/5Of4BFftOADblzKmQ2WjJLBqx+Mm71RNfEiUb3euE631ug0lT3Xgz8sS3aUv6AawnUlQVybe3sg6fS70u12Zhv33Y37NabpKMxGZjzOBuzvV122dZeXaXd9t/Z0Y3kjV0zSoZKaYYiRHyNanMeAGWLo+/z9OBv7c724rrX5mWpuGKQCCwrtDsQ6M5HU5IyrwFaPr7YKDozszUCdLAvndKfBUBL8eIVLrmMrZmsgMGdCa9zkJ3zHASIUiqIsL2zQG8jbHWJmKRlFHlUtvgUJz5xpIz//n43JyrYv7+cm0cxp41NoZJfNPnMy/NX++xwzTOk+yCnHS/fbjMpv1OXMhpe6/BzuBIi1Dg5XgOZpk6tnwuUl9IsV9rGxPi1owJwdK7mcmixrNkwcKiYFyamT3wAP0uM9bbMcpBjvxZySaAC+Gc3q2/Pl0oJgSEmBteB3+zPucRf5F9Sgya4961KO2dNbZ229961u8733v67r86dOneetb38pHPvKRluOPP/44t956K7feeitvectb+M//+T/T11cukX/ooYf4yZ/8SR588MGW4w888AAPPPAAH/3oR/mTP/kTXv3qV7ftz8c+9jF+8Rd/kcXFQtxVr9e5/fbbuf322/nEJz7BZz/7WcbGxtrUskGkxdnNYxoU4cC1aEoqHk0tUwzLLK0LsEKQe5u1rK1f4/fZNnmcD1/xb7iX6+Fof7FZevsugYtmmU6dmMeyjTJ1vNMGfc4kYwIWEaCkaLVlUmVXA/DOB3FhfDhcO9dNxM8yrZ2f8wevZM2Il0cGZDXkDM5qr+umvbXWv9HU6OMkNU6yJVszFMBpjOW1qd+ZwFGYnRyg2mwyPLW0rH04PQJ90ywz/bMTA2ybq8MQPLU1u4cXzy/RrEJtEfpk1imN1jwF0BIDqTViHHZPH87WOQeI0kgt2nfUPlTyut1/Tky1zBIb4RqBI318/A4MVadr9HReTLvOy8+qQZHbT9pM1SfQI81WBJgR5LkJpTPndeu3X6/IpK6xlD+jAzyRjrnPn7fvJrMxqEbKVFF98HuRCosvSvmYRS1QBEEeuVNaIv0ve9/K9pu4R7k21rWcDTunujzYj46nNKiurU35I3rd7VIceFkHgP4eiQ+AVuGJtymhRTTvbYRyqXvhx1LRSnvUox6V0lnV2J06dYo3v/nNNBoNxsfHu7rm13/915dB3XOf+1w++clP8vWvf51PfvKTPPe5zwXgIx/5CL/xG79RWsf8/Dyvec1rlkHdm9/8Zv7mb/6Gr371q/z2b/82W7duZW5ujje84Q18+9vfLq3nC1/4Am95y1tYXFxkx44dfOADH+DOO+/kr//6r7nlllsA+NrXvsYtt9zCqVOnuhrfukhRMZ0BgFZJmi+sMddNxT5aSLXR1K2Mb3wekGUO3rb/Y/wBb+M1V3yakb2HYTtFbj2XbqYknWuhasnvTtQI353KbTi5tkiNpDR0Or+aMpSU7RbUlXEj3dLSGj+r6VNKgxfLNhJtpM75sQ5avNTUrEVQsJ7p7eb2dFP/mdJW23Q2qXCCwUyLM55/FinC/0sQlZuZDS7UubNyY8v6NDU6ym17X8zj147yrV17eIir+cbIj3BoZCdTlQmOVHZwfGSA40NbOTB6GQvjF3FaAKuStXP6euBFwLV5H/KowfsnLss0T3O0JhKXX50nFJe5qMCWz90CmfbqEK0moiNkY9+Rtcew1aV5EhiZIwOgmkOsDgElRe3UmikAKZPPPL/eiSmKcc1Z3TGAlvfDzedcyBfJQYZApO8TDp5T67MHX0mBupQAw8FBPCbN7QytwMe1vbH+lKDPgUU78zMHIRKQ6niqbLdrRjwX02ZAsedKgyegLU2tNLPax33e9AwNU2j3anY8NY7oA+jPh5f1Z8HneyD8d/Dq9y8GRIkgEtL3MdZzIVHZs3ouPj3a1HRWX40PfOAD/P3f/z179+7l9a9/Pf/pP/2ntuUPHDjAu9/9bgBuuOEGvvzlL3PxxRcD8IIXvIDXve513Hzzzdx11128613v4ud+7ue46qqrVtTznve8hwceeACAd7/73fz7f//vl8+9+MUv5pWvfCUvf/nLOXHiBL/8y7/MbbfdtqKORqPB2972Nk6dOsXw8DB33HFHS1s/8RM/wS/+4i/yh3/4h3z5y1/mj//4j/nZn/3Z1U/SaqhJBqAk8ZMkzjeqlFZMUmQPoLJgx5sUfi/ayJpkElqPsJa3cfO9X+eGPf8Lf1L7af7ymtdxN9fz2OOT8OQAPEmr5K1bBjRK8MrObwoqM72MFIFMpzKdynai9YK59VIMmJIi56q83ajBi5o68uvK/PH8WJWOfngpZrBM49xOmu+00Zq/TufbXefUTR1R85MzBA0qHGdb5vO2A1iEh/fuZJodPH/uWzSrcGJogMGFOgP3wtSNO/nHh74CC3D42hE+w2t5lElu5E7u5EZmGGOSQ1zHPWxfPMrQwVPwMMvBVy7ZM099Ap4c3UpltMHoA3U4An1TZFEvL4elPdC/kGn+KjSKPHUe+ANafa5Swicxo54SQQBtgtbceNDKaLt27hitlgvODOv6EbtG7cSAKPn/037/FsO3+umAzccWTQL92hSpL8NWjzP92jdi+ylNm9r1OXdtXbv3KQII39c0LvdzS2mKuqUUWFHforbKy0Q/TU+I3mkb8DICUSKPCJvyy4qgSTyBg1L1MQJ/gcROa5nKlqVxcI2kl0/V4e9I6n/ZNZuKB+hRj84enTWN3aFDh5a1ah/60IfYsmVLx2ve9773LfusffCDH1wGdaLBwUE++MEPAhnw+v3f//0VdSwtLfH+978fgH379vH2t799RZkXv/jF/PzP/zwAf/u3f8s3vvGNFWVuvfVWDhw4AMCv/dqvJQHk7/7u7/KMZzxj+fcZJ0l7tWC7xNIX9bp9O2mTnrfzvkCPW32+QbkZR97O0KOnePPBP+a/LfwU/5qPsudZD8LW0ys339Tv2Cf/LqP1nj9r1M6fzo93AnUpUVo7zVc3GrG1UDfattXW14m6GXsn/8Q4337M61+FBq9Mutmt1HMtEtLzSaKaMqUCaixm6QNyv92T1Pgcr+bPR/4pA9MwekedgS8BI/BVbqI+Cl+59nm8h19lCyf5OT7Oj8/dxi37/5o3H/xjfuLQl3jW/lmG7joF3yQDZgp+chsMTEOFBrXFk8zuHchAVpWsD3dB//7s/0lq7J46XJ503SMDx3VIDPQA2bq4g8LPTKBuIj83SpGWIPqQeZRMB0VqZ8iudfAobY1Anc6NQN8QDLpGRvU54+9MeARurlFRGZnUeyJ28noU5MV9u1zg53PpaSYGaNUYiVLA0wGe3w9ppmLOPwdfMSditaQunS/T1nlUT1E375/6H7WTKWGB90N91zG/dykq8xH04wLZTfutD6zM2eik9t3vr9t91edWIDuunbDyPYOV66I/u3B+rYE96tF5SGcN2P3CL/wC8/PzvPGNb+QVr3hFx/KnT5/mv//3/w7A3r17edGLXpQs96IXvYhrrrkGgE9/+tOcPt3KlH3xi1/k6NGjALzxjW/koovSQ37Tm960/Psv/uIvVpz/9Kc/nSzrNDg4yE/91E8BcO+997J///5kuQ0jDyUu8yFtKm7/HiWJWhg93HY0l1AyVEXmcs2gTH10rTahKgzMwk/zJzyH++jffjyt1egE6uL/sg3xTNCGttMtqPPjKXCyGkAX60/RWnbFtQK6btBLt3WXaSvbAbyydh3crRHgddNEt1O9FoDX6XhkotbDDHX5XlRpUqGZrQ/3w3cmdnMnN3KSGt/gBt6769+ydC1wHfzB3p/nbq7nA0Nv4xF28S/5FP9i8c/ZffAw/d8nY0SnyMDcXVl9TFH4lYm5fxS2zdU5XtvGcbbx+J5RZm8aKKI5boXTVdh5cC4zn5RZ6Chp5tvBXYNWEDFk115OBuag9f65f5sz0tLUkdeh/nm9Y6zU4LmpY/Tjkw+jTEHVfzezd21VZLA9cIsAUrvw+36dm6BupRWk+njGrB8a9wRZ4BUJD10wqfn3FAoO/tx/LJoUxgAeDhJ9PE4xWqb/dpDmws0IphrhXIragTq/J/i5PLYAACAASURBVCktqo7rsxj+p8rEiJOaH4/qqrbroUyzpL7UmNpp2LzuOGavI9aXmsuonbzQojc2WLtXw0Z+eqB509NZYZf/7M/+jM9+9rOMjo52rck6ePAgjz/+OAA333xz27I333wzDz74II899hiPPPIIu3btWj53++23t5QroxtuuIGhoSEWFhb4yle+suK86rnmmmvYuXNn2758+MMfBuArX/kKe/bsadv3dZFHz5JEVFo8SWt9gfSocS5R9E2zQRG1DjJGSBuyAiLkG/Ntu17Mqx74u+ya+ey6Jya28hley/eZYKm+ZaXpSTemKE7tzDHKjq+FNty0oxvzyzKwV3bduYqGuVZAV3asbNlZi2lm2bXRBLPaof4YeEVtnKateWZkQNoxb92stqstey400x3ekykm4GY4PQb/lX/FSbZQockEU2zjOJ8Z+SdMjGS/X8bt3Mid7Jyeoz6Uad+YIWMu5UME2ZolYZL7UTWAKeifg52752AUju3oZ7FSY3bPAKPUYRH6Zsj84eIYyvLVOVMsoORtjuXHp+0aT3C+GOpboEjJIKGZg5KY7kHtLFBE2nStmjO1nj5CwUZiABMBHQdFAnVN+699xIV+fp3uQ5XC/1BaSt0r1yhC4c+o8w6SRSntlNp294J6KBvXbQcFA1ZHO/lSBAi6JxqH2u4kIEkdT4X4977qWOo9jv1KldOxOH9lgDySa+JS6SrK2o9jqia+vVxKM5fqZwTOsS3xLqsVhPWoR08jOuNswdGjR/mlX/olAN71rndxySWXdHXd/fffv/x77969bcv6+fvvv78F2HVbT7Va5aqrruLb3/52yzWQBV957LHH1tSXM0oOzKAIMa3cNjrmG23MTRMjW6VCEMt8RgAyN/k5yvbiujF4fGKUW3k9n+PVHGQX1GsrtW0ukVvrwtzNor5e4LguagfqUiDpbIK61Q72TADFTu1tFLhbT9sR3EES4JUxUik6E6CtHbO3FkpdF82k2nanwkm28MCeK3iEK3kJdzDJIZ7JDM+ans3WlymgDi/iW0XdCzAgv9/8f4tPWYNWsNGgEEbJNDCPpDk8sQQj9txO5WXnaY1s2LDrJdxyU8IqGYATuJAWasGuHbFrYr4xzZenLXAA5maXsoRwDaCbwrnWzUGWgyOt3YpkXEvMmZv6qUzKTysG4opUBiJ0rdoTSJeVh4Bgg1aTVB+b72tl5owCXDEXm8bjgNn76JSKginA6WNyLWCnuiqJ86kk6XEPi++s1xdBZdxPUwCoDFDF6zU2CQS2kqYU6I7PTGpvj+XK1qZu1xiZBa/GLHSzUJlW9GzT+dCHHq2Lzvir8Y53vIPDhw/zkpe85P9n721jLMvOcrGn+uyqc+qrq6ked7vb0/Nhe4xnLhMmF3sMGd+YC5F9GYVrHJACIuQqwuD8wGASTP6FKHxYkZBABhxiYS5EQsJwEYIEIlsX+w74BnsYYcM4Hpu2PcP00OMuT5W7u7qqzqnaZyo/9n72evZ73rX3PqdOVVf17Fc6Oufs9bm/1lrPet6Pwo6tiVy5ErZX77777sq8ly5dcsvp/8XFRZw5c6a2nr//+7/H17/+dQwGA3S72ezwwgsvFCqeB+lLEyGAjMmLL74Y/lhWjuJ5sLIqJjqx20FSA/9yAqbdwhKATwM4C/xXF/+fUnyg/xf/Gf4cj+Mf8M24vn4GSM1C+KAAKm3wadrOoQA6K9pAlf1XVTmvrJWjBl8HkSZDzrSZu4OAPZUa9g7wGQQv7zRH3oPWZ9WfvOMNQebOYAGDbhdvfOof8cYn/hF4BzLwQgZumH8LoCsWlwQBQIjVlUo+ILj512gyPH/GUlNvfTx+BdmmlwKyjtRrF8JW7Y+LX40hZ23n1LmKglKeiwZnZ1sElYzVp2CVYIh9U2cXns3TijlmQSbMf6u5AYSFsz1/in22NYYqWTzeD/afcwfr4nNAlcBFxIdD+z7p+ekcpQCP19zbALQg1Nry2fotsLWL7xggiwGV2BxlmS6KAnHNF7snMbEsWgJ/M1c3Pbx67aZI1djhgXKvfu9aee1bRztH4Hi8lVZOohwqsPvUpz6F3/qt30KSJLVx5qxsbm4Wv5eWYttImSwuhm3LW7fKESxZT10dXj0EdtPqSxNRYFgrA4SQBxROrJxIvR1ECgdka4vACdoOzjYgrADG/jngM3gLnsN92BwsZ2qY2o6dELy+1O3U1QE4mxabnGLSpJ+10iAA9lRlHFA37kndTsB4GMydHou9FHXtVoA7r0uxLjYBY+MAtmmDxaZgTtsH0EmGGKITxpUUmZMTAhIyAwRfXPSTzVFbX1UNS1FmXyxrQSEjlqLMDJ1DBijOI4wLrEeBmI4bQ5SBChf6z0seZbbyUAsjYIP56HH4HMLCmvaCDJOgbu3Vi6LGB/XYCm+RrI60UpSZNDsUKBDlN5kvb6OC6p5qk6dqqNonHuO3ptNWUgGyqpJ6wNICFAIyq20Cp5xlz/RZY/swv63qqyd186T2tQowsS7L0tl5adyh3GPR7H3tOMe0bxZQe+cAJ0+sPVsmBm5jG2V3GmPXSitTkkN7NXZ3d/HjP/7j2N/fx0//9E/j4YcfHqt8vx/cINV50CQAA4CdnR23niZeOGP1TKsvU5ebANRRqC6KEgS7DAFgJbHqmUB5h1JVjqg2dNOprwNcWbwb13AeA3Qx6M8BaZ5hGk9YGvkA8UkyJt4EdyjsnVbY1FujTfPSm6YdR7kdM/G4bN202L3bKE0u8zhMXEycd6fTyYFdD5laoaohMu6YBpa+icBKqVdHoOzkgfXQ8QmFYVjI1PEYEOyDbyCokDOItnrqA8qBnWl7pkBBHais5HXfQGAOlR2khgMBB6/VhrR5Vs6J4Kkj/2nnpoHQCXRUPEAHBHBgA3+zPPunQM6rywJF3gse5xzC++mp8gPljUYFdqpKynwweb36Yo48mF+9KJIx1fPtwhemK+Nn1Vm1H7oB4V232FwVY6l0Q8TbuKwST7U0ddLs+eg52DZ6KF+3Ifzr4PXTA6RA+ZmkxECw1mljJU59zr7NMu5G9GHJcehDKweSQ1tp/dIv/RKeeeYZ3HPPPfi5n/u5scv3euGt393drcw7GAQ0YkMisJ66OqrqmVZfmkid+uaLL76IRx99NPvzMsoTv93dtDuHQHk3kAOu3QHmxKgLky0AD6JswM6BdhF4Gg9jHWczn3hpAqRSYdVOJWrStE+xga+qXqZ7gM7rw6GAvFYmG2omVaO0ZWzbsb40YfSaax3Uirc7PU1JIt9ePvuxddj/+q7Isd3BXBgzLqPsup+Ah4Gz6Rylh+B9l+8eVcQ5PtEWi3n4UZssVSEngCKwW0GIvcZ+cAwDMhVzdSai4IBeHQlI2Q+qS6oqIgGUBVKQ69CT33REorZmA8mv/wEf7MCk62+7eNYYclb0XqsqqwcaOTeo0y0LHsjKMh/vGdk1W/8WAgjXWIH8DZQZN2AUoKmzEwVxbEePqy2ePs8aIijGIvE6wDkP1mcBXR0gUhAcu796jT2WUcUJSzQielzr4XVWgGwZQ+/aWNaO37YddYASm3ftNdV7B7SqmK20EpFDWVZ88YtfLIKP/9qv/VpJPbGpLC8vF7/rVBq3tsJMZVUlWU8TtchYPdPqSxOps+ErSR9lQ2/umnJRYd082wVbR8pbRq9nyqXIdsYvIluw6SSdANtYwBwGmLNGCd5izKZXAalxdrGchebI8UNl65qoYY7bmA3ETTlstu4g9Xs3+XYLQVsTUDdFOQ6nrtKUqfPy2P/OgneYdjDodrNxYRWBjSNYuoFsHKH6I0EOMKoGp2OPLvR1955MlzITdMBCD8G09aLnRjKDasOm4FfdvQMZIKTTFHp4VLf8CuwIFFQNkufOfMrUWbs4ZWw4JtsxUOulKMhQRyXqPIvp1hMo6yMopqgaatf8jtkUEoiph1BOiaJuuZ8C6QBI+sCMHYfpIZTXQq+N3bi0zlOYbk0QVGWU18VuOFpPph6g1d+eUxQgAKKhKRcDdXXvo73PQ+e4lTr7Nsj/cQCa1qf1VolNrzIPiZWx1+6wN8VaaeUEy6G8Gr/yK7+C3d1dvPa1r8X29jZ+//d/fyTP5z//+eL3Jz7xCXzta18DAHzv934vFhcXSwCnzqGIslzWRu3uu+/GZz7zGWxtbeH69euVDlRYz6te9aqSSuW0+nIooqBOwZNOxBa46eRld0Apyuxx8lxDZgdyCWFxsAJcvv9ubGIJXeyii110khR7Sd54AiCdyRZzFtw1AXWxcx4X7B1LmdTT5XFWwZw2qBuXtZuN/G5aBjgQW3eSFhsH6au3sEqBQb+L4WInODI5i3LYgo38P4GHdSZC4XhGEAFkQM3aian2AetgurrYJ8Cg3Zw6KVHHHpAyBERk0xjagG1pvDX1UKkLV4ITZZYs21HFuBCA6pjtsZUWrPA8yTzpBl7P1Kf9UqZT+8E2eH5kQCFleL3pHdTzqJlfh5kE2BsAs4vAfg7EZ7Rf1rZPwTv7rCEgPLCg52E9SCtYUbVc751QFlAlMd8e8LHi3WtlPXXOtraKNg9Mfv62Nnow5W2d7G/VPGn77dlfeuVj10E3Yvit/dc89h4C2TW70xi72D07amm9Yp54OZRlCNURv/rVr+KHfuiHavP//M//fPH72WefxeLiIh566KHi2Be/+MXK8pr+4IMPltIeeugh/NEf/VGRLxboPE1TfOUrX3HrWFpawqVLl3DlypUD9eXQhLukN1BWLakT7qCrZ0zuWuqTocbt6wAezv9fBW7eM4sH1l7Ac+e+go/hHRhgDkkyBBIZHZYS4NYMcH2Mc9IJKLZ7V1XGyqEwdDHRBqqCkcfKxPIcRA77pA+r/klBHcXS1OPkV5lABfMoQd602ooxenUsQ/6e7vXnMhu7NWRhBoDgLOUGMmCnoMRuIHkLO7J11iueetAkWFP2ZSjHCDSUwVL7OA0CDmTs3lmMerBk/WTa7JjDc7WOS4Aym6d2VDouDTCqdmpBK9Xk1Y7PLsbo9RMo16Xf9rfm04V3KnVRywNyniyrni4HwPYWsKBzB1kzB7TMKHOrC3wdr/WZ6yP+zCcoh7WIMWLeQtoDcJb9UhVXe201xIQnnmaMPUetT4/xuB3SLMCMSd0QzX5UqXh6tvpW1AmSPtueN1H7fNdJinDN6q1rWmnlFSmnbncHYnL//ffj4sUsqM8TTzxRmfcv//IvAQCvec1rcN9995XS3vrWtxa/q+p56qmnCjXKxx57bCSd9XzpS18q2EVPtA2vnqnKywiLFp2IuXOqtiLezliCsLMOqaOH8oSog+8GgGeAjXM9bDzSw+ln9oBngPvwHDaxjN18Fj+VmFkhNrlWie4gN8nrfY8jVRigVqiGedig7jizdUctVTepirmbdY5V1TdFu7omzTVNHzdfVdkmYM6m2Q+y936AOfzTt6xmzP6qlNlCBvjIfC0hMGb0jKku8jn2qF2aOqpQj5Q6vvE3gRdZK1W95IfOWBhk+zSyfr82/38PgrOWc/lHtSEYzNxTzWS/Evmforx5RkC0jgwIM0C7BzAAn2nhteH14UadVSe0wI19UcDKeWMoeYEA2sgE3pKyWudWYOAW6KxGPX7mbe2nwGzO2gHSZ2Xe2KaGxFDvoCnK85sCQmUvtU61/bsh9Q0kzc45+jxpvVY4F7O852FTxTJ1ej9suAb7G04/tA7rAMgCxxiY4vPonRvPiZ/UfCjePbT5tb2O+fC8qFHE37Y/rbTSiiuHAux+53d+B/v7+5UfdajyyU9+sjhOYDYzM4N3vvOdADIW7NOf/rTb1qc//emCJXvnO985ElLhO7/zO7Gyks3Mv/u7v1vEo/P6THnXu941kv593/d9bl6V7e1t/MEf/AGAjCl8wxve4OabqljvbhTd+eYCSeM7LcrnNMIAqk4Ltpy68u/Vz/Wx+vl+Yfz/H/CduIXlbLdeJU2A/kzZCLtO7IThnd84TN447U4k3jPVFJgdNlNHOUz66KjZOm9l5QG5BKO2dZ7apVffjHwmkKNk65q0Ow6Aq/pvy+vlk8XXxY2NMqMDjDr90IWotkM7uWsIY5D1lsj6CNQ6KIdEUTsvLti5MCXYoEOXVWTA4578w5AIN5FtZFEW5ZtgL5X/2n/a96ljF6qkcjyml0x1zAKEBa0CWgJHngPLeS7qWdY6FvFeU09FX8Ec67T1qMqletrcytm3FWTXleBO55RBpoqZdIDZ09nvUv+1X31gj56Y9Rm2TmFUlVKBv2qwWADFPivo0OfbXlcFGwoybd3qlAcYBUqsxwLtpt4wbR9tGf62QIllPKdqqSmn5dVZjuYfOh9NH5j/nig7aK+TPTde+7o6T6rY5+h2flo50XJsGTsAeN/73ockyUaf9773vSPhA3Z2dvDe974XAJAkCd73vveN1DE3N4ef/MmfBAA888wz+OVf/uWRPH/913+Nj3zkIwCAt73tbXjzm988kudd73oXXve61wEAPvCBDxRqmyrvf//78Y1vfKP4fegSewF1gcF8nIB1N5N5qS9PlZ41lBcgnPA4Gd1AFstpPdTxBTyEAbpI0UGadvBy2gmgjvZ1Tfqvi4vYxOktDqvSY21NRRTUHcWIeFTu+G+32/8Yo+Yhlxiog/ltvV5qnhkcGMyNI4fB1nm/69Lr6vUAocfW5WPDXG+AhAPPGrLA4JZhA8L7zfhviTnOtC0EkEQhK0JbL3q5VDZGnXekkvciAktnvVTyP/ujwbe7edkHATyAjLljfeckDxDAosZWU/VJhnlQ78Jq90fAlEp9qkWB/HvFHGf+rpRR1oPnBqkDKC+u9T54dmvKBFHstaO6pl7XFWQM7UpIn2H/V1Aep40t1Sw3HrXP/K3XxFNv5XHLTEJ+68ahnUP4ba+fzeOBL7YN57f2wQN1VQttu2lr2/TeTw/E1U1XCrYs2PPCReh988Csgm1lPz1AF+urfre2YK204sqxBnZveMMb8DM/8zMAMlXJxx57DB/96Efx1FNP4aMf/Sgee+wxPPXUUwAyIPXAAw+49bz//e8v2LOf/dmfxXve8x588pOfxKc//Wl84AMfwNvf/nakaYr5+Xn86q/+qlvH7OwsPvjBD+LUqVO4efMmHnvsMfz6r/86nnzySXzsYx/DD/zAD+BDH/oQgExt80d+5EemfTlGRSdhz17A6spb99exAVPVYnTnmMcXkU3S+bH9B4BrOI9tzGN32M3DHXSAdKYMzjzxJsemIM477tUda6/Jd6VMEoy8CWCqyzMp6BqXRrpd4G4cNck6lUuydgr4PEB3AqUKtMWA2DTbdtpJkiHmsYMvrd6bLdipVpliFIQQoA1RVhmz/xVMeI5WrLqZqurR+clFZGzcRZTV6VjPFoBnkHn83ZC61I7OA4xsW8GX9ksBGs/hphzjJhnj4vURnMvw+mgf2SeCRAUwel24iCY41YV41aLbirI2tn6tl+XPI7NNJHBezP9b0Lci+fibot42NbyEgizmY7vaF2XhPJVGyywp8LPMEeumWGc9ejwGNPgM67np+QCjsfBiwMwDjCqxch6gBUYBr2df57UVs0Osug5azuuXpsfWJtMcw1pp5Q6VY/+a/OIv/iLW1tbw27/92/jsZz+LH/zBHxzJ86M/+qP4hV/4hWgdy8vL+LM/+zM8/vjjuHz5Mj784Q/jwx/+cCnP6dOn8Xu/93t45JFHovU8/vjj+M3f/E38xE/8BK5du1awhSqPPvoo/viP/xidThMr4ymITlTcybOLOKuuA4SwCKnk5yBvFweLUgdBXif8/o3VH8VzuA+bWMb2rXns9edytg7NdgdjIK2ufGzw9+ps8j2WjAvqdEu9yfFYmANNR02eWD8QaTPWzkFDHxzWMFOlqtlEDgHQ8XSrTvugbF1Vuk2r+z9lmevtYgHbeOOf/mMGUM6hrIbNEAi6EUWvjRQdkxQs2RhyVlhOnaKomjmH5EVkQEpVKAmgNpABLzpPOY2wWKXKZCLfLKd2YIw/lyKwUdabpd3E4hir58Kx1wKR1OQFRtk1qwan84TNq8+qMlLWVrEjeW1fea68NkAIW8B0BWK2n1p3zmju93O1TooOXfytMfL43nkA1YLCmIdL/e8BKuud085NHqjhOVvQZm3xbB/ZHsUy3uOIHfZj4Mv2xfaHeaqWNx3Jo99W7LlXbVTpd5M1xUmUFMfDhF6u64svvlibfawQXa0ciRx7YHfq1Cl85CMfwfd///fjwx/+MP7mb/4GL730Eu666y68+c1vxnve8x58z/d8T209r3/96/HZz34Wv/Ebv4E//MM/xJe//GXs7u7i0qVLePzxx/FTP/VTuPfee2vr+bEf+zF8x3d8Bz74wQ/iL/7iL3D16lUsLi7iwQcfxA//8A/j3e9+d6E+euiSIjhQ4eShixjdHbeTusb1Aco7wPRCZ43wh1J3fuzTb/xW/Ht8N17CWewMFtC/tQD0u5kKZmzw9S6PBWIeqIsN6E1BY52MBfRmUA3uqgCRTasCd6iop66dKom1GWujqh/j1NVEmoQ4mCTdMnUnULx3Z9pMXNWxqne3Byx0tnEG1zOAtIYAgO5HBpII8pT1so+PskHKwujCV8c8LUc3/NQw0MW52luRTULeJ6oFnkMAkF0EO8EBMqCqrvbVvuwawjhpY+7Z66cbVzymANbbnAPK10vrA+JMhzrRim388TfZ046px1PJpBMVIMwliygzmgqc7Vxkx3HeuwGya9sFZjooz1N6//mMaD3qREWfK6r7xsCMl6blCUqtzTrrBkbb1GvsXXOy0HqvLGDSehT4KjjzGGyvvLajNq32HtRtTNnzUGBOGTrf9hrb6ULr5DpDr7MFda0ciTz66KO1eWJ+K1q5fTKz396VEyUvvPBCER/vyr8C7n4ZYcdb2TQdgDnhKVDTvLSF6CNbkDHAb4LgWIBOVs6H+vsPAP/94ofwNB7GVVzE+vpd2Lu+jJIKpgK0vvlOTVof2aSuH5sv9rGe0oDyBBA7Zo+PNWl4r45WUOUopYkTFZU68DYJuJt0hoy1FatvEuRRF1vOA24xpyme3d0hAju7w+yl1ZUdJ61qd9uyBLHf/KgXOv5eQlC95sf7f/cevuXez+Ff4K/woY//j8B/RABHDyIbN64gqBmuIywMCZ7UUcMSAkumzlOA0Q0qOkW5iDCW9RAYNyAsatWeGAjM0iKCsxRVdwSCmuRS/p+OUFRdkovzVTkHsjo2Xh5BJp2QcHy2m3QEL1dRZiwpPA87rqmzmFR+cwFuA3azjxbQrMh/SPsKcs5KObWbVLZNPTPbYwoK6BBHnwsdmxM53kM5TqFeA2UsPcddsXfJgkc1R/CAqWWO7TxiAV7sedB+xRhVpgHlewZTRu+1rSdmz2Y3SWz/lXG0z1pTW7eqMAqxvBS9jvm1f2EfuPSl7NCVK1dOJHOk6zm85wqwfAzOYfMF4P+41Dh7CyGOn0xzr7eVo5YUzdfz1jsW77xOvlxI6I71onzTk1wu/3bx3+AreD02sYydwUKugilMnU5ydvKy56HgLmbMbuvV8nCO2/TYsbF3AWMDWVUldQ1Mm/W608Vj9eyx2PB2BKAOiO96H7TeaYkFhB4gjYFAm94DZpd2cBbruA/P4p/evorXJBvAZxFCCQDlBXuC4IBJRRfRCkr09SDjtooAAFkn6yDTwvAvtPlbRQBxBE1A8HR5S+rU11Jj4imTMJDyOp6qp0vmY8gFhlhgn7mZpk5CrM2Yp2XhAQlNU/YMJg8wyp5ZlqrJRsQtUy/VTxXMeQyNjefHvARtWsb+T1AOwG5F748CMshvey31mrNfHmDi75gzFq8vrF+ZOn2mvTnRA2faV6ZZ4Krvqb22QPm8VV3S1pE6+b3zVTbOG/P0HGIx/sYdKxMcD7XFaUqdfeJRifThySefxIULF25fX1qZSFpgdyeIZ9jOgVkXSXaS0jwU3QFkWS6exJbh/3vktfgY3oFtzGMHCxj054C0E+r2wFbV0+YxfHU4qQnIqwJ9TdopyTiALhbDbhI5TjPYuGwd08YdaixIa1JHTD3T1rWPY6mKOc3RWN9v+87bNsddUHksXw84c/Y6lrGJ81jDU3gTXrP48YzNIagj88G+EGzcwqiw7xxz1CvfCjJHKHSn77EiHWTAbV3SN1AOkUANhT4Cy0cgtIFybDqNDQYEIAY5D7X1omyg7ICDTkU28g//2wUzAZ6CQ3VUAinTkbxkywh0gcxm0N5nMqGQb485Oi3ltX/WIQuP2/2pmJojwYaq2ypY8cCCHtN4cRaUepsP3jxgw2zoM2m1WxTIse+WcYz9VsZLQZ32D6Ys+8Bvy1gB5XfDgkQ+3yq6uWuBnO07UL4f2q722z639pgyfdbu094j7af2y6t/iMwMpZVDlQsXLpxIJvSVLi2wO8mi6juQbx5Td8J2soXkgfznwoaeyi4ieDWTXc1/j/8C1/FN2MECtoe0rZuNg7omkpqPd8wCsdgx77uqnUqZFNA1zRPLF8s7SZ6DSF39BwWunjTxyOmxdlVD2iQAcwzxQNNhy7Tb8Fi72P+SKuYezuAbWMYm5jDAO5/9eOZlko6KuwgAQRfzBAgMyk1Ao2wPmZ0uMls9ermk+ibHMYYMIFhS9UWGJ9BxbJi3y/q58KZqJlUkdcEbc3hhr51lQtgPjWfHjazzKLOBK1Ke18WCH/aToJDlNeYbAaVdbPNctP8Eg1bVlUCRZbjhRyBsnwtV5/RURCHHdb7Se8kP71XHpNFRjQIa+1zZ+YPnBPhgU+3B2K5uinJeVJYuBlgtYNE5lpsD9lnRfigAU2Bk2UllNhn+wwOM3vPDtvQexICW3kPL/OmmsQXj7CPfFwv8FIiqVLFWvO9dHK/9zlZaOUbSAruTLDE1Dbuz2zfpOmnoQoe70Nxlt66o84l8655TeApvwg7msY0FbN+azxymxIAZ2/XW/5yUYjHrYuKlN8EXZP/zsgAAIABJREFUY2OQpqCuKVg7LqCu6YW4HaBuEqkKe0DhC3EIbF0TUFc12h6nkdhb4HnvM8HdErDy6nUsYxOvw5fxQ3/8Jxkg+W5kYwqZM5an7RsQFnzqVVLbITt3EWFMYpo66iDDBmQhC7h45aYU60wQQgpsSD0bKI+d6tmRG2XKFnHcUgci/E1JMKrWqUCUQIGqmcrs0faOLJICriGCrSDb4TcBKRBCPahNIdtkfl4PrR9SnqIqptaDqVU/JeCzY74ygwP5Jruo89nQlLMAkf3smnIKutSGLQJo9lNnNFB2TPup3zEwou3weVLQXqWyCDkXnZcVWLKtjhyzDCXroXRNOQV0+lxTPIbOs9XsoQxED2X+lfbpQIZ9PC5Tz7TEboTcLjkO6qCtHEiO03KilUmEgx137Dhw28WMFd0R5f+1/PscsoUUg+/SIUC+2Phs9xGs4RwG6GKAOez2u0A6E+rhtx2kPNWNcVUwtWwVkLTfdX07EpkmqDsu25W3c4adNd+x4eyQ4/HdLlB3WGxdXf0K6s4AK/d9DRe7V3EJV/Dzn/8AsA7807tXcXFjAzOX8zIKbqg+eRXB4cnZ/D8ZKiBj+x4H9i8CMymAZxFYNAqBY4qgdqmPozpXURZsTc4vpi62Jcc4ZqhKpi6slenTa9RFGaBRlqSfCjiGyDxssu8wefhb67Ibd1ZFUkFbFYOmm35anwUrdsHP66TglfWr6hxQvn4EtzelDrJQ2j8LJFmPAhYgA9EWgOiYz/lR7vGMnp/d7GRfOU8peFPxQB1tItm2OoSxdVggxXfLnrO2xWclRbANrRoPFAx3MHo/vWtt1SC9+87rpmyut+Fs++Ixlh4Dmsj3EOX3tAUgrbTiSgvs7jSxqhh2h113OoGwY0pAB/nmTrI+JT3gY3gHNrGMXcxhd9jFy/25LM0DUyp2UcEJ8xZG7SVsPm9BUidHije8sAOTgp7DBnXTvjAxvZ07XJoCuIOOsgep01ukj9tWRX2nzmzhbHcdZ3AdP4NfBp4G8Cbgk/iX2Fmdx9vf/jHc+8TXsfcI8O9W3ol3bf0JelcA/AOAB4FPveWf461/+rchTAEXiBcBvBbAFjCzlqetIAN/ayh7orTsUIIyk0dRVTEyWAqYbiEDGVzc66NMBs3+ViCj14iMxg35v4XAIHL8pQ0XgQ1t/jSfghm9/no+CmJsfFJu4gGjQ5Jd8APZtbZu7O0rrs5M+N03ZTT4dQxApAiAjLaOBCo8F6smqKyttsE6VOzzPMhYOiADdfspMBPzJs3+sQ2tM7/2+30Bh9oeVWD5LFrWEaGOEdZTn0mCYGufpm1ZVpn11jGnbEdtX73wBc6cvJfnSzrADM9V+6gbyzFAbMWyibbtV9DU0korB5EW2J100d3WmHBAVBff3BXkAHwDIY7Tev7/AZTBYApsvLGHz+E/xRAdpOhgl8HIPeasKcDzVDCrQF7Vf1u/1+ZYEotX54G2SWLKjQv+jgtTFxNPj2cSaRLLrk7qXowJpYrJapp3WumTlGvSTw8Q2s8ScOau61jANs5iHW/9xN9mxzeA/+bjfwSsAv/3m74LX3nbDq7iIq7iAj6z+Cje9vyTQA/4k7e8HVdxAd/0r6+jg2EW/w7A8mATw6SD0x/bKzNh55HZ2AHA8xgFK+wzxxMFFWo7rHnVCYoyblblTuvThbbn5U+BCMdnLn65idVDBl67KAO20yg7JlFWzQEpRZqyiAoiLKsFBE+hytxouoJbb8/GAig9zv+8TsrEEbCpWqiynQoCKB5AsZuVqyg/J2oLyXzGWchMzs7NUF1V64Mpa1VsZT4sMX7Mr9dN1YUheewGK0y69oFtxgCSfdaUXeQxu4mhdRNQK/Om91hZ1zQDw3spMN/Nz591eCDVih2SrRMX77xiacd9KhxXqtZMRynHoQ+tHEhaYHeniJ2UYp6l4OTTXUUO0IzFpC/5IvAFPIRdzCFFJ3OccmsBhRompF4rHmibRAXTa+PQB6KDgDvNEwv0beupC27u1XFYcpAA6EAZbR+H4eYA9nXjdL9J3nHBV11a1fEq4FbVThXAywOSz2GAN+GpEDaAqoQp8F8+9YliPNm65xT+XfcHsPv2OVzHGTyL+9DFLr6Ah3AN59HFAA/iC3jrs38LPPNyVl8fBXOHa/nntcgWooyHZxfOwCgwIqNh457pohUogzbLdnTz/jCmnR1XYzbPZPiWAFxAcO7SlXKWIQSCDZ/1tultYNkNNQWTdmzVPvYwOvywP8xrVT1pF6jM6VkEVlIdmxA4U32UoNLbBGS/VJWT568MH/uhtoZqk2bDL+TXdn8rAyIzCcrhe3RjwF4r79pbdkrVOFXoIEdFr71V4VQGTcGxBbyplBH2sEizUqeyqH3ygKYDuGcTAXVsQ9ccEYZz5P1QIMm2YH5702wLPlppJSrHYaXVykGFAyfVSTjw82M8Wpa8flFdiBOoNcpn3bkHtmfwEAboYhddbA8XmqthQtJTZJPv9fwTc5xS9ZlUbgtz1wS4eXkoHrA6aoA3DRkH3E3DLs6ikkMEdeOOpEcB6urAnI4RcL69sqVLuo9OviJL0Qlgh6BlC5ldXG5ntnj5ZfyblT8oxp6vPbKCp/EwXsJZvB5fBgC89fLfZrHvboZyuIowXg0AfBUZuLs/b4+qfM8jgEtl3NSmi2K9W6ojFF2ksw51aiJj3b68soVKGkxZLtTVE6h6CwTKDJYyjsrmWZCgDA3zKlhgTFJPlFUha0Uvm5wXlPVinSkKu8b9dTlv5tsC9pUFBZAOgdmbCBoiagdHYLmIEdnP+14ACIL4DoKJAFX5WQfrURsw/keuermIDIjaNu0wTns8gkjKIFPBLPpGezoFhrq5Wge2FMB4KozsC8vZYc3aFbK89x5bhpnrhSqGWPq/n2b3MyH45zkrY8nffSnP5806sEnkuD67FuDZ82mBXSutRKUFdidZVB9dJwXdzUslTRdnOmizjlsYjTUFFAuGf7z/VXgW92OITvCGSTVMzW/FpnMxQrUknQAOCtwOVcYBd3UyDjCrY/AOG9xNs42jZu5mD9beJMzbpKCtaXsHaX/cOi1Lp+/orRkMMIchEqzhfDZOrCFj+zVswQCBIRE25tXP38Cre5/K1L8HeTodoFC9LkEGJB5EGCfy+G9ffMu92MQyHhp8AYtrL2PrkVNYvPxyVsdVAFcQNqzYH4JFXWgSrKmdlWUu1IGKyIwGDVd7MFWB7CIERSdr5bE+1mYOKAddt8OMqtkRcKnaoqox6mYfr6vaZXHDzwYCZzoBAAHkVg7YNKRCfq83tzJVvXQILC9mKntFeASqoVIseJR2Z3rA3haQ3Mid59g5TkGIAnl62CTgzAHeDIHceQSvrJCyWq99h9QWPc9bqGGqzSQBJc9Z4xHqM6WeJQmslpw+OeAKQHkj17J6Os96Y4N9hjoV6Xr/h9k5z7Jd6+CFbSnjbftifQDYc4qleceP7TphQklxPPZp77Tr+gqUFtiddPF2iK0RuE6KnNw4MPcRvJJ1JQ/VVDp5ni7wHO7HGs5hiE72SSOPjwfOUpOmLB0i+auA4m0bfGLgbhpSBRCPAsAdlUwD3I3L6E3A1k0Cwg4C6upk3Pa89EkYPy+tD+Al4Gv/dBHLr9nMmDuOF1THA8pqfSky0EUANEA29lyVPGRSqEUABNU/xjrLj73x6j/iUxf/OT7WfQfOXlrHJpaQfMsQD+ILuGfj65j5HICnEMa2LQQnLLqYX0FZ/Y19JQBSpoz2WHqOGrqAj7YyKLwm9DLM+hXIDaScshiQdGC0fn5U7U8ZPjIv1u5JWRDtiwJc1qGelhmP73T+BhqPovt9YGcAbCO8oTOcZ4BR1U8vRARQOCZJOsKKQfphNwkpjAOo4JnAiddB2VcL6hQkAxnY0vby6zmj86wyV9YxDvNZT59azjK9tzD6LLJtKxbcq9jnybPH9+qOgUHPm6YtY0EjpIw37MdMRry67fEWgLTSiistsDvpwsHNOkaxA6038FqVDt2B5IQjqkBDdDDIZ61hzOq5yWDLybgJQ9c0rYo1PFETwCTs31G0MQmwrLt5kw4/HqjzViMHUOecBKCNe/ygbY4Lxry8OlZU1ekdTwG81MP113xT9p8LZgU8VJmjGh2BElkyBUAEe4zbpmNDIukJMoD4BPDWb//b7PcXETalHsx/X8rbuooyeLRghudyC8EJB5klVR3kOerYyOMKRFckDxDAxDm5jgR8CqD0fKkWrw5B7CJdHVboeUHy2TAJFM1n81rHHlUbhEzP7+nOIBslFpAxdQv0dup5DrV2WM54PhKOACYPY8N15D+ZR53PbBtqm6lA2XryBIJNpIJEIDBynudQPa8l57g9Dw9cah0UvifASOgGN7+9d969tiFBUidPFVPmDfPKBNoxyT6jVqo2hVXutNXrEMcjhMNx6EMrB5I77dV4ZUlVvBgdTO3EqJMdECYrqgpx15xlc8buEq7gLryE53AfAGCYdkJ9dThB81hgB/P7xInt+DgA6E5i4g5TYg+6BW/2P8vtYyqByY8LqDtIH2JAzcvPvFRndBbXu4M5PNe9L7BZDEZ+FqPqWup0RJkuICy2mfdm/ntV0k4jA2xABtaekPKMgXdZ6kjyfrwJwDMYXbQQLCrAYx+3JI+qOELSOJYqE6XjrI6nym7peMf29NvmY902lAEXgwNzvItyX4BRIGXtq7zngvmAspMX637/RqY2udPPRrP5TqaGWZyz3nMCe1431sHvHLwXb6vOXWpHrgG/FZRYm7MuRucaDVeh7CvEfg55GmMwko3TjQuKepG0KrYrkm4Bm2UMHVvDYg5WsGQ3HJivSuyzqesCbnRovzyx7BuvMdN4zK4vbBntgz5PMfBmNy+GODzFmVZaOeHSAruTLt6umO7M0iCek4BOkikyexXm4fGB5JMFwn03XsDrVr6CL+AhzGEXnWSIlwEg2QcSCVAeUwkBgm2dp2pifx9ETixIPCppgsYPIodV92zkd52MAeqasmN1aYcJ6rwFuP1dx8TZ8nWAzn5yGaYdDLpzmUOTZ1BicLCGYOvksUSWoeDYo4AwQbYQ58L6ap4+lLJktpZQXkAPkDlV6QC4J/9/FaOu41mWNnls08by5JjIc1TbKcbhsyyjAhy+dgRvXNiTJVRAyX6pZ0iWU7ZOz9/eQ13Mq1aHVbhw7utIPgXFtFPsA9gAtm9koC4dZmzd6SXj9ISi3i0JVPmfwEXBE58PuzHI/hBEqG0489DLM59FC5ry50edvaRyjgnycAhUA2b9nv0lg9BbOzfazvE6KhjtSHm99np+2lfPxKLKCUkMJFlvmjY+Isva8nznLPPL9mOqlLZerUOvGftoNyS0jOZ/OdJGK628wqUFdidZ1HOVx8pxB5G7ozZdvYxR7M6YUeE4j2s4g+tYxia6vQH2kvm8QGSRbUHbLVQHJLdlvDqq8h6JVNnZxdi3cYBULO/tZvduV/veMDXrpM+a/1Nq6iSBuqq8HnDzAF1dHpM+19vN/nMRew5hMa9jDBeQHIesO34uNLlwo6fGFMGdPvvSRxY6gItqjnUcV3oos2rnkTF/G8hCJrAtzcO6NF6d2gcSPKR53+gkhmV0Uc3+eKCO7amNF1U5dbEOKduROu39UDBswQ3zLppj9rcKF9F6/uzrOrJrKN4N9/tAmqLwljibZM5Tkk7u9MQG/15HeXHvqfxZVT4L/HUDk6BXz0sBr62jV05Lh1l/gazvQN53AhneG1Vb5AYCwW1+H/dTAbT8Zpw4igIhbz6LgR2KZwVh3x0VBXRAWWV6IMft867gmufB627bs8+S1w97v73jtpxeCwtYp6CAcawkth46ajkOfWjlQNICu5MsCxh1IwyUPZtxsGyyI6cLBt1JBoAucHXlVehgiEu4gms4j/nFHdy6vgz0u6FO24a2RVCnE29TmfagpzuDJ34gu92Ab1KJrSxjMg5Dp3kbrgCmBeombatJeh2oqzuHGEjTfFWgzzm23NnMflsbM9q1ETBR1HMkP2cRWCuCAXVffw4BiLEdsg3sm4ImoKwSdgP4u+96AK8ffAWLX305qHkSYHF8WUHQYtBzlnoKD55kwHQs8RgH9mUtL88YoazrBsrgUO9DlVMLBYHqkdMuyu2Cmv1TFVKmqzMXFfUw2UeJhd3cAm4ORrtYso/jnHQNwY5SmUYgAAUCBwXxPL6I0blOnZsoCFF2TM9b7eiQgTgggDvNX7j3V8CmzGl+DlTfBAy4o2h8RPaF/dW5mtfBHos9V+qcyADFoh/6TPGZ3ZLyQGmeVzC1L/PuDK+d7Tf/q52eJ1Zl00u38SH1Oula5sTP2a20cnjSAruTLAvwJzXIf90Rt7u86kktRWFLV/ynClD+/961r2P93HN4Cm/CQhbwALO9Xez1u9UDLevWj6bdUYN0Fcg6zBlpEnA3SX+mDSLHBXcxiTlUOYTYdZOCsiZlp9VuE8DH4zWMnJvOY0t7WMYmvhn/kKk8EkwRMBE0keWApJMROYvA8qXIgBUfy0UEr71AGEuADDhSVXIxL6cqW8r+XAa+9XOX8XePPIBvfcdl4M+RbTKt5d83UfaYqTZ1ZN02EMZNqoYyD1X9mNeGPfCCVW9IXTw3vb5AADM8D6axTZvfgnOYPGSYdLPPqhayLwqyqRKq4SNypirJF/x7APaGwMIQOGdtCvPz3cv7XLytVWBBhWCAapF5H/dvSMiJHrL7x/PTDc5BGXwBGVAhcKMouCsupQdUdG4d5n3IyxaxDXVjIXZvrc1kVaiA2Dto60c5vmIpv9oC2jRl7hTMSZ0z7JeeVxMHPZ7Y62rZaj0/T3W4dfLRSiuutMDuJIs3GQDlRVGC4MxA0yicoPVJ4C6g2rnkO44XcRUdpBiiAwYnRlqxeNbJyQtEHuvXiQJ7dkVyu8DdcZJxzrNuBWDFA3F7keMNZRwgNE4945Qdt90YkKta3KMmrQro2Tw9YOXV67iIq/if8b+G4OAck7joO4vyYhAIrIGOA+cQgIyqDp4z+QhqlAFR5yGeOtcAwJ8D3/rUZWy8u4fVb+tnwIrhELjYPY3gzTNFsI8ig3jD1AmUwRsdyLD/yhBRnZSLa8ZSi21ucQy2zmYIGKmqSvAJSQd8Wyi9Bz34C2a74XfDpIsDFaphzneA2byf8908ZpzOH/m93kuBBU8tkb/1mAAnpFnA8hkBtAQv+31hB3Uu2wh5rLpl0gH2Bg5LlwuPj4A6fbeogpmrrY6AKfafDCXPbYjAPCr4Z3m1MSRAjXmm7Eu+dLQP+2m+taXDsRerUPtgQaiCPN0sUWAqLJ/L2NkhXuvR8rz3MdZPWc1TkTwnVTzV3NshMn6++OKLtdnvvvvuQ+xMK5NIC+xOspxCeUDmJEH1FHUPzsGzI7+56FDbDB14U5QnhD4wRAdd7GIOu+W+NGXsqhg6D9wdh4HOFWtnNw64szItFuwoWTs0aGvcuj327jYMUXUgapxy05BJQZ13rA7s2f82v9a1BJztruMc1vDqL94oeyAk2CCrRO+QXQDPItgnMQzAqrRxEWUABJS9VypIoe2ZjnHaZwv+toDVJ/pZX5K8LbKEN5CBLdrNARmbt4qgHkivjpA+ktWyQa/VLb0FekA5aLra9eki2HrjpM3XivSHYoERheU7zn97z3WRr+CO/SLgzUFNOgTm883B1ZV88W/jst3MnKvMd/Ng5QLkCuCBAEoK9UHD4Mz0BMRB8gKBHSSIknlPQR2A0dh47E6KjH1EAH8j7aDcf4oCqgIAKWBR1VK9F3qv9D4ryFNvk9oHRy1xRAVU+xs7BwXQmsbn2zrdUTCn59THKLjzhn915KaiKrgWKE4yTbVyYHn00Udr8+zvt+5Jj5u0wO6kCxcH1vOcAjWycpy0raqDDu4ao8hOCOZp6diRtgqwcTGQNsjb5BjlWA34BwF3J1EmBZIqTdm6pmxc5GE9iEwD1E1axySgbpw+WfAWu3w2Tw84ddcWlrGJi7iaaQVwDOJrsCLHgDC+XEQAdqfzPAwErQtO6/GPYxcdo6g9jwQuLzlp0TSOa5fzsusAviU/xlAKZBcVLHIM3ULmWfN5qVeBmrIvChx4HmTzVhBCMyzJ+bF/VlVOnV+lcoxAUoGhBwwounC3YShizw7tGLVP4iyETkZmV1EAwL2NclUEVVR53BMGcL5bVodMuIiXe6s2azPS70JPRO31CLzNnKBOUdKIk5EkKecbEVWx1Y3Roek/EEAr895EGdzphgPPVYHMIsp9VMDP94CbGhaQadsWwKl4zwvFAlHNT6Cv14jPlL7rNl37z3usAJHpA8PCxvp3bOb9Vlo5XtICu5MsLyMb3M7l/63BvxpEA8ElM3fKuYCxO7m6MNJJowtcxUVsYyE/NEQnScPS3gNZHqibRMYteySAz/OO2QTcHVbnJgWRB+lPFbizdTZFLlUgLhanzsszgdOUccFR0zzTqmPc/nhsQILqW1GVj8d6wPKZTXSQ4l344yzMAe2vLKigbdZK/iFLxrrU86N6vqPtm4JAAhzWrfGvdPHLY1yMk3mgjdwGsjHw2/P+PIiwSL6GDOARwLCPPEZV0aHkUZsyVRcj0OwjMG0rCAHIbyGMxzyfRP4TBFH1lDZkurBWAOwtgClMtyqayvywLg/IrZpzXpE3rA/s3cxAHL1iUpT9IgBK5RlR9iwdAkk/V+XM+1K5wF8p/y3Z3CEry6K0qQNGvWDupaFPs4kD1Cg8/3yeZKgEAkb2dT8P/TCr/eb1tY5pLGtGVgwYBfk8btX2hD0ugTrP5s1rmx/bR28s4XumzwtZWmX3vFh41u7SAXGla2ee8ZJjmpi65kmVPRyPfWDpw5NPPokLFy7cvr60MpG0wO4kyzzCIoE7wjqR0CaEk8EKsoWEtbOg0JMYf+uuc+5YZQ6DwsbOFW8CtuAuNcfTSP6jkqnjrEkqtADJq+MwR/3DAnda/7jCMrPm26tzdsI2DijTAH6x9DqQGQNwsbRYHVUALtavBJjr7mIXXTyy9XcBkGiIFQo9PgIhuLiCFy7g2B4ZFYI61gGEBSTVJWWXv6QuSDVQ2qBZNpCq4U8DW999CoOLc1hd6wP/EVkw87cC+CoytdFVAC8iGzvZPutaR2ZbyH5GgrgXr5eCXoZfsGwGr8s6AjOp7ArVPG+irIGhDKZ3z5UdUbFqj/wN+a3XT69nfm/30wwczXfLgKZQexTQMJuEfACwvRXAX+GExMZW06FJF/bCVu5vGWCYl1FAN9PL0q3MJg6rBwF4EBDLe6z9hQFxeT0EIkX7rEzvg2UPaX+q87S9Z3oO+gzk51tiFin6nAA+6LMsoeeghJsrCi4tiLPvGzcU9N5J3SV2EwZQmz7sDfJra6xBWpm+XLhwobWhO4HSAruTLHchMG+MLURwxwFXA9sC5dhRwKidBXekt5AtWGjwn09E9w+fQ9IZ5gBPRtwE/kRSBeqseGxf1f/YsSOVqph2lKNg7aYB+qYN7iYFuHVihy0btHyMYa0q66SAbByZJqhr2k4dmIuBOk3rAV0MMIcBepcRNpF0N58sE1kzslVqF0ybLW3vhtShtmoMC8CyQFj0KZDURS/V0Ln4JdBj2c8Di4OXsbjSz1QsLwN4GsAD+Tndj8xz5gUERyobyMZGLqC1fdo4p/KtTKGCtAQZuLPBsz22hLIlefT1ij0DdmHOMrcwwnaVbOr0m3MM7wXv2UbwNDmTZPuMKoxlx7q4IC/A0LAMAgumTd3m530osVBqP76VsWa0oyPbNivOTBhfT+352D+repkOgR2HaUp0nlTWs1O2+9M2CxH2j30YcWpibdIShGdVvbzGhtOhYb7s82DVPVPJrxsC3pxrY9uxT/woa67rDopuCLAPbHMxvw7eZq4B9qqymw6BtA1Q3korrrTA7iQLdezXUA6Qu4qyjr7uwLJMzKMcUA6Uy4k0B4ebnWWcy4OUd9ztvAZStdafBNwdS2kCasYFPlXM2LTs+cy281gSA3cHEcvWxUCdPd5ADXNSsDTOKU2rnlg577f91vQ6IJk0z9vBEA/hmQzkcPxQcHcDYfxYQQaS6C2R6mbeZhDbXZV0jleqHknZMv/JeHiPsNbHxeTnTNs54CtULKmi+QgyxrGf9+18fuxpAF9EBpbsIta6grf3S23sFNBZcLdojikLorZ89lx5XG2m1MbJczmv8wHVSL26u2FRTuBFT5N0RJIOs2NAAFEEg8qM6XF1ALKn8xRBoF5jhk9YBGZTUbWUcgRtyq6VTsWoic7Gnns9d/OMqfOUqBonQt7iHO2mRtUYpOq39r3pGOCLSD6EOmb0P/PpN9OElSsAqQI+q14JBPVpPp/eNVUnKoYBLDmByfugarUAkNxpAcpfxvEI4dAC5hMvLbA7yXIV2cJA1Rx0Z1W9YgJl4/wE5UUSd7PpQhsYtdkbANdwHju5jV2hjpnsY2QhnVZ86uSOAXfjShN1zDpwh4r0ccRslzaWg/RBmbfEOR4DdbH/Y8hxAnVVgHPc+urasQvlurr46e1hDoPMcQqB1VC+1fNjgswO+Gx+zKppsW5dCCsDZ23IND6eJ95xjnMEK8pK6YJZASTT+8jUHp9HZo9HBqsH4C3I7PO2AFwxbbK/dqGti2Zd9OpmmsfaWbZPzyu2INRFOvti2RTOF+pNktf4BgpWbOYisnuYH7NszvZWBuj2cmZlHgHgWTu7HYK7BMHeDpmHzeKU5XgBkpQlGgR7LKteqTZ0ZOwUNCRap14OOZbaa8p51ttckPxevaqOOSI6f1M8dUnLqqn9uwJ1nTb4THHu9d47PU/PW6e5DgUw5XPjjRu2rG6a6HWwm8pW9JwQ2M50CPRbVcxWWnGlBXYnWW4C2EUAcYA/oA6QOR6QHc5icO1LuQGCgT/Vl9aQLWYGKJy0bGIZu+iOqmJ6woWRN6mNA/amLUfeZgyQWfDWhHmrA09V6Rb8NAFgdjU6fQp+AAAgAElEQVTQRKYBMps6UbErijHZuqMEdU3YgKb/qxZU9pj38eqtSk9QALXemU0AwAK2s8eCYIfgoIOgusgNpVsIXicpyghRlZzAQwGGgh2grBamXiGpJmhZPI6Ri04a+0FwyfAva8jULsULJICys6rPI/OseX+e/iwCU6ELcGvXRUaDootzoHzdeL7W87GqwNnz8UCJ9eioYIl1UmX1KgpVywIYUZ1U2dh8oZ4OA6gDyuBmPp+bVMVxPj/3vRz4ATkI7GT2cftk4roCJDSkQZr1bWcwCh6p3rmXZgBSQxjYsATWBk6lFO7Ac1qSGkbRSDrM+g/48eW0H6xvhEW1AE/zWgBp7eoE1FkbttLzoqqv2paREtNo+6diNx9sv6VvBUsreaJsZhpAXSz+YCuttNICu5MtumPFQZALpT6CPYvVkU/lt3r5onDho8BLdp2XsYkFbKOLAbq93ZE1S2nwjoG3g7Jwx2pgb2JnN6lY4DeONGGwNM+049Jp/U3BKtuxx71jepy2dWOAujoQ1TRtGunj1uHltecVA2k2rUl+k97t7WIBO/g2PFXeTKKN7xqCl0wgMHfMS/C3hcxJCI/fQLaRlCDbuCJIu4WwqFbbPfVUCQSnIh6oS5ABNbu5pedHJywElLdQBnX9vA6qlxKgfTbvn3VTzz7zOqSmLoJlTzWV14tOrRKU7aUBlzmKOlCx98B+c07IY/rtbWXgprCL2wp59gZAkvdTGTggB1gCplTmu6PgoABQ3aBOaD1bFtenH0AfwaSGKShCKhBgJmW2UNsuApyT3RMQ5nriNPndc5A+WOau5EQlcdqxKrUW2NjfHoDStJhqowV3tl0P4HnXxCsf6xOPpyavzZNLCURG2OjEtnHS5XZtcls5Dn1o5UByp70aryzh4EiX2aqzTvbN7pDbslw0cJc6leNk+cjebQEXcRXz2MY8tjGHXcx1d/MZ3oCI1Pm2x6rksAeXg+ClieW4x7VrAsImvXDjBDVn/nFBXQMZF9QdBaCL5RsHDMa+NV8MuNm0KjCYfw/TDobdDv7z4V+VmTSJUVaozXWRsVzccLLqV/xP8HAZQeVvYMpsmfIEabr466O8kFSGS5kvCgENf7MNMom8HmQheS3IFD6DAArJWLI861RvjzzGfusrZTfZCMjYf7V3U8ZviLKDGA0STuCrG3yJ8z1Eds2fz8BT4dFS1e3ya0gQRJs6IGfIcoco8wgLb4IYBXUKjpTJW9Bz1+dKAnWroxS7uCdD56mAUqxTlZJzlcQAGFFNtIBOAZwCp0TSqqQUkiAG5hQo6fPsgSzvnTLnXAKUnnibHYAfTBwoM318BnuIi3knRwK/2+tsNznSlq1rpZU6aYHdSZZthIWGGitTOGlwAQLJyx1Q7uzFdOW5GMl3hucwwBlcxzJuYRmb6GIAJEO47NA4QG4Sqar3RA3+k4ClwwSIdSzeQVCxB/AmsZXzQF0NWzcueJsE7I07ojYFdN7OfZPvGGDz/sfqV3CUH5vr7WKIDk5f3ivbw6UIwZgJLi6i2BjCGoKzlRVkAG4VYXziN71Oatv0pqf90kDiQBn4WGYCKIdY8Ox9aM/DfhAsLaHszIV1nkOwS14z7RIgcqONx9WJh/VSvCR12HO3Y3jMWcqiOa4x9phPnamwvWvI7AQHZsEt4z+FKojK1M33MgcmQABVha1brlIZtTNDrrKZX+99qXdGr7kBksoIFoHQc1DnsYPqWZGSeHMmULrmFgzSTs9jAFlnDDyVgCNQvq8UtXWz9nc87gFALZP/VlCn36W1gu2DvSZWUidftyIfEDY6Ys5U8rZmzH++BwWzmpe945yntNLKlKQFdidZ5lBWy+FOrXrsSpAxb+p1igBQB3MOoNwV7pp6ctuVddyFW1hGFwMs5MzdqWRYdqRk2blJMYDduZukLm/371DEqmNOqzGvnqNk/ZraBk5S77jpsTJ80B0nPpPIOMBt0hF0HNA4ThseUKuqzwN7sfIClOY6A1zAVeAfEN5LqjACIZYcwRvHkhvIQBsQQhGQRaP6o4KQ1TydKpTqcMR7/BSUsc/nUGb6dGGvtslqb2ydTykDpursN5CBodMA7snTr6IcsoFtan8TBFV5T11T89lQMXZBz+unohoYqh6qwEWv4Q1kwPSGpDmy3wc2Bcjv5CEMZpMAqICw+C48YTr3Sr1QUt1zf6sMQPYGeR05m7iX29RZUJc69Vt2in0o2c5FgJkFOgoGacNXCdyAkWdUVT/VjswDjUX4Ao2LqM8SMOJYpMjj9IegupGNnNat7VnWzm5yqFigadtjesccZ73MI9eM58LkmTsN2B1krTRNOQ59aOVA0gK7ky5cyKQIiwSNRcdFii5K7I4hEFx1D1EOspsg7DAnmSfMDoZYxibmkNnZLCxt49Z1u7KAP1DdMSybFWtjd1DgcxLkOJzjHjLAF1thjClNq5ikqboyk4C6JkAuVs4DeFUfvs/JPhawg4t4scxScUOI4w2BnTJy6ghFVQaZvoIMJC0hY5DYN887oG5O6caUnpN1yZ6ibKPHvuv1oK2c1k17QJ4DQd+zUu89+e9zCCwZASnj/Clrp2EH9FXSbxtbjvm8hTC1NhSsqmocz4OAmkB5gMJRzH6agwm9NtLWTAIsLwanJUUXkgC09nLgtbA4GtdNQZUNM6BDCQFI0sm8bQKGAUxQcrpi+2Ft6lRlVAEoBlk/oUDNslf58+l5uxxxguLcR70Gs8YjrJaf9RgvirdBYN9fK8LaWQBbxK+TfpbaYl/Ubq6pxDZ1tQ4L6DyHMZL/TsNwrbRymNICu5Msu/B324EA0IBgaweMeBYrdsnVtkMHY9o25IuSs1jHOVzDdZxBB0MsYBtzvd3QB0/GWfsfFU64bXikqdfL42SLV9Wfmu3iseQ2DEd1iyMv7zjdnBQoxsp5fYj1y/sf+1Slj2z0ZGx9EepAVQ6ZnyqKq3m5FBlgW0dQy6QXTC7quBnF/Kp6SXXxVWSqnlYV0Y5Z1EpIkI1dzEtnKASW9JTJzStlv1TFVNtRL5IJgu0gPQgnCMHYzyILk0AmrJfXv4pgU6h2ibooZp/p5IrAzL5mvDc9ZNfYYxmBUVf2nAeez/tOUGfbyH9vy/UgiJtH8D6JXqb+qGqI6gBD7dnIIqmHwxgLpsCNv9W2zgK8Wd4/AVbWLot55609GK+NyT+7WFYPzRp21Ab5LW3znIsg5zmYjqql5qx0EXfPixPHslatkc8j05Sp4z1RABlT55XypQ0P9s/Lz3556wigWt3T8+KKUcZ1pifXvIEdYyutvBKlBXYnWVJko5wO/lzUEJBx4UIVpgGCt7kEZWBHV+GeDLJ6u8MBhp2kAHWVffN2Fqch4+AHZ5K+7STTWOKdwHEDfpRpgDyrbplEjnttH2Bft+oZHRfQHRT41R2rAnfebw+82brrPpJv5a7rmMMA/xKfDOMHkIEKqmCeQzYOEZSQTeNilfn4IQBTYEMnJxzHWM7zqDeUfAnKDB1VEemiX9XUgbABpueyirIKI/uk4yb7xP581fSb4R64qcY4oYyF92xeRuOFakgDal8APsNhWTueM8G1urEfym+ed+4oBWsIi26tNwcge4Ny3Dmg7HXSi1OXoOwF0nNgQqaO4RA09AAX8zuDoHZpVTC1TTpgKdQzhQ3TNA2vMBKI3BuyCMRQZv+K0YZ12PuBUCaBhEtAls/a+qnzlkIiYQeKfjGPBVIW0MGpW52eeOfhvWNaVr9tPzUupH1/2J++OOaJ1G+9lqrsp8DecZwCDyIpjse0fqLWR6140gK7O0F015mDJSf5swg75DagKBdK1hObvti6g54PwruYw314DtdwPvOO2RmgCFLORYn9HLV4eIjHvLQj6wTgA7NxO3XU4G7c9pqsmmJ5rTfMGNhjWgNQVwWMmoCrupFy3JF0EkCn/y3gqutHQ9AWBYECGOa72YbOv7r8RHaMqof8kK0CyoG/E2TgT0MIMOi3vpuQ9FTKAhkIIeNFz79chGqcOpUeQvgF9o8hC1TlkJthyqJ57AN/0wumaqGvSRmqPZKZpDrm5fycaZe3hozJvIEyE6l133TaZx6GXkgkvzJ+VL3kPUwRbOp4XXSRLZuAFtTF1B6VgaN4MeMswCvYPWf4209DewR0ZNhSSbP9YtmdwSgIHFH/BErgrdw5lMFxbuowq+dGYOU9Hzx3jxUU8WL/FQDfbsQkGA0roHOagDpIP2ec61v0X8VjwTyQ5pWxDJwJl7CfhlG6uOc2n/xnMHJomdR3gNPK4ciLL75Ym+fuu+8+gp60Mo60wO4kSxeZLgwwuoPXQ7Z46CBbxFxD2DEmCOREzlhQ6to7RbCZuYFiV/30+h5ed+4r2MY8FrCd2dhhB0XIg3HW854cFHRVATr9bfMdGOzFYtmNA+5i6VV1qNDebE/S7O+DSIw1GyfIedP6Y6DO5m8A6rxuxEBdU8BVdbxJ+3XHqwCd9+3V5wE1L60qr83f28cyNnEX1jMnIXQAwnFlVcpwQymPi1Z4jiTA4kYU1SLpXVLbJeDippSqJ6YI6oxWBcy+Llwo0w7tnOSzi1vth331dJGv6p49ZICVMfk4tuYqjhjmaWQzbgB4IO8H86o2RRcZ8NM2ea2Yl2EkCKIViOg4R4AJhDh8V1Fs9u2nWVDw4tpB6huUg4mrSmOSBDCiNmzMqwHDqYoJoBSugOwe2x1xdGKeb7WPUyaPIJN2at7CX+tWtdAR0WcJCM+HeDMt1BkNoKJYT5Rat7KY6TBjLNNhmeks6vaE/VG2y+mDnl/UcUqM2UtMPrahYudVL6YiQr1uPywg1nWM1yYCC9p6xTx8efTRR2vz7O8fVgzfViaVFtidZBkgrHutdyzd6V1H2fBfwZsOzDzGnWINaJvvDG+tnMImlnEFl3JHKik6rMQuHMeVccGVB9jGKacLQTj/x5YqcOdVbAGXzWfBXV3nZs131e8m0hQIegBzXGnaN+/BmoI3zHGf18MCdQcBlrGyHnCzeawdXaRvs2c20cUuHsVnMm+QFxDUI4FM/ZBeHIGwqQSUPe7SSQrVHbVvBD9kowh41OkH6+cYxjR1DgKEcY/1sZzWnaLspIQLZGXiuPGl9dPxyE1kgJaq7ur8gYwj+0K27AoycPUtCCEfuAlHNU+qckLKA+UNOe1jx3xbVdEBsntB9i+/TyOMkgEIBGw7fZTUJ2kTRxs2dW5CsQHDKcxbgDsBIEBZjVOFoM4DfPPCvhaAM5WwB3kZjhQlEGWYrpIdWtEIyo5pKBLKogToIu+aMk9kLGeZv8qBis5b+q4ae1P2QUNNlOrguWCU2ePv0mhq7kMBzszcW5TTNOcejpRX0Ae4oM4ywi4gP+lCFdjbLcehD60cSFpgd9KFC5AllAOMq82EqidZb2epfBhDibYxunuWL76ud89gF3PoIEWKDnbRxSaWgZQzLspPlbd77skkwKwuvSnws2njAsyScEocl70DfIbOMnsH6tyYMilDVxcHr2k7LF8V+oA3ekqhDlSaAqpp1VMH6qp28m0+u/izv2OAL9ZeDv6Wz2xiAdv47/Bvy6EJ6EkSyIALgSLHJ3VUAgCX8m8+ymSxbNtM7yIEKtc0uxhWNcabyICMAiBlt+j5Uh1QeMHT9biqNW4h2ME9n+dTkMQxFghgd0vKXUYG7u4BcH/etx6yjThVZ1UwqvfEjq1WJU6dVRgnKcW90Htvru/2VgBLJaaugxJbBzj2akZsvLnZxA8ersyR9bxJIUOnsfKs45UCLBWdNr8V0FrvkXyerQ2aelhV+0cDQIr81u5OVRq1v12njFV/tNfBBro3ao+Ac32de+TF+fPEHvdUPEeCjUfaibURizlon5HCu+nLaOWQ5cknn8SFCxdudzdaGVNaYHeSJbYryF1hOjPgRKXe4ZhPd7+1LrvLl+9wP4v7MMAcFrCDBEMMOaMkKZAYVUxPdcPDJTFg1RSYNZWq+qYK7oDx2Tugmfql1jGJTAMU1gGxpnmr6tbVdQzcWakAd1qdlTqgdBA5LFBXtWjV3x64s230nHSvvSXgTOc6HsbTeO3Hv5Yd5ybSKjLV7wGCKiPDrqgTEjoPOYuy/S4ZMG2fzk4IDnUDiswdxybaxtF7Zopgy9d36gEykGMXzrSzs05f2LYu5lmnAip7vIOgTUHbPRkC9m8AM8/n+c8hU89clPPzmAkb7y7m6ILHtpCBRarB8jyBAHjpKZT9ysESwdWeLLIJyoAyi2Jjy1EKdcxcigDT5njSyR2T5CzWQhICoVsVUG2HKpgeEEiU/bFgy17bJHfqAaOSqNowvLc5CB5RXYzZo6ktnqp2ev1gH/nMWfDtMSoKavN6GSzeZdB0jkU5zfNMGgOAroqn1MX7qfXE2NhSO4PwbMTiBd5xUuWw5ihFnq8LFy60NnQnUF4pr8ydKZws7A42UFbRUQ+ZMPk5kHCntmPyAKXBZogEQ0lM0UGCIWaXdrDXny2X8QAj/2tfbb4YqPMwUR34q8NHhw7ugPHVMy24m6ajlIpZeCoyzb7G0Ni4YHFMqRoVxxkxxwGSB2nHlomBNC+/B/7spwdgCTh1Zgtn8A18G57K2B86BUH2/fVzS3jVlVuhPtrSqWrla/M0ArkEZU0D/VC1kek5uCyYM+03WcK+1Hle+sF8dHhCEKZ1a7vemKXjEO0C1c7OXkvaZBFcLiIDtcL0zZBBg+RVUKjtM11U/0p980JA0MEMVTwJbu058V5uld36kzFTUEe2zqphAvXgTkMbWDs4/mcAcCiA2yrb7alw4a/ltV0NBl5829iuQOl6F2U8QMb7l4OU0v3X5xemHf6Pid0gsOEBrGjf+MzoXKhAVp9LFTP0W6+kMWkKtjxvqEXTVWqVXSDJgbrtT6Hye6pZH1pp5ZUmLbA76aKG8UBY1ABhEUBDf92d1gXQUI6JgXhpoZJPIgxxMMyt64bIQh90khR71jOmSgzcxf4fVGL1HTqY8yTG3rFBmEY9cHSYXjDHHQbqLtCkzlo8wMaVdFPW7hjIuMDQeze8/03KVkkMtMXAXa/8OXPXdSQY4l/j/woASWLCvWrtVqZaSM+TjO3GeG4ryECGqpGpShuP9RCcrRCIEIyoJ0suWulNUsMrKCui56TlgTIbx/+6oFa2LzVlCOr0+up56GIfCIBgEeU6FYhqfl3oD0x+XruuOa5gxb6mvIbWbk/6p8HAgbLHxvkegjfKblikzxuwYj1PluK4RcSyOoWk5XQb4HtPbBptuwrqCtVBoBLUKZs0w3eA/dB7w2dPw2ooGFPnOk3EY2u0LQ0hIP3VZ3W/H671SCiGPJ+GlPAAMI+PqLFWzaU2XX7b609Rj6UqBYjrZMxj0g910GlK6xGzlVaqpQV2J1kWELxbcqIHRr3EAWHHkeqYnIx1kBw65YxdwHoelGkTy1jLt8Q7rCQ14Q5UYuxdk/Q6gFYHxg4C1qYG9KrAXdMOHJf4dVXDhgWolDoPoIfRlylX16SpWJ6mxydtowr81R1v8lnax/nONXwn/gNe8/GN4AQFCOqDKYLt3E0Exm4RGWNEOzNuIrF96/HyBgKwSxAApPZZGRHai63L8b6kaxB0MlgJAqhUJkzDAmhb7Is6JrH5VNhfBccrKAOuBEFVfhVBxVSDp6s9l9cerx0wushmnq4cI8tDu8d8rlCbtiQpqz4yzMBemn17IEw9TabDLKD3bDqqimfVL3lsxNlIGoCKyl5+n1x1S1sfQt92BhIvbytXV+yGcy8Cs3dzxym6OUB1Ws6xdvPTMma68eCJtaGz86WCfZuHz4S2Z569kgqpcQqjogxoiRGzrGJs/nXSrYfNmHigboRZ7UiQdm2a1+5Os7HjGu12y9Q3tls5ammB3UmW0wjuxe3Cg4snnWg2ECaIjsmvO9pA2dGB7MzNYRdABuwABI+YbFMnKcuEVYEkO6h76U0GnCb5bJ66/1OTScGdyrRCFxyWxG5kLDTDNGVC5ynO4mhEDgq46vLXATIPQDQBcVV5rDpjDKT0gJW7r+FhPI1fuPG/ZKwcgRHDHPAaakBtAjoCPHp946KUTAJBEgGNeqXsSTmCG22THh7tYtTaobFu1kkbwIF8E/Dogpnn5KnQRRa3RZoyGmprx+szRDaGaztMO42giqr12bZ08d9xjqfIrtf9CIHIee1owyfsjYY22OlnC/DlxcDicNE/4kUx79tskv1nAGravhWXyQF1VlQV1Ja3dbB8NBB3LgwpUCTZcAU6J9rrrMyoqjaynN1o0Dq8DYnEHNdNWabzf8w7pwiv1wiTNQhhKIp4fk44iGiYhcg9LqXVzJWx++0BfN7ndJjPDHxnmO4A/VZaaWVUWmB3kmUu/yaoQ/5ND5k6QOsCRid9IKgwqfpIav7n+ecwwDruCk5TkKll7va7ZWBXB+CsNGH0Dg1w1chU250E3HkdGNfz5FFL3UWbFNQpe3kI0gTkWTkIoKv7P85ve8yr135seZsGAEvA67pfxr/AX2H2c/mxs8jsxS6hbEeXIGPOCDSodkhGTdTCkCDEbWM6HYwQdFr1cAISZbZ4zC6OOyb/BoJDKY6JGluuh8BkcWNsKf/QYydtlZUV0eurouEUrNMOLt5ZhmBGF659jNbpbZqxLR4nEGZb/H1O8vMe5A5kkhQlVUba1inQm8/PW4HXSAy0RbE7y4XOSCwgK2K3KeBNy+qQXvgDT8WyaCvCBI0ER0/L6QBG4//p/KkMGxlf3UQtTkzSFNx7zBxMmh6zzxZMH/J83nXdN9dQ2TG9XlHWzGH4Un2m4LB6Wr5GvPuh56B2mO41bqWVViqlBXYnWaxhNlWOuEBR1k3dW8OUSxDiJinY42DLCS9BoX45QBcDzGEXXQzRwcv9uWwhoupWVurW+k0A1DggS/PeLlA4Nak6gcOKT3dQOQEXXTcMDgvQNTnWFNyNk6bHPNBX9+kBuAtYue9r+Gb8A/7b4f+Zlb+IwgvmP11cxWvWNrLjOl6o8yYgOBpBXpaAp4ugekmwQY+ZfHRuISx+Cco0np2CSDoQOY2y1022RbaE5a1qJMsQTCq48pykKLBk2BldjHpBmwk4gQAqrdMUZW00Lh/LqE0hJTX/9R5YBhNArlUPXA3qe/t94Oat7DBBHSDhBFIBY7m4wbj1GuX3LmZjZ4EgusDM1iioGwENiXD0dqhRUAaU1RPzPpFVdMsr2FeATmceQNnJiYI5Bapsl8+aqlGKquRIvz1AUwHoAIywlzP6DEm6x3pZu7qRQPHi/GZWzk1Bvt4nfpPBte3OOMd39BmHePVMy/1g+WR39DxOtKQ4Hg5hjvmU3Uq9tMDuJAsDlBOwdVHeudZd3BTZoqMnea2BvS5uObFwAZHXdx1ncAbXM5YOXWxjHtvDBaA/Ww3qKLG1/jggTBfikw5Cxx5zePZ00+p0UyA4DQBoVlgTlx83bQKJgbvDAGtN8jRt1ytXBdb4iaXzewnA0j7Oda/hLfgMTl/bw9a3n8JL3bO494mvA08Br7lnA/v3ADMp8NWLr8ZrL38tA24JAvOWImw2pQjqmRvI1DpvILB2QNiUUsBEgKXMFu3QuJDeknZ4PsqK6XhIAMc+0faOz8A5ZICSbaqdGqQfA6mLaqEW/LFNSLqOq1uSpuet9nVUy2TZFAHwahteaAYCTpi86ngrnw92cmBo2ZzCaUkO0FxmhqAZKIOcbg6EDAtHsFAKbC02gAR3+7F5wQ4p3gaNBeUCFigakLsE9sjO5veYtngle8CBlKe3VQsW7ZyKULb0nKSRfGInpw5ObND3glVtKNaOMqbGqs5oPNazSEc8lEFsM8A7jxEx970qXEIrrbTSAruTLbso7wQCQe0IyAbDSwiG+5xkEpOXdajrbiDsKK4DOAv0z2Vql9tYkC50cf2lM9kigwsOT6owyTig7o6Qg9jaHeUF8gDgUbJ9KrNy3OtXA/u6xHzXNVlXj/f/oOBunL7F6vaAmgfu6sDfErD06pdwP57D6/BlfOLidwAAvuuJvwau5G1dBWby8ef+3tfwdw88gAXs4IFnXwhM0xZCbDsFVbrIVnbKPuI2GDOB4jlJI/BYlzz6sayXdw2V7aKKpno+5Ec3r7ROjdfHdFWTpyMZG9hawZl6OLYeO9lfXi8LcqhaejPv8zkEO8chgj22vR4Mc2A8YlJGHJtAvCcqkNAx3PsvxwggEhggpUAzzR2Z5ABo37t/AGY4t1HUYyXbNKqEel4at66kVsryebtFQHP2d1iuxwV1CtbUfjOVMoM4qLLOTyxzZcGZSgz8EFBrPEEt4wUFp0wSaJxt2OMlO7+aKc1jbVt7u1Za8aUFdidZthF297jbTBXKFNkkT9fj+S5o4UqcO7Z2F5NetzR46haAs8CVxbsxQBdL2CzCHmxjAS/fWiizddPAHXVAkP1NzLct2xQ01uGlQ8dT4zRgV05HKZ4TlCYyyfnZNmOgbowqPRDVFJiNA8qmAeiqRmdb1p6LBWs8Zh2mVPW3t49Li1fwCD6Hh/E07l37eha/TmOiMe+5LNB2sjrE+eG17LgydQnKNnG59mZpwcsyqmLONHX6AQS1b0g5bk5ZL8FajvlYh12AK8Oi/eib39YjIZk1qkdys4x18lq8EWXwpvH8yLINJU1t5Qg0td/8JuN4E9jbytXYeI2BzJYuRYg7qLJo8gJI7POQt8+A4bPdyOPpgLjSc7gl7JyAlZnF8rESyOOzk0sJIJDdzeuGBzQFBLsAqhvAHRAAw6yCaIIwBYx8JrsoM8M6PPNZ8N4vsX/0VEUp1mZOhTHdNL7ffv68aeD4olmjUmnt3DxAp45ObF+0jb0UmIc5HwPkPaYuTY1dHb/t+JRmz99sN1fFvNO8YjqbD7dFpA8vvvhibfY2gPnxkxbYnWThpMNJUHX9Oams5XmpJkLhhHNLykHyUhJkthi5GuYCtnEdZwrbul3MoTLMwTTF2wn2drOn1dah4qYmrF1deAP7+qBViAgAACAASURBVN5uoDdN1U1b/wGGKodxGBvUxeqt+h0rX9dOU0DntWuBXJOP1+8ecGppGxdwFY/jz3HvU18PDBKZfoKwFJlKZQr8s8WvlsMTPI/MJk8BDx2kJMjYJQIiLuBVA4ELdopqJlBNk/9p26eAS1U3OSZ6TBKFWgtqL8j/rKOqLnXqApMGlNVTWYd6qSTwXUGZ8bRjH23AFDysBeC1nwIzN1COmbeR/1Zvx5wXTmcj0qyCGowu9JWhq3SUYe2zKWpfqHXweyDfwrhpjLYiPwExHfDwebahNPjbGx7NnEVV1AVuhur10udKN0G5YQKMsrF8XsjK2ZizMPntwt4A0RJgyq9HVXzAmHj2dAkCUOO1jsUEjLFlvH7zCABenefspT47p/1JklHnLPv9UHfSyVViJ3SC3EpzefTRR2vz7O8f1NN3K9OWFtidZNHdWwoHTdrb8aMTgn50R1jrTRB2yvOFxgK28TCexjI28TQexjYWMvu6KkBndu6KY0C8jJevCsR5k3YTYFYHDA8TOAIYBXdeA+PErhvndT4MEFgXiuHQ0fLkMg6Is/+bgrppAjrbVhPQVgfoTL6z59dxES/ibWtPlsEKF+cEOxvI1P4I3mKBu8lO0WZtAwFYqGqhhhcggOSCnXVpWBZlx+jVkot9tVPTR08Bhx63i+TU+VZwp+UIJBS0dZDZt3EcvoVso0ydxyig5XmojZ0Ty6t0HlsA1rPFM5mYQtVObflSBM+kes9zUL3fLwckn0ngu9u3oq+1BboErAqABHAVDFqKAEIJbg3LVnoFlE1VO0uejzJ/xmnHSJ/lN8Mi7OeM8Mw5lO0r2S8LRFmPgK5Sn+z90+vaEJipSizDGADlEBRe8HEVZdis6qZ1jqKgjvUDIbi4tY1TwLYDAXciI21KGbbteuvsAQuJYVyPg6ORVlo5htICu5MuCqp0IrY7jRTPDs4u7DhRqve1FeClPMzBMjaR5mzdbn/OB20eoLP9bip2Eq4qXwfy6rDFkYO7ug4AhxOY3L760zypKoA36ZCjq6kjEO/yNAV/TQBbDFjVlfPKVtnLKYjzfts+89jSHpaxmYU1uSrt8TowFhxlDWXnERpzDgCuIagS8kPvmFo3hZtRekxVEQd5+RWpDwjgcRFZv5W9sWETIOWaPFqxvlJ1Xeukl096Kl6RNI/lY536nFl7Pe0DAcsNZKBO7ONKi3YNlM7/tHnUsTRBSQVxxs4feu4qMaCE8vH9vqhbmnPaT3M7OaA0P1m7t2JBT1Bnbe4IjKkeyefF9st6nMw3KpS50oDm7lzG36ra7IF+aXtG61DQV6V+5z2XKaJM3Z7cpxhQUtaMoFCBYtIpB6vnMaAMDFmHPm8WMOo9TKS81q1qmEki55WGAPcz+XVuEk7hxIrdLLpdIs/jk08+iQsXLty+vrQykdzJr8mdLwMEpXZdVOhuJieTPjIX4DymnjN1ktKAt3psEVjHWQzRwVVcxOfwCDaxjAHj16l4YCgG9MYBSl69gM/oNZVJ+jRVcOepZB4VuLNtxmTSkz2MPh9GYPMDSFOwFzvWBATGynmgDs5/VKR7x3vA7NIOlrGJ78WfBtAGhMXrIjJQcQthvEkRAI7aFqlNWopsHOogqGHauJqJ5IW0TTBDRucmQmgD5mebayh5WBwJ9E31xxtyTNlBoAysmC82rlmQoWMsVUTVuydMugZJjzE4yvIhL7M26lSkZDtlx8YE2XVTz6HI/s/mbGdCb5CWDbXnx/qrhO7peZ6qYgnjOIX1Jlk+jak2AuoIoNTejddGz9X2Xb2gylxnbccWVlBWY9Vz5m/LyCmw1Oee52bDYDhql6V2YptJHsARUKYA3QIyBYMKwCz7ZgGhqsHWOTrZy0Gbtdlj+AWWZ3gDZRfne+HciuDqZCStE5s7zcbuGMqFCxdaG7oTKC2wO8nCiYQLHk5CnJgBXwWGk6AuSnhsIHVovfniqoMhvoQ34Dnch+s4g2EaWYV4YE7/N10YsJzmbVrWtj0Oy1eXftvAHXD0AckPAvoOs8/6IO2jkWfMaUgVWGsK2poCOq+MB+pifairU49JvWfOXscyNvGf4OmyTZa6zSe4Awo7XPSRqfutIAADGxpAY9Zp7MxFSePYQ+cpHGbUs+ZG3sZ5BPbvGspAiqqhiwgORAiktD4uFq2Kpo6TdWMJ+2lj+AFB8+FsXp7XhsJzZluqQqj3S51ryHXhInqExbH202yHoSEIPlYAXAJmn83BDYGpBR8WdIuU1CpVNGwA67XniKxPezdDaAXa1c2uoqyJogyiZch0HqTmCfvQM2Xz6zESDL2HbLPAbo5QrHqqOgVim0OTnoS2Cg+PTLcA1l6/GMATUfDrqTKWhpFO+OY5UwWVMtuNB4dXxzqpYejIGPN4OszatkDUdZaS178t78W8eRb28vs34lyllVZaKaR9NU66cAdYF3XKxgHlXV7+1wmSv/smH+scAPsrIdTBOu7CVVzEJpbxMoGdNxl5YhdJVeIBuKZgra7ecUDhQdo6kMQanbbDkoNIZOt4RCYBeDFm7jawduOOlE1BXRVItP+TyMfm8crU1UXpAbN33cQZfANn8RL+2ee/Gmy91FlInrdgdDiOqPdFjkUEbPwAAeh05Dcfd885CVlCBTbs+w0E1fEllMc91g/pq25kEWCwPbUf1GvljZ8sy/5oujJLCiQU9FlVS3WsoccprI/g2LSrDMmIUxJbnzKYqp2xCswQMHtiGUCRkQDlQACrnvok85CFTVBiGkt2YtzIsGW1H1SJtQywethUVda8HgVT+3xmquYpfS4HAXQAOetpVOoI4giOCs+icg4KLkfCS9hztfc0MU5ZNG8uNng4ENRNVQW1VEZsM7WcZydHsEdAZ1U4eW5AxsrNS3n+3kuDCijzzfTKjlM2t7I+e+D1xEuKI9ubrJQjX+e0Mm25E1+PV65wAtWFCW0XNPCterfTRYuCRLPoSzuZV8xv4AzWcA7XcQabg2VAVTEjO7mF1KXXgScP1NWBv6bilakDd1MFezEvmd4JqhwnkAdMr7/HSN0yJnWgqunv2DGbPwbG6vrXtO08dt3Zsy8hwRB3YX00eDjjxKlzCC7WCYoI0gg+uGnENnShnUodCYLtHMuS6dFxjcHTgTJQ4ljnsTjrCLHpFNTxmwt+tmfV52DyE9QZ5qyoQ9sni0fbL63b5rOvj56DOlbJWaJisW0Ylug9VjZJx2MCmqU8fQnhHthx1x7T4yp6n5UltWM3/y9mge55TYqg6FSLpPAZU++iXh/0v3USFgOnvE+2LgL0LbH7WiyDupL6a34eVB9Ur5AjoQkQAM18T8IsxMQBjSo2LIJ6uCwuec7u2jAEVe3EJElGWTvK5lZ2TgmEcUMAbyxrmeZUn0uMlgGAvd14n1pp5ZUsLbA7yfIywiIjt4MrfnMi4zHGnqKHMhtslb9T+UjaMAFSdLCG83gJd2ETy9i8vgz0Z0Yn14pd3ZG2Jkn3AF6TOuvqb1L+toA7NoSaxqoYrqOWg/R3HDEP6jSkqroqEFdVTyx/HcDTchbUNQWWdX1lnh6ApT6Ws7cb/xP+t+BlUkWZFC7I1NuiLsJPSxlrh2aBBcty4U4Ao+yROnYiUGH/Ne5biiKuWwHWtiSd4yTrULHx6ywoiNnAWdaO7RAsEIyoWA+VygblIQywhew6LmEktI0u6l3HEsIswbJJBFEUXosugkprDDTFjuv9YD5VreW10/lHwTJj6vH+nDNteH2OPdd2HkpNmifqDIWSP4d7W8DNW9mh2QQ4LfkKkCRAfCREAwKIsXHpZpMyewYYtU17TfPfZAIt+zZyKYbhe4TVRbk/NgadBXUFSHTeA1XFdPuR5ukEw3zX83qLkAZJsK+bkY0XOrTZS4FbO34brbTySpcW2J1kmQMKtR9OSGpLwB3im8gWORsItnPeIosDuvUyB6CTAkMkuI4z2ME8BujiZXrE1LJVu7h16TGwZvvYhLXz2mwCyqaVZ2Kpi2/XBDBZmRb7NQlAnKS/TaShOmZT4DVpHTZPHciqqjMG+sYZpZuCOw8kLgErd13HN+E6/mt8FA984oUyMANGY7Cp0G5LQZaqhdM5CReEypwRtKSmHrXx7Uk6VSotgCAI7CCzvRsiAymQ41Zi90KZtFh5VcUkgGR5jsW64WYZQM3P8+gj8+h5E9jOWbPZLQEPqyhiz5Wc0ghD5IGYmRTB9pHtESTzulLN03roqxq3rU0Z4ANiirUvBAKgV/tIdV7C60Q1Wt5rng+cPtTd19j91XL5NdlPs+s/3wvMmnqgLGzJUA43oODHU0vUNC8I+X7sHpg5zcalswHE1amKBWXW+ygw6pDHExs6Yccpo/Z41kEL69jpA7NLWfvzkFh4sqFD4Kus3x0nx+W8jks/WplYWmB3kmUXZUDXRzbR0Z01f6tti3XPbCU1H2T5r668Cus4m3nCRBe7gzkgTerBlD1mgVpV2SoAFasvMd+TyCTA7UjBHRvENBttIBZIjQP0bkd/pyx14K0JuBv3fx24qwKQFrhV9acHoLePM93reBBfwP/w5/972DTSIOBAWIBzwU32jOMO/+uinOwZwUgeJ6xw4KF9W0F4TMjaMFA326d6ozI4BCzsC0MfaHw4VcWjqOMSO6bwt4Yz0POyICE1ZariwCmwg5zjBgpQt9PPQUQaHEcsECSyDp73jbAophTOKXJVzZkU2fW0Dl7IaLLf6iHU22TT32TihiiDeU0HAvC9iQB6VQUXKJsOaN/6kkdZyHUU4XhKoo6/2F/eM73P/CgQZbo8cwRL891s2lOgpEAjwSj4qAogbtUkPXBXpy5pY/wpsCR7pgCrCGcheZnM9hmrzvOqqaEQYsycDXtQ6o88H3vIb4GwiAtJGTRD0pOOOadWHbOVVkakBXYnXThBq5tl/X0DZRsYaxeTYnRR4wC7NZzPFbSWsYu56j7ZxQ7Fru29p68OuNm0JgCsDizG+lqVzys3dXAHNAd4MTlMIDWJQ5RJL5I9zwOwkE2AlP0/DVBXB+hi+evyxcrGPl56D+jd9Q1cwhW8G78VgodzDCGQ4wKbXgCVPeFYRCdMKYJdG0ED1SGpFkhRhxdc8FPjIEFwsME8CqzI2iggUW+P9yNjwHgOvAZdqadi8V2SBIFZtGMQ/7PfCh6YroClb35T7dK8HnZhvrcFJKLmV3hxXARmJR6ZehrcT4GZs8hA3apUTtCtDBpBF+cS75VV+0CeE8M5WE+c/z97bx9lyVnWi/56dnXv3R8z3XRPZiZDBpLM5AvBm0hIhJhgUJAripgrUZdAQAiHAOfAFc1agBevHjwsoqKoRyAEM0iWIHAMi2siZHFEMkQgiRJFyYRMkjEThmSYGaZn+mPv6drT94+q365fPft5q2p39yTdw37W2mtXvd/1VtVbz+99vkhqJ2nTx+QY0l/bqaNzyrIzyG9aqtonx6rPj30G7DWxDefaKV0jiPMAkJYNkRdEvMiWLURV6vAZsvZ93AjgBkKELE3BaUcqJ85NFNRZgEcHKhrfLo6BeTqZQfYft1Mg2c5CGwzKe2Klj6Siue3TytD3vve90jL9cAirj/rAbi0T3UnpXawj+XA3kDBVdJAyLscpI5fblY2Qffg2SHstAFPAvXgu9mMr5jCCGLXuMAcKBC1VAUW2vJW+2b5CeV4ZOMe2f495qZJWFVwumbpM43usv9KvuHdxvTpwKXsAQuWXSEUAqZduVwLchcZR1hePq4LBonwD6DCW/DaPH8A27MNPfP5fgG1IwB0dmSgAIINFSQqQSWpiZKEHKI3RtYH2v7QbQ/qvccgIDKaQSdwg+THyTqAi+ECKzD3tBKm1oHZgnIPI5Clx88tTIdU1haBuFPmxeFJCHX+MzAY6bZOqcMPWJo9DErW6hWlgJEYuFh2AnFRpYBzAVuRjmXIeFfCQND6cHTuQl25x/tlmSAXTm1cNAWHHoPWs2q8lxoWzqq4cWw3JN1DBtHpD1Xulzyzve7t7JbaSsoEoL6XygnqTrFfHMpCi4M0DhLzXBF9d+c66MN/K1Cc5HpvmecDUjYPQNQ038s9fJz1gnzffBOK0fiduXeyXZfunnLSujdXhFVPu2SWXXFJafHGxV56kTyeb+sBurRM/SgRz3L0+gGxn3ANB9s6rRy+7OzoNJJY3E3lpXTyQ1alCHgjyqFfgVlbGli8bT5W0JxXcKYVW/idrcfW4M6VepHhVAJ53cwedfGdeila3EHCqelz0X6WdUNpSxmD7teAtlN/Ifo0th7EN+/DT+BLwCIBnIFk7xoGFTcDg95BtFPF2kZkGMuaZsePU8UmEjKlWOziq5CkgUGBFydFhJBI3jl1VK7m+cRxtZMHE1faKDkfIyBOEhlTT1ZZQJTg6XpUIeW72OQYbJoLXSmBFiWgDXeuv2hV5YKADGlpAFKdgQ9I7Er1NyGKz8ZrayAMmnQdVXbVAQoGxhjGwdnOWLPDmc8ExqeSUc6ZhMEJruLbvBYrnOOV575S3bZV9A0y+G+IhzoMTAhNPkqpkVS6pFqmgTkGb9Sapcem0H+3P9tHJi/Lx55im1FEHlnOPOqEPAvZwUU2crDi2iB6F3oE+9alP3dR/TdYycRdSg5FzR3wKmQdMIGN2lMhIqDc72r5ofh2oIcZQ+rVvI0IcCkxuqQzMFX2kq9TVMvbYK2c/3FWAW9F1hNo5qeDOo5O91VfmrRPIX/BSAF4VqgjqbBEPDFUZTggYhf7LAGMorQrAC42hCNQRwNljMrhjACYWsXn8AIbQwq/f8cnObfzuSyaxafowBvch2SgiU6nqagRzkeSxrCep0nqqIscyaicHJGDyYSTgjrZ3EfJrlm1f1dPZvw2hoGuBtuVtgI0hL5m0kq06/Ptn1yOVahLIKEiVa6AnwGOzmcdDADmVOus+X+20cgywgmU7Hrsmeht79ro0nIOCfM6HtW/T+dA2CYZVOgbkJYiMUSjztdBKJZOhzUhd77nxqcCTjnh0HFp3RtrT59qGsYApg/yYrAphCJSEPFl6KpaeRNC2NSx9KpjjnFhQp+qSajcXx+gKMaD989kjeOO5thcia2vXOW7mx2w9impfnhSyTytLd999N04//fSnehh96pH6r8ZaplFku7C8ky0ku+1AFnOqhbzxP/9npK4yNvrxqiftRWjjLOzFAWwO29gpePKAWagOyQNJobZsmdBxCLAV5dn2Q2XK2vHaWLNUxebPmyDPFm6p4Rd6sKsLASPv3x6H6tm0Msa1Sh9VypcBySqgrmGOJW1sy0FsxX58FNcC9yNZP84C1rePYfAAMjvdw8hLseisSTeXqNqn0hmqUyrYoQ0d1cHJbCtTT9BDxxgtaUvnQaU7QCZZa0k+AZhVHVXSeJ5I21MbZYIhfa8pCfI2lLRdVSfV+VMJaJTlLaZMtTLHPF+IgXn4TLaCu5yDFa7rCoZ0vArSlLx2ON9WWqtSUEsKnlWSq/0QgOl4aSuZbiAsTgOHp4FNtTTmnKrFalspLZrrGtBr4PdOpXz67ZP7kZs37zuizyLyoM5TSWSexh9kGlAsnQpJtxQg5kIayD22YNHrg8567PNnx1UkPZtvdksoF2ROPCpKP2U9YSqtlmuUcZx++ul9G7o1SH1gt9ZJGZQ6shhAPNfFQr2/AT5zCuTBXcq87cdW7MfWjlfMdhzl6xWBuF6fsiKAZsGS/bDadrRM0bF3HiqDkrTQGE8JUulYKKB62cUuxbtmj85SQs9EGdk63rvilekVNJb1VaX/KqDOAjp7PNHEttF9eAH+CWfvfDwBMpsAzAIbvrWQ2dWRwVX1PWX6gWzNSOsDyJykqM0WGWtK6mrIbPds+IBpaYPgkAy/Epl0IK+5QK0FnSeWs/Z0XEdVDZOOUHTsHJtKC/Vfr6GBPCjgsc6r1k/VROdbyS+qAevFgyWlFOpa3jpXidNvAlUzswxk70VNfqoqau3j2kgklqyrZS3Y0b5UhZPlVLNEwTCJqrpsT0D+YjN1yT8KTKpXRQ0DUUKcl0EgA596PTovnUpyXXrMsm3nGFnYA/XmGCKqXCqACalrdmwm0/xc7Dl0H3fGbfIU4FlJG0mfKR7nnrP0uVM7UAI6lcjNBwDbILKVv+NMxTzHBJjsQ8/jU83Grk99WiHqA7u1TPqh1jt5AHnmSsuqelQD+Q89kGdqZrOycxjBE9iMOYzgeGsIC80SqV3ovIgsE+J9UD3wVAYqi8pUBXeoWC5UxmtjzVNIilfAWbi0UnH2AqT3v+qKt5RyVUFdCND10p5N80Cd/gfyTnv6AWzHQ/jDR/6fxI5tMzJb3VFk6ouqescfVTl1DCwLZIDsELKYY5RSWc+JVhJGAEcwQZVP7VuB3CwyqR9JvWpSQqhOWtTWCpJu1QiV9H3W+gS53nNmbewI6qwTlvR/YTZhkBk3zXNSMTiWBwEh4NAJbu1JtoBMSmrBLp1tqWq+VRn1gJvaIbKvUXOuoE9DGWjoAwXjqUrqcCORcA2mznYWFdQFlhgFMuoNcoD3QIE729HrsuqXdjPAbhRo32YsoTAGIXIDgOtYEbh2+x11iOq6RR417YYBkI8tFzvjp7QvpzJq23WAXigqKePX/VBQAAA/6bRaxtGnJVMf2K114sKsKiykKWSqRHYBV9sGu9NN5ouAbz8wcv4c2qjhOIYwNzMCNOt5Joe/EHhCIE/LeKDIA3falgee4JSr0lfZeKuUq9L2KQXugOpB1UkrPQGLcO3sQs+FB/QcBrv0GSyjIgDnpRUBuFBeUZtF4K8BrJuYxVbsxy/hs8BnkDHu25CAMYYqUOmaMNsYR8boquMQGyqBsdlUHVNVLlWC4wEP9sfNJlvGqmZa5pvMOsEKkA/PQJDmBWXmGkiHKzqH7EsBnZVq2WfoEDJnKTo+ecY6dnMFTK2V7Ci5gIEghv1RkrgBeTXKWI71OvUbASfdSi+tZoiCOUpc09iGC7PZNdFZDO/TYD2xqaOXxYWjSTolllGUOYcG4NuW6bxEifRvMU5XDEp0bUxESpHt/e50BJ8Brpl/loVzXwg6eS01dAUSVxr0bDnZTmAD0XqWpBRsuO7bsXWarHUDN6+cVZGk5G8wAqI0T+301DkLkJTpqJ/KeYRuNVWOIaTa2qc+9SmhPrBb66TMhhLtX+j+um3KA5mqk8Yq4seDO6ijAA4B63EMNbQRo4aFmWEgHvCBT9GHsMJOYpDR9trQdkKgy/ZfVL4MyFVNKwOAP5TgTulkTEAJuGO3J4OKAFlR32X1PHBXBbSF+mN6A8DEAs7cvBfPwrdxzec/nUnEWOYZSNaNh5HZzalkR9UdG+i2y42Rd1bCsdWQBSZnHkGB2rIBiQ2w2liNIwNgntdGaytl04DMAYt6sVQJowfKSFxD6AWT5AFJfefZ/mFkoE7jiLItD1giD1YqO+JQcKVrOtNjZOBDnc1YdX17DXp9RZIiJQsICPZnRTqZMv3H0jY79ljpM1QmtfECcmtctIF0jgmiBvT+6HNLEC9xGjtSTzsGtR31rpNUNFexrx7ZcYZT8+uQumz5WhmoXWgBR2eS/A1jyAX3ngc67xBBnlXr9J4xG/zckpUsR+nGhz63VNe06qaR9Em1WbapToM609HnXvvUJ5f6r8ZaJn6kgW41GVU5oqqSZTiATF2KZYHM2J8frQPApfgG7sTlad0o/KEi4wjkGRWP8fF2tUNpzkfNBYoeCPSkMED3B7fkA1ya1ktbXhtrnnoFd8DSJ2CJS5e3wbASq6AHyOxxKK0qqPPyvE0U71x/DWB8yyGciUfwXrwb+Hdk8S/PRjIn+9OyKslRJpNqj5pG1T32fxgZYNQ1oSHl1LGIdX3fStvgOnIUCdiDKa9rGx28MI/SQEpkuN6p9IqgxwkOnvOOyPVRvAV3kQfqYmShIqxKpJZlPtCR1qlkwoubFiS7HnIDT++bSuas+iSkTGgd1X7sMYkMOp8hhndoZUBCbbQo3bGggvaG1hU/HcYoKcO/GGegDnDCE4S+CcbJDJ2wdABe6B3jRgTrVtloEXBGsvfd+54wwDhVdXPeKQVI2TAFOj8dxyYtKdPK8mzoDLZPoBWbdulwhVI7Bads3+ufoG2+mZfGqrTPjueUowUAJ57qQaCvinkKUB/YrWWaBTCE7ruoHyu1X+CH3X7crCcwyHnK7Lyg/U+o146jjuNAowXEjWIwZZmEIqa1KqizFAJb9tgz1Pf6te3ApJel9dKWHatXbk1SFe+ZSt7ELpV6kNqtFKBTKgNYRWWqgLrIOa5ybkAdJprYVt+HS3E3zr7p8QwIUTI2hcRO1zpOOYoMZFETgLdvFhl42ZqmTwauQ23fmE6A10YC3gjsmulY2AfLq8dL9q22XDo2fcTUKVQDeckfgZiCHDLrytBrW7qukhTQqU1h0Towm9iMMU5ZR6qS0mCUMN8kMu+dOHW8BrtmclOPYJbXyZ9S6DUMSUX1GiwpUFVQp98aIY/p57mCPQ8UsL7rvp/X641Z1WhprmCAqlUF7Khwsh19hkPfGO2TpHPKIrJJMmDfGfNtpOTM2l+SmDbcMKqqMbpCF+gzx7o6h1rHOu1RlWDrRZOSWNuO56ilMweSbtvTEB8AEK8GEHSK0/e+973SMn2vmauP+sBuLVMaQDinGmRt7ewdVnWcSNL0I6PMWsqwbLh/AVufvR/7sA2NsTk0ZxphIMPjIuBmy5eBujJGPFS2VwbejkNpKeCOaaiQ7gH0NUu9ALzQBJWVfwrJblxoeqh86LwM3IUAXgjEeQ5TmD4GnPH0fdiGffgfu/97Ppg3wdp+ZKDkCeTt4egRsi7HLAtkdmxUeWSa5w1zCt0aBzESIAepexSZCqPGjVOVRvYXy5gg5+p4RdTsAGSgsmHOi8CPOpvSe0GJDftRCY7dQBO1v4XDcKkDViTgtZXsDNr1TqVkvA6GltiX9rtZ5sHGDiTpfaeU1apk8lp4riCJIJkgPc3v2hhehgAAIABJREFUqDamZIEEkJcEcR4ICmzcND3X9MGoW80xprdQqg9zvCSO2ZFa5FQjVZKrUthI8svWc+tJ0ym/2EQnLEIIPHqB60NED6uUgHbs+QyAsnPK8rZM3M7UZG1sOoI9274Fi9qe9h1JmgZQ7zwjBdfZp5WhSy65pLTM4mLVTdw+PVm0CjikPi2Z6JhSPzINOQayD/cmJAwT7eaUKeQHhqDPOgOIANwLPOfZ38K38SyMjM2jGS0C8UAxIxsCaVrGki0fAlpem8sBdLZvr8+qaVWBXNV0BPLXBC0F4AH+xZbd0JMcpD0E5MoAXui5LwJ3ITAXOg4BOf1NAI0zDmMKh/CzuB34dNrGOJL1YQwJqCPY0w0fDaQdIWH61c6sgQSAARng0nHWkEji1IkH26ItnmoWePZ8bMfagtn5UKaaa52CF/V0aMsp4IvkuCH5Cpj03Wc6r6FlykLqqKpfMw9GlJg+R2ciDiBaaCELbWDXEhvSgICGoI1eL/Xboa8ej9XDsuYpEOK3RkGRkVTSxk2lj7yW4XoGNiyw03KkkNRH0zWMANMH9Jm0NpVA7ns6EOWdm7DNASC7/ljqeWEemKdeQ0k2JJGqcSIfbJ4gjzZ0uWeBKrziNIZpnt0bwRidkcyje84J1NTxCut0wFetG9CpymwnLT1XqaDmURKoUr2FOFPT9TzDVlYKWSu0WiSQq2UcfVoy9YHdWibulJO5oPE3kGdkuEPOHXkyG7R/2YTENgWSRlfn/HDtB962+0Z8+fyfxP7aVhymOmZoXMpwWQaI5AGawK6kW6eobAhUesAx9B8az3LS7DV46V6ezQ+VWbW0FBXNpbR/ksmCJ5sO5x8F6WXgrldgFwpvMAZgbBFnje/FDuzBW+/4WFL/bCQqky0k7zu9AQJ5Zp7PsjodUaY0QuJhkWCQ4Iogjqqeh9PfJPJqgWSwjyL/XPN9JDilNG1ayqjkI077mkyvWbUZVC1PgQ/HD5MWo1vF0gI/1lOgZNUN1SmH9pVupi3O5iUWgEhEpJ3YSDos89wBHLruKsiygCM26fotUdBGsuuZvU6CaiWZ75Br/aJA152mC8pYaR+AoG0YXfwzBISOqTN3ZvxBW8bQeh07Dlest0zdRHDmJefIhICU18qNAQGBnTAIQFeMOiXa29kQGbn4ceY5tPm2PTvPnoMTT0LnjY9l1YZPJXdABvYaJwD0Y9mdVLr77rtx+umnP9XD6FOP1Ad2a50sSOAHgzvj006+ku68N5EHdqqqAwBfBy49/248hB0YmziGmWYdLkPtMZ0KrkjemCwI64WqADaUlClqt2r/Ng1Oelm7VeagDAiuSvIA2FK2XpcJ5EIgLASuikBcCHSV9RU6rgLwQsDO+6XSui3bH8F2PIRPTr86WRdeiEQdcj/ykiaVoOlGEN+TUUkj8CGgYUDxSeQlemyX9ackfXd6zDh36vgJyFQ7qTLHmHhAxuBqSBe2ryCFdTV8gs79rLRlwZ7WV0cgkaQzrWHSVDKl903UNUOeLj2pR8i5SJcHRYJJVZclqUQ114gZZ2zqWSDIsmXU6gZ1ntdHtZ9Spt4jD2h0eVmsdedr3DtVzwSAQXUGpFowgL++pmk5ECbt5lROrfTOm0MH/BKsd9oyz4/1iqnXoxsDZR4kuwKhm7n37oUNXWDvp5XSWSrzqmlVa7vKrPPb7dPK0emnn963oVuD1Ad2a530DnLX2jJU3OFjXDvrQRPIPv5U06FdzCFkH/oDwBtwE27Hz2Jq9BDijTU0j6xH4iVzoNtduWUuezG8r5LmMSYhMAdzHgJ1ywFxOqaqAK8MwFUFuSEmbU3QkyBtW8pK5wG0IiBnj207Xl5R2arH+o5519kAJnd8F8/Ct/Hf8KcYvB3JWsAQBkAG0Ojwwjo3AfKx3xgaQGPT8Z2gaic1BdhPDYljFbV3i5GsSYfSelNpXQu6GL4llnZrkgdknjDHkY+rF6PbWybr85iAUhlxAltIGilC3i4QyKs4ah3Py1x6HarmRxf11vOfehq0Lt87w6kJ46+eRnV8vGZV97MAw65r9rzMY17oeg15oM5SERgpiuNX1ldIcjg3nbr+1+9n3G0TaM+9dILUEc6pJ90EutZpaxPIc0/Nll4xgeQZYaw/j1xgFrhPqhKsTlhC7YYcuLDPMnBuvWt6pJJG1jnlKMbqAKt9VcwVoe9+97v4zGc+g9tvvx27d+/G448/jsnJSVx22WW4/vrrcemll560vk/F1+OHhxSYcLdRGZMICSOlMajU8QF33NUleVPylLlLd61Pu2MGZ75kL+YwDIwDRxrHMTczksS2w2C3O3MFdRbcWUDlkQe4qoAhD8SFjkN9FDE4obSyvF4BYdX8UHnSmgJ6K0whQFWlXBF4KgN1RYAuBO68/yr9hMo0AGxp4szaI7gS/4gX3/rVJP0A8u83QQw3hwhSYmTq2gQCo9K2ehVksOcmEiAVSZteaIBZZI5S+F5sQuZNk4wn66okr43EsUsb+bVvColKqNoGTiNbjyg1ZLv0mEsgpJtTBJFU5/QY9FjqM13tA5V5tqDKsd0CusMaABlj6zG0OVAXshvTZ8KOPTJp+s9rUFVCq6Kp9op6veJshXHS+K/Bp5fivr4I0HVJjqw0yskfiCQtzgNsDxQWgTu22bmvzTBgC30Pguqf0n/Ori3ypV0KmnSDAOgGb6r+a71Xeg5uOjHn5Jq1rPusGhCnZTxwCGT3gNdLkNn0Nqj71KdVQn/2Z3+G97///di+fTte/OIXY9OmTXjwwQfxuc99Dp/73OfwyU9+EldfffVJ6bsP7NY62Xh1luzu+CzyqlQek9iWulTJpGvoR4AX4C7swzYAwEh9Dj+oT2CmsR4zR9YDaOQDEAN5UKfgzmM2mM7xAt0MiGVGlIpAmlenKuizbWqa7buovNYpyltqfoj6QG/pZIETKhxXAXdFdYtAm1fWemeMkNiYnQGc8/QHcBHuw2/f9UeZ5L6JzJ5NJVOsr1KwrUgAEd9pBV6UuFlSSb+N+6V2aOqwSR0/abuszzVIQWjN1FebuFkk4I/hErQcwag6OOEmF20Bgbw9mq6vqv6p6pkwZbxz9tfKM/yMSaagobNUGAaYzi8GbEw6ks53CDhZBzKhNUHVE2vOuS3HPP2WRJlKIRCWmnlAwqMiJypBqZXYgum8K4jSQN2UukU1B5AhX4dtWQpdZ9H6GwKNVvXTu04PHKlKZGhOLdjypHChcwVn1hGK7Z8SPJUgWvXiBZl/ADnVWgWTZVK+PvXpqaRLLrkEd955Jy6//PJc+q5du/BTP/VTuO666/ALv/ALqNc9xn151Ad2pwrZXWQgY87IPNGlN3fdGeOInjLJ8DCNjNKs1J0BXtP6BHbVr8BenAkAqKGNaLSNWtTGNCaAqA7MDOSZTg/cqRe2kKSsIfneDjNMPa9cERD0ACDJY3qqgDKPweoV4PWSX1QmRMupu5YotHngkd5vD8xV7acKqCsDg1WO+T+W/vQaIgBbgGeetxvn4Tv4YOttGRiiHRwlWerxkhKfCAmAoy0cbdoIjNQZCNPZpjoroTMVCzQIbmjXO47EBT/DJcTIYunRXo+gjfZjntdB0iEAj6B7g8iWVdX0GTNO62GY41Igp9cSWmcUCMWSJu+3J7XqskuLxE5M1k6VCAVVIa3NWBnZtdA6YbHzb3kTdVTDcQbWGS/odMg7qOcqX52BxO1uAFcEhDRfwRTbGowywA3406dteBSnNnVqAxehW71TSaWbRf3o3FlnOyGyc+cBK41XZ+t5ErecinCjG9RpeyHbO/UMG5LesV5Hen0qOU9pY3WoQZ5q3kafIrrqqqvc9MsvvxxXXnkl7rjjDnzrW9/CxRdfvOJ994HdWqYR5D/Y/BhTJYofMjXmB/K72kA+7hElf+rBTR2ptIHRz5zAz7zqi/gLvBnzGEENbQxjLqm3EZg+OIGcx8wQqPMkeFVBRhnAa5pyFrxFgXSvrSKAp2m2nk3zypblVcm34ykru5J1+1RMSwF3VcCcbppMoPu5ngDGz38cZ2Iv/hxvwehXTgCPIpFEjSMBTQwobr011pGAqVEkao0NdIck4DEdmRDENZB5x1RVR24WjSG/NjHMgMbkVLs5yBipbcA6bFvnkfWmkV9XLFn7uAjZOqjhXtSRikoa9VjBI6Q8pE3ti0AwPSazPlzv9oLYaYPN1jIp3WIqZc1Jd0LSOaumr2kcl43/R+K9ZPsWUHsSMmccRZItT13SkoKQIoccNtyBO44os2/Ucdl+c54jJZag1qHappX2laqDyni8umxXy9t2aWNXZq8238qkvOppkiBpQ7oxRACWA9LSZ0gNszNHMg7Nt+le+IMiQOc6T+nTSae1GqD8wIEDuPvuu3H33XfjnnvuwT333INDhw4BAK655hrs3LmzcluPPvoo/vRP/xS33XYbHn30UdTrdezYsQNXX3013vzmN2NkZKTn8Q0ODgIAopNkLNoHdmuZaPtBOxMyH7Jz1tnNfwIZQxEh/zEmY6LOBICMUZtCZnOTSvmu2fdp/Om2/4p9s9swNnoMT8ORDrhrT9QwwwFYKYj3T3BXJFkrIg9INZBnUqIKxzomm1YksasCvIrGWrWdXvshLUeat5T6PywU2liweVXSlgPsgPzzuRFo7DiM59S/hffg9/DMm76fSZQoSWEoE9YfR+ZYZBOyzRy2TUnaKJIQCZSozaRlvoe8AxYCJa4tqk7JdWQK3aqTvA5VjaSdHKWBdMBibYA5JwSsHoXed7Uds2BPQZq+C7qGqo1eaA3TjSIZwwD7YRljzxaJhKoD4loBdT1vbGzXrvtWkmoldApqrcQu1I/meYAX1SRcVopHpt96arRU5i20A8ia3XlA1m8ReLAAtQyUhlRDOQ86F6xLwGbHQ1vL4XomUWRapz87B3EG6piv8zncSI6PzXbPux1/J6B5O2lTwx0Mmz7LHNxoSAMt44VYsOqZw3X0JUtPAq3VAOWbN29ekXZuu+02/Nqv/RqmpzN7g7m5uQ5YvOmmm3D77bfj7LPPrtzmo48+ii996UvYsmULnvOc56zIOC31gd1apnkkqymdGBDoAXnbEO6IR8h2w5nWQLd7cXVWACS791TbJFP4VeCKX92Ff3n8MsyNjWD95mMYwXxSbbSOOK6h2awDjQFfWgb5D4GtEKkUzoIuD6B59TyyecsFgCcLwPUK2noBhCvR32qhpa5uRc+Q14eCryr9VwF1oTyvTyOpa+w4jB8d/xbejd/Hi3Z+LbMxayORpgEZMKKKpQI7SLuHAJyDBEzRYQnHQKlVE5lkT2OhsY22OQfy3jRVYnQYyfqini/VBjBOxzCObvVMrm9HpX2dw5qUUbISLK1DsloPCnzYt7U11DY4T9OSJwGrIzs/olI50BDvigqW7P3XupbsWDzSa7IAti3HobpKMfJgNbAuWklVp7pRLwxtbHsqmdoGQYknLbRSNiBTu7ShE/Kdpm2a6ykCq11N1DIJoQem9BpICt7idiZds3NjAZG1cbOxEq3q5QKAQeTnT6VpCwCGaxmomwOwoZaC0VTKGJKwqWMVK73jcZk6aSicxZqnBTxp4VgLafXhtGXRtm3bcMEFF+COO+7oqd6//uu/4uqrr8bc3BzGxsbwzne+E1deeSXm5+fxqU99Ch/96EfxwAMP4GUvexnuuecejI2Nlba5sLCAV7/61Wi1WrjhhhtQq52ch7gP7NYyKUMH5G1eLLDTZ45AjmBO1Wz4Pyr5BIFU4WoC2A/88Vfehc+/8OV4+KFn4cDEZmyt70eENkYwh+ONITSjGMCgz5x6AE+vq4g80GRBowWIXptFQKwIMIb6rlK27DpsfmjstkxZuartldFaAXlF4KkqeZsMRUDO9l1lHEWArayM7WcCGNxxFOeNfwdvwE146R99JQE5ZNoY242AbhTABUjAm1KMbI3YlNY7IPn3p/90qsTnWEMGEBTa8VuJHL1pMp+SOa5ldSRSwRYyaRo3mViG4E4ldQoWgWRNG0O3eqbVUqB6uI6X4JIhGWL5QcrpPbLSL26IpTHdBjTQO4ABho/QOh6FNhBo82bnWcuHQBv7Ux4jMvmeZM46TrHOYbxNspRCDksA5NQPAR/UhQJee8T2rTOOAdHqIIjJBde2kj5vLXBIwWSX98pab4AkJDmcb3YD2aLYfjzWsAH87wDEdFzDZv45DjckRQ0YSe0aF5hoALqV+MWpFJoAzwNy1lOngtHOfV8N9minOK3VAOXvec978LznPQ/Pe97zsHnzZuzduxdnnXVWT228/e1vx9zcHKIowh133IHnP//5nbwXvehFOOecc3D99ddj9+7d+MAHPoD3vOc9he2dOHECv/7rv44777wT1157LV796lcv6dqqUB/YrWUaQbbrWwRqlPmyi3OETM1KA5RHSBgcSgAbkkcnDPcBd77wCuzY+CCmH9uMoe3HsREHMYQWhurHsa5xHCeag3nQ5THYvT6FngSwSHqHQHmb7p2H2oZTx6ZVoV7AW1XgVrW9KmXL+luN4O5krWpljF3ome4F1KEkLwTwxgCc0cR5Uw/g5/F5XHvLLRkYosojwZw6K6HjJErJWsgk9I00jbZ5VKFk/7quEJTMIv9c0HkKTHoNOXf4HXVLri185zTWHsEEnb1w04khFjh+u/7pRpYH6AhK7VwTLFENXTe+gLw0kvOhpFK4Q8gH6ragEGKrhbyXTAA5T445UkDlPY8iFewqZ+dEr41t23SjJuqSguqAUxgNfwBkIR7U+QnQ7SnRIwvGrOQv91oZEwRVp/SkZ7mwBAqCldJnKOQxM5JjoBvEeoCpzIFIp74AHlIoMLlnF2cBlJbTue9IUNN6nKt5AXSDyMoMR1k5e30LSOaEINOC6qLrVuljfIpJllYjrdUA5b/7u7+7rPr33HMP/vEf/xEA8PrXvz4H6kjveMc7cPPNN+P+++/Hn/zJn+Cd73xnx3bO0uLiIq699lrccssteNWrXoUPf/jDyxpfGa2GcIh9Wirx40oGgx9yCwQ0D5JHRwgRMjDnGfpzl7yBvFrmYeDp//Mwfn/8twEAh55IXOiNYB51tDDUaAHRYjcTulI/OP8hCjHhVZjzKmXL2igjy9gvtYwtW6W8N69VaSl1TiYV3b/lUkjqW9a/NxbvGdb0IvDXMMdjALYs4pynP4Bfwmfx3z/zvuT9fAYyNcpJJOqS29JzOkQhGFJ7q/3IOyohiGKMOTpWsXPCck0kQKZt8phGoKROUprIPGsq6CJQrCMvkQLyHikJvAjwtIzObQ3dHhwVmMZIJIS6dvJ4A/JgSEGtA9Q69VNJZpfnwyawMAvMpT+NZ3dsNvlRMtPVrrZvtTM0dATQDTiB7vA4VjLH7wjvl9cv+/TGFZL0wfcGqWqJKtWKamJfpYDIABlrg+WR9ZoZyo9qiaOUARtCROcizv+K1DDpHEUpJP1Sokqo/jplIx+AzTfzapUMC6BOTIYbyT/TPXDI9qykTtnWTv82Xep7RDXPuJ0Aw678yD+ndI/vRPNU8ogJZM/Xavj9kNPnPve5zvHrXvc6t8y6devwmte8BgDwgx/8oAMELZ04cQKvf/3r8Zd/+Zf41V/9VezcuRPr1p1c6LWaWLI+9UqqiqQ7isoIUuXHgjr+1+Xfuh+nowML/qaQ2LmkzNpvfPJD+KdffQH+13/+Mo5hPaZwCMOYQ72xPlHHjIw6JpD3hmkDl5dRmTQtxGzAlLXpRW17fXnthcYEhMdUZXxFY63S5lLK91rnqZbe9Qruq1DoGShqtwq4CwE9D8iF0ugRc8sizt7+bfwiPoff+YcbkneWtnRqQ8f4dcqUzpqfStoUfEVpG1xHrD0dVTDVhqxp2m2n9WmvpyQAqJOnawLVR0Oqlqq+CSnD+0Wg0zb1LAijnbJ9B5TppiRKvYkSANp3nmC0bmyy5H1RRna+lTCuntQqSBbc2TylkITPrhEx/Lq2P09FU9cC24azRoSckKh9F8mq5lUhlZSVOTLplNfvKSm9xwvynHnByy2Is6ELvAD02o6VnKlqKlUn1elJzj4uznuzVKcprFfF+6T1htlpX/6jOAFptMmbS/OGa8gFTM959jRqmayPNnKSu9D9DamE9qlPK0m7du0CAIyOjuK5z31usNwLX/jCzvFXv/pVvPjFL87lnzhxAm94wxtw880345d/+ZfxiU984qTZ1Sn1gd1aphPIdpfHJd1+dCNkqk6q/kTmhE8BPwIa/JdeN6eR7QRvSPslk/UI8NlvvBrnXvocHMHT0qaOY7g+h7mxESzEUeJExXqMs6EOqpIyIR6oKwN32k4RCOsF3AHhcdhyQPHYqgKxXgHYUgFbL+0/FeCuKrAqSiuilQB3vYC6KukEdWcs4Oxnfge/hM/i/Z/5fxOVSUrUvPtBEDaLRIK2D/m4lZPI1osImSomvVgiLaPrhhLt2CiVO4zM9i1CIvWjSqdKumaQ2QMqONR/bjoptZFJAu37p3WLNllUWgnJt45gbL7atdn1hnPqgUUGFwcwKBIrgjoAWJ9KRDshEHTsBGcefxA7x7Ye4Kus8hnjrr3N1z5D/dMOcgnMtxdAfKGVj28GZDHrbB3vHOgGXB0V0CjzVaG2cIux+LAIqG7aMefAWDuR+OXs+sy1evH16P1SpWvWKyYlbh1pWux7nywCRzakgRseoZ1J1gjcOm1LGT3XMurp0rsner6Q9kGANxJQzbRg9KneR/xhoLUa7mC5dP/9iSH5jh07CkMSnH/++V11SJTU7dy5E6985Stxyy23PCmgDugDu7VPyqhY43eGKyDprrfaypDoKU+DkjM9RsJ4kcaRMYgxgK8DD5xzIS6b/N+YwwhGMIf1GEJ7KsIRAAtH1gPRQJjR8gKR60937z2AUgQqioCZZdQ9pt2SB9rsGELgzl7DSgA8Ldtr+ZUGeL22u1SqAtg8gFcG+pZDCr70vKhvD7yV5XVAXRPnPP0B/Br+Gr+z84YE4DzD6SdGApY2pWkEdY8gCwJO0EWvlLTHG0WizmklZrp+xHKukj5uJKkUiOtFhPzYDkjbHmiw75GqGyoQBbL1im0pWXtjbxMsQvdaStL1QZ913SyjsxfrbbiNTNVUgWjaxmAEDI4ljHcnELk3Hh0vr8HbcLBrmpVoht4Fjk/bZFrLnHt8it6rNnKA0gNVQD5mG0klbKommeuqIp9knbW4GiyhazDEeHYquetSY0zzPOkir7WK5Gm+hS57ORuIvIptWkcCFyMnGYui7HnT+q5qpbbn9DEo6VaypkBtPr1+gkc6axkUgLfQzvJZP+fMJXypa5tWmd3gWg13sBxqNps4ePAggHLQ+rSnPQ2jo6OYnZ3Fvn37cnm/93u/h507d2JsbAznnnsu3vve93bVf8UrXoELL7xw5QafUh/YrWXy1HTtx9ZjNElUreIOOeuq5I4fcnqwI/AbRbaDn0oBBj4PfOi1b8J1+DDaqGEE82gjQnuihsPNISBu+EyuZZYskAPywA9OviUPQPYK7qpIarQPbSvUbmicoXzvWsrIjrEKeKza/lMB8MpWqSJAp+ehdqrUt++OzauSZvNCwK3ol9rUrTtzFudtfgD/BR/B2z5yY/IOU9pG0KP2UlNIbOd2Iymr4IplIiTv/AEkUroICVDchPwGEUEC30e+m1TlJgDgD8hs8jhGDZ2ibZGsFE29ZCo1JV3VEdVmLgSOqIauNn3ss23q6nscUvk0Kq0EMQtHMzW4kVjmQvobQFIvqiUSGSDgiZFjq+Xrd9rjdTnAMUdaz1NL1XJWfVPnzRuXnvNf2l5oJQBDwZYXesASpWAeqW0ckC/nOp0JgNJInyH+L4FLsi7+7bHGomO/VLXsAKBezBMK+id1gWK5rnn7TAfIuoYYNO2GpkrVQ+eQgDggk9KRhqUtlRZa5y2DBX31qU/LoWPHjnWOq4QwILCbmZnJpe/duxcAMDMzg9///d9365555pl9YNcnQ8rAKcPDhZK7wyR+lMmoGDWTDpNGIMc09UCnzgw2pP9UtToA/B87H8QrXnsrPoHXYAgtrMcxtGs1HJ8YwkxcA+LBbCzs1zLe+lH1fjrm0MfPSgC1ThmQ89JC4M4Dbh64867PUhnI6hWE9Vqvl/aX0uZKUwhoVem/rG7RuD2gWAT6PCBnzy14C6VPANjYxHmbH8AbcBPe9j9vTN4BSuNqyOJTppsw3z9nDKftmwEeRgKkHkW2bnCzRt340zaujgQMUtpHdW+CPIIzArO2pHEs6rlSnbFwzVBnJ2S27brkPWve5oWVgFjbYq5jdiNG7wnngGsg6ymwZV+6thDYTedBxdHphGleADCcMvMDuobKszCYtjOooNwDICpRU7LgVfMVnPFcATrQPX+1wLEHdrQNDxSl66Dal3U5k4nheo4MAbocMHTyVDrYNU6nvBbrqhuLgxf26ahJWrVIBXJW5TGO0KVC6jmKAZCT1um5lu2Supk6nbZq3VJEpufGZyRuEHBl1TOVrEMUxrybbyehdyPkJW4qEeSwOvaFMhYrMVyJPcM+FdNaDXewHGo2M6ZyaGiotHy9nnxk5ufnc+k7d+7Ezp07V3RsVakP7NYyRcjclZOsAxUAHXWgtpSh3YcCFn6UyRxSosedd5aflfqsK3Y713/jz/GPl16JvTgTw5jDCOYwNzqCuZmRJPyB/eAr+CEVqWbaXfSmUx9SRhkNCwTLgFuIQgCvCqArA3haJlRuuSBvpYDbcsayFKoCuLzzKsdee1WBouZZsOClFYG6hhxr3gSwbuMstm/eg1fjE/iNnR9KnufNaZuTSN7Zs4DFBjCQSs9Ou3cmAWhA5hhJJfFsv4n8+0G1whkkQGwTEscnBEuUzim4UxtebhRxrQAyW9/96AZjnnqhnW+qM+p6oOBE1TOtnVgkZTyASOctHCevUyVgsaTZcA3NvD0X7cPIBA83UmY5lWhGzTx4WGxmUpucyqMubdtWAAAgAElEQVT3zoZUEFlX1TOVQjaBRW2S2uj2uqzzW0NeSlthHXWlaTY9yqtthsIK2D47zmoI5hUMq+qwQ7xPBBhqL6dSNk8V1ANU6n2SQGwhzsCh2r1pGwByXitDbSqVxbfTcXR5vQzcDwVWHqhTiZzSsKhQziMPziIY9U0AaGdA0JICwAXg1FXHXEV0ssIdxHEcDA3QC91888147Wtfu/wBCTUa2S7e8ePlrldbrWQRGR4eXtFxLIf6wG4t0zFku/PKxGxA9sHix0yN+Lmrrh9lXZDJfHCHnfYyMbKdfQI97uK3kNnJ3At8/NJr8FL8PQBgGHNYj2OYHxvGTHMIwGDeI6Yu4pYRU+cqCtBYj8zoDLrt8CzIUgZW+yoCaUXpRaDQHtsxAd1th6gXkFfWVq99L7XsSgC8XlanXgBYUf2q9ULlvHFUAXU2hIH9bwCDW45ix1QC6t55058k7yhVJSNg9uJ1OFifwgjmcdp9M9lmSxOJfSydItGWlmtBTfIILJU55ztzANlawnWnDCCovVuMfIgFCwosEC56V7jB5JWxTpr0/fPWBdbR+Hhc40LvFsfOOT6QADOPhmuZi3nLyAMZoz1cT4GC9qHnep2h94t1eGylcJGkW+lo2bvrhdLRZ9qu4yUUAnVd45H2rbrmAHkwe1+sFovneTkwxpz0ruQ6PFVKz35OJW1eeAG68rdBxEkWcKnTFNrJhcpa6Z4CS47dC3Vg+6d9Xq5tp66qZzLO3QjKXyUNm+DFFNT29b9PfVpJWr9+fefYqld6NDubqJxUUdt8sqgP7NYyxchsSxSokSHhbrkFb+NImDSeKyNDmkYG7NgXwR0ZP6pX0dZOGMjTds7gv732z3AzXoc2amgjwtzoMFrNeuIlM9I92ILrU+DnfWQJ7g4COCLzUPRB1o+8gjLAfyM8wFYE/oDuNm37HrNm2/CoCnDqFeidDOC2FIC31NWoDNRZBrGsv6oMpwfQQj9UrGPAHH+NLYdx1vhevBY34/qdf544OTkLwDOA7186hjZq2LJ/GqOHv59J5CgZm5b+LcPLNUSdohCMqSSc4zuc/jYgkRTq+sK6bFeZshjZxo9u1lgVP6YrsZy1G7NlPZChaVa6wnFQhVTHwDnyxsdxTKPjbMbadNHxB70YWhsyGzg65yhFqchm2iNPAqqOTmKTp2Q31ezaCDn28piugNE+A+gN0C2KVFNj3XW1EVq3LfDjmPSZbaHLc+aA9ywhD3isF8/OkkdvkTqmdByUshW589djbghoHttQyZsXwsCT5hFA6vg0zV6jUictIOHTY0910gIxleDZIOdsQ/M0vw/q1jZFUdTlRXIpdDLURBuNBjZu3IiDBw/iscceKyz7gx/8oAPstm3btuJjWSr1gd1aJl1oCeb4YbVMglU9GUXCmFCKRykdkH201Q06wZDuYs8is+WJkKhpsY8DwDWf/zTmXj6MXbgCT2ATjmMIxyfqiSMV1IGmAXdlkq/Qx5xAzqqSWSpiXELATeuG6lmpQRm4s2O3VAWYLQWMVSm/0sCtrNxyViCv7lJAnfd8VWm713GVAT/9F1A3dsb3sX30IfwXfBjXffLjObXI/7z0NBzCRvzYvfdn76/GdKNESd97AhNK7pjeknSOg++VagQ0kEkAx5FXBecYNGyBrk2QfI0tZxlvVSkvAxPMUzDpARd1AKJpFsCqbaBXponMe6gEQ1fX9gONBJQoqGMZMs6qxpcDKgpiI4S9hHrH3vUGHIUEKbS2lG1OMU/TjW1fyI4u56lSvkMKdgmegk5l7DUqqLPPhp5HeVVP9zpSUocnSp4NYJd7fgFUNm6dF3LAtkPw5tnXab7Xp9axgM/2XRQj0AujUOSNE/BBWFEVq/apbfSdp5w6pKECVhtdcMEF2LVrF/bs2YM4joMhD3bv3p2rs1qo/26sZVqH/E60Ajp+vJhHu4u6/KtHOTJwZACbyLfN+FPTyNyjR8hiS5Eh3IwsePmDwHX/8HHMv2gE38RFAIC4VkN7Yw3TByeAWD0SGLJgSykEVNhcSOXGAi0PnBUBSzjlbZ1QezpuD+DZdDhlqoCjKhKyleiz175XaqUpamcpoK5qX6HNBaZ5IK0IxHn1eUxQN7aIsS0HsX30IVyOO3HdfR9PmNHNAC4E/vbZ/ydGMIeX7v9KplZJoHEo/d+EzKMtnXZwAyRG3vGJAplRKaO2tyR1pmRDIBAIqcqlBX9cWwhclMo2Muy7qWPUfH3HIePnuXX2wjIac452hgRHs8hi/+mQrSQpBSU5JjiVDs2noHawnm8jd40hqddKkX2/Q89llTWH3xYv3dQZMG2WSu+8+h7Z/vl8qf0lQWbbnNtxw0/rCtYdZ/9VAqZTUmeDdGt7Cs6GzeexV9BWBBa9Mtp/kSMWW8ZTm5xD/tM5grzDE6YrUIuR7BdRuqefUw/gVfnU9alPS6Gf+ImfwK5duzA7O4t//ud/xqWXXuqW+8pXvtI5vuyyy56s4ZVSH9itZbJMgwIxkt35BTImiypbLOPZY+hvEpmnPALBo0gYITphIOP5RHp8P/Ab538IN2x9K+poJeEP6kkIhJm4BjTNfl4RoAuVsWDNA2L2GMikkKEyvUjkLBWVKwOsywFbVQHZSva51L6r0FJAmD2vAgZDwK1XQFgE4LwyFoSMoeMkZWLjEeyo7cFL8EWch+/gkxf+AjZeeAhzGEENMX7x8N9j4ACyd5EbLxqLkjZ0EZL3XQGL2rnZd4amBRbg6T22apWUBrI/ZUw1FALLM91yeyFpHf91rF58S/avzk9sPUoyWa9mju0awPnSWJ4CFF31QOeaBuuJd8wuIGDHULaZFUrzyHOkEtpc8vrw1kFtR9tX+0Z1WuK0mZO8BVRtO8HCvTU9JMVknv2ued9Gz1uooz4K5FVsaU8XCp7tkQV1Sh6I8oCbknXGUqWcVbv0+ue5AjVVO7XX7F1TjAyMEZhZKRzQDdS8WHmqxhkDGDb5ferTStMrXvEKvO997wOQOGjxgN2JEyfwV3/1VwCAiYkJXHnllU/qGIvIi4TWp7VECti426xe68iU2cWcYAxOniXWJ3M4hYyJYz8sM4rM/oYf9tuB6x/5c1yI+7AN+7AZT2Bq9BDGNh4BGgs+o1tGsfmRkVSvgh7jDJPXKMjzfl5b9r/sGAVpdgweVZmnXuezKhhZibaq1F3ONRaBsSpAraiOTSvrq5dfCuoaZxzG1s37cWHtm/i/8Fn8KL6F/Tgd38F5+CYuxBFMYBv2YeBBJJI5VQkkk6VSJw1I/gTy0jpvDiNpw5M2K4ikSibbm0GipkiJIZCX3imRsVa1R5WqeKCTY7CbOTX5EdR576kCUsuQ0hPwmCkfS70ZdEsvkTrx8OZRy6bzPTJqpHUW1JGKJHWhObHSRyulLGqjal/aZ+iaQxS6b2Xk2Rmq9E3b5zPUNPkW4HmgLkAhSSFVEz2JXRWJmbYDJMBruJGq8EboSPks2NM0a2/n9cs0m+cBSlJOXZTtiP1gUfkICQDj40BH8PxfML/OGOy4kQG+efkVhVvoU5+WS5dccgkuv/xyAMDHPvYxfO1rX+sq80d/9EcdO8G3ve1tK+Llc6VoqexXn1YDKZjinaTtiuc0JTJ1KbHTD/Q0umMkqdrV/QB+PE2nC3W18WP/rE/G8y7gBWf9Ew5hCjXEqKENjAJxXEPzyHogjrpt7nSsRdfPayNQI3Es1obGk9zZPuJAWZg0W86T0tlje01FzJBX3uaF8nstVzaWsvEspWyvK1AVsFd2HKpTFRBWab8MxHllGwAmFjAxfgQTOIKn4Qi24nu4EPfh3/AcAMAI5vGL7Vux4f6FRIJ+ABlgosqgvr+0dSMAm0Wy8aL2tPb/QHrMOJizUl4ZYfZBkKIOSBTMhd6PMoa+6J55EicPxGlIFqqae++0bghZosqmAujU4caArjcECt77rvOm4RM4D1Ggnj4vIaCLQJrmhSR03rNvpaOh9cv2ab8bWl4ddemzZ6WJZs3I2d5Z8p4fz1mKdy/UoYyOn+W9Z0mIUrscmEnTFuJE3TZuJ+BGVSptnU5dAXEkSgQ1FALb9Ozp2I4Fd/SgadUpOR72Zfv1bAlJDGjuqZValUsrWdOlwNrMxci8Y6rEzrYx7KT1qU+kr371q9izZ0/n/ODBg53jPXv2dMWX80ImfPCDH8Rll12G+fl5vOQlL8G73vUuXHnllZifn8enPvUp3HjjjQCAc889F+94xztOynUslfrAbi3TCWQ75UC2YhLQcGG2pmzq9IROVNS5Cnfg9emopWXPQeY1T5kz/RCSoZpEZucAJA4eLgYewLm4G0cScDcOHIramDk4ATQC4K7MMybJMkMEdSEvmKGn3+Z5TNFywF3o3OvP69ejqoCrF7C10gBvOVQFmIXSemGEy5henofKhRhvrx9btgGMbTyC9TiGTXgCz8U/41Vf+V9AC9jxkoewH1uxHsew4cGFzF6OKpfqxdF7tjR0CdcL1uEaQqkUN4vULo/llGwfClZagfIeGOC4PfLeRTtvlhG3a5K1J9T63LTyABrrTCPz6JnmL8YJczti58Z60eRc6Hh0o80rH8Ofq6Lnqggkh9YZ7dNbq4qeZy/NSsDscwjkwZQ+f3ajQfsIAYyQx1ArhQvZKmpdG97DK2PGZ20kqabZcfWfOs9hOXr1VHBnnago0amKprN8yN7Oi4PHcw/chVRDgUwqpgBqDsCIY1MXt5M8Jb39BG4WkOW8YJq+Y6eM0skwPX1qabVE51sNY1ge3XTTTfj4xz/u5t1111246667cmkesLvooovwN3/zN3jVq16Fo0eP4l3veldXmXPPPRe33XZbLkTCaqA+sFvLRAaAx/ph0zhxTfOvdVQ9ijuoeq47rOPIvODRdofx7Ej0rkdmitLEFoDDCbjbcdEejNTm06HW0B5NOp05sh4db5nK4Njr1PMQ06HXWQTubBseYIPJZ52lgDuvDW/8WEJelfxeyoXGt5T+lkJlq1Mv4KwsP1SnCLRFFdOr/hrA8Og8RjCPbdiHd37jT4DdADYB1+z/ND6+9Wpcs+/TmbfJQ0jer0lkUnM+49OmbYI2tYkjWRDD953tNUwdC5IoqaGXTXWoAnTHYlMQZMEA01muCrjhNdbl3K4X7TRf1T71vlnJDdevJpJ5bkq5KJHUjXjSIda34/DAtnc9tFHT/LL1oioVrZVeX2Xt2PXP5lvQxfvgeen0AK6mF6lM2rLepkKorm3DkrG3C6lkWq+Yw/Xkp0RnOrasFwOvyFOmxq+zwE/LeOqhNpxCiOK2xKOTOSDQW2j7gGvQlOv0lf5zSPPoJv180pmKV8a22ac+nSz6+Z//efzbv/0bPvjBD+K2227DY489hqGhIezYsQOvfOUr8da3vhUjIyNP9TC7qA/s1jKRqVJApkwT766GKLDBe4HMbTnbY9vKMKl656PIAzbaq6izAo0RpR//NrDh/gX89DlfQrtewxxGcBxDmVpmXEskd/FAntFQQKcOE0Krv2WCQuBO2/AAnsdchvItc1PE1IXAnr2OIgBXBspC7fZSriozaeduqbRUMOfl9QrqqoC2UF7RudeGba8BoLGIEcxhPY7hDbgJ+Do6EvXFBnDNI5/OHBcpqFBG1krp+f7GJh3IS/opySOoofMUq8at1zMu9bUdIFkPuNbYzSO24znVgFO2jCL46ozaVwjMWRVTrjEtJIBOVV2r2KtZhxwcW1ovp77pAdjQs+itUR4o9sZUlB8hu08xuufQe1/smuiBdgu2dM22cRT5DVNg7pHaX+r3Tec+BEztpmWo7RCFvhHIx9fz1BcXWgnIs8HVAeSckpDUQQkQ9lQJoGNbF1K19ACe9WbplR2u552jMAQBARtBXyegOvIqlGpLJ1PVBcy0vc748sN1ARwfmz71yaOdO3d2qVsulZ75zGfiAx/4AD7wgQ+sSHtPBvWB3VqmdcirHSkTAWSrqTXU1/OmKcudag18znz1qhkCPHa3WsfA41lg9P4T+MVn/D1qk0n48mHMY2j8OA5EbczNjOBEXAPi9GLiFOhpe0Xx6pTUqcEM8uDOkid1C4E3mw90f/Q9RqhsB98yjUsFflXqV22rahtLKV91BeoV8FUFdfY8VC8E0orAnZfmtZUCu3VjcxjBHM7DA/iJW/8la2Mc2DN5Bs751mNZmjLCqjpNaTrQ7TEykvJUsVRQp+8XkDHQ9pnl2sDNHrVBayGT8pfdAyAPyDTN2qopWSBkHaUoQPH680g3jFLtgo5nX+Z79T3pkk0nRamHR0/ixPVVVWm959UDo1Wcj9j+OEYPVFZ5b/VZ0fFbsl5PFTjOmnRPcqvSPXu9oedLv1n22uwmg/1mhiiw/ihQ69iYWfAWA8fiLKZhrlmn7w7Yi9AVTHwwQs4Wj/Z3Noi5lcyFnJ3Yeh7ZuHLDRn1UpXshu7yy5Zvt0+EKzH+MHwYJnV2AnypaDWPo03KoD+zWMtWReHCjipHdXfcAhUrWmGbdlKtLbzJtbJdMFBk8SvMIoLjoK4BSL3fTSFTHYmDgYeAXpu/AtrP24Uv4KezCFaiPtnBwdCOOt4bQag7heLOOE3E7A3kaHkGdouh1W9J0gruyNdQDd9pWCPSF6oSOAf8aPIBXJClYCYBXVmapAG85VNRGlfvtpZUd9wLi7LGtHyprQB3GgPUTxzCFQ/jQ9H8FHpb8TcAhTOGcxmN5sEb1wnHk7eyA/AZIJGVJ+g5YBl/jW1rSa+F6obZ1XBcidHslhNSDlLekDHzIPkrbipGXRFp7OY/Ynm5stZGsT4eQrYG6IaWgi+lW0mM3thTIhDZt9Nj+c2w8b5vzXlULi95hez9C12DTgfzGgI41MuW1b34vqohePFu6MrJzqO1wbNpu0Vhsnpk/AjQCGw1BoFK1ohh2VnWT9W17QAbomOapZHqgLaS2GUqbN2qYduzWVjCqJWqaIYqRSfM0yHhkzoEsrEFo37TX/Yw+9emHhfrAbi2T/ag25FzVfHR3HegOj8CPxCiSgMYR8k4W1PkAwdw48rvqyiBZm5wI+Z1SIAGkMwCmgR/bdz/q21o4jnqilgngWH09alGiu3y8WccJIAF30SLQGMj6CjFANk9V16pK+8poOeAOBee2PArKVcnrtVyI4a6avxLUC2gryguBOD23wMuW8YBbqI0QELRlCOgiJO/C2AIm6kfw0/gSBu9AElIkBXUPX7YFQzjeaePojw9iqLmAxr/Dd4QSIbOxIxCgIxSkbTMEwpgpb69J22Q/dZOnEpI2ElDEDR9V87Nzp2Tf1yImWxlyBaiablUitR8SgSfXNoI69q/l7TXzHtqwCep4Ra/HetEMPaveehaas17Ajl2PAH+9UZvKsnXGW8cUAOpmowav13vljVuldJ50zoJaz/4utD6pWYKHDOwzo+qfhjxpHZBJxzygNS/fQQVr6qWyKASB1y5BXcjjpm1Dy4VUMjt1kZeUdYVAIJCVNlknRj5OnSWCuY7dHsqXcLXVWz3O5fvUp9VFfWC3lmkW3dtcIUYSyNsgkKnkLnWE5ONLhpK71p5zlUiOIWX4sVbmQOuyTBsJqJOx/ciDD2PonL/BHEYQo4YhbARqwPEoZWkpsYtSrqAxkJdKaD/2qdZrJpWpY+qx16YtH+q3jBEqktaFAFQZwKsCusoAXhVwR1opkNcraCvLKwNjPPYAjcdQ27IeGCwCeN5vLPmNbzmE7diD39l3Q5J+FpLndRw4+xuPA/HjaF4I7B/dgkPYiO2je9CoNbNnehoZQImQxaikeiRBFzdl6BE3lroEfroJBORBjR7rtau9HssxnRtCo6ae9054IMk6NlFbLL0HCqpidMfT0w0vrWsDp4dAaAgUKYUcwdSBATt3lmzf3rpiAWzRs++tLdqOlxdqT22zPSmezj3QrRWi+SHJl/2ueFQEyixZ6SG/XXbu7L206q4BaZ1nM6dUpuZopXFa1jpOsW2pmmaV4Ogs54E/62lTpXF0nqLAjKqZGqrAEtOsk5QImWfMYSkTy7HWJYDjrTq11TFjrI4rPNm7tn062dQHdqcC6ceKH06748mQBvaOjwJ4BjLmjx/wcWS74VbaBmQ2OlQDU7fodmxscxJ55i51wb7YAAaawBQOYgf2YC/OxDxGcAQTAJDY2+XaNODO2s150jJNJzPcK7jzrs2WKWLGqkjvquR75ULjKqMiAFe1nZO1ipS1G3reitI8EFfWhwfoQmDQq2vr6a8BrJuYxZn1vfglfDaJE7kJwFYk7xTtvGaAxv8Gzo4ex9njj+M/Ljsb6895GA+NPxP7sRWb8QR+ZN/DGUAjWCFYG0WyacNnsY5kTagh82RL5ymQOnqNbHvcpNHhCtBt7zYO//mxa0pZrDILdFRKp8w7Y9UdQuJoJu2HDHgnLprWs+9r1WeC5K0RClJC64FtM3RcVt4bnzcWlcRVfWdDc6N9VHXgwrkI2czZdm3bHqjzpHW2fGzK2HQP9JYAx8U4eZZC4C6kFumBPY09R7AXyZg0uHgnTEGUB3cAXBu3LkBYcl02hIFK4XLXZ45tfiiMAZDG9kuP502+vtaaT4DXl9L1qU/l1Ad2pwIpA0FGjathG3lJVYyMYWMZVeciSBpFBuzonAHImCf9ODJenf2IQ+ptQsZYpn0tTgEHJ8dw2v6ZzhiHMYc2amilKplJG87XKIqBaDCv7mXnJARMLHPuURXmJwQAy/6BMHNR9Rwl6WV5vZTrBSiuBK0UoLPpRWAuBMBsmtdOVUCnAbBTuzqMLWLb5n14Fr6N6/Z9PMnfhMTzrJWwx+jEVPuRRx4GJoHzL/5PDG+awzP3fz8BgRHw1Qt/DBtxCOff+58ZgFMHKRyXvjcRsk0aIP9s63OrzojIhdFTJ9cRAkrW53qjUj1ViQMyFU+dQw9URMhrDZA4llkkkrqZfL0BpAx4ZNqpQt57Dqe+jtVzHlPluVWVRfan44hNuVC7mm7b8CgEcvR51f55rGEvvDaK5lgBXi9ByFnHSwtJ4yyY9Nb/EKC0lAI6Le/ZznnhBoJNCrgj5QKJx/k2Q6EQrK2fOk5RiVxZ/DogDTlgvH3G7XJQR1IgZuVQCwCOSX3bDi9P1TQ1nctXn/rUp27qA7tTkbwdYlWvUuYIyIIXcwffSsAsE8U0/SDbXXxl4jYjc42exrr6/tYxHMcQaukXdGED8LTDTcxPjiSx7RChzQFH4jwlN4ZFIBrImGa70ttdazv+KsDN1imSrFUFd9r+SgO8orzVDPCqrES9ADqbVwbmvDL2GSkCe6HytqyCvDFg8sz9OBN78bv4ncRhCt9DZUDVgQela4wj+SgSUAcA+5Jy5134HZz2yEyiSt1GFppkGuH3ehSZ2qKnNmmfLyutUUBoiRtFWsfaX4XugQJKz6ZKARznxY7Nk9hwTi0D7z3jofvK9rxr9hzEeEA1RFT/Y329rtDaFQJXXllbrmwsWs8CPP33xuLNsYaQsO1bstcbAl3c2KzB1zKx76PWqwLq0nuymL5DlNaFPEHaUAMKkDS9SJUyJPmzeRqOgH15FBqrl8f2ck5e0A3SOvHupO8uyaHUn5efzS8i1hlEJvE7tcg+iE8VrYYx9Gk51Ad2pxpZhrDKHa4hC3qstggku0tNCaDdZSdp3SlkAZRrwOI48MTkOI5hPQBg2+xjwNH0g9UCJiaPZI4iUloXtbvVMQEgipOYdxjoliLa8RRJtCx5ICoEzGDyysBcUfuhvCrnSksBf1XqL7UdpZBkoIhCZaumh8BWqKzHOBcxykWbBCFQl6pgbq3tx+twM8755GPZ5sc4gA1ImPk2MtswjRPJto8ie3dT9cvTbp0BLnXKtpDEZZtFXqpv44fFSKReo8gDMnvfLZACMtBm50OlhdQqoERSx2LfCb5DGtoBchzJcTMdtyd1rKWhBpjuvZceKQBFQZ2q74FdMzTfLnFq21U352UUumc6Jm/jywK1BvKSY68sj5lOhzI8t15OaXNp77G27c2JAnVvzaQ02YI6b/PFA6Rp+4vNVCJnx5XOAwEdVTA9IKMeLlXa5ZXvcm4i0jnrSEXt8my+hiHwpIVVJYjqMMXa0Q2aNKZ7oFDrMY3gLORMJUY4rp1N73vF7FOffOoDu7VMcwAm0P3xtrugShF85yb6IbUOCuxHneDOOjGwYGYUGbOaSgGOjQ+ijRqGkHjBrMkO8MIG4EzsxQSOdLqrRW3UojZOBKV2MRANdo9BKQR+QiCjDNh45crAHdA9viImr+jcY7K88VbN8/K9vj3qdQWpWr6snJdfllbUpgfAPJBXBgxDfVlgN7GAMzfvxaX4Bq6579MJGJlCfmOGDCqldPRsSWDmMb+Uyh1A94aMhipRpyJjyJweQco3ka0VZNTV7nYWicTMSsSKQIVKEAkqtV373vCYDpd044lrGZDF0bMSSc9zJOvFcm0eYNJ7YIEnr0U32a2jl6rPKKSeOuvw7KbtphvbtJv9dp3Qvr1rKRpn1XVQyaqietJW/QaFVDG1PTvXIQpJAO1zFaABmSfa0hVtBHSBGgF8+m8BniUCtRB4i5z+re2e9q/nVhVTyY4TQM5hipWmjbBd+VeVSgVn80ika55ETh/RnHMWdANIW6/PuPapT2Hqvx9rmY4jYTzUhTZBlzJLQAb4SE1TT3fTY1NPGQslqo15zK6qc6V2fs1RYK42grn00zCBIxiUnfx2BIxgDhM4gjpaqKGNofpxtOMa2nEtCXkAdAM8Vcn0GJoQhYCLB56KyoT69IBcCMRVBXBeWVum1zzbfigvlL+SVGVF6oVh9vKrgjOvDeUqIifd4zosqGsAk2ccwA7swf+NP07s6VTKoF5m9V2kxI2SNCCLy0jbsgjAz8BXuaTki+8z1TkJthgTkxIvvpsEEyohs4x6keoby9kNJ86JVTvUPAIwO7cEujx+Qtq1Xg153RYolVGM7JoVsDpSnq7zKuIEvc9eW+yL9oh27oTNp5wAACAASURBVO0zbSVZ3vPtvb+9ADe9H0C398sI+U0HPmM6Fm/8oXFYKR2fI9uvOvAJtWfXOO+bxnIikeuAO2TnRSqNgxFcVUgL8JRsEHEFeB6gs45TrP2cB+6AJC6dBUpqc5eTJGp9k+ZJ9DwpHEMYeM5VQv4fI5O3YPIGcfI/Q08NERI/1XRqzu4PE/WB3VqmDcgHyuV/6GMFhHceIyQM5ibkd+UtM6MfdDKqVvUqRvZxH03Gs9gA5kYbOIb1Hdu6jg1dqu7Tjtahhja24VGcjv2YQ2JvdzwawlCjhXYc5QEekIE8y1gvZW0KzVEIYPG8DLwVlQ2V8foK5dsyK5EXmr+VBnm9rkAeaCorVwXUVQVnXtmy8Wq9BjC48Si21fbhZ/BF/Mj+h5M8vkN8j1umPiVSnPNZZNKmaSSgjnQIeUdFkPboIEkZ7hh5yZySMqHKTB9FJq0jUx0jk/7xmslsU6XPOlVim1btUPu277OuS21kqqheWbbHdNtHTf5VKmT7VnCtpGDLAgUPZGmfo+ZcAY+CvQjd2hFee3bd8oBTaO0v29ABMo+jOg7Olf0uQM7L2i2j0DzaTQDdJLDrsFdHSQGkM76FVgZOBqK0aUfyVeaYJESe2mUoXp2WAbIwBkA4FhzS8aozElWvJJU5Q7GALvRIaYgC7dPa6PUC+gh72GdVreQ+9emHjfrAbq2T99GjJ0zLMJS1oaoxyuBzd5wfTnWDPonunWd+ZDcgFztqHiOYwzBGMI8a4sRxikgSh5onMFRv4Tx8B3txFg5gM+YwgqF6YnPXMjuyJ+IaEAkHplI7C6J4LWVUBmg8kBUCb1WAW1XpXdG5pnnXUTWvSjoCZU42LRfQ6XkI1HltFf28MkVjiQCMLWDr1H48C9/GdjyEo5sHsaG1kNmI0d7MAgR6tfQY0ljqTQO4A8BLgIXLgMFHkHmtbCPPDY1LugUwqo5NrYAIGXOvz4RK/9VeTu1xIefWpk/71jTLuXGsOsZDyKRq3nNqbb0UaFjQwTGYEAkesz5gr8sj75lSMG2Dyms9D/jSNs1eq0o8PTV7UtF6Epo/raseMOH8e21reln7FhgruNZyRf2G6gDZ+xNyeJOm0TkK7zuBnNJAlAErfU56JQ+86bGV1imY65LKsZ7Y8sGkhdQbrbdLSwq2GF9O93z1tjPfLom6vHhjyF1DwVgIDvteMfvUJ5/6wG4t0xC6d251hZ1EtrNv47wpg0XaYOqT+eCOPuB/MJnm7TgLg1ZDGyOpL6wa2qghzso1k/4jtLEde3AmzsW38BwcwQSOYwjtqIZ643gH3LXjWrdTlcYiOi4SvB3bENNhr8eWD+XF5t/2WwW4FYG2UJ7N98ZYNnavXhWQF2pzpakKcAulVQV3Hjiz5xE66pNBcGfb9/qPkHjBPOMAtmMPLsa9OIb1iGs1YP9CImGbQhZvEsjHW4yQqROmnmU7dm788f1PGddD4+PY0prOM80amDxKj60DFEhbBEO6wUMJXQtZKIUIGVDkWIG8KmSE/BrF/1mEHTGRNIg46zD4OmT8Km3j0qDSyhClTmoWZZ2M25mKHFXxqIYXNSUmHilk/6Zj4bmqyfOZaZrzGP5z6Y1d76d1dsK6DZS/13b913NVgfTAVYgsgFeyABXwvZmyfqi/IscyRWMM9eXQQisDekB3/LqiPLe9QJmQCqYX0BzIQFuX6qRsSER2bu1YnPohByhendjk6+OjdYaRf6TUNo9p81KmKD7eqUeckaeaTvbHvU8nm/rAbi3TCPLSM2uncgAZqNPgtEB+51iZAjKLQMY8KiNrt91oY6fqReqQgNIEAENooYbhDsA7jjqOTrUTicU0MNhCKserYRv2YROewCFMoYU64loNx1FHFGVfpnZHDVO+Vo0IiAe6mYBegIoHAD0wVBXcaVtlAK9Knh2Pl1aUrnlV26pSZ6lUtgr1CubKzouAnD0vAnVFIM+21wAw1sTW2n68HP8fzsMDOIb1mNzfTOZvk1OPjD7t4YAEPKkkjVIUMt7pu9e8ADiCCWyZnE6kWjGyTZ5x5KUvU0jKqJMWZQBZtoVE/ZJrDYGVPqvWi6SCgToSVU1LXvw61iXgITAlmFT1SyBTL9X2eC5gtyP1omooSaQ0SoMRMChSsoH02gdC99yqkVqwR+BJTQa1USSA1/lsOW1ofySu1TbfMvRF75q3IWHXg6L6FqhqWpU+9b5b1UgLkL0xhsbDfwv49V6n95fAXUMVWJCmZYC8TV0H+Ncy75kaxFzjy4Vi0eWCjhswp33m4tyJRC4XD06u0VMR9YBaCNTZc09l0oI1DzDOm/IKCu3nrkg1tE996pNPfWC31knVV+zCbVUkx5EPTg5ku/H6keHq2jJ5ZNwI/kaRSAUj5HfPychyJ/4wMLCBQ2xjBus79nXtWg1PbBvBOXgMiIERzOMIJrAN+7AN+7AP2zp2ee1a4iETANpxwaNrmW0PYHl1YMpUSQuBOzjlvHaKQF1RO6ExlY0fTl5RW2V9F9VZDi0FzJWV8YCbTdPjXgFdaDxpW+Mbj+C5uBdv230j/uX8CzCGY8AjSOI8EsB4Nm4zyECegha9ZwR86XvbuB04/4L/xHefPYmnjx8G7kUG7liXdrCsR+ncODIwpXZ9+q/rByS9jgSkxsg7ViKYUls0qxoaS559vrjGHJA0XW+si32tS8AbI6+iLoCV0hhlnAFgPp33SMYzSIkp2yfVzLG9Psi5alC0MkAwqACNQFbvkfZp30muQVYyacfgPWPaVkj6Vfae9/I+2vtbtO7puHQO9Dn01HaVPFDHPuV6CdyVBqLk+QC6gT+QqUWqmqQO2yvvBSIPOURRyR0BnZX2dSRz6Rg9MKTqlmW2dLnx2nactBBxmOoxU9O1D03zgpZbWg2yrT71aTVSH9itdeIOusds8EPI36yUU/uOhpS39VUli8weP6otZECRO+B2tx7IMRpJ2PE22ogSVUwANcRYHAUG0l344xjCehzDRbgP9+EitFBHC3Ucbw2h1RzKnKjENbghEHgNlmEoA01aN1Q+BMTK/ovqVj0vGodeQ9mYy+p44LcImC6HVpJZLDuvAuZ43DD/Htjz+isAjevrx/Bu/A/gXuDA+ZtwIe5LgN0GZEw80M1oUzI3juyZUgkVGf+6HMcAHgSGnz2Hf9l0AX7sgvvz7yvSfgmkmG4lbkAGuCwTTQmfAiaOUYEXkFf91nVJnx8rSWmachrDTmPoqRdGEsEuyap6irRzoZV6Iax1x/qKoiyvA7y0D+/9sdI6rpVWomZAcVRLJTxp0mIzBRItYJDPRzO9Ls+OzgNnbXNunbxYJzFc64vWjF7JW1t17uzGIq9NnbLYZd5KlW1/3rqkgNXa8lEilt4jfQ5UYufFrAO6pW8EWupNU6V8UZRsGmg/tg2NW0fQZ71f9kJW7VGBkfV2aY/LlnkvJAH/eTuKHifPkYsHMIvy1z6FHtwnm1bDGPq0HOoDu7VMtLnhR44fQruzyV1gZR6Z5zGpykR5jAw/KPpxJeOkLtI1NlUETO5vYnbqOFr1IRzDetRxHDW0MYEjCaiLE5A3jDnMY6QT066OFuYwjMSocIWpbLc4VL6IykBdkfSvrM1e84sAoDeGUJotXybhWwoVtdUrmNO0qmDO/ookdkVt2b5TRvVM7MU5tz4G1IAXtP8JGx5eSN6hs5CXHpCBH0P2rVd3/exrCnmvk0B2X9Lg5pOfb2Ly3Pvx8PlbcPaDjyd5U8hs60i0u1PHKDOSRpClRBBAaRzQ7eCFwMuuI/z33qUY2drC9YpqpJGcKzDQ+VdbNQWynMt0kypnTxcDISWAwShxljII5D1QKtC17zwBckijopU/V3U9T9WvU98DM1ZSacEc0ywQiCTPSq/K3mu7DpSVtaKaoveXZSwItfkw5Zin+e3AsdaLfZs4C+JUUmbjx1nVSEuUBNIhilWtVKkdkOUTzLF96xily/lKGznvnEWBw62UTNN5rGqTVSRkg0js6OadtmNpw3v11ZNm7JQhkAth/T71qU8J9YHdWqZ15pwMICky/0C3mg7BlzXc113wCN27zWT4LFMxmf5zh9q4v67FJ1CvH0cNR9BGDRHamHykmdj4jAH11nHM10fSobawFfuxF2diDiM4HmU2djn7upDUzlJV4LNUqgKuPKmcN7ZepHVVpXdFYMwDnqFxIVC2F6oy572CudB5L8CuTP3S68see202FvAB/EbiofKFwPrpBeB+dNvIkhEjqIO0MSppKmmzDCvBVRMdW7TNZx3A4sXAwP1IwproOGlHqOqBGsDcXpcSAYxKgAgYuR4pIPOeR6uOqRtGsfy4LimQk2sEkPfEqWsdg7un6xildJ3LM9dGxnmQG1YhgKDXTYBEsKvvlH1fdE1Nr6UjqRNmflAljW1k67L3znvjsloY3HQLSQ97cCbS07vfyxqrcxRaf4CwumvRvLCeIUrWIjkn2OsC2MjOVWpWFKdOgWPstMfnT4OUe14xO20EJHbWE6aV0hVRWTlPquc9AhHysea8NnN2gFIPzrGllfxkry5S6PtUUl9it9bJQoMVpYGBgUq/n/zJnyxt6wtf+AKuuuoqnHHGGajX6zjjjDNw1VVX4Qtf+ELl8czNzeEP/uAPcMkll2BychJjY2O44IIL8Ju/+Zt49NFHK7fzH//xH3jTm96EHTt2YHh4GKeddhquuOIKfOQjH0Ecsog+GVS2upFJ4u622uccTv/Vfod5rANkkgKVGGjf3N21TPEoMlWolDFbbADHG8mSfhx1bG4dwNbDh5P8KeD754+hVR/CEI6jhTqOYT024wmMYC5xqZLa2EVR8r8ucr6gvVARA9/LD86x/feO7RiWMrZQG2VpVfK856tqvSrjLrveXtvX8iFVSu/XkN9y7rk35rTdc575bTzvG/+evEeHgIGHkcSCA7qlWnbzhZ4s7dwpU0vwQzu0Q0je8f0A7gNGv3gCcQ14/LLxxKaPtnBnoRswTqdjs9J99hMhr6atDHZTfrx+INvo0XxuDlEyyDQgW2s4lhiZJ0x6AN2AZI2ZkraBLIA7xzybXc+iSGcYENoGhgYSCV1Hja5I6kMwp9wpx6ogldeWSiEXm8DcbAowZ7u9ceactkid3BwpEbDx5zgGcTds2uZf8733XPvTdO+dtlI6j/gMhPrW547zp7/Y5MMpH9r3S6XTi3H+uSCoU6kpkEnsVHJXJcSBOlQZbmS/KEp+w+k7EseJeiZ/aoun0joAORCpv85YAz/Ns4+sBynsrQ3Zyc0jLN3zHLBE6T8lfMNSTvdylCygXObXv099OmXJW45XFS0uLuJNb3oTbrzxxlz6d7/7Xdx666249dZb8cY3vhEf/vCHMTAwEGgFeOihh/Cyl70MDzzwQC599+7d2L17N2666Sb89V//NX72Z3+2cDwf+9jH8Ja3vAWtVvY1ajab2LVrF3bt2oWdO3fi7/7u7zA1NbWEq+2RhpBAc/3gx8jblrQljau0MnIa2wdp3mFkjEIEdH3EVU9C3awbRmBxFBhImYyFUWB+bBCtWh30fDlXH0GrHqM9GXWClpPmMIyNOITteAhTOIT92IrjGALqiQ1evdFCq1nPhzuoSsos6PnJpF6ldvarFmKcbJ3ltltlO/RkbplaZtI7DpXX8yr/ywGkZccENWMAGgt4GW5PJGUEHIwtx3dImW+GPPBAIxlhAhlKxXl+IC1Lafo0OlK0wVlg5Oo5PP6icWzZN51t9uxLx9ME8ATyoKSBvIq1zkVoXeB6Yset5xqmgNJCu7Z4XjfZp42HR6cwbWmT5Ztir4aEKR6sGylKaj83OCr1oqTeAPsQ1b3c9SupBI/3sAksziaAYW62W32PtNAyUiAzxwOU7k7L9VtbO9bRZdGuA57Uyxu/1mE9AlUbiLwIvNlnIARMvXc5FKzMgjibRkBnbQs1H5nXSh1XUaiCnJTN2NGxXlfMQ4LzNK8TniDyHaEAGRAsA5BW3ZL1rPMR6+0SqLa8KtjyVDchbQ4i35+CRR4Pp+fzcsx8r82ivvrUpz759KQAu+uuuw5vfvObg/mjo6PBvN/+7d/ugLqLLroI119/PbZv346HHnoIN9xwA775zW/ixhtvxGmnnYb3vve9bhszMzP4uZ/7uQ6ou/baa/Erv/IrGB4expe//GW8733vw/T0NF75ylfia1/7Gn70R3/UbeeLX/wi3vjGN+LEiRPYvHkz3v3ud+PSSy/F4cOH8dGPfhR/+7d/i69//eu46qqr8OUvfxnr1p1UgWiy070BGWNERs1j6Mns8ZgeMsk88ePHNrS+MmR2J3gaefUgYeAG5LgdsXoN8xhBC0M4gonU1q6FKRzCEFqI2m2srx3DMaxHDW1sxX78PD6PCRzBfbgQBzGFY/X1mMcIalGMdlTDCQCFTlRCjE0IaCmdTBBTxHAtB+QVAToPyBW1HWLEitoIjbEKWQBWpd0qIIv/SwV2KGjDtqcSwDR23R8feFeyYTKKBHzxfVUQA2RSKb6fbE/jxj2CzFulBUxA5klT39VpALuBDTcvYMPUdNL+o2k/FwC4FJkUX0OeKFmApc9GQ8poOZXq2WdpRsrZf0oMydzbdpvIVCS5caUef2Opm657nkML0iDrWqZcvWhalVEhdXpCKdAA19JWwnDPzyKR0qTtzbfQpW5HRy2dPnQtthLdKpy5l2fPPS+Z7F+uqXOu6vf6/IXWidD6UBRhmuCc41HV0pYpZzcEdDwqUY2knXRM3rNAL5gqMeM9WoiB4Xq+LNANBq2qpAV783Lt1uaOQM1K4EiDTvuWohqwIPU9NUqremmnkEBOARiQv9UK3Gx7nFpK8npxfGLb8mLprQalxZUlfcmeSloNY+jTcuhJAXabNm3Cs5/97J7r7dmzBzfccAMA4OKLL8add96J4eFkmXne856Hl7/85XjhC1+Ie++9F+9///vxute9Dtu3b+9q5w//8A+xe/duAMANN9yA3/qt3+rkPf/5z8eVV16JK664AnNzc3j729+Of/iHf+hqI45jvPWtb8WJEyewYcMG3HXXXbm+XvrSl+Itb3kL/uIv/gJ33nknbrnlFrzmNa/p+Zp7InV0AHR/6HXh5y6vJ9VhGwoKKRnQ9rScEhk4/RinzOniaMLgtKN1mKuNYA7DaGEI80js6NqoddQuR1DDehzD5sPTmJtM7vMEjmAeI5jAEUzgSGJrh3rH3q6tQcrjCIhFaqtfKY4T6GZK7PHJJPv19MalaXDKeemh66jatpcXKmPLL2XeygBaWd9FzKoH6PhfBt6qpKNCnQgdad2ltW8AX0GyCUMJtxLt0gioCFJssOlpJHZ5lKgr40rGf1TS1W52HIn9KyVbOi/TwOyPr0OrPoTJrU3gE8iHKuA68P+z9+5Rllx3fe+np6r7dJ/unm5Pj2akltoeeSzrAV4xiSxk2VyhANfXDn7FhBCSXDsLe9nrggk3PLK4IZdFbhKSBXdB7EvAYOeaJMQxBmzMxVnGGFk8bGNEZIwjWcxII6ullmY0PZqZM/043VXT94+q36lv/c7edU7Pw5qRz2+ts05V7Wft2rXr992/Vyi+XWguW18UgKjkTe9JGXAbF1WrjElyoC7p9J5+jSaL+x4T+zplwoPx6EJArqzXGP6pVsV495xm5IVaJZSSN98XKjW7vTOiBlpKv8bL+vu8b85JPfq8ra/+3c4D1wnkEYliMI99A3Q8EqpYhE3rUUb1fLx0z/czpBkCYYc9g/Tv7HnaXA2tZwE11e21OvBXaZmSt7PzUl9oBlwxj5pe1RLi0imTxIXAnZ5PJa5Pkfqhf2/F5/OP1pO+RiaNM6mdf4ShMAaDPiHavqpyjmhEI+qnyyxSujj6uZ/7uZ7N2nvf+94eqDNqt9u8973vBQrg9fM///N9dWxvb/Pv/t2/A+DWW2/lh3/4h/vyvPKVr+T7vu/7ALj33nv58z//8748H/3oRzl69CgAP/7jPx4EkD/zMz/DC17wgt7xZSf1TqmMnjGIppqUUo/fZDveGnsOOdYPfhNjrYGS1eZBPtRjZd8mNs8DhW3dVllwgzbrtDnNPFtMkJGQJQndFtx46mk2aHMwP05OwmMcosNseduVvV2UhmXUfX5fxzCMvLfN8u3H+hEDDcP0Z5h+NtU9qK5h8sTyD/MLlR3Uv0HjdqF9udB+I/++/VJad+2LlvkZfrR4L26lsAdLqdQpDcQY8DBQZ4yx2qKJWmUvv0rEuhSgz6R502V7ixT2dCZF1M2F8p2fXjnPvi9vwpHymveyqeTt66Buo6hk5+qcIyTlUfBg96kqiVbepHzWN61LQz7Yz9TSu2JDVdrP9UCd2qbps7XNqm6hSrndhbPnoLNW/EyNzhjz42fgyTU4vganzsCJU/W8aQpn8/JX3sf43qLPZmM3Xsb73DYVW1Wb92PaJPHyY+Q59xCos7l1hrotn63tCuqsH/55a3s2tk1zws8DD8b8veszir2T9h0MkaqYlu1q8PCQBA8KQDfVIgjazL6t5ownCeeBai7YL0am2jisZGoYQDksGLJHaAHF7daMA/NBzJUz849kimJPy8Ce937pydvehZZYGHnFHNGIYnTFArudnR1++7d/G4BbbrmFO++8M5jvzjvv5OabbwbgYx/7GDs7O7X0z3zmM5w+fRqAt771rVH1yLe97W2949/6rd/qS//Yxz4WzKvUbrf57u/+bgC+/OUvc+TIkWC+S0reFsepmtRWTv1oqg2K//hb2hqVzY5XqYK6M4RMrnljePnInma+JqXrMNM7hwLsdaZnWJ/ewwwdukmLQzxGEfuuuLmkgIDFcRr6NMh4+PMmYDCoTOi3G4cbgwCDbz/20W+6HmJ0Qumh+4tRLE/TfTTVsZt+xMYo9AyH+e32ecXaY0D6DOyZX+Nv8Qm+4SOPFjZsR6i/J0ZnqWJMWkw7q0vBkgG2vZFxMWAzRwHkFqgDxTNUcS+tfru+AnwS+EvqHjEVYCrY8lI3AwNIume2ddNH89l4GKjzdaganq1Nlm4Ad1PqUElhCTDMgUWPdvPe26WkkLSZKp6PQWbM7kb5b1IfU7Xb2AxIPMqNuDFpr6cWamupOskxsOnX22HBlM2pFv3AUIB+r28GeKepg7pBlJZl1AbQNhR9fMIQkJNn1+u7joNvS8s66jlGCaRvdwuV2J5TFP/tGpLSJA78mmz2gCpWXQSpqO0achxT9VRnKgrA0oSe/d040Na6Ar9efVRzGvqdnWg+BYShvltZpE4fGkHbjtXz/CQbuef6N2DCjuiKpysW2B07downn3wSgLvvvrsxr6U/8cQTPPbYY7W0P/qjP+rLF6Lbb7+9Z+v3x3/8x33pVs/NN9/MtddeO7AvsXouKU1QrIIK7kLqmaHdd1PHChnJQ6UKZuqZaqwf+pAaQ5HI9XLndKd0nJKQM1V6uGzRLe3sXkC3jE+3ReFYBSBPE/Z3V+kww8v4Sw5xjEVWaLNOSk5KRGKX7oRBQAgIEMin56E6hgUUBPL6a4Py+OOm/vq0UN+brjVd302epvHYTV2D+rybZ2HvwG48ZTa1M6jNUlp3+OBR/g/+VbU5ohIYk9KZV1oDdVABGq+aBpW0rpT09BhoHScFa49T2OQdKX9PUdnSGWB7XNqapACDKkXM5N/6ph4blVJJV1JPhsrcKzOrG0QGOhTk2r2aiqrlN9C5RgFKzfmLrE9j0+Jl0uq1n/bdH4t63thkUcfeueI33qo7wFDms6bmJv3YC+wrAeK4eRrWMSsldSa5692HxvXTvAb2lbzk1L9fBtaV7LmaN+MZ+Z+h8orsxyxEXnpr2iGmIaJA1O6pqa+h66H8eiz9tGdXu4eybgNk6hnVHKpMtQqPlbM2d7RbIoFrkpR5UBdS74Sq7ZBqZS/0hrtu/fB98l4wxwP5tc4QYPKfdhtaq1fBXUp93hs0UC+Z1tY2xT5WR/KoZLAptt7zz6ZuRCO6PNTEwl0y+shHPsKHPvQhHn/8cdI05dprr+Wuu+7ibW97G/fcc0+wzEMPPdQ7vuWWWxrr1/SHHnqIG2+8cdf1pGnK4cOH+dKXvlQrA4XzlSeeeOKC+rJbsnZi9NRTT9UvGOhSL3NQMV3GRKn7b6PQR9p24i34sTISqvLp++DJdueh59ckJ6FdLvc5KfOc7h1XapZTpOSQwPy5cxzkBNPHzvOaWz7JaeY5yf6+pvaonZ1RbGbHGIXQPQzzdsS2Gi0tdcdZIJ/Pr/9ab1MfY+paof4NujaoTZ/HaJiNvkFjGgKbg9KG+d8NcPPXYvlidc/A5LWn+Lt8mBe//+kCYN0kZRQw2eZJSuXhEurzxN7TReqhSsz2ylSuDdyoijRSH1SOWfaV9e8r+/YV+tXU1NmS9adFZTul/VQAprZy/lpO/0ZTl3Bblt8760Dy2jUFouakxsbVrut4pgw3X7Ud6IvbNw5MlfWMZ8XxRu6cPZTpU5PQ1riFdn8qmfLra1fSNGxNaP5BeM3Bnfv7Vmmg/hv5MgrmQ7aQ/rk0AbdYH2J9VXIbiME+hxzNlO2pFNeHNRg375IRRymD1B7TJO5YJUTqnKUHugLX7DZ68e4C/QgCNWeP1xSmQbvrVUE3qNvOmaqknYdCKvhX2nvM1DZT4gDOT+dB5pYjGtHXK31NgN2DDz5YOz969ChHjx7lP/7H/8ib3vQmPvjBDzI3N1fLs7y83Du+4YYbGutfWloKltPz6elp5ufnB9bzpS99iWeeeYZut0urVazqTzzxRE/F82L6Mgxp+YG0RcVkaBBd/fBbuleNMrJralxtzIV+qI0hsx1W+2gaM2krszJ4dpjD1Lltsrku7TLUQV6qVu4v9b46zLLMEgc5ToctZunQmZtk9swmJHCO2R4ojFKaQWZbn81ZowBrWCATAogxkNcE2EJpobwEzkN9u1iAN+z1pj7slkLlPJMYynsxwI7Isa9/GIDnQB37t7l97s/5v+7/VSQmzgAAIABJREFU6SKUgAEoqIM6A0qe80mogJu9l5MUmy12fJy6mptt4lhZqAMoU2E0Nc2UQny0SCFRVFVKW09MUqfkgYetHSmVHa/dl5bxc9fX07ThoXlCICGlDjCg2tDyNlteQufbDb23oX4IGGuXm2ZmJ2c2dVAx4GajVQO52ie7roHifdumDeGlpkoxUGekzlA8ebtGBU4xMsBp5dUBl++TUeKO9duhG4lGds9Na19s7kTGwJ5Vz/FNSd45iqcmkObBktruaf0xqV3M3s73KVa+V09AmrcNNSTkQyH08tD/qhq4y1xenWoqHfRfaT8lFRDadd8+Lu35r4YJ4V3z54KuhD6M6GLosgK7drvNG97wBr7t276NW265hZmZGZ555hnuu+8+fumXfonV1VU+9rGP8cY3vpFPfepTjI9Xr2+n0+kdz8w0K/druIRz587V0qyeQXWE6jFgd6n6cslJGZs5KoBlH0HdrfTODkI7rMZEmvMEK68xppTpU/sY3Ul2sZWyBLYm95CT9tQxt0obuwm2yqZzEjJOssBECez0Pg/zCPdzOy26JG6vrl9at0PNO6anJubHnw9iUpqYv2EA26UEd9q/pn4PC0qHufcLpSYwN8xxCPhdCLDz6bFzInn0eAbYXwQjfzvvh9+jGKNvpGKATXVOmVc/jmclzaa6gTaVsp+heq9nKMDjKenTnJQ1pv0ghYTO6AR1GzX72VpibakUUO/b27Mpox6aRwY8FaTpxpByf1pHE+l42rqkS4STstWo6X0Ota1qsr6vFMz0lIIzKgY7yyHdrHvi3Nks1QR929ZvW1t1TfVzPqROGlonQvelz1ifl42jSlpj4xePVlTVp/+hOWLPLAR8VZKsXmVDgM7fs19DBSBmeWUvGXJ2EiJ1rmIqmwr2vAOVLK+HNoA4gMtc33VzwM79cai9WJgEOw+pC0P/0IUkanruh7apvJ9yqeSxOjRmXlO/RrBjRCNqpssK7J588smglOw7vuM7ePe7381rX/taHnjgAe677z5+8Rd/kR/8wR/s5dncrFbDiYmJxnYMgAFsbNT3i6yeQXU01XOp+jIMDZLyPfXUU9xxxx3FidrTmeMEz5DZx88YA1X3MiBnwM17YVPgZkyYxopSL5oGBgMzKs0hz86TtDJyktIv5lYRcBx6QG2WDqsssMwSW0wwz2lOz3U5OHmCBU4yW7pbmaDLBFus0ybPXIOpcgwRcBcCVUbqVCZWzsqG6vP5mwBbKE+ozRC4C/WJIfOEGO6m+xmmjYuh3QA6O94NoNPjYUFaLC3Wl0lgHq65+XHexft46y/8eqGC+TIKSZvGizTvl1beVCpNYmGbJOrJdoYqBMHZ8qcqimqzZu+6MsHTwO1UcfSOU6l0IvnVE67Ou5S6DZy1Zef+nlTiotoAtmYYE+/j+YXIyvv30s9ZVbnUNr0kSmmYOax9U+0HqI2HBaJOk4p5N6Z+qnwmG91Cza8mhbE6rY+6BoU24ow0bIWleTXY0L00neuGnXLvXspmFBoLo02XbqRhMoz8ZqEnP/469/VZ+/x6nFeSOiMPzIzG/YYFgTAZ1KVy5iHVnr1d0yDj5lCnZ1PXMP88cNNzL8XrqZTSD9xi4G7bXTNuJQbCtK6YBC0Uey72yqqqZqj+WFtNS8WIRjSiywzsmlQfDx48yG/8xm9w6623srW1xXvf+94asJucrLYot7a2GtvpdquvmA+JYPUMqqOpnkvVl2FokKpnvTH6d5ht1fM2K2Z7o3lVdUbL4q4lkhcq43iza9GPqqrSyOxKMmh1t6BV2NRtMcEMHc4xS5cJZumUKpoJp5nnGIfYz2phh9eCxbWnedP0RznKYY5zsBcHr0dpTi1IeWo3MNYMbJpAlVIInIXq0/NYOc8w7xbohe4llBbr36CyTffT1M5uqInBHHS8m/8LOR4E6kL5Z2Dy0Cnu4V7+yUd/sfAuuQgsUTmOsE0UcwBiQbZVZVAl5VCX2EEFvhIqu1lzhJJSqdoZ86sgz9Q3j1CATgV1yihDWCUwZKfmx8T675l0D1SQPBrcXMGESi3V3lfLK6Nu959RH0NN16DmClgGGexou1pe+mi2V2MptEvAoE4xNroF0Juaq8qNQX2zTdvz4CS0JpylGL+9ck3vJbSuxMi+Gzamqvnh340m6ae1oR5Mfdv2LO3e9XujdeT0r0Oxfmi/tQ55zmNSx3jmroXux41XyG4uJJUbRF6dUuPYpUmzSqhK7Wp1uGMf1NuujbtzdVjiQWDsk+fzxNrWNO2Pb8/q994/t13+y8qwPueUcWW4iBnB5qudntP35MUvfjHf8R3fwe/+7u9y9OhRVlZWWFxcBGB2draXb5BK49paxaF4VUmrZxi1yFg9l6ovl5xU5cgzGkab1G1t9ONozJkyOEh+Ly0wyZ3Pq4xUQE1mTBi6NM/Jk5SslNxBpwfSJko1yxk6HOcgp5mnywQ5CfPTp3nRfc+wdPcyD3Jbr/kkzcjTpFDH9ODOKAZMQoBLr3uQGwNdHhSFJF7DgDvfp0G0W5DXlB4ao0HAr6kvTXljaRcL6Ox4GAAXS286D5UtPWBywyb/09wf8Yu8qwBOt1LYsp2hYL6hLhm38bU0qDPnJjm3ce1SSNrWqMIYGCMe8kBplJV5jTk3b5neEYcfQ5X8eCDjAZaRVy1V0JTJv4EvA6OaT9cjY/wVgFqfleH3apcpxfhpOb/exSREIcCia5rd+2b9mkqCTEUP6FPxmypj6PVAvL73ft3xIAfqsQv9+tJ15/45xOpUQOedmFibJmlOKOb7IMlaU3tQjX9IkqpzRcsqMNc+ejtv375KPbUt37cBAM8DQB+7bqMc/zSD8fLTnwlg82U1CHpM9dMDvJikDvoldN6Objtwra89dx7TOVIbu6Y6dGi9DV1MoqiPJRRSQfswohGNqJ+e83AHt91WMekW3gDqkqtBniJVfdE7H7F61tbWevHsBtVzzTXX1FQqL1VfLjnZjrV6HvtG4JvpZ9j8Ry/2EbQ6lekxyZwnddai1/wHuaQkK4KUt/Ius3R6oK1QreySkzJBl5ScNut0afWCmG/Qhkn4sT/5f3g77+c2HuS25EEOzp1gdr7D5Mw6e9K8AHcAXkUzdK+h8zTyC5WJ1TkMoPD1hcCJ/ga56g/1JZYWaiOWfqH1DduvWLkmYBW7Hhobfy/DPuem36T85oEbtrn7+s/wyWNvYt9/3ixs2Mwxr703xsiblM2YaWM691J5cvR5zkg9GobEGF2Vktm/f3+hAIY+NILdj5eUqcQfqSuk4mfvuamDq/qdB3VQd7Bi0kW/biiQaMl/SliK46WLyujbmPqYasb0e9tFJbU7tufgvZBSudQfm64AgAVBt99Uq3K00iN9dt6DpN2P5leQouMUcyoD/aqVSgawQ+u7z2f99deayjTl0X5m1PP7cz8GMUlr6F3PA2l+o6ppXXPg27xp9kBZ1u+h0tK8qqUCsQ2xh7OwBlaHqnD2dSmt1xsLBZBRhRDwEjWoA7yU/oDgvkzIJq8WUiHUV3fdBzu3wOW6vGoQ89CnxI6/PhyqjGhEu6fYcvY1Ix9Q3EgB31e+8pXGOjT91ltv7avnN3/zN3v5YoHOsyzjkUceCdYxMzPD0tISy8vLF9WXS07+I5ZReOFT5wR2PaSaZMyAfay9ZzmV2ijjaGpelh6yrTNGtrQbGs8gnYQk22ZjZpw0z0mTIh5dRsIGbbpMkIq9XULOAY6zxDIZScGcrcDfO/LbvOSmR2izzi/xTj7d+nZWWCTP0n5HKrFxa5KW2bGnQVKp0G51qG49D7U5SDoWKtvUz9CzCdUZSg9dH6a+WNv+euiLHTqPAbNY2jBlmsBfE4C0OT8Pe25Y4zUHP8knjrwFvljmMSYdKkmIeozU9yyhkOz5jRjbTMnkvEXlMMWY8QXq88F+pvIJdab9AJUaqJEdz1G3m4UwkFNbMCMFjAYMPQgxmz8bP7MphErV28BWaIPIq9jZsaqc6j2F5m5ISheiGJhSygi3YeVVXbUrEh8F3xrLTscntoz5Puyl8p4Kw0nSQpIwHZeQhM/yx951D8pi4zKob1CPmej7o9JjbTeRvDoGeu7Sao5rhqGs3x7PQF1I4tYDdw2fJPNWOdUKAzlvY2dtGqXlPa3Xu9mrOyQ9C6k7Zu5arX+ujtTlDeHyUH4DgrrMabgEXN1Trm+h1+v5RYN2Qr5WdCX0YUQXQ885sNNQCKaGCXDjjTeyuLjIysoK9913X2Mdf/iHfwjA9ddfz6FDh2ppr371q3vH9913XxTY3X///T01yle96lV96a9+9av50Ic+xMMPP8zTTz8dDVKufQ3Vc1lJGQeoOxw4QxXY18jHk/IrpTKKbteyRzOBckbKvKT0tCQnNrfZmhxnonSgUjhSaZGWVnaFg5QtTlPYaO7vrjL9+Hm2lyBdhGP7ruUveVnPc2ZCzkRri+7mBNsMdpJz0bQbwObBWqhsKA/uGi5fCAQ1MV0+74WkDwP+mqgJqIXquRDgNuh/ELBT4BbqT0ovaPPkoVO8Ye53+PAX3wYP0Q8ubGPFpDJmK6Z9mqOudqmAUIOIGzg7Sx2IQb9aZSZ16HGLIlj5TYRV17yUzoM6BXRp2W9jlk0SpVInL61Txtquq9Mnu64q36mry/fZxlRtAvXZhd4ZVf9remdCGy24a7FNEuurt0sM9cnmhg9foPdupGu2SW+HASehe7F++tAWsY1A+46k1L8x3rlN6q5DXX10mA0um0vDgHAjDbWgnL/anIrzm6htnd3rRXBH6kTFnJ6EgoNvl+eDApc3UZoUDnmGUU301YWkecPuXygANMkg9PdDH21GFQsvlbyx24x5yhzRiEYUp+dUFfPRRx/lU5/6FFDY211//fW9tLGxMd74xjcChRTs85//fLCOz3/+8z0p2Rvf+EbGxuqeEL/1W7+1FyPvV3/1V6MSwg9+8IO94ze/+c196W9605uCeZXW19f59V//daCQFL70pS8N5rtkZIyguis3mqZwf76vPO5SMYX+w2rMVUxKobunxtBNU0gLPKgz1bBU8qawU9aV5oUjlfWkzWnm6TDLOlPkJD3vmFOs02adwxwtApSfOc/2ARj/PRh7vHC+coxD3Ms9/BU3FyqdedLvITNEgz7muykfAyKxciEwM6i8B9J67WJ+TfXF+uDvPZZ/UF9j6qShPDEV1EGqqRf6M5u5yUib88B+uOavPc73z/17Pnz/2wqwpOqMKu0yBlydoiiomyvPzaMj5fEJ+S3LsZn4LlAxsico+rBCYd93guI9t9h0a67+aQrHLkoKRiyvqTCqGuQMdXVQ5D/EEdrapE6WVIVb1wmobA5tXTHm/hzVGqexAKEObNQRi6fQ5tSgdyQm6bN1U+0XA2vDjooyFNR6r6eqcurXVO23rdVmZznMetYkTomdG1AzVX/j7r00DaowHl6d00C3t5Fs6ivUNxBCAFPJ7t+r+oY2G9UmPUbeuU9JOwFpXS9b3n/epIJZi2tn/5Hn6FUy7VyvBaWF9KsqhkDdeEOalvPTx78iWt7b8KkEMQ30K0aq5jklP1PVHNGIRhSmywbsfud3fofMB2YROn78ON/1Xd/F9nbx+n7/939/X54f+qEfIi1XyHe/+9194QM2NjZ497vfDUCapvzQD/1QXx0TExM9b5sPPfQQP/uzP9uX53Of+xwf+MAHALj77rt5xSte0ZfnzW9+M4cPHwbgp3/6p3tqm0o/+qM/yrPPPts7vux0njqDomo9UF9tLQ2qHfEzFC7PQzYIvuw+6kydZ6yRcsZ8mL1AC9an99CZm6TbgpW5a+gwyxYTdJhlhUVOssBp5ovA5MyWVRVBzNfm9jD+lbK/k7DMEueYZYXrOMkCG7TJh1XBHJZiO/HD1O3H0DORoTQCeULXm/IPA5wG1efTmsoNwxxf6t+lBnJa74z8fDtljDqu3ebWm/87v8S7+NmP/vMCSEH9vTtLpVantnD7qBjyaSqJm5eaqPTKVCoXy/xmp2cA7IzkXZN/Vcc2aZn1Y41CJTMk6TEuzo71OU9Tqf6pdESlSCGwoCFYVGriOUI7Vsmh9qfr/qE/HMAgSXLo/fH9tfXRAIyOobZpwMOPYwxYKKlEK7Yu+OvWloJq3/+QGuWgdc/6oGu5bhTaNRvjVNpZc/m8ZNXmTKwPMRZBpZuhb4wvH3L2YrQbqZ89F7ln7wHT7Os2NiuHKVBJv7zqZZoWqpbejg7J6yV2Pqi55rE++Jh1ZXeLMvR7lNR+esrcdT234yaJoAEuG7Zxua7XNM+G/GICcJXozbr6nn+kI/1c/qqn8NRTT/HEE080/kZ05dFle0fe/e53s729zVve8hZe+cpXcujQIaampjh58iSf+cxnegHKoVBzDAG7l770pfzIj/wI/+bf/Bvuv/9+XvWqV/FP/+k/5fDhwzzyyCP823/7b3nggQeAAkjddNNNfXVY2oc//GH+6q/+ih/7sR/j6NGjfM/3fA9TU1Pce++9/Ot//a/JsoypqSl+/ud/PljH+Pg473nPe3j961/P2bNnedWrXsVP/MRPcMcdd/Dss8/yK7/yKz1bvle/+tX8w3/4Dy/FMDbTHoonaB96+/CG7C288wPzGmdMJtQ/4J5Sql18b8OgdjN7i/SdktnptgoJnVFneoaUHAsaMSFc2hLLXHviDMmBQiWz3V3neOsgndYsD3/zIi+75SFW5+boMMsUG+SkdJilS6sZ2DXdF0OkWR3DSvSyhn/tD5Lm+xBiXnxaU/5h3+xQ3t2A2ti4NDHQIYYzln/Y/2HzhhhnBXYqqTNpRSmpmzn0DHdM/ym/xj/g2o+cKd4fA1nqfVYdnShgM4BgwEjjzK3J/wnJY+DPvGJ6dUgDdiaVT6mAnVfJhkolW/vmSSVwlk+dtKizDrUX82TjosBMJTA6d8wRiTL0+u4YaEioAxujkJoj7lqImiRIXtKmgK3l8oTeo7QMZ6B9svps7bW1064rsLDrGmYmZv/WRLFn4/rae7bWF29n6Z2WbFIH6kpeVbOJNPagLxOq299DaK21eqwOPR9E+r5oc668Stmy3KkmblaxC4G6s5OsDu5MVVMBnIY8CHnO9BK5mPfImJ1dqExPNZT6lI0BOgWRUAAvA2khlU6k3hi4DJHPa+3txjxyRBdGvZjJDRTTghvRc0djO5fpqRw6dIivfvWrA/O95S1v4f3vf3805t358+d5xzvewX/4D/8hWsf3fd/38cu//Mvs2RMXQB49epTXve51HDlyJJi+d+9efu3Xfo3v/M7vbOzvr/zKr/ADP/AD0Xh2d9xxB7/7u7/L/v37G+u5UHriiSd63jaX3wo37KdyQpBSACtjAHRX3GwjEiowZ4xayGOckWegpt25MsrGMJaMwE6ZN0tga3IPeZqwnrR70jqzsUtKyVxCzhTrPaldTsIyL2SWDqeZZ4llEjLmOc0H+Uc8yG3cyz2czudZPzdFnqVsb07QM+Yz1cxsrJ8J05+/59BxKH+ofOi/qY1B7TPE9VjaoGsh6crloBiA+1oCu9g1lTwbuJsH0p1i3mwCMztcc3iZ7+I3+Pdf+eEiRp2BNQUtMvd77xUUUnEo3j1TX1abMJVynAVWqQCgSUQ2y3o2yzrMpm2VevgCrU+ZZbtfi613kOI+TrhxUSBh7/SNkk/V61Iq4GkSHh2PrOyfSqd0XJD8GotvWurQGH8ay8+vQ0bDgJ3QRoaBGVtLY++ClbWNMQV+RiEgY6q6HvSrCq/mVWCk9YbmvaZr/t2uFyYBVmdaeelkRNtVpzehvti9WYgc9eJqbSuYtU0IDaXRBOhC96HzTikEGP0YNW2iUQ9CDk4NMut3nmKgrReUXhwVNdnMKbjz7Wj7vXSr09WzTh2QeSmZnZsEzec3cJa669qW3sYU/X1Qm7thSMuHhijU7jHg28rj5eXl3cUAvkJI+Tn4deCa57I7JT0DfPfQuUfA7sqjyyax+9Vf/VXuu+8+Pve5z/Hoo49y8uRJzp492/Mwedddd/HWt76VV77ylY317Nmzhw984AO85S1v4Zd/+Zf5sz/7M06ePMn+/ft5xStewTvf+U5e+9rXDuzPS17yEh544AF+4Rd+gY985CMcPXqUra0tlpaWeN3rXsc//sf/mBe96EUD63nHO97BK1/5St7znvfw6U9/mpWVFaanp7n11lv5+3//7/P2t7+9pz562WmdykseVLuu5szAPgy6a64gMLab6ruf05PE1QKQa95WdW1nuohdZ/gqzaHTmuhJ2LaYICOB8v8AJ1hmiRZdtmixWla0xQTzPEuHWSbossUEC3R4rPQlb45WOsksaZqTZyl70rzyjJlmDAx7AM0MUGhcYluRftc4o5+ZIZJOIJ9vq4kBCaU1XfP98flDbQyi2FB/LYDdIIAXktaF1DonKUBdmkEKe+a3uO3gg/wUP8nf/oP/Bo9TbZKYVE1tV1MKlctJd27SNgV11uamnFPWa/WphN2AzuNUqpwhBtu///a+zlA4TrkJeFSuK8No7/V0mX+JevgFA6kZdVASAwqqKdByxx4IqtRIJaA++PMkYeY8JO3zeZA8oete/dCOtb86X1Sa5ddTBS92PwfcfWRyrO3GAJyea5sGikP5Qxs42lcFq5Yuz24srcDNWAo7a9ApAersdCmVpIzfZ1JID2B9vzQQupLNx0Hgy+7LAWsLRTAu36NGGgDqSIv7C9nXee+UBryyvFC9NBrkACXmOKXWVl5J3xSwhQKDt4mDqljsuqz8V2MXD+oyl19foSnqwzclffJtqYpnKvlijlJS6ZdFFB7n+Sixiy2kX2uq+vCFL3yB66677jnsy4guhC6bxG5El4dqEru/AzfYjrkxjLoTrDuVxoyaM4QZqg+uSfmMOQoxQN7DmTKuoqa1kxaALs0Lu7r1Vpt2d51Oq3CSskGbKjg5dJjtxayDAsyt0+45UjFqs84EXeY5zYv+4Bme+Zsz/Dg/zf3cznEOsNFt092cYGuzVQA7Vc3MUvqkdpvUz5Vi514KFyofk8Q1tdNUPtQfT7vdmW+q+1J8V5qY0csN7Jr++wCcyzNJYUc3acAu529e//v8V/4e13zoXB3AGZNutqqbFO+U2aDZ9ZRKEtKikJgZSGtJeibHx2UcTlGBCpPOmRRkgbo9nvd0qZxTC7iTIs7lWQpw2C3b8g5L0jKf1Z2X+SYpgN5TVOuBxrxUkOadafiNIO8hs0u9TpXKmbqpkW6KKLCyNK+xEKPYBkgMSJyhAs37yrQVwpIgvccQ8FTbPF1HLT0GZPx70qRmOOjdt7Z8mjmrUbXMrAI3G116Xh8VwGx0CxCTJmUYAQ1foX006a6leRVTD+oUTPt70D5nEhxe2w3VG6PAmKnETmPXQVhNcqpVjI1XpQyVMzVMI3/eK5eHQRyBawaeNlw+xfg2lJZ2ljCQ83Z6qZSZkrze9i0jHNy8SYoXc4iSujzWh6cAUxR8fkjs/gtXjsTue4Grd1y/3mnAXtKIrniyj55+SHWH2Kv7mOMEb2xuzKKVj3lm0x1+B+qgsKnL0z1sAeutNgB5mpCTsEWLjKSU3LVIyJmgyzpFvg6zvRAHJo2zf4AtWoUzlVft4U+5g5MssFXGvkvSvJDaqcSuiUJMQlPeEFPlKZYnxCgOW2+srO9fLD3Wbqxu35em8Yn1+2KAnB6HpBYXA+yaApibKqbQTdc/zKeXXw+foA5abDPllFw3wGb1qc2cgRxvj6Zj6z1M5nJukvKz1CV4ZuPUlWOrV4GC9elI+X+j9GWurNc2dAwwWt8VUKblfd5UtndM7kFd05sEUm3FrL9dueZDAZiUyHv4NQmnqXLquKlkUgGQ3reSjX9IYqR5vUpfyfnuZDCmoMzK5BIXzQCdrpMhkGFrdMirp/bXz2UFiE0bM6F1xq97ofrNmUpev26SKwMs9j82Cdtrpcph2f9x72jGaLOQ+Fl9fY5mfKiLQWufSxuLqeg2UUO9MU+YEAZ1aRIHdVCkZVldihdSvxxPC6BsksAQIFLQ5kMNhECSATVLa1OpYW5IHq2/1+9AuxvldQV4Wsegz9uge/L1Wn2Z5B3RiEbUTyNgdzXTBHX1mZDai+266q662bmkkkd3Tr0qzDQFE6s2RJtUXvrE+2We7qFbql0WLlASSCjDGpRAr7Sny0los16qZ7ZYZ4ollslJyEhIpRPFlQIW5mnCIk+xxDLLLBUpSQKTkGUJeZr0g7t0BxgbHvg05QuRZyovFLSlgX/fN19HrJ+D0gadh9rzNAxAG5S2W1AXyzfoWsyjZi20wQ7j8x1etvAlPsLfKcweVI0wk5/ZlBpAmJE0s1XKqHvHVA+E+nwU8MxRSYcMABlYUqCnjlvWqIMNa8/asPYepQJ09p4vuvtJKbbDz1EAmuNUzj5Wy/yqSqoATSVU1r5XT1QHJGZjdUb6agDO6jSQrI5GQpsT+h8CUraxtVaAsCyn5sTCVA5D10GkQUpy31leAhqzv9P11vJafq8m6AGrB2J2/9qurumhfjW9u35daSJZC8ZaRcy0cWtTPLTunSmz2WZDKGh8Xlft7L0TXjXX5r69T4PWptAzvwRU66s1HxizXmw6B+hCEjiz1LB6DOwp+TIxRydeHTOUJ/SINW1QPaH2U+rSs6ZlP+bkJfRIY3UO+zm6usnLTJ8rGmZRGNGVTM/v9+T5Tp65sR12A2nKHBkAsx1R9b7m32Ovjqke0qCy1xFGaieFPIWJzfMk2Sad6Rna+TrrSZtVFnrOUDISDnKChIwVFsnLEAcbpfSuaD5nnTYv4DhZKemb51nyssEsSTjEMW7jQf6Km0sQmUIC+WQRz+58mkPI1i4240MgqAkYWbru+jcBuRhoa5IuxOodJJFoqu9SfiEvBMTF0oYFcKFrHsjFgF0M1M0Ak9vM7D/Ny6e/yDt5H//gi79ZSLgOUjHd9s5Ml8cGdAxYGWNpao5Q2NZZ3DFZSfeCAAAgAElEQVSrx4DKnByforJjNaZW328N+o27bgz2DJXaoqpKG9CzUAonqDusUGnaMSpVUFtTTP3Q+msgzNrXOeelbQrwFPzZfZjTFCSfSqQsbp/es/2H5oT1y9YwL3kzyU5aMeHGuG936wx16oBUD9SZqqmOHSKlyuvlas9S11br64zkDQG6UDkNJt70roVI69G51sTPJe7Y5kO5Bo7vK/q0U47FTlZK5NQxkHsWO1lhix2s3/o3qP/6fus7ajSM+mUDeTXMQaBOzetVshlSx4Qqf5oWEk/dVPD/1o8QxYCZ94ipgMk8YIakfJY3JLVT1c6meHK7+cRoXh8Hb0QjGtHuaATsrmbaoh7U2D7QCQXjYcykSdZ0V9Q+igraLGaWku7GG4Pod0czyFqwPj1JTso6U5xmnjTJOcl+2qyzTps260AhsQNos0GLLgl5z+auywSzdOgyUd5iq5e3ywQ5Ca3uFkl2nrumP8sjvKQnCYSif3mWkGcBqZ1R06wfBmjpdfVu6OvYzdvl2w1J7Qich8qGrofSm2gYINkE2IbJczlAnR77a5pW84a5zQ0veox38j5+4v7/uwA3Nvb7gBdSqCJmFO+Ujod6lV2jAGj2LhoAalHZsVpai/q82Uf1Xlo/9dzb46mqWkpl66bvrx77MTT7P5Mumrqo2otZG+ZJ19YJA7EqvYSwTZu9gvaeGOA0kKn2hUZd+dn46b1qm55C88EYfqhLxsrjnophq2Kix/x42b3YsdoPzlHZQtoY2LO2Z6LtqjdNs3m2cfZeMH0foB847maD3ef3IEpBmEma1Y5xTsqaOqn0Z0w3EM9UYHmqFZeE9r5Dodh51m5MSjeIPNi+AGGEgammIOIXSmar2FR/jDzwigGhUD6V0jXJiULSNgV4F8pANoFQ7VsM5F0Jcq1LT00L29eSroQ+jOhiaATsrmZaL/8VqKn9xyoV8zpHnYEyRkKZJe9GXJkjq8M+9KK2aTHrTjPfA3Y5KVu0euqTLbp0S3s4s6ODSi2zsKfLyElYpQgV0S3t8BKysu7Cg+bE5nm2JvewxDLfzu+zwiKPcLin+rk1uUV3s8V5P15eHTM2+4dd10KgQRkknzcG1kLtDwPqQvcxDDAdJq/eyyBmahgArOeDgFwobyxtELDz7bvwBnvm13j5wQf4KX6S7/y9PyjeGdsEmaMAZKYCaUBNHQ1Z7LtV6g5DlHGfoWL4lUlVuzEDfCYF9kyvqioi+b2tl4ELBSFq79SlAKkm1TdnLSp582NnwNXuW6VqRsrk+7XFz2W7RwjPaZ3/3umKHoekdx6o2JpoKp82Xnk9z1jZ5z5VS6szBIhMHd3aUImUV620ep1DkhqFbJv9vSpAGQbUxdaQWDm11/SBwU1Sfc71IyQps+6X1yyQt4Ggtjr5gj7HP70QC9a+2vv5uYSkXQDVPH5GxsU7ODFSeznvDFvDF6jUTlUvtYwdx4BiL9wCg4HYILVKDXMQothnR0GdT2vKb9dj/YzZCmraiEY0ouFoBOyuZlqjClJuQCvEAK0StllRWzv7YPoPdAKfuv3VzNLhzi/+Re8aK8CNBahb2bePKdY5wcEiWHhpO2eArcUWLbpkJGyU0rWpHiotpHKnmWeCLhulR8w2GyTyKchJmGCLnISNmXGypKjrpTzM6/gE/4XvpUuLNuvkScJ6OsW2qmMqKVNwseDO6gsxS03gLnStqc0LAXmhPvj+NNEw/qR3C+r0eLegbph/D0p8Wi9e3TbXvmiZ1/BJfqH7A0x/4nzxPryYSrKkqssmrcgk3bxhQmGLZmqDqh6pUhwDbAvU37dTZdmD1MGTem7VcACxMfegTsHVGoWK6InyfB+VLZhXp7SyyPU1Cts6AzIG4HDlLH8sFpvds8b7y10aVNIirde/ty2X35MHfi2p1wCM9jl1ZWJ1eTCtEi5VMdV1wcqpLSVU8yfUf+2PV8Eb9O5mkWO/3niAZO+IzT/buNiksvsMrSk2LxXcZwVY0q7WYrX5MWiimPQy9sz8nBuC0/GgzoBeTI3Sq2Wa9M2DNu9JM0QquQumy/2EwJvdYsxbJtSdkZjXTOhfMkPdVOlcLBh6qExTIHWv5pkF8lhMPe9IZUQjGlGcRsDuaiZdkZUBUCYCKpu666jsOXQ1Vkb0DAXTJzuld3U/y/QZkX+VYPB/HHgxAOu0Oc08U6zTkm1rtZmbYp1zzDJRgjxznpKVX+wJuiUA3CqbLYAcFCEQ7FpOQpLlrCcFQJzlHLdzPxtM8XHewAkOsE6bNM2LmHZQgDuzs0stusdYHIyFdoNjNAyDNQhIxsBdDOwNC/KG6d+wdCEALnTtYgFe6LipLv1NAjM77Du0wrckf8i7eB8TbPFw62bab15nqbvM9KfPV54vRaWsB4JMqn1Wrhsw0vh0c1RqdlC9l/ZuZdIvz5ga6FBVRAMx5vREAYG9u7h6jNYoNmJOSJp59LTx0vI+aLY5jzEJpAWeVmCkKpcKKpXOUGkRKLDVsXAq3jUQ5etTtVEvpUTKQeV9USVrCiwUVGqa9YPAucXTU4+kB6jsEKHfG6iBQAuLkVH3pupBZsxGbDcbT0ahe7L+QD14vErQ/Pj4dUmBYIA8uOupY5o6riaWz6cnObW5pWM3yElKCHy685hkzgBUmlR51CGKB1/eps7nUVAXcpIyDIXs6kLOVEKkzlNiUrJQ3R50DSM1i8Wi0/Y8sNO6vWqnAk/fv3Gej2Av48pQMr2QxWVEVxKNgN3VTCH7CGVWTOpgH96zFNKCfVTMmZWTj/Pb734vHWb58P1vgzWYPlGCugOwOQed6RnWmWKFxRJqVaEJ2qxjIQ1apYTNfjN0mKFDSk6XCVps0WWCjZJjMKDXLpf0nIR5Tvds64rwCFvkqYHBLdrddbZaE7ztzH+mMzfLr/G9Pfu8JC3q7QN3UAd4RsNIzkI0zFs05K5xr75h+zAI5Nm1YWlQH2MgbNhrFwrsmkBdqF0DcvY/CeP7z/KyhS/xZj7Gy3mADrNcxwp//aMPVQy4AYQWBQjRzRFjdu1fA5FnFGDJvFUaGDOG2OxXPWgyptUz0mrvNk0hLVN7Wq3DAJEBMJ0DpyhULZ3r+t59yAZObz3xDHoo0LOPc2aqif6ZWvpxqpAJ6pEXV87a8+fWR63bxs7aD8VDUxBh75Xa9XmAbeOoa2LTXNPnYJtpc3Jd54C1Y86n9lIfp5iUjSGuD0rTdL++qA2j5dukvz6VSDZtUHlwrlkS8T7aLQOJW93exvBiuJPdbM5Z1rz/OE2oO9GhrlIJ/bZx3jlKljWoVw4AmE0UcpjSpMIYAlgWssDvP4a8YFpaqC1PBti8nVyoD962zlNIyjcOpHug395iRCMa0QjYXc0UY4j9juYZST9Bsatskju1OylX7R/hZ1nMV4oyC/QYqCcP7OPAmVOsssAU67yUh0vQljJBt3BswhYWXLy4lpZdyshJScjYoE2bjZ4TFaN5Tve8Z1rsOqvTgF0r75JkOavJAguscro1X4DDmXHu4E/5JK9hmRcWbabVZ+i8esjsG8Sx/jFUGpY52M3bFOqGP/fMZ0b/F9h/cUNf4EvBIA17PijPIDAXypO6X6xdX4eoXe674QT3JPfyN/hz7uFe7jzxF4WTlCMUY2W2debExN4ZY/JVqp1Sl1aZOqMBpQUqaZ09M/MiiFwzSY5J0pThVm+Cfqx8PQl1yZeGRDhHZUuH5DFANAwpkLL7NVIQpMAqc+nW71zy6ZxVcOWfrfaz5coZeLJnEup3Jj/vRh/qquk2bzQ9tHHmbf9UnXSTYg5Y8HJVaTbbTY0vquWbpFEXA+pCeX2bds8294fZYBoERss6vDOasRaMdyUuoL1roftXtd+YJ2d/za9/5XlIUhcCUQbETHXUAF6WV45gamqlJXn7OwNuoVh1dj0G+qy9Wr/CWYNpdq5DEwJXIXXJWDuxKRFyrAKoW7PedbuvYaWOwXYMcG8NUWhEI/o6oxGwu9rJ79zbBzLE6JgkwH/YlYFM4ZZPfJWdO2HnhbA+vYfp1fOwVqhU/uXcrdy29hCTxrTYh7ZVOVHpiodMgNm1c2V8O0jznKnEvGMW6S22MJXMKdZLZc2JnlomFN4yTSKYp4X0r52vM3Vum87cJN2kRZsNDnCCeZ6FacjzhK3NCbIsYQs4vznRP35peePZ2OC3YRjmKQbQfD2xHeWmnfCmOrwUIVTPhfQ/dP1iwF1TPbF2jdkedrVKKTYu5gu1y3uSe/kRfrYAc2cowNwJCjBnzktszAykmdTNQhoYeLI+GCBTFU1j1jcppDHafwVjlPnNLs8YaWWonTOJPrBp9nzmmMXaMqBn9mRWl0r5DGgkUi5EMUce2icbt03JY8DS7LLsfm1cob72aN2ptOuBh4LXkITLv1N+vjuHKb16YgHeNQ6hAkItb5JCqNR3c4rnf5ziOS1SbBhYLNBQEG0vabRrfiyU/GaAkr8ey2fj6L2ThvIO2gjwZf0746kl+hJe0qcALpd/3RCA8FwIabIMSU2OS1R656V4WlZVMk0Fc2OTvsDuvj0faiMWmBzCsef8uT7O1OXTduy5xuoKTbOQZDClHyCG+j3shlIIYBowHE+Bnf4yVzc1ucX5WtKV0IcRXQyNgN3VTBNUHvWUydIYdrqLb8wqFAyHut1WdauXwZ6f3IGvAO+CnRvGOHv7OKss0GadyVP0fzHWYKzc+Z6chCTb5MTcvsKmrgtdCucUSZaTlNuQeZqTJFkJ8CaYKK3pLMRBVkrrPHWS2d7/s3NJz+GKBThfZomUnE4ySzKds9W10AkRcKf34a+FANUganqrQoAsVqdnlEJALsSM7QY0NlETgNsNmBumrE/T/90AuklgHmYOPcNd05/lX/ITvOK+L1fAyeyfzClKSuXtz94TBSoq4TJnKSpNOyPlDlK3Ucqp26sqiDglddk73JV/fW/tHfVpxuQqqNLxUicl1rZ6yETS/BgroLA+GkC1NmOONLReHQsfKsX6HXPS46Uz3oFGbANjGNJ6FWzGwI09B/OEqoBO+2/AOy/z6bq6lzApaFEKSdQUkPp3pUl6pmtNiLH272fouXpVyVBebWfQs7HNGpuXoTUi9v6HQF7MwUxEWqfSsKY4cyaZ8+EavETNAJ0Hh+o5c9sd+74ooFPJmkrVYuqNMXZcH8UGhW1ak8pjqJ6sIQ0qUDdI6hZSD226FqsvTSEdqWGOaERBGgG7q5nWqZhZtVNRBsEYi2k5z4Fl6h8+s/sAeAh4AtgPH3zL3+UvuIkOs9zIY8zmnaot/yG1800Y34Trz55iZ7oIQjuZFWBPHVXm6XmYhJQcEmh314tQBnMTPQmeSe4sjl0nmeU4B3teNgE2aDPBFrN0+CYeYIMpvsTLmGA/HWbZak2QpIVDlXNZQtBTJoSZm5h0IFTW7yQ30SBQ11T/bgGeb3eYtkLnw4Cz3YLB3fRjUN79MHnoFPfMfYaf4id5xZ9+uQoTYMBshTo4MpBlEi4FSVC3j7M5b7Z39k6Z90ALMK7lPagz6dmmlNUy1l8Fj1bWAJWBI8/0xgCaOvOw+ySQF/rBhdVr0kujrkvXumzM7F5jjk10/fCSqaZ5ZCQhV3r9sLyx99H64QOXT9MvnbP5YRtlueSNqUymFKruUIB6vW6OWwaNu5feeQczIRq0qaPXYs84tsbE+hmy2/R99P2NgcBQutY7SILYdE9cGKizcwN3UwLSB9nA+Xpiapt2fTytQkJAg7QrcNxrM3LNnJQg/73yeR2gpgls53VpXawtA3P278kD35DTFm8/Nw5MJf0gWikWXmJEIxpRQaNX42om/3HJqO8e20qvnuC6VO7WdcdcPaMtwgc++r18M39aeJgkZ4llZvMOe1dkmfcfXM/crZZSvJKZGi+dO4yXZdIcWt1tsgSSyZzpM+fZnIb57mk6rdmeE5R2XqhudpJZzjHR87zZZoOtUkWz6PoWh3iMwzzCb/BdfJa7Stu8jCTJWZ9u091ssX0u4E8r3SGqjqngTiU5mh5ihGI71yEm6kIBXhPY0/Zw+YZpZzfHTeV30+5uKQVmYM+hNb714L387/wc33n/H1RgzQAGFKqPZ8tjlVx4tUcjU8VTadWRMm2OgoE3L5GptDNJHfSZ2uUZKqBltq0a+86DNU2zezXpooEPlWrpfLB2upJXw5tonUg5lRIpGDJAqPNNHZIo52hA9KyUR66bYxlzWKMUYuZCGwvaZ58vdO6lXVAHawbgNK/1U0M3aHqIvBqgXxO1fCiPbjr4ewlJzDwNWke8ZDCmLjns2qSAvBW5HiNrU4LW75TzYWxQqJXQPAmNT6TvIfs1Iw/Ceh4tI3Z1UKhahrxeeuldk02eqnmqDZoPJg7Nnykto8uJ2tQh+VQVczuv8npAZyBv2MDkfny9Cmgo3YM5A3ihMb8QD6NXNsV2ML7WdCX0YUQXQyNgdzWT7uAb0wTV7rPlMeZUvbxdR+XFTxm2FwP74Lvy32AlWeQ4B2izwTptFs89U+38G1OnDKBKFqD+pcldWsn4jmUG9M6zU9bTbU0w2+2w3jpAQt6LWbfOFB1mabNRhkzImCJjnTYdZrEA5wD3cC/LLLHFBG2SXrDzjckptjcn6lI7DYWg4C4GyDS+mF1Tl98xcDdIwjaIhqnDM7Oh+/AUyxcah1hdu71+sZQC88C1m9xx/Z/yU/wk/8uf3FcBNgNaBmwyCvVjY/5MeraPfm+SKjEzANYt876Qap6rzaqdG0NqksCMQjpu19QZC9TH3tT7LD00dqF32crrBoS1Z/l9QOjQeEI/wzzt0s9IPn33vXQltAHi48Zpf7TfsTkzCMgNS6oSas/ZQJyv24OsJlDn89gzVvCduTyZK4eUgboNqF0f1ulNjELgzj//UFgI62MIlIY2F0L9bRq7xAUJt/cwJh21NP3XfskzHEthu1tJ3kIqlOroxKtMmtSudxsOmJj0yIM7k8SptM/qBPpUMGP1x8hPx9DwhqRiCtrWJZ+l10BY2U5TLDt/zfofug9vpxjKF7Jl9KElRqqYIxpRmEbA7monv8OrDJ5dU3fWXQqj/oXyd6zMO02hSrYIZw+OczJZYJkllkqu9CXdRxg/JW0oYNMPq5EyBqtlW8ZoluXH/E440OpCjytsUUa2K+zsOhS2dVulNZ4FQzcy27wuE8zS4c18lAd4OeeY5RiHeIwb2ZqeYGJyi4mky4njB/tt7lKxyM7GqvNeqISxOriDKojvOcKbbjHGMAQAB5Fnqi4G0IX6F7seA7u7qe9iyebwPIzfcJZvWfhDfpD38sav/B78FcX8U6+VaxTgCoo5eIpijhsoMeA2R/09sn9TYTSmX5+bzvcTVOqVC1T2q2ZHZ7HvzOEKVMyq2RkZ6NFA5AYW9b3KqGy87B6UidV7t4DS5pHT5qa33YqR37gwUgmPAg57309RxauzPLr5oba+wzD+fj1TJt4AmlLM0YjWr14tVTXVv5OxPjT1VZ+hPXsFs9pHX6c9Vz0PkfbVrwf+/kMSutAY5S5PbE3xYI7Av69zWEpLD5o695rsD2M2f4G1VD1bKmn4Ag1NoOAuy2BK3oFhQJd3jDKeUgtavqF1eJVF30e7B7kWG/KB/aIf4FkdvRhxrcIWb6MbVsXUfvQ5Y4FGVUolD+q8/WGT2uUw9Y9oRF+PNAJ2VzN5hkifpnq+04+dMYxnKKQPZgdya/F7ZmmmF+T7MEeZ5zT7TmzGXWCrzYoymuqZs0XB7Gr/zHlF2X6aFtI7oMf8tNmgw2xPGme2dBb+4DTztbAIABkJKTkZCYuscJijPMUin+Q1nOYF5CQsJKskZLQObnG6O8/6uXahnpml9MIh1IKZ2xhnMJnSk+opU53uwORYNc6h3eumty2UX8vFQODFALpBdKHA7lK3m1KAmf1wzTc8zrfz+/wz/hXfcN+j1bxUtUoDGcrg2XUjA1QK2FQ1z6ROFmh8jmo+azy5FYo+mHrz41TvnoUxMGZbPSIqYDMPl0aqGppRqQLa+xuzJ9I5YqBOyyiYNelgqC5vu6SAQYGHAj5755Fz65e+Kz5GnbXhy4XIgztby5Tx98dG0/Svl/qeEkiL9ckDGr+uGfC3vDFbsGGkf5YP+r2Capoe+/tX7YpQetOx34iyd8C3GVq7mmwoYxtcTaBS6/F1hIBW2aedzIVbCFBMrS8EznrVC4iBfm+YSiFVwr5YcTJGw/glDN2Sv42YQxRtW8v08pVSxqlW8dkbz+vpGrYgFn8OwtI6DfHg7fugGD8D0X0AT5//805il3FleKTc7VbBiK40GgG7q508A6JOABSIhRiZpMx/E5y6e5ItWpxmnoyEAxznhaeeYczsfIzBVAZSd1S1D5bHO6LQD7mVLSUqY6Wr8J1JSMr6J+gywQTnmKVbxrfLSXq2d1tMsF5GyrG0tOzMOWaZYIv1Egx+K58hI+Gz3AUU9niLrLDQOkmnNcsj2Us47+19eveU1Y9T6AU61+uTaRk3baxg1mP2eH7dDDHBfX1wdYWYot28zcNwBSGG9nJS6n6TFIDuWrjh5iO8nt/hX/LP2Pd7m9V8XAj0+4Rca1GAL5OUrFFJjxVkpVSOPgx0TVPY0WmoAmOuTUrXpe68qEsxpxPqgM3c6Vt4BLtHdTOv76v138CXpkP9WXgJyhlJ88GnY45MPCkDpaEA7P4VRGjfVP0TyavAKmYfFVqfrIyPG6d1+wDqqVwPbUL5vPoueQ+XoXq1/UHjqPcSqsPqCYFTL0GzvE3lQoDJ1mLbzBikzunX99CaH+qL0TBSutC4WVseBMbai4E/d82DukY1wTLvdlbPE/Jk2eR0RetJkwrsWT4PZuw85mykKbZcjOy2fdiCWOByK9MX1y4V0Ao1aVya9D/KkDTTA7qe+uuAuRICdPY8xy5WJXlEI3qe0gjYXc1kjKIBOo2jpbYrZkOkIMxW+RLUrbKfnIR5TnPtF88UkoezFKprJq3AlbVjpG5j7FRagCvr/83eaboAeOk0ZAm0ulvQ6mDByWfosEWLtIRxG+Q975g5UzXVzMJjZuVdc57T3MVneYSXcJwDvTqLcAod5vef5tTTC0Q9ZnrqC3Qu12aAdLxg7E09s5YvMCYe3OkY+bJNYK5psy0EBgbR5VghYnUamBNAd9PNf8G7eB//5MgvFrZqdn/mtMQckti8P0s1pwxoeNsbZeBNbVFB1oLUmUp96unxFFX4gzkqlU7zaukpo7LXy+Rc7ZhUiqdAQMFHyK5N81tbNkZGKklS9/4hNTd/7tu3OaqOXbxE1EiBkh9TJS+lifUFmuf/ILVKD1D8dZUYadteikUgj+XTUDOhvockYvosvGTN57U61EOqraFQl4ranEqo1EKRMlqvp9gm1KCNqkESQWvTyuu12LiVZM5VsrxYbms2eVTnxvx7b5h2vfcKmXqm9GM8Leo2tUxvH9frbhY+N/AyNVkBvD7gl/Sfa9w6c5Siw+ODi+Py9uqSc5XYeaAH4aHulcn6wzR420AbG29/GDqGSh3VxkPTLS0kFQUB6PY/xohGNKIAjYDd1UzTVDv6pi5mEgSVBLSo7/zPUQC2UhXTQN0t938VvkjlEn4auJF+j2fe3sjSvAtxZZwsr4I+YzbXKCQg+4AXw1gC6SSweR7Yot3aoMUWxzlYVpP0AFtGwir7a9K7NuuYOiZQSiJT9rPKYY7SLaWACu6WkmW25ic4d3p2eHDXROkOpEMEPYf6lzh2PHS7F5Hncq4GIemHkoC5uVue5m+07ud7+DDvOPKfCztQA05Q2Y/ZnFepss0nA0pmY2cqx7rhYADPQKCpXe6jmvMaZsAAnUqXDKylFHZlds0ClhuF7J5idlaeUpdnWEmRl1jpu6flFUzGpCAqTdl016yslgm107RhoaRrSgh86XnirjVtQPn1yECRX99CwMRLuVLJ4yVtfly8HbKGprF/lXD6tu2aqhfbs1S1YN3Q8/20vlhoDgOvGeH5pZsfSrtdj0Lk56TvR0MZA27G8HvgZuc7Ig1SKVF06QsBrbSwM7M6Yk5XoPCKWetuXlzbO1PlOdute34MSQFD8ek8ZYE8Hsx5qVwMFCqlUjYEyOxf79tL4Hp9dDZ2HtBpnVAB4CYJ3fOfW7UX77mmK6EPI7oYet6/Ks9ralPFVJqjHnzcSJlYk+rtpfB+OQ3b03DT8hPwaSopndrDLVOppK1RuXjXj7FXz/LMmJce2s6yBnNepYoP9rJiMy6dhNVWAcBm8w5LyeMs80K2Sg+XE2yxRYsW3SIPlXSvSCtCIaTkPVu9JZZLINhii4le/oSMhelVrpte4UT3IGeeXqBP3XJYylLIZDuxiWEJAbkQA98kpbiSKcTY23FKL6D4+C1nuW3hQV7Px/lf+U/cdOSJIl3jxZ2jss00leMzwFNUtm821w2AQQHUzHmISZbMNs/AoUq3TJK2r6zX7NXOUMxRL6lSxjulLomD8DM15t5+XkpjfdPxiqkwKllfbDPnHHUAmTD4ux0Cd565MmDg8ypgCKlIeklk5vLqO+AlZoM2B6wPdr0J5ED/mHsgp3XZsw2NjQG2QftBqlpoY2VlbQwsj4E0XVdtg6EEeDtrwvR6EK3nsXFSCq0zCkBDFJobBnBianKhuZc1pAk12cqp2qRKl2qAa7IfsDRRyPW+psVAXk/y5sZgKqk7UFFHLb69PgcvWk/gGlSPwQc296SeLxuDkgeeoQdwvTqzfjBn+Xv1ZQS9hzbFo4vaRibATiRtRCP6OqeriUUckSdj1GaoPLBpTCxjFiyu1hIFMHspsBc252DyFHAf8GUqJnBN6jcGeBU4CCxK+yEVFf1IKyOkambegYIyweZRLynAXUJOlwmOJwdZZ4r9nCQr4do6U+QkTLDFDB32s1ra4LU4wQG6tGizzkn202adQxxjlg7LLLHCYq+ehIyUnEVWyEnYarXoTM7Gbe52QyGJg6aFmP6Y9C5Ux9eKdgssQ0ylXhYDQccAACAASURBVDMJ3X7469/wx7yB3+FvcD/f+Sd/UKhCWhgCA/3KpFsgcFO7VAbbNg8U1Pm+GJNuzkzUOYlJj802Tz1bmt2dhTGwMrp5oYHAW3Lswb06Lkldur4fu1mhDQjrO2dSHrtPc2akYML3zeahegNN5Jr2SdVcTV3VxsPbidl9e1JtAgivK9aW1hWz2QsBNS+5yiVPDJgp0PLPQd/bmJohhB3KhPpj9fjnkBHdOBvTDTNrS+dQ6JlCfVNB29FrCro9he5D8zY5XwnRoHQnrasl5eFj73SjF84gMLcUkHjbtxiFbPPUZmyvtGN98A5BUgF5UPRvw2u9CHlpXijOHVRD7j1ehuoyVcop+gFbaAy8eiaEY/OpWqWB66nJ/jK+bKOkTvvTtFk6ohF9ndMI2F3NtEVd+uUXwpQCyE0CtwDfVHi9bOVd9q5sM/knwOepXLAbA2FSwFTOJykY6gV6cbG2y4/C1uQe2mvnGVNGEipGzyhm/2Lg06Qf5mI+hf2nzvH4vqnSqi5lixYHOE5KznEOMkuHDrM8xSKr7BebuwL4bTHBzTzMKgvM0mGDNlu02GCKjVJ1s5DZ5eWQFi5bkjS/NE63Yrv8sbyDJHaxN/ZyfeR2U28MxNm//WbohSz4poUH+N/497yej7PKfj7/qr/Gdazwgvw0e+/fLqTILYp5fIJq42GZSqVY4zdCpX6pbZ+hUruEas5Zn3xwcQN0BuLMPuk41XNR6bMPJK7PywCnepA0NU9lWkISLv0PgQ+9pgy6P7Z8FnbBgKoHdiFwZXaPXoKoqoH67D0w1Xv08zfkFMUotJmgseFCNnA+5huBPHquUjv/roWkTgqAYutZCFCatM1fDzlF0bY05EUMwPp1Qh3Y+HGNAYcQcA1d92SbKL5/XnXV6grdpwJNTXd1GKiLhStQUuBgniqtbEjt0tcbklYZOFSAEmoT6qDGwNDGZlGvgSnLE4qPl5b3rqEJev2gWbVyGKZuw8qX3i9r6qCuAgOb61B+MeuhH5TU0UyvP+V5DCzrPffZRjbdzPOOe80YecUc0aWg592r8XVHZr+xRhF0fI6CATYm7lbgTtjcB53pGa754rnKjk4ZVGOw1G7P0mwRPwg7B+DYvmtJyMvA5VOk5JxsFQqNrTLK3OzaOSbPUKl2Wl8hzAwaWZvlx2Rsk9LBSUFdJlhlf1ldQpt1OhSSvSIYeRFu1QBcTs7D3MxBjnOaF7DMUtmFpOdsxVQxC+A4wVYeExnskhSoeSncoH8CxxBfcy814NtNOzFApz+T0M3DNTc/zu3cz118ln/E/8v1J06x3YJ9a09w04knKlXGjEJCbH0xGzt1/qH9TamrIWsg75D9J9Rt4cx2z34G1oy5PiP98vHIjBLJo27mrR+qUmgSIQUVobHUukPXNb+BVbMzVEnKDJX00TNmk5LP74xTphmjbZI/D2xaFFJ9L+kJbWyEGHkC+aAOHqx/fhMk9H544Kxl/fumKqS4MlB3bKI2eSGpVkwCp/XY3LI5ZXPEQL+NcRMpmNV7y+SnINQ/391sHBlpnTYn/L2F5o+eX8CatBtQ12sqqQON7azuZl8p5p3R1Dn3zkh7m4TjqqX9/dF4daaiqX63VB0zFNeu5p2SOtuv58PAgVCedYrA7VZfmtRVWXtjJ3WkZb89maQOqDlB6cUCdKqs3smKSujG9L3VTYMRxzqiEQ2k0WvyfCHd1TUVqtfAkW++AYCbjj3B5KfPFSqXUGeCbdHUHV5V80mAJdj8ZliZvpZV9pOQswqlKmSXlJx5Tpcx53LWp6fYmm7RXlzn+pVTBZBU0h1rZTCUASkZs2tPnGEnhfXpPay32j1wNkGXLhPkpEzQ5UTpXGWB1R7QK/Jt0WGWCbosssLr+TgdZvkiL2eddmmLZ6EUWuRZQn4xDlTS8oZ8vDuoM5PDgjsC556agNggRiqU7vsdI89Ye0A3D+yHfS95ktuT+3k77+fvrPx/1XyYA3IYN+mYl5yYpE1d+GcUkuMTZd69VB5I1RYqo5rj6vZf00wSZ1JAUz0+V/bHAKGPNWfMsgIOHUe/eaHeL9V7oWeUUyqJ+STN42/5lfFpye+s1L1JJYFU5yfmUENd4WubuiaYl1x/r0YKZDSOpqV54OHr8fdq96egTCVyaoOmwFSBppK/N9tEsueokroQOAmB0di7a2Ohklyt36RqJj3VebFAXQPD98uPacwhiwd4EPdSrOWaKLbBtJvlMjSGQ1AMfBk4Gk/7JUkhD41ZHq8L+sGZ1WmStljMO6gAoKkfZnkBmHqSum4lnTLQt2HtUoKrWL/K/5Dzk1AIg0yOY2R5DCSm1FVHs6w/lh3UQV/MXq6WRyWRjsb8O+nBXEyTYWRjN6IRBWkE7K52MibuAIV0Yxq4E7gJ/vuBW1lkhWt/70xhR3eCggFYoGDQ1AZIHZlAFR8sBV4Oz7xqhtPMA0XogISMDrMc4hit7had1iwAU6yzQZvTzNNiiy4TPLm4j+vzU4Uam/+gGjMe8oJnUoGSIZvYPA+sk7SyUhpXwLGX8SX23b/Jk7fv45O8hqlSapeQM0uHKdbpUPSvwwQpOXfxWTrM8giHe940jfIsKVQx05ygh8zY9b58DAZVTYwikhaSevh6YunDSkZ8PU2rQxOg63m43OG1hz/K/8m/4M4jf1HFfjtAMb/OUFyz569zcFOOVUqmQIUyzcBYRuVUJaeS/Np1jSGnasP2v0oVAy+nsjk1plkZDA/idCxCYC2UrraACnTMwYvV4aUivj67jkuzkBAGfFrUAbKV8xs7XqpmaTZW+6gc0EDdJleBm4LOkLqoUmj+xuZf6LovExpzLW/nIeF8qG8ekPp0fX42Z8yLqs0/qACojm1ZZmetBAIqubP36RxxVUzbBAj1y/dN7y+0LjSl7Yb8hl2M/HwzirTdJKHrVTnM0pyEwZ2pW6qDEwUrU60CiPnQBlCAGMtvEivri4GknuQrr8CXATt7XCHbOa+K2WszcK13j5F793Hr1HbP7snuJebcRUGdlrE0H8zdyiuIGyZwPND/vjxvKbbAfK2p6sNTTz01MPcNN9xwOTszogug5/2r8rymGYqQBTcBd8P/WHoxAM+WAGyjlEbN3v2XTC+eLxjXtCjz1aVrKDxJnmP/qXOMnaCQoijjtw+evHsfKyz2pHJQgLcbTz3N2Jmni3wZTOdVwZ0DcHzfHKsslMkJp5Ym2cdmAe6MjAlSlbRp+Vn6WuUlM8/OQ6uQFJp0sL22ydrL9nCSBSbY4ikWmaFDlwkOc4JVFkovmK2e58wFTnIP9wKwzFJpW1dweflkQpYlMFmAvPNZAlnC+MwGrckuE5NbbG1OsH6u3Uu7aPIMTkxip9eUQunDfCN2swJ40Gfnk/LbD9d8w+O8gY/zz/kXvOi+Z4pnuJdi46FLwaQeK/9npE4DaD4Wosbb0rZV8jVN3d7NgEiLSvXNVCoNDFp95hDImG+TopQgayeDMZOgeCBm/bFzk/zYnPbSE8sfcwQwJ9etTEgNyc8RPwUVuCizfpBqDFSC5suFAL6fK/Z8tO1hmHntv28/pn4Y64MHIrGNCZ+ujlE82DQgvCnnTaRzVdasnpQUKk+uOu9sTpX2xWMlGKjFBLT561UzQ8DLnrVtXsTuHSoVfugH3VrOrg8C2b4vwy6Jfu75+yo3BcZaMN6lJnXrc/YR6GPMGUpMpTNz//66b2M8rTs82chhysqkBaAzgLOxWZfOQQkSgVnCkriQqmUoYHlILTM2bVUqGApvoJ47vR2gAVcftmB8ph/kDgpZ0Kduacf67zcmRhzr15TuuOOOgXl2dkai0yuNRq/J1UzvhK98y4tYYZHVEtTM0uEgx/mG5UfhUeru4k2il8OLjj3Te/qPLl1Lsi9n/42rTJ84XzAG++DJA/s4ykto0WWDNgusssBJZs+UHIYx0LYzD7AJY48X6pPtm9Y5nhzkNC9ggzatA8tMb56vg8dWVa7noGGRisEXFaOxFJKkiEtnMeom6PLw9E18kW9ilQUOcIIOs8zQYZFitykpXa/M8yxLLLPMEilF/Lp7uJcHuY2TLLDK/kIqmcDEXJcWWz2bvS4tFllhgZOk5CxPL7EyvcjJMwtsnmuHwd1uN99i4M7Om+qNSTxi9Q3Tl9g1A1YG5uZhzw1rfMvBP+IHeQ9/+yv/rdgkOAcchO1bYPwU9fiI1hdTccyogF1CJekwe0+VdJjHSg8MjXGGesgBdeiTyTXLm1LMOWX2RJo9ZvfrVYRizGyTiWYMHBspWFWQ6BkjA7ymtkkgD9RVFL1DFKvHM/4pdQm6B4DW7hx1KXyISYd+t/6+Xa9GCfH5HwLUNo66QWTkHZn4Z6MqsqF69X5CZM/BOzkxTQQdG9NA8GNgG1plXTubZexlBewhmz4dIx+Hz9sj6j345+SDyPt79vaHsWekFFN1jDHnvk/dQL60AgM9V/1ZYSOWZhWYGNazZZP0T9MMuGl96t7f2tzI+8McKBAcT2Eqr5z52n30te3OY0PmpXUxlctYWSvv4+r19SerO6FR1VdN93H+9DnsZAEvrta5kO2sdjy0To5oRCOK0uh1uYrpv974RibZz0s4ysv5Ijd9+YnKy6WqmSVUwcuNUTSahBcvPV0wlAvArYXEbWwTrj92iusf/wLMwc4L4eS+mQL8zGWFk5R9hZOUrclxJja3aXWLcuYwZe9D28wuPsHD+14EwMnWArxwlekjpb9J24E28GaSOmPAEulzyYDk04UDlQ3arNOmwyxf4Jt7Mer+wZd/k69+4zV8mm8HCrXRdabYYIqDHGeV/SyzRLvcOz3ACa5jhQ3aPMzNPMJhjnGIFlu8jL/kdu5nnTYP8HJu40G+nU+zwEnex7v4JP8zncnZAtjthjxDEQNgMcYy9tb6cn4HfBC4a5J22H9KAaZmgP07vPjwg7yBj/NT+U+y90+2e0z/zsthrAy/Mf5l1656oDRHP6o2af/eDb7FajTnH8YobFLFQFRgl1HMxTNSNqNSkTPS98ViPVp/7Fj7oQxK5q55ZtskODqeVpcBEQ0F4vuhTI1/fvaOxMjAt6kFWnnbRBE15z5paCyUic0pCxC/QDX2Pp/V1+RMQyWbCXVJmm/bAzntq9a7SeX900sCGtzJ97U3iAzM2YYF0g9xyLOTlUBN07UvKu2jBC/2HviwGL4OrVfHXe3wrD9qj6f16LMKjb2CURg8Nr4Onz8kgbEx8CrFsbZkLMZTGC/zWfByAxXjreq6kV1Lk3B4AY1HBwKY5L7G0wrMmcRrXdPL8hvlu9bn/RIBVnKsQ6JTHckTUsu0/7ach4Kda9k0qSSOaUJN/TQmmVMPo3bNKMurse2j0HfNr12x+a35G2wjr37KuNK8Yn7hC1/guuuuew77MqILoRGwu4rpe47+Njf8GZXtnHmhVEN6YxAor52Q9IXy+hEqCcknYWyhLLO3rK8FY4twzTee45oXnmNnDjpz43SSWVan93Gcg7Sn15mfPk07X2dvWi5OpfTuUOurLE/fQE7C8dYBlpaeZvwIFUNnfdVg0cZwWp5Sepdk0GaDnJQuEyyzxLPMs0WrsJWbhqdYZIItXsBptkovmm3Wmec0UKiodpjtSfQAZunwch5gkRXmOc1hHuHb+X1efubLnJjbR4dZ7uKzLLHMOlO8gY+zwnU8wkv6pXUaoFyZmGElZjHpRIxiQNBLHmJbv74ND+QMIJReLa+9+VH+Fp/gnbyPV3zlywVjm1DMpxKgjz1K5WXSypuzklNUzHiTiqOCNNucsA0Km8NnyvrMy6umpWWbVs8clQMRU4lTsAN1UGkqnga8QgA55ODEztUxhycPpKDOdBtwmpN8+u+ZnFgfrF5TD5ymn/xcUWldiCm3fD5QvO+Pn/OhsQh4AgzmtT7ZM7Q2tE92zfpm5SxN18EY2PAU2hyxukzdUrz49iRusikx5qVtHtx50F/m3VmFsYzCJtXSVPJpv5A9mx/X0Pz19+zH1ddnbXiJYE6c6W7axIKamvVO2acxfSckf0/q07BxYADaAIfacZmEza6NlfOkyRnKtjtez6lZZFt6CuwVNdEpATgGlHogyI2TX7Y9xQCdSd3WXX5zdtKrM++XzqlkbVbWBB0Lb2Pnwzn0jgVI1yRzvYoso1xr2uwhkqZzUDcBRnTZ6LrrrhvZ0F2FNAJ2VzP9J+A8/bvW+mHMqBwd2EewVMfkeHndGGFjaNWpg6m3naHwGnii+CDubW2zd/IUJHD94il2FqDbKkIqPHpggdaBLa5fLhymTB6BpZue4OHpmwB4ZK7F4Zu+yrjhKpMozFX3spOWTI2lU/Q5zQv7uq3SCcoCJ2nR5Rg30qLLb934WlZYZJYOxzjEjTxGiy4LrPIgt3GcA3SY5QQHe3HsDvMIKTk38hizdFhkhetYYZYOq3NznGSBNus8xo3sZ5UFVllimSWW494zlfkYZrc7xGwO2rX2+bSNpmuhD62fOyYRmwHmd7j28DH+Fp/ge/kv/M37P1eAo30Uz+wbKebMcSoJGVTM3jLFMzRQtloeL1CpTCrDaoAto5jXJoGBPvu3XhBxc3xiZPkzV0aP9X5VYmjtGPCck3Ie+Oh9KvmxVkbYGB/d3VZAauUs1pxvxyScdi3UrpGCVr+b7hnySZenad5pvQbOVfJozy60OaFrlY157Evk++AlUXof+g5pP/yz8O01AR5vi2bjfkbS9d1JYGyva9+38f+3d/7BUVV3/38nu+xuks3vkGBIyk8TYqVPeYzUR6hop7Vj+wcFv7Z1HMHWB2ipU8dHx0frVKbTERU6Oq0z1fbrFO0/gNNqW1GZOuIvmpTUH7RoERMBASOYEAJJNtnN3Zznj73n7mdP7k02iCQ3eb9mdvbuved+7rnnfvbe877nnM8x82MKKpscIOUDcnoKs6ukW9dgKeIkbgJVikONWXZuotbEqyVUlrVZvklbBNtlkmOWi5HvnGAqPZCerDxHpB+0W55yRNdeGZxDRmbULXgySIgMy+90T4R7sBJtD6L7ZV5geMh/1yArHkU1iNRE4SOlMW145U22EHpFpDS7Xkoh5zaBuCnyvLqyOtdIdrEGsht3afqLuV760GjPRd8xUU5qIuSBfBoo7PxMPzJvlnLMm/mWGsisAOmKqgwPX4BURV52IYP9u0vYL0aqoqHnzesCcrqASAEQru4FyoCTKMdHtcDMcBfQBUTeAf5jTisOVs5AN0rxZvF/oLC4B58/dDD9tr8YQGVq4vNkMDWeblocTkuNCqbm0DuBSgSRtKcqCCOEBGpxBJYdUEV3ywwhjk5UIIoeHEUtDqAOQKrFbx7akEQQFbYw7EEhYshHBU6iBwnoCdBL0I05ycNYHNiDKnyCCz85hq7KCN7GYuzFIsR68wFL/I2sHPf7Yjb37JEqNucSU9CZHzsIyoz6g2jEm/hfPIClz7+VjmhZhdQ16UNKTB1CZnc/7Vt6onnZwmMh3QqlWzv0vnoORdhpLKS7+1lI+aCMnKnnmtPBVoC0INRiUR9TiiYt7LRoBDJb+Uwhrlul5H9NCgmzcq1foOg0Axj+v5RpZRRQmUd5fLegArJ7KMR6iX5Zo5dlfuX4LW3PrEB5obs5WkjfM/QxtE1dxm5iRh9HdxGUZekmPrxEF+AubCRe/0eN17lKO7IyaXa7LENma6vbsbyO4fXSR14ft3PW/1NZnl7BYNzsu/12y4/bGMTRbADDhZ7b9YNHVERTTIplmT7H2MdNDOnWOR1sRXc9lME9zPnnnPWB9NxypsDT5Iv1/aJrpp78W3fT9JpeQYtDyWiizkxr5s0UZ8P2kWI3mOouago5PYbQbHnU+5h2zC6vGcFS3ASd+QyS9x2JLh+3+xz1ByGuUNj5Gd2SIR+YZiuAWYHRY25kxUpXtPUbe10JP4FUpa0M6Yp0OYZXNE6kbeQcBKaf7kX4c3F0BsrRWlmDUGUc+ehHwN6xED0IwEI7qvHunLn4fPwg8H7qXM6UT4MVCKAbJUgiiFBxHEkEUJE8iXggjB4UOtMoALBjWSZQjk58s2sX2spqsAdfcrIXgIUgkshHDFV2k0412hGwn6aF6HGmQmhHNSrQiZA9IXoCIRzGbCy09mHpkbfQOqcGuyr/C2/gEuzDF9COCxCKxDEwEAIG7Mexl4Aby4PIrTVhLOlHqiyZD1Q7+EmqdW4Qc2e9j8vRhP/G41j2RksqjZ7PrRwpUae7VMoJu3VFTnZz1GMmzW5xctyQrMDJedf0NB4637qF5KT9rcfFya5wusX3JNLBK+QxgMyxZbKbr1lWel0R0sJDi00ZTEILESmy5HcS6Qq4FGdxsb8cK6fT6m6neqydzJs+J1MAwVhnClw3zFY6t8qVKR4sYx3s9VqYu1XK3f4XUozEjfSmqNPr3O5pIwXqcFv2+m1WLs3xjzI/0n+0v8gxn27/dzmWUOYhGxE9UpdfaV/aHOt9xAWnoq5XSBHu5Sdm11D5fzGFopHHwXjmOK1B+wXHNJeW5Ixw+S7XWolvLdakgJPBT4C0cNGRLJ2gKAP25OZGYBBH9NitdnIcmxZbMpiK67QFyfT6vBEEoBdukTGDyIxsqbuBDota6SLQ5HbThkzvGvESHkJdvvjywm0/r30o6ggZEQo7PxMUnzDSlTTzza9sqQPS3ewGDBv6jb1uLYgi3RXTbfxMEukKtJwfrAsoig8i74LjaC+ejl4UYtYnHThYOQMAUI5O9KAQ+ehHHmJ4d8Fc1F54FO2BanSjBHr+OS3a8pMxFLUOQlUO4mhZEHmIIYAkgkg6Aq0E3cjZD1xoHUPTsssRgIVeFNoiLY48xDAPbfgY1YgjhEI7HGM12nEIs5FA2Jmnbz7anCiYALAn/CWE5sRxGHPwPL6Bw5htHzmIiuKTOGEFMWgFgQGP1jpZERrrA8ntH+ol3tzSywqUFnK6khgdxLJZL6ERb+CL2Isbuv6InL8i3aKlhYVuMUoiJcB1hVeP57SETZ03PS5IBjmR+QDcW9GAzIqvOUWBrNiHkRJxetyeFExa7MkWrqDLb7OMTIF1RvyW/yEp1KTY09vNwB1S1Jnd9GQetKAtRuqFitnF2q3i7iaCZAsTjO36PPQ9Q25zq6zre4K+Rvp+EhVp3FqsdBdNWeGXZWAKbPO45m8pXMxzNc/RzL/GrZIpt5tdXL262MoAQHq93uYmpC24Tw7uVuZuedLdl90iC8p8AWkxOppdN4wydQtTn3FubtfXPIZ+rsRFd0nbnu6KqSygp8+eDNzrPmmsc82blTmGTgZNGSlKpp6fzhQtwUAqT0ELwEA68uU0ZAolKepkC50p9kwygp+I7pJadJpdKEecWB3poC1O/kXZSKGmf8tgKLLb6LA56ILuAtBzHjq3lw6jtdyZL01Gwut/42ssTLTgKcSfTLq/xpRiDtIBUHSl162VQo/rkRVXiflGXP8uQ/ptsZwjDBg+ubmuTOvjnk49ZGZ1dWCwrAMqCMxtP46+8lyEBoYQjiQQDifQY4uvE4Eq5CGGPMRQfboDJ4uLEUJqmoXOQDl6FiSQhxhqcRSfoBK62+VC7MPM9i7sqP4Kdi/5T8zBYaxIPoM/BP4fLAQQFbWQbpQgDzFU4CQsBNCPfBzCbPSiEJY9bq8HUbSjGtVod7p1xpCPAPJQgU4sxD47ymY+StCNTpQD5cCxgRAwEEmXvRTMUsBozvbeqW16CUjTfhRATaol7kvYg2q0oxrtiCEfK/AMPv+3g+mJw8NIzYuoRYUWS7oVTlfudcVRd58ss4+tW/H0OE3tE7r7pHwY61Y9XWEvx/BJ6qWo0EFS5BQFEHkC0pEuZZRVt+6K+vroiJduZai3a3EXR1poAZldTKV9t/+XFj2yBVO2fGiB1SfSyNZzM1/yHCQ6YqjeDpdlCPvSVsQlvSx7ff11pFDdOirHyAXsNHZUXESRavHU9yhdphrZammOkZPLsmVPloGZVzeBZ0Za1ftL3xipNc+tkilty/+2fLEh82lOLi5fsGVTidX76mvrdQ8wxZ3bstl9VdqRefGqGZjdPc0Ku2xNQ2bAk4xueiLvyoLTVTJopSJcanEmW+qUcb5O5EuZ32DmsdyEkBRMUvzJbof9dlCVQSvdgmcFh9tzWrasdLfNbFrd3MbGjTbtgJvdYd0wkR7rpzFb7gC7BVKUpxxnKMcIysnGzXIDXCYZN/Nu+r3bc8vsZm4uA5n/XfmbEDIMCjs/E0LmG29ZYfV6uOjWD/lg1pVJPW5K3zT1smyt0HMxyS6gulIoJ9/VFb0B+8Fl56ngpD3VAYaQH4wBAaAHhXZAlDBCiKO7OGq36AWQmn+uGwm7RhhOxlEeSPXHCyOBE6jC0epapwWwGyWYeaQLlXNO4BNUOTZrcdTOVhIhJGAhDwEk0Y98BJBEFD2Yg8OIIR9xhNCNEsQRRhiprqC6G+kivI1aHHW6eB5FLarxMd6fWYcDFfU4fawq1XIXBBDUE3fmpMvefLiNVDlzWyffaNtvkZ008mN3rbxw1r/xA/wGISSwKvl7FB0cTNs5YqetTH/3Veem5jI8gfQ8iHIMmGzxKzPyGERa8On02qf0MpD2K7MiL8foAenWOOmvFjLFiw7WIucQkwLCLE9dNm7CyKygy3X6WFIQ6POV12OkSp0OhlKEzAnV9cuTMqTL100IjFTx0UE+dDnqPMoAKVpAmi94THGhhZAcwxgX9nRLXBeG+3RE7N+HlB8dRbqFT4tCt+icboFA9Hq9biQRpvOh/UWKftOOnCfQPLZOI68xkFlOcqoCva8p6nRZyDHLI+XfbZ28fkBmAB+vl0X62uuWQ2nDTXi6vZjwamHxGr9on78UX1qw6akIvMLhOwLNEAtSNEihZra8DdovNKeJMtHj6NwCfJjTDsjWsUErLXIsu3XO6ktFjsyLZO6fFzEtp8fwmWJLRrF00gKerXFOa5rRemimk7bMc5Tj5voH4DqBezZkjEc0IZ09mwAAFkRJREFUyt611XSkl8deLc4S6Xtu/xltj/NiE+IKhZ2fOYRUGC0ZaEK2Qug3ykA6EqYMciBbTwaQ2Xohu3Tqb21fjiuSY2N0JTCKdMVQV/5lZcQCghGg6OQg8sKngWIghrwM8VYY6EFJ32kkg7mIh0PIT6aCOocGBhEvSCIAC7P7PsQHBXORQMiZ2uBfWIi35yxCFU6gHCcRQx6CdrdNPXcdkAqgEkYCJeh2hGUcYacbaKoTaAiF6EEe+tGDKAJIIo4QArBQj/fRjRJcgHb8zyePpiZzD8/H9nnfwT4sxFHUIo4Qkgii+2QJBo8XZb5pHxDfGrdxNDDWyTRBlRKRABAdRPGMkygPn0Q12p3WuR4Uog4HsBD7UHh6MLPVRVeua5GqpB8BCl4dyuzyaAp7+ZDV56AFWwBpkahbb2SXXzkJvUaP2ZRiTedRCztZQZdBWYC0+NDH12Usy076uozgKCv18NgPSFfQ9fUqFmm1bTehJdfJsa1dSI+hk4LZfCEjy1pWiN1auGQ6KYB0Otll0C2vQLpbdRzpcZRajMqWSl1+WkzrFkktqvRx9Dno66/zrSP0Sh/U9zCZV4k8J73sNlWA7BJqVoD1eWvRqfES+BozAJBbS50MQuXFSGPrsm3NkMGAzPGRZv7Nb+nzXvuYfiPXuXXH19sNn5LiQ4+bMwNsaCEFpMWUFh9yfJybmHNsW5nL+QXpaQy0mJEh/M3fUgDpsXSmcBq0t02LprtlmlMk5EVSj+JB+R9ASnD1i3Ru88mZuLUKmnPruWGO4XPWW8joSqnFa8aUBcHhwi/rrpf6npLNWDq5D4z05rmZ92V5D5iUNVe3N1fjwUTIA/k0TMq/x2TGEk+Ujz9CqmKkA0rISqx8mCeQaiXIxfCWDNlVaQCpMF/ybbSc2DbfTjNk29I39EEAH9lpQkg9yU7b6T9CKuAG7N9F9vIp+zsXGCg6jb78QeTF+xEH8GE4hGCyD2esHMTD0zCEXCTtR1Y0bqErHEJxcgCRPqAoeRD5AWCwaAZOoRQx+zXeBwgjgQAKcAr9iKAbpYjgDAYQQRIBROy58AZgISnWT8MgArBwBsUIoR99yMEg8hFHEGEMIYIYErDwLooRQT+K0Y0dqEf0WC8iaMP38HNE0I83cQnaUY0zKEY7qvFh8SycQREiGMAplKILpRhMhnC6qxiqzw5yHYojGBmE1RcBAumnXH5hHyL5AxhK5mJaIIEAhhBFLyrQidnhw6jECTTgPXz1w5cQ6U5dAxUAOkoL0YlyzI5/iNyYwkdx+9p129e8CKlJkP6OVOudWSkP2b6jozpqP4gBKLTTaZ84I/ZVSFWcj9o2Su1tSviPhfQETNLfuu31+qVBr2273963x14n8xdC5jNRIT0NSD/SrSYh+xgKqUZUc0yY/u+YFQxtL9feJ2Tby7U/CXufXDutfvFhvlHOEba7bZtuc5zJmmABUv8vfQw5Xk+XmfmGW44T0yJeVqQCYj/dkhSzj5GLVBl327/1/pZhI4b09QvaedT3EJ0Xef66PIbs70F7ucfe3mXb0WVrdqGVraH6/PQ10ctAZi8GC+moH1KE6OPq1q+QOA+vFistGBPChvbjhMiDWScyxZFMp6+V2SqhzyUXmZiifACpcvSaFFqrCG1Pl4f+DwDuFXJ9rc0Xe9IWkFnxtv1T2dst/W3vG8lJC7ScAKCSqTSWOFcrAERygWk5qe0OOYBln0swkF7OmHPNTh/pB6aFAESA/hgwYP+XgsHMfXX5BAOA1W9/K/uDTIK5QEcSiCZs8ZMLWLmpstBCMSjOW9+eTDtm98sgkO7UYaZPpo4b1PfTgH2+wiesofStwrGXK1rX7Dw6529fA0v/b4bS5aYnKJeRL4My7OhQ6rpljN2U90t9vfR90Ck8kVbXFaSvSX+Cy3rpB7LF2QI+lmU30mSEvqF39CTnhYmSD3K2UNj5jI6ODmd58Svjl49zj5xmNe6xrOlyWXfc/uw/l5n6FDSd1V5ujydZh5a0IaXJvOlBuuZMCCHjRP/oSQCkRfLZ4rX/p7GrRUa253A2tr22jTXfZ7PPJKCjowOzZ88e72x8Sv7/eGeATBLMd4JkgnPixInxzgIhhBBCCCFkgsEWO5+xYMECZ7mpqQm1tbXjmBsyUfn444+xePFiAEBLSwsuuOCCcc4RmYjQT8ho0EdINpxvP7Esy+nBtHDhws/0WJ8VM2bMwNGjR8c7G57MmDFjvLNAzgIKO58RiaQjC9TW1qKmpmYcc0P8wAUXXEA/IaNCPyGjQR8h2XC+/MTv3S+DwSD/T+Scw66YhBBCCCGEEOJzKOwIIYQQQgghxOdQ2BFCCCGEEEKIz6GwI4QQQgghhBCfQ2FHCCGEEEIIIT6Hwo4QQgghhBBCfA6FHSGEEEIIIYT4nByllBrvTBBCCCGEEEIIOXvYYkcIIYQQQgghPofCjhBCCCGEEEJ8DoUdIYQQQgghhPgcCjtCCCGEEEII8TkUdoQQQgghhBDicyjsCCGEEEIIIcTnUNgRQgghhBBCiM+hsCOEEEIIIYQQn0NhRwghhBBCCCE+h8KOEEIIIYQQQnwOhZ2POHLkCO644w40NDSgoKAAZWVlWLx4MX7xi18gFouNd/aIC5988gl27NiBe++9F9dccw0qKiqQk5ODnJwc3HTTTWO2t3PnTqxcuRI1NTUIh8OoqanBypUrsXPnzqxtxGIxbN68GYsXL0ZZWRmi0SgaGhpwxx134MiRI1nbeffdd/GDH/wA8+fPR15eHqZPn44rrrgCv/nNb2BZ1pjPbary1ltvYePGjbjmmmtQW1uLcDiMaDSKuro63HTTTXj99dfHZI8+Mvk4c+YMtm3bhttvvx3Lli3D/PnzUVxcjFAohMrKSlx55ZXYtGkTTp48mZU9+sjU484773SePTk5OXjllVdG3Yd+QogPUcQX7NixQxUXFysArp/6+nr1wQcfjHc2iYHX9QKgVq9enbWdoaEhtXbt2hHtrV27Vg0NDY1op62tTdXX13vaKC4uVs8999yo+Xn88cdVOBz2tHPZZZepzs7OrM9vqnLFFVeMeE3158Ybb1TxeHxEW/SRycuLL76YlZ9UVFSonTt3etqhj0xN9u7dq4LBYEbZvvzyy57p6SeE+BcKOx+wd+9elZ+frwCoaDSq7rvvPtXU1KReeukltWbNGufmtmDBAtXT0zPe2SUC+fCpra1VV1999VkJu5/85CfOfosWLVJbt25VLS0tauvWrWrRokXOtnvuucfTRk9Pj1qwYIGTds2aNeqll15STU1N6r777lPRaFQBUPn5+eqf//ynp52dO3eq3NxcBUBVVVWpX/3qV2rPnj3qhRdeUCtXrnTsX3HFFSqZTI6luKYc8+bNUwBUdXW1uvXWW9Uf/vAH1dLSopqbm9VDDz2kZs6c6ZTn9ddfP6It+sjk5cUXX1S1tbVq1apV6pe//KV6+umnVXNzs/rb3/6mtm/frq677joVCAQUABUKhTyvDX1k6pFMJtWll16qAKjKysqshB39hBD/QmHnA6688koFQAWDQdXU1DRs+6ZNm5yb289+9rNxyCHx4t5771XPPvusOn78uFJKqUOHDo1Z2LW2tjpvWxsbG1UsFsvY3tfXpxobGx0faWtrc7WzYcMG59ibNm0atr2pqck5zlVXXeVqY3BwUM2fP18BUEVFRa7HWr9+vXOcJ598MqtznKp885vfVNu3b1eWZblu7+joUHV1dU55vvbaa67p6COTGy//kDzzzDNOma5cuXLYdvrI1OThhx92Xvzefffdowo7+gkh/obCboLT0tLi3LTWrVvnmiaZTKqGhgYFQJWWlqpEInGec0my5WyEnXxwNTc3u6Zpbm520txyyy3DticSCVVSUqIAqIaGBs83m+vWrXPsvPHGG8O2P/XUU872+++/39VGX1+fKi0tVQDUxRdfnNU5Em+effZZp8x//OMfu6ahjxCllNNCUlFRMWwbfWTqceTIEadl7OWXX84QW17Cjn5CiL9h8JQJzp/+9Cdn+Xvf+55rmtzcXKxatQoAcOrUqawGRRN/oJTCn//8ZwDAggULcNlll7mmu+yyy1BfXw8g5TNKqYztr7zyCrq7uwEAq1evRm6u+19fBnR5+umnh22X/ugV/CU/Px/f/va3AQDvvPMOWltbXdOR7Ljyyiud5Q8++GDYdvoI0RQUFAAABgYGMtbTR6Ym69evR29vL1avXp1xH/GCfkKI/6Gwm+DoiHgFBQW45JJLPNMtW7bMWd69e/dnni9yfjh06BA++ugjAJnX2A29/dixYzh8+HDGNhlZcSQ7jY2NTuXQzY+0nfr6esyYMWPUvHjZIdmTSCScZbcKEn2EAMD+/fuxd+9eAKlKuYQ+MvV46qmnsGPHDpSVlWHz5s1Z7UM/IcT/UNhNcPbv3w8AmD9/PoLBoGc6+SDX+xD/I6+lWVkzGckHsrUTDAYxb948Vxu9vb04duzYp84LGRuvvvqqs+xW7vSRqUssFkNrayseeughXHXVVUgmkwCAW2+9NSMdfWRq0d3d7fjAgw8+iOnTp2e1H/2EEP9DYTeBGRgYQGdnJwCgpqZmxLSlpaXOm6+jR49+5nkj5wd5LUfzgdraWtf95O+CggKUlJRkZaejowPxeNxZf+zYMafLzafJC8meoaEhPPDAA85v3eVIQh+ZWjzxxBPOXGQFBQWoq6vD7bffjhMnTgAA7rjjDtxwww0Z+9BHphZ33nknjh8/jssvvxw333xz1vvRTwjxPxR2E5ienh5nORqNjppeC7ve3t7PLE/k/DIWH9DXHxjuA9rOWPzItHOu8kKy5+GHH0ZLSwsAYMWKFWhsbByWhj5CAOCLX/wi/v73v2Pz5s3IycnJ2EYfmTrs3r0bjz/+OILBIB577LFhvjAS9BNC/A+F3QRGDoAPhUKjpg+HwwCA/v7+zyxP5PwyFh/Q1x8Y7gPazlj8yLRzrvJCsuPVV1/FXXfdBQCorKzEo48+6pqOPjK1+Na3voV9+/Zh3759aGlpwdatW7FixQrs3bsXN9xwA3bs2DFsH/rI1CCRSGDt2rVQSuG2227DwoULx7Q//YQQ/0NhN4GJRCLOsgyg4IXuxpCXl/eZ5YmcX8biA7Ibi+kD2s5Y/Mi0c67yQkbn3XffxYoVK2BZFsLhMJ566ilUVVW5pqWPTC1KSkpw8cUX4+KLL8all16K7373u3j66afx+9//HgcPHsTy5cvxxBNPZOxDH5kabNy4Efv378fnPvc5bNiwYcz7008I8T8UdhOYwsJCZzmb7gV9fX0Asuv+QPzBWHxAX39guA9oO2PxI9POucoLGZlDhw7h6quvxqlTpxAIBLB169YRI8vRRwgA3HjjjbjuuuswNDSEW265BadOnXK20UcmP++99x7uv/9+AMAjjzyS0T0xW+gnhPgfCrsJTCQSQUVFBQA40aG8OHXqlHNzkwOJib+Rg8ZH8wE5aNz0AW2nr6/PmV9oNDvTp0/P6OJyrvJCvGlvb8dXv/pVtLe3IycnB7/73e+wYsWKEfehjxDN8uXLAaSu4QsvvOCsp49Mfh5++GEkEgnMnTsXsVgM27ZtG/Z55513nPS7du1y1uu6A/2EEP9DYTfBaWhoAAC0tbXBsizPdO+9996wfYj/ueiii5xleY3dGMkHsrVjWZYzCbZpIxqNOg/NT5MX4k5nZye+9rWv4eDBgwBSb91XrVo16n70EaKRYe0//PBDZ5k+MvnR3REPHjyI66+/3vXzxz/+0Un/85//3Fnf0dEBgH5CyGSAwm6Cs3TpUgCpN19vvvmmZzo519WSJUs+83yR88OcOXNQXV0NIPMau/Haa68BAGbOnInZs2dnbNN+NJqdN954w3l76+ZH2s6BAwdw/PhxTzv0x7Fx+vRpfP3rX8e///1vAMADDzyAH/3oR1ntSx8hGj25NJDZJY0+QrKBfkLIJECRCc2ePXsUAAVArVu3zjVNMplUDQ0NCoAqKSlRiUTiPOeSZMuhQ4ec67l69eqs9vnhD3/o7NPc3Oyaprm52Umzfv36Ydvj8bgqLi5WAFRDQ4MaGhpytbNu3TrHTktLy7Dt27dvd7bff//9rjb6+vpUaWmpAqAuuuiirM5xKtPX16eWLFnilOs999wzZhv0EaKUUt/4xjecsn/55ZczttFHyIYNGzz9Q0M/IcTfUNj5gC9/+csKgAoGg6qpqWnY9k2bNjk3vw0bNpz/DJKsORthd+DAARUMBhUA1djYqGKxWMb2WCymGhsbHR95//33Xe389Kc/dY69adOmYdubmpqc4yxbtszVRiKRUPPmzVMAVFFRkWpraxuWZv369c5xtmzZktU5TlXi8bi6+uqrnfK69dZbz8oOfWRys2XLFtXf3z9imoceesgp09mzZ6vBwcGM7fQRko2wo58Q4m8o7HzAW2+9pfLy8hQAFY1G1caNG1Vzc7PatWuXWrt2rXNTq6urU2fOnBnv7BLB66+/rrZs2eJ8Nm/e7FyvJUuWZGwb6aF01113OfstWrRIbdu2Tf3jH/9Q27ZtU4sWLXK23X333Z42zpw5o+rq6py0a9euVbt27VLNzc1q48aNKhqNKgAqLy9Pvf322552nnvuOZWbm6sAqKqqKvXII4+oPXv2qJ07d6prr73Wsb906VJlWdanKb5Jz8qVK53y+spXvqL+9a9/qX379nl+Dhw44GmLPjJ5mTVrliorK1Nr1qxRTz75pNq9e7fau3evev3119Wvf/3rjBbfUCikXnzxRVc79JGpTTbCTin6CSF+hsLOJ/zlL39RRUVFzk3M/NTV1anW1tbxziYxWL16tec1c/t4kUwm1fe///0R97355ptVMpkcMT+tra3qwgsv9LRRVFSknn322VHP67e//a0KhUKedhYvXqw6OjrGXF5TjbH4BgA1a9YsT1v0kcnLrFmzsvKPmpoa9de//tXTDn1kapOtsKOfEOJfKOx8xOHDh9Vtt92m6urqVH5+viopKVGNjY3qwQcfVH19feOdPeLCuRJ2mueee04tX75cVVdXq1AopKqrq9Xy5cvV888/n3Weent71YMPPqgaGxtVSUmJys/PV/X19eq2225Thw8fztrOvn371Jo1a9TcuXNVJBJR5eXlaunSperRRx8d1g2MuHMuhZ2GPjL5aGtrU4899pj6zne+o77whS+oqqoqFQwGVTQaVfPmzVPXXnut2rJlS9bPAfrI1CRbYaehnxDiP3KUUgqEEEIIIYQQQnwLpzsghBBCCCGEEJ9DYUcIIYQQQgghPofCjhBCCCGEEEJ8DoUdIYQQQgghhPgcCjtCCCGEEEII8TkUdoQQQgghhBDicyjsCCGEEEIIIcTnUNgRQgghhBBCiM+hsCOEEEIIIYQQn0NhRwghhBBCCCE+h8KOEEIIIYQQQnwOhR0hhBBCCCGE+BwKO0IIIYQQQgjxORR2hBBCCCGEEOJzKOwIIYQQQgghxOdQ2BFCCCGEEEKIz6GwI4QQQgghhBCfQ2FHCCGEEEIIIT6Hwo4QQgghhBBCfA6FHSGEEEIIIYT4HAo7QgghhBBCCPE5FHaEEEIIIYQQ4nMo7AghhBBCCCHE51DYEUIIIYQQQojP+T+YEVHMMK3OtwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan, cmap=\"jet\", norm = colors.SymLogNorm(10))\n", "plt.clim(-352, 352)\n", "plt.colorbar()\n", "# ew." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use our `ipywidgets` to build up a multiple-widget interface to check out this Michigan dataset that puts all of these things we've explored together:" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7b8c36d23f0e4295bf2696046bc1dceb", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='colormap', index=154, options=('Accent', 'Accent_r', 'Blues', 'Blu…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# if we haven't already\n", "import ipywidgets\n", "\n", "@ipywidgets.interact(colormap = plt.colormaps(),\n", " color_range = (1.0, 352.0, 1.0),\n", " sym_log=True)\n", "\n", "def plot(colormap = 'terrain', color_range = 352, sym_log = True):\n", " if sym_log:\n", " norm = colors.SymLogNorm(10)\n", " else:\n", " norm = colors.Normalize()\n", " \n", " plt.imshow(michigan, cmap=colormap, norm = norm)\n", " plt.clim(-color_range, color_range)\n", " plt.colorbar(extend = 'both')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 2 }