{ "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://raw.githubusercontent.com/UIUC-iSchool-DataViz/is445_bcubcg_fall2022/main/data/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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\n", "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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"text/plain": [ "
" ] }, "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": [], "source": [ "pd.read_csv?" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "b = pd.read_csv(\"https://raw.githubusercontent.com/UIUC-iSchool-DataViz/is445_bcubcg_fall2022/main/data/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": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9.0" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b[\"Square Footage\"].min()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1753.0" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b[\"Year Constructed\"].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 Acquired\"].min()" ] }, { "cell_type": "code", "execution_count": 28, "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": 28, "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": 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
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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8862 rows × 22 columns

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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": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b2 = b.sort_values(\"Year Constructed\")\n", "b2" ] }, { "cell_type": "code", "execution_count": 30, "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": 30, "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": 31, "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": 31, "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": 32, "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": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.series.Series" ] }, "execution_count": 33, "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": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Float64Index([1753.0, 1802.0, 1810.0, 1832.0, 1837.0, 1838.0, 1839.0, 1840.0,\n", " 1841.0, 1843.0,\n", " ...\n", " 2010.0, 2011.0, 2012.0, 2013.0, 2014.0, 2015.0, 2016.0, 2017.0,\n", " 2018.0, 2019.0],\n", " dtype='float64', name='Year Acquired', length=171)" ] }, "execution_count": 34, "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": 35, "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": 35, "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": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "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": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "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": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "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": 39, "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": 39, "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": 40, "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": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "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": 42, "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": 42, "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": 43, "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": 43, "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": 44, "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": 44, "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": 45, "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": 45, "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": 46, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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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": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "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": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "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": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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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": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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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": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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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": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "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": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "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": 55, "metadata": {}, "outputs": [], "source": [ "plt.style.use(\"default\")" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1,2,3], [4,5,6])" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "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": 58, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Solarize_Light2',\n", " '_classic_test_patch',\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": 58, "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": 59, "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": 60, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "106370c8e1544846b7bf0961a8265a60", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='style', options=('Solarize_Light2', '_classic_test_patch', 'bmh', …" ] }, "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": 61, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "94413798a1e04ba499bfece9baf13545", "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": 62, "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": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Accent',\n", " 'Accent_r',\n", " 'Blues',\n", " 'Blues_r',\n", " 'BrBG',\n", " 'BrBG_r',\n", " 'BuGn',\n", " 'BuGn_r',\n", " 'BuPu',\n", " 'BuPu_r',\n", " 'CMRmap',\n", " 'CMRmap_r',\n", " 'Dark2',\n", " 'Dark2_r',\n", " 'GnBu',\n", " 'GnBu_r',\n", " 'Greens',\n", " 'Greens_r',\n", " 'Greys',\n", " 'Greys_r',\n", " 'OrRd',\n", " 'OrRd_r',\n", " 'Oranges',\n", " 'Oranges_r',\n", " 'PRGn',\n", " 'PRGn_r',\n", " 'Paired',\n", " 'Paired_r',\n", " 'Pastel1',\n", " 'Pastel1_r',\n", " 'Pastel2',\n", " 'Pastel2_r',\n", " 'PiYG',\n", " 'PiYG_r',\n", " 'PuBu',\n", " 'PuBuGn',\n", " 'PuBuGn_r',\n", " 'PuBu_r',\n", " 'PuOr',\n", " 'PuOr_r',\n", " 'PuRd',\n", " 'PuRd_r',\n", " 'Purples',\n", " 'Purples_r',\n", " 'RdBu',\n", " 'RdBu_r',\n", " 'RdGy',\n", " 'RdGy_r',\n", " 'RdPu',\n", " 'RdPu_r',\n", " 'RdYlBu',\n", " 'RdYlBu_r',\n", " 'RdYlGn',\n", " 'RdYlGn_r',\n", " 'Reds',\n", " 'Reds_r',\n", " 'Set1',\n", " 'Set1_r',\n", " 'Set2',\n", " 'Set2_r',\n", " 'Set3',\n", " 'Set3_r',\n", " 'Spectral',\n", " 'Spectral_r',\n", " 'Wistia',\n", " 'Wistia_r',\n", " 'YlGn',\n", " 'YlGnBu',\n", " 'YlGnBu_r',\n", " 'YlGn_r',\n", " 'YlOrBr',\n", " 'YlOrBr_r',\n", " 'YlOrRd',\n", " 'YlOrRd_r',\n", " 'afmhot',\n", " 'afmhot_r',\n", " 'autumn',\n", " 'autumn_r',\n", " 'binary',\n", " 'binary_r',\n", " 'bone',\n", " 'bone_r',\n", " 'brg',\n", " 'brg_r',\n", " 'bwr',\n", " 'bwr_r',\n", " 'cividis',\n", " 'cividis_r',\n", " 'cool',\n", " 'cool_r',\n", " 'coolwarm',\n", " 'coolwarm_r',\n", " 'copper',\n", " 'copper_r',\n", " 'cubehelix',\n", " 'cubehelix_r',\n", " 'flag',\n", " 'flag_r',\n", " 'gist_earth',\n", " 'gist_earth_r',\n", " 'gist_gray',\n", " 'gist_gray_r',\n", " 'gist_heat',\n", " 'gist_heat_r',\n", " 'gist_ncar',\n", " 'gist_ncar_r',\n", " 'gist_rainbow',\n", " 'gist_rainbow_r',\n", " 'gist_stern',\n", " 'gist_stern_r',\n", " 'gist_yarg',\n", " 'gist_yarg_r',\n", " 'gnuplot',\n", " 'gnuplot2',\n", " 'gnuplot2_r',\n", " 'gnuplot_r',\n", " 'gray',\n", " 'gray_r',\n", " 'hot',\n", " 'hot_r',\n", " 'hsv',\n", " 'hsv_r',\n", " 'inferno',\n", " 'inferno_r',\n", " 'jet',\n", " 'jet_r',\n", " 'magma',\n", " 'magma_r',\n", " 'nipy_spectral',\n", " 'nipy_spectral_r',\n", " 'ocean',\n", " 'ocean_r',\n", " 'pink',\n", " 'pink_r',\n", " 'plasma',\n", " 'plasma_r',\n", " 'prism',\n", " 'prism_r',\n", " 'rainbow',\n", " 'rainbow_r',\n", " 'seismic',\n", " 'seismic_r',\n", " 'spring',\n", " 'spring_r',\n", " 'summer',\n", " 'summer_r',\n", " 'tab10',\n", " 'tab10_r',\n", " 'tab20',\n", " 'tab20_r',\n", " 'tab20b',\n", " 'tab20b_r',\n", " 'tab20c',\n", " 'tab20c_r',\n", " 'terrain',\n", " 'terrain_r',\n", " 'twilight',\n", " 'twilight_r',\n", " 'twilight_shifted',\n", " 'twilight_shifted_r',\n", " 'viridis',\n", " 'viridis_r',\n", " 'winter',\n", " 'winter_r']" ] }, "execution_count": 63, "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": 64, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accent\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Accent_r\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAI2klEQVR4nO3df0hT/R4H8M90W+pigv3Q5cIyNDPIStFUwggzKJK4RIIRFnVJIrKiwjBSIYiKfMjQAjH7R0uyjOBaKZeyaVFoE6IFhlo0ykK75vy51M/948Gea23dzvGcffXx/YL9czz77v3h4Nvj2XFqmJkJAAA8zkt0AACAmQoFDAAgCAoYAEAQFDAAgCAoYAAAQVDAAACCoIABAATRqrHo0NAQOZ1ONZYGABBCr9eTj4+PomsqXsBDQ0MUEBBAg4ODSi8NACBMUFAQdXR0KFrCihew0+mkwcFBSk9PJ71er/Tyk7Jt4F+iI7i14uYe0RHc+sc/V4iO4Na/z38WHcGlsYYvoiO41fCfTaIjuNVouiM6gkvD/cP0R+of5HQ6p3YBj9Pr9VOugA3fpu4lb6NmlugIbmn1fqIjuGU0+oqO4NKYQdlfVZVkGJ4tOoJbs2ZP3e8DNUzdRgIA+JtDAQMACIICBgAQBAUMACAIChgAQBAUMACAIChgAABBUMAAAIKggAEABEEBAwAIggIGABAEBQwAIAgKGABAEBQwAIAgKGAAAEFQwAAAgqCAAQAEQQEDAAiCAgYAEAQFDAAgCAoYAEAQFDAAgCAoYAAAQVDAAACCoIABAARBAQMACIICBgAQRKvWwk6nU62lZev/NiY6glu9PCw6glsjzgHREdzq7R0UHcGlsf4h0RHc6h/oEx3BreG+qfl9MNyvTi4NM7OSC379+pXMZjP19U3dgwwAINXs2bPJbreTv7+/Ymsqfgas0Wior6+P3r9/T0ajUenlp6ze3l5auHAh5p4hMPfMnFuj0Si6rmqXIIxG44w6QOMw98yCuWEy8CYcAIAgKGAAAEG88/Ly8hRf1Nub1q1bR1qtalc4piTMjblnAsyt3NyK3wUBAAC/B5cgAAAEQQEDAAiCAgYAEAQFDAAgCAoYAEAQWQVcXFxMixcvJh8fH4qOjiaLxfLL/evr6yk6Opp8fHwoNDSUrly5IiusaFLmvn37Nm3YsIHmzZtHRqOR4uPj6cGDBx5Mqxypx3tcY2MjabVaWrlypcoJ1SF17uHhYcrJyaGQkBCaNWsWLVmyhK5eveqhtMqROnd5eTlFRUWRn58fmUwm2r17N3V3d3sorTIeP35MW7ZsoQULFpBGo6E7d+783+co0mss0Y0bN1in03FJSQnbbDbOyspig8HA7969c7l/e3s7+/n5cVZWFttsNi4pKWGdTsdVVVVSX1ooqXNnZWXx2bNn+fnz59za2sonTpxgnU7HL1688HDyyZE697ienh4ODQ3llJQUjoqK8lBa5ciZOzU1lePi4riuro47Ojr42bNn3NjY6MHUkyd1bovFwl5eXnzx4kVub29ni8XCy5cv561bt3o4+eTU1NRwTk4O37p1i4mIq6urf7m/Ur0muYBjY2M5MzNzwraIiAjOzs52uf/x48c5IiJiwrZ9+/bxmjVrpL60UFLndiUyMpLz8/OVjqYquXOnpaXxyZMnOTc3d1oWsNS57927x/7+/tzd3e2JeKqROvf58+c5NDR0wrbCwkI2m82qZVTb7xSwUr0m6RKE0+mk5uZmSklJmbA9JSWFnjx54vI5T58+/Wn/jRs3UlNTE3379k3S2boocub+0djYGDkcDgoICFAjoirkzl1WVkZtbW2Um5urdkRVyJn77t27FBMTQ+fOnaPg4GAKDw+no0eP0uDg1Py8YlfkzJ2QkEB2u51qamqImenTp09UVVVFmzdv9kRkYZTqNUl/U9fV1UWjo6MUGBg4YXtgYCB1dna6fE5nZ6fL/UdGRqirq4tMJpOUCELImftHFy5coP7+ftq+fbsaEVUhZ+43b95QdnY2WSyWafunqnLmbm9vp4aGBvLx8aHq6mrq6uqi/fv305cvX6bNdWA5cyckJFB5eTmlpaXR0NAQjYyMUGpqKl26dMkTkYVRqtdkvQn342diMvMvPyfT1f6utk91Uuced/36dcrLy6PKykqaP3++WvFU87tzj46OUnp6OuXn51N4eLin4qlGyvEeGxsjjUZD5eXlFBsbS5s2baKCggK6du3atDoLJpI2t81mo4MHD9KpU6eoubmZ7t+/Tx0dHZSZmemJqEIp0WuSTlHmzp1L3t7eP/00/Pz5808/DcYFBQW53F+r1dKcOXOkvLwwcuYeV1lZSXv27KGbN29ScnKymjEVJ3Vuh8NBTU1NZLVa6cCBA0T0ZzExM2m1WqqtraX169d7JPtkyDneJpOJgoODJ/y3hGXLlhEzk91up7CwMFUzK0HO3GfOnKHExEQ6duwYERGtWLGCDAYDrV27lk6fPj0tfsOVQ6lek3QGrNfrKTo6murq6iZsr6uro4SEBJfPiY+P/2n/2tpaiomJIZ1OJ+XlhZEzN9GfZ767du2iioqKaXlNTOrcRqORXr58SS0tLd8fmZmZtHTpUmppaaG4uDhPRZ8UOcc7MTGRPnz4MOFfcbW2tpKXlxeZzWZV8ypFztwDAwPk5TWxRry9vYnorzPCvyPFek3SW3b8120qpaWlbLPZ+NChQ2wwGPjt27fMzJydnc07d+78vv/47RqHDx9mm83GpaWl0/o2tN+du6KigrVaLRcVFfHHjx+/P3p6ekSNIIvUuX80Xe+CkDq3w+Fgs9nM27Zt41evXnF9fT2HhYXx3r17RY0gi9S5y8rKWKvVcnFxMbe1tXFDQwPHxMRwbGysqBFkcTgcbLVa2Wq1MhFxQUEBW63W77ffqdVrkguYmbmoqIhDQkJYr9fz6tWrub6+/vvXMjIyOCkpacL+jx494lWrVrFer+dFixbx5cuX5byscFLmTkpKYiL66ZGRkeH54JMk9Xj/r+lawMzS5379+jUnJyezr68vm81mPnLkCA8MDHg49eRJnbuwsJAjIyPZ19eXTSYT79ixg+12u4dTT87Dhw9/+f2qVq/h84ABAATBZ0EAAAiCAgYAEAQFDAAgCAoYAEAQFDAAgCAoYAAAQVDAAACCoIABAARBAQMACIICBgAQBAUMACDIfwESNXD3UGvMOAAAAABJRU5ErkJggg==\n", "text/plain": [ "
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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "winter\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "winter_r\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAJRElEQVR4nO3dbUhTfxsH8O902tTuBT2pZbdlWGaQlWJlRBFlUCS9iIIiKgqSiKyoMIw0CKKibip6gOjhjZZkGb2wB1+UmUVRKUQLDLXupCwsRM3MtOt+EfOva3fzd3bOfknfD4jzd86uXdd2/Dq3OW0iIiAiooAL0t0AEdHfigFMRKQJA5iISBMGMBGRJgxgIiJNGMBERJowgImINLFbUbS9vR0dHR1WlCYi0iI0NBQOh8PUmqYHcHt7O8LGDAMaWs0uTUSkTVRUFOrq6kwNYdMDuKOj42f4/ncr8C8HIADE9nOj+3TPz+jjmruG6v4+1+Clrvu0n30D6jV89o3e21Vq9KVv+FPDc71HDc/thmb3cpnoSw1v6z5mUZm9r33DWw1vtVWPtR5fm9q3x/WrUsPXceK5zUgNb8eaz+vKwLEGAGhGQ8ModHR0/NkB3M05wJoANvub4v8d0GYEsCV9e1s3MYCt+KYIyG1mYgBrOdZ6rvNY8+tYgzs0e4TyL2u/2+axJrAMn4QjItKEAUxEpAkDmIhIEwYwEZEmDGAiIk0YwEREmjCAiYg0YQATEWnCACYi0oQBTESkCQOYiEgTBjARkSYMYCIiTRjARESaMICJiDRhABMRacIAJiLShAFMRKQJA5iISBMGMBGRJgxgIiJNGMBERJowgImINGEAExFpwgAmItKEAUxEpAkDmIhIE7tllZu/AWIDBD8/A/+c7vkZfVxz11Dd3+cavNR1n/azb0C9hs++0Xu7So2+9A1/aniu96jhud3Q7F4uE32p4W3dxywqs/e1b3ir4a226rHW42tT+/a4flVq+DpOPLcZqeHtWPN5XRk41gAAzbCC6QEsIhg4cCBa//0fs0sTEWkzcOBAiIjvHRWYHsA2mw2tra14+/YtnE6n2eX/WM3NzRg1ahTn/ktw7r9zbpvN5ntnBZY9BOF0Ov+qG8iNc/9dODf5g0/CERFpwgAmItIkOC8vL8/0osHBmDNnDux2615k8Sfi3Jz7b8C5zZvbJmY/rUdERH3ChyCIiDRhABMRacIAJiLShAFMRKQJA5iISBNDAXzy5EmMGTMGDocDycnJKC8v/+3+ZWVlSE5OhsPhQFxcHE6fPm2oWd1U5r569Srmz5+PYcOGwel0YsaMGbh161YAuzWP6u3tVlFRAbvdjsmTJ1vcoTVU5/727RtycnIQGxuLAQMGYOzYsTh37lyAujWP6tz5+flISkpCeHg4oqOjsXbtWnz69ClA3Zrj3r17WLx4MUaMGAGbzYZr1675PI8puSaKLl26JCEhIXLmzBlxuVySlZUlERER8ubNG6/719bWSnh4uGRlZYnL5ZIzZ85ISEiIFBUVqV60VqpzZ2VlyYEDB+Tx48dSXV0tu3btkpCQEHn27FmAO/eP6txuTU1NEhcXJ+np6ZKUlBSgbs1jZO6MjAyZNm2alJaWSl1dnTx69EgqKioC2LX/VOcuLy+XoKAgOXr0qNTW1kp5eblMnDhRlixZEuDO/VNSUiI5OTly5coVASDFxcW/3d+sXFMO4NTUVMnMzOy1lpCQINnZ2V7337lzpyQkJPRa27Bhg0yfPl31orVSndubxMRE2bt3r9mtWcro3MuXL5fdu3dLbm5uvwxg1blv3LghgwYNkk+fPgWiPcuozn3o0CGJi4vrtXbs2DGJiYmxrEer9SWAzco1pYcgOjo68PTpU6Snp/daT09Px4MHD7ye5+HDh7/sv2DBAjx58gTfv39Xureui5G5Pf348QMtLS0YPHiwFS1awujc58+fR01NDXJzc61u0RJG5r5+/TpSUlJw8OBBjBw5EuPGjcP27dvx9evXQLRsCiNzp6Wlob6+HiUlJRARfPjwAUVFRVi0aFEgWtbGrFxT+pu6xsZGdHV1ITIystd6ZGQkGhoavJ6noaHB6/6dnZ1obGxEdHS0SgtaGJnb0+HDh/HlyxcsW7bMihYtYWTuV69eITs7G+Xl5f32T1WNzF1bW4v79+/D4XCguLgYjY2N2LhxIz5//txvHgc2MndaWhry8/OxfPlytLe3o7OzExkZGTh+/HggWtbGrFwz9CSc53tiishv3yfT2/7e1v90qnO7Xbx4EXl5eSgsLMTw4cOtas8yfZ27q6sLK1aswN69ezFu3LhAtWcZldv7x48fsNlsyM/PR2pqKhYuXIgjR47gwoUL/epeMKA2t8vlwubNm7Fnzx48ffoUN2/eRF1dHTIzMwPRqlZm5JrSXZShQ4ciODj4l5+GHz9+/OWngVtUVJTX/e12O4YMGaJy8doYmdutsLAQ69atw+XLlzFv3jwr2zSd6twtLS148uQJKisrsWnTJgA/g0lEYLfbcfv2bcydOzcgvfvDyO0dHR2NkSNHYtCgQd1rEyZMgIigvr4e8fHxlvZsBiNz79+/HzNnzsSOHTsAAJMmTUJERARmzZqFffv29YvfcI0wK9eU7gGHhoYiOTkZpaWlvdZLS0uRlpbm9TwzZsz4Zf/bt28jJSUFISEhKhevjZG5gZ/3fNesWYOCgoJ++ZiY6txOpxPPnz9HVVVV90dmZibGjx+PqqoqTJs2LVCt+8XI7T1z5ky8e/cOra2t3WvV1dUICgpCTEyMpf2axcjcbW1tCArqHSPBwcEAYPq/7/mTmJZrSk/ZyT8vUzl79qy4XC7ZsmWLREREyOvXr0VEJDs7W1atWtW9v/vlGlu3bhWXyyVnz57t1y9D6+vcBQUFYrfb5cSJE/L+/fvuj6amJl0jGKI6t6f++ioI1blbWlokJiZGli5dKi9evJCysjKJj4+X9evX6xrBENW5z58/L3a7XU6ePCk1NTVy//59SUlJkdTUVF0jGNLS0iKVlZVSWVkpAOTIkSNSWVnZ/fI7q3JNOYBFRE6cOCGxsbESGhoqU6dOlbKysu5tq1evltmzZ/fa/+7duzJlyhQJDQ2V0aNHy6lTp4xcrHYqc8+ePbv7f972/Fi9enXgG/eT6u3dU38NYBH1uV++fCnz5s2TsLAwiYmJkW3btklbW1uAu/af6tzHjh2TxMRECQsLk+joaFm5cqXU19cHuGv/3Llz57ffr1blGt8PmIhIE74XBBGRJgxgIiJNGMBERJowgImINGEAExFpwgAmItKEAUxEpAkDmIhIEwYwEZEmDGAiIk0YwEREmvwP8IMLHSOHrckAAAAASUVORK5CYII=\n", "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": 65, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1062795996364ae185e071ecba7e5efe", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='colormap', options=('Accent', 'Accent_r', 'Blues', 'Blues_r', 'BrB…" ] }, "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": 66, "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": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "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": 68, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "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": 69, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "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": 70, "metadata": {}, "outputs": [ { "data": { "image/png": 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pFiliikww033OnPFDQJGsWLsWpkwxa2euqZ9ofKQEVFwcdOhg1hF+2UcF5p/Mnw9795qjFM2b204j4uP1ehm71FyIeKjBQ0R5sv8/3wEDzN/tjRvNnHIRK4YMMbfN2rSBevX8+laZx0e+tuQ1v76XCODbJv/4Yzh61G4Wi1Rg/onzgaNzZ8iTx24Wkcz+u+2//LT3J/LF5OP+2vfn6DXi482FHzAtB1NSXAwokhXLlsHs2ebM5YgRAXnLzOMjD6ccDsh7SgRr0ACqVoVTp+Cjj2ynsUYFZiaHDsEnn5i1bo9LsBmXbOaOd6nZhSL5iuT4dfr0gbJlYccOeP11t9KJZJEzt7RrV6hWLSBv6YyPPJ56nInLJgbkPSWCeTy+IiKCt8lVYGYyYwakpkLNmlC7tu00Ij47j+5k9rrZgJnckxt585odSjCXd48fz206kSz67juYN8/0Chw6NGBv++fxkanpqQF7b4lQXbqYQvO772DLFttprFCBmYnzQUOXeyTYTFo+ibSMNP5yxV+oVapWrl/vvvugUiXYtw9e07E0CQSv1zevtFcvqFgxoG+feXzktJ+mBfS9JQKVLQtNm5p1hPbEVIH5h/Xr4YcfzBjczp1tpxHxSU1PZeJys62X3dZEF5Inj+/420svmeMhIn41dy58/715hO5skwdQbHQsjzR8BND4SAkQZ5v8/fcjcoSaCsw/OB8wmjWDUqXsZhHJbPa62ew5sYfS8aW555p7XHvd9u2hRg04csQUmSJ+k5Hhe3rZvz+UKWMlRu/6vTU+UgLnnnvMzcrNm+H//s92moBTgYn53jd5slnrco8EG6c1Ue96vYmNjnXtdaOizKQ+MNvkv//u2kuLnGv2bFi5EgoWhKeeshZD4yMloAoUgHvvNesIvOyjAhP49lvYts1MObnrLttpRHxW/b6K/9v+f8RExfBgvQddf/0774SGDeHkSXPhR8R16emQmGjWjz0GxYpZjaPxkRJQzlOrmTNN26IIogIT3weL9u3N8SCRYDFuqWlN1OaaNpQuWNr11/d4fIXlxInwmwadiNumTIFffjHj8x57zHYajY+UwPrrX6F8edNw/d//tp0moCK+wDx+HGbNMmttj0swOXjqIFN/MnNL+zd053LP+TRtCrfcYlp0BajvtUSK1FQzcxzg6aehUCGrcRwaHykBExXla00TYbfJI77AnD0bTpyAypWhUSPbaUR83ln5DqfSTlGzZE1uKHeDX9/LGQf93nvw669+fSuJJG++CVu3QunS0C93/VvdpPGRElBOgTl/PuzaZTdLAEV8gZm596XHYzeLiCPDm8H4ZeMB05rI4+e/nNdfb85jpqcHtP+1hLOTJyEpyawTEyF/frt5/kTjIyVgKlWCG24wN4qnTrWdJmAiusDctg2++casu3a1m0Uks7kb57L50GYS8ibQqUangLynUwvMmAGrVgXkLSWcjR1rWhNUqAA9ethO8z80PlICKvPoyAjpiRnRBebkyeb/zzffbM7gigQLpzXRA7UfoEBsgYC8Z61a0KGDWTuXfkVy5MgReOEFsx4+HGLda6/lFo2PlIC6916Ii4O1a2FFZHQviNgC0+v1bY/rco8Ek40HN/LFxi8A6Nugb0Dfe/hwM83qs89g8eKAvrWEk3/8Aw4ehGuuCerRaBofKQGTkACtWpl1hPTEjNgCc8kS2LDBHAtq08Z2GhGf8cnm7GWLSi2oVLRSQN/76qvNnHKAQYMiZidH3LR/vykwwZy7iI62m+ciND5SAsp5mvXBB6bDQpiL2ALT+QDRpo0ZLiESDE6knuCdVe8A/m1NdDFDhpgdzW+/ha+/thJBQtnzz5v+b3XrQuvWttNcUubxkfM2zbMdR8LZrbeaWdT798MXX9hO43cRWWCmpMD06Wat7XEJJtN+msbhlMNULFKR5pWaW8lwxRXQp49Z6ymmZMvOneZyD5jeVyHQmiPz+MiXFr1kOY2EtZgY6NLFrCNgmzwiC8w5c+DwYShb1lzwEQkGXq+Xscnmh/ND9R8iymPvf56DBpnjI8nJ8Omn1mJIqBk5Ek6fNtNLmjWznSbLBlw3QOMjJTCcnpiffQYHDtjN4mcRWWA6Hxy6dg3q40ESYb7f9j0/7vmRfDH5uL/O/VazlCwJAwaY9bPPmv6YIhe1ebNprA4h8/TSUT6h/NnxkS8vftlyGglrNWpAnTpw5ow5ixnGIq7A3LMH5s41a22PSzAZl2zmjneu0Zmi+YpaTgMDB0LhwrBmjemNKXJRw4ZBWho0b26eYIaYxxs9DsCMNTM0PlL8yyk+wnx0ZMQVmNOmmacx110HVarYTiNi7Dq2i1nrZgHQr2FwjNQrUgSefNKshwwxH7hFzmvtWpgyxaxHjrSbJYfqlq7LLVfeovGR4n+dOpnzmMnJsG6d7TR+E3EFpnpfSjCatHwSaRlp3FDuBmqXqm07zlmPPAIlSsCmTfDuu7bTSNAaMsTcBmvTBurVs50mxwY2HghofKT4WfHicPvtZh3Gl30iqsBcvdr8ExsL7dvbTiNipKanMnG5GVVnqzXRhcTHmws/YJqwp6TYzSNBKDkZZs+GqCgYMcJ2mlzR+EgJGOeyz+TJYXvIPaIKTOeDwp13QlH7R9xEAPh43cf8fvx3SsWXovU1wdc3sHdv03Fh506YMMF2Ggk6zz5rfu3SBapVs5sllzQ+UgKmZUtzDmnXrrBtOBwxBWZaGkydatbaHpdg4rQmerDug8RGB9/M5rx5YehQs37uOTh2zG4eCSILF8L8+ZAnj7nkEwY0PlICIi4OOnY06zC97BMxBea8ebB3rzn60NxO/2qR/7H699V8v+17YqJi6F2/t+04F9S9O1SuDPv2wWu6/yBgzlwOHmzWPXvClVfazeMSjY+UgHGeds2eDUeP2s3iBxFTYDrb4507mw/bIsHAaU3U+prWlClYxnKaC8uTx5zBBBgzBg4etJtHgsDcufB//2cecTvb5GFC4yMlIBo0gKpV4dQp+Ogj22lcFxEF5qFD8MknZq3tcQkWh04dYsqPprVL/wbBdbnnfNq3Nz2CjxyBlzRRL7JlZPieXj78MJQJ3g9HOaHxkRIQHo+vKAnD2+QRUWDOmAGpqeaHY61attOIGO+seodTaaeoUaIGf7niL7bjXFJUlK/F4Wuvwe+/280jFs2aBStXQsGC8NRTttP4hcZHSkB06WIKze++gy1bbKdxVUQUmM752e7dQ2p6mYSxDG8G45PHA6Y1kSdE/mLeeacZUnDqFIwebTuNWJGWZvpeAjz+OFx2md08fqLxkRIQZctC06ZmPXmy3SwuC/sCc/16WLzYzBzv3Nl2GhFj3sZ5bDq0icJxhelcI3T+Yno8Zsw0wOuvw2+aqBd5pkyBX34xheXf/247jV9pfKQERObRkWF0qSzsC0zn6WWzZlCqlN0sIg6nNdEDdR6gQGwBy2myp2lTuOUWMzoyxPtqS3adPu1rR/T001CokNU4/qbxkRIQ99xjplps2mQuzoWJsC4wMzJ8T5x1uUeCxcaDG/liwxcA9K3f13KanHGeYr77Lvz6q9UoEkhvvmkeW5cuDf362U4TEBofKX5XoADce69Zh9Fln7AuML/9FrZtg8KF4a67bKcRMSYkT8CLl+aVmlP5ssq24+TI9deb85gZGb7jeBLmTp703fJKTIR8+ezmCRCNj5SAcEZHzpxpDrmHgbAuMJ3t8fbtTas2EdtOnjnJ26veBkKjNdHFOLXGzJmwapXdLBIAY8ea1gFXXgk9ethOEzAej+fsWUyNjxS/ufFGKF/eNFx3+iqGuLAtMI8f9/Ut1fa4BItpP03jcMphKhapSPNKoT1SqmZN6NDBrMOsz7b82ZEj8PzzZj1sGMQG30hTf+pUo9PZ8ZEf/PSB7TgSjqKifE8xw2SbPGwLzNmz4cQJM96uUSPbaUTA6/Uydqm53NO3fl+io6ItJ8q94cNNh4b//AcWLbKdRvzmH/8wEyuuuSYi23GcMz5yscZHip84Beb8+bBrl90sLgjbAtP5ANCtm3pfSnBYtH0Rq/esJm9MXh6o84DtOK64+mq4/36zHjw4rDpsiGPfPlNgAiQlmU8UEcgZH7lm7xqNjxT/qFQJbrjBHG6fOtV2mlwLywJz2zb45huz7tLFbhYRh9OaqHONzhTNV9RyGvckJpod02+/ha+/tp1GXPfCC+bMUb160Lq17TTWaHykBETmbfIQ/8QelgXmlCnm/y833wwVKthOIwK7j+3mo5/NoeB+DcKrvcsVV0DfP7otDRoU8t8TJbMdO8zlHjC9qSJ8O0jjI8Xv2rWDuDhYu9aMYw1hYVdger2+7XFd7pFgMWn5JNIy0mhcrjF1StexHcd1zzwD+fNDcnLYXIAUMK0CTp+Gv/4VbrvNdhrrND5S/C4hAVq1MusQv+wTdgXmkiVmPGT+/NCmje00InAm/QwTl5v+eaHemuhCSpaERx8168RESE+3m0dcsGkTvPWWWevp5VkaHyl+5zwdmzYNUkO3LVbYFZhOwd+mDRQsaDeLCMDHv3zM7uO7KVmgJG2qhe+nnieeMB++16yB6dNtp5FcGzYM0tKgeXPzBFMAjY+UALj1VjPbev9++OIL22lyLKwKzJQU3w8255ysiG1Oa6IH6z1IbHT49g8sUgQGmql6DB1qZpVLiFq71neL1emoL2dpfKT4VUyMrx1YCG+Th1WBOWcOHD4MZctCkya204jAj3t+5L/b/ku0J5re9XrbjuN3jzwCJUqY3dV33rGdRnIsMdEcaG/b1twel3NofKT4nbNN/tlncOCA3Sw5FFYFpjMasmvXiG3VJkFm3NJxALS+pjWXF7rcchr/i483N8kBRowwuwoSYpKT4eOPzWSRESNspwlKGh8pflejBtSpY7aCQvTMUdgUmHv2+I4q6Pa4BINDpw4x5acpAPRvGJ6Xe86nd28oVw527oQJE2ynkWxz5n527Wom98h5aXyk+J1TzIToNnnYFJjTppmbq9ddB1Wq2E4jAu+uepeTZ05SvUR1/npF5FySyJvXnMEEGD0ajh2zm0eyYeFCM6YuTx7f/xPlvDQ+UvyuY0dzHjM5Gdats50m28KmwMw8GlLEtgxvBuOSzfZ4/wb98URYi5fu3aFyZXMJ8jVdtA0NXq+Z9wnQqxdceaXdPCFA4yPFr0qUgBYtzDoEn2KGRYG5erX5JzYWOnSwnUYE5m+az6ZDmygcV5jONTvbjhNwMTG+43svvQQHD9rNI1nwxRfwf/9nHkE7haZcVObxkWMWjbGcRsKSs00+eXLINRgOiwLTudxz551QNHxGPEsIc1oT3V/7fuJj4y2nsaNdO6hZE44ehRdftJ1GLiojw1dUPvwwlCljN08IccZHfr3la42PFPe1bGl6wO3aBQsW2E6TLSFfYKal+dq16XKPBIPNhzbz+YbPAXiowUOW09gTFeVrofjPf8Lvv9vNIxcxaxasWmWmUzz1lO00IaV8QnnaXdsO0PhI8YO4OHMWE0JumzzkC8x588wN8uLFzcAJEdsmJE/Ai5dmVzWj8mWVbcexqmVLc/Hu1CkzbVCCUFqa6XsJ8PjjcNlldvOEoCcaPwGY8ZHbjmyznEbCjvP0bPZssyUUIkK+wHQK+k6dzMVHEZtOnjnJWyvN/OZIak10IR6PuUkOMHEi/KbRzcFnyhT49VdTWP7977bThKTM4yNf/eFV23Ek3DRoYNrjnDoFH31kO02WhXSBeegQfPKJWWt7XILBBz99wKGUQ1RIqECLSi1sxwkKt9wCTZuafsHDh9tOI+c4fdrMHAd4+mkoVMhqnFD2RCPzFFPjI8V1Hk9I9sQM6QJz5kxITTUN72vXtp1GIp3X62Vssrnc81D9h4iO0jgph7M9/t575mGZBIk33zSPlcuUgX79bKcJac0rNdf4SPGfrl1Nofndd7Bli+00WRLSBaZTyHfvbv57F7Fp8Y7FrPp9FXlj8vJAnQdsxwkq110Hd91lLisPGWI7jQBw4gQkJZl1YiLky2c3T4jT+Ejxq7JlzVYQmJZFISBkC8z162HxYnNTtXPktRmUIOS0JupUvROX5ddFiT9LSjIfBGfOhJUrbacRxo41NySvvBIe0AciN2h8pPiVs03+/nmdXI0AACAASURBVPtmMEKQC9kC0+l92awZlCplN4vI7mO7+fDnDwHo11BbjedTs6ZvEIJzaVksOXIEXnjBrIcPN1MqJNc0PlL86p57ID4eNm0yQxGCXEgWmBkZvifEutwjweCNFW+QlpFGo7KNqFu6ru04QWv4cIiOhv/8BxYtsp0mgr38srklWa2aacEhrtH4SPGbAgWgbVuzDoHLPiFZYC5cCNu2QeHCcPfdttNIpDuTfoaJy82hfrUmurjKleH++8160KCQ2OUJP/v2wSuvmHVSkqn4xTUaHyl+5TxVmznTtC0KYiFZYDqFe/v2ZmyuiE3//uXf7Dq2i5IFStK2WlvbcYLekCFmR3bhQvjqK9tpItDzz8Px41CvntlyE9dpfKT4zY03QvnypuG606cxSIVcgXn8uK/PqLbHJRg4rYl61e1FbLTOsl1KuXLQt69Z6ylmgO3YAePGmfWoUWq/4ScaHyl+ExUF3bqZdZBvk4dcgTl7tumuUakSNGpkO41Eup/2/MR3v31HtCea3vV7244TMp55xhwnWrYs6D+Eh5eRI01z9RtvhNtus50mrGl8pPhN167m1/nzYdcuu1kuIuQKTKdg79ZNH77FvnHJ5mnQPdfcQ9lCZS2nCR0lS8Kjj5r1s89CerrdPBFh0yZ4y4wx1dNL/9P4SPGbypWhcWNz43nqVNtpLiikCsxt2+Cbb8zaKeBFbDmccpjJP5p2Bv0b6HJPdj3xBCQkwNq1MH267TQRYNgwSEuDFi3gL3+xnSYiaHyk+E3m0ZFBes4opArMKVPMf4833wwVKthOI5Hu3VXvcvLMSa4tfi03lr/RdpyQk5AATz5p1kOGmFnl4idr1viedIwcaTdLBMk8PnLS8km240g4adcO4uLMJ/QgnVwRMgWm13vuaEgRmzK8GYxPHg+Y1kQebTfmyCOPQIkSsHkzvP227TRhLDHRfBNt2xbqqk9roGh8pPhNQgK0amXWQXrZJ2QKzCVLzHjI/PmhTRvbaSTSfbnpSzYc3EChuEJ0qdnFdpyQVaAADB5s1klJQd/WLTQlJ8O//21un44YYTtNxOlYvSOl40uz69gujY8UdzlP26ZNg9Tg+/ASMgWmU6C3bg0FC9rNIuK0Jrqv1n3Ex8ZbThPaevc2rYt27oQJE2ynCUNOBd+1K1xzjd0sESguJo4B1w0AND5SXHbrrWZW9v798MUXttP8j5AoME+f9l0C0Pa42Lbl0Bb+s/4/ADzU4CHLaUJfXBwMHWrWzz0Hx47ZzRNWvv0WvvwS8uTx/ZcsAafxkeIXMTHQubNZv/++3SznERIF5pw5cPgwlC0LTZrYTiORbsKyCXjxcttVt1GlWBXbccJC9+6m88b+/fCqOrq4w+v1Pb3s1QuuvNJungiWkDeBnnV6AhofKS5znrrNmQMHDtjN8ichUWA62+Ndu2psrth18sxJ3lzxJqDWRG6KifEdDxwzBg4etJsnLHz+OSxaBPnymWajYtWj1z96dnzkyt3BeetXQlCNGlCnjmnDEWT93oK+wNyzx3e0wJmOJGLL9DXTOZRyiPKFy3N75dttxwkr7dpBzZpmxO6LL9pOE+IyMnxF5cMPQ+nSdvPIOeMjxyzWU0xxUeaemEEk6AvMadPMlI+GDaFqVdtpJJJ5vV7GLjWXex5q8BDRUXqc7qaoKF+Lxn/+E3bvtpsnpH30EaxaBYUK+ZqNinUaHyl+0bGj2QZKToZ162ynOSvoC0z1vpRg8cOOH1j5+0ryxuSlR50etuOEpZYt4frrTbui0aNtpwlRaWmmcz3A44/DZZfZzSNnaXyk+EWJEmZCFwTVZZ+gLjBXrzb/xMZChw6200ikc1oTdazekcvy64e2P3g8vsJy4kTYutVqnNA0eTL8+qspLJ2B7xI0ND5S/MJ5Cjd5stn2DQJBXWA6hfidd0LRonazSGT7/fjvfLj2QwD6NehnOU14a9IEmjY1Z9bVFzybTp+G4cPN+plnzBa5BBWNjxS/aNkSihQxDYUXLLCdBgjiAjMtzTc6V9vjYtsby9/gTMYZri97PfXK1LMdJ+yNGmV+fe89+OUXu1lCyhtvwG+/QZky8JB6tAYjjY8Uv4iLM2cxIWgu+wRtgTlvnrlBXrw4NG9uO41EsjPpZ5i4fCKg1kSBct11cNdd5jK0c5xQLuHECd8tqcRE055IgpLGR4pfOK12Zs827TgsC9oC0ynAO3UyQyhEbPnk10/YeWwnxfMXp221trbjRIykJHMm88MPYaXaBl7a2LHmU3nFivDAA7bTyEVofKT4RcOGUKWKuSU5a5btNMFZYB46BJ9+atbaHhfbnNZED9Z7kLiYOMtpIkfNmr4dH/UJv4TDh+GFF8x62DBzM1KCmsZHius8nqDqiRmUBebMmeaseo0aULu27TQSydbsXcPC3xYS7Ymmd73etuNEnOHDzfSuzz+H//s/22mC2D/+YT6ZV6tmtn0k6Gl8pPhF166m0Fy4ELZssRolKAvMzL0vPR67WSSyjVs6DoBWVVtRrnA5y2kiT6VKvt3eQYPMeG35k717TYEJ5lyB5umGDI2PFNeVLWvacIBpWWRR0BWY69fD4sVmqoc+iItNh1MO8/6PpleWWhPZk5hodny/+w6+/NJ2miD0/PPmgk+9enDPPbbTSDZofKT4hXPZ5/33rX4qD7oC0+l92ayZxueKXe+teo+TZ05SrXg1bq5ws+04EatcOV/HncGD9RTzHDt2wPjxZj16tLZ8QpDGR4rrWreG+HjYtAkWLbIWI6gKzIwM3xNdXe4RmzK8GYxfZn5w92/QH49+cFv1zDNQoAAsWwb//rftNEEkKckcWL/xRrj1VttpJAcyj4987YfXbMeRcFCgALT9o+OJxcs+QVVgLlwI27ZB4cJw992200gk+2rzV6w/sJ5CcYXoWqur7TgRr0QJ39TDxMSgmYRm18aN8PbbZj1qlJ5ehjBnfOSkFZM0PlLc4TylmzHDtC2yIKgKTKfQbt8e8ua1m0Uim9OaqHut7sTHxltOIwBPPAEJCbB2LXyg3tSmHVFaGrRoAX/5i+00kgvNKzXn2uLXanykuOfGG6F8edNw/ZNPrEQImgLz+HH46COzds6nitiw5dAWPlv/GQAPNdC4vWCRkABPPmnWQ4eaWeURa80amDbNrJ3pPRKyPB7P2bOYGh8proiKMi2LwNo2edAUmLNnm4uQlSpB48a200gke33Z63jxcmvFW6larKrtOJLJI4+Y7fLNm327wxEpMdHcdrr3Xqhb13YacYHGR4rrnKd18+fDrl0Bf/ugKTCd2+Pduukokdhz6swp3lz5JgD9G2rueLApUMDcJAcYMcLa0SK7li41N52iosx/CRIWND5SXFe5snlil5Hh2/EIoKAoMLdvhwULzLqr7lOIRdPXTOfgqYOUL1yeOyrfYTuOnEfv3qZ10a5dMGGC7TQWOHMzu3WDqnrCHk40PlJcl3l0ZIA/tARFgTl5svm/++aboUIF22kkUnm9XsYmm8s9fev3JTpKE1GCUVycud8C8NxzcOyY1TiB9e23ptt8njzmIKqEFY2PFNe1a2e+aa5ZAysDOy3KeoHp9frOn+pyj9i0ZOcSVuxeQVx0HD3q9rAdRy6iWze4+mrYvx9efdV2mgDxen3nAx58UJ/Gw5TGR4qrEhJ8fR8DfNnHeoG5ZIkZD5k/v68vqIgNTmuiDtU7UCx/Mctp5GJiYnzHD8eMgQMH7OYJiM8/N1M58uXzFZoSdjQ+UlznbJNPmwapgetQYL3AdC73tG4NBQvazSKRa8/xPcxcOxPQ5Z5Qce+9UKuWafP24ou20/hZRoavqHz4Yc3RDXMaHymuuu02KFXKbPnMnRuwt7VaYJ4+DdOnm7VGQ4pNb654kzMZZ7ju8uuoX6a+7TiSBVFRvhaQ//oX7N5tN49fffQRrF4NhQr5moFK2NL4SHFVTAx07mzWAdwmt1pgzpkDhw5B2bLQpInNJBLJ0jLSmLDMXEfW08vQcscd0KiRaVc0apTtNH6Slmb6XgI8/jhcdpndPBIQGh8prnKe4s2ZE7AzRVYLTKeQ7tIFonVhVyz55JdP2HlsJ8XzF+feavfajiPZ4PH4CstJk2DrVqtx/GPyZHNQvVgx+PvfbaeRANH4SHFVjRpQu7YZgeZsHfuZtQJzzx744guz1va42OS0JupVtxdxMXGW00h2NWkCf/ub+b45fLjtNC47fdrXk+npp3VQPYJofKS4LnNPzACwVmB+8AGkp0PDhuoVLPas3buWb7d+S5Qnij71+9iOIznkPMV8/31Yt85uFldNmgTbtkGZMvDQQ7bTSIBpfKS4qlMncx4zOTkg3yitFZhOAa2nl2LTuORxALSq2opyhctZTiM51bChafWWkRFG/cdPnPBVzkOGmPZEElHiYuJ45LpHAI2PFBeUKAEtWpi108LHj6wUmD/+CKtWmWEUHTrYSCACR1KO8P5q8z+yfg36WU4juZWUZM5kfvhhwAdW+Me//mXOElWsCA88YDuNWNKnfp+z4yPnb5pvO46EOuep3uTJZhvZj6wUmM7TyzvvhKJFbSQQgfdWv8eJMye4ptg1NKmgNgahrkYN6NjRrJ1x3SHr8GFfc8/hw82ncYlImcdHvrToJctpJOS1bAlFisDOnbBggV/fKuAFZloaTJ1q1toeF1syvBlnt8f7N+yPx+OxnEjcMHy46Ujx+efw/fe20+TCyy+bHm7VqvmqZolYGh8promL820d+/myT8ALzPnzza5P8eK+owAigfb15q9Zf2A9BWML0rVmV9txxCWVKvl2kwcPNuO7Q87evfDKK2Y9cqR6uMk54yNfXvyy5TQS8pyne7Nnw7FjfnubgBeYTsHcqZN2fcQepzVR91rdKRin1i/hJDHRfEj/7jv48kvbaXLg+efNBZ/69aFVK9tpJEg4LYumr5mu8ZGSOw0bQpUqZkLFRx/57W0CWmAeOgSffGLW2h4XW7Ye3sqcX+cA0K+hLveEm3LloG9fsw65p5g7dsD48WY9apS5tSSCxkeKizyegPTEDGiBOXOm6RvsNJQXseH1Za/jxcvfKv6NqsXUhDUcPfMMFCgAy5bBv/9tO002JCWZb5I33QS33mo7jQQZjY8U13TpYgrNhQthyxa/vEVAC0ynUO7WTR/MxY5TZ07x5oo3AbUmCmclSvimKj77rN+7cbhj40Z46y2z1tNLOQ+NjxTXlCsHt9xi1pMn++UtAlZgrl8PixdDVBR07hyodxU514y1Mzhw6gBXFL6Clle3tB1H/OjxxyEhAX7+2UwOC3rDhplK+Pbb4YYbbKeRIKTxkeIqZ5v8/ff9cpYoYAWmUyA3awalSwfqXUV8vF4vY5eayz196/clJirGciLxp4QEeOopsx46FFKD+WfxTz/BtGlmPXKk3SwS1DQ+UlzTujXEx8OmTbBokesvH5ACMyPDN5VIl3vElqU7l7J893LiouPoUaeH7TgSAA8/DCVLwubN8PbbttNcRGKieYJw771Qp47tNBLEND5SXFOgALRta9Z+uOwTkAJz4ULYtg0KF4a77grEO4r8L6c1Ufvq7SleoLjlNBIIBQqYm+Rg7s+cOmU3z3ktXWraa0RFwYgRttNICND4SHGN89RvxgzXv0EGpMB0CuN27SBfvkC8o8i59p7Yy8y1MwHo36C/5TQSSA8+CFdcAbt2+ToABRWnAu7WDaqqq4FcmsZHimtuvBHKl4ejR319JF3i9wLz+HFfH09tj4stb654k9T0VBpe3pAGlzewHUcCKC7OnMEEeO458300aHzzDXz1lZk64YQUyQKNjxRXREVB1z+m2TlnGd16aVdf7Tw+/tgMpahUCRo39ve7ifyvtIw0JiybAOjpZaTq1g2uvhoOHIBXX7Wd5g9er+/p5YMPQoUKVuNIaNH4SHFNt27m13nzYPdu117W7wWmel+KbZ/++ik7ju6gWP5i3HvtvbbjiAUxMb7jjWPGmELTuv/8x/Ruy5fPV2iKZMPjjR4HND5ScqlyZfMEMCMDpk517WX9WmBu3w4LFpi18wRWJNCc1kS96vYib0xey2nElnvvhVq14NgxePFFy2EyMkwHeIBHHlHvNsmRemXq0aRCE42PlNzLPDrSpc4Efi0wJ082OW+6Sbs/YsfP+37mm63fEOWJok/9PrbjiEVRUWZADsC//uXqTlD2ffghrF4NhQrBk09aDCKhbmDjgYDGR0outWtnDqyvWQMr3TnT67cC0+v1bY/rco/YMm7pOADurnI3VxS+wnIase3226FRI9ONwyk2Ay4tDYYMMesnnoCiRS0FkXCg8ZHiioQEuPtus3bpso/fCsylS814yPz5fX08RQLpSMoR3lttPuVo7riAOQc+erRZT5oEW7ZYCPH+++abY7Fi8OijFgJIONH4SHGN8zRw2jQ4cybXL+e3AtN5etm6NRQs6K93Ebmw91e/z4kzJ6harCq3XHmL7TgSJG6+Gf72N/P9c/jwAL/56dO+N33mGX1zFFdkHh85fc1023EkVN12G5QqBfv2wRdf5Prl/FJgnj4N0//4O67tcbHB6/UyLtlsj/dv0B+PWhhIJs72+OTJsG5dAN940iQz1qxMGejbN4BvLOHsnPGRizQ+UnIoJgY6dzZrF0ZH+qXAnDMHDh2Cyy+HJk388Q4iF/f1lq/59cCvxMfG07WWWhjIuRo2hFatzGVu5zik3504ASNHmvWQIRprJq5yxkf+tPcnjY+UnHN6Ys6Zk+t+bn4pMJ3Ct2tXiI72xzuIXJzTmqh7re4UiitkOY0Eo6Qkcybzo49gxYoAvOG//gV790LFivDAAwF4Q4kkGh8prqhZE2rXNmeIpufuuIXrBebevb6te22Piw2/Hf6NOevnALrcIxdWvTp06mTWTktKvzl8GF54wayHDzejIUVcpvGR4gqneMvlbXLXC8xp0yA93WxBVa3q9quLXNrry14nw5tB0yubck3xa2zHkSA2bJjZZfniC/j+ez++0Zgxpsi89lro2NGPbySRTOMjxRWdOpnzmEuXwi+/5PhlXC8w1ftSbEpJS+GNFW8Aenopl1apEvToYdaDBrk2wOJce/f6BqAnJenckPiVxkdKrpUoAS1amHUuLvu4WmD++COsWmV2f9q3d/OVRbJmxpoZHDh1gHKFynFnlTttx5EQkJhoBlj8978w3x93I557zlzwqV/f3CwS8SONjxRXOJd9Jk8229I54GqB6RS6d94Jl13m5iuLZI3Tmqhv/b7ERMVYTiOhoGxZeOghsx482OWnmNu3w4QJZj16tLlVJOJnGh8puXbnnVCkCOzcCQsW5OglXCsw09Jg6lSz1va42LB051KSdyUTGx1Lz7o9bceREPLMMxAfD8uXw8cfu/jCSUmmMfBNN5nu7iIB0LxSc6oVr6bxkZJzcXHQoYNZ5/Cyj2sF5vz5sGcPFC/u27oXCSSnNVH7a9tTvEBxy2kklBQv7pvamJiY4x2hc23cCG+/bdajRunppQSMx+PhiUYaHym55DwtnD0bjh3L9pe7VmA62+OdOqkDhwTe3hN7mbF2BgD9G/a3nEZC0eOPmx2hn3823TBybehQU6nefjvccIMLLyiSdZ1qdNL4SMmdhg2hShU4edI0DM4mVwrMQ4fgk0/M2jkXKhJIb614i9T0VBqUaUDDyxvajiMhKCEBnnzSrIcOhdTcPPT56Sf44AOzdqb3iASQxkdKrnk8vqIuB7fJXSkwZ840x4yqV4c6ddx4RZGsS8tIY8Iyc5FCTy8lNx5+GEqWhC1bfLvbOZKYaG4LtWunb4piTe96vSmQp4DGR0rOde1qCs2FC803xmxwpcB0zn92765jRhJ4c36dw/aj2ymWv9jZJsMiOVGggG+qT1ISnDqVgxdZssRs6URFmak9IpYUyVeEXnV7ATBm8RjLaSQklSsHt9xi1lOmZOtLc11gbtoEixaZ76WdO+f21USyb2yyudzTs05P8sbktZxGQl2vXnDFFbBrF4wfn4MXcCrU7t01zkysc8ZHfrX5K42PlJzJPDoyG0ctcl1gOseMmjWD0qVz+2oi2bNu3zoWbFlAlCeKPvX72I4jYSAuzoyQBNMj/ejRbHzxggXw1VfmpuOQIf6IJ5ItGh8puda6tdne2bjRPFHMItcKTF3uERucxup3Xn0n5RPKW04j4aJrV3N58sABeOWVLH6R12s6tQP07g0VKvgrnki2ZB4fuf3IdstpJOQUKABt25p1Ni775LrA3LEDCheGu+/O7SuJZM/R00d5b7X5y67LPeKmmBgYMcKsX37ZFJqX9J//wA8/QL58vkJTJAhkHh/56g+v2o4jocjZJp8xI8uH01255NOunfmeKhJIk1dP5njqcapcVoWmVza1HUfCTNu2ULu26S/8wguX+MMZGb6i8pFHoFQpv+cTyQ6Nj5RcuekmKF/enBn6/PMsfYkrBaZGQ0qgeb3es5d7+jfsj0ftC8RlUVG+FpZjx5pLPxf04Yfw449QqJCvmaZIENH4SMmVqChzdgiyPIki1wXmlVdC48a5fRWR7FmwZQG/7P+F+Nh4utXSAWDxj9tvN9/fTp0y0x7PKy3N9L0EeOIJKFo0YPlEskrjIyXXnMs2X3+dpT+e6wKzQwf1vpTAc55edqvZjUJxhSynkXDl8fgKy0mTLtBn+L33YMMGKFbMN9BcJAhpfKTkSuXK0KhRllsV5brA7Ngxt68gkj3bjmzj018/BaBfw36W00i4u/lmuPVW86Dyf/qmnz7t+5fPPAMFCwY6nkiWaXyk5Fo2zkTmusAsr84wEmCvL3udDG8Gt1x5C9WKV7MdRyKAcxZz8mRYty7Tb0ycCNu3w+WXQ9++VrKJZIfGR0qutG8PsbFZ+qOuXPIRCZSUtBTeWPEGAP0a6OmlBEbDhtCqlbksfrZ/+okTvv3zIUPUSkNCgsZHSq4kJMDatVn6oyowJaTMXDuT/Sf3U7ZQWe6qcpftOBJBkpLMmcyPPoIVK4B//hP27oWrroL777cdTyTLBlw/QOMjJedKlMjSH1OBKSHFmdzTt35fYqJiLKeRSFK9OnTqZNbPPnUGXnzR/Ifhw81oSJEQUSGhAvdeey+g8ZHiPyowJWQs3bmUpTuXEhsdS8+6PW3HkQg0bJiZ8vPFV3n47+HqcO21ppWGSIhxWhZpfKT4iwpMCRnO08t217ajRIGsPaIXcVOlSvBARzMmbTCj8CaNhOhoy6lEsk/jI8XfVGBKSNh3Yt/Zvm39G2juuNiTGPsCcaTwX25kfr67bccRybEnGpunmBofKf6gAlNCwlsr3yI1PZX6ZerT8PKGtuNIpNq+nbKTn6Mf5mn64Gc9We05LBJ0WlRqcXZ85BvL37AdR8KMCkwJemkZaUxYNgEwrYk0d1ysSUqC1FSebvxf4uO9LF8OH39sO5RIzmh8pPiTCkwJep+t/4xtR7ZxWb7LaH9te9txJFJt2ABvvw1A8Zee5O9/Nx90nn0W0tNtBhPJOWd85M5jOzU+UlylAlOCnnO5p2fdnuTLo2bWYsnQoaaSvOMOaNyYxx+HIkXMZJ+pU22HE8kZjY8Uf1GBKUFt3b51fLX5K6I8UfSp38d2HIlUP/4I0/94uvPH3MjCheGpp8y/GjYMUrW7KCFK4yPFH1RgSlAbnzwegJZXt6RCQgW7YSRyJSaC1wvt2kHt2mf/df/+UKoUbNkCb71lMZ9ILmh8pPiDCkwJWsdOH+O91e8Bak0kFi1ZAp9+ClFRMGLEOb9VoAAMHmzWSUlw6pSFfCIuyDw+ctXvq2zHkTCgAlOC1uQfJ3Ms9RhVLqtC04pNbceRSOVUkN27Q5Uq//PbvXpB+fKwezeMGxfgbCIuyTw+cswiPcWU3FOBKUHJ6/UydulYwLQmivLor6pYsGABfP21mTU+dOh5/0hcnO+3nnsOjh4NYD4RF2l8pLhJP7UlKH2z9RvW7V9HgTwF6Farm+04Eom8Xt/Ty969zWPKC+ja1TzcPHgQXnklQPlEXKbxkeImFZgSlJynl91qdaNw3sKW00hE+uwz+OEHyJfPV2heQEyMOYMJ8PLLcOBAAPKJ+IHGR4pbVGBK0Nl2ZBuf/PoJYLbHRQIuI8N0UAcYMMBcFb+ENm3MBfNjx+CFF/ycT8RPND5S3KICU4LOxGUTyfBm0KRCE64tca3tOBKJZs40vS8LFYKBA7P0JVFRMGqUWf/rX7Brlx/zifiJxkeKW1RgSlBJSUth0opJgJ5eiiVpaTBkiFkPHAhFi2b5S1u0gMaNISXlbD92kZCj8ZHiBhWYElQ+XPsh+0/up2yhstxd9W7bcSQSvfeemTterJjZHs8GjwdGjzbrN96AzZv9kE/EzzQ+UtygAlOCijN3vE+9PsRExVhOIxHn9GkYPtysBw2CggWz/RI33QS33moehDovJRJqND5ScksFpgSN5J3JLNm5hDxReehZt6ftOBKJJk6E7dvh8suhb98cv4xzFnPKFPj5Z5eyiQRQkXxFzn4f1vhIyQkVmBI0nKeX7a5tR8n4kpbTSMQ5ccJXGQ4ZAnnz5vilGjSAe+4xl9Gd45wioebR6x/V+EjJMRWYEhT2n9x/9jB5/4aaOy4W/POfsHcvXHUV3H9/rl8uKcmcyZw1C5YvdyGfSIBpfKTkhgpMCQpvrXiL0+mnqVe6Htddfp3tOBJpDh2CF1806+HDzWjIXLr2Wujc2aydlpoioUbjIyWnVGCKdekZ6YxfNh4wrYk8Ho/lRBJxxoyBw4ehenXo0MG1lx02zEz5mTsX/vtf115WJGAyj498bclrtuNICFGBKdZ9tv4zth3ZRtF8RelQ3b0f7iJZsmcPvPbHD86kJIiOdu2lr7oKevQw60GDzHhzkVBzdnzk8kkcSTliOY2EChWYYp1zuadnnZ7ky5PPchqJOM89Zy74NGgAd7vfezUxEeLi4PvvYd48119exO+c8ZHHUo8xCEL+eAAAIABJREFUafkk23EkRKjAFKt+2f8LX27+Eg8e+jbIeVsYkRzZtg0mTDDr0aPNrRyXXX459PtjKNXgwXqKKaFH4yMlJ1RgilXjk83Zy5ZXt6RCQgW7YSTyJCVBaircfDM0beq3t3n6aYiPhxUrYPZsv72NiN9ofKRklwpMsebY6WO8u+pdQK2JxIING+Cdd8x61Ci/PL10FC8Of/+7WScmQnq6395KxC80PlKySwWmWDPlxykcSz3G1Zddzd8q/s12HIk0Q4eaSu+OO6BxY7+/3eOPQ5EisG4dTJ3q97cTcZ3GR0p2qMAUK7xeL2OTxwKmNVGUR38VJYB+/BE++MCsR44MyFsWLmy2ysHUtqk6xiYhRuMjJTv0U12s+Hbrt/y872cK5ClA91rdbceRSJOYaH5t3x5q1w7Y2/bvD6VKwdat8NZbAXtbEddofKRklQpMscJ5etm1ZlcK5y1sOY1ElB9+gE8/hagoM7UngPLn9031SUqCkycD+vYiuabxkZJVKjAl4LYf2c4nv3wCQL+G/SynkYgzeLD59b77oEqVgL99r15Qvjzs3g3jxgX87UVyTeMjJStUYErATVw+kXRvOjeVv4nqJarbjiOR5OuvYcECM2t8yBArEWJjzQhJgOefh6NHrcQQyTGNj5SsUIEpAXU67fTZSRBqTSQB5fX6nl726WMeI1rSpYt5eHrwIPzjH9ZiiOSYxkfKpajAlID66OeP2HdyH5cXvJy7q7g/lk/kgj77DJYsgXz5zGBwi2JizBlMMAXm/v1W44hkW/NKzTU+Ui5KBaYElHO5p0/9PuSJzmM5jUSMjAzf7ZoBA8xVbsvatIE6deDYMXjhBdtpRLInyhOl8ZFyUSowJWCW7VrGDzt+IE9UHnrV7WU7jkSSmTNN78vChWHgQNtpAHOJ3WnBOXYs7NplN49Idml8pFyMCkwJmHHJ5srsvdfeS8n4kpbTSMQ4c8bX9/KJJ6BoUbt5MmnRAm64AVJSAtbvXcQ1Gh8pF6MCUwLiwMkDfPCTmZzSv4Eu90gAvfcebNxoBoIPGGA7zTk8HjMGHeCNN2DzZrt5RLIr8/jILzd/aTuOBBEVmBIQb618i9Ppp6lbui7Xl73edhyJFCkpMGKEWT/zDBQsaDfPedx0E9x2G6SlBbzvu0iuZR4f+dKilyynkWCiAlP8Lj0jnfHJ4wEzd9zj8VhOJBFj4kTYvh3KloW+fW2nuSDnKebkyfDzz3aziGSXxkfK+ajAFL/7z4b/8NuR3yiarygdq3e0HUcixfHjMHq0WQ8ZAnnz2s1zEfXrwz33mFadlvq/i+RY5vGRLy9+2XIaCRYqMMXvnMs9Per0IF+efJbTSMT45z9h71646iozFjLIJSWZM5mzZsGyZbbTiGSPxkfKn6nAFL/6df+vzN80Hw8e+tYP3i1KCTOHDsGLL5r1iBFmNGSQu/Za6NzZrJ2WnSKhwhkfmZaRpvGRAqjAFD9zzl7ecfUdXFnkSstpJGKMGQNHjkD16tChg+00WTZsmJnyM28efPed7TQi2aPxkZKZCkzxm+Opx3l39buAWhNJAO3ZA6++atYjR5qO5iHiqqugp7mQy+DB5kymSKjQ+EjJLHS+80rImfLjFI6ePkrlopW59apbbceRSPHcc3DyJDRsCHfdZTtNtj37rLmP9P335kmmSKjQ+EjJTAWm+IXX62XsUjN3/KEGDxHl0V81CYBt22DCBLMeNcrcmgkxl18O/fqZ9aBBZoy6SKjoVKMTpeJLaXykqMAU/1j420LW7ltL/jz5ua/2fbbjSKQYMQJSU6FJE2ja1HaaHHv6aYiPh5UrYfZs22lEsi4uJo5HGmp8pKjAFD9xWhN1rdmVhLwJltNIRFi/Ht5916xD9Omlo1gxeOwxs05MhPR0u3lEsqNP/T4aHykqMMV9O47u4ON1HwNmco9IQAwdaiqxli2hUSPbaXLtscegaFH45ReYMsV2GpGs0/hIARWY4gcTl00k3ZvOjeVvpEbJGrbjSCRYvRqm/3HeKynJbhaXFC4MTz1l1sOGmZ1/kVCh8ZGiAlNcdTrtNJNWmPYUak0kAZOYaH5t3x5q17abxUX9+0OpUrB1K7z5pu00Ilmn8ZGiAlNcNWvdLPae2EuZgmVoVbWV7TgSCX74AebMgehoc8knjOTP75vqM3Kk6b4kEio0PjKyqcAUVzmtifrU60Oe6OAfzydhYPBg82v37nD11Xaz+EGvXlChAuzeDePG2U4jknUaHxnZVGCKa5bvWs7iHYvJE5WHXvV62Y4jkeDrr2HBAoiNhSFDbKfxi9hYc38J4PnnzQRMkVCh8ZGRSwWmuMZpTdS2WltKxZeynEbCntfre3rZuzeUL283jx916QJVq8LBg/DKK7bTiGSdxkdGLhWY4ooDJw/wwZoPAOjfUJd7JADmzIElS8xBxUGDbKfxq5gY3+X4l1+G/fvt5hHJKo2PjFwqMMUVb698m5S0FOqUqkOjsqHfg1CCXEaG7/bLgAHmqnWYa90a6tSB48fhhRdspxHJuszjI2esmWE7jgSICkzJtfSMdMYvGw+YxuqeEJ6gIiFixgz46SfTLHLgQNtpAiIqygwoAhg7FnbutJtHJKsyj498adFLGh8ZIVRgSq59vuFzth7eSpG8RehYo6PtOBLuzpzxXegZOBCKFLGbJ4CaN4cbboCUFNO2SCRUaHxk5FGBKbnmXO7pUacH+fPkt5xGwt5778HGjVC8uNkejyAeD4webdZvvgmbN9vNI5JVGh8ZeVRgSq6sP7CeeZvm4cFD3wZ9bceRcJeSAsOHm/WgQRAfbzePBTfeCM2aQVqaGSEpEio0PjKyqMCUXBmfbM5e3l75dioWqWg5jYS9iRNhxw4oWxb69LGdxhpne3zKFFi71m4WkazS+MjIogJTcux46nHeXfUuoNZEEgDHj/tuuQwZAnnz2s1jUf365la51xu2/eUlTD3e6HFA4yMjgQpMybGpP07lyOkjVCpaiduuus12HAl3r70G+/ZBpUpw332201g3YoQ5kzl7NixbZjuNSNbUL1OfmyvcrPGREUAFpuSI1+tlbLKZO/5Q/YeI8uivkvjRoUPw0h8XA4YPhzyac3/ttWbCD/hagoqEgoGNTWsxjY8Mb6oKJEe+++071uxdQ/48+bmv9n2240i4e+klM4S7Rg3o0MF2mqAxbJiZ8jNvHnz3ne00Ilmj8ZGRQQWm5IjTmqhLjS4UyRc5fQjFgj17zPY4mHmJUfq25ahYEXqazi8MHmzOZIoEuyhP1NmzmBofGb70nVqybefRncxeNxuAfg37WU4jYW/0aDh5Eho2hLvusp0m6Dz7rLnv9P33MHeu7TQiWdO5RmeNjwxzKjAl2yYun0i6N52/XvFXapasaTuOhLNt2+D118169Ghzq0XOcfnl0O+Pz3mDB5sx7SLBTuMjw58KTMmW1PTUs2dm1JpI/G7ECEhNhSZNoGlT22mC1tNPm57zK1eaW+UioUDjI8ObCkzJllk/z2LPiT2Uji/NPVXvsR1Hwtn69fDuu2bt9L+U8ypWDB57zKwTEyE93W4ekazIPD5yzKIxltOI21RgSrY4rYl61+tNnmi1ihE/GjrUVEotW0KjRrbTBL3HHoOiReGXX8yEH5FQ4IyP/HLzlxofGWZUYEqWrdi9gkXbFxETFcOD9R60HUfC2erVMH26WTtzEeWiChc2W+Vg2hel6mKuhACNjwxfKjAly8YtNa2J2lZrS+mCpS2nkbCWmGh+7dABatWymyWE9OsHpUrB1q3w5pu204hkjcZHhicVmJIlB08dZNqaaQD0b6DLPeJHixfDnDkQHW2m9kiW5c/vq82Tkkx3J5Fgp/GR4UkFpmTJ2yvfJiUthVola9G4XGPbcSScDR5sfr3vPrj6aqtRQlHPnlChAvz+O4wdazuNSNZofGT4UYEpl5Sekc745PGAaU3kUS9C8Zevv4ZvvoHYWBgyxHaakBQba85gArzwgpmwKRLsND4y/KjAlEuau3EuWw5vISFvAp1qdLIdR8KV1wuDBpl1nz5wxRV284SwLl3gmmvg4EH4xz9spxG5NI2PDD8qMOWSnNZEPer0IH+e/JbTSNiaMweWLjUHCZ1CU3IkOtr0qAdTYO7fbzePSFZofGR4UYEpF7XhwAbmbpyLBw996/e1HUfCVUaG7+zlgAFQsqTdPGGgdWuoWxeOH4fnn7edRuTSND4yvKjAlItyzl62qNzi/9u79+Co6ruP45+9sIDcwXKrWFG0EyyoIIoVfGZwRmCmdkboU63oIFhBwTpo8QZIMCDawaJ2uIg3cAqKVkXbeqmXGa2Kz0NKDRerPAKtCgrqEOQSLtlknz9+u+yGnGxi8kt+55x9v2acnPnl7O4nF8kn2T2/r07reprjNAit1aulzZvNZo633uo6TShEo9ktRBctknbudJsHaAjGR4YHBRN1Onj0oJaXLZfE1kRoRpWVZmqPZMplly5u84TIqFHSsGHSkSPsV49gYHxkeFAwUadVm1bpuyPf6bQup2lkv5Gu4yCsVqyQtm6VfvAD8/Q4rIlEpPnzzfFjj0nbt7vNAzQE4yPDgYIJT6lUSovWmYt7pgyZomiEbxU0g8OHs1ejzJghtW/vNk8IDR8ujRwpJZPZ7YsAP2N8ZDjQGuDp3c/f1aavN6ltvK0mnD3BdRyE1cMPSzt2SCedZLYmQrO45x7zduVK6aOP3GYBGoLxkcFHwYSnxaVm7vhVA69Sl7a8Jg7N4MCB7PO3xcVSmzZu84TY4MHmqvJUKjtKEvAzxkcGHwUTtezct1MvfPyCJGnqkKmO0yC0HnpI+uYbqV8/afx412lCb+5c85rMNWuk0lLXaYD6MT4y2CiYqOWR9Y8oWZ3UsJOH6ayeZ7mOgzAqL5cWLDDHJSVSq1Zu8xSA/v2lq682x7Nmuc0CNETu+MhH//mo6zj4niiYqOFo1VEtW79MElsToRktWGCGZA8YIF1+ues0BaO4WIrHpddfl955x3UaIL/c8ZEP/s+DjI8MGAomanjh4xe0++Bu9WrfS5cVXeY6DsJo1y7z9LhkNmeM8s9QSzn1VOm668zxzJnmNZmAnzE+Mrj4lx01ZLYmmjR4khKxhOM0CKV775UqKqTzz5cuvdR1moIza5a5nur996XXXnOdBsgvd3zk/R/cz/jIAKFg4piyXWV6/4v3FY/GNWnwJNdxEEaffWa2JpLM3jmRiNs8Bah3b+nG9KtfZs40Y+ABP8uMj9y4eyPjIwOEgoljFq8zWxONLRqr3h16O06DUCopkY4elUaMkC6+2HWagnX77VKHDtKHH0rPP+86DZAf4yODiYIJSdKeQ3u0atMqSdKN53FxD5rBli3Sk0+a48zO33DixBOlW24xx7Nnmyk/gJ9NGzpN0UhUb2x/Qxt2bXAdBw1AwYQkafmHy3UoeUgDewzUhX0udB0HYVRcLFVVmdddDh3qOk3Bu+UWqWtX6ZNPzIQfwM9O6XyK/ru/GR95/wf8FTMIKJhQdapaS/6xRJLZmijC6+Jg24YN0jPpK0DnznWbBZKkjh2lO+4wx3PmSEeOOI0D1Gv6T6dLYnxkUFAwode2vqbt5dvVuU1nXTngStdxEEaZnb2vuEI6i837/WLqVKlXL3Pt1WOPuU4D5Mf4yGChYOLY1kQTz56odol2jtMgdD74QPrrX6VYTLr7btdpkOOEE7Ldf948s3sU4GfTLzB/xWR8pP9RMAvc1j1b9erWVyVJNwy5wXEahE4qJc2YYY6vuUY64wyncVDbr38tnXKK2f9+0SLXaYD8Rp8+mvGRAUHBLHBLSs1rL0f3G61+Xfs5ToPQeest6e23pUTCXK4M30kksn9Yvu8+M8ET8CvGRwYHBbOAHTx6UMvLlktiayI0g1TK7OQtSddfL518sts8qNO4cVJRkVReLi1c6DoNkB/jI4OBglnAntr0lPYe3qtTu5yqUf1GuY6DsPnzn6V168wL/TJPk8OXYrHsxf0LF0rffOM2D5AP4yODgYJZoFKplBaVmhdcTTl3iqIRvhVgUVVV9uqRadOkHj3c5kG9xoyRBg2SDhwwT5UDfsb4SP+jVRSo9z5/Txt3b1TbeFtNOGeC6zgIm2eekTZvljp1kqZPd50GDRCJZAcsLV4s7djhNg+QD+Mj/Y+CWaAWl5q54+MGjFPXtl0dp0GoVFZmL+i57TapSxe3edBgI0dKw4ebTdfnzXOdBsiP8ZH+RsEsQF/u/1LPf/y8JGnqeVMdp0HorFghbdsmde8u3XST6zT4HnL/ivn44+bLCPgV4yP9jYJZgB5Z/4iS1Uld2OdCnd3zbNdxECaHD0slJeZ4xgypfXu3efC9DR8ujRolJZNmhCTgZ4yP9C8KZoE5WnVUy9Yvk8TWRGgGDz9sXrzXp480ebLrNGikzNPjq1ZJH33kNguQT+74yD/87x9cx0EOCmaBWfPxGu06sEs92/fUmKIxruMgTPbvl+bPN8ezZ0tt2rjNg0YbPFgaO9ZsZXrXXa7TAPllxkcuW7+M8ZE+QsEsMJmtiSYNmqRELOE4DULloYfMBoqnny6NH+86DZqopESKRqU1a6TSUtdpgLoxPtKfKJgFZMOuDXrv8/cUj8Y1+VyevoRFe/ZI96dfZH/33VKrVm7zoMn695euusocZ7Y0BfyI8ZH+RMEsIJmticYUjVHvDr0dp0GoLFhghlgPGCBdfrnrNLBkzhzzu8Lrr0vvvOM6DVA3xkf6DwWzQJQfKtfKjSslSTcO4eIeWLRrl/SH9Ivr580zz6siFPr2lX5t9rLWzJnmNZmAHzE+0n/4SVAglpct16HkIQ3oPkDDTh7mOg7CZP58qaJCOv986dJLXaeBZbNmmeu13n9fevVV12mAuk0+dzLjI32EglkAqlPVWlK6RJLZmigSiThOhND47DOzNZFkiibfW6HTu7d0Y/pJj5kzpepqt3mAunRt21XXnnOtJMZH+gEFswD8bevftK18mzq17qRxA8a5joMwKSkxoyFHjDD/IZRuv13q0EEqK5Oef951GqBuN19wM+MjfYKCWQAyWxNNOHuC2iXaOU6D0NiyxYyFlLLzBRFKJ54o/dZcpKu77jJTfgA/Ynykf1AwQ27rnq169VPzwqkpQ6Y4ToNQKS42z5deeqk0dKjrNGhmN98sdetmfq9YudJ1GqBujI/0BwpmyC0tXaqUUhrVb5RO73a66zgIi7Iy6Zn0ViCZuYIItY4dpTvuMMdz5khHjjiNA9SJ8ZH+QMEMsYrKCj1R9oQktiaCZZmdt3/1K2ngQLdZ0GKmTpV69TLXdj3KwBT4GOMj3aNghthTm57S3sN71bdzX43qN8p1HITF2rXSyy9LsZiZ2oOC0bZtdjb5vHnSwYNu8wB1YXykexTMkEqlUlq0zlzcM2XIFMWiMceJEAqplNmrRpImTDBzx1FQrr3WbMC+e7e0aJHrNIA3xke6R8EMqbVfrNWG3RvUJt5GE8+Z6DoOwuKtt6S335YSieyfslBQEgnzGkxJ+t3vzIRQwI8YH+kWBTOkMlsTjRswTl3bdnWcBqGQSkkzZpjjG26QTj7ZbR44M26cVFQklZdLv/+96zSAN8ZHukXBDKGv9n+l5/71nCRp6pCpjtMgNF56SSotlU44QbrzTtdp4FAsJs2da44feED65hu3eYC65I6PfHP7m67jFBQKZgg9sv4RJauT+mmfn+qcXue4joMwqKrKPiU+bZrUo4fbPHBuzBhp8GDpwAHpvvtcpwG85Y6PXLB2geM0hYWCGTKVVZVatn6ZJLYmgkWrV0ubN0udO0vTp7tOAx+IRLIDnBYvlnbscJsHqAvjI92gYIbMmk/W6KsDX6lHux4a23+s6zgIg8pKM7VHkm69VerSxW0e+MYll0jDh5tN19lvH36VOz7y9x/wouGWQsEMmczWRJMGT1IilnCcBqGwfLm0bZvUvbt0002u08BHcv+K+fjj5tsE8KPM+MinNz/N+MgWQsEMkY27N+rdz99VLBLT5MGTXcdBGBw+LJWUmOMZM6T27d3mge8MHy6NGiUlk9ntiwC/YXxky6NghsjidYslSWOKxuiHHX/oOA1CYelSaedOqU8faTK/tMBb5unxVavMS3UBP2J8ZMuiYIZE+aFyrdy0UhJbE8GS/ful+fPNcXGx1KaN2zzwrcGDpbFjzVap7L8Pvxp9+mgVnVjE+MgWQsEMiRVlK1RRWaGfdP+JLvrRRa7jIAweekj69lszDnL8eNdp4HMlJVI0Kr34otkuFfCbaCR67LWYjI9sfhTMEKhOVWtxqXl6/MYhNyoSiThOhMDbs0dakN4zrqREisfd5oHv9e8vXX21Oc6Mqwf8hvGRLYeCGQKvb3td28q3qVPrTho3cJzrOAiDBQukffukgQOlX/7SdRoERHGx1KqV9MYbZmQ94DeMj2w5FMwQyGxNdM3Z16h9gqt80US7dpmnxyVz9UaUfybQMH37StddZ45nzjSvyQT8hvGRLYOfHAG3vXy7Xvn0FUnSlCFTHKdBKNxzj3TokDR0qPSzn7lOg4CZOdNcD7Z2rfTKK67TALUxPrJlUDADbmnpUqWU0sjTRuqMbme4joOg++wzaZkZNap77jE7aQPfQ+/e0m9+Y45nzZKqq93mAbwwPrL5UTADrKKyQo9/+Lgk6cbzmDsOC+6+24yGvPhiacQI12kQULffLnXoIJWVSc895zoNUBvjI5sfBTPAnt70tMoPl+uUzqdodL/RruMg6LZskZ580hxn5v8BjdCtm/Tb35rj2bPNlB/Abxgf2bwomAGVSqW0qNRc3DPl3CmKRWOOEyHwZs82z2f+/OfS+ee7ToOAu/lmUzS3bJH++EfXaYDaGB/ZvCiYAfXBjg9UtqtMbeJtNPGcia7jIOg+/FB69lnzmsu5c12nQQh07CjdcYc5njNHOnLEaRzAE+Mjmw8FM6AyWxNd+ZMr1e2Ebo7TIPAy8/2uuMLsfQlYMHWquejn88+lR5nMBx9ifGTzoWAG0Ff7v9Kf/vUnSdLU85g7jiZau1Z6+WUpFjMX+QCWtG2b/d1l3jzp4EG3eYDjMT6y+VAwA+jRfz6qZHVSF5x0gQb1GuQ6DoIslZJmzDDHEyaYueOARRMnmg3Yd++WFi1ynQaobdyAcerRrod27t+pZz961nWc0KBgBkxlVaWWrTf7FLI1EZrszTeld96REglzkQ9gWSKR/cP4734n7d3rNg9wvNbx1rrpfDM+csHaBYyPtISCGTAvfvKivtz/pbq3666xRWNdx0GQpVJm7Iok3XCD1KeP2zwIrSuvlPr3l8rLpYULXacBarv+3OsZH2kZBTNgMlsTTRo0Sa3jrR2nQaC99JJUWiq1ayfdeafrNAixWCy7OcHChdLXX7vNAxyP8ZH2UTADZNPuTfr7Z39XLBLT5HMnu46DIKuqMnP8JGnaNKlHD7d5EHqXXSYNHmwu9LnvPtdpgNqmDZ3G+EiLKJgBsrh0sSTpsqLLdFLHkxynQaCtXi199JHUubM0fbrrNCgAkUh2QNSSJdKOHW7zAMfr26Uv4yMtomAGxN7De/XHjWYcxtQhbE2EJqiszF7Qc9ttpmQCLeCSS6SLLjKbrrOfP/yI8ZH2UDADYkXZClVUVujMH5yp//rRf7mOgyBbvlzavl3q3l266SbXaVBAcv+K+cQT0tatbvMAx2N8pD0UzACoTlVrSekSSWZrokgk4jgRAuvQIamkxBzPnGku8AFa0LBh0ujRUjJpRkgCfsP4SDsomAHwxrY39OmeT9WxdUddNfAq13EQZEuXSjt3mi2JJnOhGNyYN8+8feopafNmt1mA4zE+0g4KZgBktia65qxr1D7R3nEaBNb+/dK995rj4mKpNdtcwY1Bg6Rf/MJsxZoZJQn4BeMj7aBg+ty/y/+tl//vZUnSlCFTHKdBoD34oPTtt2Yc5PjxrtOgwJWUSNGo9OKL0rp1rtMANTE+sukomD639B9LlVJKl5x2iX584o9dx0FQ7dkj3X+/OS4pkeJxt3lQ8IqKpKuvNseZLVkBv2B8ZNNFUo38rO3bt0+dOnXSF198oY4dO9rOBUkVlRUqWlSkvYf3avUvVmv06aNdR0JQFRebv2Ceeab03nvmT0eAY//5j9l8PZmU/vIXs4UR4Bd7Du3RmYvPVEVlhdZcvkYjTh3hOpIv7Nu3T3369NF3332Xt/81umB+/fXX6tHjNEkHGpsRAAAAAbR792517969zvc3+nmyo0ePypTLmyVltjpp5XHXcY+1xpzXKs95cUfneX0cuWsNFMtzd7kPG23geTGPtZY8r5XHWn3nxY973/c5z2vN68v2fT+O+u4vX5amnFcjS/r3v3hVznnmOBJLZpfSa7Gc82Lx6vTbZM5a+rxoznmqqvE29ziesxb1PC+ZPq867/1lb5uT+dha7dtGPc/Lnzl+7Lbf/2OLed426XFedZM/ttzz8uWredtknvMa9vVozMfW8K9H5rYN/dga+L1WlXNeMp25KpWzVvOtJEUyH3rO2rHj3LWq497mvr8pa7mPkS9LWB6jKZ9Tnz9GZc79pb/9PNeSuWvpt5X1PESlx5qN8+p73Ibmy3feEUkPKNMD62bhhVitJbVJH9dXuJqy5vUTviXXGpM5j4jHcX1r0ePe1rfmVda81hpTHP10XkMLZkNLna/ur2EFM9IqvZZzXuY4klMwo+m1aLT2D/NojR/wyVpr+QpNQ0uEdwlrifPqK1dNOS+zlv0C588SbeB5uWuR9PnRnLVorfvLnlf7trGcf0yy/+vnrlXVeF/ucUzZUpfvd8GaH1uq1m1jnmvVHlnSmaty1pLpj62+gpn50BtaVBpazBpznt8fI+ZxntfPisz76/vZ45Ul4nGe18+33Az5eG0D7fU8bCrP++r7ONK3qcz+nqb0t58qIx5rOTf1KmZeJbG51urLklmLN/C8mMdaQ/EvzmTjAAAEXUlEQVRCLAAAAFhFwQQAAIBVFEwAAABYRcEEAACAVRRMAAAAWEXBBAAAgFUUTAAAAFhFwQQAAIBVFEwAAABYRcEEAACAVRRMAAAAWEXBBAAAgFUUTAAAAFhFwQQAAIBVFEwAAABYRcEEAACAVRRMAAAAWEXBBAAAgFUUTAAAAFhFwQQAAIBVjS6YqVTKZg4AAAAERH09sNEF88CBA429KQAAAAKsvh7Y6ILZq1evxt4UAAAAAVZfD2x0wYxGefkmAABAIaqvB9ISAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFbFm34XR3LupsrjrpMNXKv0WGuVs9bquPflHscdndeqnrU8Uh7H9a1VH/e2rrVI+m2Vx1pEtXmt5UrlWfPKJ4+13PfF8ty2yuO83Ntm3u/1LRTzOC/3yxbzWPP6kseOeyvl/zaIeaw15bwaWdKfpHjOJyZ9nIplPwmpzFrOeal4dfpt9rzq9Psj0ex5kfQnK6Laa9U1viBVx72VMl+IiOcXKSdL+jhV4wuXWauudV51znkpjyzVHmuZ86py1mLp45jHWrXHWrTGWtLj/qpr3V/02GNkM8ePrVXn3Lb2efny1bxtMs95tTPHPR7X62OL1/Oxed027vm41TXefr+1VPp+s/8gRNPHsarsWiyZPi/n2y/zv0DO/wqKZO4691st6bFW97dz09ZyHyNflrA8RlM+p7Yeo6FrDf0Zmj6uzPkZlf7281zzilzpsZZ7XqXHmo3z6nvchubLd94RNUyjC2YikVDPnj21a9cDjb0LZHj9jwDUI7efe/3jAgBAc+jZs6cSiUTecyKpVMrr71MNcvjwYR09erSxNwcAAEDAJBIJtWnTJu85TSqYAAAAwPG4yAcAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABW/T+T1T+UirT4MAAAAABJRU5ErkJggg==\n", "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": 71, "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": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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pFiliikww033OnPFDQJGsWLsWpkwxa2euqZ9ofKQEVFwcdOhg1hF+2UcF5p/Mnw9795qjFM2b204j4uP1ehm71FyIeKjBQ0R5sv8/3wEDzN/tjRvNnHIRK4YMMbfN2rSBevX8+laZx0e+tuQ1v76XCODbJv/4Yzh61G4Wi1Rg/onzgaNzZ8iTx24Wkcz+u+2//LT3J/LF5OP+2vfn6DXi482FHzAtB1NSXAwokhXLlsHs2ebM5YgRAXnLzOMjD6ccDsh7SgRr0ACqVoVTp+Cjj2ynsUYFZiaHDsEnn5i1bo9LsBmXbOaOd6nZhSL5iuT4dfr0gbJlYccOeP11t9KJZJEzt7RrV6hWLSBv6YyPPJ56nInLJgbkPSWCeTy+IiKCt8lVYGYyYwakpkLNmlC7tu00Ij47j+5k9rrZgJnckxt585odSjCXd48fz206kSz67juYN8/0Chw6NGBv++fxkanpqQF7b4lQXbqYQvO772DLFttprFCBmYnzQUOXeyTYTFo+ibSMNP5yxV+oVapWrl/vvvugUiXYtw9e07E0CQSv1zevtFcvqFgxoG+feXzktJ+mBfS9JQKVLQtNm5p1hPbEVIH5h/Xr4YcfzBjczp1tpxHxSU1PZeJys62X3dZEF5Inj+/420svmeMhIn41dy58/715hO5skwdQbHQsjzR8BND4SAkQZ5v8/fcjcoSaCsw/OB8wmjWDUqXsZhHJbPa62ew5sYfS8aW555p7XHvd9u2hRg04csQUmSJ+k5Hhe3rZvz+UKWMlRu/6vTU+UgLnnnvMzcrNm+H//s92moBTgYn53jd5slnrco8EG6c1Ue96vYmNjnXtdaOizKQ+MNvkv//u2kuLnGv2bFi5EgoWhKeeshZD4yMloAoUgHvvNesIvOyjAhP49lvYts1MObnrLttpRHxW/b6K/9v+f8RExfBgvQddf/0774SGDeHkSXPhR8R16emQmGjWjz0GxYpZjaPxkRJQzlOrmTNN26IIogIT3weL9u3N8SCRYDFuqWlN1OaaNpQuWNr11/d4fIXlxInwmwadiNumTIFffjHj8x57zHYajY+UwPrrX6F8edNw/d//tp0moCK+wDx+HGbNMmttj0swOXjqIFN/MnNL+zd053LP+TRtCrfcYlp0BajvtUSK1FQzcxzg6aehUCGrcRwaHykBExXla00TYbfJI77AnD0bTpyAypWhUSPbaUR83ln5DqfSTlGzZE1uKHeDX9/LGQf93nvw669+fSuJJG++CVu3QunS0C93/VvdpPGRElBOgTl/PuzaZTdLAEV8gZm596XHYzeLiCPDm8H4ZeMB05rI4+e/nNdfb85jpqcHtP+1hLOTJyEpyawTEyF/frt5/kTjIyVgKlWCG24wN4qnTrWdJmAiusDctg2++casu3a1m0Uks7kb57L50GYS8ibQqUangLynUwvMmAGrVgXkLSWcjR1rWhNUqAA9ethO8z80PlICKvPoyAjpiRnRBebkyeb/zzffbM7gigQLpzXRA7UfoEBsgYC8Z61a0KGDWTuXfkVy5MgReOEFsx4+HGLda6/lFo2PlIC6916Ii4O1a2FFZHQviNgC0+v1bY/rco8Ek40HN/LFxi8A6Nugb0Dfe/hwM83qs89g8eKAvrWEk3/8Aw4ehGuuCerRaBofKQGTkACtWpl1hPTEjNgCc8kS2LDBHAtq08Z2GhGf8cnm7GWLSi2oVLRSQN/76qvNnHKAQYMiZidH3LR/vykwwZy7iI62m+ciND5SAsp5mvXBB6bDQpiL2ALT+QDRpo0ZLiESDE6knuCdVe8A/m1NdDFDhpgdzW+/ha+/thJBQtnzz5v+b3XrQuvWttNcUubxkfM2zbMdR8LZrbeaWdT798MXX9hO43cRWWCmpMD06Wat7XEJJtN+msbhlMNULFKR5pWaW8lwxRXQp49Z6ymmZMvOneZyD5jeVyHQmiPz+MiXFr1kOY2EtZgY6NLFrCNgmzwiC8w5c+DwYShb1lzwEQkGXq+Xscnmh/ND9R8iymPvf56DBpnjI8nJ8Omn1mJIqBk5Ek6fNtNLmjWznSbLBlw3QOMjJTCcnpiffQYHDtjN4mcRWWA6Hxy6dg3q40ESYb7f9j0/7vmRfDH5uL/O/VazlCwJAwaY9bPPmv6YIhe1ebNprA4h8/TSUT6h/NnxkS8vftlyGglrNWpAnTpw5ow5ixnGIq7A3LMH5s41a22PSzAZl2zmjneu0Zmi+YpaTgMDB0LhwrBmjemNKXJRw4ZBWho0b26eYIaYxxs9DsCMNTM0PlL8yyk+wnx0ZMQVmNOmmacx110HVarYTiNi7Dq2i1nrZgHQr2FwjNQrUgSefNKshwwxH7hFzmvtWpgyxaxHjrSbJYfqlq7LLVfeovGR4n+dOpnzmMnJsG6d7TR+E3EFpnpfSjCatHwSaRlp3FDuBmqXqm07zlmPPAIlSsCmTfDuu7bTSNAaMsTcBmvTBurVs50mxwY2HghofKT4WfHicPvtZh3Gl30iqsBcvdr8ExsL7dvbTiNipKanMnG5GVVnqzXRhcTHmws/YJqwp6TYzSNBKDkZZs+GqCgYMcJ2mlzR+EgJGOeyz+TJYXvIPaIKTOeDwp13QlH7R9xEAPh43cf8fvx3SsWXovU1wdc3sHdv03Fh506YMMF2Ggk6zz5rfu3SBapVs5sllzQ+UgKmZUtzDmnXrrBtOBwxBWZaGkydatbaHpdg4rQmerDug8RGB9/M5rx5YehQs37uOTh2zG4eCSILF8L8+ZAnj7nkEwY0PlICIi4OOnY06zC97BMxBea8ebB3rzn60NxO/2qR/7H699V8v+17YqJi6F2/t+04F9S9O1SuDPv2wWu6/yBgzlwOHmzWPXvClVfazeMSjY+UgHGeds2eDUeP2s3iBxFTYDrb4507mw/bIsHAaU3U+prWlClYxnKaC8uTx5zBBBgzBg4etJtHgsDcufB//2cecTvb5GFC4yMlIBo0gKpV4dQp+Ogj22lcFxEF5qFD8MknZq3tcQkWh04dYsqPprVL/wbBdbnnfNq3Nz2CjxyBlzRRL7JlZPieXj78MJQJ3g9HOaHxkRIQHo+vKAnD2+QRUWDOmAGpqeaHY61attOIGO+seodTaaeoUaIGf7niL7bjXFJUlK/F4Wuvwe+/280jFs2aBStXQsGC8NRTttP4hcZHSkB06WIKze++gy1bbKdxVUQUmM752e7dQ2p6mYSxDG8G45PHA6Y1kSdE/mLeeacZUnDqFIwebTuNWJGWZvpeAjz+OFx2md08fqLxkRIQZctC06ZmPXmy3SwuC/sCc/16WLzYzBzv3Nl2GhFj3sZ5bDq0icJxhelcI3T+Yno8Zsw0wOuvw2+aqBd5pkyBX34xheXf/247jV9pfKQERObRkWF0qSzsC0zn6WWzZlCqlN0sIg6nNdEDdR6gQGwBy2myp2lTuOUWMzoyxPtqS3adPu1rR/T001CokNU4/qbxkRIQ99xjplps2mQuzoWJsC4wMzJ8T5x1uUeCxcaDG/liwxcA9K3f13KanHGeYr77Lvz6q9UoEkhvvmkeW5cuDf362U4TEBofKX5XoADce69Zh9Fln7AuML/9FrZtg8KF4a67bKcRMSYkT8CLl+aVmlP5ssq24+TI9deb85gZGb7jeBLmTp703fJKTIR8+ezmCRCNj5SAcEZHzpxpDrmHgbAuMJ3t8fbtTas2EdtOnjnJ26veBkKjNdHFOLXGzJmwapXdLBIAY8ea1gFXXgk9ethOEzAej+fsWUyNjxS/ufFGKF/eNFx3+iqGuLAtMI8f9/Ut1fa4BItpP03jcMphKhapSPNKoT1SqmZN6NDBrMOsz7b82ZEj8PzzZj1sGMQG30hTf+pUo9PZ8ZEf/PSB7TgSjqKifE8xw2SbPGwLzNmz4cQJM96uUSPbaUTA6/Uydqm53NO3fl+io6ItJ8q94cNNh4b//AcWLbKdRvzmH/8wEyuuuSYi23GcMz5yscZHip84Beb8+bBrl90sLgjbAtP5ANCtm3pfSnBYtH0Rq/esJm9MXh6o84DtOK64+mq4/36zHjw4rDpsiGPfPlNgAiQlmU8UEcgZH7lm7xqNjxT/qFQJbrjBHG6fOtV2mlwLywJz2zb45huz7tLFbhYRh9OaqHONzhTNV9RyGvckJpod02+/ha+/tp1GXPfCC+bMUb160Lq17TTWaHykBETmbfIQ/8QelgXmlCnm/y833wwVKthOIwK7j+3mo5/NoeB+DcKrvcsVV0DfP7otDRoU8t8TJbMdO8zlHjC9qSJ8O0jjI8Xv2rWDuDhYu9aMYw1hYVdger2+7XFd7pFgMWn5JNIy0mhcrjF1StexHcd1zzwD+fNDcnLYXIAUMK0CTp+Gv/4VbrvNdhrrND5S/C4hAVq1MusQv+wTdgXmkiVmPGT+/NCmje00InAm/QwTl5v+eaHemuhCSpaERx8168RESE+3m0dcsGkTvPWWWevp5VkaHyl+5zwdmzYNUkO3LVbYFZhOwd+mDRQsaDeLCMDHv3zM7uO7KVmgJG2qhe+nnieeMB++16yB6dNtp5FcGzYM0tKgeXPzBFMAjY+UALj1VjPbev9++OIL22lyLKwKzJQU3w8255ysiG1Oa6IH6z1IbHT49g8sUgQGmql6DB1qZpVLiFq71neL1emoL2dpfKT4VUyMrx1YCG+Th1WBOWcOHD4MZctCkya204jAj3t+5L/b/ku0J5re9XrbjuN3jzwCJUqY3dV33rGdRnIsMdEcaG/b1twel3NofKT4nbNN/tlncOCA3Sw5FFYFpjMasmvXiG3VJkFm3NJxALS+pjWXF7rcchr/i483N8kBRowwuwoSYpKT4eOPzWSRESNspwlKGh8pflejBtSpY7aCQvTMUdgUmHv2+I4q6Pa4BINDpw4x5acpAPRvGJ6Xe86nd28oVw527oQJE2ynkWxz5n527Wom98h5aXyk+J1TzIToNnnYFJjTppmbq9ddB1Wq2E4jAu+uepeTZ05SvUR1/npF5FySyJvXnMEEGD0ajh2zm0eyYeFCM6YuTx7f/xPlvDQ+UvyuY0dzHjM5Gdats50m28KmwMw8GlLEtgxvBuOSzfZ4/wb98URYi5fu3aFyZXMJ8jVdtA0NXq+Z9wnQqxdceaXdPCFA4yPFr0qUgBYtzDoEn2KGRYG5erX5JzYWOnSwnUYE5m+az6ZDmygcV5jONTvbjhNwMTG+43svvQQHD9rNI1nwxRfwf/9nHkE7haZcVObxkWMWjbGcRsKSs00+eXLINRgOiwLTudxz551QNHxGPEsIc1oT3V/7fuJj4y2nsaNdO6hZE44ehRdftJ1GLiojw1dUPvwwlCljN08IccZHfr3la42PFPe1bGl6wO3aBQsW2E6TLSFfYKal+dq16XKPBIPNhzbz+YbPAXiowUOW09gTFeVrofjPf8Lvv9vNIxcxaxasWmWmUzz1lO00IaV8QnnaXdsO0PhI8YO4OHMWE0JumzzkC8x588wN8uLFzcAJEdsmJE/Ai5dmVzWj8mWVbcexqmVLc/Hu1CkzbVCCUFqa6XsJ8PjjcNlldvOEoCcaPwGY8ZHbjmyznEbCjvP0bPZssyUUIkK+wHQK+k6dzMVHEZtOnjnJWyvN/OZIak10IR6PuUkOMHEi/KbRzcFnyhT49VdTWP7977bThKTM4yNf/eFV23Ek3DRoYNrjnDoFH31kO02WhXSBeegQfPKJWWt7XILBBz99wKGUQ1RIqECLSi1sxwkKt9wCTZuafsHDh9tOI+c4fdrMHAd4+mkoVMhqnFD2RCPzFFPjI8V1Hk9I9sQM6QJz5kxITTUN72vXtp1GIp3X62Vssrnc81D9h4iO0jgph7M9/t575mGZBIk33zSPlcuUgX79bKcJac0rNdf4SPGfrl1Nofndd7Bli+00WRLSBaZTyHfvbv57F7Fp8Y7FrPp9FXlj8vJAnQdsxwkq110Hd91lLisPGWI7jQBw4gQkJZl1YiLky2c3T4jT+Ejxq7JlzVYQmJZFISBkC8z162HxYnNTtXPktRmUIOS0JupUvROX5ddFiT9LSjIfBGfOhJUrbacRxo41NySvvBIe0AciN2h8pPiVs03+/nmdXI0AACAASURBVPtmMEKQC9kC0+l92awZlCplN4vI7mO7+fDnDwHo11BbjedTs6ZvEIJzaVksOXIEXnjBrIcPN1MqJNc0PlL86p57ID4eNm0yQxGCXEgWmBkZvifEutwjweCNFW+QlpFGo7KNqFu6ru04QWv4cIiOhv/8BxYtsp0mgr38srklWa2aacEhrtH4SPGbAgWgbVuzDoHLPiFZYC5cCNu2QeHCcPfdttNIpDuTfoaJy82hfrUmurjKleH++8160KCQ2OUJP/v2wSuvmHVSkqn4xTUaHyl+5TxVmznTtC0KYiFZYDqFe/v2ZmyuiE3//uXf7Dq2i5IFStK2WlvbcYLekCFmR3bhQvjqK9tpItDzz8Px41CvntlyE9dpfKT4zY03QvnypuG606cxSIVcgXn8uK/PqLbHJRg4rYl61e1FbLTOsl1KuXLQt69Z6ylmgO3YAePGmfWoUWq/4ScaHyl+ExUF3bqZdZBvk4dcgTl7tumuUakSNGpkO41Eup/2/MR3v31HtCea3vV7244TMp55xhwnWrYs6D+Eh5eRI01z9RtvhNtus50mrGl8pPhN167m1/nzYdcuu1kuIuQKTKdg79ZNH77FvnHJ5mnQPdfcQ9lCZS2nCR0lS8Kjj5r1s89CerrdPBFh0yZ4y4wx1dNL/9P4SPGbypWhcWNz43nqVNtpLiikCsxt2+Cbb8zaKeBFbDmccpjJP5p2Bv0b6HJPdj3xBCQkwNq1MH267TQRYNgwSEuDFi3gL3+xnSYiaHyk+E3m0ZFBes4opArMKVPMf4833wwVKthOI5Hu3VXvcvLMSa4tfi03lr/RdpyQk5AATz5p1kOGmFnl4idr1viedIwcaTdLBMk8PnLS8km240g4adcO4uLMJ/QgnVwRMgWm13vuaEgRmzK8GYxPHg+Y1kQebTfmyCOPQIkSsHkzvP227TRhLDHRfBNt2xbqqk9roGh8pPhNQgK0amXWQXrZJ2QKzCVLzHjI/PmhTRvbaSTSfbnpSzYc3EChuEJ0qdnFdpyQVaAADB5s1klJQd/WLTQlJ8O//21un44YYTtNxOlYvSOl40uz69gujY8UdzlP26ZNg9Tg+/ASMgWmU6C3bg0FC9rNIuK0Jrqv1n3Ex8ZbThPaevc2rYt27oQJE2ynCUNOBd+1K1xzjd0sESguJo4B1w0AND5SXHbrrWZW9v798MUXttP8j5AoME+f9l0C0Pa42Lbl0Bb+s/4/ADzU4CHLaUJfXBwMHWrWzz0Hx47ZzRNWvv0WvvwS8uTx/ZcsAafxkeIXMTHQubNZv/++3SznERIF5pw5cPgwlC0LTZrYTiORbsKyCXjxcttVt1GlWBXbccJC9+6m88b+/fCqOrq4w+v1Pb3s1QuuvNJungiWkDeBnnV6AhofKS5znrrNmQMHDtjN8ichUWA62+Ndu2psrth18sxJ3lzxJqDWRG6KifEdDxwzBg4etJsnLHz+OSxaBPnymWajYtWj1z96dnzkyt3BeetXQlCNGlCnjmnDEWT93oK+wNyzx3e0wJmOJGLL9DXTOZRyiPKFy3N75dttxwkr7dpBzZpmxO6LL9pOE+IyMnxF5cMPQ+nSdvPIOeMjxyzWU0xxUeaemEEk6AvMadPMlI+GDaFqVdtpJJJ5vV7GLjWXex5q8BDRUXqc7qaoKF+Lxn/+E3bvtpsnpH30EaxaBYUK+ZqNinUaHyl+0bGj2QZKToZ162ynOSvoC0z1vpRg8cOOH1j5+0ryxuSlR50etuOEpZYt4frrTbui0aNtpwlRaWmmcz3A44/DZZfZzSNnaXyk+EWJEmZCFwTVZZ+gLjBXrzb/xMZChw6200ikc1oTdazekcvy64e2P3g8vsJy4kTYutVqnNA0eTL8+qspLJ2B7xI0ND5S/MJ5Cjd5stn2DQJBXWA6hfidd0LRonazSGT7/fjvfLj2QwD6NehnOU14a9IEmjY1Z9bVFzybTp+G4cPN+plnzBa5BBWNjxS/aNkSihQxDYUXLLCdBgjiAjMtzTc6V9vjYtsby9/gTMYZri97PfXK1LMdJ+yNGmV+fe89+OUXu1lCyhtvwG+/QZky8JB6tAYjjY8Uv4iLM2cxIWgu+wRtgTlvnrlBXrw4NG9uO41EsjPpZ5i4fCKg1kSBct11cNdd5jK0c5xQLuHECd8tqcRE055IgpLGR4pfOK12Zs827TgsC9oC0ynAO3UyQyhEbPnk10/YeWwnxfMXp221trbjRIykJHMm88MPYaXaBl7a2LHmU3nFivDAA7bTyEVofKT4RcOGUKWKuSU5a5btNMFZYB46BJ9+atbaHhfbnNZED9Z7kLiYOMtpIkfNmr4dH/UJv4TDh+GFF8x62DBzM1KCmsZHius8nqDqiRmUBebMmeaseo0aULu27TQSydbsXcPC3xYS7Ymmd73etuNEnOHDzfSuzz+H//s/22mC2D/+YT6ZV6tmtn0k6Gl8pPhF166m0Fy4ELZssRolKAvMzL0vPR67WSSyjVs6DoBWVVtRrnA5y2kiT6VKvt3eQYPMeG35k717TYEJ5lyB5umGDI2PFNeVLWvacIBpWWRR0BWY69fD4sVmqoc+iItNh1MO8/6PpleWWhPZk5hodny/+w6+/NJ2miD0/PPmgk+9enDPPbbTSDZofKT4hXPZ5/33rX4qD7oC0+l92ayZxueKXe+teo+TZ05SrXg1bq5ws+04EatcOV/HncGD9RTzHDt2wPjxZj16tLZ8QpDGR4rrWreG+HjYtAkWLbIWI6gKzIwM3xNdXe4RmzK8GYxfZn5w92/QH49+cFv1zDNQoAAsWwb//rftNEEkKckcWL/xRrj1VttpJAcyj4987YfXbMeRcFCgALT9o+OJxcs+QVVgLlwI27ZB4cJw992200gk+2rzV6w/sJ5CcYXoWqur7TgRr0QJ39TDxMSgmYRm18aN8PbbZj1qlJ5ehjBnfOSkFZM0PlLc4TylmzHDtC2yIKgKTKfQbt8e8ua1m0Uim9OaqHut7sTHxltOIwBPPAEJCbB2LXyg3tSmHVFaGrRoAX/5i+00kgvNKzXn2uLXanykuOfGG6F8edNw/ZNPrEQImgLz+HH46COzds6nitiw5dAWPlv/GQAPNdC4vWCRkABPPmnWQ4eaWeURa80amDbNrJ3pPRKyPB7P2bOYGh8proiKMi2LwNo2edAUmLNnm4uQlSpB48a200gke33Z63jxcmvFW6larKrtOJLJI4+Y7fLNm327wxEpMdHcdrr3Xqhb13YacYHGR4rrnKd18+fDrl0Bf/ugKTCd2+Pduukokdhz6swp3lz5JgD9G2rueLApUMDcJAcYMcLa0SK7li41N52iosx/CRIWND5SXFe5snlil5Hh2/EIoKAoMLdvhwULzLqr7lOIRdPXTOfgqYOUL1yeOyrfYTuOnEfv3qZ10a5dMGGC7TQWOHMzu3WDqnrCHk40PlJcl3l0ZIA/tARFgTl5svm/++aboUIF22kkUnm9XsYmm8s9fev3JTpKE1GCUVycud8C8NxzcOyY1TiB9e23ptt8njzmIKqEFY2PFNe1a2e+aa5ZAysDOy3KeoHp9frOn+pyj9i0ZOcSVuxeQVx0HD3q9rAdRy6iWze4+mrYvx9efdV2mgDxen3nAx58UJ/Gw5TGR4qrEhJ8fR8DfNnHeoG5ZIkZD5k/v68vqIgNTmuiDtU7UCx/Mctp5GJiYnzHD8eMgQMH7OYJiM8/N1M58uXzFZoSdjQ+UlznbJNPmwapgetQYL3AdC73tG4NBQvazSKRa8/xPcxcOxPQ5Z5Qce+9UKuWafP24ou20/hZRoavqHz4Yc3RDXMaHymuuu02KFXKbPnMnRuwt7VaYJ4+DdOnm7VGQ4pNb654kzMZZ7ju8uuoX6a+7TiSBVFRvhaQ//oX7N5tN49fffQRrF4NhQr5moFK2NL4SHFVTAx07mzWAdwmt1pgzpkDhw5B2bLQpInNJBLJ0jLSmLDMXEfW08vQcscd0KiRaVc0apTtNH6Slmb6XgI8/jhcdpndPBIQGh8prnKe4s2ZE7AzRVYLTKeQ7tIFonVhVyz55JdP2HlsJ8XzF+feavfajiPZ4PH4CstJk2DrVqtx/GPyZHNQvVgx+PvfbaeRANH4SHFVjRpQu7YZgeZsHfuZtQJzzx744guz1va42OS0JupVtxdxMXGW00h2NWkCf/ub+b45fLjtNC47fdrXk+npp3VQPYJofKS4LnNPzACwVmB+8AGkp0PDhuoVLPas3buWb7d+S5Qnij71+9iOIznkPMV8/31Yt85uFldNmgTbtkGZMvDQQ7bTSIBpfKS4qlMncx4zOTkg3yitFZhOAa2nl2LTuORxALSq2opyhctZTiM51bChafWWkRFG/cdPnPBVzkOGmPZEElHiYuJ45LpHAI2PFBeUKAEtWpi108LHj6wUmD/+CKtWmWEUHTrYSCACR1KO8P5q8z+yfg36WU4juZWUZM5kfvhhwAdW+Me//mXOElWsCA88YDuNWNKnfp+z4yPnb5pvO46EOuep3uTJZhvZj6wUmM7TyzvvhKJFbSQQgfdWv8eJMye4ptg1NKmgNgahrkYN6NjRrJ1x3SHr8GFfc8/hw82ncYlImcdHvrToJctpJOS1bAlFisDOnbBggV/fKuAFZloaTJ1q1toeF1syvBlnt8f7N+yPx+OxnEjcMHy46Ujx+efw/fe20+TCyy+bHm7VqvmqZolYGh8promL820d+/myT8ALzPnzza5P8eK+owAigfb15q9Zf2A9BWML0rVmV9txxCWVKvl2kwcPNuO7Q87evfDKK2Y9cqR6uMk54yNfXvyy5TQS8pyne7Nnw7FjfnubgBeYTsHcqZN2fcQepzVR91rdKRin1i/hJDHRfEj/7jv48kvbaXLg+efNBZ/69aFVK9tpJEg4LYumr5mu8ZGSOw0bQpUqZkLFRx/57W0CWmAeOgSffGLW2h4XW7Ye3sqcX+cA0K+hLveEm3LloG9fsw65p5g7dsD48WY9apS5tSSCxkeKizyegPTEDGiBOXOm6RvsNJQXseH1Za/jxcvfKv6NqsXUhDUcPfMMFCgAy5bBv/9tO002JCWZb5I33QS33mo7jQQZjY8U13TpYgrNhQthyxa/vEVAC0ynUO7WTR/MxY5TZ07x5oo3AbUmCmclSvimKj77rN+7cbhj40Z46y2z1tNLOQ+NjxTXlCsHt9xi1pMn++UtAlZgrl8PixdDVBR07hyodxU514y1Mzhw6gBXFL6Clle3tB1H/OjxxyEhAX7+2UwOC3rDhplK+Pbb4YYbbKeRIKTxkeIqZ5v8/ff9cpYoYAWmUyA3awalSwfqXUV8vF4vY5eayz196/clJirGciLxp4QEeOopsx46FFKD+WfxTz/BtGlmPXKk3SwS1DQ+UlzTujXEx8OmTbBokesvH5ACMyPDN5VIl3vElqU7l7J893LiouPoUaeH7TgSAA8/DCVLwubN8PbbttNcRGKieYJw771Qp47tNBLEND5SXFOgALRta9Z+uOwTkAJz4ULYtg0KF4a77grEO4r8L6c1Ufvq7SleoLjlNBIIBQqYm+Rg7s+cOmU3z3ktXWraa0RFwYgRttNICND4SHGN89RvxgzXv0EGpMB0CuN27SBfvkC8o8i59p7Yy8y1MwHo36C/5TQSSA8+CFdcAbt2+ToABRWnAu7WDaqqq4FcmsZHimtuvBHKl4ejR319JF3i9wLz+HFfH09tj4stb654k9T0VBpe3pAGlzewHUcCKC7OnMEEeO458300aHzzDXz1lZk64YQUyQKNjxRXREVB1z+m2TlnGd16aVdf7Tw+/tgMpahUCRo39ve7ifyvtIw0JiybAOjpZaTq1g2uvhoOHIBXX7Wd5g9er+/p5YMPQoUKVuNIaNH4SHFNt27m13nzYPdu117W7wWmel+KbZ/++ik7ju6gWP5i3HvtvbbjiAUxMb7jjWPGmELTuv/8x/Ruy5fPV2iKZMPjjR4HND5ScqlyZfMEMCMDpk517WX9WmBu3w4LFpi18wRWJNCc1kS96vYib0xey2nElnvvhVq14NgxePFFy2EyMkwHeIBHHlHvNsmRemXq0aRCE42PlNzLPDrSpc4Efi0wJ082OW+6Sbs/YsfP+37mm63fEOWJok/9PrbjiEVRUWZADsC//uXqTlD2ffghrF4NhQrBk09aDCKhbmDjgYDGR0outWtnDqyvWQMr3TnT67cC0+v1bY/rco/YMm7pOADurnI3VxS+wnIase3226FRI9ONwyk2Ay4tDYYMMesnnoCiRS0FkXCg8ZHiioQEuPtus3bpso/fCsylS814yPz5fX08RQLpSMoR3lttPuVo7riAOQc+erRZT5oEW7ZYCPH+++abY7Fi8OijFgJIONH4SHGN8zRw2jQ4cybXL+e3AtN5etm6NRQs6K93Ebmw91e/z4kzJ6harCq3XHmL7TgSJG6+Gf72N/P9c/jwAL/56dO+N33mGX1zFFdkHh85fc1023EkVN12G5QqBfv2wRdf5Prl/FJgnj4N0//4O67tcbHB6/UyLtlsj/dv0B+PWhhIJs72+OTJsG5dAN940iQz1qxMGejbN4BvLOHsnPGRizQ+UnIoJgY6dzZrF0ZH+qXAnDMHDh2Cyy+HJk388Q4iF/f1lq/59cCvxMfG07WWWhjIuRo2hFatzGVu5zik3504ASNHmvWQIRprJq5yxkf+tPcnjY+UnHN6Ys6Zk+t+bn4pMJ3Ct2tXiI72xzuIXJzTmqh7re4UiitkOY0Eo6Qkcybzo49gxYoAvOG//gV790LFivDAAwF4Q4kkGh8prqhZE2rXNmeIpufuuIXrBebevb6te22Piw2/Hf6NOevnALrcIxdWvTp06mTWTktKvzl8GF54wayHDzejIUVcpvGR4gqneMvlbXLXC8xp0yA93WxBVa3q9quLXNrry14nw5tB0yubck3xa2zHkSA2bJjZZfniC/j+ez++0Zgxpsi89lro2NGPbySRTOMjxRWdOpnzmEuXwi+/5PhlXC8w1ftSbEpJS+GNFW8Aenopl1apEvToYdaDBrk2wOJce/f6BqAnJenckPiVxkdKrpUoAS1amHUuLvu4WmD++COsWmV2f9q3d/OVRbJmxpoZHDh1gHKFynFnlTttx5EQkJhoBlj8978w3x93I557zlzwqV/f3CwS8SONjxRXOJd9Jk8229I54GqB6RS6d94Jl13m5iuLZI3Tmqhv/b7ERMVYTiOhoGxZeOghsx482OWnmNu3w4QJZj16tLlVJOJnGh8puXbnnVCkCOzcCQsW5OglXCsw09Jg6lSz1va42LB051KSdyUTGx1Lz7o9bceREPLMMxAfD8uXw8cfu/jCSUmmMfBNN5nu7iIB0LxSc6oVr6bxkZJzcXHQoYNZ5/Cyj2sF5vz5sGcPFC/u27oXCSSnNVH7a9tTvEBxy2kklBQv7pvamJiY4x2hc23cCG+/bdajRunppQSMx+PhiUYaHym55DwtnD0bjh3L9pe7VmA62+OdOqkDhwTe3hN7mbF2BgD9G/a3nEZC0eOPmx2hn3823TBybehQU6nefjvccIMLLyiSdZ1qdNL4SMmdhg2hShU4edI0DM4mVwrMQ4fgk0/M2jkXKhJIb614i9T0VBqUaUDDyxvajiMhKCEBnnzSrIcOhdTcPPT56Sf44AOzdqb3iASQxkdKrnk8vqIuB7fJXSkwZ840x4yqV4c6ddx4RZGsS8tIY8Iyc5FCTy8lNx5+GEqWhC1bfLvbOZKYaG4LtWunb4piTe96vSmQp4DGR0rOde1qCs2FC803xmxwpcB0zn92765jRhJ4c36dw/aj2ymWv9jZJsMiOVGggG+qT1ISnDqVgxdZssRs6URFmak9IpYUyVeEXnV7ATBm8RjLaSQklSsHt9xi1lOmZOtLc11gbtoEixaZ76WdO+f21USyb2yyudzTs05P8sbktZxGQl2vXnDFFbBrF4wfn4MXcCrU7t01zkysc8ZHfrX5K42PlJzJPDoyG0ctcl1gOseMmjWD0qVz+2oi2bNu3zoWbFlAlCeKPvX72I4jYSAuzoyQBNMj/ejRbHzxggXw1VfmpuOQIf6IJ5ItGh8puda6tdne2bjRPFHMItcKTF3uERucxup3Xn0n5RPKW04j4aJrV3N58sABeOWVLH6R12s6tQP07g0VKvgrnki2ZB4fuf3IdstpJOQUKABt25p1Ni775LrA3LEDCheGu+/O7SuJZM/R00d5b7X5y67LPeKmmBgYMcKsX37ZFJqX9J//wA8/QL58vkJTJAhkHh/56g+v2o4jocjZJp8xI8uH01255NOunfmeKhJIk1dP5njqcapcVoWmVza1HUfCTNu2ULu26S/8wguX+MMZGb6i8pFHoFQpv+cTyQ6Nj5RcuekmKF/enBn6/PMsfYkrBaZGQ0qgeb3es5d7+jfsj0ftC8RlUVG+FpZjx5pLPxf04Yfw449QqJCvmaZIENH4SMmVqChzdgiyPIki1wXmlVdC48a5fRWR7FmwZQG/7P+F+Nh4utXSAWDxj9tvN9/fTp0y0x7PKy3N9L0EeOIJKFo0YPlEskrjIyXXnMs2X3+dpT+e6wKzQwf1vpTAc55edqvZjUJxhSynkXDl8fgKy0mTLtBn+L33YMMGKFbMN9BcJAhpfKTkSuXK0KhRllsV5brA7Ngxt68gkj3bjmzj018/BaBfw36W00i4u/lmuPVW86Dyf/qmnz7t+5fPPAMFCwY6nkiWaXyk5Fo2zkTmusAsr84wEmCvL3udDG8Gt1x5C9WKV7MdRyKAcxZz8mRYty7Tb0ycCNu3w+WXQ9++VrKJZIfGR0qutG8PsbFZ+qOuXPIRCZSUtBTeWPEGAP0a6OmlBEbDhtCqlbksfrZ/+okTvv3zIUPUSkNCgsZHSq4kJMDatVn6oyowJaTMXDuT/Sf3U7ZQWe6qcpftOBJBkpLMmcyPPoIVK4B//hP27oWrroL777cdTyTLBlw/QOMjJedKlMjSH1OBKSHFmdzTt35fYqJiLKeRSFK9OnTqZNbPPnUGXnzR/Ifhw81oSJEQUSGhAvdeey+g8ZHiPyowJWQs3bmUpTuXEhsdS8+6PW3HkQg0bJiZ8vPFV3n47+HqcO21ppWGSIhxWhZpfKT4iwpMCRnO08t217ajRIGsPaIXcVOlSvBARzMmbTCj8CaNhOhoy6lEsk/jI8XfVGBKSNh3Yt/Zvm39G2juuNiTGPsCcaTwX25kfr67bccRybEnGpunmBofKf6gAlNCwlsr3yI1PZX6ZerT8PKGtuNIpNq+nbKTn6Mf5mn64Gc9We05LBJ0WlRqcXZ85BvL37AdR8KMCkwJemkZaUxYNgEwrYk0d1ysSUqC1FSebvxf4uO9LF8OH39sO5RIzmh8pPiTCkwJep+t/4xtR7ZxWb7LaH9te9txJFJt2ABvvw1A8Zee5O9/Nx90nn0W0tNtBhPJOWd85M5jOzU+UlylAlOCnnO5p2fdnuTLo2bWYsnQoaaSvOMOaNyYxx+HIkXMZJ+pU22HE8kZjY8Uf1GBKUFt3b51fLX5K6I8UfSp38d2HIlUP/4I0/94uvPH3MjCheGpp8y/GjYMUrW7KCFK4yPFH1RgSlAbnzwegJZXt6RCQgW7YSRyJSaC1wvt2kHt2mf/df/+UKoUbNkCb71lMZ9ILmh8pPiDCkwJWsdOH+O91e8Bak0kFi1ZAp9+ClFRMGLEOb9VoAAMHmzWSUlw6pSFfCIuyDw+ctXvq2zHkTCgAlOC1uQfJ3Ms9RhVLqtC04pNbceRSOVUkN27Q5Uq//PbvXpB+fKwezeMGxfgbCIuyTw+cswiPcWU3FOBKUHJ6/UydulYwLQmivLor6pYsGABfP21mTU+dOh5/0hcnO+3nnsOjh4NYD4RF2l8pLhJP7UlKH2z9RvW7V9HgTwF6Farm+04Eom8Xt/Ty969zWPKC+ja1TzcPHgQXnklQPlEXKbxkeImFZgSlJynl91qdaNw3sKW00hE+uwz+OEHyJfPV2heQEyMOYMJ8PLLcOBAAPKJ+IHGR4pbVGBK0Nl2ZBuf/PoJYLbHRQIuI8N0UAcYMMBcFb+ENm3MBfNjx+CFF/ycT8RPND5S3KICU4LOxGUTyfBm0KRCE64tca3tOBKJZs40vS8LFYKBA7P0JVFRMGqUWf/rX7Brlx/zifiJxkeKW1RgSlBJSUth0opJgJ5eiiVpaTBkiFkPHAhFi2b5S1u0gMaNISXlbD92kZCj8ZHiBhWYElQ+XPsh+0/up2yhstxd9W7bcSQSvfeemTterJjZHs8GjwdGjzbrN96AzZv9kE/EzzQ+UtygAlOCijN3vE+9PsRExVhOIxHn9GkYPtysBw2CggWz/RI33QS33moehDovJRJqND5ScksFpgSN5J3JLNm5hDxReehZt6ftOBKJJk6E7dvh8suhb98cv4xzFnPKFPj5Z5eyiQRQkXxFzn4f1vhIyQkVmBI0nKeX7a5tR8n4kpbTSMQ5ccJXGQ4ZAnnz5vilGjSAe+4xl9Gd45wioebR6x/V+EjJMRWYEhT2n9x/9jB5/4aaOy4W/POfsHcvXHUV3H9/rl8uKcmcyZw1C5YvdyGfSIBpfKTkhgpMCQpvrXiL0+mnqVe6Htddfp3tOBJpDh2CF1806+HDzWjIXLr2Wujc2aydlpoioUbjIyWnVGCKdekZ6YxfNh4wrYk8Ho/lRBJxxoyBw4ehenXo0MG1lx02zEz5mTsX/vtf115WJGAyj498bclrtuNICFGBKdZ9tv4zth3ZRtF8RelQ3b0f7iJZsmcPvPbHD86kJIiOdu2lr7oKevQw60GDzHhzkVBzdnzk8kkcSTliOY2EChWYYp1zuadnnZ7ky5PPchqJOM89Zy74NGgAd7vfezUxEeLi4PvvYd48119exO+c8ZHHUo8xCEL+eAAAIABJREFUafkk23EkRKjAFKt+2f8LX27+Eg8e+jbIeVsYkRzZtg0mTDDr0aPNrRyXXX459PtjKNXgwXqKKaFH4yMlJ1RgilXjk83Zy5ZXt6RCQgW7YSTyJCVBaircfDM0beq3t3n6aYiPhxUrYPZsv72NiN9ofKRklwpMsebY6WO8u+pdQK2JxIING+Cdd8x61Ci/PL10FC8Of/+7WScmQnq6395KxC80PlKySwWmWDPlxykcSz3G1Zddzd8q/s12HIk0Q4eaSu+OO6BxY7+/3eOPQ5EisG4dTJ3q97cTcZ3GR0p2qMAUK7xeL2OTxwKmNVGUR38VJYB+/BE++MCsR44MyFsWLmy2ysHUtqk6xiYhRuMjJTv0U12s+Hbrt/y872cK5ClA91rdbceRSJOYaH5t3x5q1w7Y2/bvD6VKwdat8NZbAXtbEddofKRklQpMscJ5etm1ZlcK5y1sOY1ElB9+gE8/hagoM7UngPLn9031SUqCkycD+vYiuabxkZJVKjAl4LYf2c4nv3wCQL+G/SynkYgzeLD59b77oEqVgL99r15Qvjzs3g3jxgX87UVyTeMjJStUYErATVw+kXRvOjeVv4nqJarbjiOR5OuvYcECM2t8yBArEWJjzQhJgOefh6NHrcQQyTGNj5SsUIEpAXU67fTZSRBqTSQB5fX6nl726WMeI1rSpYt5eHrwIPzjH9ZiiOSYxkfKpajAlID66OeP2HdyH5cXvJy7q7g/lk/kgj77DJYsgXz5zGBwi2JizBlMMAXm/v1W44hkW/NKzTU+Ui5KBaYElHO5p0/9PuSJzmM5jUSMjAzf7ZoBA8xVbsvatIE6deDYMXjhBdtpRLInyhOl8ZFyUSowJWCW7VrGDzt+IE9UHnrV7WU7jkSSmTNN78vChWHgQNtpAHOJ3WnBOXYs7NplN49Idml8pFyMCkwJmHHJ5srsvdfeS8n4kpbTSMQ4c8bX9/KJJ6BoUbt5MmnRAm64AVJSAtbvXcQ1Gh8pF6MCUwLiwMkDfPCTmZzSv4Eu90gAvfcebNxoBoIPGGA7zTk8HjMGHeCNN2DzZrt5RLIr8/jILzd/aTuOBBEVmBIQb618i9Ppp6lbui7Xl73edhyJFCkpMGKEWT/zDBQsaDfPedx0E9x2G6SlBbzvu0iuZR4f+dKilyynkWCiAlP8Lj0jnfHJ4wEzd9zj8VhOJBFj4kTYvh3KloW+fW2nuSDnKebkyfDzz3aziGSXxkfK+ajAFL/7z4b/8NuR3yiarygdq3e0HUcixfHjMHq0WQ8ZAnnz2s1zEfXrwz33mFadlvq/i+RY5vGRLy9+2XIaCRYqMMXvnMs9Per0IF+efJbTSMT45z9h71646iozFjLIJSWZM5mzZsGyZbbTiGSPxkfKn6nAFL/6df+vzN80Hw8e+tYP3i1KCTOHDsGLL5r1iBFmNGSQu/Za6NzZrJ2WnSKhwhkfmZaRpvGRAqjAFD9zzl7ecfUdXFnkSstpJGKMGQNHjkD16tChg+00WTZsmJnyM28efPed7TQi2aPxkZKZCkzxm+Opx3l39buAWhNJAO3ZA6++atYjR5qO5iHiqqugp7mQy+DB5kymSKjQ+EjJLHS+80rImfLjFI6ePkrlopW59apbbceRSPHcc3DyJDRsCHfdZTtNtj37rLmP9P335kmmSKjQ+EjJTAWm+IXX62XsUjN3/KEGDxHl0V81CYBt22DCBLMeNcrcmgkxl18O/fqZ9aBBZoy6SKjoVKMTpeJLaXykqMAU/1j420LW7ltL/jz5ua/2fbbjSKQYMQJSU6FJE2ja1HaaHHv6aYiPh5UrYfZs22lEsi4uJo5HGmp8pKjAFD9xWhN1rdmVhLwJltNIRFi/Ht5916xD9Omlo1gxeOwxs05MhPR0u3lEsqNP/T4aHykqMMV9O47u4ON1HwNmco9IQAwdaiqxli2hUSPbaXLtscegaFH45ReYMsV2GpGs0/hIARWY4gcTl00k3ZvOjeVvpEbJGrbjSCRYvRqm/3HeKynJbhaXFC4MTz1l1sOGmZ1/kVCh8ZGiAlNcdTrtNJNWmPYUak0kAZOYaH5t3x5q17abxUX9+0OpUrB1K7z5pu00Ilmn8ZGiAlNcNWvdLPae2EuZgmVoVbWV7TgSCX74AebMgehoc8knjOTP75vqM3Kk6b4kEio0PjKyqcAUVzmtifrU60Oe6OAfzydhYPBg82v37nD11Xaz+EGvXlChAuzeDePG2U4jknUaHxnZVGCKa5bvWs7iHYvJE5WHXvV62Y4jkeDrr2HBAoiNhSFDbKfxi9hYc38J4PnnzQRMkVCh8ZGRSwWmuMZpTdS2WltKxZeynEbCntfre3rZuzeUL283jx916QJVq8LBg/DKK7bTiGSdxkdGLhWY4ooDJw/wwZoPAOjfUJd7JADmzIElS8xBxUGDbKfxq5gY3+X4l1+G/fvt5hHJKo2PjFwqMMUVb698m5S0FOqUqkOjsqHfg1CCXEaG7/bLgAHmqnWYa90a6tSB48fhhRdspxHJuszjI2esmWE7jgSICkzJtfSMdMYvGw+YxuqeEJ6gIiFixgz46SfTLHLgQNtpAiIqygwoAhg7FnbutJtHJKsyj498adFLGh8ZIVRgSq59vuFzth7eSpG8RehYo6PtOBLuzpzxXegZOBCKFLGbJ4CaN4cbboCUFNO2SCRUaHxk5FGBKbnmXO7pUacH+fPkt5xGwt5778HGjVC8uNkejyAeD4webdZvvgmbN9vNI5JVGh8ZeVRgSq6sP7CeeZvm4cFD3wZ9bceRcJeSAsOHm/WgQRAfbzePBTfeCM2aQVqaGSEpEio0PjKyqMCUXBmfbM5e3l75dioWqWg5jYS9iRNhxw4oWxb69LGdxhpne3zKFFi71m4WkazS+MjIogJTcux46nHeXfUuoNZEEgDHj/tuuQwZAnnz2s1jUf365la51xu2/eUlTD3e6HFA4yMjgQpMybGpP07lyOkjVCpaiduuus12HAl3r70G+/ZBpUpw332201g3YoQ5kzl7NixbZjuNSNbUL1OfmyvcrPGREUAFpuSI1+tlbLKZO/5Q/YeI8uivkvjRoUPw0h8XA4YPhzyac3/ttWbCD/hagoqEgoGNTWsxjY8Mb6oKJEe+++071uxdQ/48+bmv9n2240i4e+klM4S7Rg3o0MF2mqAxbJiZ8jNvHnz3ne00Ilmj8ZGRQQWm5IjTmqhLjS4UyRc5fQjFgj17zPY4mHmJUfq25ahYEXqazi8MHmzOZIoEuyhP1NmzmBofGb70nVqybefRncxeNxuAfg37WU4jYW/0aDh5Eho2hLvusp0m6Dz7rLnv9P33MHeu7TQiWdO5RmeNjwxzKjAl2yYun0i6N52/XvFXapasaTuOhLNt2+D118169Ghzq0XOcfnl0O+Pz3mDB5sx7SLBTuMjw58KTMmW1PTUs2dm1JpI/G7ECEhNhSZNoGlT22mC1tNPm57zK1eaW+UioUDjI8ObCkzJllk/z2LPiT2Uji/NPVXvsR1Hwtn69fDuu2bt9L+U8ypWDB57zKwTEyE93W4ekazIPD5yzKIxltOI21RgSrY4rYl61+tNnmi1ihE/GjrUVEotW0KjRrbTBL3HHoOiReGXX8yEH5FQ4IyP/HLzlxofGWZUYEqWrdi9gkXbFxETFcOD9R60HUfC2erVMH26WTtzEeWiChc2W+Vg2hel6mKuhACNjwxfKjAly8YtNa2J2lZrS+mCpS2nkbCWmGh+7dABatWymyWE9OsHpUrB1q3w5pu204hkjcZHhicVmJIlB08dZNqaaQD0b6DLPeJHixfDnDkQHW2m9kiW5c/vq82Tkkx3J5Fgp/GR4UkFpmTJ2yvfJiUthVola9G4XGPbcSScDR5sfr3vPrj6aqtRQlHPnlChAvz+O4wdazuNSNZofGT4UYEpl5Sekc745PGAaU3kUS9C8Zevv4ZvvoHYWBgyxHaakBQba85gArzwgpmwKRLsND4y/KjAlEuau3EuWw5vISFvAp1qdLIdR8KV1wuDBpl1nz5wxRV284SwLl3gmmvg4EH4xz9spxG5NI2PDD8qMOWSnNZEPer0IH+e/JbTSNiaMweWLjUHCZ1CU3IkOtr0qAdTYO7fbzePSFZofGR4UYEpF7XhwAbmbpyLBw996/e1HUfCVUaG7+zlgAFQsqTdPGGgdWuoWxeOH4fnn7edRuTSND4yvKjAlItyzl62qNzi/9u79+Co6ruP45+9sIDcwXKrWFG0EyyoIIoVfGZwRmCmdkboU63oIFhBwTpo8QZIMCDawaJ2uIg3cAqKVkXbeqmXGa2Kz0NKDRerPAKtCgrqEOQSLtlknz9+u+yGnGxi8kt+55x9v2acnPnl7O4nF8kn2T2/r07reprjNAit1aulzZvNZo633uo6TShEo9ktRBctknbudJsHaAjGR4YHBRN1Onj0oJaXLZfE1kRoRpWVZmqPZMplly5u84TIqFHSsGHSkSPsV49gYHxkeFAwUadVm1bpuyPf6bQup2lkv5Gu4yCsVqyQtm6VfvAD8/Q4rIlEpPnzzfFjj0nbt7vNAzQE4yPDgYIJT6lUSovWmYt7pgyZomiEbxU0g8OHs1ejzJghtW/vNk8IDR8ujRwpJZPZ7YsAP2N8ZDjQGuDp3c/f1aavN6ltvK0mnD3BdRyE1cMPSzt2SCedZLYmQrO45x7zduVK6aOP3GYBGoLxkcFHwYSnxaVm7vhVA69Sl7a8Jg7N4MCB7PO3xcVSmzZu84TY4MHmqvJUKjtKEvAzxkcGHwUTtezct1MvfPyCJGnqkKmO0yC0HnpI+uYbqV8/afx412lCb+5c85rMNWuk0lLXaYD6MT4y2CiYqOWR9Y8oWZ3UsJOH6ayeZ7mOgzAqL5cWLDDHJSVSq1Zu8xSA/v2lq682x7Nmuc0CNETu+MhH//mo6zj4niiYqOFo1VEtW79MElsToRktWGCGZA8YIF1+ues0BaO4WIrHpddfl955x3UaIL/c8ZEP/s+DjI8MGAomanjh4xe0++Bu9WrfS5cVXeY6DsJo1y7z9LhkNmeM8s9QSzn1VOm668zxzJnmNZmAnzE+Mrj4lx01ZLYmmjR4khKxhOM0CKV775UqKqTzz5cuvdR1moIza5a5nur996XXXnOdBsgvd3zk/R/cz/jIAKFg4piyXWV6/4v3FY/GNWnwJNdxEEaffWa2JpLM3jmRiNs8Bah3b+nG9KtfZs40Y+ABP8uMj9y4eyPjIwOEgoljFq8zWxONLRqr3h16O06DUCopkY4elUaMkC6+2HWagnX77VKHDtKHH0rPP+86DZAf4yODiYIJSdKeQ3u0atMqSdKN53FxD5rBli3Sk0+a48zO33DixBOlW24xx7Nnmyk/gJ9NGzpN0UhUb2x/Qxt2bXAdBw1AwYQkafmHy3UoeUgDewzUhX0udB0HYVRcLFVVmdddDh3qOk3Bu+UWqWtX6ZNPzIQfwM9O6XyK/ru/GR95/wf8FTMIKJhQdapaS/6xRJLZmijC6+Jg24YN0jPpK0DnznWbBZKkjh2lO+4wx3PmSEeOOI0D1Gv6T6dLYnxkUFAwode2vqbt5dvVuU1nXTngStdxEEaZnb2vuEI6i837/WLqVKlXL3Pt1WOPuU4D5Mf4yGChYOLY1kQTz56odol2jtMgdD74QPrrX6VYTLr7btdpkOOEE7Ldf948s3sU4GfTLzB/xWR8pP9RMAvc1j1b9erWVyVJNwy5wXEahE4qJc2YYY6vuUY64wyncVDbr38tnXKK2f9+0SLXaYD8Rp8+mvGRAUHBLHBLSs1rL0f3G61+Xfs5ToPQeest6e23pUTCXK4M30kksn9Yvu8+M8ET8CvGRwYHBbOAHTx6UMvLlktiayI0g1TK7OQtSddfL518sts8qNO4cVJRkVReLi1c6DoNkB/jI4OBglnAntr0lPYe3qtTu5yqUf1GuY6DsPnzn6V168wL/TJPk8OXYrHsxf0LF0rffOM2D5AP4yODgYJZoFKplBaVmhdcTTl3iqIRvhVgUVVV9uqRadOkHj3c5kG9xoyRBg2SDhwwT5UDfsb4SP+jVRSo9z5/Txt3b1TbeFtNOGeC6zgIm2eekTZvljp1kqZPd50GDRCJZAcsLV4s7djhNg+QD+Mj/Y+CWaAWl5q54+MGjFPXtl0dp0GoVFZmL+i57TapSxe3edBgI0dKw4ebTdfnzXOdBsiP8ZH+RsEsQF/u/1LPf/y8JGnqeVMdp0HorFghbdsmde8u3XST6zT4HnL/ivn44+bLCPgV4yP9jYJZgB5Z/4iS1Uld2OdCnd3zbNdxECaHD0slJeZ4xgypfXu3efC9DR8ujRolJZNmhCTgZ4yP9C8KZoE5WnVUy9Yvk8TWRGgGDz9sXrzXp480ebLrNGikzNPjq1ZJH33kNguQT+74yD/87x9cx0EOCmaBWfPxGu06sEs92/fUmKIxruMgTPbvl+bPN8ezZ0tt2rjNg0YbPFgaO9ZsZXrXXa7TAPllxkcuW7+M8ZE+QsEsMJmtiSYNmqRELOE4DULloYfMBoqnny6NH+86DZqopESKRqU1a6TSUtdpgLoxPtKfKJgFZMOuDXrv8/cUj8Y1+VyevoRFe/ZI96dfZH/33VKrVm7zoMn695euusocZ7Y0BfyI8ZH+RMEsIJmticYUjVHvDr0dp0GoLFhghlgPGCBdfrnrNLBkzhzzu8Lrr0vvvOM6DVA3xkf6DwWzQJQfKtfKjSslSTcO4eIeWLRrl/SH9Ivr580zz6siFPr2lX5t9rLWzJnmNZmAHzE+0n/4SVAglpct16HkIQ3oPkDDTh7mOg7CZP58qaJCOv986dJLXaeBZbNmmeu13n9fevVV12mAuk0+dzLjI32EglkAqlPVWlK6RJLZmigSiThOhND47DOzNZFkiibfW6HTu7d0Y/pJj5kzpepqt3mAunRt21XXnnOtJMZH+gEFswD8bevftK18mzq17qRxA8a5joMwKSkxoyFHjDD/IZRuv13q0EEqK5Oef951GqBuN19wM+MjfYKCWQAyWxNNOHuC2iXaOU6D0NiyxYyFlLLzBRFKJ54o/dZcpKu77jJTfgA/Ynykf1AwQ27rnq169VPzwqkpQ6Y4ToNQKS42z5deeqk0dKjrNGhmN98sdetmfq9YudJ1GqBujI/0BwpmyC0tXaqUUhrVb5RO73a66zgIi7Iy6Zn0ViCZuYIItY4dpTvuMMdz5khHjjiNA9SJ8ZH+QMEMsYrKCj1R9oQktiaCZZmdt3/1K2ngQLdZ0GKmTpV69TLXdj3KwBT4GOMj3aNghthTm57S3sN71bdzX43qN8p1HITF2rXSyy9LsZiZ2oOC0bZtdjb5vHnSwYNu8wB1YXykexTMkEqlUlq0zlzcM2XIFMWiMceJEAqplNmrRpImTDBzx1FQrr3WbMC+e7e0aJHrNIA3xke6R8EMqbVfrNWG3RvUJt5GE8+Z6DoOwuKtt6S335YSieyfslBQEgnzGkxJ+t3vzIRQwI8YH+kWBTOkMlsTjRswTl3bdnWcBqGQSkkzZpjjG26QTj7ZbR44M26cVFQklZdLv/+96zSAN8ZHukXBDKGv9n+l5/71nCRp6pCpjtMgNF56SSotlU44QbrzTtdp4FAsJs2da44feED65hu3eYC65I6PfHP7m67jFBQKZgg9sv4RJauT+mmfn+qcXue4joMwqKrKPiU+bZrUo4fbPHBuzBhp8GDpwAHpvvtcpwG85Y6PXLB2geM0hYWCGTKVVZVatn6ZJLYmgkWrV0ubN0udO0vTp7tOAx+IRLIDnBYvlnbscJsHqAvjI92gYIbMmk/W6KsDX6lHux4a23+s6zgIg8pKM7VHkm69VerSxW0e+MYll0jDh5tN19lvH36VOz7y9x/wouGWQsEMmczWRJMGT1IilnCcBqGwfLm0bZvUvbt0002u08BHcv+K+fjj5tsE8KPM+MinNz/N+MgWQsEMkY27N+rdz99VLBLT5MGTXcdBGBw+LJWUmOMZM6T27d3mge8MHy6NGiUlk9ntiwC/YXxky6NghsjidYslSWOKxuiHHX/oOA1CYelSaedOqU8faTK/tMBb5unxVavMS3UBP2J8ZMuiYIZE+aFyrdy0UhJbE8GS/ful+fPNcXGx1KaN2zzwrcGDpbFjzVap7L8Pvxp9+mgVnVjE+MgWQsEMiRVlK1RRWaGfdP+JLvrRRa7jIAweekj69lszDnL8eNdp4HMlJVI0Kr34otkuFfCbaCR67LWYjI9sfhTMEKhOVWtxqXl6/MYhNyoSiThOhMDbs0dakN4zrqREisfd5oHv9e8vXX21Oc6Mqwf8hvGRLYeCGQKvb3td28q3qVPrTho3cJzrOAiDBQukffukgQOlX/7SdRoERHGx1KqV9MYbZmQ94DeMj2w5FMwQyGxNdM3Z16h9gqt80US7dpmnxyVz9UaUfybQMH37StddZ45nzjSvyQT8hvGRLYOfHAG3vXy7Xvn0FUnSlCFTHKdBKNxzj3TokDR0qPSzn7lOg4CZOdNcD7Z2rfTKK67TALUxPrJlUDADbmnpUqWU0sjTRuqMbme4joOg++wzaZkZNap77jE7aQPfQ+/e0m9+Y45nzZKqq93mAbwwPrL5UTADrKKyQo9/+Lgk6cbzmDsOC+6+24yGvPhiacQI12kQULffLnXoIJWVSc895zoNUBvjI5sfBTPAnt70tMoPl+uUzqdodL/RruMg6LZskZ580hxn5v8BjdCtm/Tb35rj2bPNlB/Abxgf2bwomAGVSqW0qNRc3DPl3CmKRWOOEyHwZs82z2f+/OfS+ee7ToOAu/lmUzS3bJH++EfXaYDaGB/ZvCiYAfXBjg9UtqtMbeJtNPGcia7jIOg+/FB69lnzmsu5c12nQQh07CjdcYc5njNHOnLEaRzAE+Mjmw8FM6AyWxNd+ZMr1e2Ebo7TIPAy8/2uuMLsfQlYMHWquejn88+lR5nMBx9ifGTzoWAG0Ff7v9Kf/vUnSdLU85g7jiZau1Z6+WUpFjMX+QCWtG2b/d1l3jzp4EG3eYDjMT6y+VAwA+jRfz6qZHVSF5x0gQb1GuQ6DoIslZJmzDDHEyaYueOARRMnmg3Yd++WFi1ynQaobdyAcerRrod27t+pZz961nWc0KBgBkxlVaWWrTf7FLI1EZrszTeld96REglzkQ9gWSKR/cP4734n7d3rNg9wvNbx1rrpfDM+csHaBYyPtISCGTAvfvKivtz/pbq3666xRWNdx0GQpVJm7Iok3XCD1KeP2zwIrSuvlPr3l8rLpYULXacBarv+3OsZH2kZBTNgMlsTTRo0Sa3jrR2nQaC99JJUWiq1ayfdeafrNAixWCy7OcHChdLXX7vNAxyP8ZH2UTADZNPuTfr7Z39XLBLT5HMnu46DIKuqMnP8JGnaNKlHD7d5EHqXXSYNHmwu9LnvPtdpgNqmDZ3G+EiLKJgBsrh0sSTpsqLLdFLHkxynQaCtXi199JHUubM0fbrrNCgAkUh2QNSSJdKOHW7zAMfr26Uv4yMtomAGxN7De/XHjWYcxtQhbE2EJqiszF7Qc9ttpmQCLeCSS6SLLjKbrrOfP/yI8ZH2UDADYkXZClVUVujMH5yp//rRf7mOgyBbvlzavl3q3l266SbXaVBAcv+K+cQT0tatbvMAx2N8pD0UzACoTlVrSekSSWZrokgk4jgRAuvQIamkxBzPnGku8AFa0LBh0ujRUjJpRkgCfsP4SDsomAHwxrY39OmeT9WxdUddNfAq13EQZEuXSjt3mi2JJnOhGNyYN8+8feopafNmt1mA4zE+0g4KZgBktia65qxr1D7R3nEaBNb+/dK995rj4mKpNdtcwY1Bg6Rf/MJsxZoZJQn4BeMj7aBg+ty/y/+tl//vZUnSlCFTHKdBoD34oPTtt2Yc5PjxrtOgwJWUSNGo9OKL0rp1rtMANTE+sukomD639B9LlVJKl5x2iX584o9dx0FQ7dkj3X+/OS4pkeJxt3lQ8IqKpKuvNseZLVkBv2B8ZNNFUo38rO3bt0+dOnXSF198oY4dO9rOBUkVlRUqWlSkvYf3avUvVmv06aNdR0JQFRebv2Ceeab03nvmT0eAY//5j9l8PZmU/vIXs4UR4Bd7Du3RmYvPVEVlhdZcvkYjTh3hOpIv7Nu3T3369NF3332Xt/81umB+/fXX6tHjNEkHGpsRAAAAAbR792517969zvc3+nmyo0ePypTLmyVltjpp5XHXcY+1xpzXKs95cUfneX0cuWsNFMtzd7kPG23geTGPtZY8r5XHWn3nxY973/c5z2vN68v2fT+O+u4vX5amnFcjS/r3v3hVznnmOBJLZpfSa7Gc82Lx6vTbZM5a+rxoznmqqvE29ziesxb1PC+ZPq867/1lb5uT+dha7dtGPc/Lnzl+7Lbf/2OLed426XFedZM/ttzz8uWredtknvMa9vVozMfW8K9H5rYN/dga+L1WlXNeMp25KpWzVvOtJEUyH3rO2rHj3LWq497mvr8pa7mPkS9LWB6jKZ9Tnz9GZc79pb/9PNeSuWvpt5X1PESlx5qN8+p73Ibmy3feEUkPKNMD62bhhVitJbVJH9dXuJqy5vUTviXXGpM5j4jHcX1r0ePe1rfmVda81hpTHP10XkMLZkNLna/ur2EFM9IqvZZzXuY4klMwo+m1aLT2D/NojR/wyVpr+QpNQ0uEdwlrifPqK1dNOS+zlv0C588SbeB5uWuR9PnRnLVorfvLnlf7trGcf0yy/+vnrlXVeF/ucUzZUpfvd8GaH1uq1m1jnmvVHlnSmaty1pLpj62+gpn50BtaVBpazBpznt8fI+ZxntfPisz76/vZ45Ul4nGe18+33Az5eG0D7fU8bCrP++r7ONK3qcz+nqb0t58qIx5rOTf1KmZeJbG51urLklmLN/C8mMdaQ/EvzmTjAAAEXUlEQVRCLAAAAFhFwQQAAIBVFEwAAABYRcEEAACAVRRMAAAAWEXBBAAAgFUUTAAAAFhFwQQAAIBVFEwAAABYRcEEAACAVRRMAAAAWEXBBAAAgFUUTAAAAFhFwQQAAIBVFEwAAABYRcEEAACAVRRMAAAAWEXBBAAAgFUUTAAAAFhFwQQAAIBVjS6YqVTKZg4AAAAERH09sNEF88CBA429KQAAAAKsvh7Y6ILZq1evxt4UAAAAAVZfD2x0wYxGefkmAABAIaqvB9ISAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFbFm34XR3LupsrjrpMNXKv0WGuVs9bquPflHscdndeqnrU8Uh7H9a1VH/e2rrVI+m2Vx1pEtXmt5UrlWfPKJ4+13PfF8ty2yuO83Ntm3u/1LRTzOC/3yxbzWPP6kseOeyvl/zaIeaw15bwaWdKfpHjOJyZ9nIplPwmpzFrOeal4dfpt9rzq9Psj0ex5kfQnK6Laa9U1viBVx72VMl+IiOcXKSdL+jhV4wuXWauudV51znkpjyzVHmuZ86py1mLp45jHWrXHWrTGWtLj/qpr3V/02GNkM8ePrVXn3Lb2efny1bxtMs95tTPHPR7X62OL1/Oxed027vm41TXefr+1VPp+s/8gRNPHsarsWiyZPi/n2y/zv0DO/wqKZO4691st6bFW97dz09ZyHyNflrA8RlM+p7Yeo6FrDf0Zmj6uzPkZlf7281zzilzpsZZ7XqXHmo3z6nvchubLd94RNUyjC2YikVDPnj21a9cDjb0LZHj9jwDUI7efe/3jAgBAc+jZs6cSiUTecyKpVMrr71MNcvjwYR09erSxNwcAAEDAJBIJtWnTJu85TSqYAAAAwPG4yAcAAABWUTABAABgFQUTAAAAVlEwAQAAYBUFEwAAAFZRMAEAAGAVBRMAAABW/T+T1T+UirT4MAAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_colormap('jet')" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "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": 74, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "6a6c6af26e204d85b11ce4773b79a28e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='colormap_name', options=('Accent', 'Accent_r', 'Blues', 'Blues_r',…" ] }, "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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\n", "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": "67e35d86e7bd44df95a7a95b44a738cc", "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": "1a65b85052e047e79b4ff3ac2dffc655", "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": "811e2ebb2cfe411d992e3dabf7c19bdf", "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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\n", 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" ] }, "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": "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\n", "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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\n", "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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\n", "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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\n", "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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NPEAKYyaQAQQ5eHWLfD+cB22hMhnCpkkqoQfClNxirys8pjoPzz3WD7UGQkwhUIzT8J543sqxQfthQG4UYuVeb0cDJ+KABzIoDIUgy2UTwJzO0fMcyXsOzEeXH6zL4QWHa97c+zSQUoXQYgUAA6EtvsDyBTjOhT2fdi0+V8PIIzw8SKBAY2gHxhTOPbC4FlIG+jw3Aj3lQS0QVDzQlad4YAV5cf5985+1v87IgymNKwa8mVIOdP0xpQ8FcgAkj60dmNfFCQu79p5rIJQIALn7TBPh7q+kR1qRaOuOhMa/V1muet5ePE7S4kFKUIXK+LM56bN6sWyr07t7O/OgN97NUFctpFSQUqGpnbdnjYDRBrpxC6kLM3lqeNrXyQGdNqoYJ93fE8/0ZB5P7NnFj9M5lRKAEoFZCTiWZZJuyhEopMl1eOG87PwqVcHLo7Cj8p5TLPB2x3TAQ3KGEJLMvZc3TQMAU3KfxLdAB2RZoUL+L86bdFqxTtRutNhYbIZCoe7vTiROCxIRN4I3Cxn0WHSeEH7VbrMSHlN24xrNgPj4+Twu2tEP6d2APhhxNuNJwMi9hdba4FFxgFizsdDzifc4AAfEheg+p5hIEW54BqKpZ1ACDthOIpj0zsOALxEC56QM/y+M2fD4+NzwEKX2x3PvMg6v3o3H1Pr5Ie+w93p0gC2lQFsb1FXrZUZdmqNcNS6nnCuUfn61f08327YHuAmAiVI4p9TGXND/7vXPO/St3Wc786BntUW10p3QOZUwLSCkhfVrDIEIARoArOYNktTR6Mkzqkti7CmMp6kDSR8WjXVTnC0ZA6jVFlAUVumqhtCuM9b28ZAm9yL5NdIiCXk7Iq5IaaEbA5XKwFZtaoM0ozxXXzTdY4mqTutHf3Mw0M3wjnuILOI8KjXwuEGSJYOvCxq+iNTDiR6FEAH8hua9uzZjaw54xVI5dme8sMfe3UaOj34zD4X+Txjw8GNiEBryBFp/LWImFlKiEAILABUjp9AiTM/nUY6Oh+M4OYTGlBjjvCNsMik3yCVRzo8DMj9HycbHQb6xFre1xm2tB8OTqRBIBsKqJ1U9Gdo48FBuTMpZ2C4X2TYaq3mD1bzBeJb29JpZkaBctSgmiSOsADjSGqUxuJgkYQNyrWlwrHXwbIMXyD9znOyZ3muz98DTs1tP72zYeJriwqUZVvMGi+MK5apFPlI9an2PRaktal+9RXigywoFlUpMC4W27vJoqXKhTyp5RdU8Os2PDyNGAEZeS5dzIy+ky3/RNewpW0UChVhXJKVA43VpxljAe6aCAS+NlwM6F1e3jQG8F0ylq/jCSSFJKgUVG4F3nAfsec8rgyTt5wG510e6uiGtGeDZeqLz6AgoOR09LjfVG1fYeAjouDTXCd7dSSA19Fjic1f8mMFjsZmfqhjjcaE1cimx9MUU4uuUxoSQI/c0cimDJ1Ia4wgsbAyNMRh54ItBbW1tz2OKbcpCmNzo2gUL1Z5YWWVgXuIcID0WgJq82mgTctJCxjcgNK66cqSnnXNFLw1RjFPUpXZeoGcQt9ZioTUmfh4PkgTpvMW3zyb4/+oSR1rjgIF4A1cgJ/H/37fw5j0oGL0tOH1GbHlcYzYrsH9hjCSVuHNYoq50ADuSMKRF4sgkIeTmyod1ejoXCgWAetWGm4VCovQ35eM4EHCgo70UJ42QJans5ezcAZvati5UKplgvDuu9ZVi+LFCCqRZ9zo+RmJlxkLyg0sTJ9ZHt1gmQsBWppcPiWtEEuiQ2Nz9uDwKsRQVgEKnqMsWSZpteK80NwR2FH4c2uW3jRksNUXzxb3InofnJRNx/gboSClDlUv4Yhx7FIiOj49DNP7GWlQekOj9cU+BXl9qPeg5cjDgoc6p14nxa099zos8Hh42PfLnb/1xB1L22Irci4vf40nvO/Z24znhoVs+t63tGKbJ0Ptkr+FzmvifuI4n/b02BjAGu5fGUKYrnlCumhBp4d/jIpdoW/cpLL2Hek4qPH19jmtfX+CRB8f4t7HAkdadyN5aaHbt04hNW3tp7MyD3vxOjeJGiZ19i+lehqxQeO7KApUPVUrpQEpJgTbSiAHdohn0fgzsuGShLjXKVYNinG54F+S1OZZnX+vGySWKgNHYkLsj76tjWAoonxtTgYwhN7xVB+hdnUzNAJ2OoTEA6OpMMtDJii6hTwtS2ljUdX9X2aszySquBBKNJ6LEOrRkrFAo0Xs9AR/9T4DLv6jxl3ZxXKFcth1B5STAO0ErSCFSHuajhT4GF2CTWBLGNRASPA3sKC+3MCaQWajGJS3g8fnJKyvRZ1kSWPKcVhK9DnA1Mel57o3tAT0Be2m7aiqt96hjgBqam6G8HD8mfi4G0nBOAGs/Du6JJgMgEo+DIgAERBSCHUmJhdZd2BgSSerKBa7mNYAOCBdHFcazDLu5wsIYHLUtjtoWz7QNdvZzHN0ocXSjxHe/cQ//a7Hoe6OnbIReLNsSWe7ezjzoXXrNtyNVEs/851OY7CTY2S+ws1/gxrPLXkUOzT0MRqbg+TgCLKLY00JLYDKeZb3jSTNntUXrvT1O4ecm/XHGMzSB4aoRxlg0pVs+G3iSRwSORNqgcCuRZTrSjAmkEgIIAkiqakLgL2xHJkibflFeVy+yq6BipIUsIk+KsVpjawFXVQQuV0drp1AdEGn0S1lxAOQV92kOOVs19up6tTHZZ7xGH5yayLOJPZfgrdA4aGxRiPCkHCGBXWkt5loHSjwAVBQa9IQUoMsL9UKKtiOexOFJPjYubC884CXs3Dy0yoECQPC2WmtD5RGykzR+Q+HOeMNA1+HG5R+UH9uD+wxua42KySQWLBfZe88MIBdsTKW1SDy5prS2Y6oa4zYYucQkL5Ciz05urcXIWhwkCaZSYmEMnqoq7E0VLpyb4ZxSuK01LiYJrjRNT6rAPdb7YduKLHdvZx70rj79X5hNd2GtwfJOi2pdIc0NHnjQdRmmcOd4lqGBCaDEAZEKPwN9b0EqAWn6hAlO0Qe6nFySdaXJ+MLLPRMuPO95SwOhOaBjNXJtGl3fhVwdKIXizZxo47VKNCYempVKYP/CGE0qsLbGLVIGqAf0bzwsyetJcuAhwgrPnfUo/Dg538WtZb9H8GXHBrSBNA8c5Lg+kvJ/We5Dt7bfUqeihTcaD5cRhM+Aj88fv7Yn6/UolEjkiA09nF+0+ePcG5oysEmEwMU0xVSpkHsanLfnmdeRvyYBSWmdjKIAAAaO8fsm4OOh4CHvj46HP18LbNTYbNj8KwbqU++lcXBdGBPea8xcjZmjoXA2+t4mzemR1oEIRJKH3riFQC5cubE9pdBYiyOtMVUKM6WwUwHnxgUuZxmOtMaNtg251/aU78G9tm1Flru3Mw96AABbQqUSo7GrkyhUgrp0YuiLr5lBKIFq1fZCazwMqFICDANjuptCpR3gZLna8OB4aTEiTHAAo7BnxhZt+tpy3VnQD/kOAMT2DPm8iInIr5GgK0QcqveHosadDIB7cAcPTqDzTe8hzlXy98k3CUNGtSedWPjuFgLu1cWVQSiPl6QqeKkbnQcYyA0BY5LJjcWcAx7Ps9EYhroN0LjIOxzMffnnKFRGeriplMiF6Hl7/Jrhf9FJEWjMBQdLIdAywKQx0WsJHIKHBvTAnoBBrzRSAKNUoknFxoYA6PSENCZhEbxlOnbmgZi3IiIwI2/ytAonPPQKbAr/SSxPOdETwVaI3vPxZ8JD2gEU4eQII5Ynpff6QJLgSl2j9V76ubEjuOxCYldJXE7TsGnQ1uJ2s3HZrb3EduZBb/egQGIlmsZgtWiwXhrkI4Gd/cIDoMBonGIyy7A4qnB8u0KSSuTjxBUq1q6fmyO82J5XlaYKRnXEDWJdksQAvhccB7ye9yhFCKsSoKRMO0bmvJmu75wx/RAqGYGkkJ0mLujvWPNVLijvAFUFryktVKDG00IglOtfR216nMhXh0os7lrRwp32iTNSisF+bkNfwuA1RKGxRAjkBmh9N4a20SHknKT9xqt8w8B1e+G9Sy9VsLaXY4tDduuBBTMUOka3cB61bc/b4b+pHuPCF07mBZup9xzl20icTSHQxlpMlcJEuc8ljFEIzE9Y0LlAnMCVzyM3fs28UKH9kjICReE0awUiEGWvrytXwaQRCJ4ceVaJUhvXjK9/Uqiz5wFHr6XwJ4Cg8+PPcc9u6JotHHDGzE469khr3PSeUyElplLiCB2TFgCWHtj2kgR22aKuXLH5NFUYEQegPnkjeC9tW5Hl7u0+dXt66Wy2k2E8y7D3wAh7ByNceniCvYNRCAHODyt89Uu3cHh9hfEsw4XLU+zsF5jt5sjyJHQdoE7NRzfXWBy7zupU85HMGKdfC50PgpcnQy86AIE4o40NLWJioMsKFYpXu95wXcfvoZ+sUEhzFUqLkfA6ruBP4+SebLlyQt3QRYDnaPxv/hgBCC2O3DYLN0v2XmRvYTrJTuv1NoJwXR1qEyqxdGSgrhQcn5ti7LRY41mGnf0C090c070cKuvGw2tSkjdFITc98AN0Xh8BHgEbD2FeaxpcaRpcbRoncGZhOSqovPSLVeXBca41FlqH8YykxK5SoQIMn5ulv86awosA5j78x0khnARzpHVvLPyzFkognyQhGqBrgxG60mVB68ZfF5eei/4OZc/ox1dmGXlyCS8ttsG8HPgeFN47JrAkgNxLEuwlicvBeYlBAH2lej97SgUwO58keDjPcTFNw8/DWYaH8xyXsyzk847a1uW2GVAujHFzORbYfWCEJFUoVw3uHJaOYLW+P9U3icjyQn++GfvEJz6BN7/5zdjZ2cHOzg4ef/xx/O3f/m143lqLD3/4w3jwwQcxGo3wAz/wA/jSl77UO0dVVfj5n/95HBwcYDKZ4Md+7Mdw5cqVezInJ9mZ9/TycQo03lvKFfJxgrxIQkhv/8IYWaGwmrtyV+NZhv0LIwBAVbkvweH1Fa5fWUApgb2DEbJCBRILL4VVrlpMdzNkRefdESABnpWpOpG5Nl23BO7xBb0fDLK8z8oEBhaZtC9BCDnJSMrAjTM5qa0PVS7pETtYTkcwgHHh0n7XhrYxMLLPCnWV7ZNexRMyfo14IaVF5ZxUqCsN4SvEWAHs7BedR1fZ3mbCNV6leVGB2DO3BkC3oFYeMAi4hgDvbpqkcgYmEU6IjMHDXCVbtKd+8Y/lBvRaDaf1mvtF6FyS9MKp3DspAexJiQeSZKOaSiid5V9LYUWa6wUrq0VFkws6PxUOV33vPJCI0BGJQtEA9tzQUr8BlgOhyPhxHspt2XHEkGytBZhO8fnOy7tCAMBMKejjGoAOTZ8BgWkiHYHG2t6GgYdBwxj9dW+0LUYjiWmaY3FcwWh7qs72W90uX76M3/7t38ajjz4KAPjjP/5j/PiP/zg+//nP4zu/8zvxsY99DL/7u7+LT33qU/iO7/gO/OZv/ibe8Y534N///d8xm80AAO9///vx13/91/j0pz+N8+fP44Mf/CB+5Ed+BJ/73OdO7f/5QuzMg54xBpkXfyephG4MSt0gyxXySYIcwM5+3gMIoy2qSocvbDFO8O2P7QNw3sTiuHLkl2kKAKGx6N5BEXp3kWdljA0SBHUCAPVa/kR0e16Tc7PBqIy6nLv3W4zT8JqYwQigJ2anHnlD4wL6+qd+8W13vbbRPRIPvyZ5qNR5+qRyXTjhcVpcjLZIGhearEhUr1xjWw70PPdJhaSlFAFweRNUrsELjMEBwDuNBEJ5v7nWWLIQW+uvteE9sgVzqhQKwcpxwWkXaTGmfGIhOi+r9aE0ziotPMGCCjlzCUNpHbmFPDvu+QBMp+eBUGuN1pM5ilzC+nENdZMIn5GXofA5ObEw9olnOd2S6DeAEI6NAYm6OtAxsddIkg4+T/ksw2peuzqvykkYstyVGKM5LKNr994Xm5/UWjSpxHiW4c5huRHyf7HspZAs/OiP/mjv/9/6rd/CJz7xCfzTP/0T3vSmN+H3f//38aEPfQg/+ZM/CcCB4oULF/Bnf/ZneO9734vj42N88pOfxJ/8yZ/gh37ohwAAf/qnf4qHHnoIf//3f48f/uEffkHv5yQ786C3PK6RH6QYT1MkmcRsv0DqNWxAx+pLfTNY3ejgrQBOYLXO79IAACAASURBVL2znwNw4FaXGvsXxiGsWa6aULElp04ELHeXFrzepO3Ve1Qst1aXOgBdlrs2Pl0+cZMkQ+fkbYHc744hGoNQ7P1xHVvnmVlAsnYtfhFLhMAo74MMACRQIW8IsNqEUW+yu7E4F0aLMrUA6loCdRVwqOYnZ2umhYKw1C2hA6GKAU8uOno8Z2UGJuIA6MUEEaALT/L8W2W6AspxfhBAL8yX2C7fN2G5IgCYeOYi0GnPEgCJL3tF+bObXkB9Pkk2NHOFlDjvH6Nx0nMH3ju02kLLDmgJUIa8mnBuDDdIjefo+bqtxx5sPL8nXR/oNgKA+65Q016pBNZgpdIiDzjOSQIIm7hy1YR7MSsSTAqFIkm60PXA50lGoePEGExTiYNLE9TtfQpv3sOKLHfu3Ok9nuc58jw/9bVaa/zFX/wFlsslHn/8cXzta1/DtWvX8M53vrN3nu///u/Hk08+ife+97343Oc+h6Zpesc8+OCDeOyxx/Dkk09uQe+F2PLYCU+NtljNG+TjBLNdl9NJg4fSiZuTVCJTirUh6eeOCPCMMUEaMARKcXWV4P0R+ERyh7itDuXmyKjcWUzQ4B0S6H3Gsghu/dwgE8v7sRVKopUSR1ojZQtfA7txLnc+IsGo4GGRRjEuxcRzQr3FI1rwaLGqS43VokHbGOzsF735ozmlsaWCaceAIKonwCNvLhEiiLupsDDZaYSL+P/SL3IkLh/y7OLXJZ58ct5aTBmRgjwJ8hhj9uJCa0CpUFWl8J8P4Jqakic38rIDZVw4epSqjdByDGaLowpZkSCFiyZI4bxjovNzC8CEYQvsWvaeh+qW0ncg7gcY1+UMQnvmmfFrcaMQOwCkUmCUug3R6k4NKSVGLK8OIBQurz0Ziu71kKc/rsN9Mp5lODdOA5jG5Jne3PiNTGMtxrMu6vKtYg899FDv/1/7tV/Dhz/84cFj//Vf/xWPP/44yrLEdDrFX/3VX+FNb3oTnnzySQDAhQsXesdfuHABX//61wEA165dQ5ZlOHfu3MYx165du0fvZtPOPOjx0Bv93ZQac1SY7eaBaZkVCtKIkEsj414SadmaRkN7QOTFaoF+WJKHM3nuiz/WFVZ2ACSUCJ0SgI523xNg90KW5B2qPjOxB4qsOLX/n3ayQ96jsB0dPvYciIEdSDFMhyilCOJ0KUUQeQMRmLD/iSzCF7uRJxhoRlapq642KOVRaT5d94d+HzNOl+dSAtKIcY/u1BAmvfeBxwjwiDRC1zntnIkQOOc1XkW0kNNCT6HPwpMsqH4mF6tTqbHgAQqB21pjVylMkwS3b6xCK6zpbo7bpgvBAgiMUaAvRWkbg7RQKP38ku6NAxMHqli6MaRlHAJ/Ph+8+oyOvieVtb2xIrpej2glESIpIcccvie+Wz2LCgDobWapjmyvT6TWvtpS2yNG7e2k4fOPNzkc9Ne4P4zIe1lw+plnnsHOzk54/DQv7/Wvfz2+8IUv4OjoCH/5l3+Jn/mZn8FnP/vZ8LyIPi9r7cZjG+O4i2NeiJ150GuoFmOUd6JC0aNZCqstjm6UGM/SsKASM5EqpCgvF6hLJ/ZO03RDt0ZAMwRc/G9H9+9o9WTkIfHHQ1m0ZrhnnSOUJBvaQj6eUK2FhTWJaEPH8XNbAdxuNWKvR6DvZfHXhp0yK6s2ZBzsep8T+18tNG4t1r7bfUcEqsuWkQ02z0kgR3kbCmcO5et4/u20cYb/0d/JzxkDMvbuWms3vKsUfSZh4X8TUD+c57jZtrhelo5VqBQOiInIRNPU4kZbiz2lHCHFgy6v/zjdy3F4fRUWfq4fJE/yHID1ncZ/bm7Bo4W/GCvAa+0A9Nr/0Dnof54ri+t9xt+hoXDlaWFUssrajaa4Q9KGVPa/h73OJ+wxkttw9nGI6AxUQuLF6ctVi9WiRjFO8NBujrn1Gx90mx56X4v2/lQ5uZcVWYiNeTeWZVkgsrz1rW/FP//zP+MP/uAP8Eu/9EsAnDd36dKlcPxzzz0XvL+LFy+irmvcvn275+0999xzePvb3/6C3stpduZBL2VARzcDhd6kZJo6z74kaj3JBahRrOtW4G6MLO+mLQYOkiPEi35c95LfbByEklQ66h46qQO/WemG5Bo4Hu6MQYnGSGAXxuqBlzYCVH7JLVguzEY71kAoOaFhbaz/s8KT/djaMdTlmu/queeQFRJt0zG3xtMsjDmUdpMdCNFCExdGDoDHrl8xAIwX5lN1XQysl16SMAR4DexGDzWaKu6tcaPrLvw5ga7ySk65P3R5vVj8zj0LCkdSX7jxLMNNq/FM43z0kXDUfgLSZdXBfqisoy0KCJToROm5z4NS/zsOfiS056zS07w7enyQrXmK142BsKmikK4H37rSoV8e5X1pPtqme69xoXQeGqW54McGmY7W4bvfNgarucvpnxungSV8xDwue0rBhntpbm17gTm9e8A0tdaiqio88sgjuHjxIp544gl8z/d8DwCgrmt89rOfxe/8zu8AAN7ylrcgTVM88cQTePe73w0AuHr1Kr74xS/iYx/72Asey0l25kEvSZgn5RdMEpvv7OfdF990X3weouQkEyJONI3Bet70PLIhcghZfDNROLIblwo6PvL0VCpDVwTAdUmQQP8aUm4AHLBJWKHr8ut13SSGd97xrj4Rm8J2K4CEAV1YkPyveNfPjbfsSdCv8gFtAwOTKsnQ+xFKBK+DW5AeRCzKeOf9fJ5IfE7NnqNcTQx29DwB3pDnwj0SDsTKgxjliUprceBDlyHETPPix6+EqzLCQ2u8JBjgvut7D4ywFBa3agd4qRC4nGWh7NbyqEJddot4lwboNg1EqqFwq2bzTO9r6PvCvWien2ttV0uVi+ZPY/byOd7w7PzfhRBY33Htw45urrE4qpGPE+zuF10x9ThKwXSr/P+hx2IPsIVBgn4otVw1GM8yHOSOYdtYi/pFDNO91Parv/qreNe73oWHHnoI8/kcn/70p/EP//AP+MxnPgMhBN7//vfjIx/5CF73utfhda97HT7ykY9gPB7jp3/6pwEAu7u7+Nmf/Vl88IMfxPnz57G/v49f+IVfwHd913cFNueLYWcf9FgoTCiB3X1X24E8OjqGhyoJAKmXHiWjqeccvYZr0mJ5ARkP99FxPPyoUhUYmBxwrbFoauMZoQCg0fba7sie59a7VpTP6yQUjK05sAMNoSy2U+3l2+ArxhjbBzmg59XFebxEiEFPj+y8lnj2P48x3cugphlM1r0vcmoC45WNC+hCXHH+kHt3MbBxsIrHxQNEcWh0bcwG2NC8ENjF75vbkGczEgLH6OpJTqTExTQN/duATlJA1yTCTNCqseeeqmvoNEWhJBLhxkyC6j2WG6yWLVZzRxAiQhVtaopxirk1vQ1ECWDqx0xNUxfGbHQ9iN8zl3+QZ8ZrXAYvkb1+ccp3heZ24oXtlM+c3yod4al23tfhdZfTbCodQpKjaYrch8d5jp3eO5cNxTlBslgLGx6XjguwOKpQjFOcm6WuJVZEBHqxzNh7EN6039zrr1+/jve85z24evUqdnd38eY3vxmf+cxn8I53vAMA8Iu/+ItYr9d43/veh9u3b+Ntb3sb/u7v/i5o9ADg937v95AkCd797ndjvV7jB3/wB/GpT33qRdPoAa8A0OvlqnwVkXyShFBdphz7UiiBxtdyTLIoZ1SbIE2gcIiOJAFDgBeYhpGMgTMuqVVRXB+y1/9OuRqaUgk0XgzMAXTIW+PFr8lT4h0eiLkG9L00Ei0D2CBYuEr78MSRzYXptN16GgFfyM1YG3JPdw4rtI3BdDdjlWQ6Ly9J5UY3c2odU9nNgss96QH6gMf1cYPvxXYCc1q4ibZOIT1gE0TjkLASLp/Hixrn3sMhgsoBgKeqKswTARvgclkwple2jD6b0tqeR9haJ5e41ra9gtD8/ZGgnBoqx95NaJdlO2Yrfa7zpsGMQolC9CQD/DVkpwn86fVTBu4AC02jK+tG73dDZygE9EqjanQPnNJcYf/CGHcOS9w5dLzYoxslpBIYz1LsHYyws1/07jejLaTpk764vMjNTeiG6TqKSBEIXNzqqvXM7gQzcZ9A7yXQ6X3yk5889XkhBD784Q+fyPwEgKIo8PGPfxwf//jHv6lrvxA786AHOK2cbgySTKKu2g4kfA7PGIMsS6Am1NS0q1Dikt065MDcTjjpVWKJvTe+k+ztoj3YDelpeOiwKyXWae7cDSiRpLZ3fBxyJG+Rh1njzuqnemm20zcNWW+R+yY+g9O8vVddniLL11jNmzBvbaMhjZuDtFAhfNjLxQE9+jhfcOMwJ72vGOyGACt+DS3+pTE9ry4+FkCoaJJLgRR+cfbeG4HTJV/qilrsFELgZtuirGssPEGGesC11qKVMojPC+mauyZCoPW5xQtpipmXMJSMTcoBorU2gJTwuahA+Gi6BZ6YwtNU4aYHHc5OXVJXAuZl8e8F6RQ70O962vHPhbSAawboJCyndkJLrTs9Icvb0fVFQzl6X6ovT1CuXIgzSSWmezkWR1XYOK3mDYQSMNdXWK9azHazoK+lhsh8k8XbddFjLo9XQ6USu/tFKKQeNtAhvy03cvdbe3nYKwL0XPjQdUknUKAqKOTlkRGNnxrDEuB1uTEHWplSvWLLPaCLwM2BVr8ANICQM+SeDIU2ofpgSRZqalIeJvJKe2DHZAknAl5kJ4Xmesdg+ByxPis+J1m8+z+GwbmLY0z3NOqyBbVEMtoCaedB8IWVvLhYWM49yiHw4mOK8438OlxkToC3wdJk5wnvH+6m0haAsIG1CQAHSYJXZxke8CJykk+U1uJ224Zr8OopF5PEeXD+GlMp8VCaBhZna23o6q38OY8INLHZiw9gtVOrNnjUpFEF3HcuA7Cbu35xVJUkdGMwrp8d1QONPxM+JwRQdAzgCnjv+XmqbBeu5TnTm22Lxlq8rnBte7h3Vy1b1GWFiskOXE7c5cb3L4yxOK5xdGONtEhgtQ3lAwHntVkfwsxUl8PsCCo6zAulOniB9+le7vppehkD3W+0HtDruLTmxbZ7KU4/63bmQU9l0iXrPahM97JQaxLog4b2tfK0tsh9+Sxp+oDojhOhkesGYYSFLgEEpid1X4hBFugzQAGELgk8vNJ5e/0WPj3JhOyHMIOn6MOvjbUbHQ7CPPjf3Bvjfc8A58WcWij6LgCvd252zYUxmDKmXaaS3nsj4KLXcuAZyhvRcSeFI/nfsRfCX8P/Dvkt9veGiBoO/OKw5kGS4NE8x16SBGE2zfmR1rjl2w0BLmx5wwNXAgeWVEWGQEQJgStNEyqetG3bY4aWxoQOB/DnoJxeXbpcXlMbWNNVHyGNau1rzr5qXOBYaVxvmvCeSTeXeA8u9USceANB83+zbTGVEhOlwmdzzneGL3whZwLvuTG41bbBY31DUeDhLHPl2uaui8HxqsXiqEa5akLonpPMgI44JpVA7lMSDoBM0HwC6AhqPsVBRvcNwOUKOnw3+TEu7cHY3IwZDSB4gi+2bTun372dedDTtUGSOQCrKx08IDIpTefNMUAy2mIySwN1ngPNetUO9mhrG4MiTcM5JPoAF3tlMUhx1maPWDNQhaWtu505Z2L2dHiqC39ugFlktAjHfd344hzCUqd4iifZUGiT574S4fqjFYVyonQmj6AwYZyXI9CJReZEtCipUgqGwa5HfPFg1rC/h8CPxkBVXgCEHB3QF5YTO3GqFC6naa+6Cdec8TY4HHRHHsj4HI38nN1q21B+DP74Bbq818IYgLXGIe2fWGncOaxgjHH55ExukKJCFSJjseuBkocl+XeANiyciNKr9uIbq9L3iHSH1Pi2tTZ0Rl/4cO1R27qOCf7a68MKi+MadalRVy3uHFZYzV2VpcJLBcazjFVKslgvGy8qd2Hc6V6O6a5ja49nDqyaRrgOI6xUINC/1zsPWKJtOu1u27gat0mqAiByIgwXyW/t5WVnHvQohAi4BqZCdcJwBwo63OBG6wAYja+k0ANIf1OQ5IG8t9prnbgkwh3Yp0dTuCMWxFI4BHDsRN6VnEI3PSKMT6DHxakJ4Gj3yz083vftxNBk9BzPvSj22Emvj40vjGRxh20AgYVntUUrLZCKUFKM6imSV0DeXhyq5OHP0nsK/LE47EZjaKxF60OiATzRB0IOeJQXrNj5ct+mJpcCIyF7IAV0NSJb29H1SczdWBtqkwbvR2vc1m3vsT3vHcGP4YpvVcTzXPR50d8NXIeGXe/xJUJgNa995EMiSbv7ghMyKFSvJbBsTPC86By8mzmFIwO5hX1vEs8Yvda2uFLXmLASajQHgPOSKyAUxi6EwGWf9xy1wLM3S8yPHNGnWrWubc9RDZXJoK01xvriEu69EgmM6uUuFw1GPhefFQn2Dkbu/pBdZCbeXBptgwyB2ojRvepIbdrra2UXiq8ddyCu/PJi29bTu3s786Bn/Zcx9XX4xnkXQqNQBzEdKUwplIBuNJqyxXQvR5L6EKnpk1QAV7ePADQtkl69TM78CrIILjsIUoLOgyMvr0dQicCTWy/fyNiOdOyaFlsGarTY895lPXBg5+feGP0fyCD+t/KLd1ySCtgEvHAN9jixLkcaSFRXMZ/GW0jR8zb5eSsWWqOFmfR1sVcI9EGf8nYVsOn1edLKEEjqaPzaWuRSYCYd+E2kDPo2Ip2QF0PP01wda42nqqoTfNN8WwTgoxBpCyBpW1xrW3xxvQ7zlnMJAAMnwN3g56h/nBCoQp7KVfIhfeh0N/dhOddiJy0UFsbgmgdXIpwkDLxb2+X6AmtVSuRShibEgO9y7v8m75STUwohcMQ+v0fzHI+NRphpga9+6Rae/eod39Ukg/CEFOp/2TQau/tFuNd29lW4p/YvjF2XE921+DHGEVGyXCFPk3C/kfF7R0qB6W6OumpD9ZbMbyC0tqhWLdqmCpvZYpxgx4+F2J33y7Y5vbu3Mw96KpNuF+u/zFRBgYCFQhvUjicks1W3CyaPizM2qQMChT/ycRpKj8WVDbgnBmwK1HnIdUh/x1/Dc3wbGkDZv3l7i/YJHtoQqPHfCduN0/9h4acXMRCMu2CTcTF6mBcPCEoIl5tKZNB98S8m9aWjUk89IgsHKQZ2/D1zcsqQNzf03jfa5UTAyY9Xwnl45MFQc9SF1q5/neh3dAhhO///MevrFzpaiA78b3iSC4Vtb/q815RydsYgSRJMpHS5QWMcO5RJFrhovRgnkCrtbc7aRmM6yZFPEldIu23xX1WFL67XuNY0SITARHZNd6ml0q22xcN5HuqAhu+KBz5evg2AK51mLa41TWj4ysd5kCR4tCgw0wJf+Zeb+Mq/3MK1r88x3ctQLltM9zKMZ64EYNNopKnrhbmaN2EDO93Nw3s9uDTBncMSdaVDLp9CmroxoTPKkEfmpEISUqXg5fAAoKm0Y8B6aYLWDvSIP4BvvTrTrxg786AH+IoneZfoDg1bfWhjPEtDuS8KSxTjJHhwdem+4GQ8hJnlSe9mcNfrwht850g3Fu+iHo8TYB6iPL0RLA/F8NfTGHk1Em6c+BGqZNDCPHB8/CUZSYk1OzfXUnEwHCrSPDQeGgt5E4WU0CtX4zTJXVhzGWnm4tAjDznSdQjcTuqAwIGdgI7LEchDi/OH9Bq6jrZdR4IDT1Q58qzHXtdyuK7mhQ8HHnmvjc7Bw7dkc6OBFjhm1+NzOJESD2UZLqeuADJtJErrujiU1hFECmOQao3pboZLezmERWAoAy7frCUCqH6lqvDlsgz1RaeeiMI3LUtjMPceLNftUYdxPlZqm3Skdehazo3m7tVZhotJgmf/4xjPfu0OnruywOH1FW5eXWLvYITxLMV0N8flR3fRNibo76qyxbNfvRNILbSJzZRjc3Jyy95BX+NKZBVehDpobFV/Q7lauFwikeIAN49aO0+wKtseS5RXXnoxzWpzDwpObz29M2FSyuCtUUw+kFWMi9kbY1A0LiGe5ip0UAA6ACLvMC4pVkySHlhykItBiW6CGMBCI9go3JkwcXrQDalNTSDQ5R6zQkFlMizWz1fzkp6nmpL8+MS6XFoJQA14fnF+Lt7VD1XbH/Ss6HXWBhBOARzdcEWni/0c8N5QDHgxUWXIs+sxL5nWjsbAQ4M8D0gEjlhkvdHl3b+2V1aLHb/QGgqdt0zvgXJYBBxzo3vjot/aOsnB2hpcb1rsKYXLWRY8xj2l8Gie4ytVhWtNEzYCvSa1/npTKUNOLkkEklkniSg9CP9nWeKpusYxqwXKx8Tfp/YgN5USic+7TklfSPMlBM4lSTgHryZDHuzUg945pZBChLxdYEE2Bje+sQIA7J53KQeVSbzm9Xs+1Njg6X8/cszOZYtinIZ7pm2cGB9wlZgCILLNaoIOhFfzGlrbkBd0BbjTAIrU4mq1cNfiKY8064pCTPdyrNYV7oe9FBVZvlXtzIMe1d7kpA8d5dUA4M5hidVchkoNdLPQLpA8Qc1Cl0kqUfmdMg9tcsAjsS+FR5NU9s4BdEl3LhCOq8PHmp8hXWCSuYWAL/pkccuWoQ++tf283FAjUf6/8kAF0RVB5s8PhU1jDwBAqFKiPSgVUmI6SZCtnPaKwoKxDqy1LpzJr82rpgDoe4MnCMv5GHm+c8iDHLLY69wARGtdCS/r9HgLD0ZLz1g89kSRynS6Q+5thu7d1mn4WmtxOctCF4bg2REj0r/+WtOEajVzrTFjXROmUvbkE421ONYaXy5LXKlrlKYrnEze426autd5sOWbDMpJUm/BGau0Ql4g4Hr/UT7wqG1Ryn6jXNqUkAc6nqYol25GaWO5WtS4c1ji3MUxymWDO4cVzj84wXf/Hw+iXLVQrMSY0RZHN9f46hcPYYzBwaUJLj2yg8ksA1KcEEFROLq5xHQ3Q1Yo7PjShY40k4biFEkmUYz1Rv3SrFCY7uXIcoWyuj95PaPNPSg4vfX0zoRxokeoVML6siWp6/xdjJ3UwBgb4v9prmA9U4toymnaz7ep6KYJ3hrzwqhYtGA5t5SxL2knSa+nsEoMgj32ph97fF2e3wI2heAt/x09RwzJ3vHWhtDUkNeoWHiUjr/bii7kMRCTkcZLNPjdB0ZuIWTdp/mi3nCgocXX5/1oHGtrNupixo1j+XuL54s3n6UxD9naGMyNxtyHaDlwLbQOob8rTRPKbwEIzMgGdsPTJNbmkX9Phc+rXalrx9zc2QmVXa7UdShYzfV6PJ8IOG/zSGsc+d+FlJhrHTpHfLkswxwC3QLh5tG1M8qlxHXOHhUiVG2h3N4R826nDGz5piAAoTF4xnuWVF4tKxSKSYK2yVCu2sCeHM8cmSXJJKy2WBw7FufRzTXyQuHg0qSXOihXDa5fWeDG1SWWR1XQzR08OMHewQjFJOndV6Tp0/5+378wDkxPo7uSeUkqsXPOgWFdOe0g4KIz0938voU1t/bN25kHPW69EKL/EgslkGVuGviXH4ALc3pWVq07LU7scdFreP5NxHk49jcBJbEte2NkBaL5+cP4I0YnB3Qt0ct7kQ3VxAwVQaLnEiBQ6Om42E4CCH4891TC9fjCZzt6PdBvPnoxSYL3sPYL+ZD8IAASOpDjxJYhQXkiBOaeYEJGpbL4MQk7J58zTrrgHmtlLZba5R4n0TFEPKGQJgEDhU/dXLqxFEIg8d7Pt+c5HkiSQCZZeG3gVCkstMb/s1wC6MTrrQeliZTQcDKTc14XVxrjCDGxB+n1fjfbFrd1G8KZ5xOFmXSd2nMqgeYB7pbP+R1pjYve+yOSDX/fvXlg37HW2o65KWXPm6Z52tkv8NyVRbjfylWL8TQLG9AsTzDddYC4mjeQyoVE9w5Gve/jzWdXOLqxhvUby7rSuH5lgarSSHMVPLYsZyJ2bfHAg2O/GU36wKgmoRcflTsrxin2LyRYLVyn9WJy/5fVe9lP76zbmQe9JO26mFM+jUToKu0KPtelhlACuVIhqb2z33UMjis+UK5hqMcd98KkEmhZ7f6gCTJdiTKyuNoKvT42eg88yZ6kEmt03cKBYbCjBS/2zvhztGwsjEESEQ6Gzs0tDgPGnl0h+q2BwhjQhSlvtG1X6QMuJxaLw2Ov8zTAC48x744TdhJgY8Hm4TsKB+8phYtpGtiNiwEgPmpbFGkazslDqkdad+FIdj34c9Nz8WfSWifgToXAd49G2FMKV9sGT1U1vliWeDjLcDFNQ9UV3q5nVylXJNpvJK7UdW+OjtoWV9sGx23nTVLYlHrVcbH92hh8o2kCozMeL3l/eyy8STk+2sRoIEgf6DtFx5L3/qrLUzx3ZeHmZjXCncPSMSVzFzocz1KUKydUJwF6WijcOSxdigISy3mN49slmlJjNa9D6mI0TqGkQLVqYfb6G1hjLJJMhrzddK/fNZzWgbYpUR63mB9VmO3lLhTq+xfeT6kC2Vand/d25kEvHyXIaUeXqqDBU0r1QpUEaEkqIXMRavlRCLKpW+RFgqpsvaDVlxvyInbOyBwEKtl5l22jfamz/vTzUGxc8YULZzmg0ji4PAE4GfDod1xZhXsttGtXLAzH7W4AL/bsALcAF8ctLu0XeKZtsNC6y/+wc9yKwmYhTxeNc2j89JibRtbDLvLkSFDNzzM05rW1GAkRcmiJEIDPO8Yi+9t+0djz8gGei+Mhw9aH++h6EyXxhizDo0UR5uFG2+KpusaVpkEDi5lSeDjL8AOzGS6mLhT+hdUK/7xa4khrnPdARc/FTFPO6qSN0TNNjetNG0qZzTyrkrq2t9ZizxNQCv/ap+oaT9UVZlIFkM19ePpI61CPc08p7CVJmGf6bKg5cRgXutqmLVwh8NJa2HGCi6+ZwWiLxVGNLE9w53aJ5R2NNFvg2x47j4NLY2hjsZrXWBzXSNIV8rxrBTa/XUF5stneAyOMpy6FQe3CVvMGdw5LHDw46WlpyYpxsrkJ9f/zje9qXoc8XszK3lZkefnZwojuSwAAIABJREFUmQc9MicMd90U0jTd0MBVpUaaSqS58gys/pdXeeEukU4s9+7S/nW6tjgyhGIA6tPnbhYhxYmhy6xQG5o+pOiNiR9PrX5a29fPxaBAv2PAGzp2bb14HZthzJi9CHQLa3x+/ltbV8V+cVxhb8dNGom42+jYUIfyBMDje9I1C42GcKwFNHw+Tfbb75DRNUL9THZOHsKdMsII9wRzIQDliDZ0/oUx+EpZ4iBJQkktLl8Ic8WufyAkLnuqPnlYx1pDA/hyWfY6se8pFY57dZqiNAb/a7HAU3WFh7PM1aqUncZvbkwA49I4sflCaxxpjStNE+aDyoPR+yDPkuQKgPO4v1HXqIzFOeW89lwIXErT4Mk94EGSyogVHgx5jU0y+p7xz57GtuelBteenmNnP8fDbzyHr37pFqq1QtO4lkEjD257D4xw7em5CzdmEpce2YHWLZ57xskdAKBpDIQSSP3Gty41qqpG22hXjDrvNr08v05F56d7ebjfeFWlycyTXc4VG3m8ctXizu37xN40W3H63dorAvR4SJOXA+Nf0t19t0srVy2aSneVFUzXcoTO1TYaQrpuCJycEiqiyI61yeUGddWi8Yl0qgTB9UPdWNnf6pR2RP7YNQvfDensyJ4P+Mjm3hOYeW8GGNbccaNaksTC3ChpBq/RmuUYG2DJxN/HPo8TmqWiq5bCQ5r0c1odUbeQGiw1awkUhQq58XPx4tG9Xnzs2lR2q/B5Ll6rlDYHt7XGNU++4a2JAKCghV905cNIt0Y/BNwXkwTPeCDi8z9VCrYymNYWbygK/L+rFW61Gv9VVbiUpng4z4NnduRBZK41rrctrjUNjryHTd8DkgvQOPY8yB0kifs8gVCdhWvyCildztDnGCm3RwUK4u8j/T9lIW367AspQw3R/yxLFELg0VmOg0sTlMsWF187w9HNNZ7+jyNMdzPk4wQjLwbPdzNobTHd2cdq3kD7++7OYYlrT88x2y8w282Q+i4MyhNW5oclRuMk3GdZnvTacAEOBFdzt1ENxSR8qoRKjnHyDAFi63sWLo9r3A/bhjfv3s486BFj0+3yuvBFlqtAbVaqE6sW4yS046HQptYWiXcDeLiDAI9ez4ExXDuTaGsTZAtKCcDfYD1vztfT5DdP3xsd9vKsAGDR6xwOnJ5bG/qfPx6XC4tJL/FreYkz8mCGzk+5JEgZusC3Eeg0GGCcRoAXF5Dm440Br7EdsYc8npRdj16/kWNkIHxba1xrmhA6LK1Fa4zz9NDvEUfhPc76bOwmgPIQXxk9BrgCAA/nedDLOZG5G8cbigJFLiG1xUS4MOOirvFUXePhpgnhSdrY3GxbXG0aPFVXLqfH5p1yiRd9HpKHNilPeM3n8K62rtvCeeVCoBMPyKT9O2IARmxVCk9TKyRe2YWE+yVc3o/GuzQGX6kqFFLi8hv3kKQSN68uMZ5leNXlaWgTlI9T7OwXWM1rvPY79vDclTvY2T+HrFA4ulni8PoaaTZFU5YogwzICcr3L4ycvCBPwm+u2+P3OVV44UakmPG0HzUCnL7UGIu23uy8vrWX3s486BWT1BWM5cWZJc/hqeBFUT+utjHBK9Neowegq9qibdhN8vYmQOSxsfxc7znZ1eEM8gMPeH3t3TCpJbBLJVw/Ns/qOynX9c0Y96qUcL3TTtLb0f89QgP6IEXWeO+mdw52XXr9SRKL3mMMUNbMk5objcr0iSvEkkyAEK4D20D0tH9ggnz2WKs1RkKEtjh7PqRJ3drX1onpE2sHxekAOi/Wg2BBj3vP8SjaZSeeUPLd43GQNbTW4j+rCq/OMrwuz1GMFaqlCecphXDaPCFCT70rTYMvlyW+UlV4qqo6UGKCcAprEtiR98e/T9caT3axNhTVPse8Q8B5rQR8EyLQeNLOwm9A6HMumE6Qwp5EbqFNAo330dftAkCQBdC9rJTAdNcRRx557Dxe8/o9qFT5Tar0ebsa41keilLXZetz+K4zA1V5ofveaEdkWc2bwOocMumvXZca5bINeUQAoWt7W3dFLl5sM/egIstWp3eGrCp1KARNejsirzhw6kDLdUt3S601HTOT6vbxUKdmejpOKiFg5NVTujqZMgBvr/g0kWNOYH7F5ZCSVIZO4r1w3wsAPLKw46ZC0AMsvV4Y1fbzVQQW5GFRuIv0dzkDSLJYNzcUioyfmxsnEXDA0+nxiAnKCSS0qJPuDf6xeRRCLdnf9H5IxnHsX0fCa9KmVcZAe1Akb6YQAvD/h3HDLfBTYzCS0m0C/Jw8U9d4Q1E470lKpI2FLTW+e8dxaf9pscCR1jjWGv/z+BgPZxn+98mk50U1tmtAe9PLE/6tXOO/yip0QSfLPdmEPMIpAy8FXyMTwJW6xrWmwTON8xAphEkMzz0fAgXQA0oyKkZO8wR0XesJmPnGicCP5uta48r/Xfz2Gb73whhP/8dt3Hx25Qpj58rfiw3yQkGOE9SVxnrRYGc/xxv/xwXoxmn7RtMUujFYLRoc3VijLltcfM250JlhcVw5oEtZU10pQtkzbuWqxbNfu+NbGqUYz9JAbHEpkiZEaoZIbS+GGXsPcnp2C3pnykiHQ3874GEaO9kVj6ZENvfEhowTXk6qjymVABry0vqi9SBCZwWxg1fIS5qdcuPcDbDxY4Z0dz2vDW6hIgbnUmtoVjWDLNYCktaNXzOXEhfTFDfaFpUHg9IYtANhwXi8BESx0V62heuwwAGP58+4BKLxCyyaBo/6xqTXfBiQQA8Yli1Q3o0qtCyZV83HyMXfUynR+t8L068kQ2zFhdZBEgBjQn+8PaUwkhLKWHz1S7eQFQr/25sPUI4Nvrheo/Wi8C96+QMxLxda48ha/NNyiceKAolwTWafqirM2WI48x7eA6zQM4UpCbxGsmsddNu4NkZL7wVMlPtML6dpaHfEu9WTlm/mzzH380WfSUIbET8fU7hFiJOjuKC+FQJP+QoxF8YpXv/WV+HbSo1y2YT79VWXJ6gr53ER+Egl8OpHdlBMEiZV8rl1X0t3PEux98AoMESPbq5htMX+hTFuXl06Afp+gaxIeh6f0+n5bhEPumvfOSxd377dHOXKPefyhFuR+svNXhGgpxsNqVJMxi6enxdJzzMLXQ+UCtIAYLNbAun3jCGCCgtFsrwg3+FRiIMe510byNsMlWIiUgzQlzrwx60AWruZgwtjHXiM/h8CGbJEiJDzooWPQoX8dXtK4dHRCF8uy27Bk7LXEHVPKTRfXeINBwW+POraAPWuPTDGMBb/fOxl0t+ldTk8Xr4rhDUZiSL1ebO51thrWxwUBS76As1LVsGFjHKBqRC97uOcZEJjaCLwaxi4xccSEWbuJQ8TWtyBkK878HKHJFd4zXfs4atfOsSVrxzjbY/u4hkmYWiskw8Q6FFu8KpnZwJdoQICIK634/Uz6fUjD4il985b6+QjV+o6VHq5lKS44MkrCdu8cLIOfTbztsU3fPWYkn1HSmvRUnFsPxf88+VePn1fn/LnmSiFS2mKfDdxEgv/vkcAdtmckzYv9Jdk+XIAvdKARlrsPVBAKuGrv1gXnmTHvOryNLx+PMuwf2EcypGVy64iC93jdaVPjdzca7P3gMhit0SWs2PjWRb+7vWrYx4UgRDQ3RDAybX5gKjz+QD7MjSnNZvdEni4kvfy40aAB3T5RCk7TV5M5yf774Y1w/sDACGCQHzIO3xsNMLyqMKjOzkm1vcgrE1ounkM97r08hQAcE5pXPE3FS2sNM7YazxxXEJA2X4OUdsuJ0T6M9L1cTYmvxadi6QEQAdg3EgoTfUmKZcHdF5JGgFy3KMw8WFPAIG5SB4qgFCSrDIOsMiDAoDZfo4HH9nB4fUVFkcVzmUJjto2eF1fWK0C4BTMq6TwrfIe19Rr6R7wIcmQt/N6wRELS5Iub+GLYX+5LLt8oxC4mKY453NxFBXQtiOsUM7wZtvidtviG6xcGckhpgyEY3kL1xTGJdSIiXrdC+MfzjI8mud9ZjF9DoVCVie+lJljU5bLBsUkDZEeIy0rKJ9gZ9+lMRaMcUkAmBVOQkH36sGDk946Md1z+T3XeLYNRa6tvE85vW1Flru2Mw96+SgJ+TgbMak40JE3RaEJoCsAHVvsIcZAx8/Pe95tkF38Y06X18kSeN4wnMffPJTHO0m/FoPfoJA8WtyHiCpkvD8ehbFmUuL2tZULzd5pcORrIobGvKXGzFfBL8eOVLFouxDbnmcEAhhke/JxPx+A03snwAvzwY7h7Mmlp+8DCASO55N5tN7L4VVJ+BzyWpKBkWit63PnNw9xkea193Y4ENzygvSJUkjSFCNrMbs86Tp8RKBABJGSgTwPzRJYkwzhou9GnniiC7FuQ1cE76ES8H1hvQ4SBQ6UgWkJOCIVm+8F87CpvFk8f6G6DnmV7PtF8xTA1M/hxvcj+s7E5lonaRxer0OuTUqBtjaDBDGXdsgwnlHVlQdQl7pXhenw+qr32mKcom36xabpWGp7lO/cn/DmVrJw93bmQS984X04ckgQ3lVKMb3nYuMszJhlGVoLRWXF4rwgP28MeJQ8D329jIFj+EvIwnlTccug0wBvyPjumhM44nAc2VA39PNJgrYpMS5cAp82ClmhQmX7FgZN2i3MC5+DIu+CE174mJ8P7FLhdGPxF5dqZ/JQW2kMJkph5BfchReK3/IECsCHcP2c8twUGQFJEJez3GUihOtZ572siQeYmMlaCIHGL/C0Uam8dINAnyQJX6mq0FmdJASTgwKisZgvV451aZ2cgMKGJP6uGODQ50wSBGpHRJ4e5RuJOXqQJD3ZC+XrEk+2AYCcJDrcQ6Nwou3C5keeNHPTN7SluVgMACiNc8K8aQL12z73R3PNjXv74bsB11W9XDUBpJ792h0Arh2QKx4N3zXebyR8dIITWIJ0yYcpaeNK1Zco5Nk2GuWq7W16aQ1JUomLr53h9u3V4Pd4ay+dnXnQc+JS96WmOnqxlxYYlqxfHeXZ6CagMkVcy1OXOvThivNxlP+jHWZcASawR2U/z9ADSB/ezAoVGnxyj4bbYD7P/0+7bP5cV7nEA5//m7/uJFsag0tevC+l7Y23GHc5yrk1IUSYCIELaYqZUpjzxQxuEb3bMC2FOHl4jLyO0ufLqEVRaS2gNUbec7HtGGW6xlN1jfNJ0jXQRZe/DMxB27UYIittPx9KtH9elJobZ6Se801YrzUN5q3EA5k71xpA4gG6MhILaDxV15j5EOerKa+YUqWUFjOp8NhohLUxKNbrUEyaj4HLEoLH50OMDRBIK9S9vTQGiVK46UX1BHiBkclCtuSBAR24puyzABCaz7bWtXRqWze2gyTB64sCD7A6o1Sy7GKSwFYGaaFclw2lcE6pwEylzUYhJS56bWHjSS0A8I3r69A3LysUylWL6W7umtA+u8RXv3iIVz+6i9d/zwGy3HppkvbElhrPXVkgK1yejjorrJcN0sxVaeE996QSIQwqjY/ysKgQrRv2fkkWzLYiy93amQc9HkIENj04nrujMGjPG0NXZiwwLH0Yj0BqiGVJx1BoisZCx3XtghDaptBzcd6Plxkb0uOdRFoho90+9UiLgY/0Y88HdmSF8BVnYJBAASDWnEaRpVCZ3OjE0FpH+edVTLisYYjQwj1SPl7qrj5VCqptwvn5PFDIdGEtFnWN21VHOyfQ3WP95+j8cSiNhxJvtm0Qct9o214u7CSyDeW4AAeCth0D7RRlchOlEJh4cCOATIQrQfZUVYXPhoD3WGsstcFMOo/yQpqG5wIpx3uW5DERUNMYGutyeESAoeozpAsEnEygtTYA4ERJaOvyp1fq2gEp8wSnqut5CKAryM1yfJdSl098OM/xhqLAI2kWIhp1qVEeNbh6uHTkEyVCcehZY3Au6FdFqJp0/ZlDXF21qCuNtjY4d2GEySwLHlu5bHHlK8cYz1K86vIUbWNw89kl5odlyL0dXl9Ba4v1osHNZ5d46t9uIysUXnV5inLZYmffAeZ4lmHvAQRWd5JKHF5f4cazK1Q+h71/YQQpJSrP6kwzR3Cp6ru9q16YbXV6d29nHvTIinEaPDDeWghAz+MbDGt6wSr9HZLfrAs6BzZKZPMi1OE6sr8rrKvupgjEGClDOaQklV2IjXkUcU7jRMCjENrz7OIojHU3t+hBksBUBsU4gRXdDrEu3QIk8j5RZc/T4137Gh3CjVRq7KQKLnxsMRApH6I7pxIcty43thh4DTEmYTKk+XHIH62993kxTQMJgxt5enSeI61R+PO9oSjwfdNpOG5hDNY+R0lGnmZjXW6PmslC1kCyCEBEGsipUsil84ZJTkDnpuLft30ocqKclzuTrmpLaS2+uF73PkMKkc49IeW896z0wHtsreu+QLk/ArwjrdHAIoWA9uSpI+08USpRNvKCdAqVUh4veIJS4v/c2cFbJxO01rUb2jcyyAOobJercemLODcd6/n2jTWaSjsBeZ6gXDUBqNrGBC/v1tUlUuqOoASMXiNJJa5+fY7FUY0Hv20Hb/ofF8K9Xpca//J/X0Ndtpju5WHT2TYmRIZWC+fJjWfwHdLdt4fq6SolcHh97XLY53LMb68BIBS/cEUs7o+nt7W7tzMPeirttwchECpXbfhyckE53YhZoVAuu3j9ECDGJBYphdt5xmFKluiOO6LH5wktg3j3BCBUHrkb746HNXeZJ3GaPCDMD54/vHmtbXG5SEP1TBLvtmOvi/PjJQ8u+f/Ze9cYSbLybPCJE9eMjLxU1rVrqmd6hp5hBpqbuLPIHstctZhd2Vp+ICHb8tpIBiwErHctPskgWSCQ1raEL7ItCyxjjLS7CJs/yPizFsRijJiP+fAMc6Fhuqdrqqu6qrMyKzMj43ZO7I9z3hMnorJ6ekzPYHr6SKWqymtkZmQ88b7vc4EiSyhh+EgIRMB1Ad5Ji6q9nm3LSkMBRCGkUBxlw6fTqSCRDvx0IkBzRu0M0iD2NENrt7MMZ9R8DADOeB6mnGvNH52cUMLCDNCSCYiWBD5UesjAqBhbSttIBBRiOuZliSX1We7lBbaVzhCAlDKoyCAS4S+pGd62uo60c0UpiSMtJjP3erYtvTVVdUnPSWDPS9lZlbtwdQJArd9AtZbJWHteCizZDs6qKCNqHW84Dnis2I0i198pAhvBS8xnuf5eZilH1PNg2xZSXiKe5LLF6No4GkoSVRjJFHPBS8zjAlcuzeC4NqKeh+4gwMpmGz96eIgf//shRgdzDNZDbJ3t6SDZ28728MB/3UY8zTWjM01lTp4QAlHP1+bUBMrk3EJp6q2OPJmeq8eYq/k2tTdNnsCzuW4RWa5/3fSgVyrrIYryqdhYXPrn0ZeOiCgGSaUpSqcviwliJhASNdq8fFF1t6iqbLZJTceVCec1Y+OTAK8JVgFjtXZoc10LMIHFSekA9AypY9uwU5U0zYDEUY8p6i3LpLG9lIZ+LbA7qdVpLt+qbMEoBVzHEFF7Vd3WYgVsNFqQirhCledJ8gXyC4UQcNWMaTvP0VekEECSewJRr8SbuYF3BwF27UyBrZQuJEb7NBXVbbVFmHptU85xTukivz2b4cujEd7U6SApSzwQx9X9bBtngwBngwBbrostz8O3p1NcyjLYFnDKcaVRtKrqCDjzUtp+UVYepSKYi0gwOlGCc4yM6wPGsOV4eFUYygpUvf6+bcNSFQ9JCADoViZ5087GGXYvylSF/mpLW/z5obT9OxomGKyHKHIfR0PZ/o16PtJEBskeXJ6hyDluf+ESop4njal9G/3VVTz5+BUkcYEklpq6jTs6aCs3FarsiIiVJVJjF0YewEskca63fayel2zHSl4i43ImGIQueM7Bc4BzG7ZtIc+eGyC55chy/eumB70iL2utRh3f4zsL9XiCl2DBYgkC3a4pbKfb0VnqIh2guUwZQx1sK+cIU5pQcwBZAHiLKjMiGOjbNAGy8T+14poMRtNGDJAV1hnP0/dxfAam2l9ANaMzQ1zJEYQIJvT8TwdszesXgXCkqPjbWQYHlfG2qdMrhQOLyXcpLUs5V2MZHFuBs6LIB5Y0P6bnNTV3BHy+mlEVpZRJjJUv5pIymiago8+EmJN924ZtSW9M2q7LeY7LeY5Vx8HZIIDPLE02MdMKHADn0xR928Zr2208OJ/jQpriqwqARkUhpQQGWaWt5m5bqop9NEmQiiq5nUgiptOOOW+lEwDbovBfVjtp6TMGMIa+IhRF6jUuOw7uCwL4WQnHlSkI4JL5SO1wVwFtwF3dTqS5tumBSXNisgMcHcxhMQvLGyEAYHSQQIgSa1sRSlEinmY4GqZqDic9d29/YR+Pf+9Ae3QO92IVFST3YS+wcXB5hnia4fQ9ffndy4VMS1cnp2kqY8fiSaZT2l2X6SqTbhdPMs3m9PwSdtvV7ddb6z/PuulBL+p6OgWZds4sNZLMjVlck3By7G/7OGmFYoq0A4Nt1cC1kh8cT0Wve2/W25opDC3eMwQ8oro3b3ut/6nieUnQ0gGvALDleZqMQC2s3aLQbh4JgMKSIFs0tXIK/Ljxd5NhaFqRma/vpCoTqGfpmeBGzwXIA7XW5wkPJYCUFZpIApZhbo/1vIzuUxiPpy8ztouXlXG0a1k45FJbF5lVpno/IwVcugLzfcyEwIU01fozRwFlIgRc1DWD9L7ZlhTSU1r5luvioaLQ7UgSftsGixKABsDb1EkBPWekzKDJQUcze5WInT4TOkHhDIr1WUoSjXr8u30fZ32/AlvG0ANDNudIkkLP6yjFoGycAxJoSPswDsdj2scynmQYrLfQHQS4sj0FY5LcYqvvXdTzMTqQuXr9lZaqAAWmo0w/rhfYuPeVa+ivtLB9fowsLcAYQ1fFiFHWHm2LrZjSrY6LIHQx2p/DCxxQtK+YVO1X55Qk1yxvtpEnhf7+A9IYuzvwpSbwhBPfG71utTevfy02lbzG+sY3voFf+qVfwubmJizLwpe//OXa9WVZ4mMf+xg2NzfRarVw//334+GHH67dJk1TfOADH8DKygra7Tbe+c53Ynt7u3abw8NDvOc970Gv10Ov18N73vMejEYjPNNlG5IBZkufyyB0tIUQUA2eHXX2BkhSBrmpLFomoYX+djzS3VkLwZRkDMBxsDXB1LIr7dMi4TaASmawYC2ydTJ/L1quOhgO92Ksc4a7mYe7mQfrKIc1zJAeJFjKLJzxffjqQE1MUE0WMbaRQM7UuS16fpP1SNXTIsDjxo9+fDVfeyxJcKgqLqCi29eW8FBmfQl46v/UAGVzG+h5FtmIAcALAnmwl2SSivhxUBTYVbZdT6kZm2sAUMQY/teVFfyXU6fwv29s4INra/i15WWsK80dOZ+Yz0tygIgxXMgyfPXoCBfUjI5+qKpbUlVv37aRCqHblNQpoKrtsCgwMQCawmUfTRI8liS4lFfWYTqiCSXuC1p4YxThde02XhWGuDcIsOV52HJdnHJctHPZssySQldwZNGVxDnSWYHSoPGXFtDquti8q4utF/Rx7ytXcc8rVnHmvoGemXUHvianFLnA6CBBMlO6UOWnOzqY6xNG+g6SVIncUwbrLYSRh807uzh9Tx8AcDRMZeJ5z0d/paXmgbK1OptkGB+miCdS3F7yEtNxprtG03GK8TBFp+fpE9oiF+CiRNT3JFkmLZ67lAXlyPKT/jwf1jOu9GazGV72spfh13/91/Erv/Irx67/9Kc/jT/8wz/E5z73Odxzzz34gz/4A7z5zW/GY489hk6nAwD44Ac/iK985Sv44he/iOXlZXz4wx/GO97xDjzwwAOwVYXy7ne/G9vb2/jqV78KAPit3/otvOc978FXvvKV/9ALNedo+gti6PDMOZwOf7UlE9OM/DGXvr8oaxVe06GBgK426zNE6GbSOmfyAEtzvJMqvNp2qN+UJmC2rK4H8KDut+G64EGJZJYjnsq2TBi5SqwrB/auZQG2DVdU7v6k+WrqB5+OnWnOuxZdT4CRN94HADpdgIJNZ+Y8rflALAOEV/1ubAOBJenBirJEKRzMwbUswWRypqLUJJZECB2pQ6SUg6LQziZUFRIovjAIsOH7OKPe829Op1gyiDSR0dY0K9DbPA/fnE51th1VaUVZansxmgX6jNUeE0DNFOCpPIdrWdgzmKnnU5m1RySVlqGDbNsMpxwX55RnKTFPSQNoCyCe5VqsTQYFSVwgSwpp2BzYyJJCGzU7ro1WV87FLNtCq+uiBRf9st4VKS1g07VxsDPDzhNHiCcZhnsx1rYibN7VxWBdtjqLTGruru7F8HwJXjR3Gx3MMR1n2HniCLbHsLTeqpkqEDBR+7Iz8NHp+bBtCwc7UrJAJ7N69sdL2C5qRBVumMUTac0Nbvpm2s/cesafyNvf/na8/e1vX3hdWZb44z/+Y3z0ox/FL//yLwMA/uZv/gbr6+v4whe+gPe+970Yj8f467/+a/zt3/4t3vSmNwEAPv/5z+P06dP453/+Z7z1rW/FI488gq9+9av49re/jde+9rUAgL/6q7/C61//ejz22GN44Qtf+B96sSYwnZSgYM75ABxzSdfJCIbsgTwxF1V4teubej1Wn+NxJlt0cyFqIaTAyS1NU1iNsjxW5dHfJ83PHMvClmIf+gJIGIMXsIo+jqoq9Xy7VoU1PTRPer7rYWcuctyg+4451wGwgBTHU6uVKk66j23cb+EyALAsQhQsqb2fJvGF2IrNdidp9i4XOS6kkokZqBYkPS99DrRtEyG0vVfPyJojoCQBP71equ5odRjDvKx0b6YDCn2GjlUlrBMo6Zam+huoKjsC4lzNY9s2w4tbLcyEwL7SP7YspsXj9FzaO5MAT82yiOFozrmIKJYpeQ+RvWifCjuuHjdUkh2r1goNVLp5EueYxwWm58eYjlNs3NHBdJQh6nsIOy1sne1hbSuqdWEclyHqyTy9qOfBdZkkmKD6/g3WW9j+0RidfXntAAAgAElEQVRZwmG7DEfDBLed7cF1bWyd7ent7A58zcx2A9kOPRomCDserlya6uMCnQgHoQPPfW5syEoufmKdXXlLp/fM1xNPPIHd3V285S1v0Zf5vo+f//mfx7e+9S28973vxQMPPIA8z2u32dzcxLlz5/Ctb30Lb33rW/Gv//qv6PV6GvAA4HWvex16vR6+9a1vLQS9NE2RKkEvABwdSfuhJqiZKQq1dmPDRoiWSXCpJSsToC0wk24u05ml+bgAKseVpwE808mf9F1mVdcUV5uVlEnIMA+WZ30fTzx4gP5KC3FHgDEZnElemkXOFYW8QNB2AFYBrWNZsMkBxajGiMjB/4PgR4+Rl8rl30gOyCErrakQuhrWMyh6veqxOKQLS201qj2zLZs3tpcDx3xKAWA7z3HIee11A0ZlRi1fA6h5KdmR/89ohDdGEe6PIhRliR+miXYuIfeTQyUKpzldq/kZA4CSChAIU7I7fda+2jdMgTgB8EidKJDY/nVhqMNkycDgQmZr2zAi+dD+R3NKB1K/lsSFtv/KM4FW29UkFECOCrKA174zQpRqpiY/H0kwETrQNerJuVtpyc98sB4i6kk9XZwJHOzIeRxjDH7oIJ7kMt5HVZkbd3RwuD+HHziI+h7uOreM/moLBzszFLkk1axtRZiOU/z4oasohYOg3VLbO8Olx0dgzMKZ+wZKeE42hvI50zjXgAtIZicdI46GqXodDvZ2jo7tP8/GumU4ff3rhoLe7u4uAGB9fb12+fr6Oi5evKhv43kelpaWjt2G7r+7u4u1tbVjj7+2tqZv01yf/OQn8fGPf/zY5bpaUdUdsSxNTZ52R2k4qpBAvEY4WUBUuVbmHj2+eVv9WIxpwCMtXlNisKhl17KkFstWbDuq2BYBHgA992lGEPVtG+PLMRhjugXUHfh6LkJtXgI/vU3G45qOHmacT97Y7msBnnldrmZq1HbbzjKdiE6Pb75P1J40KfaO+biNdmb1wcjLS5EhsfjCbSzKErCqdAAAeo5IYEAnH00SDQD4SiDet20tH9jNczw0n+OM5yFgDONCgo/PGLY8TyYulFIsrhMULAsPzucYF1xn39HrpddOSQY9lcdXFAWuGnNC8vY038d118ErwxD3BYHuFkzUtt/mukgNqzDbeP09MoUWwDyXOXZZwpFnAqWQertSHP9+ZQnXJ4hE/JiOUxnT03Y08HUHPg5imWe3cqot97PQwdmXLmPnCVcTWLKEo9WxdUB0dxAgSwuM9mUskG1b+MF39nDvq1YR9Xxs3N7R7VDBS+llO87ACxvdwTKE4GDMBs9zBKG8TZ5zpCnHYw8eoLfkI2i7+vXIdHYPnm+j3fNlhBljCEKOPBfIFJnnuVi3HFmufz0rDWer0aoqy/LYZc3VvM2i21/rcX7v934PH/rQh/T/R0dHOH36tCSseMaMKxM1mcAi67BjsgTbAtx6W5LOKJuPY5pMm9IEc+l2YWCjdK2FB/LaLM+4L82KiJ2JBoHE/E2sPqoG07Jy37ctqXE75KkCuEqEnyUFHNeDG9iwSmiaNmOVM4cJsNo7U1VnfMHruBbomUBHB+SRar1R/M+iVAmq7kxTa/Mxqw/2GsBXRMhFBsuJUQpHtz5J4kDvI73eRLWR6fIZUDO1pir4jAIw2wKW7GrmNhEce3mBR5IES0pUL8FZVmv3BkEtkWE3z3E+TfHQfI6pEDpD7kIm26pkOE1OKjMlozD3haIsaxUyAKy7Dl7fjvCKMNQGBnTyQq+NAJeWz46HCZN/JQDJrFQtTOD4SV6RC3hGPuFskkGIUptBS4cVFcDKLM3EbPd9lJY0jQ6UDOBomOLK9hSjgzniiYOjYQpmW4h6kqzieAzxBCrgNYXgJQ52YqxshtpZpRU6ONiZob+6iiLPkSUJvCBQFU/ltrR/aYrZ2MLVnaEWvrc6Ljo9H9NRiu4gAM+5+u7ItjDPJJFnNr4lWfjPtm4o6G1sbACQldqpU6f05VeuXNHV38bGBrIsw+HhYa3au3LlCt7whjfo2+zt7R17/P39/WNVJC3f9+H7/sLr6MysGfBqWpEB0PRqus7U4dFlQD1t4aSYEvNxq1le9diOy2qAtwgogOOARz6a5JxC2qpFgGcePBMhNKvRDBJtGmmb4F2q41vQlrsJaQeBSipgVo/z8jhxpVnF0WraYZGjCc3rzCpmkfaPWqhmS9IEJiKjnLiEV4GhM0XZuK4k4ovNa5U0PQ99HmQlRmBAHpZ0UnK14PhRkuptIiDfzjKc8X18dzaT2jll9mxWVAdFgfNpim9Op9gvCriWhXtVKnpRVh6bfaUFjBjTJwUTweHC0vO6JdvBRuBipFiZZ30fr2u3NRibEUv0fvpq/6L9xnwPgArwiJzCuRSRm4Qwx2WSQW1b6mTq+LghSwr4bQfdpQDxZKJZlSRfONyVZJIgdOAGNtzAVn6Ygbb8u3JpivPfvwq/7eDuly4j6vmYjkn24GP34gQ/+M4V9FcDnH3pClqRi3lcYP+pGFtnb8PR8CoAYLS/j96yPI5EfekI86PHR1je2IRt28izHHuXYixvBFjdbOtZYxIXSGYFbI/BVd+nJC6QPVfem+KW4fT1rhsKenfeeSc2Njbwta99Da94xSsAAFmW4etf/zo+9alPAQBe+cpXwnVdfO1rX8O73vUuAMDly5fx0EMP4dOf/jQA4PWvfz3G4zG+853v4DWveQ0A4N/+7d8wHo81MD6TpcknhkKjSVgBUCWYN0CreRuzZXrS8y2KGgJUsrLR0izK8pi2TW8jPScqEbYDwBbyuQssliQEjNVc9E13ejOSKClLTfsmdhpVsObzF+pto4M/PaYJQokBeKYAnZZZzenXp247UdXJIZcBqWZlt0gKQTT7oizhE4Ab1acGPJInLFoLmJzHlvBQsFjOzxqValNWQKDnWxbOeB7O+L4OnaUTm708x4PzOZIkwaNJgn+fz5GWZXUfz8OFLENKzFTFTiWLMceycFAUmKj2Jn2WZ3wfZ4MAcyEwUmxWmuMBwJbr4v5OB1uep2d25PgSMAYr5khzjqDnoWAMjhDapMAEPPoMaH+izgDnJXJV7Tkug8Us5MqOD5AkECkLcjAdp5pZ6bgMWcJVWz2AF9gIQgeH+zItgTEL/dUWsoRj54kjLUwnf1vahqDtYOtsD7bLsPekBM2o5yPqSaBkTMoXuHJbeex7+7jtzq68Xb+PLEmQJglKYWyvbSHsuDgaprAdB9PxCFmSyM84DDWgHw1TjPbnyFKu27E8q8YCjvMc5emJG6DTuzXTW7ym0ynOnz+v/3/iiSfw4IMPYjAY4Pbbb8cHP/hBfOITn8Ddd9+Nu+++G5/4xCcQhiHe/e53AwB6vR5+4zd+Ax/+8IexvLyMwWCAj3zkI3jJS16i2Zz33Xcf3va2t+E3f/M38Rd/8RcApGThHe94x3+YuWkyygAc+9tMQDAvaxJdzL+PVXSM1WZfZoVXM5BG3c/xWpE6BHhnPA+zUQo7cAA14HcauEwHJ2L9mZWVbVxHuWMlBILQRRLn+qAkAds4W2+ACbXQCLDm6jma80KT9UjvSLOSpdbcfpFjXPBa1WsCqvm+UC6bWU2aAJQT4BGgPc1Mj3wwF0oa1HW58VrI85OcVkjqQWnnOaScgX6oldxSQEVWXtuZ1MJxAKvqdo8kCR6cz3UVPyoKzMsSkW1rsst5deCllQqBS8oLlOZ89JlRa/WNUYQXBgFajNXAK1BzuSNls+WlAoHPNEml7zh6fthcRVnCV12NUonQGbMgWIkgsDGfVv6aJMlJ4hyW+g5kCUcQOlpWAEgWKABwlYgQT3KsTXOsbUUIOx6KnGO0P8fVPWnsnKocvP5KCyubbayfjrC62cZ0nCFLOLqDQJtZZwnHZJgovZ0kvF3diRFGa9i7dBH9lRaytEBnyUUSF/ACG1f35mhHLtpdG1mSgTmA4wTI0wTd2zsY7ScY7sXY257CdRlWNtvyvckFsqkUwp90Ynxr/fTWMwa97373u/iFX/gF/T/N0X71V38Vn/vc5/C7v/u7mM/n+O3f/m0cHh7ita99Lf7pn/5Ja/QA4I/+6I/gOA7e9a53YT6f4xd/8Rfxuc99Tmv0AODv/u7v8Du/8zua5fnOd74Tf/Inf/KMX2A9lLVqcQJ1BqUJciZJxQyFPOl+tecjPaBie9Fljstg2VYN5K6H2bjiOOg7Dix1dTKT87V239ftPVptxtBRsx2gkjLM1Zl7u7Rw4QeHip3pVm4ZKtevas0qgXxjm/KyijZqAp7JntSzPRwHOiLszEQVYErekie1RenveVliZtyODu4BKkPnhNs1AfqxtQgMqdXJsmPAV4oMqZrvESOyp9xV6Pk3XBfLjgOu2pdJWepKSufYkYONELiUZ1oDN+IcBaSJt/llpM+W2osAjr1u+oxn6jF5WVXAUyEALkFvy/PQsW20UOlOXQBZUiAV8sSH9lmyITPDcM3f9BkWZQnOLG3UDMj5mSnTAagzwrUtWBLnVdiwoV+Vv6sWu+MyTMZp7ftHhhKrmyHyTIDnntbSbp8fayE7AanplTtYD/GiV68j7EhQm45TjK+mWNsCXM+H7Szh7nvvxnQ8woVHHobfktswgzxpbfcdXN2ZoRUW2gbtaJggTTlaSlLhh46xvcroffLczPRuObJc/3rGoHf//fejPOEADUgCysc+9jF87GMfO/E2QRDgM5/5DD7zmc+ceJvBYIDPf/7zz3TzFi7NnlzgedmUE5j6OvMLp4XnTKac0+/mOpacYABec2YC1Gn9TeCjOcuEc2lM3HXRYQxcfZmJsk9n5h3jpKFdSiNfl8nMtpQBIi81c87xmNYgmpUos+XZ+qJF8gACvNocElVqAQFek3xCYnVzXkc6O9NuDajPMmmmZ5pJm21aouCXWV99CA2wu1a1R5XeSfcrIpQAXH+MljJpPuN52qeTqmvStvESugXsADotgV7XlufhtOvhasGxIgRe4PtakkCVuEnQ2c3zWngt5eBRnh3p5x5L0mMmARFjOOv76Nk23LzEwUFs7MsUUCwBYt4C9jnHKJOzVdcAVZJAuFYV9kuLUkoYs8AV2HFF3aeTqiIXUld3ewdJ7GjXo+k4w9FQVq6Oy9BZDtTsTx58Dy7HyNIC8SRD1JMaufEwxeFeLMXhHsOp2zvYvLOLo2GC89+/Ci+wcc/LVwEAu09OEE8y9FdaCDsuLLuNvYsT/PhhOb8brG8g7HTVTwdCCLh+AMf1UOQpHJdhtC+ryk7Px/JmG66RsO64DL0lH1nogDELLWXgAECJ33McPDVbvO/d4HVrpnf966a3C6DqzhSlm1q9Rdl6dD/Ky1ukwaMdxAQ/c6ehKs90WWmCG1V9zdUUas8Mbd1cCLi2BUcIebBU7UDTnDhgDPuXpsrIV77eu84NAFvOP8hFnl5700EmmRVwhDSTNqsvE/BSY27XbEWSjIGuM51Z5P2Fps5PFOCZMyqaJ5mgSs8xF0JXkNTG1YBnklOApwe0RZebi+7vTBExGdp6xvMqo2bVrlxxHBwUBVJRsWNdRWjZ+95VjA4SbL2gh6Dt4FTo4P/Y2MD/O5ng/xodYsaFrgLpOcgNhYgvZDA9NV77oSK2mDFShQGuEWN4VRji/k4Ha7aDK5enKkncA1zA8SqXIc6A80lSY7/uqb/7tg2fMaw6Dtqs8heFmgdKir5MKqBl2xbs0AFX3ymey5PEWIW1bt7ZlftOLnA0THUL8sx9S1JacEcHowMH9wLYeeKo5ohEFmZClAj9Kt/OceU8cOeJI/RXWmj3PBwNE+z8+AhPPjbSVeV0lKHdXVf3E8jSBIJz/ftg5ymIUkou0rmtZ3LxNEUYeSiNKhZAbW4fTzKEHQ9z1S4mK8ObdX3yk5/El770JTz66KNotVp4wxvegE996lO1EVRZlvj4xz+Ov/zLv9Sdvz/90z/Fi1/8Yn2bNE3xkY98BH//93+vO39/9md/hq2trWdlu2960Gt6XwKoAZmu+hbZg50gNqfZXQUWtvFFELq1QUCbog54zVTxRYt0b+b9TJkAVXdNy7ECQGRJsgxFpmScY/fiBCubbUQ9D5nPVYVr11iqpSUfg87STSahBjbUc/BMsKMKj4yOp437moBH4vKZITcwK13TWUanoBvzKmo1FmVZmUg/HTGFltnOXHRdY7k2R992cdp1pWSAMfjMgs8kk5Zo/QR4Z4MA9wYBWqMC//2Rw8qUPOGYjjJceOQQP/+adewXBf7rZIJECLRt6Z/ZYlWGXiKki8u662A3zxExhkPIKjhV7zU4hwPgjVGEN0aRDnl9ge/jzd2uTKA4P64cQgIbQehiyARcVICbl5X0gbIJzWigjgJiOulxOMeK42jCRzxxNLkEkKHN+vvWlm1QcmyJJzn6qwHYxNJEqiIXGO0n2vKruxRIazGVvCCz9BgG6yGW1luwbUu2Zcns3bawdbaHjTs6GiD7Ky3kucDexQm2z4/RW15B1F9DEIY4Gl5FliYo8gxFnoPZtmwRKsC77a570O71MRuPsHvxAiwGOa/PAcHtSseqfHslocbF0TDRVWAQOmhF1czy2Vw/jfbm17/+dbzvfe/Dq1/9ahRFgY9+9KN4y1vegh/84Adot+V880bZUt7IddODXs12zJi3NSs8MzmZvqxkf2S2AQFooodudRofDAEJPXdukOGbgNcksJiuKeZ9TPIB3U63FNWOSpVBwBjyhMPzHXQHfs0H8WiYIIw8BGEF2tR+FcoI2LEtFC5QurY+8FGFZgKw+UOvSc/7jG0372u2NU3nGe2t2fjsmq20nNsqFw+6fSqfKKrmeAvmcgtZnHQ74OTqENBVnk+VO6qWJSC1a+R5uuI4UoTuukqyUEhz87arQ4mvbE/133cHAR5OElxIU4wLDl5Kko6Zc0crYgw939eEF3qvI8fB23o9vK3bxb1BgBHneDRJsOG6UmB+IMkWFKTsuDYmdokZF5pdCsgTGdNGjT7bXZUIv+G62npsqhxjirJES1Vhcl5X6O8VsTTJZUUK0aVh88HlGfqrAeJphizlui3qeJVJBIHp2laE4V6MJx8/BACs395Bqy1nkKMD2XpMYvk+u74NSxk/kxC+v9LCfJKjO0jAbDm7FlwgURmESRyjyDMEYRtRr68umyGJZ7pz4wUB8myqv9e2x8BFqaUKG7d3wJilW7XMrk6cO0uLZVQ3et1IRxZys6J1khyMfJFpffazn8Xa2hoeeOAB/NzP/dwNs6W80eumB70s5ci8euwPUGnt5Lwh02dtgOG6YvyuAd6Cv5usT1qL2pdNY+bmOsmAWT9mAyjJHSQvS7jjDPt7cwzWW9oYN+y4+iw7iWUCdaAOHLSYbclQT8YQtB1MUZ/HUZuyyayk6s5ubF9RltrJn4COAHTaIKM0TwBMOyygqiDpWVxLBbDSfcwqj0DLBDXg+PXmZc2l7hu09pWZs4dzrZZmaNI8zbEsHdETKFDwSc8GKabevKuLeJIrQ2QCQVlx5UWuSS5U6c5LgaKQ7/GG66IopaicZnQrjiMzAYUD1+Z4WauFVykbMcrtAyQwrzoOLg2nOqpH7ssphAp4naqKeWwYAACoXoNl4ZBzOCrw1/wsafZoe7Y6wapkQAQG5HvJmIUgdLC/M8N0lCJoy/0xjDxcuTTDdJxiNrY07V8mHsjqeDpOcTRMEU9yxBPpvem6DO2ej9k4rWnjZLq6bN/H0wye76C/GlQeoNYM3cEyijxDGHXgeB7CqAPbddHudNFfXcV0NMLoYB9FnsH1ZdKD47oY7u0iS2SrNU8KOK5dy8+8+PhIZey5Wo5B36uftXX69Ona/7//+79/TY4GrfF4DEDyMYAbZ0t5o9dND3rH+u9GGzNLuTwgGX6bzdZnxeSsAK72+EIAqGZjzfkf0c8XrZOYik3AM6s9c5naMFrxJNdfclNwTq40tW1bYLbtGN2Yppk0hcA2Aa8wZorm7cecH7O+apJWTM2dabo84hyTgh0DNMeXX6xSOMgBIBscZ2ICQPik/J0NAGd6bc0eLZbJ27IMrj/GKWUddm8Q4IznacCmijpSwnAT8FusSkmgWVPYgQ5A1fotl6HF6yc3sn0rzaPNWWFRSi1fxGSCQ8QYpijwAj/Aq9ttbQtG2xcxhg3XRZ5wTEYVYMgTuzY2rRCprW7rutrGTLeP1XNfSFNJPFKvZ8Q5tlXlZ7afZVXm6WounmQqVJVOsBw4ro12x8NMMTjjSY6w4yLqSykC2ZKN9hMNlp5vo7/akiell6WWdD7J8cPzI/RXZNbe9vmx8ur0EE9zTT7JMwdFnuEFL+mDqwzNpdUuCrX9/dU1hJ0OGLMRhKF0YuEcQbuNFdeVxBDOEU8nmAOIen3sXhxVM39WYuWUbOFdeOQQd9z7IsSTIxwNh2C2nJ2amtdne8lZ409qOC239dKlS+h2u/ryk0w/avctS3zoQx/CG9/4Rpw7dw7AjbOlvNHrpge9JhBR+0R+OfNjlRndx/y96DHVX/r/5s5Nt3FhAShrAudmW/N6ltnapOVA6u9oNmhb8ow6iQs9XzGZp1Wop4DgljbIpdcfdjzpgM8sOGXl5AKobD9jPmcyNGn7TBCnAzABHjE1CTSIkk8SBGKiUnJDUpZwbY4cU2B6VoJWsAv4Y8mCbYJYo0VJNmLXfJebGj0D9CICNeV0AkhJCG2/rUCIrpsrYlGkHFoAoHQtbN7ZRZYUePLxEXgudDbcpJRAIz+3aoaboDIFp3nhBQVC666LFcfBiHP8UOn1tlwXpz1PtyoLABtK9zcZzeF6DFkqvTGJyp/MCvQj6QBDn99I/R3Yds16jHSRVKmTsXXtbVQdkajvg9kWDvfnSOKK2DJYb+HoULZZs0TGDx1cnuFMXx7oqMITosTB5RmKnKO/WiCMXPRXpNkzua7IqtHFcC8GU8QsMoMgVug8LoBSwHE9PP69AwzWQzguQxLP4LguHM+DFwTIkgRB2AazbRR5jiLPa3OtJJ7haHgV8eQIRZ7L+7rQ80UhSoz257jtBXejO1hG1OuDMRv7O0+qlu9zM88Dbmx7s9vt1kDvetb73/9+fP/738c3v/nNY9fdCFvKG7luetCjZbYuyRW+CYhmC7Re8THjceQ8zJzd0eMCOA5+rG4E3SSvnCRXOGmZ4JeUpf4AfcuS7ayDqa7gyI+QCAyOKxl0gpeAC/U6qigXy2cIfRtzSJakCU6p0epsbosOb6VqD9BUe3MmODXaaOa8by6E1NcB0vxZiOrAa3PkVKkVEXJOnqMeFs7ktJG0UxFWFjE1F7VBnSksJ8aK42DZcbVjyaJ2cku1NYl0UvuMIKvkg6JA1LLRDQNs3NHBnoqfGay3EFOb0LZxCsB2Kd+vDcfBWd/HuVZLz/XO+D4cSC3fQVEgsCycUkzSFUfq8CImUxScskTfcZCOM+UWkug0AC+wNVgM7BArnqNF8AVkpblFAFpKkf1UCPwwTfDVoyOdIWi+D4ByIGJVxdfpy1TzNM71jDxLZFclnmZanJ7EBVZOtSF4iSvbU/hhiTwpsD1K8eTjI6ycauOeV6yokNcAXM3xOgNft+7pJG+oZAyUrp6nAtFKH93BAEWeo9UOJVlFcARhiCyRJBYJeBkct9o3mE0nszb6K6saEPurqxhfvYyw4yFNOdJZjizlCCNJyIgnEyTxDGHk6hPh8jmq9H6ajiwf+MAH8I//+I/4xje+UWNc3ihbyhu9nnFy+s/aMkXlABYCnpmFR5VRJVeov0WawELUaWOnrqWpKx2gmQvWzGUzfTCBRrWEp68Izapvybbx1A/HOunZlGmYg31quxwNEzhuJSzW2r+yiuyhVZMbqL+bXw860JtASCCnK4WyClMdcY5DMpQ2gCzntp4f6scLdvX1yAb1Kq/J2iQQM8kt+gPyjv8AgDeEFW7jdHuG+zsd3N/p4CWtliam3OZ5sJUWD4Cu8EhgTu1EcmZxAOwXBR5NEjw0n+OJPEP7VIil1ZbWfw4Ew71mKKtlYdmRVnMEPJS2/vJWC69TieU0uzvj+3h7r6dnjYHSEG55HuxUSgGm41S7j/iqOqGTvuk4xWlHbi/FDJEMhF5TpET4d/sBzicJHknmx/ZTx6rigvRHwCzwnGtymBAlop4n43Z8OQMc7sV4/Hv7AIAz9y3hnlesotPz4Lg20lSmFEzHqe5YrGy2sboZwvdt8FzIXL1xJscUCVekMrkdYSQrOUdVpIzZmmzWHSyDMcnUpN9pkiCJZ8jSBDNV1VEbVAiBMOrA8wNtQxZPMkwPS7j+EpZWT0EIjulohIPLTyGdjxB2PF0JJvPnxnvzp7HKssT73/9+fOlLX8K//Mu/4M4776xdb9pS0iJbSgI005aSFtlSPlug97yp9AAcc3EnwDOF2cTsdIzwx2POLQvameZ1gARbkgCY4GV+BejgmZTSlqq5ahE5qIOcOc9zLQs85oo8YNfYp/Tlk3lnBTbu6ICxiqFK7FKX7NGIrGKwNWkbSCO3SEiub2tYWO0WRY20MlXOKybbU+fdGcBVsBgFVLWWDYD4dvnbGxpvdlZnbJpElSZ7s6nfMx9DXb7hujjj+9hShJSiAfo0eyRwoXbjqmpBUpu5raohAsgLaYpLWYa7gwDn7uxgPpREDttj2Co9HFKuXVlqof4FZVF2bxBo8CFgPNdqYV4KrDou3hhFugVqC8DlFoqEI8u5/rwBaRjeCh14gQPHLRXwSCJGO5CgNyoKmfRuVbFIfcvSrjvfnE4RlaiZmDuWBZ5JUXSWCF0tye+TPHnM1QnXYD1EdxDIOV/bUaLzHD9++CqWT7Vx+mwP3YGPoB0j6nv6JI2SFug76QU2bJfBV1KHeJqjvxJIXa2S6QghEPWWZbtSVS+Cc3hBAMZs2K4LPwgghEAym0EIDjtsgzEGW7U6ASBLEliMwXZd9FfXkCUJLl9MMJvE2Lj9djiui1bUQRrHGB1cwcP9c0cAACAASURBVOzoEN2lQN1XPu/hlfnx/e5ZWD8Ncfr73vc+fOELX8A//MM/oNPp6Blcr9dDq9WCZVk3xJbyRq/nDehJ5mI15wJwDPCoMjLtkBatZpVXszYznF1M1xACE/ofgCQPMFaB29O9BnWgiWxbg12HS3p4rFo9WcoN/09Hu0cAlfEvubFISQU9d6W1MzV5JCdIDGG0yeqk+9DKy1J6PBqvqalRpK0ri7BORFHzNN2aTDaAoxdVrUyq3ryhvC0g/z/JPLpZ0dEyW5rE1LSq5AlyWzHtw9qMoc0YWoxh2XFwxvOwrnR7diq0MNnzbeSQ70GbMYwVqOUK1IKBD8t4T7hqUZP0AZDtRqjZHQDdZnUAnPV9TIXAvUGA2xRAp2PJuiWWbpZwpElh2OFVpgxCSEJIdxDIuCEA21mGHKVulxLQthnD1aLAf1cm1uQbqk/CUB3cJZNRMn8H6yHuOldi9+JEV5v9lRaivgdru26EcDSU1dx8muOuFw/QHUjQ6A4CzTymFmmhqseSl7IaTGS1d/aly2oWzXD54gT95Y1j7T4vCLB86jb0Bstqe2e6chNcgHOuZnYu0iRBniZ65ucFAZjnwXFd8Fzq+KajQ63vm45G8FtMff8KLQcSvEQ6f25cTn4aOr0///M/ByBdusz12c9+Fr/2a78GADfMlvJGrpse9KjlSJIEk7RiMhq1zZhtncjUpKX1fgsqvmMZYup3Ld8N1UGPXDCSxvWLPhgCPGpBtQpg+/xYkwbooDuf5bANliCAmiSDXoPtsUojpwDJjCkynVRom5sARsucVc6NysgkrhSQ+rqc/DHphwgkzrQ+f6PWpTm/U4QW1+bIRXZcmgBIICUgPKnKA/TzLrkltlTKAQEMfS660kJlybWqqrwWkwkFP3jgCvorLQShiyzlcAO7VqUnQuBCmsK1LNymgNLcBwDU0tHpvZwozR599mR0fS4IcDYItJ/mFFDVE1f5cjlm4wy5YaNHWlP67K/wAjMh8GAcY1sJ3zdcV5KhjG2ZCIGH5nMcFAVe3mrp+a15G/p+xdNMz47XtiIcDRPEkxz7OzE838HGHR3c98pVxJMc42GC2VjO965sz5DMCp1mvrYV6ZY8gTWJ2oWQer5W6CBPCnSXAj2z/NG/j9FdWkWWEphx9FfX0F9ZRdTrw3FdTVphti2rOMbAbBuu52nGJi3H9cBsG9y4bLC+AWbbCDsdZIkExjDqIIln6r21kSUJjoZj2C5D2LkO1vDP6LqWHSWtG2VLeSPXzQ96qs9/UtVm+m7SIl/C2mUN9qcJfOZtFrmq08HNtqwacJjXk7Sh+YGYl9GsJWAMvgC2nxgjS6ssM3Ku9wMHQgg92yPXC3Pu4gVODcxqritlFRVk6utMmYGZpWe+xgJAYRBbSH6g7auACtBMUKPLCaySDflT+xAyozKzdJW6MDHBBMpF7U9nCnhDLPmpBjufyZBXEmn7zNKzSMqd23JdnA0CuOqz+Pfv7em0b8pIfDRJtDSDHouYnYBseQLQINN3HGyotmhSljivrndV25RMuimFnfYDB1CxUPK+R0PJkJyOM3BeYjZOtXBcOohw9FdbiHo+vp9leCrL8M3pVAvii7JEy5Lp62QFd1XNJqm1O+IcG2Wp55m52gayttMflW3JcFVeYjbOsPvkRFWYkoSystnG6GCOHz00RH8lQJpyjIfydUc9yQI92JmBzKK9wNZMzjDyMD5MMFgP4QY28kSmL9iuq6s3ANi44wzWtm6HFwSqjSl069JxXbTabf0/UK90GLP1ZczYp6N+X18fdrpo9/oyab3dhuAcjutBCNlKjScT2EELz8W6ZTh9/eumB73mIueHGomlIVEwZ3NNYDMvO7H9eYLfHm8AXhP8TvowSJhMeqwWLBzszXTbkmvyTDXLIyNtshsLQmpvldoAm/wzj4FaY6ZntmlNe6pm65LE1fK1Sl3XXIEeGSVrMXkT8IqoqvSyQUVYoUrQrAazASYZjoPnsTeucZZtPk6wi1O+hQ3H06xE8sG0LaAooR1SqNIzmZKOZSGdFSqTzdPJAZ7ihhFhp7ISc9GzbaQGqBGBZMVxcDYI4Kj7kT2b6dAzNd7nvmpBji/Hmo5PLUDBSxSZ0C3sIhcoMnld1PMxWA/xcJnh4XiO7SzTLVT6bAPVwqX0CmJyRkwSby4rkKATOEAZQKgTLtq/SqtqYW7e2cV4mGD34gRPPj7CYL2Fu168jKjnYXm9hZ04h80s5EmBInd19yIIJRHlaCgBjvZfk4kaT3JcfnKCyTABs1vgnKMUAv2VVQzWNyRDkzFN6SdZAs33HBco8hx5li1sp5mMRmbbcFxPMT9zeH6gmYCO6wKuq8DSRX9lDYJz2K3w+H75LKxbhtPXv2560KOWpk5MMIx2j9+OHQOzppyhgKjfx/DvbFZTzXXSzO7pHFjogOtYFjoWw8HlGaajTJ9Z50rYKys8NW9RkUH0WgPlAG/5DCmqM1e9bSYYG7+LUsbbUMwQae4IGIkIw0vUqsSROuhfLYqaSbT2yTSBSs3y5JOeAGJ0m+nZSnAe7C6WJZwkTTAu6zgCG46vZQFzBTIBgJbF4DLD49TURlrVrNYJbbzubbcjiXOEHQ+WbeFynmM7zzVDNS9LJLl0XlmlatHzNCg6loUziq1Ja9VxACVCdw2GqNbMcY7CcbT7CFnl9Vdk4KptmKmTNdbKZhv+VoiHFWGqKEtcLnL4zMKK42m3FZ2Qrl7ruVYLL2+18OXRCN+dzaToXVX5VOkB8oB5ZVvKZZZU9E7YceF6cj9sdzzsPTmB4CUG6y2lF7UxWA+176YQAkfDBN1BAMdjyiFICeP3E/34NI4wAY8XFpgNcPLRFBwHOzvwwxAt5QMpONejCwI/OtBzo+KjMFkSewsutIxBAmemn0MIrqtCIsnYWhrRBsfPniPLzb5uetADUMUHLajMTqz2jEw9IgQA0D6V9Ld+HGbV5ial0qTTWmQu3TSQbi5ty6UqPMey8OTjI4z25wrQJP07zwTSuIAQAo5bGf2SfqrIOTzbkfM+HPfMbDqvLFqumiceqnYdAR6NNJtgqDPyhNC2WRrMmnICE7CaDivmzM6UK9BtzccwH4eILmZb0wDZmlE3vddqewlkVhxHJtY7jmZ2AtVn6ZQlCgdweh5mZYlRXuB8kuA8tTeN9/RCliEppXnzlutiQxFViAlKnz+5vFCcUG6Ql2i7SNSexAVG+1MEoaPaqzY27ugg7MhqaffiBEvrIU7d0cHaVoSnRIENx8E6I7cVSV7ZcF08miS198TKS0wmKcKOh1e12/i/RyN88fAQb+p0pD1aY//wfEczRktewrItmZAeyfd8sN7CdCx9NGv3C2xEPR9ZIjWjtstQihLxJMNwb47pKEXUlyno/dUABzsxRgdzpfPLkSYcpShhWbYGPIsxhJ0umM2Qp5KUQrIFT7E2aX7HOYdty+vSOIbjujUgK/JMkn/84JjjCf1f5HnVDk05OJNzvbDTRfYctQwFFzegvXmr0rsplmkYTWtRGjoA3fY0Q2ePz/uquV254CROg4f6RWfM9gnVXNNM+tj1qMDRz0o1u1ARQCqQs9V2YdtVkoQp3KXlBXbN/Bqom15Tu3KRTMIEs1RU/ovm7Zom0hPVMg2UJCNvElT0G5rVqzwTvAzReO1+TVH6ohmeuczH8YYI3Dki5tZmjgCqeamhU9tyXbwsDLFknHjQIjbthHPs5TkeShJZ4akgWfMzPVDPQ61UYoauKwamm8sTs7lVSVma+waZc2+4LvJhqtPFj4bQerwz9w10ZyPsuFheb2Hzzi44AzaYg9lBginjSFh1wkPb1Ldt3OlK4+hEGTBMxym2AinUfzRJ8L35HG+Mopr1nUwYcBDlvj6JLCG/H1HfU0nkDs6+dAWJSjsnr1dZ4ZUYrMvqcKYszDzfQZFzpTfM0B34iHo+hBDaI7bIBXgu4Hp+zZHEc10ks5nS6ikZhSvZlzTzkyeHstojsKTLvCCAxViNEFPbnYgMw+qXV61QWTUWeXZtR6AbuOTr/8lk1z+po8vPyrr5Qa8xu6MWZHPo7rh2DfCAqpKjGQXQYGE29uhFqQkEWteKEaLbYtH9jcc4Gs7BbAuuYp0iB3JF1aaYFZrpUCVovg8pGjM71INe81LapQGy4ijUwdtMRiCLMDMBgTR4pgPLWFV6tWWC0wmBrScaRzddVczLmmC48A2eAuGTcN05WqwKas0VkEdK4E1hvGd8X7ujdBY4rpAEZbcocCFNkZQykaCZAN9cc2Xl1bdt9CFPPHwBfP/bu3B9G3e/bAVbvld7f83YpYgx2FOO//b/7WJ8mMBX0pN5XOCUitWhfbg7CLCy2QazLS1rOBqm6K8Eenu2s0ybRweW9KM9GiYq6dyF4zEUeaFZvqmqhFuMoVSzbS+wtftPk83s+bIFOx2n8HwplSBQPtiR6QlHisBCerzpOMN0JC9bO93WaQ1JnGO0n6j5ZQFeWLAsNa9TLUgvCBD1+gg7XRUbJPcJx3XBGZO/OUeWJPp+JGSnqiyJZ2hFHTiuizhJtLC9Nt9j9RBpqhzptiSMz7PnJjn91rr+ddODHkAMTWkfZjqmkOuKaSlmgiQBXYnFlZh50KffTWlC87bPeNtVa6tdWpgoE2maPRKVW7ZrmrIL2dakNAUhSoAtZmqaqecaABogTAc802nfjEmaGuBJtzENqeWbbgCbSSqhtmVzxrdIYG6CZhMYqaVpLpZJ82lvCNed6wqLAA6WBdfw2EyE0C1Is61sVoUHhuh+VBSYCFEF3uJ4q5pOXOi9SoQAVBuz7zgQeYkz9y3hyvYUR8ME/ZUWzvh+zRsTAHq2jTXbwfbeGNs/GoHzEv1VKZXwA1vvz4KXaEWulq1kSs9GbkNB20VB0TplqfP37g0CxKNMzwn9nod/K+b44nCIH6UpHMvCWd+XtmiWBVFUJC/J4CwWzsvJ/DyJCxmz5FfftyzhONiZIU052pGLjTs6er8OOx7afRncmsQ5dn58hHlcgBu5mBYDeFHAdhxEvT6i/pKOCIonR3CUvo4kBV4gAd8Eyf7KKphtI54cYXSwD0elLswAsDiG4BzdwQCO60kvzulEPUaj0uNcW5oJJYUw2aHP5iqF0LPIn+Qxng/rpgc9WwFePdXcWsi+NCUHBHjXC3YATtStNQHvWsSVZsUXWBbapYULjxyq2WIlrA9CV2v0dOafOvMmoCOHmSIX8F2GiVmpleWxFHRAkSWAyg7MALRFmj4C0rmqfoitqWd5wGJyiaq+9GzOkBIAqOZ7TbLK9eTgmctooRIAEVuRLLzaqp3YdxzQbrGlbMVo1WQXqNqbS4ruTzM88zOkkwd6LwFZRZ9RIJMeJJjlAp5vY21LVqxZwuF7DHf6hktNLpDFHKN0jngqqzbPZ2hHrpYCDNZDbcvlB462HKNQU8+3EUYe3MCGP1cVPWN4ge/jFWGIU46Lg1xm3HmBjYeSBP9lZwffnE5RCgenfAuviyKcCwIElgWOUs2yJanGPKkEpLUdsy30VwP9GoZ7MTZul8DWX5WepDIFItP2XcTOjCc5LjxyiNkoRa5amcy29NzPYhZQMrS7bQzWN6TFmAqDzZJEMjRtW9uNkb0YVYMbd5zB0fAqwk4HXhDoqjAI24j6Utc3ORwiCNu6PbqyeRuGe7uIJ0daJkDPCUC3U4s8B/IcRfHcgB6zmSbb/CSP8XxYNz3oERhUVVHV2qTolybJZRHgmcDVBDsAtarHXM+EsXlSfNBwL8Z8lsMPKlsx2l5uHGSINg9UAbjV62TgDOBF3T4sNaQJZsUHyFacjAcStZZd0gA8EzxrgFeEi91QzJVsyMu8YQV6ZiXXBLymiJ0ua1aGhqaP2p85y3DoTDG3Cyw5DpyyxIGaaVGlFzCmkjGgX5ejwK1v23DU/KspPTFBn6zK6HJAmkVTIOuWCnidXZapA8O9GLsXJ+ivSh2aF9g4c9+SdBmxqwzILJUhtFnCsbbVlnE+amZNET6ymnJ0rBT5bALAxu2S5DIRQtukvTAI8JJWCy9rtRBPcl0NFrnAD5McD8YxSuHgtG/h/k4Hb+p0ENl2zUg5aDvoo3VMp8psC9mkAt2w42mRuQ6MZRbW7+ig5CWytNAzvoOdGUYH82P7NyD3eS9oozdYRtBuw/MDBIqhSUsIjnavjzyV8gKSGZgt0CxJ9O8izzHa34fny+sE5zJIVlV5gAQykSYIQjl/nI5HGvi03Zmoa/2eK+3btSRUz+Qxng/rpgc9CXYyrwuArnzIOJq+SHRdE/AWgZ3596IEhesNiDU9DImZp6N61HWtpMTOMIXryfasKUNgtqWF6IBs41IumWmlxhkwK0sUoqxVqWQ51qxeqC1JRtGp4axCrMzmbHDGuaboa8Bb5KjSBD2TadlseZqgd9Iywc0ku9BjEkiSqN3m2hEFkFXXsuPgNs/FKcfV1eyhOlilxntD7EayDSM5wUmLPDEZs7AluJYokNXXVUjx+Pb5Ma7uxRq4CBwuPHJVBtHe2YXgJbbPj1HkAq5vY/OurgpsLWpsXZqLDfdiHXKaZwKttouo7+NyIeUUD8YxfGbhzSpx3c1LHMWJBr2w48K1pG4vtzle3Orgf+738ULlB0oG5ea+aCZ2AKjMzlOu7PEE+ist3QqNJzlsV7qrTMepZmseDVNMxqkmZ9nqsYXKxestr6E7WFYVGJlKMw1uNFcjwCMHFhjxQVma4ODyU1jbuh2MMYwO9pHEMmRWvi5X/6bqMJ5MdLtSpq2HEH6A6fiwxnwk9ufzhQ35s7ZuftBT+jngOOCRDdlJ66SUAwIGVwGT6U5yPbM7E/iILUgHUAogtSHNpP22g/5KgJ0njuRZfOhqwk1VBVSavKbG0LIt3cokMgItmi/NjQM7sS8LAxC1YTQ5jKBe3ZBzyzHAW6S3W9SmpL/NSm9Ru7LpmUmARo9rAqD5OOq6wJ1jSQEOzfRWHAdnfA9nPF97ho4UG/NClmHL8+Co94IqPtv4vJrEI1qBJU3Arx7MEUYu2m0XHSa1ksyyUGRC+0wO1kNMxxnGhwkcL0R34OPK9hTb58fYvLPE2lZbGzgLXkoA63ka2ILQ0W1Ncx8QvMREEUK6Ax8HpQRemiXu5jnysoSdCtiB1MxlKZehrblA4sjPuMUYVpVsY8m2YZWLqwIzs48WtSmzlOPqbqzF/ID8buapJLmM9hMkKqqnyDlsw/ydXks6Fzhz3zltJ2apuRklJQCArfwxa7sNY8otxUUSZ4gnExwNr8L1ZXBs2OnIqk0IxJOJrPSE0PM/zjk8P9DRQQR8QRjCD0NkaYJ4clTfzVXFl6fXaLvfwNW0WPyPPsbzYT0vQA+oz/FqxJWnKembBzaTrNJsaT4Tsop2s7esmhdjR5FIrFLG/EyFwNKGPCgCyTFgCzuuBkB6bUIIfZuSl4CFYzM4amWScJyen0BuTvIEmuGhrAGn2dI05Qo1wLtWvA9QAZhpIA3AcmKUVLWZrcxG1VYDPbIsC3aB8EkE/hhLRitSSgA8DXaml+Wq48K1LG2tFSiA/+ejI2x5Hl4ehjijnFjMz4/eL3IyMf05y1TgB9/ZgxfYuOvFy0hmcj51cHmGc6/b0PM3Zlu45xUrmI5T+KGLo2GiTZyjnqdJWEmca4DrDmSSdZEL3f4jQhMAfVKUpQVKUSLq+eidCvHt2UxutyLi2Jas0HmL4eH5HLe5LpxRJudwKy18e28oJQ22rd8DKy+RCVGz7yNmJYDaTK+0pB8shRof7s0xOkjQVszQPBO6UqXEBFMDq0lZvESacKxsbiLsdLQXput5yLOspsMr8qwSlSvTaWkNJrTmTlZpbaxtndbvWX91DWmSYDYeqfeQ6VkeAO23yWwbw71dPTeUP3Ot06NwWnruW+3N/3zrpgc9AMequ6bwnJb+ElP7EcdJK0125jMFPPMNN1mEZDXGM4FcOVMM1kOkinFJZ9BZytEdSDGvSVCQ20+AWE90d1xZmRDoTYTQ7Uia7dBB3LQZI8BLhAAvK1NsAj1uXK9JKwRqRVQnotBaFOhqAhyAkmWwvBFKs7KjNqjxY3kjKeA2DawV4HWUdZhZpVIEEAETMWMDA/CAin1KMgSSGJB2zgF0dXxQFHKWVxQaRCPG4Kpg1I5yF/ECG2unIxxcnukWIq3uIMBL/4dT+PFDQ7R7Poaq1Rl2PB3DMzpI4PqyGot6Pg525OO0QkeaXbcd3dLWFnRqjh31PXxvPsf5NJXRRUpi8YudDrY8D99VYDgQDE8eJGDMwsQu8aiqns54Ht7U6aBvSzNzZlsyNFaBK1WclIpgldVcnPbT6ThF2JGgPoxzZImPJM4RT3ItURDKP7Z5AM9SDpQMo/19hJ0uuoNlCXYK8ORrJqJKptuZJrlkbes0di9eACBZqwScgnNlH8bgBwHGBzmyVILWZDRCEs/gh6GsLpnU8g3WN5DMZnqm1x0sK6CT2XtZkCCZzRBPJ88ZkeXWuv5104Oe59vakFe3fRpWYSfl4wHQtHbgeKvTJK08kzfSVjqniDFYpcy0a8HSHolHw0TNY+ZY2gglC1AJzeNJrpibjkxOWGCbRoQC22M1AgoBGQEemSHTdYvMpc3kcxPo5uZ1ZcNx5VqG0k2dnRkZZCSkl1T9EZOTZbDCbfiWpWUQFAPU94DCvSg/B8sCUEkuYNz2JNcbU/xNCeImaWc3zzWYBYyhULZsBeSJy5xzDYyBZcnq3WXgQiaBX7k0xYZyRemvtI7R+qk1eTRMsLLZhsUsLeL2fAfTUYajYYIgdKRAW/nHAhXAyZQHuY+QJ+V0XGXR7eUZzqepTHNnDG/ryBndQ3OZ9/baIMSV7SniSYbuIMBunuOSSl/4n/p9nA0CTV7JEmljoAk2xglY2PE04FkllLZuDsdlGE9kq5W0ewc7MeZxlQiRJzKeyA0c/VzxJAMvLISdLqajEaajEaJeHyXp4rRzSgV4AHSV5Xgeon4fnh/IduVY3nY+nSCeTBC020hmMzXj2zHCZQVm4xGYbaPVbuvqjWZ91BIlA+okniEI2wjabQl2eX7NpJYbvW61N69/3fSgB9RbLk2bMbqe2ZYOfW0uk6ZvLgoOPWnR7CdiTBMa5pCJCi4k0HJewgKQKLr36GCuDyBJXGB+lKPVdcFdG55f6teg53o0p2SVJ6FlW7pFSduvqxcFVKauDoBuZ5oVq76tIbhOjEoxKUtMOK8qrUXygmt5Yzb1ds1E9IaTSikcpKxAmfWBIkIOycicBld0JdZczXR6rl5DAMPtBtC2X3Qfet/mQuCgKHBZAQCxOKHuk6jrAWhnF8eysOTZuO3OLnYvTrD9ozGGezHWTkeIJzmKnGPj9g6ivmxTTkcpDvfnOgEhnmTaUSVLC1x45AhuICs6Ajtqj65tRZr1CUCbTlOlR2QW+rwjxvDyMMSG68qEBSFwf6eDnfNHqosQYOtsD//b5aewl+c412rhl3o9+KJqoZIGFJCzRHJdKRS5RQbLlrpyo0igkpd6Xhh2XOnIcpDUpA5uUH2GWVKoeCSmZ2am5g5Q9luGbRgBXaE8RhljyLMMo4N9xJMj5OryLEkQTyfq8WIUeYYsmUujaJWEniWJTlqPpxNdOQoh9PUmGDqup2eH3cEysjTB+Kg+63u21q325vWvmx70NImlAXbN/08EvKd5fHtB9QBIr8olplLMeYlM2YMFtiXp2TnXBwkhhDwYKIq6aZAdTzME7Up+QGfzOh/Qroyyg9BBjoqNWRgH8qmQ1mBTITBRDMymqNq8Pc3xzMrPnGHSTDAty+NVnemUsqjao7XIfWWRu4rxd9lkgbIMZTbAqPtobV4H43dzJULAYUx/dnRSQP+3VZtyqg6QiRC4kMk8PEocAOSJQsdoe9LJBCUnvOg164h6PrbPj1Co+dV0nGIeF7hyaYYXvWYNjsuw++QEk0OyFcsk2aPnSVJHJveNrm2hO/D1PhO0Hem20jg7F0K2GEmMTnPeJBdVC5vLdPbAsnCb5yEfpnA8ho07OvhvRYL/c2cbXx6NEDGG/7HXw31+gOk4VfIeu8q660iPTc93tAF0lkjLMXM2R9uTpYUG49F+ouZ5XJ90Oq4NV6WtFznX34Gy5CiFpasqs5qjVeQ5iiyTYvPVNRwNr2r/S0pJp+V6cr8LwlCmp8czcM71LPBg5yl4QYCl9Q34QaDtyPIs0wJuaoHSzJB0fLRdxCyl57q1/vOsmx70ThKi03Ua7BZYium/F1R511otxtAqgFjNPyjxgDELKKXOiFKsiYZtprBr709eIpkViCcZglBSzmlOQ61N03U+R1mr3Ex2aaHamodFgbGq0shJxWzx0ZqXAjNekVRMn07bsrTjyjGmpvnzdKAHSPAieULTWNqsAhcxNYNd2f5Uj9mUf5jgR7NMoGpLu40WqAn6AWOaoQvI2KHtLJPXq1bnqmJBUsbdqCiwWxQaPAWXzMs0kTO5Jx8f6SouTzguPHKo5QWzaa6qH3lAn01zrSslFx4ydBa8xNrpqKY3paopiXP0V1rwfGk+PR2nSOIcKy1Hvw8XsgwbZYmXt1p4dRji6miGfDPAR69c1tXflufhTd0u/pelJb1/JrmM+zH3UausyFRe4CBLZGVJ4c2Oy7CyKTV0jFlaM0gtWMe1IVgFkLTo+2DbFvIC6K+uIgjb2jnFC1paTlBkmaq2PKxs3qbBh0TkFmMyJJZL1xLGGKKebHkCslV5sLODIs8wOriCta3bVYXHEE8noGBY27aRKBlEEIYosky7s9BzkuYviWdwXBe9wQqei8Wsn7w9+Tzpbj4PQM+gb9fy8tjJ7UxaJ7U1T1pEY3fnAnFSaFKJsCuGXabmFkXOqzgiI4W9OW8UQraEBJcHFQ2gdnVgqYGeAWBmZUZRNzNDXmDO86iyo5WKsmJxlnUZw0zNAhdWeU3mppmKsEhz17QPM+UGRIYBKhbnImsyltWqtnZqxgAAIABJREFUukgZOacGkCXqJKCZE0jtyaKUCQiREpUD0oOT/u7bNtZdV5tBR4yhbVR5vmVh3ZXGzJos45ZI4hK2baHT88C32ti9WCpN2v/P3vvGSpKWdcO/uu/619V/Tk/PmZmzw+7C6oLyuD5ifBUxRjEKSkII0YQPJESNURIRQ4CYGD8IeQ1ETNQE1KgxYETkG1G/bMS8EV5eRHTfbHxUgg9x3WWYOTPnTJ/u093VVXXXfdfz4bqvu+6q02eZZf+gs3MnJzOnT3d1dXd1/eq6rt8fIlSkWYjTeenISdpQ9RTZ9jYfH8WGUjQOXjomL0qbmUdibwK8U5tZN7uSIRtHSLMI+/cNEacSrx7GOLSxRwBdCPxfwyFuPrnC8IEh/u+vfQ3/UhT4/uEQr8oyPJwkeFWWQZaUx8c6V3/VyiBKScLA//fN3WsYmJKqOm0BME5De/wvbbCtcV2KOJWoCo1Gt8HPNLOMOtVdVRQtW9ICV7HZIB6nWC+IfZkOhxhfmOHk5iHCKEeZ59hYFxUAHYswow1p7YxBNp6cEacLm8KgqgpC0GvMxmOEUYyqLNwskcXvAFzrkzWDz/e619688/WiAT1e7gpVnnVE6Vd3dwJ4frXAeXdrpTricDaBBmDZae3/Ow4xpukAINC2Z/nv7MIRRgI1aPYnY4GtRz7pp5of2pkUA16fnQm0zEx+7Tz/Yy0fpypwu7NT5fmemn3gOy/n7ukqv11m077Ive/AEq4d+5JndLetENz/LP0VWjbrkZ3HRVY0ntrHry0IcojsS+IYl8IQQ29uOODnBM4I1bc3t/jyvy9Q5DW0bpDY5O/TeYk4ldisKpc2no0jZ5KwzWtI0WrUAtsOB+Bagvv3DWE0haka3WB+c4vrTyyxWlbYLCpn4Lx/lZxDrj40wWUZ4pHBoDPbk2t6/kOlUDQN7o8i/MTeHn5wNIIsDRbXNi4Y9nRuU9htVBDLKvi4XC8ohijNQhcgSwbvFAF0+OQKp/MSp/MCL3vlBRy8dIzDJ1edLghLG1y1aC8KG6Mc2FH0DyWgsxau2GwsCNG8L1+tICTFCxX5xs38uDXprMrKApyp56cv5OuVlYlQ1FBlCS+NMS4nryzosaO9KRbHRxYY25y+0LY1t3k3Sune+uavux70gO787ryQ1/P8NH1QO2/xyW5QA3mhbEVHsT+c/sytTF79qs43wu6wMZmgUBlUQiOM2gAgIQI0UdABLwY8fj2FobYcA96W25lowc2vEBkMuaXJZA23XfujgbPtzD5Jhau18wDOhJBKQcMjrfjbrTOERQFZbWHkECYmI98mKcmz071JlQOfZMdc78zFjW11hkGA2oLVpTDExTDEBVvt8Xt3VNfYWIE2pwuMhKD0ctvW5PuyY0sqBP73l06wzWvszRLXwuY2YRgJTC8N0NhWtYyJ9bhelIg8fZow9rhl+QHa+fTieGtBQmE5L1EVGoujLVY27SBOJLZ5jMXxFtNLKc0AQwI+gKzQrn1pQW1zkeBbkwQ3laLXEQRYWlBmlnBV1IiTxOnxfHBi15UipyT3OJVo7DFdK4OljQfa5iQ+v/aVJS4cZNi/OkRVaCilsV0plFaYzlrTWhkEgkyluV1I3xVr7IzYMSRZSM7AyCkLtK+5u5+LH7J6Ono/fVcm2RGas+6PbzOaZoCn89uuumv3STnPT94Xfo7newXPAXszeJH0N18UoAe04MGiV7+C6wPenS7/yn4cCKzzsjNzqwqNqtAuGgXoVp7OF9Q0ECZACNFpWZ4BRkNsPBbXCxlQCrrd7/7srbZ0e7+680ko3NJkLD4P8Pz3h/9eN83TV3H92B/TPdQCrSGMgqgqGJGiieLu3A4AwjVq0QbF6iQA0JydEVYzYHibWsssMN/F5LTzSIAqQY7J2Q9DDKXAQAgceCbTddPg/jjutEDrpunM8UIQSehQKaoIowhhQ/lwxzc2dDICbEXWXvVLEaCq2iqeZADtWi8qyFggivikTo47k1lqw2O3rVuJaaCUcWkEbGO2mhcYjiIUGwKnVAi8zFYgDycJnohyjPZilAAeiGMCfJt/SGkMoSNMpVlk9XaVq0IXRwWysXZtSZZZAMDieAtVGWzXCptlSTo80yAb2SDeyiDNQhSeZKHpGKpTe9gYYoCmwwxhFLtWovaYlLWqsF4sMJldxIUrB1geH5HHpkydQfR2s7EyBqrquBpMs6G1I2wdV0jMTtt30gMrt+PE9MKmL9Bnk7r7AqQLZGuyFyq54F57887XiwL0fHq/8wbkE729zzcKeGEQIMg1jpdbZ9RL8xd6PpYgjPbirjuM177xK0A/D43ve+a1WFCkv3Vbmj7gndgYHB+4eJHWjkTnvksLA6NvQaa827jKc2bS/QqvmpE7iomB4gCBCtB4V9KBPVFIpQj4tIEwBtpELUD6XpzxHDVmkGXT/o3bm97/fUMBoA1iLew807dM81u5PH8bBMIlLvhEGAbPaxXp3HgeynM87gRw5NBIEHhOZgkWx1skaYh8RSd17VnH8UlKxgKJvfgZTUmuAAAypry6SpO1VxgJiISOjXxVgbMheXELlGUCaUb6vuqKdpXY/WnkXruuDK4+NEEyDLE2Bj84Grm25wABckGmB1WpnQ6PbLoUooSCi/NV5VxiFkdbrJYUClsVGvm6cpKJqtAIJIF/IAMMLIDOb+YdEhffh18Hn4T3LhIZxK/SVFXZtiTpDNkejNucPE9LsyEms4vYblr7MK018tUpsvEEWrfaOwZSmiECQgoiplSVm+vFaeoAT2uNJE2RZkMHgLWqiKlqKz4ZvTCn2Hugd+frrge9foW3i7yyC/DOi//xq7swCCBLg2tPnNLsw55wirx2FOnFUUGCcjnuJJkLSYGdxaZ2v/f3edfr4PsycYWXD3h+kKsvLPctxAjc2lQFfx7oAydv209PV1qez9Rk5mU9QqAC2770XocxDvgAQMd0wgm0JgVjP2/PW7JsqBUKdDV+XmwQu9w4bV7TdD4zfj+4NRnZas25tICA0Nf3hQAOIgKMEzsDDEEsXXj3B6wcIggQjWO87JUXcHw9x2iaUByONT8vctqG0URy4bT7ujLuYiiKBBSMa4HyfK+ujOsGaHs/AEijENNL1Lrk7YeRQLGhFijPlCO+2PJAJbXVLgAEucb1r56iVlSJLY63NgS2cpZnMq9ddbacU0uWK72NrczWy9L5hYaRcJWsKrQ1kJbuwtDoBlIEjsQDOE+hznFfK+UASlpiiWt58nHsu7Eo5YguvJrGQJUFqpLkDNq2dPPVCo3918/cS7Mh8tUpqqJAakXq68WJB5Bx28K0AnkGxzQbolTfaJLmvfV8rbsf9Lx5nkJXmvD1Dsenc9BnN5BNUbsqzr8iBoAwks4ncdc+cXuTSQE+8HHsSv8xvLTAGUNsH/DWWp9JRferNb6/X+H5TE3/cfy78+ncxdJ0O8G3ZRCGqjkJQEddI2IArgIMtIbUmipId6nfnQ9qzpbrk1js/fwsu8R+Nv3X2CflsOE0gxvfj7fjg+BICDycJLhmDQmk/xxBgIthCN00GEmJAQKslbbEDpIojKcJGsM2W6X7fMuS07prz2iAZnLcKgwjAWmJUYEMMBjHKG0rkWj1FYwFjOklighSSiOKJOKUHIlqRdXXZJZ2Ogu6MpAygLTH3GJZ4vDJlfv7elm6bgS3Mf3gWCECKJvucTovURY1pAygdeOAod+6rQrdArzXypf2eNeW0FXYGSCCgrR2WqOybEre9nazQZKmyEbj3nMUtiqjduVwPIEqC+jawGiD7WaDNNtgtDdFvjp1ji688tWpAy9jKDqoripUZYGyKNAYQ7IH+xy+AwszS1+oeR495z1Hljtddz3oAXTS8FuawNcHvKfdnj3hKZ/BZudvdPXaOsMTRTtwrR7/RLZrOb9MmzfW+VtPc7irOmPAY9KKP8vz7cUceQVnAY9beD5IrLnC6zMz/Vmedxu3L3lJz/nev51XIyWBoLBzr6eLE9ohfldauoqLDbz9EFz+d2sMmjpDEW3d5nxgZyIHrHcnzwBTIcjFJUmw1toRW3RlcCGS+E5LEBmAKvgwosqNafmrRekqOplLW7XQMVCW+sxFjWt/WrBTFjiiNIS2wm2KEhIY7iXu70Y0bv7HGrkwElgvKxcuzLpPwF5cWcLM8fUNqkJjm9fYWD2dsppCAIhKytHjY9kYY5mpoetiMOBxLJBSLUPZ15/6bX1fb6hNA10ZrJYlRBBRRVe24NEYAyiFQAg0xiAQAqPpBQDAekGyAxc3JCWKfIM4NZjMLlqvTAMRUuxQmg0tC9TYlmZFWr0jmgmyPq/Ic6iK0hl4xSll+DkJhZQIo7gTRstg+UKse+3NO193Pejtammel5F3J4uv/ht7pc6klc6X2DnD0zMNx3Hni87tKo6E4atd1l4xfb3SbQXoVwFhJFD29qtjNda0JtBMWvEBr24alMZLSzAUKnpmhtcHvGrWmkgDbcUH0L/5gwR4ZeOAzZ/nAS3gCet+IVQFE8Uw4BZndv6bL+ouGPK+iAqBqBEFbTXpXqcFe7ZY00Cnbbq2c6yV0e61joTosHf9+W0qBA7CENLAZcrVykDaE3rdq87TLMT8Zg4pAwz3Bzi+sUEUCWjLyBRWk8cXNACsNk0ikAESC2DHdo4HdJm+vKKUpAVbZS+sIiK/FJsaq0WJoZUTVAXJAnwrO2aXrm2Vt1pWKDe1my8zKG1XO5IUdGs31oYyw9qUebPGHiGL3x/+PnC3gxxSakRxBm1lCVGSukQFDmzlagp2PsePBeBAKF+deu1PjTTLUG5zNCaA0TXWyxMykY5jx+Ys8hxpBsSSft+sTs9EFaVDcltZL07s65DIRmPXVuVkhjCKEERnOz331jd33fWg1/QuXp5theevqtBYLyrk69bnz1jHh3xVuUBXKQOM9hJHYADg5jJcCTjzaK9N4bdmWc8URpJam16V1zeBrr0Kp9/+3DaGhOemm4FXGONsyYAWKLd9wPPF5rusx0yIQLdX5kxWMVI4ABTaIDDaVYONlIAUkEqhMca1Qonh2WW/GUEnkSYBObLYxcQV9uDkqs61ee1rlHBEvM4Fwe1aYyzIX7O2Lc/UblPnGsfXN05PJ9MQNdABKvceW3IJX7gI23KsK4PDp1Y4nReIk+7XrrWTa+OhmDnJ2yP2pIYqatdWpM6CgZQS2oJMxIBnSSjLk/azYDs7Bqgir92FmSo1NiuFxVHhqgY/nBbwAmOTwLbxAze349caJ3Q8a9100tX97fRJXDwSqAqNcks5dlEcO+ajz4A0RkPXNTQIuINAUtad9cbUWrt5nxOiWxkCgyJfbJzO5xjtTZ2mjiuzIoer6rhSE0JCRhEGXnXHVmN+i9NvkRpjcPpCeW8G4lkbXIvghTPI/mauux70gKev5s4jrHy9VRWarJQsS42qN6uVq2oHeHzyqJVBLKV3sqLHpFGE0R7pn3w2HgDnU+i3LpJh2JEVAC05wyez8OvuO6/wv74cgU/8vg6PzaSLPuD1QY//X7XSAqBb0QlVQSjbwhQSQlWd9mfAbvnawMi2HRRtNp2KsRESxjpeqCTo2JKNLNjxz0Jr3LYuNAsLfKpp3OtR4RrH2KKwVd3aPs/L4piILXaOt7W6tyKvcXxjAyECfMsjM/v5SAjTXqRwS9GvajgBYb0sOyxFoxpXRTEIMlDy47UDiabNypOBPY7aCyxeDIb946cqa2gLMOtFheMbZNjMJBe/mkuHRMhiUXzfrP0M01g0HemEHwLLn6RAqz/1JT3cygSAzUoBjXBtRt9Xk0GmVhUQGMhIuJBZpQzmNw8howiqLGA0gWY2HoMy9qxP6maDMs87Fym1ohmdkMLTABpU+uwszmgDGUXIVwSu6XBoX7PG6fy2A0kZRWisjAKBgQzvSRb+q60XBeh9vXUnwOdaXAAC1XTo1kKSxs5vdQLcpqIvHbc0jWx6wEeEBwDuBMSrU/VZrdQugGM6Pld2Tjy+4zVETdc5xK8Ymcnpt0fvyFbM98q0qz/TO2/xLI/BDACENXpubAuL/+0slkwAQDVDYf43pP0cj+sah0o56zUm4Cg1aMG5mkHVFU5EhXWyxEhKXAxJmD600oVANa7q+pZHZq6NF8ZUyd+6tkGttM2+o4sXblnz5w/AtbJZl0aMyzY+J4yFI64woQWwrUNjoFXXm5VbnwJkZwfVbR/yc3OHgOfNQgZ46t8XTjMH0MwuslIbzmakmSR1JbaWCRp5AvlABg6gAThZAs/4dq2Op2yn1UntTFPDMjq5zcl5dxY0lELTEOBFXmUpTYCqKB2z02ia8zFr0xiNW9e+ikA0CAQJsBsnHaJ25OLoCNI+FiCG565VbOgiKwgo9SFfnULXNVX/IXdw6rY6H4So6md+QX1vPb/rRQV6T9fa7APBzvsAaEqDpU237rPSGPCKTW1DPVvSCvsI9skpXPGFsYAou/Mgv62UDiM0kWcgjS5bs1/l7dr31FY1TMRZoytN6G+zEwq7q53ZN5X2ViPkbrACAZ0GgCiCiWLoOEIjZafyA0At0ThyLVDXCgXP//hNjHGiAtyua6ebWxvjAM8F3O5KchcVFIDpsMYDUYx968oSBoEDOP8zSYf0lZnMUoSRwH9+6QTrReXa02EksH/fELMrmQss5plVOgwxUtTmRl5DgQAnjASSLESZt8eT31pkEAK4NUgtzc7ny1WmbjqVWxugHGBxtMXsCrVa83XlAA8gxmQsA3sBVrljNUmka4lqm+AQJxRsu81rlJvaASYgOse4UtpJLvj94bY+p62XhYYIIoymQzsWoCy6pjEIeu02N/+UbRKJthedjSGAC0SD4XgCADi+8TXouoaMBID2uxWIANram6nKEnaqsvN8ftXjO5UQYDZUxckAURy619VnZfPn9UKse+zNO18vKtC70+Xo6z2NlzTAqbVnAs62A5ho0s5mRAt4VmjM9/FXrTTSqD2Z+IQY3lacSKwa407iPjj19Xfud3ST3fsA557f3s/p8Ph+u7wzn/YndMCk426Lk2d4RggCuihysz4AMEKQeNl7jF/9+VVjIyWaqGmrzPQQkW2LqqZxpJwzq5/bZ3+PkiUeTmbOjYUF6UWuUJ1wxdE49uP0EgXBZuMY3/49l+1JnbRstw9zLOcFFsdbYld6iebT/QGm+wMcXd9AyAAXZwNieVo2ppDBmaqNqyg+HkioLl0VyNFSANrfe21Izmkk0XpkPTkz5CtKLq/KunPS7FdkvE1maC5PCig7F/SNof1ljHHG0bwYOFmvaHQDUwMGlFoAkM5OVaX9btl2cEAi82K78kwZqEpFIzCwrcbN6RIyElgvF6jrAjIMIMPuxYHWDRq7z4Rx9r2ruxUeA11jWi1lYCvn7utsbOYfIE3gLgD4/vIFSha6196883UP9M5Zvk4LoNDXwjLfOP6F5ypGUxgs385X3EHSEhPo/mcPTKMbGNE4OrsxhrRIXlZeOgyxRctG7AOe9sCMlw+C/QrO1+H5rU2f5enMpP3W5XlJCbxEjQYhDADZa236s7lqmEEYA7Et3G2dzTBIGo3G/h+wbU479zMiRcPsTROTUXRDgvz1eaDn3nQPyNNDvGowwMvi2Gn2+P0bTRNc/49TFLnC7ZtblNZ38upDE3zLIxfdBU0IIhll4xjT/QHmN3McX9/g+MbGXcgsjgrMrgwwvTTA7EqGwTDCdqNQ5KWrhPxqTinj8ue0BY4kkW7+F8gAUhL4saAbZjezE2grxyJXuPaVJSazFGkWUhrDsPVyNaZBnIS0TasFZL9QAKhK7SQMPtuUo7KYwNLe1iOsWP2dUgYiiCAkgMDg6GvXEATCSgWCng8kicajpA1MrpWGqYHpJQp5PTm64UBZSAUZyi7wm6bTepUydqSYOJUwdYN0OLJavhqNV7Gy5ykaAV1TW5RnelVRwOr6YbSm6rFs0DQN4kigrl8YycK9defrrgc9HwxC3Bl7MwSgVrVjZcaJRGlbPDy76DyHFw/kfrfzPCkDN+z3TxJ+RUiP0bYybONWhBAIYwEt0AKVRzTpmEB7r1WjBTN+D5it6QNfK1+wf2samntxBeVLFBgA/Yw7v715zmJpQiMltJTQEbUyRVHASIE6Ta0+r4ZRAlJrGCkgjUag9c65oADNDGsWrFvDaR/E+XPuPHpHGxYgtxVX5dnKXjUNdCJx+f4Rwljg8v0lFscFFkdb3L65xWhvjWwcIRvHqAryQw1jquxnVzL3eRd5jaqkFuBmbfPjPEE20AIVt+sA0uUxaER2JiijFuRYDwfYeZtpAEgY3R7hHQmN6T4X+4D60oVsFJPMISfzZ111j/O+cXsLatqF5AKkO5QeI5UroaqoO5WRaZSdhQWIPLsuIUO3bb8zwt+JWpF5dzYe29dyiMHIezzbDnI71QKeVtQyzcYTysuTEre++hS0VhhNp5jMLrqMvNa4euxJGaga9QlE2Xhsq9MKqXVyCaMIp/PbEAKoixeGyBI8B5VecK/SuzsXv+A++LEzv64MTueFy7ATMkC+Ui7+hAFO6wZRTDZP+Vo5I12+Ko5TSbMD3UBIg1oBUFZ+EAvsWhwYyttJhyEB3o45nmLtWdMzkD5nzld7QLfSuhWlN13ROr05XTuxM/M8t8MWHE1IGrpwDaSHaKoZ9OYi4ooqo8ACGJNWpFIQ2tAsL2rcp8HyBJ75SeAMexOAJ38wHRsy1TQI4bV0mwYSAIKAZAo9WzNeIytP6K+6aTAeR1gcbzGaJhAywP59Ga4/wbqwxgEeQEByOi9chBC7rkxmKZIsQsJBwmgvlHg7AFyVxCBJ5KXQCdT9xSQV9nkFCCi5E7G1VekgixwA7zqpadM6oVRljeVJASlodtZnb3K1xvtsdAOlNDQnqVtAU0WNJpIITNDODCvjmMwsXG/ZqYEDOP+1dV9ve9HIYvpiu0LT5BhfaL97QAvyPEuN4gRRHGE0ScF+nCQ830JGEabTS5jMLpJwXZAoHXukv6urCtl4AiGlY4MabTyiDXl3EolGW5F6hNHeFH6+3vO97s307ny96ECPl//CwyBAuamxWrFZbFvNhd4Jh50ujJYQ0rhWk4wEFKdLW5d7oHWnoC+jcRZOPuj5dmPc6gwjAZEGKD09nm8P5hsn+yCoAVfRbb1KrvaArehtq/TAEgDY5PlMBed7YfrAF88J+OI5MPqKswlrLEuSAQ9oWZjh1qOEe+kLoto45xY322Ntlb1PI2TbDn0a1xZfXI6mAaSGYgszH/ziOWoEpOez709oDCAEoqbBNqB2H4MXADz8P/dxOi/wH/86J8lBKrF/dejkB4vjrTsueHGbEECnSuJVbBSOb+RIs9C1NIcjCoLlikUp46o8BhBjDGr7cr72xClWNkuP5QD92TLQntxG01Y4PRhHFPNTaJS6QTJsP5ddwnLXzvQAz+gG5YY+vxoakQyhlHG3MWMZgKu8GsOzswC6biDDxnU8ZCygK2OF7gaAcNVenLRByn2pT1VqCq0NUzzw8gecaJwdVhioZlfuw3T/MtLhEKqqoMoCwkikUYwwikjOYBMYKIXhFGEUQ6QSxWZD0gpj7IiDtsmieXZniYbnd0Gey3Vvpnfn664HvafzzwRoVlcV2lV3tWpNoONUotJ152Dg0M/2qjJCsdlis1JIUgkZETDyTCKKmcFJ8xi/XeMbA/tXtnEqUdqWpu+O4gOeX7mxwLxuGgd4/SqPK8K1TT3nKm9tDFZaE8Oxmu6u7HZl5fmgyGDCYvGKUhG4TcmLKzQjSbDeT1+QSjmyC4COObUAnfZ0FFGLNGo64LW1AK49EhJfCABWrlActPtv9/vl4y0eTi4gDAKc1DW1tqXE2GuLXxhH+Of/7wbSYejkCcfXN522JFf4o2mMWlF7br0sSR/ngVxH9+YRR7hNuDiii6ZsTGCnlEFkT/YRBKU16AahNZ+hkz61Qm9fz1GVNdIscu0ulhkwgcQ/3opN6zQSJxKlohR2n8Die23yqpV2AndOVOdoID7WAaru/FFAkbckrXQ4wvTiBKfz24jT1FZSwoazFt3vnAU62paALzL3QVgpA1MDk9nMJSqk2dDZhXESOnd5AiEwnc3AcUMsWajKwrm8cMI66wSp7RlbIbtxgnh/CSOtaH2AODzrOXtvfXPXXQ9651L4gwBBQ1eF60XpvpD+iYyvkunEwc4MRFxwNGU7uxhkobt/lLRuHPSY1j4sjGn+Uletnq9zPxk4xxXfJHpXhdep4CwAOsDbcR//PXHWXI0XFcQtzeLgrL8m/85mz/58TFT02MWrHPCxE4uTH0SxA7lGShjAgRvgVXSC5nxSKcBzZ+FtqOEQSG91c/dM7OzGQg/sS/uanVyB95VBLz3EI4MBDqIIIymdZ+dSa/cehmGIrRDEClxUUJXB4mjbacex244/o+McxTSzAOkBib/4MXESYrSXYH4zx2gaYzJLXfvPZ1Ny9yBfVchXCrdv5tibpVjOC7c9oxv4TTXeTw04CQHPG9uEc9NxEarKGnESOqDheRxXVj7rMxlGbtbIgMdztziR7nGBCJAmEqoCxtOpE5LTfmvESWrnY/R6pQiAWEBCWEDd3Sok27IBRpMM2XiCbDwmICsL1EqRG4v9nTL1NIz19CSfTenMoVkU38nT81qUpCvcOKBj42ljtIsvIoE9AWX1AhFZRPActDfvIDD7blh3PejtWgx4pKkj2rZvhcREFAAd81wGOWMa5z4fpxKTWequ9v0r2/bqtNcW8qjezlNTtjKHEjiTeOCTUHyDaAd4gDOWrjtA2T5u5TEblQeGzkjaF5r7M71dZBXblqRZXUYgt30AOnkQiOdEVlEbB2a1FNBRdK5ovTO7kxJBUXQAMNAa5WQMZNfc7NDtb3GApriMk+DIARd/znXTIBA1mn5bM1xjHBeYyoG7IGDGLpoGX60qXLDp6HXT4FsfuegeujjeIl8pJwVYW3NmnvuElPhRAAAgAElEQVQa02CzqnDrWoWrD03OUPp9px463qiamswSjPZi1x7vvN3s7Wmrp8VRgdN5geMbG5zc3FKKudPZtRKLGqbT/mOnlWJTu6owG0c4nRfYrBWFuw65I2FsJFFrulCW2plb+/vFs2gpAiex0LrBellhtGfb/dzKbEgQbgyFujaNgQxDW00pDCch+jM9oKtd9f8vZYyJrdhCT2TOPp1xmgIRObDU1vhgtDfF/n1XUSuF+c1DVGULehw2K6TA9NIlREkKVRKZJV+dwghycOFKj9ufRmuslwuU2xxRnMAYjXzbd8l9fta99uadr7se9PhE1q90uK25XlY2KLOVIvCVcGvr1M5DamVQ59p9sQF2S2GvxG48ELW9go49lQ+AvuNKGLVMzfMAb2UjeHwJwhm5Ano+m/ZxrF/bNg021pprbQxQ7Z+1GutXeMDOmR61GXM0IWDKBGGuEKyGELro+GZyWKy/hDHQVnQuK+W8Nv1EhtBegVeTCRAv2v3g/eN9qmYo4jk0tGNgdp+sC3hBvMBUUhWpeu/hUMpO0CwAyku0Fcvl+0cOrEbTGLcPc8xv5p3qj9ttQgZt5e+zHi3wXH/iFEppvOyVMyTpWcKKD5bEkFQ4nZe4dW1N+XUrYkjxhVkY0aw5G9Nr80HVuQfZaixOyICaAZP2UXSObWem7pFUWF7hAxMD+VbVTncYhim0ytsq19OcGhLGIUoCABK6JjbncBJiNE2ILGYf5wfk9verVgZBIF2FxcDZhroq16qk9iaB2Xq5cDl5/nLVoDFue2k2dH6tvN1sPEGaDVGVhbsfhcsSgMsogi4q+/rurf9K664HPcDznLS/p0GAYlNjvaS2Js8o+st9yZRBYxoEwjj9jiMXVIbYfbbF5btidKu+1nrsvCVj0QJcD/DcrA6tfMGXLUjvRN+SVBr3+LIhf8kacC3StTE0x/PlCX6KAgCXUL6LxJI9BUz+ra22wpFjbQZGu/Yl24z1ExYarYEootmdIcATVdVakwmaAZbjMZrBqt0Xv7Xp71c1g4rnUAAC0VYjzlnGPj4Ic5eMvtC6ZcE2DWCDZe+PIoRBgKG9X77iCBoJUxDDMhvHmEZU3SVpiNN54QBCCGp5G8vyBeDITs5zM5UYTmMkicTAasy6RJG226CKGutlhcXRFsuTEuWGsuak7F40AXAXbHEqMZpSwkdZ6jNsTAZDX9zOie1KGZfGwBVpS+5qzY1lLCC9Y5v/T9+PCpNZ4gT467xCEEjomjIouQINI4EKFMc0mibg5BE6Rtp9Zk3sellh7+I+yu0C4ylJD+IkRRjHqCuKB2pBcGvfT2JcCkEA6QOjkMyYJrKLMQbKVoT5aoUiJ6/S1WIBVRaYzC4iX52iyDfIxhMUm43z+wyEQGQNrKtic4Zk83yte+zNO18vCtDjSo9lCdtT5a6Yy6J2XnwuSsV0NXQ+WPngxeBXFRpFpFxGWWhDNWmW1z4G6F6tAm1LIYxkZwa3C/B2CdM5Mie0wF40DVZGY6NbPd5Ca6y1djNBJq84ckdx0BWh+5UeA0xfssBAGK6Jtbl+GDj9H2iGQBnNEK1KwM7j+oQVoCW1SKUgqgqBJpAMLODVSersyRzgxfNOskJn+ZWpqJxFmQM/USFKlgCANCCJQiIE1lrjuK6xH4YdBx6OEYqCAEGu8f//v9eRpNLNqMhLM3IuLaWtloRp9WlEamlb5gBVKIvjLYZ7CQZZiPseHO90UPEBr8wVbjy5wtG1dYcB2iE/2fmbm+mlLRh2CDO+4FpRJRinFE0kNLU+/e123IFkK/hmcHQ+mB4DmS/84iSEjMkrM5ABzLxEOkzRNBtwcjozNcNIEkHMAiZUG93kszTLQiMIaGwQJe08EACqYuvArK+lbW9rw17p81CATVvn37XWaCzwMRAKm9+n69rl7WXjCRZHtxxpxmgNVZWoCnovpIwRxbut+J7rJeSzb0+e4xp41627HvQaq33iz5NcMGiOV+RtG60zL+iIxls9FZ8MfFNg1gNx2yjNQidJYN3drjmev/iqX6HV22177ct+S5Pv57c3O6npTRsm26keeRtqQPl3DHr9+Z0/N+u3ONPDFvD47/Gcfrf/V8PLrl3ZSVPwxOpGCMfY5Ns0iLBSTsak/fMrzV0VZz9QFnD3Y8ALRA2SbpOEIbURRGMhIIMACl0RPyepp7Y1fv2JJTbLEkfXaPbL3oqUSk6V3um8tK4sEYQQzi6sKus2H7HQTuPHAnZefQkDV3fzm1sc39icIc/4xynPklsSlka+Mu54jFOJ2AJWkdfuuOc2p7HgJRKqaLUkz01u2fOxXysDRO3J1Yj2+8JemnwhmI1j994IGSBUBlcfmtjtDe2c0yBKQwyyNkbJd29hRxpmbJaFxmhCUpj1ckFVm003r232Xu21xjnbLhuPXfQPV2a1qtCGvlJVSI+hhISyKKBt1JXptUDJrkzY7Sg3kxRCulkeHR8pwrs4ruezn/0sfuu3fguPPfYYbty4gU996lN485vf7P7eNA3e//7344/+6I9wcnKCV7/61fi93/s9fMd3fIe7T1mWeO9734u/+Iu/wHa7xY/+6I/i93//93H//fc/b/t914Me0Ipq81VFomFLD+e/Ad2rJPelto9jMotzn/fEtDyX802lAXLOrytjWXwxRa74jE3PEDhOSZPki8ZZctC3Dit6YOhkC2g61d3aUJbcylL5faBcG9MFOB/Y+jIErgKttyaEBZnsqRaI8ge7bdFezJBvJv10y68CES9aUOWWJu+Tv8+8r/2oIwCIF9TaBGzIrOhGEEmJKAhwQdJ9lPeep0Hgktin+ykOHhzjdF46txLAOqhYPdzieAsZCZzOSbIymSWolcH0UupcWADgwVdM3YWPjISTNPjHqjENjq6tcTovsFpW2CxKd6xwa5FdQdhvk8GGGcD8fGWpXaszyUInMeBqJ4yk0586OY69WAusxRpgK0u07dP+BaL/t8wG1vouRbwNwGoITYNsHDvAzFcVVicKyaBlk7J/JQBoZTCc7GH/6kuQr1YuyodZlJxp15cQcAU3u3KfqwiLzYZIa5a8UhVFJ4k9imNnWs1aPNbxtZ+TASU6NAgQOH2ev6qicEHQz/f6ZrQ3N5sNvuu7vgs/+7M/i5/6qZ868/cPfehD+O3f/m187GMfwyte8Qr8xm/8Bl73utfhy1/+MsbWTedd73oX/vqv/xqf/OQncfHiRbznPe/BG9/4Rjz22GNnTNWfq3XXgx7Tx5lt6RMJgPYL3G87+lfejW5QKT54Q2jdYDiOECUSWhknQt5uFAbDqNPHN7pBnZmW0m4vRLuZa/IM0cYXne8CvLYibGd3K0u158puwYJrrz3qpAn9OCCf3ehXVPGcfrga5PtxNQic1fCJCoEKOhUctzgN4KQMoafNA+BmeI2UQDXsVnfxvEtG4eWbSDP42d8bb/8aAKFsXNpEKgRCAFMpsWdNpiPPa9X/fTJL8Yrvjp1M4PCpFenZ7El9cVRgtJc48NCmwem8Ze3NrpB9VWBBhY85FnXz8cAnHQonLrE4KuwcUSBOW89NAJAMMpqlM3Ds375dmPKOxziRMDpyJBHpnegi6x8KoO1QeDZjYSw815jWf5OT2jMTd2aL/Wgtvuhkj8vhRCJKQyyOtmhMgyQb2hYiIKTAcBA7pxMGnk4lZzSEIblBvloh4BmybW1m4zGy8QS1Ujid33Zszqos3MwOoIqwLgoEtnItNmsEAYnSGQT3ZheRr1cWMFvWKV88cFoDJzWwbKF+oUBPimft/vJMH/+GN7wBb3jDG3b+rWka/O7v/i5+7dd+DT/5kz8JAPjTP/1TXLlyBZ/4xCfw9re/HcvlEn/yJ3+CP/uzP8OP/diPAQA+/vGP44EHHsDf/u3f4sd//Mef1es5b939oMdfWjuYZ3d333z2jHbKzuzKgq/oNYq8RpqF7ksvRIAyb8NiAXSubv1k66rQ7srfyRR6kTXneYJyW7NGyzL0Ac+v7spelefP9JzwnOUIlnxyhrEJEMC4nau6YLer4tphTyZMV3zeeU1xm4zOPwx27M0JUZ+dH/qgzPvt39av/ABEUqMWuWXxUlYeA980DPGyJMEFC3qcpXfBenAy8zeIAsiYM/GoxXmMtkswmTXd4yASSBKJxXGBNItQFjWkJLKLb1De6QxEwl2cCRHg4KV0Jbw4LmAEXZTxfIxJV9QSN5ROIQMHYDxX49ky0O0ssLmCMQ22ee1kBvv3Dc8QrcqipjlfTBVmGBHIupBZT7LgbPpM47Im+T1Stm2ZZiGklBhfOcDR164hG5Px9OTSRUxmJAshUNFOBM4syyiOHeiw4FzrtqXpJ6wz6JzObyPNMsTpoJUi2KrOzeukRFOVCNB6fAINVEVJGY3JkGYZJrOLSLPMEWGKzcYlQvA5JBCUzMBRRbq+E7ff/1qrn/aeJAmSJDnn3rvXE088gcPDQ7z+9a/vbOeHf/iH8fnPfx5vf/vb8dhjj0Ep1bnP1atX8cgjj+Dzn//8PdB7NktImpk5LZ3Wjryyq73pWxuposZmrdzAXsoAkK1Wj1MQeC7XeV7PeSW2JIi6MhQ4ai2g8lVF2jzWiqF1kfGJLX2XFa7war8S9H6c64rP0GRwY7BzP1PaYW4p8szOb19yJeUDIkDb8tqjwXZM1ZtlcDKI6ShCM9wA9Qiy9Np5EYET38fEFDuEcNFlafLy9YSdN9sTzfuVKoDEI6fwTC8EcH8UuWQFbnlesO1PnusdfXVNwbC25caLU8N9kFgcF5jM6HMdjGMIGWB5wreJTpXSP0Z4MSElhPDChYlpLHQARN58rb8tW0FyNh5Xj8yodGnmTCCJBSaz1M0o/VBkoAU8vmAEvHR373sjvcqOt8EOMD4rOk5DCKmxOllBSInxhRny1Smy8RCj6RRJlkErhVoBQkjHmozTAUZ7F1pHFdWSUeI0dTIFXkZr11ZkCzK+j9YaURwjEAJSCEgLeuU277yX/fPCarEAsIC2zyOkJBG8GWJ1Mnf3bbzjoWnMC6Z9ey51eg888EDn9l//9V/H+973vme0rcNDIpxduXKlc/uVK1fw5JNPuvvEcYwLFy6cuQ8//vlYdz3oUa+7m3MnTIBAB26e4lOkucojb0CqEGUvI0+IABsraM/GoXNh8Q88X/dkDDlYTGYJRtMYaRZhvSgxmibkvCEAeBfYu5LN+y4rummdVZTX0tz2WqAFC8/Pq8pE1RJGuI3I1ZzfAvX/5tuQ+Xq5cI0miaFBJ/5Ai05rkyszHZGYnRMVgBb4aJ/qFsT4cbyv/uzOX75mrydEZ/PqEOi0LzlVIQkCjOzvI0tuAUja8r++dOICYLl6SrO2tW1Mg3QYEftRBI7kFEaNixryT0ac3M2zKml/98GGL7riVGK9bJxGkK2/tGnjhJJEorDVmq9t4+OVT/7UAhUYz2LoiqQJAKy3ZTtrVkpDmsB5YzptH0SHZOJXqEIEKGyrtio0lvPCJT/wfnDXRMoAIgTy1Sn273sJ9u97CXlWSukAJYwipMOhay9K65gSRhFqwAEfAFTeDM94rUQ/gb1W7bEghOxUhCKOEScpUuuRyXM7O+ZF02iU29wRVfztFjntaxAINA29N8kgQ60qBIFxt70QK3gOHFkCe9x/9atfxWQycbc/0ypv1zZ5NU1z5rb+upP7PJv1jJq4H/zgB/G93/u9GI/HuHz5Mt785jfjy1/+cuc+TdPgfe97H65evYrBYIDXvva1+Nd//dfOfcqyxDvf+U7s7+9jOBziTW96E65du9a5z8nJCd72trdhb28Pe3t7eNvb3obFYvENvkxa/slH+pXd02jn+HHE1AutRRO5UjCQGt1AeW0kvs2/GuerZSEC5+gxv5m3zFB2A0E3McFpDD1g65NZWMrgwmDR2pidMWX2AcFvV7IcgKsrBjeu8oCunKHfJnWt0qwjQm+khB4oNOMbHuszR5OU5NqiPbcQK1sA6+r85bvE9F+H/7tHeglEDQkCr7FNQ/cX/z4QAkMpMZKyo3esm4Z0ZnFrMcazKe3Z1GWjCIOMRNXM6EyHoXVXIVkDH28MeNJWBQwsvMjAuO1C+KbVgQw6HppCBBiMI4z2YmdUnSTSpbHz3/evDvHgt00xuzJAkrRGzuWmdtFHSpFBg7LxWVp1nVz4YrDIa5zOCwfAtTLI1wpFTknqRjekTzSte1GtDNLBGKPJDFE8QjoYI0rIbzOMIkibUpCNx9i/+hJcvv8B95OkKRFXbNxPkW8seUdCW8DjViV9PsqTEJDEgH+Imdn6aNaqcrO9vdlFXLr6Ehy89CHMrhxQsoJoY6C4TckEFnoumjEKKdwszxe7B4GADF+YuoIvuJ/tDwBMJpPOzzcCegcH5HPbr9hu3brlqr+DgwNUVYWTk5Nz7/N8rGcEep/5zGfwjne8A1/4whfw6U9/GnVd4/Wvfz02m427DzN2PvKRj+Af//EfcXBwgNe97nVYWbYVQIydT33qU/jkJz+Jz33uc1iv13jjG9/YYV299a1vxeOPP45HH30Ujz76KB5//HG87W1ve8YvkL6UlWu7nLd87R1gr0gdw43mGWSrVNKXviRvwSJXZ+YXu8xyeV8Wx4UjBTg7KsC1Ite2WuNJgJ8Px21NH/B8YOwnqJdNc3ZetyuZgAHDlwMw2O2qsvz2aHEZQZm4H9bdhUUBqRR0EgCzLwLTx9uf7CkgXFOKuhRtSKxf6bkP5hzTa//3PvilhwjC3LUzQ+8HaC8wpHfb2LY8Ix/0QL6aHeG3/cykBRZm32bjCNkowv59Q8yuZBjtxZbYIh2j0k/j3hUt5B9D3CoEgHytUBUkLteVcfM0IQk8/f0YTWNcvn+ECwcZLj8wwpX7R5jup64KXS8rbFfKgR05slC6AskENOY3czKa9maEVaGhPHcWvk+xqcmzs9AuEYG1iaoiYwDyCl1hNL2Ay/c/iNHeFPe99CE3d0vSFNP9S1Y+UKHIcyyOjqwwnKy/is3GtTeZ3ELvZT/zjx1xjGsv8k/TGPfD4KWVwmZ1iuX8Nm5d+yqOr38NVVFgtDfF9NKlzraNOUtK4Tmhn7ruL5ZCvNjWQw89hIODA3z60592t1VVhc985jP4gR/4AQDA93zP9yCKos59bty4gX/5l39x93k+1jO6DHn00Uc7v3/0ox/F5cuX8dhjj+GHfuiHnjPGzpe+9CU8+uij+MIXvoBXv/rVAIA//uM/xmte8xp8+ctfxrd927ed2beyLFGWLWOOh7E3nlxhkERQvUBMvpL1W0p9e7B0GDrGGtCa9QLEguvPVRyTzfsdaPVMbN/U8dwUAeqG2JVsE+YbQfeXj9udKq9pzam57dnUWbcqA7rkEJ992W9V9hmZvPqgg7OSBKENGiFRD9JW2sDb8cC1T3RpQa/qtjd9gPPndUxk6RFaxqFB0VhDAjub8w90//0C0KalA23EEtpKb71MnEWdI25ErTSADZiNaZCNiCRSqLrD1ATQztSAzuyHt8vbdmHFuiGA2tTu2OIU7zQLKV5HCMQptdCzUYzJLHFtRgBuv3wjhcpaifltTT4mlTJYnRDITi8NnPVYkdeIE+nSQgDK39uuNUbTKfL1kpIb8hqNCZAMMoRRRBeyChARsF6cIBtPiHUpBWYzqqjYxmu1WCCKYzeDq8oCxWbjrMGAVkzOF8gMKrV7Hy0YWsDzLzRkJLz3nc2z28qQ3geBsmjnhUFA+XlMSuGKzmiDJMvQGEMkmEC0bdkkxen89pltP5/rmyFZWK/X+MpXvuJ+f+KJJ/D4449jNpvhwQcfxLve9S584AMfwMtf/nK8/OUvxwc+8AFkWYa3vvWtAIC9vT383M/9HN7znvfg4sWLmM1meO9734vv/M7vdNjwfKxnVXsvl+RwMZvRCfW5Yuz8/d//Pfb29hzgAcD3f//3Y29vD5///Od3gt4HP/hBvP/97z9z+/X/WGKyl9nKrXXLANrcrSSVnnemccN6ZtS5fK5YAAgRJ60Ojys2vqrntk7HEqoyZwASANIswtYO8/oJ6H4ckG6e+VxAAqjDnLbObb9dyeEMGlzZ9W3IeI7XD4+1v7MAnVdg53Tc1nTPy9vwDK2lUq0gnQksXOX5gLsrvJbBuf/3cI2iITMCZULUwrhqjqUKTFIprAMLMzX5PfcrxBs3cgccfNFiPMp+rSh0uLCtQr6oycZU9U0vDWiXe12GQAQUl6Sbzt+5hbhelFielM6VpJ0n0lc2SiWiiObIzBqeXcmsMF315m/GVW6BDDC/uUWttD1ezxqkN42BUsB6UbYs5kagljE2p7nT0hV5jemly06jlq9OEQQScZYiSVOEEcsfqJWZr04xv3no0sixB5zObyOMIhR5jiLfQFnDaBaa+9WVMaaTbmB6rc04Td18kIXjALWTGfwC78RuBQ7d918DWimU9vkmsxmMMSi8bhbvkyoL1/ZMsgyXrr4EaTZEvl6ReN5o4AWTLLzwhtP/9E//hB/5kR9xv7/73e8GAPz0T/80Pvaxj+FXfuVXsN1u8Yu/+ItOnP43f/M3TqMHAL/zO7+DMAzxlre8xYnTP/axjz1vGj3gWYBe0zR497vfjR/8wR/EI488AuC5Y+wcHh7i8uXLZ57z8uXL57J6fvVXf9W96QBVeg888AAN95VGo8kKCd6FV2OdLArbViJKeuhOXOtFhW3ettr4pBHZv3OQJYOc0Y1zrOi7xPs2Zu4ENgxRAh2wUz3g+3rLT4KX9gRe25O2Rg/4gJagwqDhU/99kbpvP9YHF9cyDSGMcpID974yeSU87T6Gt1cc0NzOfhgtYzPvVoXuzfMAzgdg/zbv/3VDXqSp1ADaluZICOzZCKGDMMTUzvn8Wd/CnqSSKMIFBLj+H6cOGPiiyNlspbbSsu4lQNsx6AuzueLzU8MZ+Hix6XmRK6yXFcqNgpABojR0F2I+2PGxNNqLEaUhSus0RBdqtasYhQywzWvoyjgy1fH1DdbLqjMz5CpoONlDkW+QrxWCQCJKqKKRlrGotUa+ouNju9kgiklPN5ldxNaCA6eN03uiUVcVRfAwkzJTOJ3PYYxuqzVrIcaMS0owGEAIiXy96rQ0jUdeYd0cV1XZeIzJ7CKKnFqiWtWdqg9oq25+zW3Hp92OL1bP7Im6yInlyc+ZDDJURYEyzzG/eehe84thvfa1r0XzNOeoIAjwvve972mZn2ma4sMf/jA+/OEPPw97uHt9w6D3S7/0S/jnf/5nfO5znzvzt+eCsbPr/k+3nfO0JDxfENI4HRHgsyuDDuuLA2CFDLBelqgKjcE4hvQ0ValnDsxgySQXf/Vp7sZWiwx6gQxQWwE6gHNBTnL6N7pVIAMkYD/IIEAkJRIhKEWhsakM0RZ1Q1/WJAhQprfQ1BmCMEfDLUNOQAcIkBhM/OUDmAlb4omfi2f/papth0n1jpkibaPuzuf6DFO/7erfxv/ftb/83gQBElvhDYTAQRjiJXFM0gSWMFjwS23FFwX02d3/8B5uXVvj6MYGSSIx3R9QNbZRThTu7LysIXWcSgz3YiTeMWGMf2Jtc/Hce6DbOZ8QVNGxybOuDJDRsRlZj8pABkgSirUypsHiaEsxR4s2BDZfVSjyGtmI5BOL4y2Wt0sMJyTBkGEIEUiMplNURYE4TTHdp4tNTg33qyauvrTWSAYZsvEYQhAZhc2cGcA4aodJJ2k2dASRwyefQL46xXq5QGhJLPQeGFepUXhrBSg4iQJ/TwMh3HFmdlRSm9Ml8tXq3Dmb/94zqQigCxHoBk1jXBtVSOFYpQx0PDfMxmOM9qbI1yuoqkK+WpFIXEhIl6J+97Y3/7uubwj03vnOd+Kv/uqv8NnPfrbjkeYzdu677z53+3mMHb/au3XrlhteHhwc4ObNm2ee9+jo6BmzenRtZ3c2y4vdKaTnr+l/2HzCYKf0MLIBlvbKOk7opKZ1A9irfr6f/28/UYHbScDuNgIDnt/K7M+idt3f3c8CI4PgUEqkTUOJEr6MQUsHXk1hqy9LLEFxQOBnYqC4DGRVq8vzhe11dq6tmBGC4obCRRfA/PmcqABB1Z0EKGLIROgI0oGzTNP+6gvWPdBjmUJqge2ClJhKiStRiIMoIj2evY2jiNihhd/TWhlcvn+E6aUUw70YJze3UMpgYOdpAFzbU+sGAqKVEqTdTDjf5FgIOh6kDFBZYsjWMnuzceTkBOxoslpWECLAaC/BZJZgMI5dt+F0XmB+c4vDJ1c4uVUQEMkQ0/1LiOIVdL3BdqOgqi1ZkQ32rKi6wnCyh2w8xuwKfVfXy4V9vISqKkgvNRxchQmBwXDohORCSHeiZzYmMyrjNHX2XUJIrJfEvh5NL3Tahb5JtD+/8ytFAGdam09XVe3SyDFzVus7GxcEoiHWZ2DcNml/2v1mKzPtMUbDKEaSpliXbRr7872+Ge3N/67rGYFe0zR45zvfiU996lP4u7/7Ozz00EOdv/uMne/+7u8G0DJ2fvM3fxNAl7Hzlre8BUDL2PnQhz4EAHjNa16D5XKJL37xi/i+7/s+AMA//MM/YLlcPmNWT1VohIF2JxJOeGb/P9YTMSutVvSlmMxSTGapkxnEqUSUSEQefZ0PEq7y/Ct5gKrM1NG3hQNXakvJnZWdtEAXWv1Y4QnV+0t7MygOO/WlDfyYNAgQSglojdqaL59hPvqgISpIFUEXB+3fvMf053h+hJBrUe6q2Hix5q+atenprM3z1y52pr8N/rcfN2TXwGrv9kMCuv0wxKWQUtK5zTn0WpzStoVh3392GRlMIkxmKU7nBfKVsj/0/B2iSiS8+CAyJfZtuJwFnvXLVBWxJfNVhZVlVQ7GEaSgOR07p8SpxOxKhv37hm2yeaGxPCmgCo3j6xtURY0ky3Dw0pchzYZ44BXfjotXDvDvjz8Goynt+/j611DkGxy89GX0Gq3hcpqRTVqaZWS0rDWxGpcLB0iT2UXUqkKaDSx92rsAACAASURBVN37K6MI0ho+x0nqksqZlQkQQBGhI3dVXZzQ/XlVZYGq2LazPOCs5ZjXxqT3nS8MuhdfDHa7mNqskeT/+0t7n6H3CEhBel7+rOk10fOU27yj4RNSuP1zKRAvUIjsvXXn6xmB3jve8Q584hOfwF/+5V9iPB67+dre3h4GgwGCIHhOGDuvfOUr8RM/8RP4+Z//efzhH/4hAOAXfuEX8MY3vnEnieXpVrHVCIVGDG+uplsBuRFN24ZUVp4g6UQ02ks6/pqci8YHvwYQxe2Jre/q0mdyMlszjCQGk+hMUClXa316vU+j95cMqD3qA2IqBP0uhNXpGfc8qmnabDmu2jiqZ/1wq29bvhSBVoBJu0Jw7//9pPMO2O0CKb816kCUZoL0Xp5zldmPOPKt0hjsuFK19w2DwFV5DHr8M7XV3cBWgE7S4H8GAAYIUBS1A75ABNi7NKALIZvFyNFUxqv4R3vUYncmzpbI1DVepuNjs6wwv0lEmcUxWV4VG2WdS9q58NWHJphdybBeVihsjh6xKkkyw+3203mB4+tfw/7Vl0BKiXQ4xMP/87tx+OQTMIZYllVZIBtPHJmE24kMbr5vZTocQghykmGSSJoNO+LwutP6084mjP9WFUWnBelankIgzahiZJDcrE5R5jnWy5NOZcwJ5bVSLgHdf24AzjczOO84ApwJQDLIoKpta2btzVp5+dVgl/Vpn8+yOJuGtIB8ABHwaVfJPls/zDtd99qbd76eEej9wR/8AQAaYPrrox/9KH7mZ34GAJ4zxs6f//mf45d/+Zcdy/NNb3oTPvKRjzzjF5iNQoSh6LQaAQ+4OO7Huzpkwa0xDbJxhCQN6eRm/85fkigmdw5xTqs0TiWKTd2ZI7J4uU9U4ZNtFAQo0QW7/syvtn9XTYNUCFfVOcCzyw9HXWndtjZ5mZhamvx/m4knlUKdpgRkO9ILGkmRLq46i2+2wAOcNbPmx/ZJMUDL2NwFlMBuEPVneNx+rWbutjQIMJUSL0sSfHuaktWYrYbZbswxOb0LDP/iYr0scesanbiY3ATAfZZMVIli4ap/rZtOG7tjau4df6oyUFbjSX6wxjIuyeOVdXiTWYLZlQzT/QFFAlnAYzkDz/+EDHD7Zo5sRHZyVVHg8Mn/RFkUuHjlADKK3dxsduUAYRRhtDfFGguXVsAMy8l4jNmVA6TZkEgg2qDMN66VyPICYah63GX0bHS3TcmrrrqfI4OWjCKUee4AIoxiJ/LmUFcA7nmYFVqjAicd+J8Jv+e+XIGrPKqwt52qL4zEGeDz/689/SStxoEeu7Hout4pRN+VvvB8rHvtzTtfz7i9+fXWc8XYmc1m+PjHP/5Mdm/nihKJLIvcF6IvWwDQsUsC4ITo7Dc42kswHMeWvcfzheZc8gptIzjznOS/ScGaRQ/IADubs5UeesLzvpsIQCdp7YEd0+797fl5fIGoAVGTfo9Bib0zqxmQPwhZNgREu1ZfBM6V1vRx4PL/Q6C5eFULpP3qrK8NjBfdv5/3nP25nl9R+jo9m4o+lREeTlN8/3CI/TB0lRxXfn3wC4GOE8s4EKhSclRZHG+xXhLQ8PHgM3xDm5xelbUFPZrvGWPaUOFYtOkausHqpERdtZKC+c3W99HoBrXV0aVZiMv3j+DbePF9qlKjVtqdkE1Nx+3l+x901RMALOe30RiNNBvi6kPfSvsTRcjGE0xmF7E4uoU4TZFkQ9eaTNIUm9UK29UpGSvnG6TZ0MkOwihGkW9susEpEU+89p6QAnGSIl+dOoKLXxG6+xqN0/ltdzu3N/0QWGaB1lVl26AFavu3KEmhlXKmz/ze9E/ePsDx7wDQ2Dk/Rxi5FueOkz+3PdmJh3V+MgzdjM+f3zHYvVCV3r115+uu997klqIQAcpSY5DtJhhwyyWQLZuLgavIFSazFCEEilydcefoZItZGjmfINkc2EkVYrFzPsdzvD64ncfodDZjdjEZw2dzsuia/88n+sNa4cY6PpuyUE1hhHZi80Z4YvAdejhkT1F7dPJvLqj1jPuL/7h+FJHPwPx66w4AD+khRkJgPwzxiFfhMTuTM/T8Ss+f5YVBgGEToK6NI5WczkssjrcoC43NsrQC7TbXDoADv2JTO/1eKQLESfdY4/uO9mKsl5U95loJCxBaP9cIZakRpxKTWUKCbyuFYCIWe8rWFekDk4HA8vYxAdN6hTCKsJzfxnA8gZDCVU+c+M1gNRhPIKWAspWZKgusdgirC1vtseSANXNpNuzk0jnyidHODJoXAx4AB459sKP7tZIECoul/ed2KLNJ+XmN0U4vt6ta2QV4vNjfs8xziBAdJif/32d7+uDnZnnWk5PF61yJAkDwDWhsv5HlX7Q/m228GNZdD3o8WzOmcaa8NYzz0PQ1Vxz343R3lj0XWDCrCu2u8P3FrQU+ebGWi10xOEqIAbjBbjBztHnbsuREgKJpc+D6c0AGOa5UmIEogwAbY7AG3Ml+KCjN4T+rqlPdoZohUAHizQo6jki/JGXLwPTJLlzFxXNg8m/A6CsI0ls0K+zHFPnA1PlQzrq6PO3y25mpp9P03Vmsb+hISlyJIhxE0RnAY11e6lV5iQd4IyGgrIjbj8zhz3S6P3AC8TBqZ3Z+mgbN2CLn2BOn0rUjeaVZhHylICPpHFT4OTmnbzSNkY3a98ZPRmfilVJk8szHnowETm7dxPL2LUgZW6lAhtH0gtPIpcMhqqJAmg1dS3NbkfWXTwoRQnZalFrrzvhBSIkkTWHiGDKKyKhZwenreJ/DOEZdVU7CQLd3dXW7WoB95mZVFg5Ir37Lt4JTGOY3D3E6v92RKPSB7fzbKD6IKz5TA0BXSwm07VFejWkc4PHrAeBcWWjbZJR9J1rb52LxOerZbuPFsO560Ksq3Ub7cLyQBTO/BSntHKYqCEZkRMa9MhIYTxPnbMFemu3VedtSYaB0hBmPxOBXBl9vMcCFxtAJummTFIC2yvPlDdzmjIIAL4kjDAKB47rGQmtXEXLe3paT0wEP1BLUg9QFuSJeAKOv0A8nowMt0FjQS5MlygYEhuuHu5XXLi0d/99ffZmCf7v/mL47jF91gtq3I5E4OYJPBhpxZp5X5fmAFwYBdNVqOfNV5ZiSNFPjBADpPvdsHJE3pwxQK+2Azh0H1qs1zaIzM+U0CyFKDSkTd1xyR4ANnV/xqj2w84m/nP+nCaAKZoQ2yEZTXL7/AXDWG1dCzM6czC5iNJ1ibY3bu/rUCMYIR2ipLIvT97as3cxOO3kC0M7ymBDjPj4fAHvsy05l54Gkv1g2MdqbtvugFBZHRxhNpwijCHv7l8Dm02Wegx1WOjM57F48ywMaNCbA7MoBjNHYbjbQdWHvE6NWFUzt71uABruindrvt7TvT/h1zOyfq3Vvpnfn664HPaD9MLttzaDzf3Zt4WqOvyrKUspZBFwrnje02+Iqzndd8YGPqwFjDGoVIJYSoQiettoDCPi2xrgTuG4arHaY3gJtxTcSAmN7BTqUVBkqm6jOAbOFGnTBKFyjAaBNDAhLsQ7XVMnNvgic/o8W0IAz1VmT3w/Mv69DJnGr75e5ywbNiyZy9+m7sABnAdW3Novnjp25NgbHdY39MMSImZyW3DKS0s3wfOJKkGvcsrO1dl7XXtj4mYlte5vJLfSZ7F8dosiVI7swAPrt7aqk4ycdhkiHIU7nJYSIoJRBNS/cY+I0RGLtxfi5hKSYK233sSxqB9DltsFoj1qXkwszFHmO4xtfw+zKAUZ7UyTZEGEUYbtegdLDbRfCA6w2NsecAS93nPFszgKqX+04f8yqcq1Q/httx+zcJj+n78bCS2vtWpypfQ1FToCe25kjACRpClUWaJp25g50wc8ntPBFr8/S3KxOkaQp9mYXO1VuWYhOjh6zR32huh875L+mF5NDy3+XddeDXhxLB3AyonggrRsoW9H54FfbdhG3jHgxWWC0Fzsvzg6oeV6bANqTm++4YVqz6jASCEUABLuBD2jblT5ZZT8McVzXO0ktPBPcC6UjtOim/YDXFvAWdQ1UnsDfBxFuTe6qxOpRGw2UP0i3zb8PBdDamjGTkgky3Ob05ASdVinfxq1SDqzlFipAz8luMfGc5oj8eKDd3+wpfHuakhjfGFyzTME0ijCw7V1u+3beN+vCsi2sQbQInGTAvXzvc+SLm2KjkK/KDjOXIn4iVEXtugkmaZyxucu4KwJnRj2ZpdY6rEYUCWjTYBql2L9viMEwwum86Og7+SJqtSxxdG2NWhmUhUY2ntJ8rShcqzLNho6dyUQVlhD0qyqWBNBP+/l3MuS8Ko3eiwizKweOqMJV0tbGADFA9AXavqTBXxwVJG3lxktVFRpjUOS5qy758bx919oMKJzSlyPw4pYvJa77oE7VnioLpytkPaLRGoPhENvNpq1o7Xvi7wu/pm8WyJEO+NmRZp7t4/+7rLse9PjkVRUaiWXTSRmgiSRqpTusL98yzI8DCiOB5bxAY2j2xy0tl5SwQ67gPzdv3wjy5gSACAFqLzn2PL9NZnAW9gvHbEN/+czEsZCd+7P0gW+rgW6L0k9JLw4IdAD6Wz2iKq+adZmXDDRc2cXzFjR9X0/g7NyuX6nZOV0w+ydKeE8P6TkZ+LgSTA/pJ3uqu0277xeixpF5pAW+tdZY2yrZD4f1BehhEEAaIBvHHTcdXjyX5YqtKjRFVRVtOKsxDUzROANy9mTlx6VZhKqsO+QmTm1oSTER0izC7Ermjq3TeeEA1/eNrQqN29dznM5LpMMRtFpjdTJ3eXOT2UVX4dWqghAS2lUnBHiqqjrzur7VFlduzMxkEgqf3Lnq4mQEFpxvNxvESQo2kRZa7iSq+IvBLxCCQMd6XvJqvLZq5VWPfbAbTacY7U1x+OR/Iuidv6UMUBXUxYhTiUh0W5FaN2iMTXew72OUpB33Gb6AkFGEWKYdgBaGwJRneQCB9QtjNw0I+ezbky+QuuKbvu560AMAzhrr3Bb3r2qMO6m4VmRpkNjHcRRRIGjGwuGgvFopRAuWbFXlrvQZYDlYMxYogE4qOoCd/3Jc0Np+6V1rzgPJxLZMt41BaZqdIEov3oJX9hTN7AACmfSQfvejhhjE/JYlW5Xt0sr57M2+xs4LeEU8p+fKnsKFpEQqItww67bqA1pwZXDmqo+fy2uBsjwDAIb2vXHZg95JNgq6wv/EAMWmdsfDeulVb55XKzNyfUD0Wbv8OdfKuCggbnMzWcrPa6zKunOhZawLEG1HO30nz6Ab7/G1MhhNY9RKo9wqdxzWqsJk9oCN7yEbsGw8dkAXWReUMIqc48mutHHan+68rd++M1pDpKlzY6mVQr5eYTylinNxfESV2A5tnu63Nu3vkpnUWkNaAAxEn/1K4MJtVV23Di0kpK8wmk6xOT05w5zl94k/F2Zo8udHsh66b2M0is0ajTFuvvl/2Hu7EGuyq3z8qb1rV9X56u7peWfeyTjjByTmbxK9SUBHEb3QxEA06I0QGLyIGgkIIRH8ujCKJqIQ4k1CFEFRJCLiRUAj8cLcjFEJCn4R/r8/QTM/5+Od9Nvd56u+9q7/xdpr77XrnNPTk8m8SXreDU13n1OnTp2qOvvZa63neRafOxb083mlx3ztz7PA+fmNYK/eH18f41UBenGiorodtwNiETAQyShMP+c6Da/w+W+uEfTeBFjW79iAOK3jDVBuP7NqsMNBiQIDoUXswrDyJtJAFKfLdN1zXR+inXqgprTcY6+WwCpJKb7/3Ko4JwYmiBAyXP4/pLmT4FI9G6MsdlbhH05nSvKKBD8GruIspCmr8gIP5DlyKOpu4KoYeQIxpSllEzxkyyLV4k4LPGJs8M7sATSOPjcTeSTgAVTnuzgjJ5QKJoCcBKLQ4040Ct63omZSFIAgYwkAZ20CeH1nQ5qc2wJRS6EO1g5ofETIqfbeN2eNvfuo+0c5M8iNA0B6wgcevo3p4ig4rThrkU+n6AFySvENWPuugykK6ho+IpjQ++7W1mTklxsT5AgMQBRRKhzfehi2i1Gk8jXU3i8oecKRwFdUMWrqnQv2Zm3XAf49i4oAu2tbuC4FUhaKry7OYeoKs8URak0gNAY+XoBw2tPaIUiN5HcZOqPrJoArNwa9P96irAL7la5ph80yBfP5yQPQzb2xIbvvyHL98aoAPR406ThYSzeIMQp1F4kHAEKDTABEXhGr8SSy8xNbUeahFsgRIlHFTUif7rSZEZFBXvrIUIDSuKfe2Eya/5ejY4bnMGCudQA8Wcs7txbLtor2Y76u1g1b3MpzYnp2Ewz1I1G0DqRRHpDKBySZZE/aMYClSE9W2mKiFPKMUrF3rUUzDKHbOSZ30BVnyFSPMssC8IemuDxEujVTPaqsOGjbti/ibdZ9AkR9ZzFdFNgs2xBhpfdOTCHtNB0WUTxHcW1tY/d0vxAKgnI3hEwAj82yI79NAZAsdCePTkKOo9MK00WB2rcSujyrMV0YrM7Pgy6OGY9K6wCC3AWAgC+t20nZgHM+4hKPcf1KeTZlNZ3COYfLsy8HI+npYgHbkTzh6PTBWD8M2j2FHkh8W4uqCvKIxJRb6yCFKKoK8+OTIIiXBJLkM/j3qWYzTBcL1Js1lufn6NoNjHDUkREeLyzk4lbWAbuWQCsT+VI+n3zs1AXCoigrL6uYhGswLC9xL8Z99ub1x6sC9BL3FTtAqQFO8wpPITdxUuMokH9LwKP6i5wchqDLIsabS0CO0i020e5FMTy9/76cfzekEYoEQDmMj/YAJF3TefRifz0o+ksIJ/kKi6IGkGFpLXoPPAOL1scOLP414X/+W0oaGOhkZCciQqMtjK+x1cMQgBaq9cDlr5W26Aefxh0GIv3kmxCNGm2hQTKMAcRaBeINzcSemW8nNI6o50phPSJSkMuJw/ykRFv3sW7nqB4rwQhAMmlye5///eIlWddNDSbTXExGkvHpYCTgCf3d6qINDY1X5y1FhcJ6DEDQ6NWbHpdnNboW0LmDGyzWlw10nqOoKqwuCAT7rgvdE/j+a+qatHVIGZhK6R3CCoNSbgy0B8y+M4HMQW4ttN96s8HKG1VrEREyIFG399iZgXWDtM8u1BeV1iG1GcBOSh4E8A2DC8da+PTj/PgkCPLr9So2kU5M3yPQMRgCaY+9wWXexJot0IyPol34XEpR6yQW6lfTGfquRb1Z4/LuGe6Pr69x40Fv7JoC+HqKU9CGBOkU+VH3BaYyA4h6Pv+4jPQiiGXgPmo7760z5CDvwBzjGmJcWfWjx60Ar7H5dJVl2Fcl4PZBADE1mcFZO4dGdl0QUZvxTVY5VboTSR0akoyyeu1O5Cjrb5nqgyi8Hwac2wEdInGn836gWb5J3qL35th1li4L6JgRPTOdgzVbzHW+Y8E2V4o0e8J9hV+7Pm+SaI4Bj9OOUoMZ9mkUYJCAIQCwDdnlWR1aC22XLRbHRbhnWFzOfp28b55onaUO5V3do6ktjG8y7KxGNfPH6CUKHGUen1LLo2bTY3XeYnlBUckwWJzfuTOSGrSYHZ/AFAVix3GazHvfN46dVlhfl4f2WjTZm5I6ovddRzICL36fLo788VFUVlRVqOUxqUPWwKQzy+r83Ht8EtjJumFhDKyPpGzPjWDjNbH9bkcFjmxrs6Z6prO4PDsTz0u2dhrNj3sc8uAoj/sJMvC1dY28IMau5p6AmzXOnnsmMGXPvSbylR73HVmuP24+6PmISymEaIxdWQBA6zx0UdY6w+q8wXRRiJZAWVjhd63D4CykS0dKZlH+S+3gHGurMhSVCQ1BJYGGm8jy4NQmAxSn9YJbyDAgz3N0SKM6Fp3ztrUAPU5vbv1j0HFS0UAaAamWmJNcK5MyA8n45G1lrW/+f+i30NItctIzMuhxV3JOP86VAozDXdcS4KoWdWZjKhNA5xCizEx570txzA8IM2kgmnGfCGeWkzwPN/pcKazPmwBcQGTusp4OQLhPkuEDw6LS4TVyGyainD23RTnLk3uDt6N7KAJd31Hqsm+j+UGz6bAWnRvC/dE5dJ3D4F+nVIaThyZo1n3o83h5ViM3CttNj3qzQdduYYoJOaI4h+l8ESZoACGyIwDUAfQAoK23yE0BpxTMfIHj0wd92pC6hGe+RsjEDaUUAZ4nsFTTWSSceKCtN1RbZI2dJNOMdW7WWlHLi7UxPTovsANyUyBTCl3bYnVxnviFEsMzXZRKsJNAx50YQhuhwSHLYmNY7jG4WS39+VNBQ7hZLlFvyKR8dX6Orm2CbvCVHvdretcfNx/0PBDx30WpwqqbV9paZ0lfvXpDjDhu2cK1GQIu0gBV01gUd2oILYrygl7D9HUeeaHQM4vfR5BMNpGpS5YV8OMra8P/jQcwg9h9oeFtPGByLQ9A0lsPSMECELZnTH7Zjupy4SSOfC/l4xzhMQHFMzuNtsgzckCRUSe/L79npRSM2VKK0xXoQGnOzKcyGej4dVr8zfspvYyD5RzcP+81xoQmsdpv34iuF7G/HV27ysSvg6zzArGGx3Z0zg6UAveRRjU1yI3G/KTAI9+yCHW8YB1mbRKl8Xv0nQuAJ9+78z8AAsjJ43J2QNdZzLzUoqhyTL2kZnXeoqwGAB2yTHt5gkNbbwMw0ee3cE6FKI+lAwxcoV2QTz12TY2j5sEgV2jr2ByWa2ocacX2QdPAIN14/R6/V2weuyteBwB0CA1oebD+LjWFpnY+CiR7YFNstiobM7cB7I3kAWJwFsGpBYAdKBWrNSazGckxigL1eu3PUwTZ8Weqpjny4dUBJN9I48aDnnMO2uikcE3g45KJjUTDvMK1WC+7oKGaLgofvUkGnkvqOX1nkSN2Ri8qHRicwZHD1wmVzmAVAZy0Ett6YKidgwVCt/NuGChF6Z8/9yBnBZAACNuNyTDSmJoHg8bcd2i422WpdyaQgty+juauCC2FGJzyLIPWWwBIAI9bH3GEWguQ1wBgtuishtEWlU8ndZlN+uxpIPiRcueEUiksRJugE9Ew9hFDDWPnWsNkGSbIcD5yTEks5JI0WSSs0H20S2rp2xSIACJCjS3HOILLbJYkuTlbkOkMCnExJsdgo0xBvr/SGQx0sEcjgCFhfFHpkNXoOofp4gRzLyWg4/Vem16QTrq6IqTkuH4mzaFbG5ma/Pj85ARHp6fBfqyt62hx5mxIe4au6KF21wb2pjYG6KJWj2tn3LGca4JSbjAmhxVl5tnWvu6ZDWi29Pnc0MV6nk47n8gRdZV0Pcd+m6GtUVEIWVIb6nrnd+4k76XzAc4BV7T3+6qO+0SW648bD3pKKYxbhfCEsENnLhQKR6krXl1nKkNRZT590+9+WQ6kFYKzizCvVppkEvUeMOoFsG098DHgBdkBA59geY7bCQGxXiaHBdUKGThCfXAYcLfvgfYhfxJWqW0YEEFOPi5Tna7AwKlOT1Th45CsU4CAqx4GdH0fiDicxmVyiky5yiZHDNR87Nwxgf+vlMJjxuARD3jH/vnSg/v5C9skJSmvHU+G8rlUipLtAGEwJXBZ2Ca5B0YAxn33esRMw9gKK5wnlcG6XcCV70vHqbC6aPDMfy+xOC7x4KNTzI8LKJ+qV5noVl5VJFMA4sTt/++9bo9ZnWQQncoYnFPYrJahBsiU/QduPwJjqFZ4/sLzWJ2fo+8oxceEFe69xwJv4+uFLhBXVEizcvfzwRGwqByhfi4XKhTtusRWjL7TDrajdLhRKll8yu9lcMnhxTC3heoB7pSQT7zQvCHiz2a5DDo9AIEt64YOx6dVqLtW0xzTRQF7j9Kb9w2nrz9uPOhx2ki6bXDTzvlxAWd7bDvqfZYXlCbi1KSzAwYfxVGxWsF2LnRLlxPhPiKLnPQC2AnTaCAC1HbE0OS/GfBW1mLl0i7pOQB4EJD6vVwAIkCA11k6Pq1t0jy1do6ay0rLMGknts8D0//PIGV9ZKf5vYYBk5GoWH42PlMMeHzcDMgQj41/83Fz5wjZK++bCoNvLUs8VhS4bUwgsUyUgt3YhIByqPAfNHYuBTZ5PQ9ZlI0HR26B9OSJEjJ6jMcUU678HtbFuqEkV8ljBWItZnnRwDmHR75lgWqao+scNqsN9b3zNSg6ZueBiwTnbb31OjNqCHt8+mAAQNe44LYioxym6rd1jbKsMD8hiYR1Ngi1z+/cwcXZl2F92o9SjeTWwqlO2YWdozxn6Ri1yaD1EEy+pZ0bgxfX48eNnCtmzvpt2Tzc9hmGwSJTZNgtjQNsn8GUE5h5EXSOPOoNp6gpUh0GC60LcEuh6cIg87ZyANV9tVFoRgzhV2rcj/SuP2486E3mxd4VUKjXNRadXwFW0xxKKUwXMb7gDg1KZZjM2JsxpjHlkKJ0gOjZHQZsMaB3EcwAhAiOa11SctCISJDreh3S1/OQYCIBQ4rUNQBo66MhHaKi8FpXRlBjiQGDoCCycJ3NaOtrZb5+iXgj8WdgMBpHomMNnUEa2VUjsAwSBI7wfN2OWyVNPIA/YgweKwp86wjwKqUwGzKcL9uY3hJeqTKak9cwua6coh49R7W4Xf1eInJGuoLWXr4wcBag8PUjF4ktgeBSW7RNnyyo9t3L85MSDz06w/kdEtqz3s/ecZjODdpmhee/VKPyllpMPKnX61C341rUdDoNzVqttTAFNYzNjUERGsBqcAy+WS7x3NNfwuriHNPFESY+hXrn6S8FEfzgHC1MPKVf9tjruy6QRbgLusrpHGmdBS2jPK+8cB3bAI6jdP7d1BaDo04K5XQK23WwtkXvXVk4lZmbEmVVUc3S1+3YeJqF6ZJsU04Gfy6IxKNVhskiWh0qpaCv2S7y/rh348aD3r4JbrqgO7Fed3B2QFnqUK/ruz6AHvcoI71dXIm3tcXRaRnSlvTjvFsFRYAdBiyH3fYjgAA8pIxNfo5rXrwNQF6dNovCdG5+KnVp2yG2G5IpRZNlMIiNZPm13HWBTpTwwuT/7vmiEgAAIABJREFURSqT2vYodJnFA3mOY5/esSMQhnOAALExSMuoLQjv5fPA7mNZbPTKgH2iNdXshJk0A95DeR4AcdID52fbPXW2XSceydxsaxtqsJKtK4kkQBphRNIKP0eptvCeewgpuVEoygzbDeAsidpf+N81NqsORalhKo2+7bBZdSFlFrRmHsRzo6jZ7Jr6+TGD8+i0xPkLW7S1RTWbBKYlH1tuDNrGoqljM1bnjZ1ZesAAFaOxaEemtCfJOIvlWYWF79jOHpb1Zh20grK1EAOfs1b0wBt8WYFSu4MbAigZIRcad0xJBO0qRtfyWlB2poSuTCCjMPGk3qyDfMMUguTjozquQ3LaVRtasMyPC5gqhxWs2+nCwBgdJEy5UWj7/XPAV3vcZ29ef9x40JMrcemDCBD4KZ2F3nlMB1ea0iO8Cmxq0vWxBEFOoERcIKYar0a32PXR5CEBj0kroVYnCCxJV3SlPOFjCBFaPrBjh92JpqSDiySscKTExxFqf74+xxo4eixlTVaZCm15KqUwYX9LpMC3r8Y4HuO0pXxc6hKlQTSD4YnWOMnz0BSWQe8RY/BNRYHXMBD6lObZWR2uv/wNjBZENvW2pIauBDxjEstmFetiEizHravofojAJ0lQfCzcJUEe2/kLZDTNUU5eKMyOi7CPJJWX6M5iy6Dnn17h6LQKrkKbFU3u2/UaRqQpnXOwXYeiqtBYh9X5eUztCRcWdhtJxOueMbn1ncyV1pguFgFM6s0a9XqNzWpJtbugDxSymTyHsw65yaBKauzM7iltQxEaZ2L4WtB123VHks5ILCvhVGe9aeAcWZ1NF0e4JfoKMpuUolpuL2V8XW8DnQ+ekKIwWxjPgCWimm0dTJXj+IESRUXTqbUDrKX8x3ix9UqN++nN648bD3pjNxYg1nS6QGqgL5rWGfo9mh2tdieYtiGLsbbp/ZcsRng8ZCqTxxjwmLHJ6czQCcGPHFF7NoFCjwFdBpQQAMHthqxF7yM4fi3X/B4ripBKDfU/gGy+fG1uoqh/H0b1Na4BVr5TwcTvM9TouHboI7exK4wU2ofPdSDC46gOSMGOgfsRYzDTChMvh5hrjVt5jseMweNek1c6YHXWhEVOuP7+ekqjAa6pSaHyuCO6rPFenNXovHg9N+SryhOwBDPJLiRh9gBy4U9X5LlRoXODUhQtPPzYHJtlm3i9ln5C3Sxpu/lJmdQTizLH6e0p2mZJUocOWJ03Afhyo1FvqCt7s92iawZkaoDWhRdxO6gccD2Ck4r02pwuFgDgdXYO9XotPgOB4+riHM5atE3tRecbAsPAdtyVKGRqQDnRIWsSIjgdFyTsjzmuxUqP0yhLGpPW/D3qCS5kxUafqZrNwK4yHJFW0ykaH4VSirclDWRJbcn4vilKOmYuk/BzfCzcaNr1rw4g+UYaNx705OCVdZANbGhlXJQ6RHmU3unDNtpPPCGS03EibJUN6cy27lFNzc57ysgOSC3FtoKxKWt54zGOjBjUJjo+1g8DZkoF3d7Sb2N8dFRyKpRyQCR0zzI8kOdYWZs4lgBRbgCQLGAMQDwMIqjrLAvAx8d08LPs+WyHwC6p42mFB3SepDUfMwavLUs8Ygxs67DZdF42kouFjgsNgosyR9tEm7HxKllKU6TWkolNptQwhUK9pnrvtu0wmZlkO2CXcWh9qg2gSZjBc35SJF0Xbj06xWZpUqZpAOECDfeCHK3M5yclHnYDVuct6k2H7aZH321wdFqh8mJ5Sn+SVRkLrpnEQixJE1xUxulNtjJz1gZrMPaf5G4EsU5IBBhihbbgtjuFZz6SAXYk+MgFBwNZdDwSYKgiKEqwG3uhogO6zgWXFXneOcKbzhcoqon30iyCtEJ7rWEAvErDVDnKMsqQTKXDvEDnSodrVZQ5LVgKhaG7R+nN7KuQ3sxeHQB940EvYbtx4dt/kYoqhzY6dFoAfN3FExQC4Oks1Apy6J0UJ8sRnBuQIU74O7U7kfLkmt1YvnAoNTgme8QoC8GabKJU0D8xcDAwdAJ4cx+tWc/0ZMcUf5IShxMJPuNIrXYO+agu12fRDzQX0gogEl72pTABhAgy+fHbTHzK0iDW9aosw608x2urKgAeX9cgInexDseLEu6gwYsgjiDkOJQu4n2Q/lMFWcu+RY+svbGbC0/gg4hapFk1j/lxkYBv49OWhdi3ZJrydtxtXTZEXl00ISWolML8uMB208MNDramiLKcUOPj6miGajoNlH2ZyoznYIbcFMIAmhrWOl/LA2LKkOuEQJQpAAiem812EwwiEgtAwVhlz1o+T9wdhT1N+bOO/TNpkULnqJxMkRuD9eUFsoyAz1mL+fFJEONbL2w3vlUSEWoIaMtSJ1Edn3sCRJpD8qk0zPYgpO4R6N1Pb1573HjQs/1ImyO+VPxls2DXi11NjR0JgyntkifkmLH/H7CHrCJ/ENObQZqAFPASluNI68bjKoCsEBvLhseBQDLhdCFHZ/y7AoLDiYy0Do0E8F6slif2OW7oChAocoTJYCc1hTIa5ePi2t5giWDExgBA7FkHcPTGZIyoz5KMQGlGzNvJ65oXCpWv0zirUJSI4nCf6iZgiYQYmerkFOXg0kUWty2SQ96vzg2YeDBrAChPqCnEtU2iU6NQzkwAAo4gN6vYuJZBhkdTEwUfiIBFx8cLByKsFBURYkijp5JIkAEuthXijg5d0Lb1XUfNVf3+dZ7Ddn2ILuX5T66JADw+bwymcuEytoYbXIYsy5B54k45mQa26ma5hLUWpSDtdCBN3jA4TKZFcj8VVY6ui76sMr0Jwermz6B0Bot7A3r3x/XHjQe91XmDMjeoZvGjSo0PgJDWlKs3/rINLoIed1mQqyqemIoqh6l04onJgBfADREMJXmlG/anNXkwMYX3Kcc+mRhHgsGUOWy7S44xiMDDYvGJj/Qk+IxfL6NGCeb73F/k57gqjcmeoaUAO6nDY+Cbe2uxuQB1OeHzSNo+aTEhdmndbezUcYjpCexq46iFFDN7o6Yu3DMjo3FTqMT3s20snnt6FbINmc6gVQbl0vfhUZYaZakjCxQuHFNrLbTO0AGYzSnqPL9D9buiqvCab/0m5Mbg/M7z5MjiFGzXQefcQb3F8m5DXpNaBYPp6K2pQ62LUpMmuLwQoFEak2uBsct6jBzJukxh1dRRojCSeyRkI59CZLDTQWSeWrpZv4jNjUIPh8HFfRQVdUCnlkgzqks6h+XdMzSbDUkqAjgXvraXhzpdbhTKaR5qwabSdI1E3VeNFhH3epBV2st7/5f7+m+UceNB76DHHkd5e1bYoYAuxLCxthd/YgcGDT2NgCfrc1cB3qGa11h3t48gcmjIqIxrYb34vxsG5CA9HUeEcrC2jYGH97djafYix8QAOa5HhuhNPMYR3Ph9JSCWKgukFa7n8U8/DNCFRu4G75uae4lB2ryVhyRCjEFFSlP6NnXxHzMmGSiLALxR1tDUPWznUM3yHeOCjCn5nrlpjMKm7rA6b4IulKOG6Tx2ahhHnsGxRRxfWzusVx20IvCcLQy2K7LRujz7MqbzBXJT+PQpARiJ0r2ObTJBpjwYah1AjfYfe9bxYFcWkvWY0GuOjosMozn1SUAbJRIAAjgxWYXHmJ0JIBDKMpku9sAX2gF568C2tjBFGY6RHWmmiyOc33mejme9hrUtunaLZkusTW0UZkd5kDWxB2opxO5dbTEYFa671ArKwWnmezHuSxauP2486DlHLYPGq3fbWdgu+i/yxFJOzU5+XOks1PYABKNhAIFxxzIFCXT7AC+pcXHdb89xj9mRO3o4pOlEydQEYuud3oNcD6q3sdSBmZ5j0KoE0HF01Q9Dor0D9ujz9jw3Zm1K5ic/HkBNRH/SMYYiQ+ABnSeAd6I1jn00WjuHVZZhURKZoK17MhwW130sOxivygM7cHTd9w2eaPdONF1MebLsoZoOohZI2YO2tkFDBwCXXlrBTh68GKs3fQBSjib42DOded9OGn1ncXG3QbPuQoQEALMjheXFhuy+fNQWP6P29mRbDwoLv6/Ov/86RHk5EKI4gGn9BtPFUWJfRucoRr9joOTnMyXvoQz1poc2CmWlUZTRzJujX4CAfrADTJWjq3ugS7skpFG5DlHm/OQEzjr0oCa3m+USRVVhu27D4iVTZDw/9SbeAKD8ItgYnWR8+D6gc0WpZm00Gu/tSuxO/aqpk30jjRsPen3nsL5oMJ0X/n8bBObUUaEPeihm/PGQTho8ifCkE73+dOKWIvVvewFP/BwaMjqTjWL3DZ2JupoAGfkTwMfvt0ca9cV97Y+yxuDV+xpgjtRObewluqMdFIOB9VA6cx/gnXiwY8/NSRYF7lvnUIn6y7hLAg9erbPYfLwYCrIDqeHTqdiZLa14yNQoRVt2Ry7B3TvO79So/cTIkdryrIZSBGDGxP57rAcDgG5jsX6BgIVSbxrV1FBNSWXoQezUZk2sTds5TBcmWKANbgA0NY/VImLrAruSBfWUpuzaNqmz0TExc1InNTwWveemwHRxRKbVwnklNwarzRp9S+nPwbEgnUBG6QyNr8cS4OVJVB10e7WNkVOXMja52SunNk1RhtodNXWluiL5gpLXJ+kGqeaXG9LzUbcMlchbpgt6bLvpSHzuu6rAILnmFcsU7IBqZkhXeJ/I8nU3bjzoNZsemY0rs8TmqekDK6ze9Mh0RmLzkkyBQ5EaMd0iSRCc82+QRl1XAt5LOPZDonNJRsEAQAH5EAFAZwjthwCgyxBanAQwUiqwK4HUrQUgMOUFtKwpyoivGVKwlxHe+HyEv7PonymZmWOwK1UGgywIzwPgKYWZ1piMiC0ApWznOqa3ZCpwXHthYJIGxuNt99XyACT3hbTHkpEAk1OoFkRSgbPnNh70yDmFj4GdVwY7oIMNwMeTab3psFl20cNTZaimBqYSkUQHnD23wXbtkJsKGFo0tYXtHLpm8JEvtcfhTugMQNygNXpLUpRnvaC89LIE+my0n6KsQouhzXKJk4ceQr1eo5oR+1NpjcuzL8NZh7XvnUeC9Q2a7SbUynhh0HcOuQe8hBAiUsnhHvKyI0leGYYBOqfrkmkCZgbd2pDnZ911CRiz0TUyh8VphYmv2wVGrKIMEHfO4OvDAMPRtxxFRcAZyFH3CEjuG05ff9x40CsqDZVlQYcHxMksNzrocOToOxeIBJVPd8oO6jK9kekICGOA2wd4Lxbpyagt6U6wJ8UZNW8Zegwhvbkj/B4GErXDR2hDBrAI3m/LKcPUyxPokOruOFoMdmleYC+7vcvoLwxxjkJ/P6VifzykgDfJovCcAY+jvH16QYB6CQLAwkdxVWES8TKt3DX6zibpaWlbdQj89j0/HnKbyk+gTHRpa4vLswZnz22wXnXhXuw7i7bWONJlUrvLjWeJOofzO6I/3XGO+UkZyRSCeDM/LrG+3CBT1Nmga3voPIcpK8wWR55NWQQyCV2QjhiUfQ+gDb3xmITCLYecI91da+sQ2W2W1HEhUwptQ/usNxu0TY3pfOHPHQErR4LOLr21H0fcGpmOAn8pTh8vPjKdwegcykdP9abzWrwCzsYmsxRxLjBdLHxj1w2cc5gfn4RtOA27vrzAdGHQ1T3KUkNPFYqK5R0x5c0gVnhrusxHoEF2okjWZG2GvnXoOwtT5ejHPQJfoXE/0rv+uPGg13cOxcQz4oQFGbPemKnJzEwgTlpMQ6fuyHEi423kTcITvWz7kwABdiOgvcd7DbIKj302XuPHE3/LASEVu0sw2d33Pt/MsZBefs7xZ00+F3x61VpYkdrMR8+ThtAbRfvaHrcGYinFvs8uP+82I79GqdPjCbRtCIpl5JBEhKMTkYjWRYpTPiaF1fWmTwhOSmdwTYwAp4siRHU8WHfWty5oDMNCS2U4vT0J7MWZfz2zB+VxFJXG7EhjdbGGKSbIMulG402TvfSAjofsxrghrBs6AA7WUpTKkZMVhtR0TmJbHQbSy7MvoygJSDarJer1OkRb5HPZom1ICjGZ6/B9C2zVPTXW8ZDtlgCqd1azeehmTq9jUpEN4MeyC+7azp+HJQz1ZotqGi3DOL3K14mjea71mYpsC6WuMNwLNi71Bjsk1/n++PoYNx70OBpLPBYFU4xTFKbKg6t7jAJ2AY5rNVzfk5O7TO91eyIfHvvsyXhch6XJpBUGNAls+4BwDHzIBnB3S06HTjIBROI18hjrYcDSWjQ+WlsJuYWMZMefU/6fZxRlhqE1tHPUikikPitR55uINGYAzyEVxbPWMHxuX5dpa5dMTMnqXUxI1Hg1ZgKknpNfJ6MqZ4dgTSbBkDMBweVfuIuc3p5iuqDoc3XRYnXR+H0rwABdJ1of+futqDTK2TQ5j8EWT3wuXVD9b35cYr2klj8qBwAXWvtQfWuKajrDZnmJrbcS4+dVTt0B2s4FwGRgo1531juwxNoeeVVuPMgpcFuhtqZ2U7Ixbdc2mC4MJosi1OnkdRlfE04XS6BjUbqzA6YLg6beoANQTrynbNeh2zZko+Zi01uWUzR1Ddt1QabQ1jUm8xxHp1Xs6CDqsRx9cwqcr2878ktlohJ3u2dQbO8NeRMqe/nsy1dJdvPmg145zaHFZGXdAO2tpXjlqBQV0NmoFvA58hGlXX4Z8kJhMFkQmicEFqQAeN0o7xDgSTKLZGSOGZX8/KER0pbIgIxAwggPzySN6d/HDggAx7/ZUeZQp/ZD7xv+9/veDgNyr80zfp/1EM205et7/3giZhd1xny0fZchaUuT+DPq6MQCIJgHS9GxrCXJVjZc64ERWj+XrvY5HcZ6svF7tI0NKU/JytwnbuZhxKJtH8OUUp20Tektsch2rIe1HTarc6jMeDaj8TICF5rKZmoItUTuG2l9h4BhGDAMQ5AsFBX11uvbFtGYmaKry7MvB6DjNj4AAuDNj8uDFH+5EJVjHOGNbd5k7VW7DIPLsLx7BlOUkCbY1lp0Xh8YPG2NwfzYhHvFdg75go5PLi7UaD6optQ/j7W+fC8w2PE1d809kizcT29ee9x40OOVGbPlujo6KsCzxyaLIonw+EvZdzZh0MlRlDrIFMa98cYR3HVSlocAb590IdbyBEC9yL6BKEgHAPbFZn3cPsDbDg4ra3HXWqxH3dzHYMevHX+GfdFs7VzwAB2PFYQri//pPBjy9pVSkVjDQ5JtQMCasc+qygAD9F1qBC1JKAC8Po6aCNebjtJnQp/F6fDEoUcI0YHU1JpIMkqkP6PZNUeDm2V0SQGiOF1O8ly7k9uF9/OgbF3aImmyKCgq8v6w25XF0UMnmB8/EGy3AAQQIECj19YbqgUymPVdC1PoEOXxa7mzQlFVmM4XVMtbLHB5doZyouDsFjqnejqzTfcBXiIB0TGi5nPI54BOeAarBx/xaX9dbQKEAJUv+q6DGjrcfX6DLCNHlmGwmB2Z4Byjc6rvVbPctzFi9xW9s/Aoyjz0P2TN7rizxnihLK/j/fH1MW486Dk7oGksbOugiwiA1TSHdd47z6hktdjDoTL+i+Fo4oKRK0yNIQMwpKSNfek8qcmTv18qMI6brwJIAHAHBPaNEfljHOHxIHKKw0VPgHdhbUJY4U4Qh8DukPZQHicDX87RnQA0KbGQxySB8irgMxylbjr87xcvcXRaYTo3qIQptFIK1VQhLxTamuq2/DdHgcScjDVAmrjzCGge4Mbi96TvnnOo132Y1LWfJOfHVB9anbfoO7tjdSelE+F6Ceu71F5tgPXkCa4bKp3h/HyLZkt94Jidubq4iyP9INg4WikN2/cYhiGAHPWMsyFaM2VFMgel4Bx1KiDdm8XZc8+C+82xLVmmKP3HPee4/ijTh5wejGlob97uUnu48bBuCD3s5LWkul1sEExtweLrVA5M5oBSFeYnRWBp8kKmrS20X5AoRUBdltGZSRKfCtF/Uz6XG7XDgNTq3kRP98Xp1x83HvRY59OsafLShULlvTNz0I3a+RRT6Nd1oKaX6K4OpOB2CCx7ansMeHb02vF+ZVshfo7BrxM1rAT89oxDejmpi5OWadvBYW0plckR3r7PNT52+bkOgriIyPj9+LPOr/D4DNsDVwIfR4Z5RkSS1XmL1XmL09tTVLMu0VhSCjKaPvetSyzCikpjddGECTkyQFVoMKtUhtZG5xfaZ4w8rNf1sdzAebmCNhoP3p4EAOUfawc0G+rjx68B9qeeGHBt8A5V0IZqXWfPbfx9rVBNF2jrGquLc+SbAtz9vKiqQOrIFIH1ZFFgBviu7dQ5nWt5XAPruw4XX34+uKnUmw02y0vYvicLszwCNDMcOcKrNz26ztFC00aZh7MkE8qRdjPhtCGD3X5ika+v+aibuyu4nrorsP6O3HEU5selZ1pSZNfWfeg2z9G/bR16EenlRocUNf2voMq03ZEEPO2JTF3/UkRKX/m4n968/rjxoOcsuZ9PFyTkXa+65AZRSoUvZu/TMDIFI9NRXKsZ3xyH3Enk7f5igHcVAYTHGPzGLX0OjSQaFCQV6doCYAfwVgLwgsvMAUDn6O46qVzrj4Ut0HRGejzpxKKvAnHE9kpUl0TYV59lQQahdIbLsxp95zA/KUYeqmo0icWWU2lXc/qKMMAE8BJkKAI1u3eyHtyAapoHTV4wRlh2OD4td9Jjfecw+MbEhY+umLk5iEmeSTL8ftYDS9dZLC+oTkc2e9TyxzkLnQ8BtJSzIU0p31+rjB2+kBsVamOAT2eqWPek5qw96vUaw0CRHUBatUxnmEzzJHqgbXs456AVN6iN3TAAyqhwSjDUTEcTutYZ+nWM7Jwb0NQW5agMYcoM1lLke3RaercXup5dR4DI5Y6ThyqSJwnmbJCQeIkC/80RKC96OHrXe0Aje5UAyTfSuPGgd/HlBpmlnmXsVt/WFtuOIIkmndiRmVdr0pospDj8b2ksPXZgSdiMB4gdhwAvAb4rPhMD1Rj4Do2D+j7BiJSAVw/Uk4/78smef/vA+cp05oEhHVgmWYaZ8N+ca703nZucy1ENdN+NXJQaJw9N8PzTK3StQ1kpNHWPvsu8Xs8lwDeuyfA94NyAHjYhwzg7wOmYppMd0oMGzkcuABGjuiamMa0jBufigRKZB6zWWnTeNCE3CtroxB9WpvQAhEVYOAdiUmfpxHSeeyDnziI9Vhfn3nqsxeAo/WkMbWcdWXwxwFfTHF3Xoa0BN3TQOoMpM0/dz4Pu0VRTlGW6YGxrS+4wPvUKIJzzvnPI/PtFhiv9L+UY8trw4tS5AZiZ0BlFpoYlWLF/ZjXNoY3CxDMs26anz2GEBtdfc12oyLz0LjHVNE9sCMfXYAx2wZReZVDNPUpvfg0jvY997GP43d/9XTzzzDN44xvfiI9+9KP4/u///pd1LK/kuPGgx6vr7abH4Cex6cKERrEAfTnJeUGHm3ssjo3MPp2A1BhQAmtTPDaO8g6lPsf1PzkOafJ4XG1VJrbdA1q1c1g6GwBvaW1gUu4DvHH97rojaAKRGmMD5O4yQewPOJZOyFpdOH7x+t5v0w8DSr9dlw14+LE5pdQai9miQN9lOH+hRt86PHB7Au5Qx6kvKUmQtbkQ8blIuji/sw2kBuqxppPIBog1uLbu0QGo1xRHGaOwWbawdghOIIH1V6ZfS8MpeAGm4R18xLe8aFB6sFocF+jqPtTT6k2H1UULU0zCWWNXEvLSpBoWp0irWQ7jO7NztLVZkmclA0rCdBXRD1v7tbXF8qIJRtCZypJ2Rn1noazokg69l6Qj/w4icf94pjMoq9B1HTAoNLXF4rgM17IotU9DqwQU2GFlHNXJNGy87uSpGW0H0555vEgel0Tu9fha1fT+/M//HO973/vwsY99DN/3fd+HT3ziE3j729+O//zP/8Q3f/M3v6zjeaXGjQe9PFchRw8A9brHdF5gOi8QW8HEFSKLirnoDuzeDIYdUEbjOtl7jog4PdePQJKjxfHo/KR/SIcnoz4ZJY33Nbbt4rpa4yKwMVllHLXK492376uGBLyFbw1E7iuiK0SW4TW5Cd6fPHqflmXgC48j3sBcx+PjN57ReuvRWajXcZoaAFYXLZpNHwDLWZIijEEPSCNAnjzb2mKz7LC6aEJExu4+dC/lYaIm1xWLtbcSk4uoZtPBdtyCx2Dm60rj7hDGKDjNPSA1rHeVUS7D5qzDdtmFTt7aqMCUrDc91ssOi5MHUU1neOGZ/4tmuwmd0wHyrdSahOu17zoPeFDR7ElJkaA2yrfiiik+slXrkzSs0hkWx5QWrTddAorhnvDksBwa1SxPFpmhJurtvzgqlIMJLZNpju3akZF302O6MDuAx+xsqdMdgyxHr8R6pdqoNjrIRYI8RLzOFLsgJzW934jj8vIy+b8sS5RluXfbj3zkI3j3u9+Nn/7pnwYAfPSjH8Xf/u3f4uMf/zg+/OEPv+LH+pWMmw96Jr0BnR1wcbfGbG5C+iOKTmN6RtYTeHVP+/Grf5PqxV6sljU2Y05+i8evApJDz40fr527uiYmUrIra0Ptrpb/DwPWPuLbx87kYUf7lUMCrAZC9/PKN6/lFkPSfHofm/TQZx3LOeRn478npcb8uPBUe4tqmmO6MDh5yAZ/znC9xT0C7HZekNGC1PkxfZ0fz3z01XcW/YYin8uzGttND62yJDri+iCAhEQDpJOm9e4eshM8i9zPX9gSIaZ1iD3s8lBrzPMqaOvmxydEaDFFaCFUhCaqGl1Lonl5XEenFebHBYoqDz6gDEAcSVIq1KCt6eyXMwMFAs7CaayXHWznvAWZzzB0cZnYddSd3LkhCLx57KuL7TidZA5FQSC+WXaYLExSf+RrQwQ2iuh1oWBb5z13dQL2Rufx2ooU6Li2eNWQbj2v9Phqpjcff/zx5PFf+7Vfwwc/+MGd7du2xec//3n80i/9UvL4W9/6Vjz11FMv61heyXHjQU9OUtU0h1ORBSZXgGOW3JiGHrQqcA3YAAAgAElEQVRE4sa6anLeN5jokURO/rl9gCdTpzypByLMaNvx/jAMey+urD/KlCZ3cmcCy3nfYzWKRpP3xy7I8dgHdpUAPOmdKRmkK+fwbNfhW0dG0uEYBEmFH9t3Dfhc5lmGIUNI2dVrBN9Njl5kRAfEKEP21ZNuPvyb5QHSXLhtLKwdsFAZGvRYX7ShM0DfuaRWFVsTKWixgNpL07cDrI8Wpcmxs9Q/kN1JrB0AmWZc9/5YW1yenQWdHQMeDyK3tEDmYAoFUocQcHedw2bZhugV8Ibayw7LiwYqM3ADAVpqyUbfq2bdITcas4UJwIfBv3dGRB+lMhQiuh3rFHlIv1KZds6N72lZEHBW0xzlyM5NDl0oFFzDEyQ1zeJ8UUfk86zKeO0GNyS1/3TOcP78qWQfr/QYsgzDS5yP9u0DAL70pS/h6OgoPH4oynvhhRdgrcXt27eTx2/fvo1nn332ZR3LKzluPOjVG4uqQJjkmsZicVyQlkkIfhPgU9FB3bkhNIvcN7jFTp5lO04i47FDBBGPy7GPiXkI5K7a1750K6czOwxo3JCkOBn8ONq7Krp7schWpjE5sjvUS08e27m16Abq+i4ff6kLDH5dP3AjT0rPueZwU1keuUhZORcJTdHZZUDXOpzfIast9pAMn90oNL6ulfn3ZAkCv580W2ZCBh1HJK/IbupkkhA1fAxKuaFJPhJpyE0lfC5PxcyNCd6YmYpNXJ2zKCfMUC6S2iJrFAHq95cbWjwABKplo7FdkYelmRk0mw1UTqDAffSom0mMYLVRcD23FhqC81Hf2cRwG4ipTamH4wVJFLRblIXxxBSVgHPb9LB2QFnlmCwMipEwnhe8zJCVETvPB+NsDwPp4Ab0AvzC+QzbO69rvDeR3nWyTdfZBwAcHR0loPdiIxt9N4dh2Hns62nceNBjazH+Qh0/UIUvLhDz885SPYC7KhRaJytX+WWh9Cbtz4zkAvqAs8o+TR7/nwDKNYAz/L3n8atu/H4glxV6n/1yCR7s3rIDyFccW3B+8RKE+SiNedAfFDGSZfLM4iUQAvZpD7mux8/tkxMA4xpTTDvK+lLv68Gc0twsW5w9t0n66hlNDL++dbC+03bh7cCMUSFlKM2v+84GC7N6Q7UoHrEjiIPr0qa1YXHmMg9Exi/UyByaiSS0XY7Nahs6mjtHXpxd24RzoXQOU+UhSmIAmJ8UXjdId9oLz6zx8GPz4DNJzVJzLC8adGvan+sVhoFYrcx+7Do6J6Yo4ZxFpmwAnManmPOpDvo9Pi4rNI9tY4OERNqCAQjR5Lj2xguBzdI3uC2j2wofv3IZipLqlON7u4fbidTGIHaV+HzMtr1p49atW9Ba70R1zz///E709/U0bjzobVct8PAspKKAXV9DHnIVecgfkES0FrMsx0rUk3iyNQAaRGG5HGPAkoB3Fdgdiurkc4d+8+DuCgx20lVF+nry4FqbFJC/WEpTpjIrr7UzQg843l721JMElRf6nkDzJawWxyQfBtFsiNT+vo1aPCatcBQvu5MHkXnrsFm1uDxrQiqRQYsn4XJqQjqs9/WhF55Zo5waLI7JGWW6MCgqqmvx1Ruz/ebHZRC8d77hLPtzzk+KcIzyWDOdgqBrnCdhCBbihhqlusxG/8m2idpTH3EOieheieMboBcZymmOZmMitd8Tv+p1T16fRqFrATac9o3UwQ0fywkrKQmYgaiDZDnD4NOIwb1GZb4jR6xhUteTuJCRaWi+dqbSQZ4AUIQcms/6bU2lgznFeEgJg2Rx82vl9ZNDXlNqrquBptvZ7pUYX81I77qjKAq8+c1vxmc+8xn8+I//eHj8M5/5DN75zne+rGN5JceNB73ZcRQAR8JKyr5ikgMQnfJ5MPOP/Rs5HdLVFnnpnd19+o1TnJJqv1e7hwg2143s9gHoIaDrMIQGsDv7EcfADE0r/t/uOZ5xt4XxcwBCGlOyMidZtjeNya8bAx5vU/s0Z55lqLAbGV41ZLuiPMt8NEYkDzlhArtC4yR1ZqOQnEko6/MWXUdNXpXOMD8uhFtLmjblv7WOLakWxwXaSqOpbZK6NGKB5eyAru6Dzk5mJZg1ennWYLNsoXSGo9MqaMrO79QBDMP5MBqm7L29Wof58Qls18HaDrm/nyWrld8HADbLNny+6aKAOdboOhsimMLr8jbLDKsLWhhkZey0YEduJEppWEtoyGSVoiLSS5BlcFrRDbCNj/TcgOncm1q76JrDUWRZaZzengZHpeCf6VPKvcedpibZ0tFphdIzbXnRIdObclE8XiAHsouiFOdB/d6IRPNKj68F6AHA+9//fjz55JN4y1vegieeeAK///u/j//5n//Bz/3cz72sY3klx40Hvck8D0AlxziS423GNzATXnj1Ryt9qlnMyxJL7k83el8GvH4YUgILUsC7zo12yL9T3uhjoNv3JZAAysfAbYIY8KQu79B+5GccR3fBwBqH2ZhjwJNpT4oQPQA7h1x2c9/z/vtSmzLCHEAtgHgCZ7G5BLyxh6IEr6LSOLk1wbxzmM1NokHjCdH4dJkREQJAcgRnB9TrDtWMHIEYKDj1N06n1us+qaUlUYYlO6627n0EWSRSi6LSCQGEU6oAUE6mmC4W1Nl8NsP//f/+X8CLxDfLNvSKs3YgMOTj8eDLqdzxd4GPtSg1lHLo2g1FvtkQdGxaZ2jrHoO2SQo5dD5pKa05m5sAeH3ngsxos6TzODspoaHCd7moNI5OabFSlBpHp1V4LV/PQkdzb9bisY5PzglafC65SHZ2CAAHpN3F+XzJ+UV28hhfv5s4fvInfxJf/vKX8Ru/8Rt45pln8KY3vQl//dd/jW/5lm/5Wh/awXHjQW+f3i7UcbrY8kUJskowli4iTZlTSnLltll2qBY5+iztfiDreiysluOrCXjjtKUcktIvAfcQ4I2P6Tqrx0MyhH2AJ7tDSMCT0eJMK0wyFepyfBy8zT6nFiYT8b55v0PjUPt6D+vWoj+mMIwWURpnAlrfSJXJCKuLJhgcAJHhx2bPSmfo4BLgI3Pi6Mwv63lc75NUc07ftbUN7a9keq2tLdbnLVHsizRjwZkKfn8Go7YmRmmeA9v1Gn3XoSgr6Dzfse5ybsDWMyyniyKAat+5EMkVFRHCePFQTXP/vShC9BlSyDbatkmSmJQDmSqH8UJybtrK2xSVpuhcZ5idlJjNTXKscl/ysbCN1Dl6Y3kGNW4YzYQTWS8lw21/nY2iay0Ww+yQE5xyvNaXrmO8JrlR9yq7+TWL9ADgve99L9773ve+rPe+l+PGgx6QrrZ2CtN+pSzZWlI/FdIdIjLgzsq5URjf01zXsyOwk6DzYinN8Br52heJ7vbdsNcBvDHIvZRRZVloAyTHiwHeviGJLsln2POaQ9EjAy8ALDKFVU3kinpDV6maGvRdHzwgOV0Y6i9+BBkLUteR9XmLzbJFNcvDPaBUFgBqTKQAvK6zpfTZmDUKpBMzgyKnNGVtidsQsXwgr1Ixd240yumA3KdnmZDC7EfnLJzt0TU1Nqtz6DyLk70/D33nMD8uiGHp0/zOUZcS4xmRsq9fOGZ/HljHR98NHSJQpTOUvsOF9hFiL2gjMrri1Ox0EdsQHZ1GKzEW4IeISvzN50LWNPn7XHlgHWdyCMjTDM/YRWZ8Te3oOlK0R8zZr1WEZ7Gfrf1S9/FqGDce9JTOArtNsvf4hk4mKCv6oAlNHoMg1wCcc8iLHLpQ2Arj46tOpgQc/v+qsa91z4uB3SHgGwPeTkQ3el8eOyA0DKFxLTM0rzPGgDcmrhwEvNHnsQCM+J9fFyJGUJR3ojVW500weY7Reuyl2DZ9iFyKKhKcWG/H0UkOBVNqTBcFZidduD8ApBHMaLKT6TPnHBQURYJiYpRpVtLVdeFeG5MnpJMLR1vSKk3pjGzIDBFulCPDZyBtr5Ubje6ige0z2MyFqEeaqodUn/huBED3bOiE3SqINVLTSIuJKHLnSCuCkQtifeeGIGZnJuXY+5b+ZvMIHVPDOlqIydQwe6dKwwn+/saOGTqJ8nhuAJAAngTXQ6J0GZXLyPb++PoaNx70ePXMJrdFqRPA21fH4y9b5ScNvpk3yy58idq6T1Kn+wY3eWXgGRNXrlqZJcSXK+p2+/4Orx/tS5JW9j1+5WfJUi/Mcd1Ofubx6+TjY+LK+GdfJ3ce+842LzYqn2I90RrLL9fYrLrEO1KC2HRuIqVeRe9FmSaTqcfj04pa1bgBl2c1NssOSmXBpgsYpe2EJIF+OyjNqc0cRqTAJOAB0XczYRvaASsfZTo7INMWzkYvUIBIGgBgfCq366zX/xHxo6t70S5ogmo6Rb3ZYLshzV4mjp0E7FFeMZnmKKc5Or+IYCsyXhzIczVY7ckn0SuUXZG4nsn7rTd9KC+E0gGfe5dBax3rlr4VEHdjkN9Zsg/TQe/IQnXNciV/Tll/aW3m09SOShhiX2PdXVL3F96nsg7Mc8g4hat0hry72USWb8Rx40Gva2yY4Dh14nxxnvP3ZZUnq2+AviA8IRWlDgbVcSVHNY1c7dflybFPm7cvdblv+6uYmOO/r/r/EOAxeUVuK/dxldRgLBEw2WHAktvI/Uhzafm31O7tGwEkPQDPBeDJ2hmQeiFyVMQLm0R4Lmp7zODk108XxNSs113w3VRNBn1cJBGJjPDaOnpOJr+nBqWO72sFOIcak0jN1Zs+ME+VogmbASM3Cj0ctIuft+ssOs9wrDc9Nss2iMS1Tt1YnL8hWNhNx+hCend+UqKpe5RVDmOIvWk5uvSMV14wBOZoF91JxtZ+4fzr6IQkFwpKkb8nM2TjdVSibibuA3/cxlAkfXJrknRqkPV5HlyXLapo9H2VjImPPdrT0bHwvbHP+WWcAXilx33Qu/648aB3fGuCotJUC0FatAcof993Njzn3OCZaFmgRjONnZ+X9R9gPzFFZ1mI7vjxQ0SRfSB3LZLLVeC3Zzt+7BB55To1gTHgXSUnOFTHk8DG/+vset6b4/1UWYZjrXGiNe58aRVSXKuLJkQsiRiZ60/+GnNqrprmqNc91svYi44nOmsHzDyxA6CWNUxssSPyhHT3mBdlcFZh6j1LEmQKsdQavc6CrCL3OdxAjx/95vQaywkkIxIAhnrAetUlHcaZgUmv12jqGkVF2rntpqYuER5U+9aFpqqV6InXCzDl6Lne9FCOpANapf34+H0ZACSrkoFuLPNwdgA6AqbgjaviggBQIR3Kz/H+uTEtA558jrdlqQRrHKVEYZ9sg68pPyb1e/Iz7qvl3SvAuz9e2rjxoLc6b5BZrhvsMjBlOkNaDnFaKDfkbg+Q+BjTuG3fOfSFnxCQrrYaTxJpRrW88bb8I+3AZD1vDA5yHALGfelLIArmZaTJ++2HYadT+6HxUoCJx04kONqPQQqiHMUdfH9QSvPBPMcDWmN7GadabtpKAm8bnHYAAF20mQOQRBnVLA9tePqObMYKwW6U1nXlNGUSFmUkjgCyM8OADg5VQdtb8XzymUKtEf55Bopdxqik2kuHEAY+1v51dZ+wjqtpjqbu0Hca08UCRUnd0M/v1GjrPpI/vCyCPrNBOcsD2DF4Ns0u7YF9RqlO5o9pRATh45FdD9arLrT9kueOSENEaKGGunlcuIyIQWPW5lhvy+edOzbwooOzPcmxqhT8ZP1y/Jhk38rH5P11L8b9SO/648aD3vJui6HLcHKrCl+gsWB034071m4lKz8dV4brwYVoicEkdBkX3QuseF6C3XZwsAOC2fPWuQCUhxxLeOxjR/IYA95OI1kgkFL49f0wBMbpoajvxW4YKS/g7XWWYeJZnvuiviSt6f+vxPb7tHhcv1toDe1okTE/LgNBoZrlgWbP7ETWW3GqupzmGBxFFHw9T29PMV0UuDyrUa8JAOU+GBhkSiyQMrTeEZsrnSU1vKuIDblRmB+XwY6LFl+Z18ppEe3EaElKLZKUrMp8ajHWKjerFnle4ej0FLkpUE1nAIByOkXbbJEbO/oe9KGBKruntHUTaoRdzY2YU+/R8fEFQPfaRAl4rMe7vFsj8/VD2f2k7xxMxa2bcpGCHZLv4b7zcShlWQo3GibuxOuzH/B4n/IaJilPne0sQPjxezGumx16sX28GsaNB73FAwWOjyvkRsPaAUUZV5x8Y5oiFuPlCLUgcWPLSa9RQGeH2KVAyAC4W0E9CEcWREAcR3e8/c6KzUsf9jWnPeRoMgY8OWQqU3ZdlzpDGfXJsY+4wq8H7y/LUDsXm8Rm2V4CShSSp9Edf6YxQI6BlGt4E2RoOxs8U+t1j7buQv88Tk+ev1Cj8dZeLPLmCfaF/13jocfmWJyUYTLsO4dqZsKKXUY2zg5YblrqFA4VJn05eYYO6SJK61sXesvxBFqUedq93dfEOA3XNhaNT4fG/VGaj6UW40WcjGIAoIcLEW3Xttgsl8iNgbMW9WaNrqlhiiy4nbBmTusMm1WL+XGJzANQjKBdkh4e17CcpdY9MsIDENKl0oi6qKj9E6WlKcqenZTB1zJ0VKhsENEn5gICAG0zhA7u8rqEWnyhdhYe3AiY9uV2ImlZb5TANq7/pinRe5va7PHyJQsv9/XfKOPGg16sJ5C5r3O+yadoKTRe3QG7QlcA3k5KB+ZebW0UeI8iO+5Rx7o8BjzZ4YCBj0GPtx/Xy657M15XBrFvu0PA92LjVp7jWGs813XYMtCOgC8HsHUukE7kfu0A9IiWbTUA+GhmMtpWgvtca1RKYbPsQr2s3pAMgViKfWIFdnxa4twO2Cyp91xXx/rUdtOj/+Il1qcVTh6qUJQ5jk4rANRZYHXeJBMssxABjkbYONp7WAaWYOyBt13aJBpgW7PcKNx6dBpSp85bW9XrDpdnDXUft9EMeTw578tasECa3VlYbE/pQ4vt+hKZynB5dobBG5CbIk+kC8ZEpqWzAwpfHqDvDBG7qmkevEsl+YaPj9xT0ohvn05W6cybB2i0Jeknbeugx4sBEEs1N0Xwzxy74DAhZwx4Y2btoSHrd1F24Wv8TaotvF/H+8YcNx702sZCo09WoEenVaLfka4MvA2QFqiLUodoQuksNl7dk8pcWhv+HvtuSjYmb7u+AvCuGj0Q0pHXrbFdBYz72JL9aP/S5muuFB4rKBV1YS223khYdjHPPaGHj7MS++ZIT/5/3Xpi5SPBuxcNzp7bYHVBlH72ogSoXsudrefTEkWlsbpoYN2A+XGB1UWL1XmLotJoGovzF7Zoa4vpwvjGqcRcpPuh3Yn82aWfJ3aliLAiO4iTG0sGJQgz3Lft+AE6G7JuCAD1usPZc1tK7RkNp+n+7LyMgcG0mumdCd25Aeu6Je/KNhqF83Ez6BqjkE8jwYQWDV0AJ27PU1Q6RGxFmYeOE0WlQxNeXahQK6t8dN3WsYM6AOQjmcF4WF+LzI32cg2HvosGAUWlQ9qTU7lS98fR41hfOE5xJqUMnSUCdGacAmHdFc/bqNwhR9BbjvKD9zLau1/Tu/648aDX9w7W+LqWG1CvKW46eWgCAL5Avs+HM345gjDdP94oYNXHruLbUfpSem1ylDe+KVfO4YW+T9KdX9HnA4BhwNY5TETEKsHjkCD+EFEEiAA4H6UVASKQPGIMbuX0yJdaYjxOGOCQAhiDH0duMrXJurxxDe8qEosWAHz+whaXZ02YqHnic3ZAu+lxd93j6LTEdF4gNwUe/bYjXJ41yDTpLkP3c8/sO3tug7PngNPbHR64PSGqvp/02barXveeZamCTosam9pQI1Iqg6qyEC1ZL4wvRHNTINX3MYEqNxrTBfl8EnHDg2JHgCcZlEA0Sx78PmQPOiaW0N/Oe2uqIMPIjQrCdV2Q/yV7U8r7frPs0DZ9YMbWG9KpFt5GTDZZVWUWNK5ATD/ysfJnAWImhlOZ2i8A2I4tyBxUhluPznB0WoXPy2AUos0DoCoXs7wv3m9uFCwiWzd9XYxux9dqvO0+C7R9QPhKjfugd/3xkpSTH//4x/Fd3/VdocngE088gb/5m78Jzw/DgA9+8IN49NFHMZlM8IM/+IP4j//4j2QfTdPg53/+53Hr1i3MZjP82I/9GJ5++ulkm7t37+LJJ5/E8fExjo+P8eSTT+L8/Pwr+oDriw7Nuk+0O4kE4YqbMk3L0KkaTIaltQHIuP8bpyk7ke6UUR4/trYO59bi2a7DytqDmrhr0/ZxNdGFAUSP9l1d8TPxPwtvIj33Ori51qFPHv9UWYYHtMatPMdtD4SP5Hlwa2HA2xdFEjt9//mXUo+DLNWBWJPcxWA6N5h4f0bnBhydlqEtD0CT/nRReDDTwT6s7xysG4Lz/nRh0DY9mk0f0nmTuQkEiOkiOvyQowtFIWQqbXZSjvJea+uomxs/nxvl649bbyxN9bwYbQKH3FK0SCMWVY75SYHT2xPMT8rQT5IBmY2i+RgY6Pj3dF6gnOUB/KhOarE6b7G6aLBedhhcjvVl7xcJmyDhYCBh704jotixJIDNHca18mqWY7IoQjamKDXaxuLp/3OBzbKFbYn8wtZp0nmHz6dz1GaJt+H34XsD2E1LpmxQlfweX6u4XayfjhfO96qB7P3x0sZLivQee+wx/PZv/zZe+9rXAgD++I//GO985zvxL//yL3jjG9+I3/md38FHPvIR/NEf/RG+/du/Hb/5m7+JH/7hH8YXvvAFLBYLAMD73vc+fOpTn8InP/lJPPjgg/jABz6Ad7zjHfj85z8P7SfKd73rXXj66afx6U9/GgDwsz/7s3jyySfxqU996iV/QK6/yLqInHCAPTe8jo4KwaVCk5v+uazjibRk76Mt6WmZ1PIkYcWnP4EICvvYl4eAT6Yc96U45evkfqosQ6713lXhdUGW7cfkex3nGvNBJ5+TWwMB8SbrhwG9J+bwuEqAHlo2+dd2/rflWugw4OShCutlG1bq0dHET77zAnmhRCNYi+XdRujnYquazgNeUWnRKNWiKHMsTkrqCO4XQUenVZjk2PwAiC772ugg0u7E/UYd0Pf7QCqVwXY0SbuaoomhjinJSegHSfq7QgC3FV0LSFbgPCDnaOs++sm6wft3xu4DADA7psXBwrfd4ccpwrPo/HH1nlmamwE6V5BG7V3do1kPoeZtRJ++YNwMkv6M9Xny+yYF5wCRejharTc9lhcNSi8s5+4PtKAxIcXbd446zSsVzj9napwlv11+DAC6dtzwVf6vEoLLvoiS67jjKPAbsXP6TR8vCfR+9Ed/NPn/t37rt/Dxj38cn/vc5/CGN7wBH/3oR/Grv/qr+Imf+AkABIq3b9/Gn/3Zn+E973kPLi4u8Id/+If4kz/5E/zQD/0QAOBP//RP8fjjj+Pv/u7v8La3vQ3/9V//hU9/+tP43Oc+h+/+7u8GAPzBH/wBnnjiCXzhC1/A61//+r3H1jQNmqYJ/19eXtIHNNlOekWuwmR+f19Bmldw1TTHcgxyIq3ZD6KFEJBEedytnIFxJQoGV3lOXuWMkjzvgaQfhoQ8wpo7Br5Kqb2MzjzLUGYZFlonrM2xVpDBuVRZ0NUBXmOX+frd6PPJZrL7GJlyP1KeYIchdKvg85t7gkydZVhZixOtcXxaYXXeJibhfP04sgiuH961ZH5cBEs5Mj92niChAnhp77hDbEY6ammJlakMXROjiKKizt9aa1hvAZbpKIYOXR7Y/GC00GLPzyCU965BTd3DdQ7cAZwnVyaxaC+u1irDYBScGkL7I570x7ZqJ7cm4bzI+uPJQ5Mgt+DPzhHUwIxXX1eTXpwBTALYaNjOUVQqnFDsaGEpG8CGtLQACT5PFUS07KiTu+1cOKf8njJtyZ9Zm1F9T6X/A9jbNmg8QqpzD+kNICCX9cLxe7zS47pdW15sH6+G8RXX9Ky1+Iu/+Aus12s88cQT+OIXv4hnn30Wb33rW8M2ZVniB37gB/DUU0/hPe95Dz7/+c+j67pkm0cffRRvetOb8NRTT+Ftb3sb/uEf/gHHx8cB8ADge77ne3B8fIynnnrqIOh9+MMfxq//+q/vfkBDhsF6dPMFt3o/UewUv1mw7Gnty4E0dFKeIPV5W0Fo2TqXRHl2AFbWYiU0eC82xpHei74mo0avFeJF3Qd8O+cHCDZeXKMbpxy51c++YwQYFDNAOeQulR8A2GkhxL91NpJZePDeiXoRV7IdENixK+dQ5aSte+GZdTKx84TJkdzlGXlM8kR7dFr67RqsLlpMFiYw/7jWlRuFjAkSkB0PaKJUKsNkbsKkCXB7IBvqZ7OFScBX6SxEFcpvX4c0Kun02jIaYyudhT6AXOMC0rRauAV0BoXYLouHNgp9R6lHGXWWpcb8pAgNWsmnksC+CylQasKbFwqTadrZYbxI5FQkR3nhnDgXIm1p9SblI0y6GX+mfQSSGGH36LoMs0URbNmqaeyAMjaa5/2PU6Hp59llw0ai2y7Qj4/p/vj6Hy8Z9P7t3/4NTzzxBOq6xnw+x1/91V/hDW94A5566ikAwO3bt5Ptb9++jf/+7/8GADz77LMoigIPPPDAzjbPPvts2Obhhx/eed+HH344bLNv/PIv/zLe//73h/8vLy/x+OOPU9pjQjepTHOQ3qiPExJ0chPziryaGTQK6F10V2ENnNTaATHKYzAkqy+XpP0Co/GawCfHGAzG+rbx44nsYPSepd+GWZiyY0ISfQmSyaEUynZwaBx1Oz/3DE5pML1v5FkGOwBbuPB+/UByh303Jb83R3urLMN536PMMjx0ZDBdRYcUpTLfRsiGxq1MrGgbi/M7xNJkzZjSGZFhpgqljx6KUkMbBds5XG5qlNMcMw+GgJ8sTapLs57azw4f2tcDAZr4u5aAsGts8MSUk/L8uIz3o0/JMtgBSKKyTGewjq6v0p7l2Dn0NrbW2Vd/4t519aaPJJ5ChXqms9TCaHURU8CZpm7kLP6XnctlvZLTmpIU4uxA6Uypd/OLkc4L04OLi1h41EcAACAASURBVCgrjL+L4TP4/cp0Kb/3ZtmFcgazsbl1FBOIxjo7GXkDgPWOL9JvRmZ9+P9Dwnc+z3zc9yy9ifs6veuOlwx6r3/96/Gv//qvOD8/x1/+5V/ip37qp/DZz342PJ+NJrlhGHYeG4/xNvu2f7H9lGWJsix3HjdCU1WWOuqOSh0K6dYOKKp4o0qro6LUWA5pWpOBLbA3RS2PI76Vc1g6i7WNdTzJbAReXg49iZwQXU+qPREVD047SiswBjSOusaMy31Am9QU/d/n1uKFvk8A+JD12Hh0GADhKMHRaZJuEaDbITrYzJ3DxDkcnVahYSxAtTjutMDXXOkMy/MGd55eoe/oNdOFwRx032hDui+2yRp8RwGlo/SBAaXvRh06RM8jrksRYaQLtTCeDNvGks9mHafW6cKE+y6NRoghae2AyQKwnQ16RDlC+6FRTan3aUaZvWCCSVnlmCwMFl4Yvrxo0bH4vCXzaG75w7KJXkRk8vPyBM9AL/06+bzJ7QHP2CwUMTWbHtUs+n9KraNCCnzc5cECmAlrOGr22wZHHqAILNDNktpCVVOzk3LdbqIXqmSdypFIHQ6wOCVRRvp63otxv6Z3/fGSQa8oikBkectb3oJ//ud/xu/93u/hF3/xFwFQpPaa17wmbP/888+H6O+RRx5B27a4e/duEu09//zz+N7v/d6wzXPPPbfzvnfu3NmJIq8zeALhSQiglKURnRVK0ZATEA4PKgKATLGNCSyylsdgKAGPe+7xeCk3l0xLSiAagwt3ML9K51dlGWr/u/IACaTpzKten2jvRHS7tgTq4bOJY5OaPa49pqDv3ycbkPt91iA93z5yj3x/vg4ra5GXObAmqjuAUNdyng0p6z3zk9KzHImwkvkIYFyfAhDa04xNxrnOx0MyAqNTSWQXyi4fgx1wcZfSraXXf3JXj3399AgIvcuJzqCNDhZgYRuhU+PXxOOh1jtdzQJ5h8VxiWqWh87nJPKPLjLB3HokVOfBPqNFpdG3EdRt54IYk8+JtCgLzXlEnX2yKDB4wg8vKnhonSGv8pi6FtdIRpP8WceLgaLMw2Kg8Z6hUcAeU5YcIQdJA3Z9eZ1K/Tx3ZAtXaPnuj6+f8bKbPQ3DgKZp8G3f9m145JFH8JnPfCY817YtPvvZzwZAe/Ob3wxjTLLNM888g3//938P2zzxxBO4uLjAP/3TP4Vt/vEf/xEXFxdhm69kbH1zyWqao5pF+vm4eC29Ap0bMIin95FXOgGEsq7XOAI/Wd8bj6sYk3Lltg8kObqrlMLCywgkIO4b7FfJP5VKa3VjIfq+45TvwendWqZ3R9EwQG4sWwaokfuM/Gzj1zNTsxttE/4GwvvXzmHxYBXIKOd3tiFyOr09DaJ1U2ocnZY4Oi2D1EF7otLRaUWi9JMysDiBVJzMY8zQkzW2viNijBXM38L3eyMTaIvZ3OD4gSoQQ+p1h3pNEdbqvNmRNAQdX+uC6JujOznGUhy5sGMZAZ2PErPjMkTCAAOnJWD1P0bYnDlH0R9HWs4NASATcpgAptzosK/knhrR/J0V7YD8fgF4QGX2qE1SsmO/Tx4sdQBipJkbqknKxrrcESMThJsQtdohqdXKaz0eMi0r93EvR/LdeRk/r4bxkiK9X/mVX8Hb3/52PP7441gul/jkJz+Jv//7v8enP/1pZFmG973vffjQhz6E173udXjd616HD33oQ5hOp3jXu94FADg+Psa73/1ufOADH8CDDz6I09NT/MIv/AK+8zu/M7A5v+M7vgM/8iM/gp/5mZ/BJz7xCQAkWXjHO95xkMRyncG1DKZqM+Bpv/J1oh8Zr7T3pSbs6CaxiJKEZjSp1yLCk6zIF6vp7XtuHxFFmjjvAzs5J8guBszw5PeRNTwZTR4iv8htxwzT8bEz8GlPtOFRw5NowiMZRXuj+l4wwBYRJKc4Q7SXZcTozDJopXB51iQ121uPkrEypbxSkTKA6LQjrnchaPvB6UNGFyJSyQ0RPdgCjSdamuxpP3XX+2hO9KJz1FGdLdMoCiESS73poD1gADE9yBO9goIStHvlshC1MaElMUP2Udl0YTCdF+g9w7SaGaxXXdyPUqHDwv/P3vvGWHJU58NPV3Xf23NnZme9rLEx8U9AQFEigxQZiZh8MBYBI/HnQyQQgtfCEiGRgDjIIPRCJDAoBinhT14ZKQKEYhSI+JYviX6WiRQFoRBiObIEIcFRFGIn9voPuzM7M3f6dnd1vx+qzqlT1dV37uyu184wRxrNTN/q7uq+99bT55znPMeerw+YsAsXWs0LxfqccDOSEmy+2N6ryMRGecfFvi2LUHoasW5tA1h6b2RX9NhkfpGYnF3n9T1Zfcn0wb2UMmUpiTSjaN52jZDAFv+dIsdcLfA7YW+ubkcCvaeeegp33HEHnnzySWxtbeE1r3kNHnjgAbzpTW8CAHz84x/HwcEBPvjBD+LChQt43etehwcffJBr9ADgy1/+MvI8x7ve9S4cHBzgjW98I+6//36u0QOAb3/727jrrruY5fmOd7wDX/nKVy7pAjvTI595RhgJziplFffbrrckgCKqF+r6ZJhCeiFV39uaO/L4IJ64lsxpVcAbHEOE96AUNKmwOHJHytOTYJd6fRmxZpXavZhEE1wL/AeMShDGjqGzEHxpbgR8Mkza9j2m4m/y9nTX4ZpNu0jawmpXd0e5XFGmkosgx0R89mhhlIujJDrQ5yNgI5IuJy+6Nhy34C4E3gPUhWb6u92/83ksQdmnkFwDu/jHXk2mM+TQDKJUYA/YkGwrQn6Up9rYsp5e1/WDpqoSIOlcpumArke+6UFotgl+cJQgIQvAZVsduk90THoQIZCwhfP5gBTTuXD5tMw55DtzTNig3ENlMNp6iUZ7NRoO8yrqxKD5npezImgvtIyUIk16jWQpj5+u4WraSU5vdTsS6H3jG99Y+nqWZbjnnntwzz33jI4pyxL33Xcf7rvvvtExZ86cwbe+9a2jTG2p2S+XvVQZUiFPL87XjBkRV2Rujz2+xIeOmssCQ7HneKwkcdC+AyPQiM6ZAicJIpKBKa3MMpRaBwxUAGGXhIQNwpLitWVAKZ8km763KjJKAXS+zBJaUseKr5WFBhwgEujvdR3OvmSGi+cXQc6qW9gFWHoiZEFYSiz+YwsheShep9JKk8lQI5FfmtrW9NE8bOjTAF0okkChQECQP7Qng6jOKwkpXqzpp+daPbov5O1B/E95bGI0SmUimcvsjCN4NZ0l8qgMekIPjr74X+ZBcyi+Pmlcu+dKGWKiiFIZNrYmwbFoTtR8VykrmE0lGxyp0ZaNGoM9lYBYtR4RBhVTIw9PPtyk8oR91wdMztrYRznJ4k19fk7shWvHXnuTnvLkB1uaMT2UFvqGtJ8jAADw0mJdN8jlpQrRAyBEGG8Hht7cWM87abGM2Nk8D/J4tD0Gu8PyfHmWYYO8pmiuqX0k0Dew92VXMFNjI28v1cmd8nWtUmh7W1hvMkCjR9F7Tc64jCGVO+Q59T02zlg2Jr33MpQZh/xoW4ouHzAURYF3csEjb68LFz6tsyC0R4DZC2/GhgrtFfZifoArkjctF4oT43NSalabsaLWPRZzG6aUrFA6/sbWFEWhWHuW72UTqqOQ90Xn6IwVlCZAoQ4W0kgMWzI3KVJSzgoWytY6A8T9oGulMKkxPZcMkFErJXog4FKMQuh1RuFJYmtOpjnfG9OYAdsyvIZwu9IZ9180TYe+8w/KFojD9aSNFF0o3B0/BDxXdlKysLode9DbODVl6jXgF6dYH5GMqcaOfLDniCgxY1PW7ElwM/3yUIMMfR4GdqlwoKT9p7w3Hjey75jllD9bApASbGS3iHhMqrhcvk7nIwk1CmPKfamMoeo6bDjpNClLBoQPG3T/Fy7USSHG2ulWKkdWoL9TsnNU4yUBju+P2N42Har9dpCvsd5PNziH1tYDK6YaDeWYJgobkykDBBE2aD6ABROtM/QCuAmIypld0MmDVKqH3pxYZRAVAvGpMyXWNgpsP1sF3d3J9ERBSS/XeXaFAHfSsLTnivQonc6lEoBn5dcMjFNL8d0Thg8ClBcsXA6T6vqoBIJq7kg9h/J7lFckNiYAqC4bFOfTe0P3VoZ2pcl9CPD4Gt17qqOHnPA+DL3Vk5KFF54de9CrDhqsrU0CyjVLFCm/uABgoKOneT1ROGhb3+AVYFHpsfAk4Bd5LYAkNQ5yXGRJAWksDx+SlxcUrS+pkUvm2KIwq5z3GMEm9XoS/BKvs6fszm3HWI81AD6lBt3nZV4vFqheLzX3wZN1U5RnkuHLgEUoHopk2EoWc0tPKsXUS3kTtIDKHBuNqytjux+4HB2xCgFfPrBxesp1pcRK5XCnCNORuDQxIImlXEwUpk52zQBoF2GdoOzUAPi+dHVlOHxIhBlJ3LDXrpB7XW+2otAoCh2AeNPYPoZSiNowQFC+0AKkMX24v8443Nl1Har9hgW/KcwsPTBq86R1humsGIA9GYVqKb9HfwMW/IgUlLFHGYN+CHDLPMoTe/7t2IMeMKzfoQWt7/wHmcbRl7mcFSwbdsEJRNOiGkuJUX5vW4xL5uTgPaoWFtjiccva/dD+1NaHvlcEdKkaPhvyzPjY8nzyXE0fEU2ER5oy03tptVVYX3FoV7JDyZMuXZjTmu+1R2SVEmHdH+f14OsjS3fvjfZP9wwMMgTZ9bxISoCjkJj1NoahPzJJbSeChB/H1WjsJdULg7WNgh+0ionixTsT3oH3kvwxrRcVkifomnjeWgelB3bhBs5cNwMA9njl/GPTKoMiab4oNOfvjw4eHuk1pfXAe5aqMClVFQo9FoW2YNgYTLVvayTD0nRdFOZsGvswYKXIbGi1bAqccqFt+Z4CFsQ73SdZpPwwY0zwoDN1DyeZy5dqvu8jOeEu/JzF1/1c2omnt7ode9CTT12eAJAF4Qr6ANOXbVJq9DONvbbFdtty66AglyfyeZXL5VViHIDR+jxpBETLwI7epNN5jrN5jtNaJ4kqpfDwUiLPUodzbB4x8Mn9yCRrshEgFsx5hbAr/U3npHvKZJUeTG5hJqewILcn3hu677ZpbM0LIC3YROYAfE0XyWDVVYu97SZY2Jms4uj6g5o9B14+R+h72AG2wHuj9CLTxh2jqVtfw+YUYAj4lLb9+yg02jjZrqnzkOJ+dYCQyXKhQC8rVvO1tk68Wtaiyoe+vLCdC+hayMuTxBhivsYejpyPrC2UD53Wm8ywmLfY2JpCKfu9XCuGZSMSNCUrVKmMPUAKo5azgu+JfZhRQUkC7RcX/dNved/la9SKKczvWm9ckmDiz0QKAJ9LM7gCJQsjbb6Omx1/0Os8y05+0TtjSxVaeF0+Eqydbk1wwXkxe8LDA7yX18IWXe93HS6YFvsmJLlIwIsX5xgIx0KZ/HeW4bTWuL4oUCqVpPfTOAl2JEkmFVA4PBjt2y4D3kTIU+Yz5fnHLAZbKaEWWzsCpC2APApxksh22/f8GmBDoltOiJjZljJ0qbzAMy16svca4D8ntQmltOJ6L2sKkh7oRYqBvBDbRFi1bTpbMkM6kjqDUT00kFxMjbHyeaQoQ3ORRgst1dr97F/PY77bcOh+MtUoSivQQMckliR1eogXcBZrd2BKZQ2UB6SHiIN5g/XNYZzTetZetHlSKt8tQod1cl0XgaX0EOl1sa2c5Zjpgr/fnXE1kfx914F3x90hEuFH9vqjEgYJeCmm99h7cbUL1E9sNTv2oAeEtVS6UOgWPowhQ1yzjYIBb18AHi2wBwIAacHfMwaL7hDiyhLAS5kMTeaZFYReBngytJECPJnjG2OSBp7cyHXkrh6Q6uJkqDRmaCavK/YGU+cZ2x551zLE2fa97dAABPfYKB/alkQGpazXRzVr1NQ1ICCIBUzuT0XeMUPSelfLr1/mjtvGsEfCnoMIk/ZdFhTIk5jC1PXHAyxgUZiUtDureWN74FVevUSCemcssEkZrmruO8iPAp6zTLvSiK5P5AF1WOsq2bHU8op0RanbeYJVLRmwMdCRZwcAaOzrpzanvB+ZBeGWc5NcgjCzjXIX0fsHIFBpSqmx+DCmA/AY5KLPztUsYTgJb65uxx70pLoKhTMNPbG63J1SGWabBdbOTDmPF7M1gURtWPQhSZFbjvJhJAHoUilMMy8gLUWhk/u5MVoAnmR2ymdTGpMqSwhAEUPvjHJ4Mr+pMy8MvQrwyWsdsxQJZmxc6qFCvj+zzQn2dmyfRa/0obhuc75bsyfEVPuI/UgW1PFFhAfAg4tkcY55BhwSFT3a7G+/oIZ5aLsg07XQcYjiTyFMYlgSkUVGNwCgRYesy1Dtt6zQwgX3UblA6j7EIUF5PgqnBmUhXR+UM9BxZUg1uH9LCrwl+5PuV2reZL2xepnUOozC1LFpF/qelJprd43bTl5s0GFBlDexOH2U773adlKysLode9CjLwbV3QDg1i+Uz5ltFti6dg3bxgQ5OwBBiJJ+x730pMWhzdhSwJAD2NCaa+/iwnD5fY69PJnPKwRLM88yaIwQY1x+bJmoNOft3PaFI+rsLanJo2tZ1WL26BjLtIGVJyOPLnde96YjvjRRaLMV78/Gem67BsAvTuV64dvriPKCgXchvBZpMrdEFoBFl4HCnYuq9Yu0YP7Z8UPqfAyAk2nOjOLO9OjOWyZpOcv5c2waL7cl52JMj6LMsQFgb6fmxrnU0Z3q/pTOWLkmrjOU1xkQNEzP+T4glG2Lx0rdTQlqcr7Sm+byEBV76PZBgcKVxljyC4ESpSek0DWFdXWh2ZPrTM9hTsCvA1KHlwCPxAXommU3DXs9HboOQS3wib2w7diDXtd1g4S4NcWai5Npzl5bTIsHomL06G8yOZ63ydejUCDtkwM46wgqvzSZ8Ni27wfNXGOTocuq79EagyrLsOFeX6eQUgJcOPcYHVMDAWEkd/eiiu7LpYRCxmTIlpF4TG9Bn0sc3By0K3doE9cA+KL/va5zfeBEn7mud10FzGCBJW8jZjrGHlBKpk56L+TlDfaNvAJ5DsAvwLYcwc7twjMHVvOy631Ybu7zVikgAQDtCqqN9iompMZSV4YfAAAL5LPNgvPfwdxEaNFE3q+VQ/Okjrg+LWa/ph4wUveBjO4FlSrQwwCFl8nbpQeATGeYToWsnMoY8GROFiIUrZR4II7e00LUdhJ5hfcTQHy16/JiOwlvrm7HHvQGNTWOPVdMPLGlXM+x34f6mQFLU+SOuKMAjRthTaVIG7Fx13Ln5RFln/NzyALgi5u7jplsZXRa69GxTd8jJcAWA9+eMbhg2kBAOxjPbMs+uX3MJNil5hiHOeX/qYcTuiYO3brX9ERDOU+CwC4mSAAh7Z9MLtDkHZHANMma8cJce6+kLHInohzWdcUUfGlUh0cdy5u6s01szy9QzRsOzelCo3EhxbidEANm17P31daio0ED7G3X7N0RyNFciPgz1ldOu9SAbJMkLcjlBfdY8YMClyNQBIZYlhSOjMgsdjyCY+mi53PrQgUNfsmD1xOFUqrnqGzwwCJDrTHg0bmsUl4X5FwJACnkClhVp9Tn6mrYieD06nbsQU+qcAC+EJb6oeWFglEA+lDOKtaJbF2eDwg/YPSdjz9wY94VLdwbSrGHt6E1Sue5xPvmUQeE+JgpAWn6TR3GWXuTxohzEMCTGblv1+HZtmWyzmF2GMgBh9chxtcXG4c4Vz6K9VIz1xxV2oAeT3kvQWqJAS8uQO7cQg34zxqHI4XHSOE32XVc5gWVtkok1EmASCcEMBStoM9xzEKUdWkeKDr2khYLw14eKZlwjs2FAAkULCGm9UX0AiikJ2iicKZkyCqV2VZJDpTLddlY1oea26ZDDgvKBgCEx1jtN9ZzE70v6d4XhQYKoGkM1mYFK7N0pkddh/WFKTCT5R3k5RnTs1qMHjyshESjtjHBnGILvMqrYCee3up27EFPZRkn2cmmpReMzQvlQ3Yjv2WT2Fj5Y5nFYET97K4rclybF1hXCoVjRB4GmrRNsi0HgAewd1N1nZW4MAZTQWwhDwiwXiYBOXWMIG+WWJrURWJsbmNF+ClLlmYIZulYi6QxCxrUCmMP3dUeoutwzcw3Im2dDqNUagnmRN6B6tHpdH4LCPU4JcC1TcfhMwsy2suHue7g0iOzC3zLBJimtuEy7YCYavN0wjtJhSNTc2VNT6WwcXoahBoBXwc3JtMX36Om6bijAXmcdC9p30mZo1743oBUJyjLFKRJ3VHVZa4jihrccy4Z0RkKeMWWpukwnWqYznqBa7Oc908RdPi8TqSC8nj+XKFnR/ebQLFx4Np3PcqiEGHQqwt4J3Y0O/agB/gPOT3FSUZb/OWO83AxwEmdTWljRd9kZWZFol9Zlrg+d0r17jjsIS0hwMjzpObHc6B/HHjRG1xkGdqRzgkS3LjpbeLJUarJxHMB0gC4tOj+CF7fmMXzNA7sZIgTAA5cmLiuQs3MMbZgKkcTMw4pF0jAQ7qQUh6M6gDzQnGLor2dGns7NZNI6HzkPRQTxR0a6Hh03rhOjcgoJD0mLc4fpnKLlOuj+dN5wsU/DNm1TQcjQrm0fbqeB+HOcpZ7D1JTbZ/7LjoRayKGBF6ju3flLGKNiPn40gd7DeT5LhYGpu6snmgEPqn7E+foludybagTsBJpffSA8HyyOE88vdXtFwL0yDhsIT7IeaHRA0miCqLtYx8K6X2xQkk0hjyt5/KGDwCwtyzNyhE6SPmFha7dPrIn4MI93cqc5ap2lNBlcu4Eqs4rHitd4LHCDqJ2SNLb07DF6tdsFth+dvhYEdSzib+BKIxpfChSFqcPmsw2RG3PGPjsOIO9nZo7HcgQJ2BDmtrpZLKCicuvyTxZ69RZSG2EJMtivVACRC4rML58APA5RLqGzvQoXIf32GLw1EK0eVIobtDboAv2J41NTR6gU8Ux3ZAUw++BKIWQ3evj94wEJWabhb9/KoN2+qPlehGSa3QIgvQ3eXlN3Q3WB38+X1piw8IG83mbFLeWx75adlKysLode9CTtGVZM0UfyEmpsd/3ATEi9ubi0OYYK5MsReyg0ObZPLdF3lfgyewwy7MM60KezCDMR1JYlQBvrPff2LElo/JKmQzRSjmywq0fPPfeKrEU4trkQ0ue8PZ2+w6zzQmq/Wbw1A/4XBjPJVGDRdvJJPidOlOirmwuTObLOtNj+9mDIJ8nf9NxxhZ47gkYbPdAOwoMxjaLVQvydLph+YDOGICoEJ1IKjJ8K69FnkcLrzAV8lybKKxvFHw8ErCm/YgR2kfHlfcn8L44d+g9TfkwAlgwJ8CLCSv0P+XxZBF6CvBiby9lMVlOzv3EXnh27EGvnGlsbE2ZSEALQVt32Dg9wUIBbXc4azMmt5DFDELpSRH4rSmFF+UaryzLII8GiLq+FUKbR7G4EWwKrGPAS+XGUka1hhL4VtkvOMaKXiEdnzouSAJOXGvIIOc8PPIa5d/lVCGvNTM4aVGTISryNIJFU3p+oojdtiPSvKBSCQAAR0yx6ijU8idV8E7Hpy4LVO6gdBeMAXxoT4ZY2dOMPJhu0TOZRKkMs40Je1B0DFJYoX0k+Em2YzyP3vT8QAl4nUzq2E73qRAlFbLkwXRhD8NO9TAuf9qbHtOJ6C9YiNpINzYvLLnFPmCoYB7Um1C+r/QaGZU5kJcn3w+KCMVGQJsX2uYcI2GC59NOwpur27EHPeqRxlp8hf+Anj67ht2+GxakJ8AhzlcRYKQ+KOR9SBmxG4sJzub5KO1f2uV6T4McF4YfaCmgLQHvMC+PQYZelyAUj1myfcziZrEp8ellJh9eYsYsqbRsnCqwv51+HyQIWc/PAxFACj8qWFBj4eX5bs1gxAXXImSZKnxXOnM5NYXOGCdTlnOLnVj9BADLkQGWNBKIUEswLbxMWb0wTqA557yaXLB7Yx/04rnFx+0EMNh8pQ/BogB7n3FheyxrJk1qfHIIufC99ORcJPuyKG0ucd01yo1zrzHjlo5DAt+ACkBOJ66bjEoViGgk90sRWK5W2YLpLx+0rmIK8nm1Yw96SqlBLRNgvzSpfJUECdkdnUwqtFAndWmxrFeZebHoVE3cmC0DiFU/3NJj5XmL12RI8yjzkWFN/gCtUGeXJwBy1euwLYgAZHbem5kelEikCC0pb4+azFb7voSBvCsSjZ4ImrxSw7yNVBCp5k1ANgnUUUbUR6jMQW6PSwMAm6faOW+lx6jBar1ogwVWF1ZUeX+3CRuqqgyTMocubOfwtulw6swUTVMwESW2vFAwnWWTUq6MzkO/Jzos/ga8mHZZ5IOwKI2jXF7c6TxV6C/vSVyOIV/XrvEsdCgWHTMpaXwWg5DpbWNfkd+UYc6UuICUQ4sJP3Ed5olKywvP0nS+Y2RUl6SiD+hsYyK6nadVWAzSCzQRPJZ5MURaKZXCdUXB6igp0yJMJ0sRlv0sMwkulQDnGPCOanKOcq6AfXqKf0oH+vTDryWuISb5xF63Z8/an6rrsEiUesixjdhX5mWrrkM29cDA5BRHVihnBbMtJXGFOqbvbS+wt+N/qKYuxf6URotg7EXF7EJmUzqJrf2dBS48Ncf2MwdBLssu6vY6ikJhbeYlyyiPrVSGxnmEBArTqUa5njNASn1aADCuXnCxMJjvNqjmLV8jXUcpzkU1r3KBJ2WZoCBcZQHg0TyDcK04h8yx2lByDmoyS0bSYjHgyfnIBwnK4cXenGmsEED8/sXsTXqf4/vPc6ZrS5RkPJcWPOBexs9zZffeey9e//rXYzab4fTp08kxjz32GN7+9rdjfX0dZ8+exV133YW6roMxP/rRj3DrrbdibW0NL33pS/HZz34W/RHnfew9vfVT09Hk9GG36rAPAVH45f9M54cnr1yjdbJhLBDmAGNdTtltIZjPCh7TsjwbszfjkG20r70+2LAiLNikCCxHDceOCVOPdVhIXUMF1CRWFAAAIABJREFU4Nm25dxi6XJ8cm4kVQbxhabjV32PU2dKXDxfsRydLK6W+RpfKG6S+S0yCmkCQ/q6HEMWEzVSSiaTUuPMdTNU+y0ynbHHRgzO3hFg1l3eGvClDXQd1E1CF5rbCEmSjizKB2w5QenuFHmta5sFVDf03gBHfBGO46Cu7hCPToaOSZFF3j9qdzTbtCCTufwnEW5SJRZ0L3ShoAQjN87hyf1TtXqx+PdhRenxNV8ta/se+gWc06vrGu985ztxyy234Bvf+MbgdWMM3vrWt+Laa6/F97//ffz85z/H+973PvR9j/vuuw8AcPHiRbzpTW/CbbfdhoceegiPPvoo7rzzTqyvr+OjH/3oynM59qBHBJY4zNE2BhradS84OhGjQJYkikigOq01XuTkxSC2L2M+yv1lY1jyQquuY8HoZfONvbK4US0zNUUuL/g/cUydDYGPxq7aFWHZa/TQkMfbEh5121sx7O3Ww+c0y2xvPXcMI66Zr8s9qBx0HXKdYeO0LScgUkfuTsU5uTqWnwplrJIanIl6uji/BEQSZ10fLNbVvGF1FiJrWOD1n6WZaEtUuGJ3avAq56k68qiARWWQw3tLVtMy6jDRdNiftyiRu3Bti6YKCSHJwvfAy6K5DbVMpUcUh3NT5JDSFZln4j6T/JssG6H95XbJzoxDm70Aw1SBf+DFiTmS2f87xOxNGXp+vgkuLxT7zGc+AwC4//77k68/+OCD+MlPfoLHH38cN9xwAwDgi1/8Iu68807ce++9OHXqFL797W+jqircf//9mE6nuOmmm/Doo4/iS1/6Eu6++25kK5Ljjj3okZGmIH3Z9nZqnJ0VzIUfW7Rjgov0bko3xuYGw/03nKbmpmsTRMYhShduGztvqRQ2RHsgzssR+1MA35inRSHDo+QAU7+Dzg4ZHSsNeId5n6vMZZnHNyDkwGqDUui0yDJsaB2GOIVH3or/q65DrhSyxi72We/BTpJEBlT6iIWZyvsss1SRNAAuXq+N4Ty0VFxp0aEscu7ibsHDy+mxyoz2oUNJpgEA44SbKS9FIbq2MVy3R6zIemEJL7TgN5Ut/KbQJZdKUMjViUGTsozVyHTeqXAFU8SY1P2IgU7W/ymRu6RrVCpjT5HuZdw5gY5Paiop785fy/C9TI0LwrUibHs1c3otcCTOwNgxAOtRSZtOp5hOp5d59OX2gx/8ADfddBMDHgDcfvvtWCwWePjhh3HbbbfhBz/4AW699dZgLrfffjs+8YlP4Gc/+xle/vKXr3SuYw969BRHORl6Eu5Mj72dBaZnSx4bN2/lvzFUG5FgRN/FmLRBYTzpYckPpqT+H2Y0pgQApQbtdHg+0fGljZFWRtsgJUCKRLCl1zdmY0DMHnEUIk3Ne5kXSfse9B3yLgPalsduaM3eHty5EN0vYnNuFrZPne/P5okoqTotouOzF6N8Dkl6NalaQNo/uA5BtAIsgFFnCDmWxtSVwWyjGHiSqZIIud/ChWmVAooyZ4UiI69XkFAIBIkVKkkosnhczn1MhWRA6BlhOsZ5Mgl0BICSoSnzdz4X2gWAF4czY69yDPBSJgvYZU4ymP/z4N1dScHpG2+8Mdj+6U9/Gvfcc89lHfswO3fuHK677rpg2zXXXIPJZIJz587xmJe97GXBGNrn3LlzJ6BHRotBOcsx3218Iat4CqNu4wx2iYWY/pehNzICAPk/eWYHTsNSFojTsWjxl8DXCA8lDiHSfh6mh3Ypb2iq7m7ZF0gC39BC4B87zmFgJ4+xihFp54Kxd7jpe1yT5+G9yjKuX5RszoPMsjmZpCDaxcSLMADQv20EFsCwlQ7gF1fOnUGUQAhB9LBmz7c86rqea/hIYUUKUMsQHzVClXOglkJ2Lpoly4yxReHkocUAa4TuKAFeHnlYVH9HRCDA50AnJaBgG/a2dTfobhHe04zZmNII9LgTQ8T8lKxOiuRMtE4CHt3jlDKTPcbyujsq7peeqAyljjFQr4a1fQ91hXJ6jz/+OE6dOsXbx7y8e+65h8OWY/bQQw/hta997UrnT4Un+74PtsdjiMSyamgT+AUAvaTenstdVPMW5XqBcmo9pyqR36NQZJHZDuExSPlQ5dATlGHCBhiwQZOelCC2VM6bS4FvmRifsstpF5IKW9KcKeQ5aH2UheezndURHEfW+kniz7Lzj1nb98j7jO//outQKYW864C2xabrYEF5VVm7h8wLUm9MFbrdlokKdkHLWNAAoDCa7+N2WBsZ6XmRB0APXYHOpfJ6nWTx55aYnPT5rReGw5YEXqfOTC3YCFCi33VlkOmM5cJko1XpTXFhfmKxjtsuye+SHEO5yHyuXNlDjnyimIhD55H3KJUb7U3vw6RRSDQVOqT9xwCP7tWYyTDtQLpMZW674fKWVP5xjMD0v8lOnToVgN6YffjDH8a73/3upWNiz2zMrr/+evzwhz8Mtl24cAFN07A3d/3117PXR/b0008DwMBLXGbHHvQ43u++8FIMGAD2thdYu24t2Ce+KeT9ESDGMlk0JuXVmL7HtjGcnztKCEJqgKaMASgCBwmCqXY/JgG8y1RWltXbxZ3c4/+HHmF03MQ1XaoRkB10XXhcrQHn4R0AWINXrJEh0K31HHvbJqDEczlCN6Szkx32NH9Yvo+9xMhbZG9OhM3qynAjWfJ8KAypRbiOvFbJKJ2WGhOnfUm9AJXKgALoOoVqv4HSGcyiD0AacIXj0WIeh351oTEBUDY5g6wFdCOYlgrUeSKWErPnMgNvT7I0x+5t23T8IEGSbiYaZ8HTenpJr+wQT08ehwkzAuzkHK96Tu8Kenqr2tmzZ3H27NnLOifZLbfcgnvvvRdPPvkkXvKSlwCw5JbpdIqbb76Zx3zyk59EXdeYuIbbDz74IG644YaVwRX4BQE9qXkYh5pmmxP0sAtfnmVBqFMjDQJ5xJ4cPbcLucGF3MosG4BJKp828Pbg69uW7Sf3J0t5gdp5rbHFXuxh4HeYpTxCCgWnyh4uxTgsjD4IZRLbdZ/ASmv7vgGDonXK2S60Df8NWHojKjqBJxezOolUkgAKGm+P3XuAkqFRsZjWleF2Q23TDSn34nMd158R4SWfeO8vLxROnZmyuHVTd9h+tuJcXZHwYGjuMYDbsKIsVldBd4W8sKUFJEdmAGhNrZK0aHkU3lutMx4rw5o8l0Q4Of47pf6y7AFFikrLa6WHD7o+ZoRLLzABegACIs5zac8H6B3FHnvsMZw/fx6PPfYYjDF45JFHAACvfOUrsbGxgTe/+c34tV/7Ndxxxx34kz/5E5w/fx4f+9jH8IEPfIC9zve85z34zGc+gzvvvBOf/OQn8e///u/43Oc+h0996lMn4U1pHDqh3ENpF6fWsdD0TGNPLGqyeLrI7BePwokVDVIKU/jkMVPtZejMGVHrYQxaV4LA48Q8xz5wTd/7coMjMCXJDgt/AqGXGjealeCUCrOOWQxqMfiNHfOw446NLeDvaZyBWPQ9iq7z7yPl9USYk9ic1ttbDBbyZcAX/y3DgzFoyG7gNLYzThhah7R43yXBoBceW121dvGdCFLWvLZeX6lZ8JoWZp/PU46ZWQQan3mhcbDXYN74kKlcxOO+g/E1cNiys0o2lH/jco/OgzGRZ6TFIdaU7uXYfSegpnnF5QpxmcIY0WZwfJk3VP4eTlwHh1ROUf5/YqF96lOfwje/+U3+/9d//dcBAH/3d3+HN7zhDdBa42/+5m/wwQ9+EL/5m7+JtbU1vOc978EXvvAF3mdrawvf/e538aEPfQivfe1rcc011+Duu+/G3XfffaS5HHvQk+oI9IUoZznmpsGpM+Vog1T2rOSiD4x6eFwaIECNjICvNWaQN1y1HY8ELnn8ZT3s6LUU8MXe3oAwg9WZpWSpfOWycopLsXg/nQ1DqvF88sx2tchdY90SrgEtQu+16XvsKwsE9aLlfm5EbgGGXp/P09lwXQx4lK+LmX5SQ5POIfNpHmBsjqyat5jvWnUK20uuw8XzNQteZzpz9WyZC991DGh5oWBMj8I1Za3mDfZ27LE2tia255+yJJJy1otOBj2X+gBDYg5LgAFoKmpltAjqDZWy2phEHrHfQeEFF85rS4AhHZu2y5KA4DPhcqTsZctcq5gvGYU34/c0LlOg0gfJUo0l0WIWqfz7agJgC1y2vNZz2Vro/vvvH63RI/s//+f/4K//+q+Xjnn1q1+N733ve5c1l2MPennhn4jlExrVHwFD4KBOCHlm5bMqDEGBLG4jFOfGyAgQ274PVVzotzuOdh5mbFLEWs45FaakbWPHknOP94+9vlil5bAcoxxzWA5zldfH525/E+CRd972vidgEXl2B6SSrxR3Yoi9vba3gtR7jy9cGMt/RWRtGwD2BjvVB0xOGfaU6iKUX4tVWVRHXlFY9E5gq5TT3HTexsG8HZxrMs05lDnbtF2866rhllqT0oIzFb2ThufMtf3JnXhy445JaQEipUycdBm9BgCqatHAe351ZYJUQqat5Fnh4s4xa9reU0/oCX5Tno+6MnAhuL1fFH6kcgpbRG8CD5TKFhjkdIaJtiLeeaFdYb4aLVGgtYNyn4PSlW4Ywo7BzzTpCMGVtitZsnDc7diDXvAlEB/cHArz3Rqnz64BCkx+IDZmqRRaB3x6RW+Pre9HgS9eyGMllLzvAaUCsJKlEnKfwz7oOht6nakxJpqjtIE02iEhzaNaPL9VgI5s1MMDgK6DyTI0WYY1pQDn5cG9p7kLG6e8vb2uw8bWFPWiRV5Ihqb1sGR5A9Hw04oeYQiOPDkpERaEOhMi0O3c0/xlobj0VCicWO03yAsb3qyN4fColyKznuh8t3bi0yU2Tk9D9Zf1wnaXd9cXNLA1vmN5nN8jubJAQs3lvqgNEZU4jHWniJVa5GtA5PFpr4daTPXAo6PXtQplxyjPKL13Gi/HSM+OHlbmu2EfRrqWlHQd2arh1BO7enb8QU+Eitqm812t3ban/3sPZ29YR5tlWAgPRTsvjzPsbtFkNRQg0MDkZqa0gEZjYhsFiCzjcxU0Bwy9qCvxZEem47lH8xvTyoztqOxUud/y+R1tf+m5AfaBhgHPqbXYUofl3l79TMtegV8Uo4XSN2oA1btJI3BSirxnNfT2hPdDdXsEMOWsgHHlCLG6ij9+Fng9gAAUBxDz3ZrDq7PNCRfAH+w3aBa2FKJpOpjGMNiluhtwL76p6+7gPNy6suotG1sT7qZAii1EZJHhXZqj7ACf8qRkyFOCV1zQH9QmOg9Pq4xDupIpSoox/j0L6/wIyGis/Om6zrZRcl4egT2FauV71JkeTSc5pM+dtX2P7AVMZHkh2bEHPVpggvCSozTTl2Zve4HyzNSWCLgFdC3LYJxHQKQWAMi15o7jMo83asQYjDaPAQSRMfK+x5qTMgtyUyOdBWLLnQd3lA/yMvBbBfhSJJ70eVbr3bUM7GIvL1VSIedAedW865iVS94egKAekry9clb4kKZbFLkwnIrGXZiMdBilSW+M+/Ipv5jKcTlENwcR6rSF5HYeTd0hF/tRfzylfDF7HCYkr0wXCqaxnePPXDdDXig888Q+FvM2YDjbcgETeHXxPOlvex4L9HRvZpuFBw2XJyxEpAUAn4sEs1tH5ImN8pOsHOP+bpsOxvRoa9v+iAgrUhGHAM8+QBife50pDoXSObgjRBRSZc/clY1MSo26GkyTPXYGRvKMuy5oM/Vc2gnorW7HHvTmew3Wpq2nbNddwGhT2hapb76oRCXCgXmWMcOPOibAeXkB8w9YGfyWgUb8gav6Hqfhc1XEJWyFBxNbymOKhabJDqvtMwJoD/syjIG3nJdkcUoZszFbNZTJKjrR38vmuuh7rAlvDwA39y2VgnbjNtZzqMrXwQEhfZ2MQ47Co6B8nwU4MyBJTKbaAhZ5OfRQBls/R/WB+cSWAFih6QaxSW8kuC8uNFfNW5vz0xmm5QQbpyccsnzR9TPMdxtcPF8FzNHeATiBIc2xLApbnO0eHififBtbUw6zBvMTIV6aD4Fd5vJ+AByIOT1McZyY9Un1hWuUy3PznhQKfee7JfRdj6bu0DOjM2wvtrE1CTxLejiOQ8xSCo4fQox/iJ5MdZCr5YeNKHx6Yi8cO/ag11QtM+KovibOF5Sz3KqmOIDjRbTvMXVgVyEEviTARdubvg8BBGlvKQaNtrf0+W1X33c6z1E4BiKZTuTC4kJ00/smscTgXJUtuoql5r2KrQp8NHbMxgAvj8bI+0IPKwcit0ctiDjsCXu/6HrIm5IAFbQQ0po9OKV1kO+ST/0xWMriczLJkJTnyEHdyT3waa092BVh/suCnsZs04orzzYnOHXGtx9CYcfMNgqW6KMF3fYJrNGZhjuuK2UBSnWhJwlYz22xqLHm2KOS0ZrpjIvid3dq0dtPB2UKsVFYU4Y+8yIMa0q1HOOiN01t++IF3/FC3hPrpVeCDBSr0MRATV49v0eCnTtmssbvatiJp7e6HXvQW9ucDD6ck6nmL0y5XiCbqrBWT3h7BQCT+Tq90jH/DrouyOnF0loxyzJWPhkzGY7bNsZ7nXnOxymzDAc0HsLTXGIpL+hyPuTLwpirgCGDWdYPgC9mZsaWBLoI8CQbNmUkCUfeXsrzrfoehelRV1auThIWJCjRNr5eR5+XBc2Boov0CKKWQna8yEPX/oENoMiEB77M+FyecWxB8mhsns96d6S/ub1d8XEopEdgWM1b7O0skKmMwbBtukABxkqmeykxm+/s2PMir4c83ELb3GC9MAx4R6HyS5myvFDsdeeFsnm8WBVGZzCNJ93oQol7YT3c+W6DetEG7w1Jjynt6xI7Yz3vmHEqiTyyhjHZPWOx8qVelrWI+7xc2jF+EezYg165luP02ZIbURI5QOkMqsyQTdWgVg8IQYrlx4Qnt0YU+EOIH5LgkrLDwGOv63CusYvchtbBQs/Mz5H96c0dW/gv1S4X8GJLeXwpwBvL2x0GeKyyE+1H+VPp5beU13WAuDnLmc1IiyvlbcpZPlAGCfJeKkOnLWhKar7MPckFlRZRSSCpmpa3ydZYPpymsHBgonWGZtGzNzTZ0Ng4PcFkmmNvZ8E5wLYxqPZbrj978S9toOt6PPvEPnebICPGZ14o9Cb0Wsp1S7Jpm45b+ch2QFpn3A1iUZng9VSROu1DuTt7/rAQXoJ/MVFJ4WgaR0QaYrQCgBTets10zcBzSwFYbLIkRQp/q5H5PNdmcPmenjm0rfbxsGMPegC4SBdAUHOjVIYDjJM9vNqH+F8AXxH9TyZLG8ZyW6uaBL7Tve3W0IqwZTw2OBfsG0x1a2sjOYajKLaMnW+V/8dsFVLL5Sq3pIy0TYk4JJmcuQsHHyCk60uTnp7MEdN4rg0r7WNQnPeR4wlYKJwGeK+J8kaxd2n3MzAOvGSNHwHoZJqjXrRBuK+pu6DofG+nxpnr1jCdWXCkFAApvyhFQAq+NjKtbc6zKHPX1d2gnBSYTDWmsxx912O+14huDtYkQSUGQAppSoUV8kwpX0ehzL7rgcazNym0STWWLBkmHhToPpCA9GEWl2fQ/vSa9eLTZRgnJQsvPDv2oKe07fzMIr6Nl2Li/EkMTkAAZOThmQSIASHbkUyOi729lMZlah7Sqr7HdttiqtRKrExauMcash4FfAkY5H5XCvCAtKfXoA8Kz6UtA7uUl5eylnJ5I/nZFmBvj7wCKfvF4S3jOwEACEgrAJh4MduccHE4kSoAAXqOQFEv2sDTICYkAZ+s0yP2qFQYKWdW/aScFTh1xgqyESmGSC+LectyZTJ0es21a041ReP8U3PHcrbF2dV+E+YqBemjXLeMTeW8qdmm9QAX8xbz3SH5BhC5OnetRZFmb0rwoFDjbHPC0mw0J/IM+84DJBXUU0gz9sp8vWDHwEX3NZiHvOcRu3NMiJxYv83i6gQN274fJbgd6Ri/AHbsQS9u2UJGNTZrU42DzFPYD7qOWwjJzuTUZSH29tq+F1kO+PEAj7tcb4/O02aZJdKMvL7MrkRd39j+Y4A3aDu0xFZhay4FuyXHjov7Y6MWTqli9bbvsVZqzPdqSD1OIFLfEMBHRjV+9u/OF4kbL/VF+pRUC5hPJlz0nhfK9aHreDydk7q754XGtLTgZUOMNnQ/2ygwKXNU8yZgYVIolFoAKZVhMs1BSi5t02F323p7TZMzsEkFk84YR/v3YtbkkU5nue2f1xjsXrAPCsva+dhjh/lMICQPEdEkh0Lh8vGLquVaPApxUv2cTWH4XGK13wbH5nO5UHTbhMBHrw2Ex00/8LQB21i2mIA9T+rGHn9Gnks7Ab3V7diDHukWUv6Fi07dYtOZHtNSwygAWca5upQuZQFwkXNMWBljdDJV/5Dc3ip2aFlEYrwEiiaay5jFCi3xs+oqOT0CPNOvXm9H+xRRI1r5e5W/41zeMmOPuPfF6rHpCSlzDBe8OP8V/DY9WhgoYz2I2oS95OTx2sagq3xekOTPaMHm82kqUQjDclQrSIQNCbbz3SaUSXPHQOE9zXphi8tPnbE6nNW8DRRkjOlRaNtt3YtVK9tOyAER5dDqqmVtT+r1B4QdB2IgZC/KeNACHCAWwNT9v7ZeMCGFAGhSai5BoO11ZXgOY0ovtBbYGsfM5W4pxzdUdwm0Ut17R0CXAjza98ReWHbsQW8hJJYmpeanW/oSWH1BG+4s13NUADeMJZMlDA1CdidgF06Z30uFSi/1KeqojMtk7s3NgwqwpTbnqsdaZf4pwDuKjRWcr0JgWRbWjAkuZAY+XysJLZTXmzpAq/ownydJKzGYBNJWUcTOF7oTo5DIFF10TFrM86Bom7y9uiLNSH/spu6gdY+Jzhl8aK4E2J3LnzUIc4kXz1ccQs0LhY3TEy40J0Yon3vhzx13Eu9cWFU2t22qNgBxY3woU+Y3KZcpC8XLWeG8Yy/8TfeIrpG2yWJzAicq6JeeYCyBxu+bzqBUwaxO2h7fe/lAAwCFCHnjeSKxACee3lHs2IOe6Xoc7Pu8An3oOeThPqjVvMUpUyLbDG+JBLg8y7AGsDdQOfYmCVSPEVtoW0wYOWoeTOb+xl5bup3mdwRb1ctr+z4IZxLg6ezw0GZsh4JcAtAOO84yiz3i1L2UeptKhZ4VgEHok0wSHWSvPqnbSV4E1e2Rd1XOrFdToQ0YnrPNgh/kiKBRTJQIQfrFt65IG1SjhWEtTjLaf297gc5YubNyluP0tSUunrflEQd7TeDpEBDnhQ2LlrOcpc3apsPFpyp0DtyKIiwZUqoPQJnmQtdKnd3pNZsHtbnBOH9qw5c2xEuhXnmPNram2NtZRLm2UAIu1utkibEob+vnT8zcMAT6fNehXwndl6ujHfP82/EHvaa3DLLdGm1jMNuYIJ/4JpD0ZW7rDns7C1yzmfuCZhHCjGvxSiIu9D3X7/FiKfJ/pPRB3uBRw5vxgkzbLsUoPLrKm35UogvZUby7o7Avjwp4q+wfG4U4yTNn4lHfo1BZoNbB5AZBSpGeSBzCtDkjBOOCfZT4LDqNWAI+qqEDfN3ebLNguTJbIqE4LDjbnPCxy/WcyxTI6wtKLzrPMgUsk5Pyf6fPlqjmOZRS2NtZYH9XFsZnHNY8dabk41JpBDFR53sNe2vVvEWnehRTzZqYBHRcqO883flug/luzaAt722s00n1guRJ59AM7nmhuXA/Li8BEHRblyULUnknLmWIGZs8j8gLTOUFT+z5t2MPelws60KZSrXIGwt6pHfIRIEuEouOLFgwHfBVXYcS1iMayPKJfNGYrRo2vFx6/lHPfRSt0KPYpQBd8rUl41KhzaOYrH8kn8R+Pobamm1jkEOEE6PFkIqfPWvQhwZjKnwQ4qw7nH9qjtNn1zApcw4PdqbH9rNWmoBKC05dUwYMQ6Vtx4Uxen5Td8jEwq4LW+9GRe9tY4GMiszP3jAbMBgBBOA62fRe7OlrS1Afv43TlkGaF57QQnk5aoFUzVtU+60n97hOEBKkYgCR98oe14iH2A5K5UHuU3rZ9D5RQbp/X0XX9E7UUwrQlSZVduSDjzE9l1K07dVpLdT2PfrLDE+etBY6JjbbyIEe0IWyFOeuQyuV8R3FuSzs02ZMPJHdEgbgI4BvLERGYdHceY2xfFg8Pv6bjnFU4FvKGBW5MCAdwkyFUg/L8RXIAoWVOLQ5Nv/DrmtMdSXeV+YoDytrkHqmq1heKFT7obxYXIjsF0EfgqPcHYrQw5A5OSoAj/NMloyxwMbWlLfZ7ggTVPMWdWWwsTUZiDWTN8hF9Os5d2BPsZkp5zUrJ5wH29uuMdsssLdju8ifOjPFxtYk6LF3+tqSvSJl32xb6C6OL1sRyc4NNqRaO6JZM/COiL3J99aE9yY2EwFiNbdi1EoptI1BbdqE5xV6ZvQ/g6EZPujI90/mc+kY8Tyulp2A3up27EFvOiuA1jKqWqdgERcZUwEsYBfpCiHwpcSXU6FOyvEFJvKBOQ4vBF8GiIcBX6pUQAKQtLEauDg3F4+V85O1dNLoXIfpZq5iy8KSh4LlSmc43Nq+R6ZVkLcjwCLgswvkkMwyoL1TuNtFH8K8kC/I7pT3LmqhV0mkkLzQqKdWHo3OQ4s0sRdlKJNCfRQGpE7qTR0u9EoprLu8NgHr9jMV9rYXOH3tGocj68oEeXEKiVpQtGUSxCKNPd1ylged4CXYy5IAyc70992/51So3rv9DVzY1eVfKZ8nPS/Zgkha+uElfC30NA0DXN+FQBeEt69SouwE9Fa3Yw96SmUoSqI/6+DpPNBLdF/SPgNiNR6Z3wPSxexaEFqSZQVKoTXG5vUS+cJVbWysZEyuwrpcBqDx9sUSeSLjhtKa4UhsS4+5CuCNgd0YE/NKS62ljBrIAh5kAATlL9xNXSz0csEnk212UlJm9FuKW1OOj0sT1ouBR2I9us7nBul8jvFojyfn4XUyARv6VNoqqjBZRttWPE/WenC3AAAgAElEQVT/9x7nDakcgLy3at6imGqew8G8xd52jdPXlth+xgb+qWOE0hk3so0LwVN1cHHvPLp+CTYEgPThW1RtEoxImxTwICnvPRkpxUgAI/DkcwnzOdzwvl+t1kIntrode9CrFwZZ7heRvBheslSzT+lwSkt5e1yyQNuiGr7Yu6MQ56UWqgMYeGMS7OTvFsPt8fUM/l5xThKAJEgR8I15gqPHiwFuBcCLwW6V2rxDz5sY0/a+mBzwOSEq2JYNZKWnIH/HklepRrKy+etEaw4PpsgbBHYMvokWQ0zfr8PmphQqRWOZqKTaogVj0gpOG0ymGvM9mxNYVAb7uw1MY6Bd3o6Am0KnXddzc9md81ZxmeT/OtNbpmjUjkc2jB3W9XnQG1VLcf/TMaauQJ67NTig4lpdlUEhZCwSABoBcimgIyWYWDhc3nPy5M1Vy+nhCnh6V2gyL3A79qDXmx4m65ktFrO/SLWhrW1IaHNrmONK2QD8HOvPjADaKiUFqwBgKnQpc3D8W2wn0A2KzuW1uN8SQFZtQURh21xcswWRLAC+o3iWyTErzOWwOeeXAIjB/sKLo99UwkDWdR2DgKwHlQ9WPNbEBc9+EbVeWShXRkBHSiiSfUxA1ZmePTppniRiWGiajtE2fg59Z6XSiN08KUnWzIY0ZbG5aQzqKq05SQQerTPAEXMIxGLgov56Y2ZMWD6gtBDs7kKpMgUbDqa5H+w3vlhc2157RjwYSI/NiG2xN2cSDxPyYSNu2kumrkIEArBzv1zMujrw/PzbsQc9288rD1TqyejLI6WPdAfk1NYlJpQAyRIGOY5KFZ6LQs+46Dvl2cHNkUoluGRCHGdQH0h/CBBf0N+HzElnVsWGiT7Bq9lSNZaUJXN3S85NtgpIL6tzDMYt2ZZicMrt0gOQ3kkqLxQbeTzlLPesz84zD6t5g73tmsdIL46kwHyNXy7mJjxFR+KKPdHUPOvKoK5aaJ2hdzV4U61txwSECjVy0TeGOqErDv0CQFn6/KP8HmqdoU3cF2o0C4BlyOjvQasfChEH+ppq0LWBiskJ0CjHF3txsdsT6m16YOsWfXB8Kr5PNRs+sReGHXvQo1oimT+gRYByBZTna2urTjE9Wx75PLG3J+u9DttPemopi0OZwHLAY0LLCuHN+Hh8LUvmG/wPAK4wP8+yRAG8ZXRKb2/M6ztKru+otszTXPYaeccl6CHJbo/zdD5f1w26IcStaoJFMwJI6vJNyiC2e4NFKunJSYsBlXQ1Sd2EQCFWj5HqI3R+UmKZTHP+v206FFNP+dc6gwGgSKBZgJj93fE1kVA2X7sYK0Oa9v/ogUIp9gAbkAaoCgAvDtlyY+h1P//4YZfmDwxDlamWQhLomqbj0K18vS80s2ifD1WWtu+hLvNBuzshshwPYwbYVAdfTPkFAVyY0xjsbdfY2JqiPeTOLPP24te5n9sIg/MwcsrotR0S0iSRaflD45bakg9/fFvyLEPlrq3MMvb8ZMgzzzKYzHEM+nDfw2yV8oTRTgqJY8Reudw+Nh95/LBIeqjPaNnBYNo9NT0N5bG8dqVSmQcn0zNg0edW5skATxyJa9iAITGrrUOPSCmFpl7+7lPrIaBFOQvlv4h1yZ5NRLgho2seM3k9cVgzFu0mI6Chc6UKzQHvkc13bdf3jELLgrmpte/nR/ecoj6AyPFHIUsq+6D3nrzQSWnn1AgA5v2uEpCcgN7qduxBz4hQSF0ZfkqmkBCZDO3Md2usnZlysXnTW4UV6r4wtmwQ0MW1eLkAPRlCHGNwHgZ2KUsC3si4VI5vtMN4goQjrQBsWQaAVilHZOlXBj/5cLBqLeIqmqFBfSEw6J6wzMa+FKkiafkamVIKk9L32EuZ0l4Yupo3ePaZeeCxxaBG4Ul5TNKRJd1MOTfydGTBN/XeI7KKpNzTcbuuR6kzn7+Mwp9N07n2Q75RLoDAu5W5RqUyJq5Mpl5LNBacznQGBQskPYNGx2FeMhnajD0q+QBQTG2/PSNCvnQPqUxXhnwlUMXvk9JWLDzTGXLooEkuPax0ne8LSPeybUzgTZ/YC8OOPegBwM75CmuO3g34L0u136Jcz5k5R8w8GxrKUc409iJgkMCX8vZygEWpcwE8mrYhrRjC5Q5HtJihucwkuMZgtkpn99T/xnl3yKzkWp5lgAM7Y8xy8EOPNaiVAG/Za41gz8p5poBPXgM9eKwaMqXw5rLwlY8maPZavNC0BwhqclpXLXt2OcKSBulx1IuWqf+zzcKroYhQfbcQ+SwRsidvUQKNDL8G3qvO2MMjsODcpPPwZGPXuCyCxgWeqgPVzvRY0xP2tAAADigI6HozLAjXoj6SGJVFlDOjB4NJacOwC1FuIT041WXB9VLoU943+V4xE1NnmOq0B0tEHAJD+TCtmrTneqXtxNNb3Y496OlCQauMC3wBBPJjdWWCtkP0JairFqXOsDFV2Os69o4I+JaZ1NhMkVryzItPx3372t7mv8a8PdMjDFkiDHPGXl6K2XmYHYVRSuCycPOX5RhlBH4yzFsy+HX8t7w/R7VU26QUkMYPKToCxsNMKq2MjonyXDl8gTaZ9YwM55xosQ6O7VwSArz5bo2i9PJaeSE7gvsicwovzncbHOxbwWipbdmJ2jEuiRDeZNsYoPEi0HJsHF6U4BCEUh24tHUo1SXb7hDYxXJedI+lRyXLGTIdnl/OnT1MAYJcuyjAmKw2gmkrpcfc+fJCYVEZPu/UvU+pEgv+260fMgT6XJvpLz+UerklD/9b7NiDntIZ8lyzriBtk0918Xiytu6gTI9rZjkO0KNy4BcXq4/ZWNlCyntaBZBiwKvEfhLsgjq9KJdH4+I5JecVnT9FdpFhQ3p9T4R44xo+yvtVAhQpLFoKUKSfVGhyWWukGPwCkANQJsA15RXGxyQiCxCp67u/JVlCFq0rbZusdiZDp3oGFQpr0jFoca4rg9LVki6qFqbpMNucOO+u4H5tSqngQQ4Ai1PTA93BfoOfP7mPZ5+Y49SZKZdBUIg/LJz3OpNkstCa91EZdKEAFzYkL4hek2BE4Gy7tFvvkWvgqCFtF+YsAUAXWcCGtO2NBAkHCq3wrGLQ4nGiLyBdb5x/bJuO50ReodwWl1PEoW0CbUm6oX2vFuCd2NHssnzvz3/+88iyDB/5yEd4W9/3uOeee3DDDTdgbW0Nb3jDG/Av//IvwX6LxQK///u/j7Nnz2J9fR3veMc78N///d/BmAsXLuCOO+7A1tYWtra2cMcdd2B7e/vIc5REAcDX/FjSQea/uI5tFhfBUv1T0Xi5MWljHspRFEJW8WxSHh5gF+Sm77EQgNf2PeuBsjeIccCLQZfGxySY5M/IWNP3OHDAXHWd/3FzbWh732Ov67BnjP3txqWINzGIG3eelOfdJK4z/nvMxp4ECcSo7xwA9tIAsDRXNbcdAqp5EwCbB0gPIPSbf0SIbPP0FKfOlK65a4lTZ0qsb05QzgquQ1Mu/2ZFqTUDXmdsbWo5K3D62pIZzFSITuHG4PoaHwq1xI02+E4QOE9LK0VGjWNpjHa/OXw71dg4PQ36AprGMGgDIrTqrj8vNPfbI7AjwKN5xWYcq9LnLjsmBJGXJz0923UiBGwZBlaiEWwcbqVQbVt7MJQeXaYznq9pzNL6wytp7RX6+UWwSwa9hx56CF/72tfwmte8Jtj+x3/8x/jSl76Er3zlK3jooYdw/fXX401vehN2d3d5zEc+8hH81V/9Fb7zne/g+9//Pvb29vC2t70NRihWvOc978EjjzyCBx54AA888AAeeeQR3HHHHZc0V/oyxZqbsdIFh4BkgbB4ugfGmYKxbJbp+5UW2LH9pY2FNAlcFoeAEjDOGB3z7mKgGMvtpYCJfhsHbAdizgRopg8btlJtYeWAb7cz/L8E17E5pcBvDPgu1WQJAAAGGAIRIi7QNgqT2RY5IsdkfPmA/HzlrkM7/SadSyKw1JU9fr1ocfG8DXfK3nIAuENBNW+YuHX67BoAq0PrO6obNAIAOL8lHgTnuw3nt5VSrmeexny3xvYztmcedUugTg2Zygbg09bWc8p0Bl1o9oTiEopyvcCk1GhonwjsCOABMOFF5gO5I4Ij3Mi/6f4ZF3KtK3v95MkSKNM+KaINEBJwMp3xj5wTXX9nhvnJ58pWekBd4ecXwS4pvLm3t4f3vve9+PrXv44/+qM/4u193+NP//RP8Yd/+If47d/+bQDAN7/5TVx33XX4y7/8S/ze7/0ednZ28I1vfAN/8Rd/gd/6rd8CAHzrW9/CjTfeiL/927/F7bffjn/913/FAw88gH/8x3/E6173OgDA17/+ddxyyy346U9/il/5lV8ZzGmxWGCxWPD/Fy9eHIyRenpk/KTnvgCyI3M1bzgctFCrL5yNWMgZnFbYL5X/WwZ4KSCLwY7mY491SH4utW3JPjKsmQpF0m8+bzbeyy8OkaIDoDqsxc9l0TFo/Ji3nCK5jBlpqI7NL2s6tPNhWE6G5yjE1zYdJtp/lloktDijcKjs49Yp61HI2i/ZuHZja8rbqCM40eoBz+wk8WrZBgjwbYmUACkaKzscFFObN6yrFmjscfe2a8z3aiiVYW1zgjWX94vTBdIbpnvE4C/UZnShmSDTujq4mE1J7ZEIYNgDc5ii3b2WINgK0OF73InvPhRqkVfVhR5IoGU6w2QSfWq1L3iXSjN2vkPB7Kthbd8ju0zQ+kXJ6V2Sp/ehD30Ib33rWxm0yP7zP/8T586dw5vf/GbeNp1Oceutt+If/uEfAAAPP/wwmqYJxtxwww246aabeMwPfvADbG1tMeABwG/8xm9ga2uLx8T2+c9/nkOhW1tbuPHGGwEgeJItJmrwxYzj+7JRKFnsIR5mY16eXKALl9vKR4BgmWblIBS55MN6WFeHw45/1H1SnmJsRHgpRkLD8XFT4dcxOyzUGZ9PkmtWMXp6pzo88oZk+EwWkMt+bNID5OOJMDqH10Suqtpv2aPa2LLhzo2tKYcPCfBknjpmJQIIwo4yZCmvC/AsSBozLXMGcdsGqGXwreYt9ncWqBe2BdLF8xX2d61qzMG89d89Lrdo2WvLXei1nBWYOkm0RWVQ7TeBaDbNpShz790xG9ZfQ+88ONMY2E4TvnFuXAJC7wN5w7SdyCoSWAGfV2zrjn+sBFvL4+hHu04WdM9PVFleeHZkT+873/kO/vmf/xkPPfTQ4LVz584BAK677rpg+3XXXYf/+q//4jGTyQTXXHPNYAztf+7cObz4xS8eHP/FL34xj4ntE5/4BO6++27+/+LFiwx8xG6T2psAgtAm/Q+A656Ao6srjIUBgZA4ARzO8hwcW+ybys/F+8vFfoy8ctj8r5QVDtzjso08Av7L0cZcxSTAxQT0ZUxPMq9u0nFrnYCiTgzCaLGTaimAD5XK4nP2wqaavS2lMhZrlp4hhVnjXnrkuUkhaNp+8fwC9aJ1YcoQ+OiaZK0djaGQrQ2pNjCdLRlAYxmiYQlAx6SS3njPjFiZSnnxadpOxJFe5DsJ8Ioy5/yazbtRzMQ/nJKHFpNiBmxYev9M+qFD6QzoQrIKNQiOw5TsiRpf36hUxuNJWYc6vDzXduLprW5Hekcef/xx/MEf/AEefPBBlOW4VFcWLRR93w+2xRaPSY1fdpzpdIrpdJp8beGeyIqJrZ8ChhRrAIOwp+yfRibLDaSlworx63wMgCXKdASEY/vK12Om5iD/Fu1/qX2yrhQAagl4wsMFkAS82PMKivsvwQ4rYxj7P94uKfG02BO4AG6hixiEUgsSCD06yhnTGEm48jksX1IgjyO9QSJhxDloHz60x7QhTR/NiNv1EH0fAPfjo7ntbde4eH6BTGccziQyjOl6rG8UgZSXvS4ffpxqK9NljK/7W1QGfeV7AEomKYGGLFcICCU8VgWAx+oqCQ8r1coofm/pngIUqh6eUz6kcLmEeCjJHHheVfZmX6Dvi8s8xgnoDezhhx/G008/jZtvvpm3GWPwve99D1/5ylfw05/+FID11F7ykpfwmKeffpq9v+uvvx51XePChQuBt/f000/j9a9/PY956qmnBud/5plnBl7kYWYaA52roHmkTNzLRYZILPS03Cn7IZA99g4DgkaAkPTKxhLFMhQqvb0GfZjPQwhwg/+vUCJ6FY9z6f4IQUPW55VKocxcsboAQiR+L1svUlJoZKlWQzRm2fnotWIE8GKjpqkyp9c2nWV2Ck+Gw2smDHNKAfRU+FwKSseyY7K0oK0tGYXLJpRldVJoTxcKxcSG2WabBZM06DNOFoNB1/VRP72Wi+InU43tZw8C5uogNz4lRRjPcrTXbK+haTo0VZsEIircp5CiPW4YFralE/bcY8eJc6ZxbWHquuPXY0myuBg/FcKkMCf9fWIvLDtSsuqNb3wjfvSjH+GRRx7hn9e+9rV473vfi0ceeQSveMUrcP311+O73/0u71PXNf7+7/+eAe3mm29GURTBmCeffBI//vGPecwtt9yCnZ0d/NM//ROP+eEPf4idnR0es6oFqg2KEuqRJqF4is6jvF8+USsDStULvUt4IFokPLGYiCJzVzHgpUx6TrxNLOCAX/BjIBhb0JeByWEmQUV6dEVUf1dGgCe3TZXtyqAzm9MscLSOFasAHs8Nq7dPonGyuFkSRzyYmTBcKQTOyQualBobp23dHeAXU6m3CSDwIOQ2Mir8tnnFGm1jPEg5QCNGJVmmrPTZVHYiT9SuxefMC8sApfKJ6SzHbHOCM9fNeLsl9/RYLAx7lJkrq2BJNOM1LI0DMWJXUskBEUpC4DEJYByCivS4WDVGhXlOWU/ZuvOyaLWoS4yPmbo3srwpzNN2nOO7WuxNdAXQTS7z5zI9xf8ldiRPb3NzEzfddFOwbX19HS960Yt4+0c+8hF87nOfw6te9Sq86lWvwuc+9znMZjO85z3vAQBsbW3h/e9/Pz760Y/iRS96Ec6cOYOPfexjePWrX83EmF/91V/FW97yFnzgAx/AV7/6VQDA7/7u7+Jtb3tbkrm5zOpFh7W1mMSigvAPmfyA0+tFqbmxbIoxSUavpbw8+j8GvBggqW4ttcjLkOjgtajIuu29VFoxEo4NWJdR6JWYmEfx+OKwoSSq0GsypxeCoz+OJPBIbywVlpRjYlsV0Fa1PMsY1CZao1zPUe23TlvRhQ8Fi1KCo6wVHcsRS5Fm6ZkQqQOgHnvDzywVnfPxnQ6DZCrL+j1Zl0rnIQ8wZjfXlWWrTmc5Fq47utYZNrYsG1TWttWLFusbhQ+rCk9IdieINUlJUix1bwjw6EFCzts4oKcQa1GEuUIiG8kcKN0zmb9sRciV9uU6wkTxfODFS7AzPSieK+v1ror1Drgu6xi/GF7pFc+yfvzjH8fBwQE++MEP4sKFC3jd616HBx98EJubmzzmy1/+MvI8x7ve9S4cHBzgjW98I+6//36mHQPAt7/9bdx1113M8nzHO96Br3zlK0eej/+gxx/qdD6PnwbdIkIgNAZEDFgjXp7BcvCg48eAN/h9yHEOs5R82hjwXarJkgUy6W1x/hLpDx4B3qrgNhbWXIUVauDEshNjpMesxd/FrBgABoEJ/Q2EZBXqaydlsgCfUyZg48J1KOE5enkuOp8UhqZwKt1NmW+alMK7cgs3hfhjApeMhkjwVcrW3S1cT72N0xM0rsaN71WhgMKe+5QuB6E+/2Dgz0XeHbElCxcmpXkVDqBMY1AvPLtSWtf54vNMZ9AiXOu/y5prHOl6pDcnJdZSecAUeUWKDKRCozTmJKz5wrWsP6aUnYsXL2Jrawvf/7//L7ZOr3EjWcCzMyUrjsSnqYGn0hmm6/kA9GJGZAtgzxjsdh0WrpCa9jnoOiz6PiywFl5e1ffYMwYHfcfhTCD8PaatCSzP68VF6SkyS3w+eUw5ZlktXBxeLSOQo/DmhtaY0v8utyc9vRTgLcu/xWMPA73Yu6S5ylzjVCkUWYYNIYtGodcNpbC/7etAZRhzvtsEYCiVSgb3vAm7bEuGpSyX8cXdhkOMTBJxvw/2G6uOIhZvAolYQ3K+WwetjvgaIjajPNak1L4erQnr3aSntL41gRElBuRdkRqNJIDQawBguh7GqdyUsxxrmxMUjhhUzRss3LVo5XtfTkpbpmHVbloGPACQOUa6r/R9JtZnTECJZdZovoGnrn0tY7wfMGR4ywfqg0WNt/4//x92dnZw6tSpwefhco3WOTz4cWA9TeRb2fYXwJv/+Dmb6wvFfgG0N23rFPmEJp90+Ql7opy8lE/MxzViY6zNKgIi2k5e3mhY03lZRZ/BIO3hjdkycFoF8I5iR8ntxWFISR6hY0nQSgHeUuBLzGmsoHzZvMc6vqWYpGWW4eBig0mZc15qMvUtbySDUxaNx0ARewayRkx2AuhMj0XV4mAvLAeQHibJgUnvciD6rPwCnRJkUJ3X26S6P6Uz1vckS5VVUK2bvY4DZDrDuiPKyHIfCm0u5k2wT6YzmNoDjr0e25V9vlezB9cb+z3y0mYe8AALiBS6JH3Pyp3LdD0611dPsl1pfKrTRFxTSYAs84EBT0BEjeIHCLpPV8Uop3dZx7h6xfTPpx170OsMWBoJRbpUQX4RyPJCYREfTBh5eSRCHXtc9HuVsGGeZSgB7t8X5+aW5fIuNSy5bL9UjvBK22FlAssIOquyNXn/JedeCozutQIZ9hctuk5ZOTsXIeg6CxRt06HbJGJJO6ipA/yCKBfGmNEJeOWVg70GF89XQXE39aPj/52XF4fdyCTBpq4MFq4MgUFPZYOGr1Kj1jQd5nsNf1+apsPBbo28UNg4PbUkr7rD3s4CpuuxmNux5XrBnmZeKKw5Ae1ut+ZztE0HPVFY3yh4vDTy4FrTQ7u85WSao160DHhxUX6mM2Zyms4SSZTIsUrPEbCARCUY0puj321j2z1JtaZYujAFeKlyiRN74dixBz2lEZBYJJuLPrBUbyTDUZnODk3spry8ZV7hYWanmCalIF6c6fipRdsBsgzzXYq3d7k5v8N0SgEwQ1NuvxTAGz1XfJwloc9lc2XSgwh7AT50R4DHcl7kPW3mXFRNYsfAsC6s6zqh5EHSXxasCBxkoTd5ZuwJCnKGBNyusx7LgQMKqscDrIeVqQylyGfLxrLPPrmPve0aZ66boZo3OP/UAQBg/fSEi67tvF23DKfXueG8ToqctI2xMmibkyDHdvrsGtY3i8AbKpzmqKqs2o0Fd81F8mSZzmA6T36ZzgqryiKOlWkvbbZYePHnVekleaG4zIOMvD8iKMmH6LEHnati3RUgsvyCeHpXp8PhC8gk2ElGG23nRSxa5Ac6l0h7ecGYSwS+VQqxdWLBlr/jp5llZQtHCV/GNpbv03IumVdhiXN58RzyaD+6xvgcy7pYHAZgQNojjCXJZA0lUe3p80J/z3dr7G0veEGm8CeAwHublJbmT6EyUlqxHoz1Yvxiab2KM9fNcOa6GTa3JqjmLQssK+UbvZJRQTiTLNyxGlfWQN0NQo+yQ99ZgosN3+mgwSu1NAKAvZ0a289a0CsKhYXL13HJhljgFwLYyTOb79ZYc90iNs+UePEvbWBtlmN/t0G13zoR6wNU84Y7RkxKjY2tCaazArrQmM4KTGcFTp2ZYnNrgs2tCWYb7nV3rk4AIXVraJuwPRCVEwSamVSyRGHUUnOpBVnMOpX52fi9HyuCf87ssssVrgBojtjPfvYzvP/978fLX/5yrK2t4Zd/+Zfx6U9/GnVdB+Mee+wxvP3tb8f6+jrOnj2Lu+66azDmRz/6EW699Vasra3hpS99KT772c8eWUnm2Ht6sihdqkVI2rGM1zPzawXvpu2Hyv68Xf6P5eUOh9kqzM1V5rtKA1xipC6dzwjQSbJIkQDeELS8l7fU00vumw5prrIvcLj8mHxoaPsevXs0rOYtEz060wONYEwu+iB/Rp+jve3FYAGkNj/MLNYZukUvlIMUe2GT0jDIUX6JtDdlHrCufJ1fZ7z2Z9/1WLiyg1iBBQA6ZcOHkvFIRuUQ288e4OL5yrU4mvL3ZTFvgpyicd4tlQ60TYeDeRuAj6xdtAQgg72dmkOK0/Ucpwvbf892d8i4uwSBzKkzpatN7KC09W7LWT7wGFnAuusHepoAMJ3qwT2J2bKUk5T3iK9FlELIvKwk7pj2f1NO77kpsfi3f/s3dF2Hr371q3jlK1+JH//4x/jABz6A/f19fOELXwBgRU7e+ta34tprr8X3v/99/PznP8f73vc+9H2P++67D4Al7bzpTW/CbbfdhoceegiPPvoo7rzzTqyvr+OjH/3oyvM59qBXuPIDyWbrlMvviZolMvrAZkuwgVrmHLUrAe1LFgPVso7p8thUe7esDAE4HMCOErakscuYnGSx7JgsV2BQPATw5Adz1ZDmMsCTc5HjaZzOhoArz0X5nLbp0FWe/JFDhM51hokOa+lItYWsMz3UNMNsY4K9nYX/TJoejdPbLCb2MzstFdY3J2gb20hW6seSNqft3ddw+FJrm6ej+ZGXQ53ZKVxIlonzSdvbqTHfrdF1Pc4/NUdnevZ8ZGG+BAKtMijBkKbyg9nGBPnEkn3mezWDsmV4tkFRfW96/PyJfZTrOWYbE2Q6w97Ogr0sbj3UdMzeBIASYHDichL3PmiVcY6Pzk0PuXRueq+q/daHj9173psecFEg495LCYJxXs90PZ/PXG2P7wpY3KFmmcTjKvaWt7wFb3nLW/j/V7ziFfjpT3+KP/uzP2PQe/DBB/GTn/wEjz/+OG644QYAwBe/+EXceeeduPfee3Hq1Cl8+9vfRlVVuP/++zGdTnHTTTfh0UcfxZe+9CXcfffdh0pdkh378KaOnlz5ySxSUZBGT22jbXAQem5xacFzZYeFIcdeL0YW8tHjHHLMeNtS5RgBLGU2DGvK4z2XgMfHgA9jDs6fuLY88z3SpFcgCSG5y0OlFD/oob75RnQAACAASURBVErmdmihpdBhNbfNWoup5i7ji8r2zDv/1Bx7OwtQt3UpUt02HfZ2auztLNBUrRNsHnZPkI1eCbAyV4NXTBTXs1FngrYxvPgfuOJvW+6QM2Cef+rA9/hzoV5a4GX/umq/xc6FynmihsFy+5kKezs159M55ykUbgAwcMjvqpQ1W5vlVvdTlEFwzk37+khDTWLFcWT+k3KNXFoh8vx0zQRkMZiRR0vArJUl4chyiufcrmB488Ybbww61nz+85+/4tPd2dnBmTNn+P8f/OAHuOmmmxjwAOD222/HYrHAww8/zGNuvfXWAIBvv/12PPHEE/jZz3628rmPvacXaBxOfF8vmccbU8lImSw3ANJAd5Qwplxk42Pxa30fEFbavh9VWpH7jgGR9BBXIasE3uMKwBvny1qsFlIEloQkLxPwUnlSua1IHIPG1Ae+9o2KsQl85GcoJJD4zxjXw4kau/lebRuwbhS8WNo2PhYk19YLNAtf9hB/RilEurE18QxSEToEgBaiP2SCcGEVU0JJsqbusJi3yCcK1b5BUxmcvnbNal1OFLdS4siJWPwLbb0wqr2juWsXoqTSDiLzAENKvyzNyHSGxbyBqX0osa4M9rCwOT8dlkasEZNVpDHo/RjU0on3q4WVI0sp5tB5W6e0YuBzgsQG7zobIjbuemJP+qrYFSGy2Pfl8ccfD+r0LsfLS9l//Md/4L777sMXv/hF3nbu3LmBrvI111yDyWQSdN952cteFoyhfc6dO4eXv/zlK53/+INergYJadl+5SiAR0ae3bKC7zFbJa8GJICm990TVs03HnUecWgUGIZHU3JgEjxkaJNfB7zItAttAgngE8eL5zpmRwE86eWtEtqkvOT+vAnyb9SRfFaSfqaXrJK5Hqnc0dadfegSIDF3NWQv/qUN9nSYHeq6p1NHdlmcTh6TBT4briSdzWreYn+3wZTyhlGZBLNGTY9iEpJnmtoSWyhHVu032NiaYLEwONht0M1bVzqh2SuTyjS9OAeZJMIUrgsEEXnqhQyPKgZKisYYV2ohQ7UA2LOk0CaFLynkSKHfFqFnR+cGhmBLRfE5VDBGljWgcLk8J0RPLaCq/RZ6otBUBkXpgb/rerT9/z5G5KlTp1YqTr/nnnvwmc98ZumYhx56CK997Wv5/yeeeAJvectb8M53vhO/8zu/E4xdpbNOqoPP2L5jduxBj+jkXN+kMnTaPxHLp0Er63R448cUKWXVmrxVTGe2YzqQACLxP3snzhNcdv6UZ0jAxx5ZwuPjD8gIWYT+l10K8iwUltYCaFKhzWVM0lVJK7GlQpuHvZ7M+WXh54OEDOxnaTw7QMojBHh0DCY5KK/mkheGF2pa8GcbBdfg7e1YBht7aoIqX8485Z87K2jfoy42SdSwXpHfToBHVq4X+PlTczSVCUK0UsWE6whdOI/CiLaWb8JlDJ3p0VRejYW/i1HdLOXcZe0i4GXXmGHdZVDGhS7dmLbpkHU+pCgfVNB47dK2sZ4dAJjaemYUrjRdD+WUcrIIJKWnL+sQ9UQN2KH0oNEkmlI/J9YVgLlcT+8wCltoH/7wh/Hud7976RjpmT3xxBO47bbbcMstt+BrX/taMO7666/HD3/4w2DbhQsX0DRN0KEn7qf69NNPAxj2cF1mxx70qnmLaVF4ppXxX7LgyVokv1N99MhSns8yQksMRGNd1cMxw20DMBL/68RrbGJ+BBgS/AhUTMKDk/MnwJUAmZpjQGBxx19TyoOiILAERBYMPa3YlgFeykuUwBZ7eYOxg7NZI0ITLZwAWLkkNkuY8g9UsVRVULxceBCkXFJbW4CoFy3ywpYyzDYtRX9vu+bjqC4kUZDnJRmaDBAjeetsGjVQ1hnqXYPtZw8w321w9oZ17G0voFWGhemZ1KIL202dztF1FlyLQqNEzg+SRFTZ264DT03mRmWI0d9DB2Rdj4N5y6FNwH9HyejaNOXOnMcXjBF5uVjrNNM2ZAuAw5NaZdzxAaYHJioQspbnJvCkcC4RcaToeHXQJO//Fbd+Yn8u6xhHA72zZ8/i7NmzK439n//5H9x22224+eab8ed//ueDB8ZbbrkF9957L5588kluS/fggw9iOp1yK7tbbrkFn/zkJ1HXNSaTCY+54YYbBmHPZXbsiSyLeRMk3MnoSYxCJbLeaMzMCJANxrnfzzWxBRD1ZliSt0rsE/9o8TPmecW5rhiwSqUGHt6a07UslQpqEFcFPDnH+LzxvMa8t7iNUBzajIkt8r5yTs0txrL1VNd1LqRpQ5D2f6/mwbVfk7BcgBid7D26feqFwf5u7T6rLeqF8V0CJkMJLPnQRqG7cj1noWvZlSH+rXXGTFDK5T375D43iqUu6ZYZamW9dKFQFJ4UU85yTKb/P3tvH2RZVZ0PP2efj3v69vQ0kAGGUVBi1GgGrQQSGEwFDIqmRF5fK2UUawJlysQoKkGSKP4hSRmwfmXMF/kqY6mJ5uUfJa+lCQV+BGIBYhBeQQzREvkQhq+Z7unu2+eec/be7x/7rH3W3mef293MMIzdd1V1dfc9X/uce+9+9lrrWc9KMGB1dWlz7SQVOLh/7JBuQhEUAn4CpsGsOVaWClXz3eT1hyGheNLmJKIJv0+bz288aC79RjJoxLYkDzFu8pcEiEqalkk+C5cAzzdeOpIk/QvorWKPPvoozj33XJx88sn4+Mc/jieffBL79u1zvLbzzz8fL3/5y7F3717cdddd+NrXvoYrrrgC73znO22o9aKLLsJgMMAll1yCe++9F9dffz2uvvrqDTE3gS3g6ZVjhWJU2Tonf/IJsd1IlT6JRadrQN/fz6ZN8vLWsvWWL/heYN81/FwfgcWgIyIdufmzKHLaBvHzrcXQDDJI/f+9fYPHMA/UB92+Y/ikTeGtNtemHA+C12k5Xh37TcbJFbxsIY4jJHnikCHo2nWpOhR7n55vVtDSIc/QvvQ79TzVupJ4/KElm6PTUqMo66aLgSkLSPMYaeoex89Pz0QpDeQx6lGN1VGFtImaUKeG4bbMuWc+NvIGrQRYypo8s+J7+t/vPBGz8/jP3B83L2ewgNx4dUpqW1tI5udo6dxxJmxOkY6w7O9UINFHyK84LESWjXl667Ubb7wRP/zhD/HDH/4Qz3/+851tlJOL4xhf+cpX8O53vxuvetWrMDMzg4suusiWNACmLd1NN92E97znPTjjjDNw7LHH4vLLL8fll1++ofFsetCjVfS4qJ1EOdBOGn1hqI2aX8Ywcd8Nnjdka4Ffhw261nXQAs26wp1sHJPGYMs5JuwXyt2tJ/w4KR/ohzVD15wIrFHkFH1z+jp9rmzncK82T6g2F8g/U5ZB3JQBcOYnsRH5Z9Lmx+YzO3GXYyK3JG79KSO50LVpbEQeyRoyCXl5Smrsf3y1yS26BA4yLbXVx+Rj80UeyJb2F+CmlHIAz3i1tQ2LDnMjsca9ahqvfS8YkNEzMVqbLbOWmyWhqAgDJtcWxW0ukKTM+AKEWh4lYCFYdo9+JIiTaIjZSeMRIoJ4dnCka4elOP3ZCcVecskluOSSS9bc75RTTsGXv/zlifucdtppuOWWWw5pPJse9ADzhUmZUC/Qfkn5qpK/DmBigfohjScAVnbS1ebCUvfsBwNO6/H2NuIR8nNvtAErJ7D44VR6bSCizmvkcfV5d5M+nCGA838Hw5psexq5Xh8PywLmeawy0kbSCB1QWYEFPG+hZMEBLMyVtR6ZU9LQTI5ck5PMfkZhPDxeWE4AXKzUWF7sl0Y3ZBfTvdzvKamk0dd8+vGRCSkqE/IbLZv8oZSmL5+jWqJ053759rpSqEvDeOSdGuja7fctRtIoqVE3Bfo7Yx5fmsdOcTm9FwR4nEiTEsmkWXQQqYUYt7yNE4VFAUA3AAgYYkucCYfYwmvt+DgA2Dwgv3/7PiuNcvzTx97c7LbpQS9JW11BmjCWF0s7aXCvD2jDJrblijCTYnUIBei+YLTU2gEvwCsF8ICPb68Dx1pbw5tay6y4tTfetWoCc5a3c0CjAZFciI4CC23n3ha9Bkz+YPaRVZzzIuzhhYC2z8tLYSbMPE0ccpMNd3oLKN98L4izN1G5vets3R/z3HjYj8SXAROOJGLLjl2z2DY/wMJTq1BS20avZMO5Vs6LWzGqsPBUgYUnVy0wSMuQFLYX3kyj8Wknc9XmBn1v1BdYllKjLk14NB+2ijb03fPLBqiYW8QRhnnbsHc8ljZ3JhhA8VZLfs0tgSAX4ubXB1oAqytlJOUIBNn7JWLT6YGPkRYtQkQQgN2epALSC3X7z/1Zs8MS3jxCpJvn2DY96AFAksadlTiARv1eOSEM/luIts8dsPbDoslzktQYwEJ5DZCuF/gco3OSh6JN01of+CxQeudYq1VRJ2eG1gvkAMg1Nm0IU2tLaAGMMDeEQO49p7qRUoP3ep+tx7sDwr3yfAJNyMvz96cibFIsoXwvAEf0wAc9IqrYc2XtxDxaqpruA10dTAA2RGn+NttWV5pcX3NnSppSh+XFMZ54ZBm7Tt2OY3bM2AVbPvRyhmySVso0n338oSUABngVY0oaUpdRYclnE6fIHHAlt/j/HExar7Yt5LfPonluURy5NXFSd3rnAcBqI7RNpBKglQCj3zwU6pQ5sEUGMSr59bmyi/MeEOip7vvqE1ec9z5tn4Ov/vKs2xT01m2bHvSSpPkiNh9sYpnxDzZPigOu11ezPLQfnk8YePE6uRjuxO7vz8kiIeDjRjV7HLw6bYcAIDJMydWmS3sQSENj34j1qLL4Y+/LBVYRkCAMwmvl7/pyd33EFe7l+d5jH9CSl0qAuFp0EzImTKds/g1gotO+0o+Xb+N1eJTH4zV89FtJ002BOiDEjMBBobttx2TIZxMc3F+43dK9zzUZnVcphZVG/iunPnJNWNNQ8NticNtQOVAfaM/r/T9sWgWZmtfYLio5uQOApfaLOLI1c3WlkKesC3whjZZmoyXKQSv07AHT4SFlnlwsWlkxCg/zEKUfjuRpjj61Jqt40wCbD+o0riMKfIclp1euvc8msE0PeqnfXZp92GlyqitlC07JWu8v/KFNo7CiCRCWIfPZk44UGNvmTN4aqKDXBL6+cQVDoAHrrfHz7s0vwO8D1MOZu58IjgHA8/N4fefhr4fykLFqV+0ccOpK2rxe10PrSmqRBZVaJCtvYL3MqKjcBzyybNDm547ZMWPPGarN4wxJM5GLpmWPaQJLpQnEgNTSdCB3tCsZ2IUmcSrQtvqW0u04Qdd3aghV5HQ+oMWoXRhIBkDKlAdQVwTn/lgZAtDW2cVNeLPV9jQLlZKVQdBYrIfqeXzB/Coj8fhGSj0EdqF9pvbc26YHPfrS2i9xHKEeKfslEE2YxddPXI85jEPm7aVRhPE6c39OSDEAYn37T9qXh0/J1uq2MMnWo7vpb6u0tuHMSSab57Wm97fG3+R3+WzM0Dl5aJMbeXl5FKFYrpvcU/sVIdDwjQDPMjXZpBxiBtNELGLTJUFKbXU3uaWsToyHWOlcfJHG82uhXCOxOpPU1NGlgxhaGY+SQGN5YWyJKzyvzUs1RGw6EfBzxyx8a73YQC6Lxs8XEkQYsR5yHNnnSSBCJQQGFAXqSlpiDwEaYPJt3Mvj9bc8/OkDN4E099Zbb7fNtfJ7cMYrNcpxDSGEE4alueeI2GEJbz47/fSONtv0oAd0cyy8tUhduis3JTXQsMp04+hR37xnAk6h/dcihnCjdkPk7U26jn/+Dig3th79Tw6SoVDpJA1OahjrvObvy/6uGuDjr/vA1ufV0f36Y+V/JwzkOMnGL6Sn11NE0JmwhecJq09rywBMmLNo1PVD+T3fa+DhR+uZxRGk1ChGpmRASm1Zj9wTTFLlbPeJNTznSLlACpEqqe04tx2TIR3ESJvSidm5FCuLcdvehzFE+7y6fDYxwEcMx1Ihn02QDIWVHONGIcVYRPa7BbhF3NTNfdsxmc3jRXHbZX373MAuOMhrHI/d/m9UY8c7NYS87w7o+aHgBvA4CYbXQ/IQNpVfGKlDt1/fEfX0ZHboMmSHevxPiW160JOVaiaU2ISm4shZwdk8TM7JLE1iXId1NkPmg8+kvF5f0XcoxFlr3QG+Pm+PX88vNvfr4EIyXw4Bx9u2VpkEz5tZZRZvHypOz5vJi7M3eYgxRFAJkVT6auw6gMnO0efl0fnyyJQP1KVy+sUl6Obw+ry7vlAgJ3+EFEoorEm/uRamkhrLI9M4VUqN+eMGpsdes2/Z5B8J6OgYwEjxPfHIcltvmJm6PwonZgNzb+TVkoZmyEshAMhnE+uxkndTV0aoejyWGK/UNmRJz4zGRKUR9DqVFBCQUOkBAIhBZD08ACjHNVZHtW3fAxgSTMRyg2R+7s9RymHvD+Ue7b6MrEP7l1LaeSOBsF5kVUlGiIltyLYeqYawNA1xHm226UGPwjpKmNAUn8jqsp20yCg8w1d3ZIfi4XHSChkXfO49Bi3wAQjW8Pnn5tvWqrkL6XD65pdYrIcc4+9Dj9h9LSwB1nfO9Xp2/H8OeKHmtp39owirpbKSYgCMALLwPyfuZyfkLVjKO3VYCHkeQiCOtZWuI88MaD0hCjVSt/BskGD/4yPkTTmBUsoyTX3GZl0p7H98ZD250XKJ2fkBRkuVyRmmAvmsOQ/Jl3H9Sn6+Gobaz/NrpZS2cSv38rjeJXm0tL9ungtnULZhQonhtsx2SqdnxDtYAG3+TMSmHs95pizsyJ+fn4PleUNOuOHamVXV5jqVavOc9NzJSJyadDjzYWJqDvURkiHT6WHQ3kzX3mcT2KYHPdnkLZK0G24gJhzglSo0X5pQF3POmvQJvp36OS8cyM8BuIDTx+T0gQRwGZ38db8e0D8uZH2gGARDVibRd090bBJF5l6a16QGJi1616rLmwR4vfk+oNH8jHrvk65L2zWFCGXbv814cgokVctzOrZY25PV8hmDddNqhj5fNRQSCJMLakKcdG6ed3LIVUIgSWFCiR4hhq5LRuNZeNKordB1q0qhKmrIpiVRPkyQDxPMNC2AuNdlz8XAgmrpxqyYPkkFVpsu5qrx9jiYkLYljYFUUupKQQLW6xvOpbZ20ZB1zDjKce2QRPrGyccINELUDcGG5+RI7Jv+56Q2l5mq7GcCaOoOG1YqLWast8gWNZy1WtdHqDhdH4ac3qGC5k+JbX7Qq9iqlckb8UnF1yikD/8YkzsipAFACoUc/VY9fSxOf3sojBnK8TkgSSeakHvj1nd/Pkg4OUIP/PjY+XlDXut6LeSJTSKp+GDHvTs/X+gbz+eVqw07UzJx8sbLSdhCmCuqALAKLKFCdU56AAwQjBphaQCIvTCcAcNWoow+m8O51ALncC61+SUpNdImRCkZYB7cX2DMetbxsJ1SJs9HAHXMjhkrzk772zAn+z9lqQHzppjzUaNYISLMHZcjTYUF2FZHM25ypO3xsYigm2dj7sk8i2JUWWAdr9QYzCYu25W8OLRpCgJM7b0HPjD6Op62jES0HqLJ68UQQkPFrcfJ3/usIR9RHfDqqMLsXIZyLDFaKpEPU5RHCvSmtm7b9KAnYtORmlbGWW6S9jwZHTIdAfUzrLFxJusJTEtOOOFhTt43LxT6JODjr3VCiwiXLPTKn/XYxDBp4J5ifxwT8m0hC+3PyxB8MPTBju8TCtfy0KZfppBHEVYDEyYxfYE21EbbeI2YJTkwj8ESWJp9THlAbcON5BFRaQLPH3GjST4bxA0Rqw2bxY2nuLpc4alHVyCV6SIuKO+Vx21HgVJhJCsLELLxFNNUYKXqam5SGJJCmLxEwNGwHRow3HbMwN5vVZgWSRQ+BRog9fRBCUzjNIasJJYWS6vfmQ1aIBstVZ0yCKfmkdXccaAjohFnZtJ+oefse9kiNmCtlEJVaQiRohzX1oPOZ9tx0vtPoeelA64O6bNmU/bmum3Tg17EJp8sj60GX9+kQvtO8vB4+LLyXydVEmaSHdMBsHUCHx3LQbCP2MLHFxr7M6mjC7FPeS8+M57Ibg/ZpPybv58FLoQBLwR2ofOux8ujvOLqQTdgzXNwxOql3JJ9DW4IMmEdwP19iBU4WlKdiVmy/GCcCgjGPiQvhFjH1EWd2+pyhf2Pj/DUoyvI8gQrCyWGc6nt+n2wGFsvjvJt2+Yz6MbjI/YoCS7zGjoijJDnFTMPlAA+yxM70ReNx2i0J2XT5si8A4aZGiORrSQYz40WjTKMzVc2IMTr6/ycHdD15jqlIs7zbHsP2kL6PLZF/mRjT5xAS6OhSuOxuddSIR8awXD7Pjeh6zQ/Qjk9eRiayMppTm9TGH1BuQoLbwdD5nyBmtDmeswPcYZyc7Hv8bDtzxT4eOG6sRYM1iqtWM+b7pwjsI2zQyd5VPR3HDEwY8+uw7RcA/DWA3a+l+d7gCFvcqCA5aY8AWjrufiE7AMZ4BI9uHg0Z3fms0mb+2kKw1eWjPoFeXjU9aCGhJRGiYXi15Y1yOrbaGzjosbqcoVxs5jjdYXkTRKTksa9/bgBjjtxiEhEGDelDHSdNBWo0IYek4awUlcKcizt94m+P1keYziX2Wfge1MALGABjSZmnjSiEea6JnQsHEFp+6wFSztwUo0nH8iNA5yvkGLGwGXO2oVOWdT2+VWVhGTF/gTsHGzpmRKTMx8m7biVtu/p1I4u2/Sgl+aJ1TpUQlt9PG48x/BMiklDwMf78E0MDa6V6wp4ju0288sFPwBwAeCZiGSvewwB4+CWRKbDwkwkPBDs5uC4TQK8tXrphTxOH1AdybEowuhgycJk0jIfyTMC2jAZn/j8HJ5hWVaOqojD8mxeo5AkAGdyJDYnfR59UfS2W4EB1vGoRrFS23OXRW0naep0kKSxHXucCQyGqY2AKNV4dUyBhktxkbdGIVDyULOBYScO8phdW1rWJUVUhnOpLSXQlgBkBN+HcyniNLYhY1PgHdmQJw+vmvfdbWvUPhOXSGTfc66mwwQq6D1RStt+fwCQZML2D9QsX8uNe38c3E3PzlarlGomj1gT2Wl4c9226UGPLBTSpMlLxKbHFn2AqSi9z0JeG9BOttxL4+YGT7q5tz6vb02AZGPtAiCRZbqHhRah/n61PwYaa3gkvUYSZusNa4Ze6wM7/jcHvJCHFwK8tNJYGdUYbsssG5J+nO7jPR6fQ2OX2rL3CDgp5OnL3PGQpvUo4lZYWgptVVm6XoPAaGmM1cabK8e1bQnESxmc94CBj6xMJ/QkFVZhJRskNvTHSwasl9kAXpzGGLByhKpSkJW0ocLlhdJ2QCcvko+d9qPcI92/w56sFOCBTs2AyH9uXObNf0/of8rL8pCzK2smEMWm+F8wBRz6XVUSFWtP5IBs6krRmfEJ1PUR0rPU2WEoWZiC3qYxm5jOwxJCAKMuixa41upEYF8DgKhHBYUBYYyu0kkf8JGFwp3cOkDiDZkIL31RFt7NvK8A3r+evefAeEI2VhoQQNI80xr9NYHrsT5yTJ+HN+k824TAgf0jp/bKL1R2PDvyADkD2Hu4Io6cehZeFE6WDRJkgy7RhcoZhGq7O3BPhsYyWipRMOUSKlofzmXW06srxkZuPJyo8WTJi00HMbYfN7BsUbq/KE4xGKb2/CnX4mzGsDqqsfDUKlaaNkccZMtx7dyrGrdEHFs+UchG6zNx1E/4MyUvMW5ymlWlINh3OIojqIY16uRW2QKX50V53o7OYfdlHSF4OQjpraZpbOTiGi+OShasZyfbovcWxI9Q53QZm59DPccWsE0PehRSAdyWITw8Qr/rpp5HS80jhACaCbWnAJwsJP+1Hsp+iG3pgx/fD4AFmzXDlxuIbIYK4O11AyDIx+1bp3xBR6ibEpA6Mq2Q6P5qTP4gci+vjwzjAx4PmYbyeJy8wunuNi+l3JCkX7xM5nh5jBRSlQpaGfHmYmQKwdNMGLBjMnj2mp7XR2xA3+pKolgx7E/ZAFJVGCZhzMklsalBpZoyChEOBoawYSXEqraYmluw9IL0LMcSxUqF5cW27EIpA7q6eX5xE8JN0rZDghm/srkwAmEeQuVamVke25AqiU7zYnbeV48vXnl4ls7r3oeyIVXRiFDT+CncKVRkQ5kG+I13TF40AFuyQIoxlB+kTvMEjlM7umzTgx6FcHhinb4k/MtB+1itvUGTO/FCjlxY2gEFuP3m4gneGdADVs3/feFOMjovhRknAd9Gc3pW/aVpGx/y+jpAvo7z17ppLUQedHNfobAlH3sfyPneHdAPeM75mmOSKMIMIjy1XLY5HimNBFllVvFcg5JT48krAdoccF0pSxwhwFNS22asslKIG4+MzkseI9Xm2dc4GLJQ2rioUY1lI3+lbF5w4amiBR/yNhogLccS2SBG3OSpxg0Z5eD+AnWVMS1P4VzPSqExwKBcJ+9CTvsbApA0ncTjCGkaw+9EQfdFY83i2HZF8I2HhqlrQiwiJ0VArNI4jxFnwi5w+TUpl0/MWXOPtFBpv/+kwVtUlQOgtBipx7IJ19ZIMqOBKptaTrPYUPaeQd50qTr9954ti5RCdIgAq5XayBr5p9Y2Pei1X0rW8yoTjkKGQyuXGssLY8ydOON4MCGRaN/r8fd1QMH3NGAiYAQohVK9ABXM82FyPR4f16RtvrVjbl6I7B/B860nT+ec17uvPrN6nFEUBLE+sAtdM5TLy6MIy4tjqzvJFzzc6wIQDJupcbtQ4kQSpUzHBMCABGAAJBYRhnOZ4+EBbqSBL744ABFpRXp1dAAwHrW1ayJu2YRVJa3XwkkxvKtB3citVYW2rFXumfgsTDoXF3SmMB7fL7YemAg+Rw7kRWXyiYPZxD4HJ7TYFPxLtELQ/LtMvfForLwUJIojiOYcdE5eskALGHO+xHp7MWPuC9GGs4WInBC1ts+HmKe820OMLBeWffpsWyQlIumzBjZoUk5BbzOZn3fhH16q46HC9XIsEVXaEYttwhDXvgAAIABJREFUa+Ncb8+ej4U/+wSq+STsC1k7pQYIhzr92rigp7UGIPVJh/nb1wK/vvP7546jNmzaVzLgH5dHbgcEfkxfLaBPWuFj8L3JXAjIkRv24h4Cz12R8UJmIquI2HRXX9xfYO6YAfLZxDmXUnFTG6dsWFPJFiRD9WY8/0ThMfIcW1agtoonnClK+cBipTITPgPUOBMW8Ox1Oz0BAyUZLEflMyQ5sYdeTxl4+vks6zl5SjOAKavgERkOpPx51GjH2MmlMjIRyY8VoxqkmkLjIi8tbvKm7aJXIEld8oqKlXPf5BnHcWS9WhqjPa5SkLb273B2l5za4bBND3p9kkSdL5SnqlGMKgzms04o0w9zdi844XXA2TYjhAE/b1c/V+YTXPrAj+f8fO+vL7c4SaGF5/ImyZ/5xueiFAE2ZuAYAivenaJ73m7ezh/3JMCLI9NdfqCA5SZfw+vxyJOwOTGPQMLDkdYTKRXSrGU3FiMzeZPAtDk2tvqby4tukXjr4cWOB2JChwbwyMPj4URSPAHgjJ2uTbVo3CsiUoqS2nYxsAXi6wiNceakny4wr7fsyFa5pvWoQqUb/HgO+P51eY611UNt9+2AZdl2NVeqZV/yZwHGyqTQZNXIFsYqsgBnw9EsVCnZvMLLGzgZTjbe+ZGwSB0GT08d4vE/JbbpQS9iXzLAVWdw2JukpNCEPotRjW3zA9Tokjgq5pGtB+DiKGpzWVr3hiOTKELBJx/Pg+N1f7xlkPQAzQc/vo22I/D6Wtu6BfGTLfXYQGuSeQLem+8ZPhPAI7CcEQJzkcDC06s25McLs6mekyzIyoTrCSWZwPbjcsMMbIqw6ZxGiaSlvo+WW+IH0IQdmxUPTbDkHNWVdD08b1In8WOybGDyWkK23dHJAwRM9orkxOg8dE8EKJzoxffx832cpeg/pxaUzdiqqvWo+HPkgtS8zRedw3rVnoCEn+/0awo7C1i7oGGA1ZRrEDDHcYSy0Qil88vKnFM2zyWfTezcQK2MeK2l/Tzw0GtznSNh4jDl9LYC7G160KMwlA1ZNWEqCpMArpoGL15dXhxDb0/txOsXm3Ow6WM29pUyhIBPBiZ+/1z+GEJyYCHws+dCPwCiZ5tzf83uoQ4U3EKAt1Zos28cgJvDW6vRbOh4Arz9j49QNqQEISJsmze1Sa4HEnc8Hx/weK6YckVEhx8ttRR+CmvWlfHaRByZlj6N50h/+9fgwEphdwKhqlJWm9KvPY1iI9xsn1sTxiclFQAdr4R7uj71346H5Tz9xYAl+rCQrL1+HKbt+22TOFDR95VycqHcIn/2dgzec+NeXJLGVjBcpRyshQU8p2yELSio9jBjkmKqUpCxac1kWaTeM4lTAeHTwKf2nNumBz0yP0/BtRD5h52+dDVMvuSYPME46+bjALeMwcnJMdABXM+M5+H8aH8M9HZH6JMWWw/4OcfT/83v9Xh6fsmCZXiuwzpg1LwWqtOrtcZgAihO6qMXZGuiJa5sEwILT66a3G0j2tyq5rvkFcrDOHkl2UpsdcbdeHfknZFxr64YVba5q6wUtGrBj3dLB1rVD95EloPTyuLYAUHbxmZkOr0T0HLPzi/a5l6R8Lw/br6nlaRtbhDSBSs6P8BEuSfUqXGQ92sJfSMWpq1j9HJ+dD7+/lA4kxeXk6VNLq+qpAFX1Raq8xwlPV/+DPl1aT8/Hxk3smrjlSOT0ztcRJatYFsC9PwVLhUP+6FNoCEpxCY0VFQ1Fp5cxQnP34ZVFuYE0Clj8IknZH4d25pdDlhOMFQa0HedPi3MPgB06ugC4/HBr69Wby3rA6RJxtVbfIBcjyoLz+GlUYRj4hhLTxdN/RsVfLeNSTmwcAFiDgI0wZWFxGi5RDZIjKambD0gCkdSSItAbmWptPVwPgGDOp1LUKgxHKLi1xciss1eqwZYSeTZNlYNeGPcMyLjhB3u7fnbLZGjuSfKlYeILeZvt9DZDzv6aikEqFzyjRfM2wgN07bk1zRgJZ0watz0yixWqs59VZB2oaGlec9s7lS6nitdt1P6FLeSY/5nRpIUW3lkgGQKeuu3TQ96obAIGS8s5l9K+oBnTSHvwlOrmD9+BoVHGunU7wFhxZTm9U6XdPSUG3hkmFDnhL4wpV9a8UwB0Ae/jQCdvz8nkxCIhTqmT7rGpOaxDrA2+3DAW3xy1WyzxAlhVUlGS5UFBAINHsYio4mtaASaTc893ZyjtDR+pzTGyw9GIrIhsIhNwFS4TkaTsWzOURamIH15cWwBNs1jzAwTpM12c+3YaeBK1zX3HAhZSrevnLM9RCiJI6fkge7RBwL+m/YNXYdCryhbRZMayhas0/ePxkOF5n3lJPS+8iJzKuAH91iVBpRGVZhcXVkpKC+8yb05WiiRF0gLAf89D0muhbznqT23tulBL/TFpd+WhRdaSTZfrmxgaOcrC2MM5rNezUmnwSrLAVo5M62RC9EtZ+gBS6rjo7VXV26sBT+gHzDWC4AdeTGEgfWZ5OR4nZ3fxTxEVunL//WprPgMTcDk8LYJ4QCepa1L3aiKtD3t6sowK5ORQD5MbV6MS0xRGHHb/ABJKiwT06+d00q3gs6NJ0evc+O5vBZEYoA1o6Vc4cJThnyzslRiPKqx/bgcsimgpwVanIm27Q+LYtA98v878mre/ub70NL8ydPkbYd4fs/3Drm5oc/2eccicsoo6sr0LeRF5j6D1lxXWgLJzDC1tXf0Gg8VU/g4NL44FZYQ5AuJk9fPwZpCykJEWHjS5FRjtljJh4mdT3gE4EiYUPowEFkm5+k3i2160PO/MPQ3ffF8+jWJBdMXI8uNjNJoqUKWJ0apxfP2ADhsSjBAqSPGyCRPr/HGCHh85RYnbxcogXBCjfz15rfvjXJzxtmYT6BZK/+3ZoiWXvf+jz1gW49Zr9C7Xh/gkQdJgGf7z8VGZo48PACOMgrQAkMxaqXJ/EJy+n+0XBovkbwY4X6+tNKoWc7HmVA9j8f2imuARgiBqqxtr7unHx85n8lt86ZR62i5xGjZaFtSax7JxsqtE7b08l/dmrc230n3JZXb/SBBP9OVe0T2fUtd4W3uOfLn77NVeTiUj5l3SCCxCWJlAq6qDN0/sS5pu5YaA9Zx3QdsIjxRbSZ5+zZPWNSoChjNUy/vm6QCGOOI2DS8uX7b9KDH64P6Qjm+ooStyWrkiijMcnB/gWN2zJiidQ8A/DICsthcwAKfD3Cd0GUUIKqw1/vAIgSAfeFPbmuxP4G1yS9kffV3gNf9gIUiuVe3FhBOYmj6gLf0dIEkNV6bIZo0NW1KOx4KADuB50PTEduEqWqbz+ELpnJc21U8L3ux3oJXj0afJes1sEmV6rhoW2wnfdPLbf/jIywvlo4I8+xc1nohTWmCEJHjcdj78jwsp67NCxP65iuziNiITqsGWP36V1t2IE1hOAEieYV+Hz46L42P8pBWW5M8vEAtHgArnQbAIahwIy+PAx09dyowR7OPzVGyqI8PwkoaGbc0FYhUZIg8zXEkDWevLSLns/Ns2xT01m+bHvQANMW67pedwMxnagEtU4wXyxLwLS+Osf24HBDosDZDUmX2nKE8WhRB+uAXyOcBLrPT2d/72zk/1q7T2wj7c70flr5yAx/wQmblxyacM5TD44AXaWDbMQNL/ADcST6kxQpQjlcATSNXESssL1Zd4GNdvO2YvNKBTh0oMRNZiYL9fMWm20GateSa0XJllIFi0/bKJ3vwe4kYING17L2FFnk9Xp0du8dm9aMhZLwcghNAYnTBDoD9DvngIOm3xwQ1Y+GNaXldotvQFYBbUtDsG3v3St5fSFuUFkRkXKiAtsnSiF7bThUNOC/uLywQ02szc1lQV3Rqz61tCdDjZgtxqSapWeVTwpx/4Ug2yoY6G5AcLZXYNj8AIlhyyyRR596WQEB/ni/kkaEhN0wAP8D11CaFP/kxIU9VsnH1hTb97WRBbUwPqHwvz6eP9O3vGwlI55FpV+MTC3yvJVRvVpftRE/5uKp5TQpXl9O3DohQrph5Lbw+j4+NgJD0OsdFjeXFEgf3GxFpHo6XcZvnA2D1KgcDVvgtuoDHGZAuycL1xggATGNX/z5b/UnZgHHMrhXFhqQjmtel6i4k/efHj6f9yStTjeqKXWwIjXJs8nYz1C+wOVeaxkBKXrW0dXdpHlulFe7N2TsKLHwc5qZwu0PQcy9GVfsZG0smLNB69eYzVKI+QionQh+G4nS9NQB604Mej7HzDzMBn5/Ap79b5X03J0OvF6MaWR4jF5EDfDx86GhrAhOZnR1bB/D1eXt9NX2+9+fvE8xPIgx+fRYCO37cJABLo26oMyRKHfIWkyhCrICDS6XT/oWb9fJV5Pa7YxqNSraNW817L2wYzJfJcrwh7p14kyu12SGTUtvSAnOs8fCqUmHpwBgLDfmGgMS3KI4gS9V0MxBOUblfFuETV8g44PEw4CTj4Vm+aCBvxgdCHtIE2gWn76H1gSQ9SwInarfkM0N5GJKkwkQTKlWxsmUe3EKAR9flhfgkLEDbiqqyz08I7QBekprFMy1ulNTTkoWj0DY96PEv+yT6sF/oGjwX+7KSgn6SCuRpt5O4X9IgewAuWPdHFgA++zo7Fye2AJgIhMDaBJX1lD2EtpFNAjt6zWdhxnwbO3df3q9DXgGwvNCyBqjxJ5nPzCNii1LUw005heUijpDlprlpOa5RrLTMPb4P0A1tktlcmJdv47VkJpxpWvUsPLWK0VIFqYygNICgLFTakFY4wDhF5hNCmq0mJmwOzWnXwwCwzXOx/KViJA0A43FPPo2iKLx8wsudE9DFge8lXZ8vTImlCaDTb1DEZiFDbX9szg6wNXg0Bn8sjmyZ1A7I0bWzQYyV5XalxAlRUpLgQeKUMhDIT+3osk0PegCcL2xfIp/yDURn9+P5Tn6DJgNp6ooSCEtu6fOyJgEfBzEOfCFP0AFTdMOdtI8/hvWCX5/Xx+8jZJO6la/V8ieG6+XRtr7WQyG2ZlS53gBnbPKJHmgBglbxZqID0oxdI3V1ODmt3WzvAl3kTd4xq7+jMRQrdSf6wGv9OFAIEUEw0gcXjKYuCiEQtv/3eHdksqJ+cLE9t68lSdfmRt5QWcggYNG4uIIJAYq9ttJOvs9/XbJnROfg98ABUAgBoUxhv/HA6BhlyUL+952zuum3n8+j94be9zQVqAp38Tw7lzplTgCQD1Obmz1CfdOnnt4GbNODnh/G8MGPkxqyQdxllgXqhIjwYEM1SiODQO3pUSYecKzl8XGtTjp+YggUsIDphzz7wK4P/CZ5fes1vzYv+LoHbD7g+TJlfexOvj2PjGAwaWYq1WpoJjZUGQEpUBa1M2klaMWURRw7YTXK0ZBmpp8X46FvDnhx3J3Mx0WNpQNjPPXoiv0s8ZIIGzpXvDFrWztGQMc9KF+VhFtdKXN+D+hMODNuxhk7r/Pxk7cnK9n5DnHj4DWpBIK/RjV6fgQmmC8NMDfbczP2phXuNhM3ryck69QiegtZCtnynLBkKZEkFdg2P0Axqo3GqYgwWioxLmjxwOsHzTegWD0yMmSHS3B6K9imBz1u/EvmroD74/0AvBBNC3brtT5WZ8hD23Duj6ynyN0evwb4rYftuZ7auklgB29bL3ElEBLl5/fZoHIUXqEWowqZagvSs7zNCZUsLNfxmERLra8rhfGodkJgibd+5wQVOh9dk2TGlhdLG36liZVT+HnOmFuoSDqUp+PgUFcKVaWQwwUzn8ixlmlO+vFyhva5sWcXKpEI5swDY64qZcdH70ywtMHLDwJACrPYoXweX9SSl8efJz8nmWWJqjZv7wA6u5fhXIqyMCVMVQlo3WiSNmHVulJYOVgbYsiWmmF/OmzLvSWT8nr+FzMUHvLB0tECDMQy1mJ20j5kfYXfoY4HjgA0C3kC6BWu5raeUgd/fMHxT7inENjx1/o6pHPGZ+j6dNxAAQcbNh33arg8VFtH54a4uCILkRC4N6ekxrioO54+TcZ+8TpdC4DND8pK4eD+MUbLJapKOWSPsmGaOizSZpJ2asQCkz79X1fKRihoW1UppM3zsOURpWrLCGJX5JqHNH2KPyd18ev2hVbJa+aSXH5okdfg+eBTV8qWaPDn6V8H8PU3BbJcoKokBFhuLxUAVOcY53gROfdJ1xw0z5U8PupfSLWfVaWgpAE9KbQVEgcMEzJOBbQ4Qt6TVIcc3tRy6ultKvNJCP4k1qEsOyvrVqGefne8Q6mRiKhTXE4WIrVMCnyE2hdN6sXHbT3lDb51mKATr9Bvfd6dD4KdsKYXukww+T4prMkbe3L1kFA+iJvvGfH6Knqfy3HdFo+zzw8HJa5ckqQxStm+q7JR7yhGbptg7ulw6juVKABto1SfEUnH8zKaFoSM9uSg6QsYsev4Bdrc/L5wUpoJnn8HskHikFvMedvnznOUfIy+Hint4wMhlx5zjvfIR85zYKkHyudZpm3plqmUY9lqaEq3RyGBHWeWkvcpS+UAsCWrLNVWRDxNY/v8oiiGkgqDmRkoKbEyWgk+88NthyOnd8g5wZ8S2/Sg5xe6hkJCfshkEoOTGw9LAaaHXO11YwDW5+3xfXnbIYfU0mwD3ML4PnBI4RFR1pmf88e7Xtkxf7sPejyc6QMegdxAiCAYhrzDFBEKyVvjkGcn7aTJJzfAEFSKqnJyNzyPRhMtKbMUI9cb5CSYEElExJHtdj5arlCsVM2YXIKG792RpJlS2sktZ40n2CdkTec2YzDXz9O2ZCOkRznpf9o/SePWM0wNKBHg+cxOum+uUkOLCDvGwHeKQoj0N3VVALrd0UPpBLNgkQywW6Bz2J+qzc+SyhLX2aVFDXlvtMigInRU5lqUu6P7zXKjy1tKiTQbIJ01z70aF6gr01Mxirri5VN7bm3Tgx7ghl7o/7XyeErqJnkd21Vk57yed6iURiLCHhwntfjdzoNsSyDM5uTklmaf0LWCIOu/tgGSSp+Fwpf+3/S156SYXIhOSJMAL+8JaQLtImCggFoaun/rsbeTmE+VN5OyRJ6lyAYJlKysUo9l7aWtDmbFitVpgqOOBzETr+bGvculxRKykq3oAYXLG8+HvJSV5QrjlTZnaEotzKSczyZ27H6UguckKUwbZ8KKUGd5jMEwtTVkvpzXWoDkk0D83KDV4HQ8XWF73TlhSMZ2Js+M8mV0PifsyEoUqDSIUgv07Ggb9+ioozmdkz4HpLDksGab7XwcgK8u09ZlKpavU8osUKqxRpoNzHFpCll5Hr2I4RSEPosmlII4VCLKFiGyHClG7XNqoZCJz3xzyAEeY6wj08SOD31Z12sh0ofv/RBQxJ7343hIzU8e2G7BJYow04AK/eSN9xUDGPSdf8IPP7f/M2jOnbPrdY5j92s9vJ5nwp9XEhnW3HoUUqxsVzPxj5ZKC2IU7iKvjd7XmjUfzQamXQ8AmyMaNCEuHv5TSmFcGO+wGkvMDBPkw9TJF4k4wnBbhmyQWO9udalqtTVFZBvAkhqQ0Q2VTfF8u7hS0oTfKlYkvrpkpMukcpvPhog6nWcWeK0vHAqE2ZH0vH3Aa0OQ2vHu+D58DFz9Jmm6nvveI3l4NkSZiQ7gcQ/evx49H7tv8zylIokxacOtBJ75MLEenylC16irCkpJjEcj1FWFuqogRAwhYrPtCOXJIiVtiPMZ/zyL6jEXXnghTjnlFOR5jpNOOgl79+7Fo48+6uzz0EMP4Y1vfCNmZ2exY8cOvO9970NZls4+99xzD8455xzMzMzgec97Hv70T/8Uep1RNLIt4ekpqaHiNnTJJ8GQ+fRrei30t/8/hTg3YiGvpk+LM7gP/5+dc8Nk6TVCoWuFNX2Pri+n57cIyoUISpM5x7FzbxMCS1KjRttHjtfhhWjuVDBsOi0oIyPXWDGqrSoLwN7POALSVhhagLpuKIg4br0B9lkZLVX22tkgxnEnDrHwlFFYGQxTaKmxeKDAeKVuvT8PmKLYhEF5o9Y4E5b4QkBIJAt+niw3NXdITR1eqH1RJ/LhlVsAhvhSS21LPnytSvL0uKftd6L36xFDCxRZtuDcvk+qZUkHQpvm2RoAUmlDHGpEuvk+dI8+eYWAl+cneaG8FAJ1VbNFUFMQ35R4yEohigREAlOfCw2tNeI4A2+eK5REkobVgQ63He05vVe/+tW48sorcdJJJ+EnP/kJrrjiCvzmb/4mbr31VgCm1OQNb3gDjj/+eHzzm9/E008/jYsvvhhaa/zN3/wNAODgwYN47Wtfi1e/+tX49re/jf/93//FJZdcgtnZWXzgAx9Y91g25OldddVViKLI+dm5c6fdrrXGVVddhV27dmFmZgbnnnsuvve97znnGI/HeO9734sdO3ZgdnYWF154IR555BFnnwMHDmDv3r2Yn5/H/Pw89u7di4WFhY0Mtb1Bnuz2wiwherj/RfM7WU/yDM3+emJ4jiz2JnOgx9tj3hx5THHzEwII53/66fHG/GNmhLDeoO8FDtj//k/e7E/H93mEecC7I8DrG5v/zJIosuHANicjO15fMapxcP8Y+x9fxcKThSGUrNS2jx73FIfbMtMF3XuvqddaTJ5hbtr+UANZUnGR0pQmUGlDVbVhVsC0AhrOZU6nbk6KynLjTWZ52xOvasKsNtxaSIyWKhQjo8251DSUBdpaU/KGhnOpyQt6IOf/Hfq/LpVtweQXq2vZij47Qs1efq8TzmRRFQ42vv4pPwcv67Dn6niEElWjtcmfFz2zzsK18bizPEbaRADIO2yFpNsO90qZ95XfjxARokhYnUpaQJvFSAUlJZSUqKuyCW9ODQD+4A/+AGeddRZe8IIX4Oyzz8YHP/hB3H777aiakPCNN96I++67D5/73Ofwi7/4i3jNa16DP//zP8cnP/lJHDx4EADw+c9/HkVR4DOf+Qx2796NN7/5zbjyyivxiU98YkPe3obDm7/wC7+Axx57zP7cc889dtv/+T//B5/4xCdw7bXX4tvf/jZ27tyJ1772tVhaWrL7XHbZZbj++utx3XXX4Zvf/CaWl5dxwQUX2KJSALjoootw991344YbbsANN9yAu+++G3v37t3oUDvmhyKDtToOO63bZHMtCrWSemJdG89rrQV89Dvk7XDwC10rBH789T4Q5Pv44dDQDwe53vOjC75cPix4r3w87L63CYFiVLVhahaq4u8DTX60nSYzIxcVW9D01TQorBVSJplUoynZudKmZsucj113ECOfNSxImijTBkx5KxtifK40wDxaKvHQ/Qt46rEVLDy5irqSWGlEqYdzKZJUYGYutaxS7uny+/DHzRd9pjt7Ze5fKaR54kh5mfO18mX8nERioX18lrOte2zIMPSsSV2mHLuSXkIIZ2w+eLcaqML21FuLfObk32XbrYLyeZaxW9SOoLRW2nZvUEojH6aY3Z5gOJciTQXGRVvmkg4iKF1ByhJaS1TlGFV5ZBrqUU7vUH8A41Hxn/H48N7D/v378fnPfx5nn3020sYTvu2227B7927s2rXL7ve6170O4/EYd955p93nnHPOwWAwcPZ59NFH8eMf/3jd199weDNJEse7I9Na4y//8i/x4Q9/GG9+85sBAJ/97Gdx4okn4l//9V/xe7/3e1hcXMSnPvUp/Mu//Ate85rXAAA+97nP4eSTT8ZXv/pVvO51r8P3v/993HDDDbj99ttx5plnAgA++clPYs+ePbj//vvx0pe+dEPj5StFJ8TDwpuTimsn1fU512G1RxkEAL3x8GJjlqwSRb2lBDUCZRBRl8DSd6y/jf/f99qk8Qb/9l4jsEMz9o0AHnl5qwcru+J2lEsCOSuHwSmNZJySRiyciCKmPq92mHyAKykmpRGh7qsdk5WyLXPIgyAgIKJFOa4tsSQWEZAJpx0QjTcWEZDHSJswJfUCzGfbrtx1qTA7n2FmmFoASlOBeC61WpgUyRiPKlOzxwgtZDzXlmTChjL9yAXV+GV5grpUWF0yeRbKO/rfE9GEB/k5KHoSqagVypYalZcbnxmmjtoM/946ZSjM64zitsaO1zfy77VTKM+9bApZKm3LE2hBxPO5K0sV9Fg7C4vRUoU0G0DWEmVdB8k7UXRkaBOHM7x58sknO69/5CMfwVVXXXVI5waAP/7jP8a1116L0WiEs846C1/+8pfttn379uHEE0909j/22GORZRn27dtn93nhC1/o7EPH7Nu3D6eeeuq6xrHhd+QHP/gBdu3ahVNPPRVvfetb8aMf/QgA8MADD2Dfvn04//zz7b6DwQDnnHOOjdveeeedqKrK2WfXrl3YvXu33ee2227D/Py8BTwAOOusszA/P2/3Cdl4PO6sUMicVaPqhjzs34FVvAGy/mS0Tz8PXcO3tbw9oN/jC3l9znl6QCoY9gxs8/efFA4Nvs7Pz0KbAyGsdzfjhTnXA3hpFGFWR1heHLdyXTK8KBFxZD0gHibj7xUnuPD6uEgYSTGtTB6P1FZ88WrAvPeahVkJXGgbAAskZSGxtL/AwpOrrdIHEVx4GU3s1uWleYxjjp/BjpNmsW0+s/c7Nz+wrYVSD/Tp+kpq23cutN3eDx9HgNWplAn9Sdn9LvAFIhlvtEvnp99p2oI9f+5kXHc0dH4qJ2l1Nk1tXszeT0MIYvWLzLMG2oJ/+hFxZEO3NJ6qWcjQ+x7HEaIoRlW2nmY+TCClWQCk2QBaRdAqcgBPxD99XMGHH34Yi4uL9udDH/pQcL9Qusv/+e///m+7/x/+4R/irrvuwo033og4jvHbv/3bTlgyCsxdWmvndX8fOj50bJ9tyNM788wz8c///M94yUtegscffxwf/ehHcfbZZ+N73/ueRWMfrU888UQ8+OCDAAwaZ1mGY489trMPR/MTTjihc+0TTjjB7hOya665Bn/yJ3/SeZ1WZqWUvQAVoliHvsyh4/j+zoo0MBlzT8zvXyd7PLGQ+or9jdbjI5OeZxiCxXPSAAAgAElEQVQaA9/mfAACnl7o2NBrfaLS3LOj/UKA7p/fB7xtQuCpR1aCQsAh4KN9OouaZkIczqVYXiwtcYJbHEeomxwZJ4L4BBnK+TkeZ+zWBhJQUOcEqgOzvRr9HBuFA5VGhdaTMUCeoRzXEEJgtFxi7rjcTNai7fYtqHSmeU7FqDKlDwT6nvfDQ4am64RCnMZOqUOWJ06YlIMH/x/opg34+0UEkpTVyDkaosItDqfrm67k0oYyqURDxG23eem91/weOQA7Hp8tfVBYXhx3judhc5PbzaCUtIXuSmloFYFK8ZI0hYhj1FUJJRVELNBpS/gsWXQYFFmihmm6fft2bN++fc39L730Urz1rW+duA/3zHbs2IEdO3bgJS95CV72spfh5JNPxu233449e/Zg586d+Na3vuUce+DAAVRVZTFl586dHQx44oknAHRxZ5JtCPR+4zd+w/592mmnYc+ePXjRi16Ez372szjrrLMAhJF4LRReC83Xc54PfehDuPzyy+3/Bw8exMknn9yGHJmiPk0SQJiqDYSZbZ19eoCvLKQJmwj0KrQA/Y1bfQHotYAPaMFvUvd2v2Def52faz1hTX5MKMRJgBXar/c3Ozc9k1wIVEu167Gx5w50ayYBo5FIbE0Kh1F9XTmWWGq0MLlAtFYatdJOeDNJ406dXF1JaAZ2fuiNTDZtgwbkeTSABwBIAzliFoLkcmVt6UPWgEgjPu11MqDjLSGDeUi+0b7FSm3LNOpKQTQLCtIqpWdkSjbcBrN8wcBzpBlrbEsEE6DN4wFt53Uh3fo6nic0udk2/Bzze2ILG87Ktu9bJix5iWt7EjuWPPNItcXqfn64HJvPXSQiqIbSr1WEYlQjHyaIGpmxqhw3Y44M2B1hD++5qNMjEHsmRh4a5Qv37NmDP/uzP8Njjz2Gk046CYAhtwwGA5x++ul2nyuvvBJlWSLLMrvPrl27OmHPSXZI78zs7CxOO+00/OAHP7B5vhASc6QuyxIHDhyYuM/jjz/eudaTTz45Ec0Hg4FdoUxaqfiMMv56yIQX2uqcL3AeAr74EPRm13NcyDMCWvDLm5BiqGOBf55J4U9/XJPqAimMmbO6Ox7K5ONeC/DSKMKxcQy9VBsPJ0C799m2NHGR50ITKNfhLEYm/JZmrTalIU/EDtilmZn4HRahalVAOPmEAIbGJ6V2urHTtfsiCvZemv/HDbnDhgibbXFmyC/b5jN7X5xBaBimbbhyuC0L0v7pXnhJAX+ulEskNmexUqEq6qbrQndyJA+v4h4V8/CIKUlAnqTCqryE6v3a80nHc6ZjeU1fyAsH0DaUZWzPsqhNqJbeG0FF9u05tDKhTNLRBIwnmaQZkqb/1GBmiGJUY7gtRZoZHdZ8mGB2e4I4oYWGQl0dmeL0o9nuuOMOXHvttbj77rvx4IMP4hvf+AYuuugivOhFL8KePXsAAOeffz5e/vKXY+/evbjrrrvwta99DVdccQXe+c532rn8oosuwmAwwCWXXIJ7770X119/Pa6++mpcfvnlGwpvHhLojcdjfP/738dJJ52EU089FTt37sRNN91kt5dliZtvvhlnn302AOD0009HmqbOPo899hjuvfdeu8+ePXuwuLiIO+64w+7zrW99C4uLi3afjZj/ZUkyYScjG0bxcnntRBkjpLtp9/NzIJLEdo2fFsUbr5Xr61cHhMOAznZ0wcpneq7VsqeXeQkXvEJAR0A1CewmsTv5GNMowjFxjPFiaVVKyPh7wcGsHEurYWllrKTGwf0FDu4vmiLvyohIS1OqQMa7piepwMysUW7pCkK7TMMkFUgHLIrQhBTHowrluLZj4+O2+b7m8+WHxqn1TtTkJuOm8Jo6plNtWwfs4rblVT5Mse2YAYZzaS/gkRHolAxoifZfjCosPLWKleXKKRr3jd6LmWHSKQUiI8CTyoQ56Z7IeCkDAZ2kInPZljo43hxfdHBvW7WhZ8XKJOhZxFl3jNRPU8TClhu43++mFIF5cSRSbrZrm+sbzEQQCWxpw7NtR3Nx+szMDL74xS/ivPPOw0tf+lK84x3vwO7du3HzzTdbJmYcx/jKV76CPM/xqle9Cm95y1vwpje9CR//+Mfteebn53HTTTfhkUcewRlnnIF3v/vduPzyy50I33psQ47IFVdcgTe+8Y045ZRT8MQTT+CjH/0oDh48iIsvvhhRFOGyyy7D1VdfjRe/+MV48YtfjKuvvhrD4RAXXXSRHfTv/M7v4AMf+AB+5md+BscddxyuuOIKnHbaaZbN+bKXvQyvf/3r8c53vhP/+I//CAD43d/9XVxwwQUbZm4CbdmBP2n6zM3ucQHZscDkQcbPlw/7C1JDDMu1jB8zidnpHMP+9vN+3BxB655rh8zP1fnXDebpAn8T2PlNaGd1hKWni06Zib/oUGyi5K8pqU34kBMsCleTcziXQiy74yeg4+eka1N+ifKJ5BVSUXSrzSlsCJAzBNtxdz9bvLTCHteE5MmomzppeJaFtEX2dSWRN9qPUZw6LNLOtbzoRJoKECmdxkHhPuoMQfdH23hNHpd9C4k+ECDVVdtlwldl4YX4NEZa7PheXBRHnfZO/v053SlYDrWuJJTQgNTQAeJaFAmkg9z0lqsqrI5qzM0PsP0400dPlhJRJDCuRwDaz5QVvGjSJ9kgQTZIjliXhUhKROLoLE4/7bTT8PWvf33N/U455RSH0dl3rltuueWQxrMh0HvkkUfwtre9DU899RSOP/54nHXWWbj99tvxghe8AADwR3/0R1hdXcW73/1uHDhwAGeeeSZuvPFGzM3N2XP8xV/8BZIkwVve8hasrq7ivPPOw2c+8xmnoeXnP/95vO9977MszwsvvBDXXnvtM7pBXqPF64XWC3YhD8/sN/l/pTSSQ0xih3J7znYGeBPJK81vOtekxrDSOz7keToA5V9rA2Dnn588v2gksdDQ4im3wwWfiU5O2/0VPgBbhiDipsEro7NneYxtxxgvjyTBANgC8T5aP88tKalbnUbVChqbY9w8l/HGYtvuxjcBARLJzmITnjRkCaMRSh4SXROA9agIkPIsdZSGHIGFwPPhrxNJplipbOi3lBKj5dJhf1KpBxnty4W76byckELdCgAjoA0gCHz2/ewhj5nvr4CU0hO97nZJ8XNzAJDPJhgthUGoHEtoFSHLczMXNYQUWZl8Z5YnyIe8DZOAbogsSipI0QIsAfZwLkOuj4wiy9TWb5HeqHDZT4kdPHgQ8/Pz+P9u/wiOPXZoxYVpEuWEAocyLoSlQwPhMoYO4Hl5GoDVSTVzhA9G9H8f6QRoAYiHSCd1P1jrf9/4eSeNo8+bA7qe4FpgR8dzsOO6nHKxbOXAGG2dvAzyGCh3RcaLzcvCkFTSzFDax0UNzcgpaWY6YFuVfNbXzii5FNhx0mwzSVJYry12Jw+MShtGS5UjnxWS5gJgP4MEoHTuUE5Llgo7XzCHYlRhadEsAAgoqLFpNjC6lG1osxsCBvpBz+7LCC3FqA1j1pVCmseomrDwtvkBts2bxUIxMjqjWR7bpqrc4+PXozwfL8XggGfr49h3hxib1ASWQrZmexteppygrFzPk98rvZYPE4zH0vbFM7qeAgf3FxivKiRpirgpltZKoa5KIFKYmx/Y8Rn2bAvMdaUsEKapsGOk51/UFf7or/4fLC4urosRuVGjee6F//f/C5HOHtK5VLWCH1//fz1rYz1abEtob9JqPEkFErTkA5/5Z4HOy+ORrcX0DL2eiMl5vUlsy1DvvUnene8Nhhia3HzwCnaH8P9fJ8h1tnn3BbRgmguBgQJGB8umtsz14qy35YXSyPhEbpU/LElD2R5rPOdFXgq9x8uNrBd5Lvya/Ico8gTCNPm3HR5MiChOY8jmb170zQkvlNeqWL1akgrEmcnRFaMKcRpjdlva5rgaJjL3KHg3Buc5MKIKf73v2dH1AeP1EtOVFEqIBMTDsNQqqa5MWQY8YglgmrGGPK+wlFnbH8+OuQn1tuzbNrxKfQIl44v4YWEANhw6GMRWM5RYnFWlrHg0mZRlo97T5kQJeOtKou2+4nrWJCNHz0aPj4xPcTSHN4822/SgV41rlGltPqTNxDWcS22Cm+sWknVILRPKFiaZUhqJioKlC301e771NZ3183xAuEnshpRV1toeOMdGgY6MvLs8iqDHCiO2+vZFnAG4LXq4F6PaAmNedxU1f2exS/Cg93J5cYyyEM3fZXNt44lFovuey8bD4yFDC5KZQLEi7eep7VjOxIdZiQwH9bKQ1nMLEV6yPIJO45ZwJVr1EeuhOpGKblfySeFC2m5A1ciPJWkbIqZFR5bHqBqQp/vO8hiDQWyBHwB0IN9GY7fMVuWKafvja4v9zXMKgaPfJzBOhePt0XnoWlEcWUCO4ghpnGAwiLG8OG4bz1bKlh6QXB2/Lj9WS404S2yzXdqnKmogT2z+9UhZJNVhAL2t0Vpo04MeGf8iUI1NXam2/9fAMDv5ZHsogEdmSQGB78DhAD57nUDHBb7PMyHPrOf1zv/euH3j3t0MaKLhObBWRsuvMfMndz7Z8LAWgVNZ1OA6jnTO5YUxDu4fI8mEUe4QrWqHUhqC8oJFy8yjUCkAjIsaK4ulXTBJ2TKAqbAbgC3wBrosQwI+8gj5Z5HXoVFx+3AuM/czEPYZUYjWVxyaFM7kwMr3pfFQgTon1NB5YhFB07Nsal2LUW28rUw4DMlQeYYPdnx8fMzGizZhzDiOIKy+phkb7/jAp3kfQG1trnBBk3oOmkVKjHzYpjXaBVT7fynNty6Lk7bkgt4/b8FSjCqnLGPb9pYhPLWjwzY96FkmH5p2ME2+gPdQMxONAlVw+J7EJAuFi3zVi0lhzmcCfGTrAcCNeHoh2wirM0RO4Ube3TZhmp0uj0rrIfgTtz/50z48lERlCrW3wm8LuePOOYtR5TRgJbJLyCiXx21c1KiY10nGC7lDuTX/XigX1Gl2ysK5SWo8Ri3NtmwwwGipwnAus9R4CrOGrI+0wl9riT/Sltq034lueNQyJ9M2xGs1RBmZxJ5nDcYzHwMP8ZrPg+hs84lA1IA2JE5A/1P+0G8lZAg8KZRMnJBzS5Bpc/M2d8ryzEDbbkiJbulTkgog0Gz42bDoMBSn6y3SRHbTg14oL+dr8NEE+j1d4heHM219j58PWYP+7Ux2DPiAps9esznEwlwv8AGszAD9XdoPxdPbaPnCemxGCGwTAuOVGitVZYkPQAtmQDfkRq/5moy8ZozT/SnEWYxMfsas9mGJKlKaRrLmXC0BxH9vk6wlzgDkGSmMm/AeB+m45xx8vHRP3OI4gqT7Z95i2gDogLy4oevZ9tWmha7tF537zEqgJYRMGjv9L5S2SjIijpCnibNw4GDpkFU8IOKARzm8kNRZqAQiNFZOvgldU5b9E7plBYOIUA34K20XT9yjps9c6PlzJZo0j4EjlCab5vTWb5se9ADY8BPQDZvRT5LGeGWWdLwGbmuB4CSvsK4UZlKBVfR3Q+DAB7SMSh8IyesD1gd89L8znnVoax4KyJFRkXlVSKwU45b+P261UOtKQShvhYw2x0bvGc/Z+ZMcTdAEdlwo2obyVNMMVohOWJCM58wA9z0mSSsAVn/RJ0XxsYTOTUbajUkKKFZPxwGeGxFosjy2rFF+XmfxFShV4P93CVwRVKwhJamTsGNo9c8k01QDfGQJhGXc8jxY7D2HUG6OzDbqFREqtN6/D4odz051gZKiOb4RESaKI5tz4993ytlRrpUWIVwBxl/YciILHwcRbPQR6rIwtfXbpge9qlIYzrRSYtxToLxelsdOPq8vXAR4OZHAxDgpB6iUxoyIUEFbcedJbEteKvBMgc+/Ruha63l9o8Y9u6WisK/XlXLCi4Ab+qPQWiuYXDteN02uZVEbLUjGrCOPj0oTkjR23pvVlQpKaRxzfO54+f5Y/NpMKkMYLVf2mjYPyD8HE0pZ7PnZZM+9Av+YtUKDawFf33VDHjUZETqcHnxoc1v8Wv6xFOosC+nIjfHQIr8nWuyY87gdzwUAkftepqnPs6HuRlmJ1w76oE4KNv5zjIXroZWFtIzZfJigSAXSXNl8Hd2fbzw9YvK5bUcG0mtV5ZGRISNFlkM9x1awTQ96QFuP0wl1xhGGeWrzMaHVIe3Xt2rm+4T+98MgSmnD6aPvUI9CSx/4bBT4Jp3rcBnP5c0IgbnIrPxXGgo4B6S+lTmFyPJhYidEkhSjYu26kqhKZQWipWxX9Jw8QaQTP+SmmxV5NGFhAvA8MOx5ZGGOlWyhY1f5HkjSNene/Nf66umAFsz46/Ra37hDYEegXlXmeVFPPGqhE6ex0+w2ZmDneGSsk/kkgoxocn2UE6tZrtI5joVVbVhXCOtdctkxyqdyELZdFZrz0MKB12nyon1evkCkJhpjKzLdiG2nRvRguC215/M7SJjzRPYaSko7rjSN3ShFHEEeYshxvXY4BKenOb1NYvkwtY0geQ7JEAMSJJlAWdRYXjQ1YkQOIBLEpLwJTQjFSCIfpsZbJBKGdBPbnZwRyYgBEzsx+McA/YXkk4DvcJr/ockbry5WQLkqsVxVnQmSsytDdZI+ABI1vmwo4VVp8mkho/BlCNA4wETCeCDcQ+LlDvx8fBs3Uub3c059uUF+PjtWdl5/vLrHW6P96Hdbh9gaX1iZUKybfxwweTxZSacrugkvtv3j+ixEjgnux6Imjlc1Nh76zDBtw4dogYJfQ8SmzEhKaWoZlcZgaDq6Fyu1E/7mx3OjWkiBFohEHKGU0tY8kmdKIeeWCBX27oSIbO2lTkUjOtDKvgkRWW1PP8Q7tefeNj3ocRUWAFZBguSVlhfGWF4sLQlCSd101I47gNXx7ojWrBqlhtgV9/VDoc7qvTnVJJkx30LbubcHdCXHDqeFuiBQYXk9VijZ6hxwmYpk3EMCunmYspBOE1LKrXDA9PMoIo7aHN6EkGDsnaeU0gGrTliURaakpwITswkx864ppbaeWWjS28hEGALF0IKC56l5sTxnhIrC7e7Nvb8oblMApCwTqpe0110D8HyiChkPU05kdnLvLo4gieTT1HGmeWxztko1nxNlAJQYpfxcEs3nsKLxKQhpBLLJs2sL/pXjRZLiixH2TmxuUEmNLHc1Tnk3CRFHKKsjA3qRlIiiKZFlPbbpQY8mA5qwSKB3tFw6DELqtEx/k2SUc664Jb4Er0WhTC+xDfSQXjaY4yZgnJTfs/sGjn+mQOiD3YwQyKMIMQM7mkgANJOnKwXFjTMKaVIsRjVGS6UtdK6ICs9yUFWlMC5kx9sCmkfJcnC+8RIGAiXroXmgyfN1NN58tv+rEmLy0fnIQpqbPKTIj5tk9HklD6oYVUwOjHrttZMX/xxSLrUlZiiIwIfQVSbq76rg5wnJfMCjBrDWS2IEFf+Y9n831EYEmbJoyUT0Po2WKtsfj8bG711JU2MoYVicbe/AGssLsLk8IUxeznRTMCBn83RN+Yj53CXO9e2iiYGd3X6EPL0p6K3fNj3o5TMJts1nti+aUqbVjJJGmYWMJq5skNgvWCdv0XyIazYR2EQ2+4L5wBeSzgJMGQOgD4tXFgI+3zbqBfrdy3MhkFYa9VihkhoVPBKCfSbSeY17dtzrM4XQZvtTj65gtFRhtFzaiVFLV6SZQKKqFGLVClEbKn2zYPE6GvC6PtomYlMQzxVY4rj18vi4/fAc94bsfh7gxXHAu+sJc69VdgC0IF0WEgtPrVoAb6XPFEZLxi0dzmVIc6MU4iwK2HtgGctM6JqDH/f0+JhDeWx6Ttx040XTubTUtq7Pt/ZzIZ33WQiBqpK2jpGIIlFsFq4H9xdYHdUYr5i6y+G2zBGxJm+aPkt+tIF+x1krXkB5wNRj9vqfDT+UTcfFHgjya03t6LFND3rHP2/WKMiPKhSjqilPEJZyTbJRTliyJ29BxyapcICPvAKf0clDHqEiaKU0UhEhiZrQZSPLVWuNFIblWWygvm49wDfJ/A8DJ6aUY4m6rFHasXdLOyYxA+tK2S7mZCtLJbTSGM41DVEztykrYICRXvcBlECLlzxwqTA+FnuPqYBSBjSI8EKTPJ+weK7PL1DnFgqB++Fs/vnq5OGU6t1Gz21x/9gSUFZHtck/5boJr5kaMqk0lhZLZFYCK2H95+hcrYfEWbQGGNySB9/TmkTk4jqcgAEBypVpmTi9Df3nRfJnVLLA9U+TVNgxEkszHyZAao5fXSrtviKOnMJysIUojS8WEZAJxBCOaLfPvAQAkcaoSDs1jV0g8wCv4909B0A3JbKs3zY96D29b4RyRdkuylYWjOV2rCJGU7ZguiCnwQmNwIuAjyZbn/jih1h8469racAvViYUlDUCvXEcAezw9XRmCKmhrCf0yY+lcgNZKtRjhRFbtft5GidHxADN6kOOJZYXShSjCpFo1fABYGmxRBxHNswsRIRjdhhxAGId8mflexZ2gqmAcSExLqTpkdcTWuaToGA5LE5CIKO6vqQBkI6AcY/SBkleJWmEkBfYnr/rIQNuGFQ2hJ6VxbEFe15fJkRkpdLSVKCqFBaeXMUxx8+Y/6FcbUgqCfEmZVvYT6Cv+idtui6dr6qUw/a0DFGpAYqeNL3s+HGc6FVVrgdKpSpUUiREZAlmUWzk5ZJU4JgdMw5JKhYRECCgSKUxGMT2fDwKQ997q44jKR0i2jpP9nkjuTW/CzyPKPD3dVL50+G0SKrDEN6cgt6msNFyhRisiJjR43k7FBEbWreII8scpAJmIVvWF9CGvqyyC6TzYedsQF8RA3ABL1SjRl+UKI4ACv8cggfHgTDUL8+XByuWK6yyMB4vN+CeFg//+ffcdt427WqWF0tH15FAUaex9eZI1DlPEyQBVZwkFVDCLU6m6zn5v8BKu69MwMnh+SHAQGiUW9DLZZ8RLm3Hc5594Uyba2QLiyQV2H5cbtmVXHmGe0IArBwYPc84joA8scfxkDx//8hDUkV7D7ztFt0ftQii63AxZ6qHI+WTUBgXaHORXHCAwtYUVizHEmVDdskGMcqxdOrxnIgKY1p2IinNPin77qd57BS48/A5J/UQWSXE4uTj8PO/fr1kHxv3cNs0p7d+2/Sglw1iG8Kw+bfmw5oPE6fEAIAFPyKt1FBGNUMBCeI2jKm082ULhfT8SZEDrw8evqJGFLsd0rlNkipbyyhkmUSR6WunGmFlqbCiKjvuuqqdiZ/nJftUSIhlSSxMpYzk1/JiaQgIhbs4SD29SvJc8mGCwTCxeazOe8TyNCQyYJh1sfHQe7zrEIj6ExqRQ4pRjXQQO/k58j4SRsoIEnU4wHlAR2E8oGWdArBsT+4dWBJWQ6Wv4whCKFBWliIOPqFktFxiuC1rc03UIqiq7f7Ws2v2kWClo813hXr3Aa5kn/EgZXuuhnE73JZ13iv+uXdk3URb6mHa9bQSclmeYBlGvYfunZi2lqXJWansezgpDAu0BfhmDHTHbSQoYTWefqidm7+I7SOvrUVMmtqRt00Pev5KLIHorDr9AlT68vjyWGbfuPMlCE1+HNBCXxoHHAMeipamiD0GkMcChdYW/LhaCwe/SR3RqUlrHkWWwSYBVHZy6moXEhBRCNHRWPS8JV5fVxYSo6XSEiyWF9t2LRQWJJV7HmaiZ1GOJfJm0qHCbIcA04xzMEwgK4U4FRg0RCVufq6Mflvyi+OVGbCjxq50/yuLdQsmLIeUz6asppMWPq53DHTDlSS/Rl4MyYoBsEXpQrngR2OmBRw9Ozq3JY2w+xwtl7YW1dyLaDspUBE33BwqiSZzL64mz4e8/bF2Fj38M8MXcxz0aCHDC8HJ6HnWlUSx0kZYts0PTBgzM+HHwTDBakPWoWa+BEwcQP33nD6b9j2Q2jJJ+eKEZMN4/o4+m5yoQuf0v9dO5IFdO0TeeTZM6MOQ09PT8OZPtVFD+McfO4jV5UaPMY5MUS4ptFAocdnN+3CvjU+QRGnmIY/1JK0PJbkdYszRl09HQMy6qxPJJIEBuUi3k85Ymr5vK+y8NPlWYxlcqQLtFx6AZdKledvnzJYcrBrPcDyqMFqusXSgcKnlKoKEhKgaJQuRuN5t6T6jsq6RD2OQBJhUGrJyn0VRVsiHMVQtUK9KJHVYIxFoc3R2PDQ5N4BaFTWWDxomYJoYqvryisZ4VDsgRhP86riEWDD3kibmt4ko0PN1Fzb8M1U3ebDV1aZrgf2MteOtK42qkKjqRoEmiqDYAof+L1barhE8lEY9AcWIzt+yMZXUqJRENQYSxcOvjJxSK/seU/iyrpp9VtvPdDlmDXRVtwN6XRuAOrgEDLdlGK2U9pyUC6S/6T4qWdvWRWUtm/dJYVxVqGsT9i5WzbEzM4kNgaJoowD0nOvavHf5TAJdKqQiQSWNyk9d89IOAR0JqLrNydrP/qoBPNtnsREwRxVmtnLQL2sz9+hDSE+sx1S5gig+tPCkksXaO20Ci/Sz/W48R/ajH/0IL3rRi57rYUxtalObGh5++GE8//nPP+znLYoCp556Kvbt23dYzrdz50488MADyPP8sJzvaLRNC3oLCws49thj8dBDD2F+fv65Hs5RYQcPHsTJJ5+Mhx9+GNu3b3+uh3NU2PSZdG36TLr2TJ+J1hpLS0vYtWsX1pJ4e6ZWFAXKslx7x3VYlmWbGvCATRzepA/Y/Pz89Ivr2fbt26fPxLPpM+na9Jl07Zk8k2d70Z3n+aYHqsNp02ZPU5va1KY2tS1jU9Cb2tSmNrWpbRmLr7rqqque60E8WxbHMc4991wkyaaN4m7Yps+ka9Nn0rXpM+na9JlsDtu0RJapTW1qU5va1HybhjenNrWpTW1qW8amoDe1qU1talPbMjYFvalNbWpTm9qWsSnoTW1qU5va1LaMTUFvalOb2tSmtmVs04Le3/3d3+HUU09Fnuc4/fTT8V//9V/P9ZAOi91yyy144xvfiLefL/sAAAa0SURBVF27diGKIvzbv/2bs11rjauuugq7du3CzMwMzj33XHzve99z9hmPx3jve9+LHTt2YHZ2FhdeeCEeeeQRZ58DBw5g7969mJ+fx/z8PPbu3YuFhYVn/f42atdccw1++Zd/GXNzczjhhBPwpje9Cffff7+zz1Z7Jn//93+PV7ziFVY9ZM+ePfiP//gPu32rPY+QXXPNNYiiCJdddpl9bfpctojpTWjXXXedTtNUf/KTn9T33Xeffv/7369nZ2f1gw8++FwP7ZDt3//93/WHP/xh/YUvfEED0Ndff72z/WMf+5iem5vTX/jCF/Q999yjf+u3fkufdNJJ+uDBg3afd73rXfp5z3uevummm/R3vvMd/epXv1q/8pWv1HVd231e//rX6927d+tbb71V33rrrXr37t36ggsuOGL3uV573etepz/96U/re++9V9999936DW94gz7llFP08vKy3WerPZMvfelL+itf+Yq+//779f3336+vvPJKnaapvvfee7XWW+95+HbHHXfoF77whfoVr3iFfv/7329f3+rPZavYpgS9X/mVX9Hvete7nNd+/ud/Xn/wgx98jkb07JgPekopvXPnTv2xj33MvlYUhZ6fn9f/8A//oLXWemFhQadpqq+77jq7z09+8hMthNA33HCD1lrr++67TwPQt99+u93ntttu0wD0//zP/zzbt3VI9sQTT2gA+uabb9ZaT58J2bHHHqv/6Z/+acs/j6WlJf3iF79Y33TTTfqcc86xoLfVn8tWsk0X3izLEnfeeSfOP/985/Xzzz8ft95663M0qiNjDzzwAPbt2+fc+2AwwDnnnGPv/c4770RVVc4+u3btwu7du+0+t912G+bn53HmmWfafc466yzMz88f9c9wcXERAHDccccBmD4TKSWuu+46rKysYM+ePVv+ebznPe/BG97wBrzmNa9xXt/qz2Ur2abT03nqqacgpcSJJ57ovH7iiScetp5TR6vR/YXu/cEHH7T7ZFmGY489trMPHb9v3z6ccMIJnfOfcMIJR/Uz1Frj8ssvx6/+6q9i9+7dALbuM7nnnnuwZ88eFEWBbdu24frrr8fLX/5yO/FutecBANdddx2+853v4Nvf/nZn21b9nGxF23SgRxZFbudsrXXntc1qz+Te/X1C+x/tz/DSSy/Fd7/7XXzzm9/sbNtqz+SlL30p7r77biwsLOALX/gCLr74Ytx88812+1Z7Hg8//DDe//7348Ybb5zYhmerPZetaJsuvLljxw7EcdxZVT3xxBOdVdxms507dwLAxHvfuXMnyrLEgQMHJu7z+OOPd87/5JNPHrXP8L3vfS++9KUv4Rvf+IbToXqrPpMsy/BzP/dzOOOMM3DNNdfgla98Jf7qr/5qyz6PO++8E0888QROP/10JEmCJElw880346//+q+RJIkd81Z7LlvRNh3oZVmG008/HTfddJPz+k033YSzzz77ORrVkbFTTz0VO3fudO69LEvcfPPN9t5PP/10pGnq7PPYY4/h3nvvtfvs2bMHi4uLuOOOO+w+3/rWt7C4uHjUPUOtNS699FJ88YtfxNe//nWceuqpzvat+ExCprXGeDzess/jvPPOwz333IO7777b/pxxxhl4+9vfjrvvvhs/+7M/uyWfy5a0I8+defaNShY+9alP6fvuu09fdtllenZ2Vv/4xz9+rod2yLa0tKTvuusufdddd2kA+hOf+IS+6667bDnGxz72MT0/P6+/+MUv6nvuuUe/7W1vC9Kun//85+uvfvWr+jvf+Y7+9V//9SDt+hWveIW+7bbb9G233aZPO+20o5J2/fu///t6fn5e/+d//qd+7LHH7M9oNLL7bLVn8qEPfUjfcsst+oEHHtDf/e539ZVXXqmFEPrGG2/UWm+959FnnL2p9fS5bBXblKCntdZ/+7d/q1/wghfoLMv0L/3SL1kK+0+7feMb39AAOj8XX3yx1tpQrz/ykY/onTt36sFgoH/t135N33PPPc45VldX9aWXXqqPO+44PTMzoy+44AL90EMPOfs8/fTT+u1vf7uem5vTc3Nz+u1vf7s+cODAkbrNdVvoWQDQn/70p+0+W+2ZvOMd77Cf/eOPP16fd955FvC03nrPo8980Js+l61h0356U5va1KY2tS1jmy6nN7WpTW1qU5tan01Bb2pTm9rUprZlbAp6U5va1KY2tS1jU9Cb2tSmNrWpbRmbgt7Upja1qU1ty9gU9KY2talNbWpbxv7/9upAAAAAAECQv/Ugl0TSA2BDegBsSA+ADekBsCE9ADYCHPEwSPkIhtoAAAAASUVORK5CYII=\n", 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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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\n", "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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\n", 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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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\n", "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": "9d7f0e0c261544f6b1929ab97a5342fb", "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": "3.7.12" } }, "nbformat": 4, "nbformat_minor": 2 }