{ "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/jillnaiman/Downloads/building_inventory.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: you can read directly from the web: " ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "buildings = pd.read_csv('https://uiuc-ischool-dataviz.github.io/is445_spring2022/week03/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": { "needs_background": "light" }, "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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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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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MTe7iljtDqZKXrEksWwMAAAAAACErNNNoMrDpzLk+02yiyRlHmfflPmssnZbvpGTaTd0zUzCVO0Op0oMjSTLn3Mx3lZG2tjbX09NT6jIAAAAAAEAR4sMJtd+4VaPJtzuCaqKeHt10dlYwExQI5SoURE0+I5lK65X4W2pdu0pPvvKGvvJvzyoaMaV9N6th3JXEzJ52zrXlu0bnEQAAAAAACE2+IdSTS8dyu4Zm6vIpNFz7kf692tTdJ0kaTfqKRUxp52Rm48OyU76+/GcnEBzNATOPAAAAAABAaOZzplHQcO0du/e/HSpNdDgl0k4pf3zJ2sGxtMbSTjfc/2zgsGwEIzwCAAAAAAChmc8h1EFBlGTTQqV85rqLW6Vj2RoAAAAAAAjVfA2hbqiL6foL1k+bYXTC0Ss0kkzN+Pq5djxVOjqPAAAAAACoEPHhhLbt2leSpVsNdTFtWLvqkHYv29I7qBt+9KyinimZ8nX9x9YXNcPosOrIVMeTpJL9DhYrOo8AAAAAAKgAhXYpKzf5dl7LHJY96Yb7n9W5Jx6p7z35qlJ+0NOkKz58rP7PDx2jR/r3qv3GrYvid1BOCI8AAAAAAFjiCu1SdiidQGEICrmCdm3bsftN/ePPXiz4zI0bjpakRfM7KDcsWwMAAAAAYIkL2qWs3IZHZ4ZcBxIpjSZ9dXb3KT6cyDssO5FKa3DoLaVd8DMvP22dmo9YPqffQSmX+ZUTOo8AAAAAAFjignYpK7fh0UHdRQNDI9qwdpW6OlrU2d0n5zsl0k6eZ/rSfdvzPuuyU9bp1He9Q6e9e7Wk4n4HmcvlHunfu2iW+YWN8AgAAAAAgCWuoS42FbxkhiHltlxrpoBnY2uj1h+1Qud/6xFJLmv+UaaIZ7r76V3a0rs7K/gp9DvIXC43lvaV9n2lfLHETYRHAAAAAABUhI2tjWpvXj1tEHU5KSbkOjiWViziaSxjQnYsYnIyVUVMad8p7ftKpKREKiVJ+uI927TqsKjam1fr0U1nFxzGndn1lGlyvtLK2mjZ/v7CQngEAAAAAECFaKiLlX3oMVPIla87yTzT/Vd/WAfH0tr1xlvqvKdPKT89dT2Rcvrsv/xGvnN5l5/lWy6XawgwscUAACAASURBVCSZ0mfu6FF1pPKWsTEwGwAAAAAAlJWGupg2rF0lSdMGVk92J9VEPS2PVakm6qmro0XNRyzXK/GD+sLd2/RWMj3tmW+NpbMGcE+KDye0fySp0VT2ayKeKVZlWh6rUqzKZGZKpKYP8q4EdB4BAAAAAICykzmDKLfTJ193Unw4oWvv3qZkoa3X9PYA7oa62NR7RMymvc7kdP81Z+jgWFr7R8Z01fd+q2Q6lfc5Sx3hUYlkTnCvhH9oAAAAAAAUK98MotyB1blL8Hbs3j9jcCRJiVRay6ojWe+RT220SgfH0tqwdpXiw4lFsVtdWFi2VgJbegfVfuNWXXb7k2q/cavu6x0sdUkAAAAAAMyL+HBi2lKz2ZqcQZRpstMnmBV8ZmTisueZLrj5Ef3rk6/K+cFhU2Y4FLRUrlKaQeg8WmDFpKcAAAAAACxGhZaazUa+odgzdfqccPQKVXlSKmDmteeZ0mk31Wl080P9SuTpVDqsOjI1WDvze/pi2K0uLKF2HpnZuWb2gpn1m9l1ea5/0sz6Jv48ZmYbwqynHMwtPQUAAAAAoLxlNksUO1Q6qEtpLp0+DXUxffPiVsWqbKrLaNL57ztCNVWRrHMRz1Sdc2OsyvR3G0/Qo5vOngq9MmucHORdScGRFGLnkZlFJN0i6U8lDUh6yszuc849m3HbTkkfcc4Nmdl5kjZLOiWsmsrBXNJTAAAAAADKXb7t7gsNlZ6pS2m2nT7x4YTe2bBM919zug6OpZVMpfVK/C21rl2l+mXVar9xa9b9ad/JckImM9NZ7z186r3mq5NqsQuz8+hkSf3OuZedc2OS7pR0YeYNzrnHnHNDE4dPSGoKsZ6yUOnrJAEAAAAAS9NsmiWK7VIqttMnc7bwBTc/ot/HD6rt2AZd1LZWzUcslySd/Z7Ds17z8Q826RsXbQj8fj6XTqqlKsyZR42SdmUcD6hwV9GnJf04xHrKRiWvkwQAAAAALE2TzRKdOZ06+b7zDgyNTBtW7XwX2KVUSM/OuK69e5uSaTfV9fTFe96eLbyld1Cd92xTIpX9fnf1DOhz5xyvRzednff7+Ww7qZayMMOjfGPO844xN7OzNB4efTjg+pWSrpSkdevWzVd9JZW7pSAAAAAAAItdsc0Sy6oj04ZVJ9JOu944OKsmiy/d+4zueOLVaecTKV//+uSruvSUddrU3TctOJLeDoKCOpua6ms1kkxlnRtJpipy7EyY4dGApLUZx02SdufeZGYtkm6XdJ5zLp7vQc65zRqfh6S2trbgffQWkfhwgs4jAAAAAMCSU0yzxMGxtGqi3tTOZ5M673lGvlzgbKHM79JDB8fyBkeTbtr6ktbUVcvLHWw0odD84fhwQjt2vykzU2YfjE08q9K+04cZHj0l6TgzO1bSoKRPSLo08wYzWyfpB5L+yjn3Yoi1lJXxlrk+RTxT2nf6xkWVOXALAAAAAFCZgkKbt5JpSVJn99vLziblDq8+ae2qgu+RTDtd98Ptea/FqoLnD0++jydTMqc7qqYqou89+apu/UV/RQ3RDm1gtnMuJelqST+R9Jyku5xzO8zss2b22YnbviSpQdKtZtZrZj1h1VMu4sMJXXv3NiVSvt4aSyuR8vWFu7dV5MAtAAAAAEBlytxM6rDqSN57BoZGpn7ON7z6sZffmPX7VkdMX/jT4/XYdWcHdjZNvs9kkJVpJJnSLQ/1V9wQ7TA7j+Sce0DSAznnbsv4+QpJV4RZQ7nZsXv/tOQymXbasXu/zjj+8IBXAQAAAACwtEzOR3r8d3Fd/f3fZl0bTfpalhEq5RtePVs1UU//46IWrX3HsqzzmUvQZnof56RoxJTIGIVUCUO0Qw2PkE/+tZbB5wEAAAAAWLwKzQdqqItp7TsOUyxiWQO0YxHTwbG3O3+a6muV9OceHElSKu30hbu3qToSmVpu5qSspXDXX7C+4PvURCMay20IKTA7aakIbdka8jvh6BWqyvmtV3nj5wEAAAAAWEq29A6q/catuuz2J9V+41bd1zs47Z6m+lqZl91QYZ5lBTKZy9yWx6oUqzJ99E9mt3rHOadEyk0tN/viPdvUeU/2UrgbfvSsrv/YesWq8jd4pHxfX/6z9VN11ESDZyctJYRHC6yhLqZvXtyqWJXpsGhEsSrTNy9uXfL/0AAAAAAAlSXfnKJ884Fyg6GgQGZja6Me3XS2PnPGuySZHvtd3g3bpzFJHe9vVE00e7ZSxDyl0tldRqm0rxMbV+qfLm/LO4vp6rOO0ydPeace3XS2/uWKU/Topvyzk5Yalq2VwOS6zkra1g8AAAAAUFnyzQ8Kmg80m+/JtzzUr0Sq+CVsTtKDO/6YtQxOkpLptHJWoCnlS8lUWiccvVK+y74Yq/J06SnrJI0HXpX0XZ7OoxJpqItpw9pVFfWPDQAAAABQOfLNKco3Hyg+nNC2Xfskacbvydff+8ysgqNJmcHRsuqIaqKeLm5bl/feV+JvjX9nb1qZdf7kY+or9js8nUcAAAAAAGDeTS5H65wYSD2WTuuqM5uz7tnSO5g1sLqroyVwGVj/awf0wPbXDqmmZbGI/uYj79ayWERr6w/T93796rR7Wteu0uZf/k5P7hzKOv+r/rh+tG23Tnt3Q8WFSOZy2rDKXVtbm+vp6Sl1GQAAAAAAYAbx4YR27N6vx38X13cefUXVkbdDovbm1Wq/catGk293EtVEPT266ey84cw9Pbt07T19h1SPaXwZ26T3HLFML7x2cOr48tPW6XPnHK9TvvYz5WtwilV5MlPBkGuxMrOnnXNt+a7ReQQAAAAAAObdZFdRxGxq2djkkrPO7j5t/qu2omciSeMdQYcqt33mhdcOqsqkiOfJydd7jlyhh55/XVHPlPKnN9tk1t/evLpiOpAIjwAAAAAAwLzK3Gktn6jnSXIaSaayzo8kU1Mzkca7lt6U5HTC0SvVfMRyXdzWpLt6BqY9z5M0+0lI41JOU7uu/dcfbteyak8jqcKrtDxTYMi1FBEeAQAAAACAQxIfTmTtlLZj95vyZIH3J31fR6+slctZSOYmXrOld1D/+c7eqUAoGjH9/V9uUNdFG9S8pk5dP3le1RFPaSddfVaz4sOj+u7j0+cXzcXBsZljqLfGfG3fvV8b5qEbajEgPAIAAAAAAHOWO/T64rYm/e+nBvLuirYsFlHad+rqaNHu/SNK5ywNS/tOj/8urr+9szdriVky7fTFe8aXil35kXer4wNNU2GVJJ381Z/NqfbcGUizccOPntW5JxxZEd1HhEcAAAAAAGBOMpenTc4uuiNPB1CsyvSlC07QiY0rp7qTHn5xT95nPveH/XkDHZO0Y/d+raytVlN9rZrqazUwNKIHt/9B6TkkQP/r8g/o4Fhand19inimg4n0rF5faD7TUkN4BAAAAADAIpe7bGyhDAyNTBt6neuw6ohuu+wknXH84VnnTzh6hao8Ze1qVuVJh1XnjyrG0r4+c0ePqiMRjSRTMjNVR6yoZWa5Lj9tnVrX1WtgaET/8tcna/vuN/Xgjj/qiZffKPoZmfOZljrCIwAAAAAAFrHcZWMLuY18U32tkn7h8MZ34wOvczXUxfTNi1v1xXu2KWKe0s7XNy7aoPVHrdA3fvri9Ac5KZFySqRSUyeSc2g5inrSe45YofYbt0pS4FDvmZgFz3RaagiPAAAAAABYpPItG1vobeSvOrNZNz/Ur+rI2zOP7uoZyAqzgmrZ2Nqo9ubV07qmPtzcoEf641P3nXjUcv3+jREdSKTyPmc2olWevvKjZzWWZybTbNRURVi2BgAAAAAAylu+ZWMLNYtnsuMpYibf93VZ+zHqOKlJB8fSuvzUY3RwLF3UMrrJ6wNDI1PnntyZvXzshdeH5c1To89Y2qmmytPYIeZQSd9n2RoAAAAAAChv+ZaNLUSokdnxNOnbv3xZtz+yUzVVkamOo6b6Wm3bta9giJS77O5THzpm2nK0ZNrpo3+yRj97Lv+Q7dm46iPv1rcffnnOrz+sOqKU73T9BesroutIksy5uW5KVxptbW2up6en1GUAAAAAAFAW7usdVOcCzzzatmufLv2nJ3RwLHiHsipPinieqiOextK+rj6rWZeesk4NdTHFhxPasXu/3hxJ6gt3b1Mi9XY2UWVSKk9U4UkFxnIXrzpiSqXdnJ4V9SRnpmrPlPKdvvxnJ+iTp75zHqoqPTN72jnXlvca4VFplGoSPgAAAABg6Vno75jx4YRO++8/19gsB1bHqkwfb1ur7z+1a07DrsvRV//iRH3ylMUfIBEelZlSTsIHAAAAAGA+fO+J3+u/3ru91GWUXHWVp8evO3vRN4YUCo+8hS6m0mWuCz2QSGk06auzu0/x4USpSwMAAAAAYEbx4YS27dqnc088Uv/l/PfmvSfqSdFIZWxlX+VZ1rDvpYiB2QuslJPwAQAAAAA4FLkrac5+z5r8N5p0yclr9b+fGlAiNR+TispXyndLftc1Oo8WWKkm4QMAAAAAcCjyraR5YPtree9NpqW7egZ0/zUf1vnvOyLr2unNDVldSRGTWhpXhFp7mK79D8cv+WYQwqMF1lAXU1dHi2qinpbHqlQT9dTV0bLk/6EBAAAAABa3yZU0xYp6nnbvH9HW5/dknf/1K2/ox//pdN3x1x/UOe9do7ST+gbfnO9yF8zRK5d+MwjL1kpgY2uj2ptXs9saAAAAAGDRyLeSppCxtC/Jpo1uSaScun8zoBOOXqmf5wRLQSImOSeV4wK4vRUww5jOoxJpqItpw9pVBEcAAAAAgJLr2RnXN3/6gnp2xgPvmVxJE6syHRaNKFZlurgteOfwVNrX8394U2Pp9LRr3/7ly/rc939bdH1pJ0UipnKcwf3h5tWlLiF0dB4BAAAAAFDBLrv9CT3SPx4a3bS1X6c3N+ifrzg1771OkmSSSXKmtfXLVBeLaDgxPSBKO+lrP35eH/2Tw/Wz516ffn2WdSbTTtGIyflOvpvli0Ny+Wnr1HzE8lKXETo6jwAAAAAAWKLiwwlt27VP8YClVT0741PB0aRf9cfzdiBNDsxOpHy9NZZWIuXr5ode0shY4RjoFy+8rurI/MQPyXR5BEcm6b//xYn6uwvfV+pSFgSdRwAAAAAALEFbege1qbtPUc9T0vfV1dGija3Zy8wefmlv3tc+/NJetR3bMHUcH07ooedfV5WXvW4s4pnSvsYHEgVI+ZJnvqIRk8kmZiEtbk7Sf7t3u5bFqqb9TpciOo8AAAAAAFhiJruERpO+DiRSGk366uzum9aBdMZx+ef1ZJ7f0juo9hu36sv37Zi2PO2tMV8Rb+ZBRL4b7xpaCsHRpLSTvnjPtsCurqWE8AgAAAAAgCVmYGhEUS/7K3/U8zQwNJK1lK3t2Aad3tyQdd/pzQ1TXUeZIdTBgOVpidTSCYRmK2Ljv9OljmVrJRIfTmhgaERN9bXsuAYAAAAAmFdN9bVK+tmhTtL3tX1wvz6++fGspWz/fMWp6tkZ18Mv7dUZx63OWq42GUKNKjggqvaksQrNj9LOV1N9banLCB3hUQkUs+4UAAAAAIC5aqiLqaujRZ0Z3z2vv2C9bvjRsxpN+lNhUGd3n9qbxwOjzNBoUr4QKpcv6bBoRG8lZ7t/2uJW5UnfuGhDRTSEEB4tsMyWv9z/sVbCPzgAAAAAwMLY2Nqo9ubVU6te8nURTS5lC/o+2lAX0+c/ery+9uPnA9/HOVVccBQx6c7PnJo3cFuKmHm0wAqtOwUAAAAAYD411MW0Ye0qNdTFApeyFVp2taV3UF9/MDg4ksYHR1eatJM+8U9P6L7ewVKXsiAIjxZYU32tDiRSWecOJFIVsUYSAAAAAFA6k0vZaqKelseqVBP11NXREth1FB9OqPOePvkVGA4VI+VLn7+rtyJ2W2PZ2gLbuWc48DzL1gAAAAAA8yFok6bcpWyStG3XvrybOQ0MjcgRHBWU8qUdu9/UGcevKXUpoSI8WmAP7ngt8HylrJUEAAAAAIRnpk2aGupiaqiLzXjf9sH9GktX6DZqszA49FapSwgdy9YWWPOaZbM6DwAAAABAsTI3aTqQSGk06auzu0/9rx3Qtl37ppZY9b92QNfe3Zt13xfv2ZZ1/Sv/tqOU/ymLxs+fy98kspTQebTAmg+vm9V5AAAAAACKtWP3m1KepWbn3/QrxaoiSvq+Lv5Ak/7117uUymkqSqScvvXzl/T+d9br2ru3KVmJk7DnoHfXvlKXEDo6jxbYK/H87WxB5wEAAAAAKMaW3kF9+v97SqM5qdBo0tdY2k11GN3xxKtKBUzB/u7jv9fn7uwlOJqF+MHkkt91LdTwyMzONbMXzKzfzK7Lc93M7KaJ631mdlKY9ZSD0bHUrM4DAAAAAEovPpzIWvY13/pfO6B7enap/7UDkqSenXF986cvqGdnvOj6Ou/pI/QpASeps7tvSe+6FtqyNTOLSLpF0p9KGpD0lJnd55x7NuO28yQdN/HnFEnfnvh7yfrW1v7A85d96NgFrgYAAAAAMJOZBksfqi/d+4zueOLVqeMjV1Trj2+OSZJu2tqv05sb9M9XnFrwGQNDI4p4Nm81YXZGk74GhkaW7C7qYXYenSyp3zn3snNuTNKdki7MuedCSXe4cU9IWmVmR4VYU8m9Njw2q/MAAAAAgNIJGkA9X10m/a8dyAqOJE0FR5N+1R+fsQOpqb5W6YClaFgYz+waKnUJoQkzPGqUtCvjeGDi3GzvkZldaWY9ZtazZ8+eeS8UAAAAAIB8BoZGFPWyvzpHPU8DQyPz8vxihy0//NLegtcb6mK6+qzm+SgJc/SLGT6jxSzM8Chfv1xuDFrMPXLObXbOtTnn2tasWTMvxQEAAAAAMJOm+lol/ewB1EnfV1N97bw8v3XtqqLuO+O41TPec+kp6w61HByCC953ZKlLCE2Y4dGApLUZx02Sds/hniXlla9/bFbnAQAAAACl01AXU1dHi2qinpbHqlQT9dTV0TJvs22aj1iuy0/LDn2OWlGddXx6c4Pajm0oqtabPtE6L3Vhdo5aUa0/P2ntzDcuUuZcOGsizaxK0ouSzpE0KOkpSZc653Zk3PMxSVdLOl/jg7Jvcs6dXOi5bW1trqenJ5SaF9Ix190/9TPBEQAAAACUt/hwQgNDI2qqrw1lKHL/awfUu2ufWteuUvMRy9WzM66HX9qrM45bXVRwlFvrP/z7i3rsd3F9YN0qXdB6tA6LRvTkzjckOa2sieqR38V19MoaHbE8pqde3adj31GrPQfHdMLRK+Wnff3shT1qbVwheZ7etXqZDl8e0xM735An6eW9B5V2vt531Aq98Pqwjl5Zq0tPeafql1Xr47c9pv69b6lK0hErY/rAuno998c39eobb+moVTV6/9p6pdK+fvzMa5rcc7zapLFFOq7pmIZa/e05xy2J4MjMnnbOteW9FlZ4NPHG50v6B0kRSd9xzn3VzD4rSc6528zMJN0s6VxJb0n6lHOuYDK0VMIjAAAAAACAclEoPKoK842dcw9IeiDn3G0ZPztJV4VZAwAAAAAAAOYuzJlHAAAAAAAAWOQIjwAAAAAAABCI8AgAAAAAAACBCI8AAAAAAAAQiPAIAAAAAAAAgQiPAAAAAAAAEIjwCAAAAAAAAIEIjwAAAAAAABCI8AgAAAAAAACBzDlX6hpmxcz2SPp9qeuYJ6sl7S11EVhwfO6Vh8+8MvG5Vx4+88rE516Z+NwrD595Zaq0z/2dzrk1+S4suvBoKTGzHudcW6nrwMLic688fOaVic+98vCZVyY+98rE5155+MwrE5/721i2BgAAAAAAgECERwAAAAAAAAhEeFRam0tdAEqCz73y8JlXJj73ysNnXpn43CsTn3vl4TOvTHzuE5h5BAAAAAAAgEB0HgEAAAAAACAQ4REAAAAAAAACER4BAAAAAAAgUFWpC6gkZvZeSRdKapTkJO2WdJ9z7rmSFobQmJlJOlnZn/mvHcPGljQ+98rE5w4AAIClioHZC8TMNkm6RNKdkgYmTjdJ+oSkO51zXy9VbQiHmf0HSbdKeknS4MTpJknNkv7GOffTUtWG8PC5VyY+dwAAgMXPzP6jpD9X9v8ZuMU592BJCysDhEcLxMxe1P/f3v3H2l3Xdxx/vgpOpoVii3RjltYtlHXDrNWNyfyRamqlFZDNiTA3AmzJtvLLHxuMsWQQo9QYjCSmBp2QygIIFGwhDevcENHpWrmtLbMiU9o5XIGM1q1tCBRe++P7udzTS0+Frt/zvT2f1yM56fd8vvec875993vz6ft+Pu8v/LrtZ8eN/xzwb7ZP6CayaIukzcAi21vGjb8eWG17TieBRauS9zol7/XKJLM+yXmdkvf6JOf1kfQZYDbwJfZe8HEu8IjtS7uKbSLItrXBeR44Dtg6bvwXy7kYPocz9kOn12PAKwYcSwxO8l6n5L1C+5lkXiJpUe2TzGGUnNcpea9Pcl6txbZnjx+U9GXgB0DVeU/xaHA+BPyTpEeAH5ex42m2NFzUWVTRphuAdZJuZSznM2i2Kn6xs6iibcl7nZL3OmWSWZ/kvE7Je32S8zo9Lelk22vHjf8W8HQXAU0kKR4NiO17Jc1mrJmqaKrY62w/12lw0Qrb10j6Ck2T9FMYy/kHbX+v0+CiNSXvK4EzSN6rkeu9Wplk1ic5r1PyXp/kvE7nAZ+TdCRjK85mAP9TzlUtPY8iIiIiDoCkNwKfA/Y1yVxi+8GuYot2JOd1St7rk5zXTdIv0LPgw/a2jkOaEFI8imiJpFNHG+pJmgJcS7Py7CHgw7Yf7zK+aEfJ9RU0DRZfW4afAFYCS23v6Cq2aE+u97plklmf5LxOyXt9kvP6SBJju4VGG6WvdQonTOo6gIgh9ome42uBbcDpwDrg+k4iikG4DdgOzLc9zfY04B3ADuD2TiOLNuV6r1SZZM4sjxnAzDIWQ8z2trLy4PvAcZKO7jqmaFeu9TrlWq+LpIXAI8BVwGLgPcDVwCPlXNWy8iiiJZJGbL+xHG+wPbfn3F7PY3hIetj2iS/3XBzacr3XqUwkl9FMNB8rw6+juRnGEttruoot2iFpme0l5fitwM3AD2ly/qe2V3cZX7Qj13p9cq3XSdJmYJHtLePGXw+stj2nk8AmiDTMjmjPsZI+QrPM9ShJ6lnumFV/w2urpMuA5aNblSRNp2my9+P9vTAOabne63QdsKDfJBOoepI5pN7cc/wx4EzbI5J+mWblaf5DOZxyrdcn13qdDmesx1Wvx4BXDDiWCSfFo4j2fIGmyR7AcuAY4Mmyd3pDZ1FF2z4A/BVwfykaGXgcWAWc1WVg0apc73XKJLNuR9keAbD9I0mHdR1QtCbXet1yrdfjBmCdpFsZ+6XvDOBs4IudRTVBZNtaRIsk/SpNs7V/tb2zZ/yF5rox3CS9jabp3qYsax9eki4B7rKd1WUVkXQFTVF4X5PM22xf01Vs0Q5Ju4F/p1llOAs43vZ2SZOAjbZP6jK+aEeu9frkWq+XpF8DzqCnUTqwyvb3Og1sAkjxKKIlki4GLgI2A3OBS22vLOde6I8Sw0XSWtsnl+M/AS4EvgIsBO62vbTL+KIdkn4K7KLph3ALcLvtJ7uNKgYhk8y6SJo5bugntp+VdAzwdtt3dhFXtE/SHOC95FqvQq71iBdL8SiiJZI2AafY3ilpFnAHcJPt6ySttz2v0wCjFb25lbQOWGz7SUmvBr5t+w3dRhhtkLQeeBOwgGbr4hnAgzSFpDtt/2+H4UVERETEzyBpCnAFcCbw2jL8BLASWGp7R1exTQRp4hnRnsNGt6qVBovzgUWSPk3zG6sYTpMkvUbSNJoC/ZMAtncBe7oNLVpk28/bXmP7j4HjaO7Mcyrwo25Di7ZImiJpqaTvS/rv8thcxnI75yEk6ShJ10i6SdIfjDu3rKu4ol2STu05niLp7yRtlHRz6W8YQ0bSiKS/kfQrXccSA3UbsB2Yb3ua7WnAO4AdwO2dRjYBpHgU0Z5tkl64PXcpJJ1G00g3q0+G1xSaFSffAaaWhslImkyKhsNsr9zaftb2KtvnAMd3FFO0L5PM+txIc72vAM6WtELSK8u5N/d/WRziPtFzfC2wDTgdWAdc30lE0bbXAEcD90laK+nDko7rOqho3Szbn7S9bXTA9rbSdqL6+Vy2rUW0RNLrgD29P3x6zr3F9jc7CCs6IulVwHTbj3YdSxx8kmbb/kHXccRgSXrY9okv91wcuiRtsD235/mVwGKarar/mH6Gw6m3V+U+/g3s9TyGw7icvw04B/g9ml6mt9j+fJfxRTskrQG+Ciy3/XgZmw6cB7zL9oIOw+tcVh5FtMT2f+6rcFTOpXBUGdu7UzgaXikcVWurpMt6t61Imi7pcsbuyBTD5ZXlbksA2P448Hng68C0zqKKth0r6SOSPgocJal3tWn+PzXkbD9gewlNs/RPAqd0HFK05wM0P8vvl7Rd0lPA14CpNHdcrFp+2EVEREQcmN5J5lPjJpnv7zKwaM3dwDt7B2wvBz4KPNNJRDEIXwCOBCYDy2laEFC2pm/oMK5oz4t+KWT7Odv32j6/i4Cifba302xPvgiYYXuq7Tm2LwdO7ja67mXbWkRERMRBJul82zd2HUcMTnJep+S9Psn58JJ0CXAhzfbEucCltleWcyO1b01O8SgiIiLiIJP0H7arb65Zk+S8Tsl7fZLz4SVpE3CK7Z2SZgF3ADfZvk7SetvzOg2wY4d3HUBERETEoUjSxn6ngNy+ewgl53VK3uuTnFfrsHKHbGxvkTQfuEPSTHLX5BSPIiIiIg7QdODdwPZx4wL+ZfDhxAAk53VK3uuTnNdpm6S5tjcAlBVIpwE3AG/oNrTupXgUERERcWDuASaPTjJ7Sfra4MOJAUjO65S81yc5r9O5wJ7eAdt7gHMlXd9NSBNHeh5FRERERERERERfk7oOICIiIiIiIiIiJq4UjyIiIiIiIiIiczucrQAAA4NJREFUoq8UjyIiImLoqPENSYt6xs6SdO9B/px5kizp3QfzfXvef7Wko/8fr79K0l8czJgiIiKiPikeRURExNBx09Txz4BPSzpC0quBjwMXHsj7STqsz6lzgG+UPw8624tt7xgXiyRlDhcREREDk4lHREREDCXbDwF3A5cDfwv8PXClpHWS1kt6L4CkWZIekDRSHr9TxudLuk/SzcCm8e8vScDvA+cBCyUd0XPuMkmbJH1X0tIy9qby/FuSPiXpoTJ+nqTP9rz2Hknzy/EWSceUGDdLWgaMADMk/WX5XjZKurrn9VdKeljSV4ETD97faERERNTq8K4DiIiIiGjR1TTFlmdobr38z7YvKFvB1pYCyxPAu2w/LekE4BbgN8vrTwZOsv3oPt77LcCjtn9Ybt28GLizbJU7E/ht27slTS1ffyNwse37JX3qAL6XE4HzbS+RtBA4ocQnYJWktwO7gLOBeTTzvBHgwQP4rIiIiIgXpHgUERERQ8v2LklfBnYCZwGn9/QAOgI4HvgJ8FlJc4HngNk9b7G2T+EImq1qt5bjW4E/Au4EFgA32t5dYnhK0hTgaNv3l6+/CVjEy7PV9rfL8cLyWF+eT6YpJh0J3DX62ZJWvczPiIiIiHiRFI8iIiJi2D1fHgLeZ/vh3pOSrgIeB36DZkv/0z2nd+3rDUsPpPcBZ0i6srz3NElHlmOPf8k+xkbtYe9WAkf0+breWARcY/v6cXF9aD+fExEREXFA0vMoIiIiavEPwMWlVxGS5pXxKcB/2X6eZvVQv+bYvRYA37U9w/Ys2zOBFTTb1dYAF0h6VfmcqaXp9U8lvbW8/oM977UFmCtpkqQZNFvRXsr3coGkyeUzfknSscDXgd+V9POlkHX6S3iviIiIiP3KyqOIiIioxceAzwAbSwFpC3AasAxYIen9wH30WW00zjnAXePGVgB/bntR2QL3HUnPAKuBvwbOB26QtJum+DPqm8CjNE25H6LpU7RfttdImgN8q9TCdgJ/aHukbNPbAGwFHngJ30tERETEfqm5k21EREREDIqkWcA9tk/qOJSIiIiInynb1iIiIiIiIiIioq+sPIqIiIiIiIiIiL6y8igiIiIiIiIiIvpK8SgiIiIiIiIiIvpK8SgiIiIiIiIiIvpK8SgiIiIiIiIiIvpK8SgiIiIiIiIiIvpK8SgiIiIiIiIiIvr6P/80BM4Trpl8AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax = buildings.plot(x = \"Year Acquired\", y=\"Square Footage\", figsize=(20,6), rot=90, kind='scatter')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1750.0, 2010.0)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "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": 25, "metadata": {}, "outputs": [], "source": [ "b = pd.read_csv(\"https://uiuc-ischool-dataviz.github.io/is445_spring2022/week03/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": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9.0" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b[\"Square Footage\"].min()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1753.0" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b[\"Year Constructed\"].min()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1753.0" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b[\"Year Acquired\"].min()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
2796Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1753.01753.01200.0110AssemblyAssemblyNot provided
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" ], "text/plain": [ " Agency Name \\\n", "2796 Historic Preservation Agency \n", "\n", " Location Name Address \\\n", "2796 Fort De Chartres Historic Site - Prairie Du Ro... 1350 State Hwy 155 \n", "\n", " City Zip code County Congress Dist \\\n", "2796 Prairie Du Rocher 62241 Randolph 12 \n", "\n", " Congressional Full Name Rep Dist Rep Full Name ... Bldg Status \\\n", "2796 Mike Bost 116 Costello, II Jerry ... In Use \n", "\n", " Year Acquired Year Constructed Square Footage Total Floors \\\n", "2796 1753.0 1753.0 1200.0 1 \n", "\n", " Floors Above Grade Floors Below Grade Usage Description \\\n", "2796 1 0 Assembly \n", "\n", " Usage Description 2 Usage Description 3 \n", "2796 Assembly Not provided \n", "\n", "[1 rows x 22 columns]" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b.loc[b[\"Year Acquired\"] < 1800]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also mutate Pandas dataframes into new data with operations like sorting:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
119Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1930.01753.02580.0110AssemblyResidentialNot provided
120Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1986.01753.04184.0110AssemblyResidentialNot provided
121Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1986.01753.02875.0110AssemblyResidentialNot provided
122Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1930.01753.0558.0220AssemblyAssemblyNot provided
118Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1930.01753.03604.0110AssemblyResidentialNot provided
..................................................................
8847Department of TransportationElgin/O'Hare Expressway - Kane Co.1480 Rodenburg RoadSchaumburg60193Kane8Tammy Duckworth43Moeller Anna...In UseNaNNaN36.0100Utiility & MiscellanUtiility & MiscellanNaN
8855Department of TransportationRoscoe Maintenance Storage Facility9988 N. 2nd StreetRoscoe61073Winnebago16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN1550.0100StorageNaNNaN
8856Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte. 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN1500.0100StorageNaNNaN
8857Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte. 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN432.0100StorageNaNNaN
8858Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN330.0100StorageNaNNaN
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8862 rows × 22 columns

\n", "
" ], "text/plain": [ " Agency Name \\\n", "119 Historic Preservation Agency \n", "120 Historic Preservation Agency \n", "121 Historic Preservation Agency \n", "122 Historic Preservation Agency \n", "118 Historic Preservation Agency \n", "... ... \n", "8847 Department of Transportation \n", "8855 Department of Transportation \n", "8856 Department of Transportation \n", "8857 Department of Transportation \n", "8858 Department of Transportation \n", "\n", " Location Name \\\n", "119 Fort De Chartres Historic Site - Prairie Du Ro... \n", "120 Fort De Chartres Historic Site - Prairie Du Ro... \n", "121 Fort De Chartres Historic Site - Prairie Du Ro... \n", "122 Fort De Chartres Historic Site - Prairie Du Ro... \n", "118 Fort De Chartres Historic Site - Prairie Du Ro... \n", "... ... \n", "8847 Elgin/O'Hare Expressway - Kane Co. \n", "8855 Roscoe Maintenance Storage Facility \n", "8856 Belvidere Maintenance Storage Facility - Boone... \n", "8857 Belvidere Maintenance Storage Facility - Boone... \n", "8858 Belvidere Maintenance Storage Facility - Boone... \n", "\n", " Address City Zip code County \\\n", "119 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "120 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "121 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "122 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "118 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "... ... ... ... ... \n", "8847 1480 Rodenburg Road Schaumburg 60193 Kane \n", "8855 9988 N. 2nd Street Roscoe 61073 Winnebago \n", "8856 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8857 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8858 9797 Illinois Rte 76 Belvidere 61008 Boone \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "119 12 Mike Bost 116 Costello, II Jerry \n", "120 12 Mike Bost 116 Costello, II Jerry \n", "121 12 Mike Bost 116 Costello, II Jerry \n", "122 12 Mike Bost 116 Costello, II Jerry \n", "118 12 Mike Bost 116 Costello, II Jerry \n", "... ... ... ... ... \n", "8847 8 Tammy Duckworth 43 Moeller Anna \n", "8855 16 Adam Kinzinger 69 Sosnowski Joe \n", "8856 16 Adam Kinzinger 69 Sosnowski Joe \n", "8857 16 Adam Kinzinger 69 Sosnowski Joe \n", "8858 16 Adam Kinzinger 69 Sosnowski Joe \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "119 ... In Use 1930.0 1753.0 2580.0 \n", "120 ... In Use 1986.0 1753.0 4184.0 \n", "121 ... In Use 1986.0 1753.0 2875.0 \n", "122 ... In Use 1930.0 1753.0 558.0 \n", "118 ... In Use 1930.0 1753.0 3604.0 \n", "... ... ... ... ... ... \n", "8847 ... In Use NaN NaN 36.0 \n", "8855 ... In Use NaN NaN 1550.0 \n", "8856 ... In Use NaN NaN 1500.0 \n", "8857 ... In Use NaN NaN 432.0 \n", "8858 ... In Use NaN NaN 330.0 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade \\\n", "119 1 1 0 \n", "120 1 1 0 \n", "121 1 1 0 \n", "122 2 2 0 \n", "118 1 1 0 \n", "... ... ... ... \n", "8847 1 0 0 \n", "8855 1 0 0 \n", "8856 1 0 0 \n", "8857 1 0 0 \n", "8858 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "119 Assembly Residential Not provided \n", "120 Assembly Residential Not provided \n", "121 Assembly Residential Not provided \n", "122 Assembly Assembly Not provided \n", "118 Assembly Residential Not provided \n", "... ... ... ... \n", "8847 Utiility & Miscellan Utiility & Miscellan NaN \n", "8855 Storage NaN NaN \n", "8856 Storage NaN NaN \n", "8857 Storage NaN NaN \n", "8858 Storage NaN NaN \n", "\n", "[8862 rows x 22 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b2 = b.sort_values(\"Year Constructed\")\n", "b2" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Agency Name Historic Preservation Agency\n", "Location Name Fort De Chartres Historic Site - Prairie Du Ro...\n", "Address 1350 State Hwy 155\n", "City Prairie Du Rocher\n", "Zip code 62241\n", "County Randolph\n", "Congress Dist 12\n", "Congressional Full Name Mike Bost\n", "Rep Dist 116\n", "Rep Full Name Costello, II Jerry\n", "Senate Dist 58\n", "Senator Full Name Paul Schimpf\n", "Bldg Status In Use\n", "Year Acquired 1930.0\n", "Year Constructed 1753.0\n", "Square Footage 2580.0\n", "Total Floors 1\n", "Floors Above Grade 1\n", "Floors Below Grade 0\n", "Usage Description Assembly\n", "Usage Description 2 Residential\n", "Usage Description 3 Not provided\n", "Name: 119, dtype: object" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b2.iloc[0] # this gives the oldest building - the one that was constructed in 1753" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can build up Pandas commands to get new sorts of aggregated data:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Year Acquired\n", "1753.0 1200.0\n", "1802.0 4440.0\n", "1810.0 4033.0\n", "1832.0 120000.0\n", "1837.0 10302.0\n", " ... \n", "2015.0 305093.0\n", "2016.0 304839.0\n", "2017.0 6720.0\n", "2018.0 17160.0\n", "2019.0 1520.0\n", "Name: Square Footage, Length: 171, dtype: float64" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b.groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then use that to make different plots:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "aggregated_data = b.groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What sort of a thing is this variable?" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.series.Series" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(aggregated_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is another `pandas` specific variable type - a series. Its kind of like a \"mini\" dataframe." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we have grouped by `Year Acquired`, so that will be our how our data is indexed:" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "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": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aggregated_data.index " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And values of our series object will just be total square footage for each year:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.200000e+03, 4.440000e+03, 4.033000e+03, 1.200000e+05,\n", " 1.030200e+04, 2.010000e+03, 1.175200e+04, 3.691800e+04,\n", " 3.256000e+03, 9.000000e+02, 4.088000e+03, 6.584600e+04,\n", " 2.129200e+04, 2.267000e+03, 2.550000e+05, 2.140000e+03,\n", " 6.615400e+04, 7.500000e+02, 1.812400e+04, 2.236700e+04,\n", " 4.847000e+03, 2.741700e+04, 1.579500e+04, 2.234940e+05,\n", " 2.700000e+03, 2.864000e+03, 6.403000e+03, 1.490000e+04,\n", " 1.100000e+04, 6.600000e+03, 3.808000e+03, 4.042800e+05,\n", " 3.307100e+04, 1.798330e+05, 6.671000e+03, 5.926600e+04,\n", " 8.725000e+03, 3.015700e+04, 1.683700e+05, 1.948230e+05,\n", " 8.492400e+04, 8.633400e+04, 2.325000e+03, 1.514800e+05,\n", " 3.959000e+04, 8.500000e+04, 2.256770e+05, 2.901650e+05,\n", " 1.329070e+05, 3.676000e+04, 1.214750e+05, 3.358350e+05,\n", " 1.094860e+05, 2.697250e+05, 1.605840e+05, 4.096400e+04,\n", " 3.128860e+05, 2.037400e+04, 1.332850e+05, 3.602520e+05,\n", " 2.982830e+05, 2.314110e+05, 2.377220e+05, 4.228120e+05,\n", " 1.587100e+05, 3.341060e+05, 5.320510e+05, 2.100130e+05,\n", " 3.297600e+04, 4.260300e+04, 6.487800e+04, 4.020590e+05,\n", " 1.875100e+05, 1.715940e+05, 5.493600e+05, 1.263370e+05,\n", " 5.691980e+05, 1.088997e+06, 6.376450e+05, 5.281220e+05,\n", " 7.923290e+05, 8.418690e+05, 1.018630e+06, 4.140730e+05,\n", " 6.896300e+04, 1.760490e+05, 6.925300e+05, 6.634000e+05,\n", " 9.262960e+05, 1.113321e+06, 3.515730e+05, 1.292200e+06,\n", " 3.458100e+05, 2.430700e+05, 5.761800e+04, 4.460200e+04,\n", " 1.900790e+05, 5.880000e+04, 1.647300e+05, 3.784070e+05,\n", " 9.035580e+05, 1.191430e+06, 5.855330e+05, 1.153988e+06,\n", " 4.914960e+05, 7.639320e+05, 8.142210e+05, 1.160035e+06,\n", " 9.264810e+05, 9.451260e+05, 1.473793e+06, 9.547100e+05,\n", " 8.323360e+05, 1.283527e+06, 2.426638e+06, 2.511989e+06,\n", " 4.236653e+06, 2.172950e+06, 2.379212e+06, 1.666198e+06,\n", " 2.205873e+06, 1.983743e+06, 2.575624e+06, 1.889175e+06,\n", " 1.218179e+06, 9.599560e+05, 1.395013e+06, 1.413192e+06,\n", " 1.176456e+06, 9.597440e+05, 3.811810e+05, 4.134740e+05,\n", " 1.759081e+06, 8.129910e+05, 6.805660e+05, 1.952554e+06,\n", " 2.011732e+06, 9.622470e+05, 1.355701e+06, 4.862230e+05,\n", " 2.185700e+06, 2.209048e+06, 1.653847e+06, 9.006100e+05,\n", " 3.519980e+05, 4.356570e+05, 8.773960e+05, 1.351591e+06,\n", " 1.110664e+06, 7.313940e+05, 3.644170e+05, 1.248787e+06,\n", " 1.329954e+06, 1.036110e+06, 1.041629e+06, 5.752510e+05,\n", " 1.494411e+06, 6.217100e+05, 9.955260e+05, 1.602230e+05,\n", " 2.597240e+05, 3.787250e+05, 1.529530e+05, 2.501130e+05,\n", " 3.914850e+05, 6.642980e+05, 3.050930e+05, 3.048390e+05,\n", " 6.720000e+03, 1.716000e+04, 1.520000e+03])" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aggregated_data.values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make some quick plots:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(aggregated_data.index, aggregated_data.values)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use pandas plots to do this as well:" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "aggregated_data = b.groupby(\"Year Acquired\")[\"Square Footage\"].sum()\n", "aggregated_data.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can aggregate in a bunch of different ways!" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "aggregated_data_average = b.groupby(\"Year Acquired\")[\"Square Footage\"].mean()\n", "aggregated_data_average.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**ASIDE:** Let's go bananas! We want:\n", " * only buildings from the University of Illinois\n", " * Ordered by the Year Acquired\n", " * And we what the total square footage for reach year!" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Year Acquired\n", "1857.0 3000.0\n", "1870.0 2864.0\n", "1878.0 33071.0\n", "1888.0 28746.0\n", "1890.0 27409.0\n", " ... \n", "2006.0 180000.0\n", "2008.0 144580.0\n", "2010.0 35000.0\n", "2013.0 230665.0\n", "2015.0 8283.0\n", "Name: Square Footage, Length: 105, dtype: float64" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b.loc[b[\"Agency Name\"] == \"University of Illinois\"].groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "mySortedVariable = b.loc[b[\"Agency Name\"] == \"University of Illinois\"].groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's make a nice plot of this!" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mySortedVariable.plot() # y-axis is total square footage" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**END ASIDE**\n", "\n", "Let's try another one: how much square footage was created in different years across all agencies:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Year Acquired\n", "1753.0 1200.0\n", "1802.0 4440.0\n", "1810.0 4033.0\n", "1832.0 120000.0\n", "1837.0 10302.0\n", " ... \n", "2015.0 305093.0\n", "2016.0 304839.0\n", "2017.0 6720.0\n", "2018.0 17160.0\n", "2019.0 1520.0\n", "Name: Square Footage, Length: 171, dtype: float64" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b.groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "W can now also look at statistics of our subset from different years using \"describe\" as we've done before for the full dataset. In this way we can \"mutate\" our data:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
Year Acquired
1753.01.01200.000000NaN1200.01200.01200.01200.001200.0
1802.02.02220.0000001943.129435846.01533.02220.02907.003594.0
1810.03.01344.3333331809.945948216.0300.5385.01908.503432.0
1832.01.0120000.000000NaN120000.0120000.0120000.0120000.00120000.0
1837.01.010302.000000NaN10302.010302.010302.010302.0010302.0
...........................
2015.020.015254.65000029153.085290144.0696.03152.010590.25105000.0
2016.010.030483.90000061864.1804911152.02464.03352.53793.00184000.0
2017.01.06720.000000NaN6720.06720.06720.06720.006720.0
2018.04.04290.0000005153.6443421455.01455.01852.54687.5012000.0
2019.02.0760.0000000.000000760.0760.0760.0760.00760.0
\n", "

171 rows × 8 columns

\n", "
" ], "text/plain": [ " count mean std min 25% \\\n", "Year Acquired \n", "1753.0 1.0 1200.000000 NaN 1200.0 1200.0 \n", "1802.0 2.0 2220.000000 1943.129435 846.0 1533.0 \n", "1810.0 3.0 1344.333333 1809.945948 216.0 300.5 \n", "1832.0 1.0 120000.000000 NaN 120000.0 120000.0 \n", "1837.0 1.0 10302.000000 NaN 10302.0 10302.0 \n", "... ... ... ... ... ... \n", "2015.0 20.0 15254.650000 29153.085290 144.0 696.0 \n", "2016.0 10.0 30483.900000 61864.180491 1152.0 2464.0 \n", "2017.0 1.0 6720.000000 NaN 6720.0 6720.0 \n", "2018.0 4.0 4290.000000 5153.644342 1455.0 1455.0 \n", "2019.0 2.0 760.000000 0.000000 760.0 760.0 \n", "\n", " 50% 75% max \n", "Year Acquired \n", "1753.0 1200.0 1200.00 1200.0 \n", "1802.0 2220.0 2907.00 3594.0 \n", "1810.0 385.0 1908.50 3432.0 \n", "1832.0 120000.0 120000.00 120000.0 \n", "1837.0 10302.0 10302.00 10302.0 \n", "... ... ... ... \n", "2015.0 3152.0 10590.25 105000.0 \n", "2016.0 3352.5 3793.00 184000.0 \n", "2017.0 6720.0 6720.00 6720.0 \n", "2018.0 1852.5 4687.50 12000.0 \n", "2019.0 760.0 760.00 760.0 \n", "\n", "[171 rows x 8 columns]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats = b.groupby(\"Year Acquired\")[\"Square Footage\"].describe()\n", "stats" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This allows us to check out the distributions of each year. For example, let's look at stats from 2015. Because our `stats` dataframe that we've just created is indexed by year, we can just look for details about a specific year:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 20.00000\n", "mean 15254.65000\n", "std 29153.08529\n", "min 144.00000\n", "25% 696.00000\n", "50% 3152.00000\n", "75% 10590.25000\n", "max 105000.00000\n", "Name: 2015.0, dtype: float64" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.loc[2015]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also check out the statistics by index, in this case we look at the very first entry:" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 1.0\n", "mean 1200.0\n", "std NaN\n", "min 1200.0\n", "25% 1200.0\n", "50% 1200.0\n", "75% 1200.0\n", "max 1200.0\n", "Name: 1753.0, dtype: float64" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.iloc[0]\n", "# since we have only the one entry, the STD is meaningless" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alright, so this is in fact a data viz class so lets make some plots then!\n", "\n", "Lets first start by plotting the **maximum** square footage of any buildings created in a particular year:" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that there is a large range of square footages - from around 0 to millions. We'd like to see this better, so lets apply a \"mutation\" to our data in the form of how we visualize it:" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "image/png": 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nCEenap6PhKnBNvXmkvsGyr5TE3lYuoYPP3AQ771v/6ZmhCtVDw8cHsGfnjgHn/HwwDA5lg5U50E7wRfB676DwwDE4ULXCPYNJXBpSWTfSUsHACxWXOTTJjIJA1dXakjbYtParpyNI2PppmsoB8I5U9c6ag2Eyr2+nCWftvBv33Mbfv1vX8Hvf/SNePXKKnSN4FrJDQK6tm5BojzA5FMWfvGL3wHjHEagKQF2tq5EBXSF4gaEcR6zMVXUCUu9QcldBPTmDJ0GvXVgff1Xzjk8xvDe+/Ztenl3tUYxPTmKn/jeSXz9lXl84r13YWoij8JCGSMpC8WKBzfYcDY9ORouUXn77btx864Mrq46ePXKKlYdLwzoxYqHfMpC2jJweaWGo7syAIBc0mwacQOAYtnBnz9zHmXH65ihN3u5c0yMpmEaGqYm8njh4jLyKRMLZQdZ24SprS9Dj+5010h9PM5nHJmEjvsOjuCn3n7zjiy3A6rkrlDckHAOVXJvQ/RDHghK7kZz6VgK52SQiC5z6QbP58HrsPkHK6FyN3DbnhwOj6bDALVc9TCes/HL77sTu3N22Cs+u1ABANx7aBjjWaGvELPe9fdIsSxK7pmEgSsrDlKWOARkE0ZoNSuZLRRxecXBZ791Gk+eXsRrQQ+8HVEvdxloHY+FByjP58inrKCHrsHUtXVVR+ROd8YBFry+suVhaBru2r8+7/tBYUcGdELIQ4SQR5eXl/t9KQrFjoTfIBn6esbCZOYny9I1KkrullGfp+ZcZOeUsViQ6KX/WgsOVJsd0F3K4PkcSVNHwtTDxTKAmE/PJUy8cXIUVpD9AsDZxUr4/YrnI2mJFaVR+9dixUU+LXro86sO0kHmnks0Z+jyOZA72V+5XFrzmoWXe5Ch62IO3aF+vVriM+TTFiquL8bWdLKuknvUp98yNQwlDLwz2JhHfd50MNlp7MiSO+f8SwC+dOzYsR/r97UoFDsRdgNk6LOFIo4/NgOX9uaIF/aXIyV3u6HkLrN31+fhbnTOe+u/ygNVJwV4N0RL/odHU8glDBBCkDT10MoVEBn6UNLEUNLEcqUevM4uVnBkLI3lqgdLJ0iZhgjowSz6U6cXUHYoTl1ZDTJ00UMHggy96sWuYygo4esEACE4GIja2kGZUNcD9Tl0JziYcC5MfkZSFgAIlXsXfflWTE3kkUsaeNttu3F8egL/6vdO4IEjo7j/0DDKLsVKdWe7z+3IgK5QKDaGULlf3xn6zNwCHI/FVN7dBHQZrGXp3ZEq90iGLr9HfYapiTzeeGQEpq7hp95+S9clW5k5bzSgzxaKePjRGVAmDi6/8YF7kEuaAICEqcUz9JqHXMJENmGGW9N0jeDcYgV37sthpeYhbenYlasH9NlCEf/8s0+BceD4Z5/E99w8Dsp4JKCLDD3anzZ1DSlTw8feejNeuLiMvbnEmo/BC/r5QN3LXT7Xrs/g+hz5tHhMtrExYxmXcnzvreOYmsij4lKUahRVzwfjwjJ3J7MjS+4KhWJj3Agq9+nJUWjrcMSTZd762JqPhCFK7vWebvw+advAfYfyPfVfw4C1wddhZm4Brl8v+T85t4hcQgZ0HdVIa2W56mEoZULXCNK2EQaws4sV3L1/CCtVLyi5G8gkhF+6mJevz4QvVcV8eipWcvfwT6fm660Hn8EydXzsLUdxIJ9al5e7ExxEPF9k6HmZoUuV+zp66IxxVD0fZccPWxMlxwu1AistxH07CRXQFYobENFDv75L7lMTebzzjt245+BwT0YhtCFDFz10HXZEFCcDufzaoaznA1KYoa9znlrqA/IpCxpBeHA5MpYKVesJU4+9znKtKgAMp0wsVz1wznGuWMGd+0RAr7liNWraNrDq0NAqGMHvPzou1O2ZaMm9RnHrnhwAUWY3dA0jKXGoMHXS9tAiH8NSxWvwcuexA4/nC+tdjQC2ocPU15ehy/ZDxaWhZ33J8UPfetk62KmokrtCsU0MkrXkjVByB4B82oIdEX91Aw2DtuyhMyTDHrrMGmXpvR50OmkSGl9/+fyv52AlyuxPgAa2sYdHU0hZBn7pvXfhykotzNCTVryHvlLzsHdIlL+HkiKg//1LV6ERgsWKg5WaXLyiIxtsNJuayOPtt+9GjTJ8/C1H8fz5JQAIVe65pImVmoddWRsA8CNvPoJD+SS++uIVAICl6y0z9GiJngN4fb6EB4+M1DP0SDXE8zksXUPGNjakcq+EQZyG62Hl/+dTrcfvdhIqoCsU28BW+navhxuh5A6IoNzrh7QX8XAH6sYysZI7k5at9Ux9redT9rk9n8E2xevvbCBDF2X2um1s2fUxOZ7B1EQef/LUWeSSQYZuaA2iOBr214eSJk6eWcR//JtX4PoM//vnn4dlaDg4kkIiGFuTKvcrKzX8/Ltuw9REHnPzQrGetkXJXYjiKOZXxVa3H7h7L66u1MIqgWkQVKvNwVdOB0heurQCADA0LVS5A/UM3dQJsglTeLnrZF3PWyUI4hXXD/9fLJvxsWcoicJCueffOUiokrtCsQ1I3+5BsZa8UebQKeM9B3QZyL1G69dYyT1uPuNStuYYoOxDRwV6Nbp+Udz05ChIpMwODiwFqvUXL61gbr6M2UIRSatxbM2LBfRnzi1F9AAMZYei6lKkTD0UxfmM4+XLq7hjnyipy0AdnUNfrXmYD9a0LlfdYDmM+DuNhjySW/dkASBsF9wbuNXpGgH162OVbuDIZ+oasgkDVjAz3i5DX2tUsRJZDSv75qWa2B43nrXhULYplrL9QgV0hWIbkKNNg7KylHMOz+dh8LpeWc9ssQzSa42teT4PA4/4eu2Se2MfenpydENja1MTeeQSBu49JPQBjs+wVPUwWyjij548G47svXhxBQ5loSf7ctULA+1Q0sTeoWRsla6haVgou0gForiSQzE3X8KurI1s8HMZW/43KLkHKneZoS9VvHB9KyC2urUquUub+HfdtQd7hxK4JwjoYg69seTOYMiSu6G39XKXlZDf+Eprk59YVu5SZINDi/z/jG3s6LK7CugKxTYgR5vedvuuvpfbAdFDBzZnBnqQoaz3knsYpGOiuHjJnTKGlFnvDbsdRHFTE3n8wBv24shYOnz9N2Is41Afy1WKA/kU7js4jJWqh6WKi5m5BdDIQpYnTy/C1Ovjdis1D0PJeu97KGniLbfuwtsCc5V82sTl5VrMWObLz1+EbephcDy/JExoXrwojL1yCdFDn191YOoEy1UPK1WvXnJvsz71uXOiF//A4RHoOol5uYseeqTkzsR61UzCCErurb3cW1VCooQZuuuj4vgYz9kioDsUaVtHLtnseteOrdplvxFUQFcotom0beK7j471PZgDqK/QvM7L7tTnPc8Wy8zP9yNz6EZ8Dt2jHElLD8vynQI6AORTFvIpM3z9ZYa+noB+ZVlmwy7KLoWha1iqeJg+MgKNxDe4JU09VHRHS+7DSQsrVeGz/pEHDwZZv4mKK5ziLi1X8ezZIn7zH07h1curOP7YDP7oybP4v7/4AgAxkz5bKCKXNMIMfXIsE2To9ZJ7u/Wpz55bwt37h7Bc9eBRHvdyb8zQKQsOBhwnzyzixYvLLTN0OaoItK6ElR0h+Cs7whFvV9ZG2aEoOWKRTNbuThgnNTHtKgH9QoniFIptwgtmhQcBmaFf78I4yjhKDgVjPPyg70QoeGtYzhIdW/OY2EK2HIw5uT7rqFZ3qB8LFjXPh66tT9x1cbmKpKmjWHGxXPUwlrawVPVw694cJkZT+O6j43hfsMEtYWqoUbEKVVq/AqLkXlgo48JSFfuHU+FtAPDalVX82t++Et8uRxn+5juXYjPpM3MLuOfAEEoOxdVVB0d3Z0SGXqtn6K3Wp548s4inzizioTfsxVLFA2Us9HKvz6HL6gcHZQxnFytinzvjeOL1BWik+fWcmsjjHbfvxstXVvHJD9zTdHiueqJXLjJ0it25BJ4+u4SKQ5GxDZGhdzG6NjO3AOrznk2LthqVoSsU24QI6IMR0eVlDKqf+2aVM+UhSo4odYMf9tAbVO56fX0qDbzSpf1oN3Pojsdi5VyHMmQTxrraHpeWq7h1TxbFsieCdNLEcNJEseyi5Pj42FuOhgFGZugOZSBEzKYDIngvVTxcKFaxb1iMssns/blzS7EMWPbY333XXliGBj1SATB0DQlDQ2GhjJt3BQE9oqa3dBIruYv+/pNwKcNfPncRp6+VxD70MEPXwKIl98Ap7rWrq+A8CKI+g9PmIJS09FglJErZ8TGesVFxKMquj3zKgs84ihUPKVsP2wedEJqY3k2LthqVoSsU2wQNtmsNAvUMffBK7rOFIj706SfA+MZH/GRQXq3RUNTVCVlGD41lApW7bUZ66L7I0GU2303J3aGsIUNnyCXMdVVJLi3XcPveHF67ckEI3ZImCCFYLLsoll2MZqzwvmJBCwvvJxlKmjizUA7HweRthADffXQM/+Ubr8OjDLpG8IFjB/GD9x/A1EQet+7JNvkpZBNmuFL1uXNLqLh+XeVuxEvuM3MLMU/888VqKHoDZIYuns+MbcALlOd37xvCXz1/SZTfjdZlfEC81u3K5lXXx3jWxsWlapiVZ2wDV1drODyWQjZhduUWNzWRx72HhuF4Pn4pWE07CKiArlBsE+4AZui1AczQpbAL2Hg5UwrcehHGUZ+DkHov/cpqDX//0hWkLD3mL56yhChObl7rdDhyqI+K6we7vzU41EcuaYRmNb1waamGm3dl4FCGhbKDoaQJQyN4fb6EoaQZlq8Baf/qYyVYzCIZSpp4fb6Eo7uy4W25hIGUqWPq8Agef2S6pRHS1ESzxW02YaDkGNg7lMBS1UPNYw2iuPr7XmT1BJ4vFrJIkxizRQ89YxvwgrG12/fm6td0ZATv/50nwDkHaSi9lxwvtiUuStmtl9zLro9sIgjoKw7SVr3k3o0JFOccE2PpgQnmgAroCsW2MZg99MHL0GX5MirsWi8eE2XmXoRxlAkRnM/ErvPnzi3huXNL+KvnL4WvH/U5bEOUrl2fgfPOEwPyMFByKIZTVpihr6/kXsObj45hOGWisFBBLmHC1AlevVLCeODYJkmYGhzPxzLnoe0rIAK653PsH64vTsklTSSD+fJWgbsduaQJyjiGkhaWqx4cj4WHB1OP99CnJvL40TcfwVNzC/iXbz6C3/raKXiMNavcPR+ZhBGU3MUhKHpNhiYOBZbRGNBp29e76gYld5ei4lLsydnI2AYur9SQtnVkEyZevbKKX/vblzuaQC1VPAynrBZ/pX/syB662oeu2IkMUg+9rnIfvAx9aiIPSxdl3o2O+PmMI5+yesrQPb+uYJ+ZWwh3ens+C4VylDEYGoGpa6FBSTc9dKBeLXCoKEuvRxR3aVn0vYdTFgoLZQwlTQynLLx6ZRW7GjabyRWqT58tYqnihbqEocBrff9wMrzvUNIMl670QjZhYDxjh2tZVxtEcY1ja7syNo4dHsGbbhpFseyKHeWR5Sw+43AjGgPKGCw9Hq6MNn7uZUdk3608FsouDR/3UsVDyjaQtvVwHWwuYeDU1VJXJlBLVS+cax8UdmRA55x/iXP+40NDQ/2+FIWia+Ru50GAD3CGzhiH63O86649Gy5nej7HcKo7oZOE+gwJQ4PPeOjIJqsFnItDghc4l5kaQdmhIKSzJ7t8rqUyXpal15uh7xlKIC8z9KSB4aSJ166uhp7qkoSp48WLK/j1r7yCuWvlcMwqaxsgBNgXCejFsouKS3sWI+YSJsazdugPXwr600Brp7iq5yNp6hhKmlisuLEWgRHxcs/YIkOPjrVJGkv5EnlgkrvcowifegMpy8D8qiizZwIdQ8oykEuaWCyLbXJrCd4Y41iquOE44KCwIwO6QrETcSnDoLhKMi6WXQyiyl16j2/GNjjqM4z0mKFTxpEITGOmJvI4MJzEv3jTYTz+yLQYXQsyRkMnMHQNZVcEr25EccImVVxLjfrIJXsXxT3x+jUsVzycXagEGXolyNBNnFusNgX0pKnjxUsrdcOcIOvUNIKUqeM7F5cxWyhitlDEo9+cw7WS2/Nsdc3zcWm5im9fWIZtaEhZRihya2UsU/XErHvC1MXBKBLQ9bCHLigLbwkAACAASURBVCoYHhWVEbMhQ29nWFNyvGDRSvMhrhLMoWdsA/MlBylbRybwpM8EGfqZhQryKRO37822rRCtOhSM141qJP02m1E9dIVimxi0knvC1Aay5C4D+mYI9nzGkU/3GNB9BtvUw5KtoWv4F2+awOR4JlRse5SHgajs+MjaBi45tZYiLYlDGcYzdhhonHX00GcLRfzo756Azzl++LNP4rtuGsXlYLuaH7y3mjJ0S8dY1g4Dpcw6ZwtFVFwff/X8Jfzdi1fw/vsP1H3sexAjzhaK+IeXr8JnHMcfm0HGMoS/fIAoucff91XXx1hGXOdwMt52ED7tQpcgRHE8XM4SxYhY70o8n8GlDIdGUi1f84onAnrKCsrslhFWElKWjsvLNQDA99+5B6evlds+/uWKB43EA/pmTmesF5WhKxTbBGWDU3JnnCNlGQNZcpdlzNomZOgeY22ztXZQxpE0tdhImswObUOD4/tBxkhg6gQVl4pMU2s2UInieCKIxXroyd5K7tLaFBBBV6q5h4I5dABNPfSEoWNX1sZbb9sVsx6emVsAIQh7xRxomjHv9poYr5usEI2EI2tA633otaDkLq89lqFHvNylKE4uZ4nSKkMvS4OYhNm65O5QpCwDaVvscBfZurjW1+dL+NW/eRkA8OfPXMCZa+03rxUrLnbnErFNdjNz10BZfxcwqQxdodgmPDo4KndgcDP0yiYGdOqLDL2XHrrni5K7/BmHMthBxin7wTQyclV2fFiGJoI9ZaH6vRGHMoxn4xl6tsc5dGnk4gaz2LfszuGpM8VgDl3cp6nkbmmoeT4MneA9d+8Ls8bpyVGRPQe/6/33H8D77z/QcVyr1TVFf8+urIWkWQ8tlt580BEld/GcDiVNlCPBV6rXPcaQto1wfWpjD12I4uL/oEqO8BuQG+Aakbve5epXEdDF/z9/fjm2ee5a2W3rMLhU9bBvOIkXLtaF2fcdFM9XrweizUQFdIVimxikOXTGRdAa6B56j4eNVrPDlHGMpKywlNoN1BdGMlIc5fkMlgzosuTuyx66yNBNXYNtBpqEROvfKwP6SrSHnujce48yNZHHL/0vd+I//Y9X8anjU3jtyioAERRfDvaJX11xYj+TMITKfaHkYiRtxX5Xq1nzXsvEjb/nM/84FwvgrVTuVTeeoV9drV+ztMO1g0NSyaFiPK1Fht7o514KlqxkEq092SsuDUruIvSlbbFVztQJ3nx0DL/99VPhwcTUCBbKbtMYICA89PfkEnj6bDEM+kfG0wCAH/ueSbzjjo0LOteDCugKxTYxUHPoTFhkDmLJXY4C9dJDny0UcfwzMyJDNuv9S+qznsfWhChOC7O/aMld+pJTJgKMqWkouzJDX/v5dKiPsYwVqtwdjyGXNHs2lrlpPIMD+RSmJvLhytLCQhk/92fPAwB+5nPPYvdQom79aulYqnpYLLsYTceDUy+z5msR/T3/hTFcXq5itlDE1ES+5XKWauCPD8iSez0L1oNSg9iqRoQoLuIkJzFa+OCXaqLkHhUfRpEq92jfPG2LEnzjweT/+ovv4PJyrU1A95BPm+FhKW0b4ev6w9MTOJBP9fT8bRaqh65QbAN+0FsbpB560tQHsuQe9tB7CHQzcwvC4AXx/qUsua/XWAYQlZWmDJ2KDN00xNiapddL7q3wGRfVgrQdV7mvYw49WjHIBzPVL15aqffW/Xj/1g7m0BfLLvLp7uxv18tsoYivvTKPFy+thkr5Vr3uWA89Fe+haxqBRhDuoPfCHnrz2FqjKG7VociEJfc2Ad3Ww1l7GdzTETMd6YO/dyiBi8vVlo9zqeIhn7KQsvSwRbRcEe+xFqPx24YK6ArFNiA/0Aal5M45Bjagr6eHPj05GgaFaP9SBNHuVmJKqM+RCGxdxUGMwwj6qLKH7jHRQzc0DRWHwjLEvvR2LQw36MNHA43I0HufQ3f9esXg4lINGhFGLe0EbXI5y1JVBKGtRG5DA+oHKzPodUcPs3JsDRAZelN/XBMHJDOoiLh+3UkuvE8LY5lSjSJrG8jazT10zrkouZsiK7cNDbpGcHm5Bof6TaNme4cTuLTUJqBXXQwlTSSt+mrapSBD9/v4b1wFdIViG3DDgN7nCwlgXAStzZj13mzWM7Y2NZHHL7/vLgDApz5yf6SHznBxqYqLS9WuZ4M9n4cZuhcETzmK5lAfnz95DucXK6HKvSRFcWb7krtDfdiGjlyybnJToz7SlgFCSMvd3u2QLYDZQhG/8IXnwTjwib96Eb/4z+7Ez7zz1qZxqYSp4fJyDRnbaFKKbzbTk6OwzfjBghDSNAFQDcRpQLPKHRB9dNvQYOkaqq5YM9soTjO15nE4qXLPtuihO1SU7Q1dQzpQus8Wivjk373acvZ+71ASl9poL2IZuif+jiy5t3Ko2y5UQFcotgG5ZnNQMvRBL7mn13HYmAxESYdGRP+Sc+Ho9rOffx4rNdq1WQplDElLBAuHMthBsJktFPHSpVV87uR5fPG5i7iy4sDUNVRcGlO5t8KJZOgrkQzdNkXQ6uV1ECV30jTCVqy4sbWpkqSp4+JyFaPprfcdl33oxoOFGSxjkcgNdoBwp5tfcWKvjaER2IYOyxAaBaOF0tzQm+fQhShOlNEbx9YqkUNEOii7i73m8f3ukn3DiTCgNxrGLFVcDKeE772sKMk96v1sqylRnEKxDUiB1YDEc3CIzK3dVqp+UnF9DKesroJcVNku71+UvUwu7Du9hg/sTiIwymSGLkxKZL9a+roDwvrz/FI1cIrzYXfoodc8H7apIReMU3HOUQuydtmXTzdrr1oiqwaN42LtxqQSpo5LSzXcfWB7rLJbCe00AvzO11/HW27bhamJfGj9Olso4ne+8TpcX5jSyEOArhPYplY/MLWoLJi6FnrrS1ZrFJmE0XJsrezQsFeeskTffK3ncKVKMVtYxB89eRaf+NILqFGGRCC4XKqKxSxJU6uX3Cv9L7mrgK5QbAPuwGXoInNbKLn9vpQmqp6PfNrs2EOfLRRx/LGZMOj+7DtvBYDYuJmuExgaQc2rB8FOyLE1GjiUyYA+PTkKnRAwLsaUbhpP48y1MsoOxa6sLVTuba5ZzqfLUrDri+UuukZC5Xy3SJe6dmNnjSRMHa7PYiNr28lsoYhVx8dvf/0UHvvWHB5/ZFqMrckMuYU7nREpuZcdv6nHDiBUwEcpORR7comWe82jffurq7Ww9dHqOZwtFPEf/volOJThF7/4nSYHPbFpzUQqkqGrkrtCcYMweKK4QS65U+RTVkeV+8zcAtzArMejDN+5IEw+lioioMvRMunB/ul/PtXViBb162Nr0ZG1qYk83nnnbrz1tl14y63jmBzLwNA0oXI3gjn0diV3r15yX664+NTXToUiL+kP3y1R1X1Uld2OhCnuux0l91bIMnbdQe0aatRHwtDDDLlRzKcHJXfTEBl648gaEFjENhrLRDL0xuqTyND1sHx+abmG44/NAEDTcxhtZzDGoQUaCtPQkE9ZuLRcxdnFihDFefGArlTuCsV1juwfDpwork9z6Gstsai4vgjoEVFcq/tPT45C1+oftJPjGQD1krvvC3X61EQe+ZSFW/Zku7o2j3HYpg7KWCx4AsDhsTTun8hjKGlFjGX8jmNrQhSn4aWLK3B9jt/6h1OoeEJZbRlaT6+D5zevEl0LOR7Wrwy9cWPd/YfysHQNWvDatOq560RULmSG3urxGjppGocrOZE5dCdecn/u3BIWyy6+8PT5poy71TVHRxU/cOwAAODnvv9WfOLLL6DmMfzrP5xF1aGoug2iOFVyVyiub+QHz8DMobNgbK0PTnGzhSIe/swMaBAsG1XZVc/HSNrC6/Ol8P7HPzMTBld5/6mJPI6/8RA+d+I8/uCRN+J04L0tM/Tohq5EpNfZCeozJE09zNCjwSRt6Sg7FDTwchcBh3Y0lpEl95nTiwDqB7uZuYV1ieIaZ7LXQpaZ+xXQpybyuGtfDrfvzeFDDxzC5Fg6vCb5/cYKg64HJXeDoOr54W71KK3m0EttVO6zhSJ+5a9fgudzfP7kORi6Bt9vrz2QB42P/rcT+MR77wxbU/MlN6ymeJQFO9HrY2uEqJK7QnHdE46tDUiFu58q95m5hdDXvlWGVA0zdD+8v+u3vr+u1TM9lzLoGkFRltx9HmbwCVOPLdJYC8/nYXbmUD+2OSxtGyg7NBSmGTpBOapyb3NAcqgQxU1PjkIjQqxHEIx59Vpyp82rRNciYfQ3oAPAnqEk3nb77pggbi3EHLoeeOXTlo9X7E1vkaEnhMp9terhU197LRROyuDvM44fmjrQcsQvytREHjfvymB3NhEG9Dv2ZmN+B4dG0jGVez5l9bWtpgK6QrENDNrYGuciyPWj5C5LsAStl1hUXCGKk4eNxtJ69P4Xl6rhY3Coj11ZG4tlUfqkkQw9aeldG9X4QfZtaARlxw/H1oAgoLs+vFbLWbrooU9N5PGeu/fi1j1ZTIwK+1bb0HvsoTdvHluLfmfoAJC16z3tits5oOuaULlbQRuj1diaMJ1p0UO3DXz7wjJ8Dnzyq6/i+GMzyKesUFgnF9F00h4AwFjGxnzJwbWSsNg9MpbBr//QG5BPmXj8kWlMjqfDys9yVexhVxm6QrENrNW33WqkeGdQeugcwXKWPmToUxN53Loni7sPDLXMkKqeGFuTPfSpiTx++h23YN9woun+F5eq8HwOPyiP784l6qI4n4cf4sItrbvHShmHHrjAVT0/1kNPWyJDp75cn6qJDF3vruQOAN936y6UHIp8EGB7Vrk39PU7ITfF/cNLV/vy3geATKI+F16L+Li3Q6rcox76jRTLLr72cvwxLZQd/PkzF/CFp88DqAvxihUXP/Jdh3FPm/dcO8azNuZXHVwLMvSK62NiNB166UvrV855ENCt0CmvH6geuuKGYLZQxMOPzoCy1n3brcYdtB46F4sp+rVtreL6mJrItXwNqq6PkZQVGwGbGEljPJtouv/FwPjDoT5cyrAnl8BrV8UGMsrqmV2yp5I7g6mJDL3q+rF+ddrWUQ4+wA1dg6ERcI7YZrBWSFEcANy+N4vzxSoOBgs81rKMbXl9lMFKdR/Qnz67BAD4wycL+NzsuW1/7wOisiGfm+j4WDukyl3qFxoz9NlCEV998QoY4/ifr1/D449MAwCulVw89s25cCTQZxyEEORTFkyd4NjhkZ4e+3jGxrWSg4Wyg4xtoOJSUF8L168KlTtFyaFIBFUaZf2qUGwxa/Vht4NBK7kzzvu2bY1zjkvLtbZl5opLxRx65NooY/Ab+qUO9bFc8ZBLGKh5DA5l2J2zQ4MPGvitA0DC6j6gi8w+3h+XxHvoJOyvd+6hC1c4ALh5VxamTsJxslb7wteiV1HczNwCCNC39z6AmHNbtYuSeziHHjy/jS0G6RkfXcYzM3cNgHicPuN4663jAMT/f+LLL2Buvtzx7zYyFmboDg6OpFBx/VB4ByDM0JerHoaSJjRCVMldodhq7j80DKB933arGbSxtX4uZ1mqeHApW8NVjSGXMEEZDz8cqc+bFM2Xl2vYlbORsgyRofsMu3IJLFU9MMabSu61LlXuHhM/p2tCGW8Z9SAgS+5e0Mc25dKW0Pq1Tcndq5fcLUPDTeOZ8Gvb7HUOnceEep1o5a++3UTnwqtdlNxlDz0UoDUEdKmriP57PjYxIn42eJy7cgkQIAz6p6+Vw0NUt4xnREBfKLk4NJJE2aGouGJdKgAkTWEss1TxkEua0DXS10O7KrkrbgikMcTURB7/x3tu3/aSo+czaGSwMvSt7KFHLVmj7lszcwvYO5QAgKYgJr+/UnWRsnQkDCFkS9tGuH40ysWlGvYNJXFltSYydM9HaiiBlKVjtUZjO7R7Kbn7TGz2MoMZ82g2nLENlF0K2xDldvn7LV2HbfCOc+iS3TkbZxfLYg69xb7wtehV5d6to9xWkrbiPfROJXepcq9n6PGKxNREHg8/eAgvX17BL7xb/HternhIWTo+9paj4aHlcyfPicOXoWE8Y3c8SDQynrVxdrECn3GMZ21UPR8OZWFATwXb1laqwjlOJwQ9bsPdVFRAV9wQnCwUMZK2cChQFm83coZ6QOI5GOdhf5JGAt9mIOfGo97XAMLZcyPoT0eDWHTWnHHglcurSJhaGNA9xppKmReXqtg3nMBy1QszdNvQkU9ZKFbcoOQeZOg9l9xFD7bixgNxytZRdnxk7SBDj4i2KFt7OYsMJrOFIv7plLA8Pf7YDL7n5vEtNZYBWs96bydRUVzV9ZHqJkM3tDCQt3p/3jSeBiEIH1fFo8gmDHzsLUfD+/zsO2/Fn548h1//oXvwZ0+fh72OgH76Whl7h5JBdcaHRoQfASBL7hTPnC1ioeTCT3FVcgcAQsj3EUK+SQj5HULI9/X7ehTXFyfOLOLtt+9Csdwf73IvCDYDk6EzgBCs6W62XqReAYj2NyM2rT5HNmnEgtjM3AJqwfcB4JlzxUA1Ln6PXGUa5eSZRVxaroEyFmTo4tCUT5kioPv1gJ4wux9b84JDh6lrqDYsBskEPXTKGIxgfSoQ7aGvpXKPLnmpO5UtlJ11GMsMzEd3V2TseMm9Y4YeGMtIe9xWB5jG11RsU4vnqHftH8LuQExZ83wkemhVAMBoxgLjwFjGQsoyUHWpsJCVJXdL7EP4//7+Nbx2tYTZQhGnAlFmP9jSdwUh5L8SQq4SQr7TcPu7CCGvEEJOEUJ+IbiZAygBSAA4v5XXpbix8BnHbKGId9yxB4sVr/MPbAHU57ANbWACOlAP6N0Gum6ZnhyNmW9MT46Gs+eAyL6OjKZjQjBZIpVi5unJsTBDBxCOpklmC0V8bvY8njq9iNPXyvj2+SU4vgiamkbwhzMFvHRpuT6HvkbJvXGckTIhipMZelQUZxvCP1wuewkz9HBsrd0cej3Tb/QvP5hPb6kobhDINKjcO5W+Sw7FN16dxzPnloQnQIvHKwJ6fMd6o+gtaijkRFa2dott6BhKmhjN2EhZYsKh5PihKC5p6liueaG+g3HglSv9C+hbXXL/PQC/BeD35Q2EEB3ApwC8AyJwnyCE/CWAb3LOv0EI2Q3g/wFwfIuvTXGD8OqVVYxnbNy8K9PfDN3UBkYUx7hYOLFWEFovUxN5/L8fvBc/9afPxEakMpaOqsfwhgNDuHv/EJ6IqK3vPShEi/cdGsZrV0qYmsjHPrB9xmI99Jm5hTDAcw48f34ZLmU4V6zg+XPLePbsEr703EXcsU+sDE2aGi4vNwf0xo1tjz8yHWb2RhDQx7P1vaaEEKQsHUsVF6amhYHGMgg4X0MUR1lY7m3saX/j1fmeRXG9zKEPApmEqGwAQK2Dyn22UMRz55bw7Nkl/I+XrkAjJJxWiBI98AHxfeeSVMRQqJv591aMZ22RoduivM4YIj10I1Tby8PoTcFOgX6wpe8Kzvk/AlhsuPlBAKc453OccxfAnwB4L+dcvqOLANpuBiaE/Dgh5CQh5OT8/PyWXLfi+uLkmUU8cHhE9Fb7FNBlf3dw5tCDgL6Gu9lGuGNfDhohYTBfLLsAIXjLbbvw/PllHBxJxYJYOVhwwTiQS5oAANvUw9E1z+egDRm9Fiz80AgwOZ6GQxnm5kvwufiApYyHO7Hb9dBn5hbgePFxxqita6VhbA0Q2eaqQ0XJXYuI4tZyiouU3IH4lrR2bY92Rkge7b2H3m/kcwbIknv765djdVKdTog4MDUi3h/1563i0qZSftLUQ2vWGvV7VrkDgG0QFBYquLriiLE1N15yX6lRjKRMPPzgIbz56BgmRlM9/43Noh/viv0AzkW+Pg9gPyHkBwkhnwbwBxBZfUs4549yzo9xzo+Nj49v8aUqrgdOnCni2OE8sgkDVc9v6sVuBx6VJfdt/9MtYVwEwrVGrTaCz+Oq9Ln5Em4az+CNR0ZAGccLF1diyzNk9vbCxZUwy0pE2gGNKvepiTwOj6Zw/I0TmJ4cxYF8Ci71cdf+oXCcSdcIxjIiNxCl1+bXvZWtrB8ZW2ssuQMi6+Nc9HlNI9pDb2/UI1TurbPDVir32UIRH/nMDH7jK6/g+GMzsaDuBktFdhJNPfQ1MuXGlkTC1Ftn6Ea8h15tkaFHD3K1dZTcZwtFvHRpFU+dXsRvf/0ULhSrKDsUmcBY5pXLKwDEhr8/e/o8NIK+qtz78a5o1fzhnPMvcM5/gnP+Ic7517f7ohTXJ5xznAgydE0jGA4EU9uNF/R3B6WHzrlw0ForCG0EFsyQy4rE6/MlTI6nMZQQ2fcXn72AhbIbBqqyQ7FvKAEv2HQGBF7zwbVRv1nlzkHwo28+jD1DCdSCcaK79w/hB+/fjzfdNIqPv/VmjAXlcmH92nxwkRvbxrN22B4IRXGa2PTVmA3L/qkZ2MMCIqC/frWEyyu1lvaq0su9Fa3m0GWlIGqcItmJorhUYGLkM46qu3ZgbVypmraMlo/XNuMixFaiuETEf0CI4noL6NFqgc845ledYK+6+DsnzhTD73uUYaHk9tX6tR/vivMADka+PgDgYh+uQ3EDcCHw+pZlMFF2335hXF3lvu1/uiXxDH0LAnrwOGVWPTdfxk3jGVxZrcW+Lz8wS46PsayNQyOpsGwarR7QFnPo5cCxS87Tu4Ff+pGxNO4+MIRDI8nQ+GWt5Sy7cglwXh9/WksUByAMGmbEa/zVK6v4uT97HotltymjBuJOcY1cWqri2XNLTbvejYbKgUTMoe8sURwhJJxF72YOPdqSsCLja1ESDfqPSovfm4pl6L2X3KPVAkMXznUlp24sMz05ikTEtGd3LnHDWb+eAHAzIeQIIcQC8GEAf9mH61DcAJw8U8QDh/MggcQ6n7ZEP3ebcaUobkAiOpMZurn+kvtay26iDm8A8Pp8GTeNp/Gmm8bCD0Cgrm6XWc+urI2rqw5mC8WYKI6yeA9d/kzK0kOlvhMI2+Sedy+wcAXWVrk7no/FshO75vrYWnOGLj/MxX3EA3nu3FLYymllr9qu5D5bKOKxb53Gty8sxw4CciFNxtabvNfXM4c+CMhZ9G7Wp0aRS3AaaRTFVV3aNN8uf86lbF0l92i14D/+4N0gRPTq5XugsZqwK5e4fufQCSF/DOAJALcSQs4TQj7KOacAPg7gKwBeAvA5zvkLPf7ehwghjy4vL2/+RSuuK06cWcSxwyPh1/k+ldwHbWyNhxn6+krus4UiHv7MDD751eYeL1B3xKOMYbZQxGxhEY7Hwg/An37HLQDqlrylwB/9mbNLmJsv4/hjMyg5XviBTX0OxhEeiBjjqHo+0lZjhq6F88mNc+itSu4A4ARmNvJ94QVrV0WG3ryLW/ZPhXCuPorWOKoXpdam5B5V6zceBA6NpEFAmgxhvB2ocgfqffRuvNyjSIFiI41ja61U7kD9MCd30veKrBYcmxhBxfWDOXS96ftTE3noWn/dILda5f4w53wv59zknB/gnH82uP2vOee3cM5v4pz/yjp+75c45z8+NDS0+RetuK6QGbpkJG31sYc+QMYyYQ99fSX3mFFMi4xUPk45FlasePj5LzyP2UIRUxN5fPytN8PUSTh/LTyyacxwpViJBPRgMYssZ8pZZi1wFHM8Pxw9S5hi7akfmL8Aa5fc5YFmftUJDwx6kH2XW5XcbQOE1O8DAA8eGcHv/ugDMDTScptZu2Cy1kHA8xnKLm2ajNiJPXSgvnHtWsnBX337UterXK1IayNKIjIFAQRz6FbzJHYieO3Xk6FHEWNr8eUsjehqOYtCsTUsVzxcWKrijr258LZ+ja65oShu2/90S2SGLrLb3kvu05OjIGi/7EY+zqdOL4aCr8bAbxt6+L2yQ3Egn4qpmw+NpMKxJNpQwhfldiP8PQ5lYVk7GWTonl/ftrZWyV0eKq6VHJGdBz+jB/a0rcbW5H2ixjJvnByFz3lYdQDqbYmVqtey5D41kccfPfJG2IaG3z5+f1NpnXE0XfdODejZhIFnzxVx6moJf/zU2ZaVnVYIA59WGXrnOXSg7rdeXYcoLkraEhUGl7K2FQZN629AV17uiuuWk4VF3HtwOOYDPZK2cHGptu3X4vkcqeQAzqGvM0OfmshjLGvhtt05/Jt33NKUkcoPtXsPDsPUxd9oDPxW8LezEKK4I2Np/MT33lQ3XHnlaqTkLgM7A6AHWZJUw2thyd0yNDGf7LGu96HLDP1ayQH1eTjGZrSxHU1ZehhgzGAnuhb+DAlK4qTJn/7VK6s4MpZufi4Pj+CeA8NN2aPc0FeKHF4AIbDbkT1028AzZ5fAIQ6U8oDXyWPebpOhy4OcnNiouK3FdklTLOvhnG9ITJgwNXiMIWMZoSanEZ30d9vazntXQPXQFd0h58+jDKf6VHKng6ZyjwT0dVq/ej7HTbsyLT+Q5cHl9r05/ObD9yFtNYu7ovPX0h87ZrgS2QYnM3R5UIiusLSDeWQZ6BKGCN5SrQ4E88hteuiuzzCetXFt1Y2tXDUiPu1RMrYR/l5DIw3WsPWKx8zcApyIP/3v/tPpthnpLXsyePVy3DJUiuwqTosMvYXRyqCTtg14PhMeAT2sco1qFaLogZuffI9UPdoyc06YOhYrLhKm3jYQdwMhBClTD993rdC1/m5b25EBXfXQFd0gHeKijKTNvqjcvWDb2uD00AMv93WuUOWcY7Um+qGtCBXjjOP2vTkMp6ymwB+dvy5FFl6E348Yy8hSezRrlfdPmMIAxg8ysKSlwwlEcTIjsw1NZMotTlSO52PfcBLzsuSu10vuQHNAT9tGLENv9HqXz2fUvx4Q7Yd2ZeZbdmfx6tVS7DYZ0KUHev12viNL7hnbwLPnlvCuu/aEqvBuNsCVHQ//9Np8y+ctERF1riWKWwoC+kZJWkZMENeI1ud96B3fFUTww4SQXwy+PkQIeXDrL02hWD81z8cLF1dCj3BJPmVhqQ8Z+uD10PmGtq0J0RlvBm+zawAAIABJREFUG9DDOXSftV0mYun1vx0toUviXu7xDF2Mucl5dR2rNQ+WroEQEoriqM/CoEwIEc5iLfQCrs9wYDiJa6tidC2c/16j5C7L8a9eWYFHWRhsos/n1EQeN+/O4s5Aw9FOQAgEAb0hQ48KBiU+42C8fo07iWzCwJUVB++9d39YhenEbKGIE2eK+MoLV1oehuyIBqRdyT1l6SiW3Z43rbUibettBXHAzhDF/TaANwF4OPh6FWK5ikIxsHz7wjJu3p1pyvpG0hYW+6hyH5QeuhDFkXVvW5O2rQul1s9lfWyNx0rfUSyjueQe5fJKDc8HhiterIcOlCMl94SpYaVGw7EwYQkqlrlEM9l2ZXeXMuzPBxl6RHCmR7LwKBnbgBn0yH/288+j7PphsLFNPdbCWK54+Mm3HY2Zj7QqM9+yO4sXL63gU197LQxaHg0OL249oMvr20jpuF8sBZsOkz2MjjX6ujcehoQwTrwnal6zUxwgVO7FiodEBzObbkiaesu/IRHWr4Md0N/IOf8YgBoAcM6LAKwtvSqFYoOcOLOIYxMjTbfn0/1xihu0OfSNbltbrVEMJU0stGlfhAHd56GVaiOiDC6CX2PJfbZQxKe/8TpeuLSC44/NhG2SaIaeifTQV6oeLKNuGVuTPfTI320njHMow/7hJOZX46I4s03J/XyxilKN4gtPn28yk4lm6G6w6/ztt++OmY+0ykxPXyuj4vr45FdfDQ8HXpih1695p5rKzBaK+JOnzgIAfuIPZ7seWWv0dW88DEVH19YquRcr7oYU7pK0bazZQ9c00tdDezcqdy9YecoBgBAyDqCPbX+FojMnzxTxwWMHmm7P2kYgoGq/LGMrCNenbsK/nNlCMVSCd1O2bEVo/bpOp7jVmodDIym8dGkF1GdNGXi9h86g8dZOX1Yk+JUbZntn5hbqfXPKcC0I6F6rsTVTw0rNCzN0Gbi9SMkdaB5zkriUYd9wEtdKrlDGB5m5HpTVo4Yws4UifuWvX4JLGT5/8hwMXYPv1xX8X33hcviYrqzUMJ6xYegapibya75WMvNs3PomH2v0Wnea7SsQGOhEPAa6UbcDzatmG38m+pq2M6wRAd1b16a1RlKW3tQaiqITAo/3Lzx2E9D/M4A/B7CLEPIrAH4IwL/b0qvqACHkIQAPHT16tJ+XoRhQGOM4eWYRv/b+NzR9jxCC4ZSFpYqH3bntC+iuzzfFWEZu4XIDb/BuhUVRZAYRGsuswylOZujDKROLFRe7somGvyH+SxkHAW/p9GVFqgNlxw8XXgDScIXA9TlMQ0M2+BCVB4XY2JqhY6VKsXdIXINY2iGWuTSX3Jsfq0N97B1KoFh28PtPFECDUrfZouQuDhr1vv6HHjyI/cPJMNgI5z0RYM4Xq9ifT3b1fEoBXXSu/8vPXwQhcVHcThXEyUzbazG+2Im1DkOyvQIIS9Z2c+hnFsqbIopLWWur3LVBV7lzzh8H8HMAfhXAJQDv45x/fqsvrMM1KZW7oi2vXl3FaMbGeLBpq5GR9Pbbv8ptaxutxkmHtnY9xW6Q2TmADZXcswkDo2kx7tVI1Be9XRCKjq01um9NTeTxb99zOw7lU3j8kenQAUz20GNja4EITpbGbUPMC7uUxQ4S7UruLmU4fa0EnwN/MFPAuWIFs4ViS5V7Ywn4/fcfiAm8ojvRLyxVsX+4u4A+NZHH7Xuy+MCxg7Gtb7mE2VRy34kBvdHzfL2VpUZkewVovW1N3qe4SSr3mufjtSurbVsGep9V7h0zdELICICrAP44cpvJOd/+RqRC0QUnzhRxbI0PjHxq+xe0bNbY2vTkKAxdmJf0mulIZP8cWP8+9JLjIWMbGMtaWCg3K92jXu4AWpaJo2NrZZc2jQPduX8I4zkbUxP5pmUvJYfi4IjYoCd7o7I0LhXtqw6N9dATa/TQv3NR7LWWL8/M3EL4s9GA3qkEHFXuX1zqPkMHgNGMjXfftSf8nR7lyKdMVCKiODktsRPp1HZYD1LU6TMO12cty+pJS0exLFpEG2G2UMS3Ti2AMY7jj820PJjsBJX70wDmAbwK4LXg/08TQp4mhExt5cUpFOuh1fx5lJE+COM8ujn70Kcm8vjh6QnsG06sO9NhwcgaEM8oe0Fk6KbI0FuMrsVU7hEL1ii2Hu+hN5YyLV2rq9t9BkLqBjPlSMldeqRHA2/C1FCq0djfTZqt/dxdyvDg4ZHIiJs8OEl71/hhJGp+0/SYIpqEC8Uq9g93H0SiVriAOAQOp6yGkvvOzNC3CiGKY+EGt1bq/80Sxc3MiWC+VnWs39av3bwz/hbAezjnY5zzUQDvBvA5AP8rxEibQjFQnGzhEBdlOLX9o2uyh74Z1bh8ysJYxl53tsM5wg++9W5bWwlK7mMZu+XoWn0OnbefQw/G1hzqg3M0ZZ5mpCRPGUfC0CMq93rPvZ6h1z+wE6awh42V3NssaHEowwNHRvDTb78Zlq7h9j3ZYHNWkKH3EECjz+eFpSr2DSc6/ET0Z7Vw9hwQ2fhwyoyJ4jzKd6RL3FYh9BJ+2/45IF73iuvD3mDJfXpyFHaH8UOdDP62tWOc86/ILzjnXwXwPZzzGQCtm5QKRZ+4sFSFQ/2WntmSkbSJpU0oua+1D7wRygKV+yb8Yy85NJbJ9QqP9dDXr3LPJgyMZixcaxHQ6yVyFoyPtfLi1uBSXwRnu9kf2zLq29ioz5EwtfocenRsrUWGnjT1lhl6uzl0S9fwgWMH4foMI2nxsWbqJDSr6RY5tjZbKOKFi8tYqXZfCYrO5QMiG8+nLJQiPXTX91WGHiHM0NuYygAIle8bVbl3owPQd8BylkVCyM8D+JPg6w8BKAajbH3R8ymVu6IdJ4P587U+hPMpCxeWqhv6O1JtLnvjncrf9ZL7hv4sgPru8PUS76GvXxSXS5jg4Dh9rdzybwAis2a8ncpdBL/GkTWJGS25M7H6Mty25lKkwjn0Zkc32xSz6dG/26qHzjmHx8RrszuXwIF8Mja21uuImG1oOHV1FZ/48guoeQw/99+fx/58qqtqSrT/DghF+3DKxJWV+jIhl+5MlftWkQimCiquj5TZOpzVA/rGRXGddAADb/0K4CMADgD4CwBfBHAouE0H8MGtu7T2KJW7oh0nziyuWW4HZA99Yxl6dPFGN2pzb5PG1gCRncp57PUQC+jr7KGXahSZhIGlioenC8WmKkVUFOf5vGXZWmakwlSm+cNWjDnVDwYJU28wlhE/QwgJtqzFe+irNS8WkJerHr728tXYtTpUrEuVB8AjY2mcW6xitlAUGXqPAjTb1PH6fLm+MtbvfhIhKhKUP5tPWfGS+w41ltkq5Bx6O9tXAOHtm2Es04mBF8Vxzq9xzn+Sc34f5/xezvnHOefznHOXc35qOy5SoeiWk2eKawriAOEWt1jZmChO7gPXutgaxTkP1cmbcXgv1TaaoSMUxSWM+D70btsIq46Hy8tVfPLvXsXctXKTz7Y00KE+D4xnWjnF6XB91lIQBwQ99EjJ3Ta0iCjOj/2MbWixQJcwRA9dmsPMFor40nMX8c3XrsWu1fXr+85nC0U88foCXp8v4fhjM7hQrPYe0A0Ne3KJMIvuZRIhOsYHiFZAPmW2EMWpHrpE+v1X27jEAZGAvgnGMp3o9xx6N2Nr4xBz6HcCCBUenPO3buF1KRQ9s1zxcG6xgjv25da8Xz618Qx9aiKPfcMJ3HNwGB/97sk1y3CUCTvRzZpR3WjJnTdm6IGIq5c2wmqNYu5aJTRZaXT/8qMq9zW83MsObZpBl5i6MCIRv4fBNvXw70Wd4gDxwR7N0JOWWFUr7Vtn5hbgNyiUpybycLz6GNjM3EL4+niUobBQWVdAH81Y+OQH78G/+4vv4LM/8kDX4kWrQRTn+QxDKavZ+nWHjq1tBQlTw0rVW1sUt4kl907shH3ojwN4GcARAL8E4AyAE1t4TQrFunj6bBH3HBzu2GMc2aSd6KauYWpipOMHtsyqtE36x152NyaKi2boUe9xaVrTTRthtUbx4JF8GFwaM1EeG1tjYWCNInvG3z6/jMvLteZNWpEA5zOORJChc87F3HrkA1xk6FGVe7CvPHgvyPn9xmuNZuiNpjE378703K+WmoTDo2nsG0r2NIlgNeymp0zMoZdjc+iqhx7FDjboVT0/NB9qZLNEcd3Qb1FcN49wlHP+WQAe5/wbnPN/BWB6i69LoegZ0T9fu9wOAPm0ueEMHRBZaDerWL1AyKQRbIooruz4G+qh8wZRnBzliu7v7lQqXq1RTB8ZxeOPTCNj6/hPH74vFrz8sOTOxBx6mwz9QrGK//wPr+G1q6Wmsr0suXMu3OZkD73miSAc/Z2NGbrsl8rRs6mJPH7qbTfjlt2ZWOXB8fwwQ29UMR/dlem5Xy3n0IWTXW8ZoW3ocPzGkruFiuuHBySPqh56FLltTYjiOpXctz5D1zQSVqf6QVfLWYL/XiKE/ACAixAiOYVioDhxZhE/9bZbOt4vYxtwfYaa52/oH7nv864c5zzGwvGnzdjEtLoJPXSZMEulOeccUxN5HB5NIWka+MT77lozuxRjayamJhK4aTzTZLMb27bG2vXQNVxcrsaWsETL9rpGQCCyc5+JsTXPZy1L9E099OBDPNpvfsOBYTx5ejH2uNyGEnZUxXx5udazK5v0xi+7dM01m61oNbaWMHUYGsETry/gmXNLgdBPBXSJtH599coqXrsqLFkb37cyoG/HMiaNiF0S/aKbd8YvE0KGAPxvAH4WwGMA/s2WXlUHCCEPEUIeXV5e7udlKAaImufjhYsruPfQcMf7EkKQDxa0bATKeFe/Q7p7bV6GTsU42Dp/Gec8VHXrGgmWoIigfnnFweSuzJrB3KUsDLAAsDuXwJXlWuw+0bE1j7ZXuQ8nTWhB4G5VFbAMDV5gTiMz9KdOL8DzeSybT5h63Cku+PCOzqFnE0a4xz36WNp90BcWyrhWcrpe9QnUS+4Vp/cMvTmgi+fNNjT8y987gd/4yit47JunsVTdXlOkQcY2dFxZ+f/bO/M4Oe7yzD9vHd09M5pTliVZkmUdPjG+JNsyEMy1xAQcFogJxiQkhLBhgQDezSZL2MQky+biyC7hiDGsSbjicFocxgZ8wNpja8YHlnzI0mjauiyNZnpmNGfX8ds/flXV1dVV3dV3T/f7/Xz0mZmenu6aUve89b7v8z7vEv71oTQee366oMoDNLjkvgJ66BkhxIwQYq8Q4pVCiB0Apup9YMXgsTUmyN6jM9i2ZlWouCqMWvi520LE6sW77l616KFbtsCyaUFXCUaFu1j9GTqQC0IvzC5hIWt5wrMoXFMZ96JgXX8Kx4MBPc9Yxo40lulJanjpttV43cXrQkV4rlucZUuV+9ipeXz4jicws2jk/fFOakpeNp3roed+0d6UlqcYB+TYWpjIbDSdwad/uh9Hp5dCg0QUrlFPJRl6smAO3YauEYjkcQrI//8wq91OJaUrco99EUtWXVWgKdS4knsrb1sD8JmYtzFM09hTwu41yGCPHqv/XQzTFsjEyNCzXoZOXqArx2XOz5yj7pY+55VdHPjn0IFcmXhsQhrEmCUy/7ll6ePusrYvlWd+AgDuoZm27H8XG1szLIG3X705tCqQUBUsWxZMW87xH5yYK1DWA7JCMzw26Z1PNyvzL2dZldRxein//ysb0ZN2VfHB5ymFO9e/EKHcL/WzwZK7riro8lUQFIWwcbC6JSPtREpXpYc7io+QJlQFP/jV8bLfb+XS7Aw98hVHRNcAeAmANUR0s+9bfZCmMgzTMoyMT+EtO+JLO4Z6qvdzt6yYojjHDIQUabs6ms7gpi8Oe/3bcpasuK5qS6YlR7oqMF8ODeimhYMTc1jfnyqZoT9yaApLhuX1K9f1pbD/xOn853AzdNuWKvciXu4nTi9hbV/4L5JwLjZUhaCphE2DXdAUKZZz/3iPpjN4/PA0hAB+eeAUvvbuXV425u83r0ppmFsKZuhWnpjOpdL93a6X+3yRuegowubQnzo2ixO+jHzbmp6qt4a1EyldBUi2jd73yu142blrCt5Lo+kMFgwLX384jW+NHq7p+tYgraxyTwBYBRn0e33/ZgH8Vv0PjWHiYdsCI+niK1OD1GIW3RIxRXGOsYp79V6uy5yfecdVzW+LWi7BBCKpy5L72MQ8zlvbWzRDH01n8Off3YuTp5e9UvS6/hReKNJDj/JydwV5J2eXcWZf+BITXVWwkLWcXr+C9f1d+JNfPx9bz+jx/jAPj01CCOSVXN2Su+rL0Lsd61f/H9yoDL3S/d1eyT3CLKcYhXPoAo89n8n7/zo+vcSiOB8pXcHBk3PYONSND77mvND/J/f9Vcn7rVyabf0a+YoTQtwP4H4iul0IkSaiXnmzmGvc4TFMaQ5MzGGgW48MCmHIHnr1ojjTKr4YAvCL4gi2kNmfosjye7k7zU+7Gbph5/3xLwchAH98dUvuByfmcOH6Pjx5JFpsOjw26V1IuH8cr7t4XUjJXZrpFNu2ltQUZBayMG0bfanwP0W6SljImtAdYx7TFti2phvnre31/ni7W7D82fTBCflnyl/qVxRCT0LDfFb60AOyNx21hauS/d2eKC5rFSj/S5EILMoxLBvXbFuNz99/EIZpg4hwetnkgO7DbdtcuD7aTGrX1tVyQqLMakslNNv6Nc4lZC8RPQZgCACI6BSAdwoh9tb1yBgmJo8cKr7/PIzBngQOTy1U9byWLTDUk0RmIYuuRFfk/dyFGkQy0O3YPIj/cOFaLGTNyKwiivll6aE+s2jUtoduWhibmMcbL9uAx56XfcbRdAbDY5PYtXV1XvDUVBmo3T+O6/pSeGF2KU89L4QsIVu2QNQO74Sm4EhmEev7U5HLdBKa3JCmKgTNuUAICtncbNp/rMec5Tt6oDLglt39Ab2Wc91uH3x+2fTWu8b+Wd8+dNupbFx5zpD3u5m2wKfv2c/Wrz7cSsyF63oj7xP2+qgXioKWD+i3ArhZCHEvABDRK5zbXlLH42KY2IyMT+GabeVddQ/16PjVkcpL7kLI2egzVknXubMGogO66cyhK7459KFVCbx4oL/sPy5uoKim5F4Y0FVMLxiYnF/G5tXd3khYmA3sjs2DuGHHRhycmMd/u+4C7/h1RcHsoon+bhkoLVvIrLmYsYzTM17bG11ZSaiEhazlKJUVWLadZ9fqEsym3R56UIy3KpmvdJcZeg0DutNGWMha6K5ibM3vXeD+bnuPzuDT9+xn61cfz74gtRulqhaVVFsqodmiuDivjB43mAOAEOI+ANHLphmmwUiFe5kZepVja+7o11BP6Xn2nPVrbg7ddsxSymVu2cKqpOaNc1WC3/oVkFnlMy+cxuahHi+rLmYD25XQ8B8uWpv3B3Jtv8zSc88hZ6ilsYwIL7k7QffMCEEc4PTQDcsTxZnO2F6pIOyNrYVk6P5Z9KgeeqUknWU30pq2zB66b2zNsArP2dY1Pd79GFlB+qN/HQUAfOqe/XVXsMehlUVxLmNE9D+I6Bzn30cBHKr3gRWDjWUYl2PTi1g0LGw9o7xrzKGe6vzcTVsqr+NcGGQ969fc1bvl7Akvl7klAz1JDbpWjSiusOT+1PFZbF3TA00lGJYd6X0OAJn5LAa6E3mP6ZbdXWxbIOF4r5tW+By6G5jWFtE+JDQFS06G7vbQl4uYwbh0xczQs/XK0JcrULn7M3Sn3+unO6FhdU8CD+yfaIng1WyGxyZ92/jqK3aLi7R+beLzx7jPuwCsAfAdAN91Pv/9eh5UKdhYhnFx1e1RPdgopMq9clGcbcur8YHu0vPshjNiRSR7y265vpIL+fmshVUpDQmVquihFxrLPH18FtvWyGUkpi37/L/30i3YtqanQOU9tZDFUI+e95hBtzhbwAnoduQculs6jhpZA1yVu1nQQy9lyZoKmUMHHHOZJX/J3UKyxj101/q1XJW7f1FOmO5gNJ1BZiGLH+99oSyzm3YluEynnmK3uKg+r4lmUPIVJ4TIAPhjIuoDYLPKnWklRsbLF8QBUhRXbYauKYq8MIhTclcIROQFdUtUZt3q+phX20OXZquSpK5gbGIOW9f05JUMz+pP4ayBwo1hmQWjMEPvT+Zl6JZbcrcFTDta5Q4Uz9DdkrumyoBu2Xaku5uflC4z+uCFnszQc/9fWdMuO5MuhiybW85613KXs+TG1rJWYSvAzUCDK2A7lUaK3eLS8iV3Inqxo3J/EsA+Iholoovrf2gMU5pHDk2V5RDn0pNQYVrC2zRWLpYtoBAw0K2XvDDwZ1tu2b3ykrtcG+puIqsEEeyha3J3+LY1q6AruQsFw7JDLxoy81kMlSq5C2nVajqPEapyd2578OCpyGwzoREWsxY0haA6FwjLplWy5H7gpMw7go8r3eICorgaLu3QnNbK7FKFc+hFeuitmJE2mx2bB/G+V25viWAOoGYrkit+/hj3+WdIlftmIcRmyCUtt9b3sBimNDOLBg5PLeDiDeW3XohIrlGtMEu3bKncjiOKyzojXgA8YZwtREVrFuXYmi4z9IpFcYU9dABeD93bfmaJUOFdZiGLwUBAX9uXby7j9tAt1/o1pIf+2OFpAMC/jxyJLCEnHGMZTVFyJfcQlbuf0XQGH/zm47BsUfC4q1KFPfRaq8YTznx9JT10dw497CKoUrMbpnG0fIYOVrkzLcqjz2dwycaBio02qlG6W7aILYozfeVT8mXolVzIy5K7ioRWeQ+9wFhGV7CmN4nelC6DprdYRRQ8h+EY6fQGjGCCbnFuD92wRKT1axwHL9cpzi25e6K4IkK2MPMbl95kSA+9xgE9qSkQAuWvT1X9GXp4VaPVMlImH8Xxmmja88e4T8up3BkGcPvnlf9hq0YYZ9oCKpUhinMCmuL20CtcfzrnWIrWcg59aj6LlKZgNJ2Bpkohm3vcweeYXjDQ76w89bMusKDFsoU3Amfa4XPoroNXsRKyrilYMmTJXVPdHnrxknux0nQjMvSkJheGqEp5Qk3NmTs3nYU1QZU70/ooClV0oV4r4lxCvgvAxyBV7gDwAJqscmcYQM6fv/+V2yv++WpG1/wZemlRnAjtoVdccnfn0KsRxTkBfTSdwXcfPQrTKU9/8Xd3wnJL7nahvWxmIYvBnkTBY65elcTskuEFWyFkyX0hazgl98LgFkfUlFAVTGaXoSkKVEWBYQuQs0o1imKPuyqp4XTQWKaGPXRAVjx67MoeM+H8v8qFPuwIt9JoWetXInqzEOI7QogMEf2lo3ZnmJZg2bSw9+gMLj97oOLHqL6H7gb0UnPoIaI4UbgkJQ61UbnnxtaGxyY9EY9h2hhNZ7w9664Pu5/MfBaD3fkja4DsHa5ZlcTJ2WVsGuqGJeS6U9POOiX38ABcysFLXhTIkruuECxLXgiVyqqjHje4ca0+GboCIcort7u42+UMM/qcMa1LK/fQP+r7/Gf1PhCGKYe9R2ex5YyevL3c5TJURQ/dLbn3pjQsZq2iwdVfcidXFFehyn1+2UJP0plDr1AUJ4TwhtaC5elrtq72ieLsAlFcmCDOZW1/ruyem0OPXs4SB10lz8s931imsmDXGzSWsepTcq90FM7duJYtchHEtC4tu20NAEV8zjBNZ0+F8+d+BnsSGD81X9HP2s42MUUh9HfpmF4wIrdryYAmLzxcP3erYutXuZxFZugViuKc4wAKy9OXbxqAaQsIIQVxwefILBiRAd0/uuY5xbn94AqDU0JVsZC10NelO9avNpaN0mNrUQQz9FKK+UpIakrFFwlJZ3StmnPGNI+WLbkD6CKiyyGz+JTzuRfYhRCP1vvgGCaKkfEpvOnyjVU9xmB3Ao8uTFf0s6YlPNGTK4yLDuj+HrrMXi1RvlOcEAILjkd4cHd2Odh2viguWJ5WSLYUTMsuqAJMzYf30IH80TVbCKRU1RHF2aFOcXHQNcKi6+WuSJFdNQtVViU1nF7KaR6W65Gh60re+S0Hd0e8XIrDedRKQ1HQshn6cQCfcj5/wfc5IC/yX1WvgyoFEV0P4Prt2ysXRDErF9sWGEln8PE3vbiqxxnsSZRUqEfhiuIAlBTGudavQMBYpsyIvpCVmamqUNU99GLxRlNzpfLgRcP0QhZnrAq/cFnnK7lbtsw2vW1rIXPocUioChazFnS1POvXKHqTOqYXDXz23gPYtXW1k+3XvuRe6QIV12kuamyNaW1aNkMXQryykQdSDkKI3QB279y58w+bfSxM4zk4MYe+lF7UMjQO1fTQLZFTbg+UEMb5FctUhVOcO7IGuGIxs8RPhBNczhJEd3rVhl0oipuaN3Du2vDd04tZC794Trq+uSp3q8oeuvt7qoriCY6yVcyOP3tiFgtZC5+8+1kkNGkMVI+Se1eFPXS35J5lUdyKpJVFcQzTksh1qdUbawz26MhUbCxjexn6UE/xWfRgyV04TnHlvu/nlk3P0EWvdjlLkXe+qpBXbreFNMZxSU/O46GDkwWubqPpDD5/30E888Jp3HTbMCbmlpFw+vxRc+hx0FUFi4YF3ZlDNxwv90p76HvG5XG7ZjbTCwbuGDlS00UnSU0pe3Vq7mdV7qGvYKQoronP37ynZpjKqHQhS5ChngSmKiy5+3vo0i0uuuTuVyxX4+U+v2yiJykDWXX70Etk6L5ADMC7cBhNZzD6fAbff/xogaXq8NhkzpDGtDFxetnL0M0QX/K4uMdS0EOvMKt2TWYUkhcuC1kLt/1irKbby04vmXj2xGxFj+dqI3gOfWXS7JI7B3RmxfFIlQ5xLl26XEqymC1/QYsl/KK44r14OVOcc4qzRWX70OViFjdDr85Yphhu2dAtt7vPMzw26VQXCi1Vd21d7V206JqCoe6Etz41a9nQK+2hO4Fbc/ehW6IqlfuOzYM4e7Abv7PrHNywcxOA4taz5TKazuC+/RPYcyhT0UVCwlO52xVXNZjmoSos0PSdAAAgAElEQVTU2tavJHkHEf2F8/XZRHRV/Q+NYQo5PrOI+WUT29asqvqxiAhDMYxhwrDsnNBrsMTGNb/AiZx9yZXsQ/eX3BNVLGfxj62F4Qru/FvXgFx2G2apumPzIP732y5DX0rD1969C/3dumeSohAKrGLj4maprvWr6ZbcK1S5A1K8d93F6/CGS9ZH/j6VMjw2CdsWeStOy0GK4ngOfaWiNHkfepxXzOcAXAPgRufr0wA+W7cjYpgijIxnsPOcoYI915Uy2FOZMM60hRekBkqq3H09dKXyfejz2ZwoTteoYpW7FMVFf18GTpFnMAMAV5w9AFUB/vjV54Zu+7ps0yC6Eip2bB70vNwXDauqTNM9b3I5i+Kp3CtVkQNAX5eOmUUDW9eswkC3XtPtZbu2rkayhD99MbwM3RRccl+BNDtDj6PcuFoIcYWzEx2OFWz4ICrD1JlqF7IEGarQ/tW2cyr3oRLjb2H70CtxiptzXOIAVGUsY9vFM3RZcrdhOBccbq9+ybChKQo++Jrzivyc/Bm/U1xPFSpyr+SuyLG1RUOOsFWa8QNAf5eO2UVDmgGtSuJ9VewDCBLHn74YSV/Jvdbqe6b+uKJX4duX0EjiBHSDiFTISh2IaA2AylIDhqmSPeMZvPHyDTV7vIEKR9fMvDl0vehj+E1Ccl7u5TvFzS2Z6E3Wpode7I+NrsiLBbek72boM4ty01oU/tWrtsgtUKlNhq54IrZql6n0Oxn69EIWAyG+9NVSyp++GAlNwbLT7liVqkwpzzQPIgJRbtdDo4nzTvs/AL4L4Ewi+jiAXwL4X3U9KoYJYXbJwPjkPC4+q79mjznUnahodM1yvNwBVxQXr+Se83JH2T30ef8ceo2Ws4ShqVJ8Ztqy/5015YGWCuiqSt6mNtu3QKWaXrAX0B0znflls+rM1Qvoiwb6u1qr2Ch1Bxb30FcwKjVvdK3oJSARKZC7z/8bgFdDWr/+RyHE0w04NobJ47Hnp/HiDf01teoc7Cm9/jQMyxZQ1Zz168yiEVlmC5bcXS93UYGxzKaebgA54VollDKWkZm2dHjrTmgVZeiWYy8rXe0qz1QSXkBXvOUs1Qd0DQcn5jG9EL45rpnw2NrKp5kLWooGdCGETUSfFEJcA+CZBh0Tw4Sy51Bt5s/9DHXrGKtgQYvl66HrqoIuXcXskhka8LJW4diaWcE+dLk61Z1DJxhm5cYycaxfs5aN7oQaO6D7e+hCwNuQVk3pMTe2Rt75rvaCrr/bLbkbdSm5V4NrLGOyscyKpZmz6HFeMXcT0VuoGR1+hvGxZ3yqJg5xfqpRuau+t0QxX/hQUVwFTnHzyyZWJWUA0qtYziJQOkN3Pdh7kponiptZNNBXLKATeeYyboauK1TxDDoA70JIU8iriNSsh75oYCBic1yz8KxfueS+Ymmm0j3OK+ZmAP8OYJmIZonoNBHN1vm4GCaPrGnjyaMzNRkt8jNY4Ry67RPFyceJFsYZpigI6JWW3F2nuGp76MUzdPK2pHXpqnfhMBsjQ3d3vVsiV3KvJkN3z5vquzCoZgYdAPq7Ei2bobtz6IYlvIU+zMpCITRtFr2kjFIIEb6JgWEayN5jMzhndQ96U7X9AzzUk0AmwrZ1NJ2JHD8yAyrWYsK4vAzdmUN3zWWiCHtuWXL3j63Vq4cu572zpltyz4niimXo5ARwS8iLFXcrXKWb1gB4/XLdUbn7b6uU3NhaFgMtKIqTc+jcQ1+pNHNBS6y5CCIaBHAuAG+9lRDigXodFMMEqfX8uYsUxRVm1qPpDN5260MwLYGkrhQYj1i2nRcUi7nFSYFTLkO3nAw2Sjgzms7grV94CAJSKe4+9/yy6Y0yVbecpbixjO4ay9gC3cl8Udymoe6ij+3+MZMld5ntV5Np+jN0Talxyb0FM3T/HDqX3FcmLV1yJ6J3A3gAwE8AfMz5eEt9D6vkMV1PRLfOzMw08zCYBrLHcYirNe4K1WD5e3hsEqYVbeHpF8UBxd3iZPk0f32qaQvYEQn28NikE/Dzn3t+2cr3cq90OUsMYxnT7aH7RHGlSu6A7HW7traKs1BFr8IERvcydGkmo1ANRHFdOmaXDGQWsiV/n0bjqtxPzS3jrr0v1HQLHNMYpP1rk547xn0+COBKAGlnR/rlACbqelQlEELsFkK8p7+/dvPITOti2wIjdRDEAUBXQgURsGjkL2jZtXU1FIVACLfwlMYyubdPMbe4fFEcvD5zVIbufy5dzT23v+Se0KrpoRc3ltFUBYajcu9KqFj2i+JKmJ24o2XuRjdNrVLl7mXoufG1akvuCU22AY7PLGGwp7VK7kcyixgZn8Kvjszg248eqekWOKYxtHSGDmBJCLEEAESUFEI8A+D8+h4Ww+QYOzWHnqSG9f1ddXn8wRC3uB2bB/GSbatx0Vl9oT7fli3gr4hGieJsp3TtZvPeHHqRkvsVZw8AAM5buwo3Xn02dmwehBDCEcXVoIeO4qI4XSEsGxZUhZDU4o+tAf4MXU4BuH30SnFV7u5HeUzVl6LdsvtAC2Xoo+kMPvPz53A4swiB2m6BYxpHMxe0xHlnHCGiAQDfA3APEX0fwLH6HhbD5Ngznqn5/LmfwQhBm0KEbWtWhSrr5frU3NsnShRn2HIG3c2IFccWUi5oCT+erGVDUwifuOFS3LX3BWRNuWFMVcjnvlZ5D73UchZVUbBkWNAUQkIlzwJ2dslAf4mes6rIlamWLS8adEXJa02UC5E0pnEFcZpKVffQARnQdZXQnaj+sWrF8NhknpgqqjrEtDYtLYoTQrzJ+fQWIroXQD+Au+p6VAzjY8947Q1l/AxFzKLPLBremFgQy8rvoUeNvxkBgxCinJta1Nha1rSR0BRcsnEAW9f04M4njuEV56/xyu1AtV7updanuktQlLwlMOVk6K7KXY6tVVki9ynlNYWqHlsDZEAf6E40ZYFGFLu2rpatFOfi7Yadm/DmKzbWfFSTqS/NLLmXDOhEdLbvy0POx3UAnq/LETFMgJHxDN577ba6PX6U0n1m0cCa3mToz/jXpwLS/jVMFGeY+WplheAF4qireDegA8B7r92OW3bvw47NgwUB3bDsirY6le6hExazsrLgN7CJE9CloE7kjGVUqmrVKSCzVPfiSa1BDx2QK1RbqdwOVL+pjWkNWnoOHcAP4bTdIMfWtgB4FsCL6nhcDAMAODG7hNklA9vWrKrbcwxF9L+nF7KRfWpb5GfeUaI4WXL3B3Ty9oxHvecNS3hB8KXbVyOlK/j+40e9/jkgA6c7Aleu6KzkchYlt8c84ajpl00LpiXQpRcvUbumNLaQGoNqjWUAefGi+RzjauHlLzP01groQHWb2pjWQKEWFsUJIV4shLjE+XgugKsgN64xTN0ZGc9g5+bBqvZfl2IgZOOabQvMLBpe8A3iX58KhAvrADc45+4nA7q8SChVcgdkif69127Hbb845Pm4u1TaR4+znGXJsKA7wdOwbC87L1UNyKnc5bFrVRrLAIGSe4166MuGhal5gxXkTM1pZg+97HeaEOJRyDE2hqk70r+9fv1zwHGLC5TLTy+bUmUckaFbgYDe5YirFrP542+GaecZqxABhm8jWRhZy8rLQq+7eB1WJVWcmsvmBaBK++i2XUIUpxIWsxZ0TXEuGmzMLoYvngkSVLnranXb1gBnzMyXoVdbch9NZ3DXvhdwcGKOx8KYmiMnWZr03KXuQEQ3+/79VyL6Opo8h850Dnvq5BDnZ7AngalAuXzGCfDFAnpQvR0mjDMcxbqLP0N3x9ZG0xl89t4DXmBZNu28vvPjh6cxOZ/FoVPzeQGoUj93ObZWRBTnltydkTPDEiVtX11yKnfXy12puuRuWjbufPwYRtOZmoytDY9Neueex8KYWtPSKncAfi93E7Kn/u36HA7D5Di9ZODQqXlcvKG+BkJDISX36UX5tRnxxgxm6IArjMvirIHcvHxwa5ZC8Mr4Qshg/vYvDnuB/4adm3BxYOe7f5zJDUA7Ng/GmkUP84SPs5zFr3JfNu1YLnGAX+Uufet1xy2uUkbTGRyZXsQ39zyP7zx2BGt7U0iW6OOXwq8m57EwptYoraxyF0J8rBEHwjBBHnt+Ghdv6K9Jz7QYgz2ForjpBQNDPYnIHrVp2wUBXQrj8kv3hiXygrNClFO5C4HhsUlkTRsCQNYS+PrDz0NXFWxd0+P9TFQA0rXiO9FdP3rLzveEj91DV5W8Hnq8DF320HMZenUituGxSRByJiuLhlW1ap7V5Ew9UVtZ5U5Edxb7vhDiN2t3OAyTo14LWYKElcqnFw2s7kkUKbmjIKCHCeOCSzYoUHLftXW1FwQBWQ43bRsLvl58VAAq1UMfHpv0Lkj8mX2p5SyaqmAxa0FzRs5yorjSBb28Hrq3ba3yknvwYqYvpdVkDp3V5Ey9aPWS+yHIufOvOl/fCGAcckkLw9SNPeMZvOfarXV/nkFnsYp/pntmIYs1vUkcm14M/RnLtgsC1UC3XjC6JgO6v4eeK+Pbtgwsb7jkLBw6NYcnjsxAJVmyW70q32M8LACV6qHv2roaCsnSvj+zL2Usoymy5N6T0LyyfpwZdEAeu2kJZ9YdVRvLBC9mPvLdJ/Gzp09ifX8XB2SmJWnm2FqcgH65EOLlvq93E9EDQoiP1OugGCZr2vjVkWlccXb9/2h3JVSoRFjIWt6s9/SCgTNWJZGeXAj9GdMuLFsPhmxcCzrFKUTObeQJs87sS+LC9b04Or2IN1+xEQNdGh47XHqTYKke+o7Ng9i5eRAn57L45A2X+nroJYxlnIA+0C3tUbOmwOyigTP7wk12gj/rbltTneUs1Wxbc3+PHZsHMZrO4LkTp/HcidP48d7joR77DNNsVKW1t62tISIvTSKiLQDW1O+QGAbYd2wGm4a6G7beMmj/OrMoA3qksUyIoctAyE50I6BYVxSp2tZVxQvopiXL030pHW/duREbBrtj9Z3dkbJidCc1KEBe4BOljGVUBUtZS64+dZzi4mbosn2QU7lPL2SxZzxTk9Gw4bFJCMFLS5jWptW3rX0YwH1EdB8R3QfgXsiVqgxTN0bqvJAlSDAYTzu2r1Eq9+D6VEDuC394bCoveIX10F1FuxuL3VWjSV3FkmHDsASSMcrUcid68T8cWdPGkenFPJGOcMrh0Y/rqtwJSVX2r+MGdH8P/cmjM7h//yn84rmJmsx779q6GkldgUq8tIRpXZq5bS2Oyv0uIjoXwAXOTc8IIZbre1hMp7NnfApvuPSshj1f0FxGltyLieKkcYrLaDqDL9x/EFlL4Kbbhr1ycNay8zJ5hQiGLcvwrlOcOwKX0hUsm1aeU1wx4uxENywbWdPGqbllnNmXAlC6h646c+i6KjN0T+WeijuHLmDbAqPpKdi2gEC+KK9SWJ3OrARa0imOiK4konUA4ATwSwH8FYB/IKLGpU5MxyGEwEg60xCFu8tgYBZ9ZjGLM3qTkdavwTn04bFJL5v3l4P9vuyAO4eeX3K3HEV4UlOwZNjImlbMknvpgJ41ZTXgcCYn7ivVQ9dVwpJhQ/O2rcUfW/P30K/eUvuMesfmQbzvlds5mDMtS6t6uf8zgCwAENHLAfwtgH8BMAPg1vofGtOpjJ2aR5euYn1/V+k714hgD/34zBLufeYksqYVev+gU9yuras9Nbc/eAVL7p4oTstdxVuWm6GrMkO37Fiz1nF66MumjbOHunEkkxP3xVnOAkhTGF0lZC0R21hGdZazWELgCiejvvm157OAjekYVAVOhSrfAbIRFCu5q0KIKefz3wZwqxDi2wC+TUSP1//QmE5lz6HGzJ/78c+ij6YzOJJZxFeH07AFMDo+hR2Bfn5wOcuOzYP41FsvxUe/txdfeueVXvAyLRu6lrsfkZwzlyV3eZvl+J6nNNXJ0PP936OQc+jFMwHDsrHljB4c8WXoQggoRdzb3N9L97atWZhdMtEfYzuZfx+6QsTz3kzHoSqE507O4X1ffxQA8kyd6k2xvxoqEbkB/9UAfu77XpxxN4apiD3jmbovZAnid4tzy+VuG+zBEDW1a5ziZ+fmISQ1Je+Nmw0ZWzMtAV1RvLKc7exWT7o99ECZPoqEI1grRtaysXVNfkAvZSzjzs1rqnR5WzKkQ9uqROm3fb5TXMm7M0zbQUTYf+I07CZMZBT7q/ENAPcT0fcBLAL4BQAQ0XbIsjvD1IWR9FRDFe6AzNBd21a3XO5q2XaEzMKbVuFyli5dLdy2FiifKwRPKJffQ0dehl6rHrphyguPhw6e8kp/7mrTKLzWgdNDPzW3jFVJLdYKW5mh23IOnSM604GoRNhyhrRuVho8kRH5V0MI8XEA/wXA7QBeJnLLmxUAH6j/oTGdyMnZJUwvGDj3zFUNfV5/D/2yTQMAgJtfex66EypeFLIcxnKyaj+phIKlQMZsmIU9dNPJ2t0KgOWMwCV1BUuGVLnH2Sima6V76PNZE1/+5TjGJxe80TFRajmLV3InbzlLXD8AVZFtAKLiFw0M066oCmGgWzo9vvMl5zRUP1L0r4YQYlgI8V0hxLzvtv3OTvSaQ0Q9RDRKRG+ox+Mzrc9IOoOdmwdjZYO1xN9Dd7Pq973yXKR01fNe92OJwgw9oSowLTtvZMUIjq05xisJVfFmVd0ROCmKswv2oUcRp4e+bNgwHdsqt/QXZzkLIDN1t7oQN6BrCsEw7aKPzzDtjGuoBAA37NjUUA1J9VsOikBEXyaik0S0N3D7dUT0LBEdIKI/833rTwHcUc9jYlqbPeNTDe+fA8DRzCIOTy1gNJ2BaYtcH1mh0I1rQVEcIDPSlK5iyciV3Qt76HKULa/kbrsl91yGrsftoZfI0G3k+vFu6a/0cpacKM4V9MXP0OU2OZUDOtOhqAq8ap/d4PG1ugZ0yHL9df4biEgF8FkArwNwEYAbiegiInoNgKcAnKjzMTEtjHSIa6wqejSdwQe+8SjmsxZuum0YI+NTeX3ksKBphaxPBZw+ui+gF/bQ5bY1zVdy9zvFLZt2wex6FHoJUZwQUpz21Xdfje6Ein+68Qpn21qp5Sy5sbVKM3SO50ynoirk6XGinCbrRV3V6kKIB4jonMDNVwE4IIQYAwAi+iaANwJYBaAHMsgvEtGPhBBNsrhnmsHcsomDE3N48cbCnnU9GR6b9NaQGqaNRw5NeRmyrlLomzJsfSoApALCuMJta+TtSCdnb7Ll+MInNQWn5uI7xZUSxZlOKX/nOUM4a6ALm4a6AcRYzqLmSu6qQiAC+mKsTgXkHHrWCr/YYZhOQCHyMvRGO8bVO0MPYwOAw76vjwDYIIT4cyHEhwB8HcAXo4I5Eb2HiEaIaGRiYqIBh8s0iseez+BFZ/UhqakNfV535zYgg+SlmwZ8o1vRGboWMsvdlcgvuUsTGb+XuwzyCpH0fBbC29yWcrzcl+MGdI2K9tD9pftBn1d9yeUsSu5ihkgK4+K4xMmfJWS5h850MKpC3nutEwJ62Dvd+62FELcLIX4Q9cNCiFuFEDuFEDvXrOGlb+1EM+bPgZxHuK4Sbvu9K3HBul5fhh4e0E2n7x0krORe6BQn7VhVxyLS9lm/ek5xcbzcS2To/kx/oDvhCXXsUqI4Xw/dfZ7yVO42z6AzHUunZehHAGzyfb0RwLEmHAfTYoyMN94hzmXH5kH0JDW8aH1fnjJdVynUz90O2bYGyIC+ZOSCbNgcuiuoI5LZcp7K3fFyj7ttrVhAN3wXBjJDl329UmNruvN7+c9BOT30rGk3fEqBYVoFfw+9EwL6HgDnEtEWIkoAeBuAO5twHEwLYVg2njg8jR1nN2/vjxsg/aI0qXIPz9CDY2sAkEoUZugF29YsOcPultxtpx/vZehlWL8WC+jLvl3s/rG8Uj10NZiha+Vk6PJ8scqd6VTcSQ8ADV/SUu+xtW8AeAjA+UR0hIj+QAhhAng/gJ8AeBrAHUKIfWU+7vVEdOvMDBvWtQtPHZvFpqHuWH7h9SKhynJxfoauhI6thRnLAHL0zC+Ky5r5Y2vkqNxVyq1ZdLetpXz70OMuZym2D92foQ/4nPBKLWfRfcYy8v4C9z87EWvJhOpk6Gwqw3Qq/naWZTdW113XgC6EuFEIsV4IoQshNgohvuTc/iMhxHlCiG2OI125j7tbCPGe/v7GqqGZ+iHnz5u7xENuLxNSyObroZshb8rgtjWXQlFcYcndsGRJmkgGV9O5OHBn2Gu1D92/tW2wW/fWw5Y0lvGqEwpG0xmcOp3Ftx894jnNFcOd249xPcIwbYn72tdVQgmbiJrDbzumJdgz3nj/9iC5krud10cOV7kXGssAcUVx8mJAIYIQQvbjyS252zUVxbnGMAPdCa+HXspYxr9tzb+oJs6SCVUhLLPKnelg3HbTYHeivTJ0homDEAIjTVK4+9FVBVnTll7rWvGSuzvjHSQ4hy592/09dLk+VVUoV3K3/SV3J0OvlSjOl6HnVO7FfdZ1nxhu19bVSOoK1JhLJlzNAQd0plNxW3FDPYmGZ+i8BpVpOodOzSOpKdgw0NXU49C1XIbun8WOVLmr4SX3xTzrVzswhy4fT86hw1mx6AZ0maHHn0OX949i2T+H3pMviovjFKepijfSNzw2iV1bV5f0pVYVxVG5lzx8hmlL3PfWUE8itF1XT1ZkQCei6wFcv3379mYfClMDWiE7B4CE10PPBUJNCe+hR6ncu3QVyyWsXw3HSY18xjJS5S4z9ODPRKFHtANc8ufQdU8UBxFuBuGiBURxOzYPxl4wobHKnelw3JbVYHei7bzc6wKL4tqLPeNTuHJL8wO6f2xN96ncsyFZsGWHZ7lhPXQtUHI3nAxd9cbWXKc4pTxRXEQ7IPfcwlvDOtCVwMyiIXv2QhTNoOVIHRBnQUwQlUvuTIejEKE7oSKpK6HVvbo+d0OfjWFCGEk3fiFLGLoztmbaNkp6uYesTwWAlK4EAnpg25qzPlVVciV3S+Qy9HJEcaV66H7r14SmIKWrmF0ySy5nAWS5Pez3K4WmSjtaNpZhOhVVkcuMNIU4Q2c6i5OnlzA5t4zzzuxt9qF428uypu1bUEIF+9DdLWbRy1ly9w8K3Mhdn6oQFIVyy1mUnMrdjrhYCDvesOqBixG4MBhwhHGljGUAWTqvNEPPmhZbvzIdi0LSWVFVwpOBerIie+hM+zA6nsGOzYMtkdElNNlDN23fDnFVKViAIsvt4UrxsDn04NgagIBTnOMcp5AXgOMYs8jjLdFD9z33oDO6Vmo5C1B5QHfn0Cv5WYZpB1SF0JfSvSmWRrIi33XsFNc+NGshSxj+OXS/U1wwQ5fl9vC3TrCHbtqFY2uAnFV1S+7+EbikpsTycc8db/QfjOWAwn7A2bhWSuUOyG1Jd4wcjuUO58dTuXMPnelQjk4vYnI+i8m5LAf0OLAorn0YSTffUMZFU1zrV+FTuReWzaLK7YAT0P370AO+7HkZunMF7xeppXQ1Vv8ciDGHHsjQhQC+NXIYU/PLRTP00XQGp5dM/N//dyiWO5wfT+XeAhUXhmk0o+kMvvLgOA5OzOHup04gPTnf0OfnkjvTNOaXTTx3Yg6XbGyNCzO3hO0vk4f1qc0iAT2VULFk5s+h5/fQ5c+plHOKkz10eZ+kpsS+qi8pivP10EfTGTw0NgnbFiACrj3vzMifGx6bBCHfHS7u2Jrr5c7xnOlEhscmvfevbQscOrXQ0OdfkRk60x48fngaLzqrDyldbfahAMiJ4kzLznNLC86h28UCuhbI0J3d5y7up5oqS+6WK7BzAn05GXqilCjOl6EPO8FcQAbq506cjvy5ct3h/GjOpqlW0EQwTKPZtXU1Epp87ygKYcNgY82yOENnmsYjh6Zapn8O5HrSWUvkuaWZS2be/aJMZYB8UZzlBFA1L6CT91Ehgm27m9vk91O6UtT0Je94HRFfFP4MfdfW1Z5Ihwi4YH1f5M+V6w7nx10dyT10phPxv3fGJuawvi/V0OfngM40jZH0FN710i3NPgwPbw7dstGT1PJu8xO1OhXIF8W5pXu/Yt0TxSnwVO7uHDoAJDUVcd0i48yhdyfk77Fj8yDeeuUmHDw5B8Oyce7aVUUfuxx3OD+aShAC7BTHdCzue+dT9+xv+Njaiiy5s8p95WNYNh5/frqioFEvEmquh+63Pw26PUWtTgXyRXHB/jmQ66ErJJezyLG1XOae0pXYJXdXsGdH/NEIGtRsPaMHF53Vh96UXrd95arijt3V5eEZZsXgOkE2khUZ0FnlvvJ5+vgsNgx2YaA70exD8ci3fo32ci+mck8lFCwZ8v6GaeeNrAG5wB10inMvEFJa/B46EUn714iUPmghm9RVz7imXiVx1ff7MUwno0W4TNaTFRnQmZVPK82fu+ia9F42fKI4TSVkzfw3ZTGVe0KVFwCWLZwZ9Py3mCeKc5az+NenAkBSVzz/9VjHrEb30aWxTO44k5qCZcOOZSxTKe7vwQGd6XSkRoYDOtMBjIxPtYR/u59cDz0XiN0A7adYhk5E6PLtNS8M6Lk5dFWRtrLkc51LaWqsTWveMWtSmR9G0PpVWstaEBCg2NK78nANeepV0meYlUKYh0W94YDONBwhBPaMZ1rGUMYlr4fultzL7KEDjp+7swY1WHJ345zrFOd3iQNkhl6ObWoxYVw2YDvrLn+RPfvYT1EWXobO8ZzpcFzjqIY+Z0OfjWEAjE8uQFcJGwYaO6NZCjmHLmD47Fo1pTBgmnbxsayUI4wL8zR3A57ilNyDrmrJMnrogDOLHhXQTZGX7Sf13PKXemXQ7oUOj60xnY7GAZ3pBPaMy/nzVivLeqK4vLWjhQtQLFvk7TgP4s6iBxezAD5RnLMP3bDyy/flGMvIYy7SQw8ruRtWQ3robCzDdDqKQrBY5c60O63YPwdkPzq4D12q3MO83KPfOu4sejawHAXIldw1laAoss/tL7lPzS/juROnYzG8QoIAABs8SURBVPunFy25m1Zehp7yq9zrFHBdQx6O50ynoykEq4jxUz1YkQGd59BXNiPjGezc3Fr9cyDXQ89aIm8feliGXqxH7M6iGwGVOVDoFGf4bFJH0xl859GjeOLITOylKMV2ohuWCBHFuWNrJR+6IljlzjASlThDjwXPoa9cTs0tY2JuGeev6232oRTgWr+aPkOYRMiKUtOOXp8KyAUti4YVMbbmn0OX5XK37zw8NukZUbhLUUoes1YsQw+W3FUsmxZsUT8Vuvu7tFo7hWEaDe9DZ9qekfEMrjh7sCUzuLx96IqboRfuQy+2nAUAunRpLhNUmQO5UrTiqtx9Gbp/sUPcpSiJIj30YA/fm0MH6jS0BqhqTiPAMJ1MMwI6e7kzDWXP+BSu2tJ65XYgV742LOH1vuV+7/jGMoDsVS8ZFhRCyNhaLkNX3d3hzm2VLEUp3kMPOsXJkruoo1NcTuVel4dnmBUDB3Sm7RkZn8JHfuPCZh9GKHn70BVX5V4YMIsZywA5UZyuFs6U+5ezEBGyAZV7uUtRwpbHuCyb+V7ySU3FsmHV1/qVVe4MA4DH1pg2ZyFrYv+JOVy6aaDZhxJKrocuoGvuHHqh21MsY5lsibE1RfGV3Ks85rKc4qSxTL0q4jmVOwd0prNR2CmOaWcef34aF67vRUpXm30ooeT30JW82/zsP3Ea6amFSBV6V8I3thYM6M6XKuVK7sUEdqVIFNmJHtz2lnTG8iy7fhm6V4HggM50OJrC29aYNqYV7V79uOVrw84FwmBAH01n8Omf7seBk3ORo2Wul7vMkMN76IpTcjes6kbIivXQDTN/Dp6IkNAULJlWVVWBYhARNIXq9vgMs1LgDJ1pa0bSUy23Yc1PwnOKy59D93u5D49Nel9HjZa5c+hmiPWr3ynOnUOvRvFfrIceto89qSlYzFp1LYm7I3kM08loCm9biwUby6w8TMvGY89PY2cZgq9Go6kEwxR5TnF6wMt919bVXrCPGi1LJVQsmVE9dPlRVQgqyT53NcEvKkO3beF4yec/dlKT1YN6hluNAzrDQCUq2NRYb1ZkQGdjmZXH08dPY31/CoM9iWYfSiRucJRrT92gnd+j3rF5EO966RZcsrEfX3v3rlBFekpTsJiNmkMPMZapYjVZQqVQUZzbNggavCQ1OSNfT+MXdySPYToZVSE0OJ6vzIDONJfRdAafvfdAbL9xILeQpZVxN5f5Hd6kl3v+u3J9fwqXbxqIHC/zlrOYhRky+TJ0JTCHXgmuMj9IcAbdJaXL37Ge8VZVqG4qeoZZKahK4zN0nkNnymI0ncGNtw47O8MJn/7ty3Ddi9Z5+8OjGElP4TUXrm3QUVaG7syh+7epudvMhG/laFjm7afLtw89GFTzvdwB06puUYq7UCaIv8rgJ6mpecdRD1RFYZU70/GwsQzT0rwws4SPfu9JL4AYlsBHvvMkbr7jCWwa7MLWNauw9YwebF3T430+1JPAo+kM7n92AtdfclaTf4PiuE5xtoBnLOOqtk3fjvTg0pMgXb459J5k/lssWHLPmrXI0AsD+qPpaRiWjdF0Jq+SkNTrPyeuOdUHhulk1CasT+WAzpRk2bTw5V+O49YHDuJVF5yJQxPzUvClKfi/v38VXnRWH8Yn5zE2MY9Dp+bx8KEpfOORwxibmINlCyw4O7g/fMfjOLMvVZYTWiORc6O5crh3u6N0d8fnl83iGXoqbw49uG1NfnSfI1ulyj2hEhYNK++20XQG7//Go1g2bdx023Berz+puRcqFT9lSVjlzjBOyb3B61M5oDNFuffZk/ir3U9h25oefO99L8Xm1T14+9WbC/zGL1jXhwvW9eX9rBACn7j7WXz+voMQyI15tWpAJyIkVKVghloB4fP3H8C1552JHZsHYVg2ViWj3zruHLoZkslTXoYuS+7Vjq3NLpl5tw2PTeaqKIFz7pXc65hBayqxlzvT8ahNMJbhgM6Ekp6cx1//4CkcnJjHX1x/EV55/pne9+L6jRMRXnXBWnzpl4c8k5M4G8Saia7mZ5ej6QwWDAv/9PMDuPWBMXzt3bvknvPu4iV311gmcmytlnPoAZX7rq2rvV3MwXPuZegVP2NpWOXOMOG20XV/zoY+G9PyLGRNfO7eg/jaw2m85+Xb8NmbrvCyukqoZINYM9E1JS+gu8Yxtshlu2GldD8pvYj1a7CHXu0cesjymB2bB3HJxn6cPdSN37nmnEAPvf6iOE0h3ofOdDwKNd5YhgM6A0CWx3/wq+P4mx89jSu3DOHHH3w51vWnavLY5W4Qaya6quRlr7u2rgZB9pzdbPdbo4eRKHKRkxPFFY6teSp3J6CblkBXogovd5UKAroQAuOTC/jcTTsK/g/dDL2+Y2uscmcYOfLKAZ1pMM+8MItb7tyHmUUT//i2y1t2X3kjCFql7tg8iAvW9eLSTQO4YecmWXF4OF08Q09I8xYjRDxHvpK7qkinuFVK5W/DsDn0I5lF6CqFXpDlRHH1zdBLTDEyTNujKOAMPQ5EdD2A67dv397sQ1nRzCwa+PQ9+7H7iWP40GvOxduv3tzxvc+wQL1+oAuvuXCtV2UoNbaWUKUZjbsT3U+BU5wtqh5bC86hf/exo+hN6QUja4B/Dr3ipyyJyiV3hmlKhr4ir6PZ+rU6bFvgm488j1d/8n5kLRv33Hwtfueaczo+mAMyQAaDcG9Kw+llw/s6a1oFmbwfIkKXruL0klFYcnfXpzpBzzCrF8X5rV9Hx6fwv3/2HA5GbINr1Bw6v5aYTkdRwCp3pr489nwGt9y5D5qq4PbfvxIXb+CLIj+6qiD4FuxNaTjtGw0zQraoBelKqDi9ZBYEfv+2NbfkXs0I2fNT8zhwcg6j6QxsIfDhf3vcc6cKGxPM9dDrvW2tbg/PMCsC7qEzdWPi9DL+/q5n8MBzE/jT6y7Amy7fwGXREHRNAQJX1b0pPRDQw33S/aR0GdD1AutX56Mig6ppC2gVRr/RdAaf+Ml+ZC0bN3zhQQz1JPDbV24qOiaYct1x6vhfr6lsLMMwKrH1K1NjDMvGvzyUxmfvPYDf2rERP735WvSm9GYfVsuSUAm2yA9GfSkd04tZ7+tSTnGADJzH5hdDRHG5Hjo5c+iVBr/hsUlv+YMQwO9ecw7++NXn4lUXrI0cE2yUyp0DOtPpqCoHdKaGPHjgFP7yzn1Y15/CHf/pGmw/c1WzD6nl0VWloO/Vm9JwOLPgfR0nQ+/SVSxkrYLs2xXAKURQPWOZyo5119bVSGiKl42/dPsZAIqPCTZiOQv30BlGvg84oDNVc3R6ER//4VN48ugMPvr6i/Dai9ZyeT0mUQHdX3LPmnZRURwgAzqAyG1rmtNnNqqwfq3EtId76AzTGBQuuTPVsGRY+Of7x3D7g4fwey/Zgk+99bJcz5SJRVhA70vpmF3MqdzlYpriESuVUL3H81OwD71KlXu5pj2uyr2e13e8bY1hnAydVe5MuQghcPdTJ/A/f/gULj6rH7s/8DJsHOxu9mGtSBIawcxfXuZk6P6ALmJk6PL7hWNrBCLZS5dz6NWtTy2XxuxDZ1EcwygKQQg5JtyoC1wO6CucAyfn8LHd+3B8Zgl/++ZLvD4qUxm6qoCouMo9G0MU55XcQ5az5ProcttaI7PZRojiZhYN3P/sBM5b27tiLH8Zph64WbpS13VIvudryLMwNef0koHP/PwAvjV6BP/5FdvwzpecUzLIMKWRXu75zmsFPXTL9gJjFF0RJXeFcuVo1dnG1NgMvb7Wr6PpDB48OAnbFrhv/8m8XewM02kojjCuUZ1PDugrDCEEvvvYUfzdXc/g185dg5986OVY05ts9mG1DbJEHuIUt+R3iiudobul7eAcOhE85bt/hK1R5Lat1efxh8cmIYSAQLixDcN0Eo1WunNAX0HsPTqDv7xzH0zLxhfesQOXn81/KGuNDNT5b8CehIZFw4JlS0W6FMXFy9CDY2t7j87AtARG05ncbvQmlNzrlaEHR+mCxjYM00mo1Nid6BzQVwCZ+Sz+4e5ncfe+E/iTXz8PN+zYxCriOiEDen7JXVEIq5Ia5pZM9HfrZY2t+TP50XQG7/3qo8haNm66bRjv2LUZQOMDej2frpJROoZpV1S1sTvROaC3MJYt8PWH0/jHnz6H6y89Cz/7L9eiv4td3urJ5FwWRzILBZvKelM6ZpcM9KY0mHbhnvMgXboKNWCwMjw26e0uN0wb45PSrKaRivCkrtb9+codpWOYdqXRGTqrqFqURw5N4Q2f+SV++ORxfO0Pr8Ytv/kiDuZ1ZjSdwQ9+dQyj6UzBprLelIbZJQOGLbPzUiXrVEItCPpuOVol2VvfdkYPgMZm6PtfmIUQKNjCxjBM7VEVaujGNc7QW4wXZpbwNz9+GnsOTeEjr78Qr3/xenZ5axDDY5Ow7HBBV58zuiYFcaX/P7p0tUA4FyxHP3fiNIDGBXS35G8JgZtuG2YFOsPUGXeSpVGsyIBORNcDuH779u3NPpSasWxa+PIvx3HrAwdx09Wb8TdvfjG6Eyvyv2fFsmvraiT1cEGXO7pmWKKkjzsgA3pYn91fjj54cg5A4wL68Ngksr6SPyvQGaa+qAr30EsihNgNYPfOnTv/sNnHUgvufeYk/uoHT2Hbmh58730vxebVPc0+pI6kmKDLHV2LM7IGACldKXk/bx69QRUYVqAzTGPhDL2DSE/O4692P4WxU/P4i+svwivPP7PZh9TxRAm6XLc4w4oX0Lt0FVqJ0nxuN3pjAjor0BmmsagKwbLt0nesERzQm8BC1sRn7z2Arz/8PN7z8m343Duu8IxImNbEy9BjuMQBQHpqAfPLZoFa3o9/81qjYAU6wzQOlQhW4+I5q9wbiRACu584htd88n4cySzixx98Od77im0czFcAvXmiuOJvm9F0BrfcuQ+ZBaNALe/HzczZU4Bh2hNZcucMve145oVZ3HLnPswsmvjHt12Oq7YMNfuQmDLo69Lw/NQCDMsuKYoLzptHic88pzieYmCYtkSK4hr3fBzQ68zMooFP37Mfu584hg+95lzceNXZ0HiJyorDNZaJM7YWV3ymeF7uNT9chmFaAI0z9PbAtgXuGDmMT9y9H6990Vrcc/O1GOpJNPuwmApxx9ayMURxccVnirdGlTN0hmlHFDaWWfk89rzsoWqqgtt//0pcvKG/2YfEVEmfb2wtzhx6HPGZW3IvpYZnGGZloikE0+KAviKZOL2Mv7/rGTzw3AT+9LoL8KbLN7DLW5uQG1sTJRezxIUzdIZpb1SFYHGGvrIwLBtfeXAcn7vvIH5rx0b89OZr0Zti3/V2wh1biyOKi4vrENdIL3eGYRqHyvvQVxb/78Ap3HLnPqzrT+GO/3QNtp+5qtmHxNSBcsbW4kKscmeYtkZVFA7oK4EjmQV8/IdPY++xGXz09RfhtRet5fJ6G9OTULFs2lg0rJoFdM7QGaa9UQkc0FuZJcPCP98/htsfPITfe8kWfPq3L0NKZ2OYdoeI0JNQMTWfrVnJPTe2xgGdYdoRztBbFCEE7n7qBP7nD5/CxWf1Y/cHXoaNg93NPiymgfR16Tg1t4xEjVTp1GAvd4ZhGouqcIbechw4OYeP7d6H4zNL+Ns3X4KXbj+j2YfENIHelI6p+SzO7E3W5PHc3jn30BmmPdEUhVXurcLpJQOf+fkBfGv0CP7zK7bhnS85p2b9U2bl0ZvSMDWfxYaBrpo8nsI9dIZpaxRWuTcfIQS++9hR/N1dz+DXzl2Dn3zo5VhTo6yMWbn0pTQcnV6qYQ9dfuSAzjDticYBvTmMpjMYHpvEmb1JfHPPYRiWjc+/YweuOJtXTTISWXKfqVmVhkVxDNPeKEQwOaA3ltF0Bm//4jCWTWmi/95rt+JPfv0CFisxefSmNEzOZdkpjmGYWGgKwW5gQOeGMPLXXaoErErpHMyZAnpTGkxbsFMcwzCxUJTGZugc0JFbd6kSiq67ZDob18631k5xGgd0hmlLNN621njirrtkOpvelHy71NpYhkvuDNOeqLxtrTnEWXfJdDZ9XoZemwDMJXeGaW/UBmfoLVNyJ6ILiegLRPQtInpvs4+HYYJ4GXrNRHHyI1sbMEx7orZTD52IvkxEJ4lob+D264joWSI6QER/BgBCiKeFEH8E4K0AdtbzuBimEtweeq1K7uSNrXFEZ5h2pNHrU+v9l+R2ANf5byAiFcBnAbwOwEUAbiSii5zv/SaAXwL4WZ2Pi2HKps/J0Gu2bY2tXxmmrVGpjQK6EOIBAFOBm68CcEAIMSaEyAL4JoA3Ove/UwjxEgA3RT0mEb2HiEaIaGRiYqJeh84wBdQ6Q/dEcZygM0xb0uiSezNEcRsAHPZ9fQTA1UT0CgBvBpAE8KOoHxZC3ArgVgDYuXNn484U0/H01jhDJ7Z+ZZi2RlUIWcewrBE0I6CH/fUSQoj7ANzX2ENhmPh0J1SoCtVMFOep3LnkzjBtSVuJ4iI4AmCT7+uNAI414TgYpiyICClNwXcePYLRdKbqx2Mvd4ZpbzphbG0PgHOJaAsRJQC8DcCdTTgOhimL0XQGC1kLX3loHDfdNlx1UHd75xzQGaY90RpsLFPvsbVvAHgIwPlEdISI/kAIYQJ4P4CfAHgawB1CiH1lPu71RHTrzMxM7Q+aYSIYHpsEEWALwDBtDI9NVvV4OVEcB3SGaUcanaHXtYcuhLgx4vYfoYjwLcbj7gawe+fOnX9Y6WMwTLm4nv+GadfE81/hsTWGaWtkD729RXEMsyKptee/yj10hmlrpLFM456PAzrDlEEtPf+Je+gM09ZIY5nGRfQVaWnBPXSmHeCSO8O0N4czC9h3bLYmUzFxWJEBXQixWwjxnv7+/mYfCsNUzK8OTwMAHnM+MgzTPoymM7j1gTHsOzZbk6mYOKzIgM4wK53RdAbvun0PADTszc4wTOMYHpv0RtZqMRUTBw7oDNMEhscmkXXUMo16szMM0zh2bV2NpK5AJdRkKiYOLIpjmCZQ6xE4hmFai1pPxcSBRAOH3mvNzp07xcjISLMPg2EqYjSdaeibnWGYlQ8RjQohdoZ9b0Vm6ER0PYDrt2/f3uxDYZiKqeUIHMMwzIrsobPKnWEYhmHyWZEBnWEYhmGYfDigMwzDMEwbwAGdYRiGYdoADugMwzAM0wasyIDOXu4MwzAMk8+KDOiscmcYhmGYfFZkQGcYhmEYJh8O6AzDMAzTBnBAZxiGYZg2gAM6wzAMw7QBK3o5CxFNAEhX8RBnADhVo8PpBPh8lQefr/Lhc1YefL7Kox3O12YhxJqwb6zogF4tRDQStbWGKYTPV3nw+SofPmflweerPNr9fHHJnWEYhmHaAA7oDMMwDNMGdHpAv7XZB7DC4PNVHny+yofPWXnw+SqPtj5fHd1DZxiGYZh2odMzdIZhGIZpC9oqoBPRl4noJBHt9d32b0T0uPNvnIged24/h4gWfd/7gu9ndhDRk0R0gIj+DxFRM36fehNxvi4jomHnnIwQ0VW+7/1355w8S0S/7ru9I84XUN4549dY5Pm6lIgecn7/3UTU5/teR7/Gyjlf/PoCiGgTEd1LRE8T0T4i+qBz+xAR3UNEzzkfB30/076vMSFE2/wD8HIAVwDYG/H9TwL4C+fzc4rc7xEA1wAgAD8G8Lpm/26NOl8A7nZ/XwC/AeA+5/OLADwBIAlgC4CDANROOl8VnDN+jYWfrz0ArnU+fxeAv+bXWEXni19fwHoAVzif9wLY77yO/h7Anzm3/xmAv+uE11hbZehCiAcATIV9z7naeiuAbxR7DCJaD6BPCPGQkP/L/wLgP9b6WFuBiPMlALgZUz+AY87nbwTwTSHEshDiEIADAK7qpPMFlH3OQumkcxZxvs4H8IDz+T0A3uJ83vGvsTLPVygddr6OCyEedT4/DeBpABsgX0tfce72FeR+/7Z+jbVVQC/BrwE4IYR4znfbFiJ6jIjuJ6Jfc27bAOCI7z5HnNs6hQ8B+AciOgzgEwD+u3P7BgCHffdzz0unny8g+pwB/BoLYy+A33Q+vwHAJudzfo2FE3W+AH59eRDROQAuB/AwgLVCiOOADPoAznTu1tavsU4K6DciPzs/DuBsIcTlAG4G8HWnNxXWN+mkUYD3AviwEGITgA8D+JJze9R56fTzBUSfM36NhfMuAO8jolHIMmnWuZ1fY+FEnS9+fTkQ0SoA3wbwISHEbLG7htzWNq8xrdkH0AiISAPwZgA73NuEEMsAlp3PR4noIIDzIK/MNvp+fCNKlFDbjHcC+KDz+b8DuM35/AjyMwP3vHT6+QIizhm/xsIRQjwD4LUAQETnAXi98y1+jYUQdb749SUhIh0ymH9NCPEd5+YTRLReCHHcKaefdG5v69dYp2TorwHwjBDCK6kQ0RoiUp3PtwI4F8CYU545TUS7nL777wL4fjMOukkcA3Ct8/mrALgtijsBvI2IkkS0BfJ8PcLnC0DEOePXWDhEdKbzUQHwUQCuOptfYyFEnS9+fXnaqC8BeFoI8Snft+6EvNCG8/H7vtvb9zXWbFVeLf9BltSPAzAgr7j+wLn9dgB/FLjvWwDsg1Q8Pgrget/3dkL2rQ4C+Cc4Bjzt9i/sfAF4GYBR57w8DGCH7/5/7pyTZ+FTgHbK+Sr3nPFrLPJ8fRBSjbwfwN/6f/dOf42Vc7749SXgvPcEgF8BeNz59xsAVgP4GeTF9c8ADHXCa4yd4hiGYRimDeiUkjvDMAzDtDUc0BmGYRimDeCAzjAMwzBtAAd0hmEYhmkDOKAzDMMwTBvAAZ1hGA+S/JKIXue77a1EdFczj4thmNLw2BrDMHkQ0cWQjneXA1AhZ3uvE0IcrOCxVCGEVeNDZBgmBA7oDMMUQER/D2AeQI/zcTOAF0PaRd8ihPi+swzjX537AMD7hRAPEtErAPwlpEHKZUKIixp79AzTmXBAZximACLqgXQfywL4AYB9QoivEtEA5N7oyyEdumwhxBIRnQvgG0KInU5A/yGAi4VcUckwTAPoiOUsDMOUhxBinoj+DcAcgLcCuJ6I/qvz7RSAsyE97P+JiC4DYEEuBnF5hIM5wzQWDugMw0RhO/8IwFuEEM/6v0lEtwA4AeBSSIHtku/b8w06RoZhHFjlzjBMKX4C4APOFioQ0eXO7f0AjgshbAC/AymgYximSXBAZximFH8NQAfwKyLa63wNAJ8D8E4iGoYst3NWzjBNhEVxDMMwDNMGcIbOMAzDMG0AB3SGYRiGaQM4oDMMwzBMG8ABnWEYhmHaAA7oDMMwDNMGcEBnGIZhmDaAAzrDMAzDtAEc0BmGYRimDfj/3mM9dt9ZwMkAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can see a wider range of values from very small to very large on this log-scale. What this visualization is showing is out of all the buildings built in a given year, what is the largest building (in square footage) that has been built." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can make a similar plot for the minimum value of the square footage of buildings built in a year:" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Take away\n", "* so far we have now played a bit with how to read in a dataset, look at different values in nicely formatted pandas tables, or by hand by checking out different values at different indicies\n", "* We also started making some simple plots: the above plots show two different values from the same dataset - the maximum and minimum values for the square footage built in a year.\n", "* Now we are going to get into some methods to combine the plots of these two different values (the min & max square footage), and some ways to \"fancyify\" our plots with things like interactive widgets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting styles and default plotting colormaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now plot both min and max on the same plot:" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0)\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0)\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But which is which?? Let's add a legend:" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label=\"Max\")\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label=\"Min\")\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "\n", "# Note the difference between who \"owns\" this legend\n", "#fig.legend()\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But lets say what I really want to highlight in my visualization is to hightlight the difference between the maximum & minimum square footage of buildings aquired in a year - this might be a good measure of the diversity of buildings that are built in a year (but there are certainly other factors).\n", "\n", "I'll use a \"fill between\" plotting call to do this:" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "image/png": 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9Zo6fLfJHvzL/WMtXK7brx4JesaX1mDcUanUDQeRnli8q0RQ3WPnStwtTJlszOi+Nm7wwZvLPLx/hvg8d5sjQOG6YcOb6Ab//j89y9eY2jgwV4mEnrufTndUohS73iJFijcFOgyCQ1rrt+vG5bG/2+otVh/ZUirQuFrTQLccnp81kuY+WHRzPJwjvzXNh4t2Zkk1GVzFUgb2I+vaFiES8K2vwyX94liAIMPSNG4ZKBD0h4VVIbz7FtjaDGwaSbovNeH6A6wex2JZNl7yhSkuzTphM149d7sux7iLPiCJWvvTtwrTF+azM1I9E8chQgeu3dTZ8zg8CjgwVuGmHfF0AqiIY6DA4dr5GuWYRVaSNFCu8YTBNZ0bjxFiFgQ6DMyUbywvQFDFr/Wcna/x4OMB2A8yFXO6Oh5EOXe6qoDOtoykWthegqwo7urMoQgp6VlcwVBHH0JdKvYj//j8+ix8EKEK0rL3faCSCnpDwKsT3A6qOl/Qmb0FkmUeJWWXLIWcopPXZFrrl+TwxXOTX/upx7CUmGd6wXYroHXu7ed/rrllRARkrW9x8qJtvPFfE9Wc2DG1pje6sxmTNxQ/AiMfByms9PJhn/+AmzowVGSnZFMoWW/vlOc8Ua/Rf10ZXRuWV8SpX96Z45/5u/vB/neF9N29uWP/R4SLDEzVOT9RAwIsXqvOu13Q8UmHyna4I2tIqv/VzV/LZB17i83dex9CkS29O48yUTV9eJ6Upy8pfODpc5FfveYQgFPHIw0B4nuXU7a8nNmRSXFK2lpBwcXh+QNW5eJflemc5SWdRRnUk7FOmS9ZQyWhS0INACokVutyPDBUwl5FkWAkzv39mV/tFi3n9dVquR8XyuHkgxwdu7mN7h8GX33eQg4NdjE6Z7OpO83+8cRt5Q+FL75UhlydPTaIKGOxM0ZHRyRsKnWmV8WlLnv/kBCcLVYpVj86MxlDBpD2tsq8/y9W9GdoMpWEdXz86AoAP+AG8XDDnXX99HbrsFBfQ35bCD2D/tjZM16c/r1OsebIcTxXLEvQjQwW8sMeA78+IuBFa/Vf3pfnvH7xlQ1rnsEEt9KRsLSHh4vCCgNplPj0s6j3uegGpJcRFIyGvd7lLC11gluU9c0NXtu0F3Lyza1ld46JmK/VW/3I4Olzkzi8cwQ09BJ991w10Z3UUIbh2U5ZHhitxLfrolEVPVuM1O/JYbsDe/iwAPz09yfVbshSqLu1Vi3xKoTOjMV6xZJnjF3+C7QX8/ndPc+O2LGMVh86MlI/urMZ42W4oh9TCErTwDzbl9XmvwXJ8Ulp9YxmfSjTcxXExHY8tbQbPnK/JpLhlxtCjn00k4q7nc8PWHB//xet49+d/Qk9W48C2pdXtryc2pKAnJGxEjj/2AMXnvk/X3jdwzc0/t6ZriSz0y1nQm3uPLzYuajW53KdNl6yukNYUTDeyzoP4szcMtHPDQAe+5/DJt82dZNgcZ5/pPjd/fHkuovOdDRPUouv80Uvj9OTkoz1vKFTsmdDK6JRJT1aWkmV0hfEpk65OeOp0kbdf28HDJ6fprNgMZFU60yoTZZsLQ4W40YvjB1Qdee3tKeki785qjFccHnzxQnzvXD8gZyjceaCHVyZMujLqvNcwXrZIaXLWfDScJd7w2FLQ+9vkpkAKuoLlLf33d3+YM3LbzjY++qa93PmFnzDYmWJnTw6AQtXFdV10ff4NyHolEfSEhFXg+GMPMHj/nezBxRn6Asf5ypqKuudf/hb64d09qMsoz4tc7k7o0i1bDjldCmB0zywnyu6Wn9FVhYGONDfu6Gx5zuaJYfd96HA8fnShDPC5zhdNPtMUgajzEGzrTDMcWs85Q6Fiz/ycz5dq9GTle705jbOTVUaqo4xOWbSlFApVl96qxbXdaboyGsWaw5uu6UEIgQgCdEVwRXeKp89V6UhLke7Jajx7vsr+3XLUpyJAUxS2thu858Ze7n18LJ6JXl/eV1+2FwAjpTwHtmTQFIHrz4QkaraH6Xi0pVSyukJWl2V1y6kwmKrJnvxX9abY2StFvGS6jE+bZA2FiWpjqd5GY0PG0BMSNhrF575PChtN+Oi4FJ/7/pquxw8CqvblHUM/ONjF6/b0sK1dj2PIiyGyMu2wzrnBQg9j6FHWtuXJf1dtl9o8LuAjQwUspzHOfjEu98j74Adyc9aWUuPrnKg6FKo2x0ar5AyVcp2Ffr5k0puT1mdfTuPIySIf+Zuj2F7Apx88z4Wyw2TVoS2l0pFRKVZdbtzeQXdW55ev6+LuO3ZwbThdrSMdudxVJmouYRidX7q2m994/RVs75T95NO60nKQykMvjWF78p4EAQwVZLw+6hRX3z/fdDxSmqAro5LRlfgzre73fHkTxaoU9JLpMVGx5Ws1j/Fpk93daYo1D9edv6vdeiYR9ISEVaBr7xvwUfACgYNG1943rOl6PD8Im6dsXGtkMeRSGilN4fqti299Wu9yjwQ9ynI33dBCd31UQWwlVm2Pmj23xyPyFsBMnD0SrNoykhMP7+qO/y4nn8lyM8/zuPfhkxy/YPLx+09xcsKi5vi4odV5YcqkLxT03pzOM2crcWjB9QMcL+D8lEVbSqUrrTFpenz9iREsx+P23e3s689SCtc9UpIC3J3VKFQ9Xh6THen2b8mSMzS6Qzd7WhNYbjDr3kRxdhH+d91mGc+PhrNEk+2qtofp+BiqQkoVvFwwOVm04s1UPdLqf4S7v/MCd33xyCxRL9WkiE+ZHhPTJjlDYdJ0KZQt+nI6aV0wPj1/Al/9d623eQiJoCckrALX3PxzPG/s48nUIYbvWFt3O0hBB6iY9pqu41Jje/6S3ahRm9HInV42HbKGQkYT1Jwohu7RltawPSlUNcebtwzw4GAXb9nXz+Y2nXvfd5OcsW4tX9C390jx295h8IV/fROm43Gh7MST4gJkvPuZ81XSmsJUKGTnpyy6s1Jo+3IaWUO66wUydt2VUTlTkoI+Zbk8PlLmd/7uGaYsj//wrVPc/3yRzz8q27z+x386zbHRKj1ZjYmqw9BYhZ6sxui0zei0SXfo9k9pStxRr55jZ6doMxQODuToyurs7ZeWv6bIeeiRoJuOh+m4XCjbnJy0+enZKv/X98+29DBFnov62vt6JqsOmiJCC91iR2eKyZr8e3tKoTurcb5UW/D+R4mIn/5u643DWpEIekLCKmErWUp9N6+5mANxE41pc326F1fK+rEcj5LpYdrO4o+pi6EDTJmObCxTZ6Gbjk9bSo2FqmZ7CyYZZlMamiK4fov0FlQsF10RyxL04+emaU+r6Kqgv01nU5uBKgRXb8rOTIpTBAe2ZskZClNVG98PKFTsWGh7czoCQU/O4F9e383dd+xgS7sh+7+XbP7y8XEKVY+oVNvxAx4cmsaLEg39gKfOVulMa0yZHiculLlpW46xssNoqRYn5tUnE0Y8fGKcB54f5V/sbGNbu0GAFH7CdTt+EE+2q9ouluNzpuQQhNUFrh/Ecfl65Jz6KFt+dt5Eseqwtd2gZHoUKzY7Og1KoYXenlbpyWpcWISFvl7nISSCnpCwSqi+jQjWh4s7qsEtW4sXutUi6je+EtaP7cqEq8W6UaNjANl6NAg4NVHliTMVThetOIZuuR75lBpb8TXHX1CYK6ZLsc5bUDZdurNavElYCi+cn+aW7XkulB3OFqv05nT68jp5XdZx/9rBPu6+Ywf7+rPkDJVSzaFQsWlLyU0ASAt9uGhRsVw+cusm9vVnQ5GH42O12IsDMxb863a3oatCdrcLNwyqImhPq5wYr0lBrziMlsw4+S6lCay6azw6XOT9f/UothfwvRNTDE1YWI6HHqpRFB+v2HJkbc3xMR2PK/vSGHXf7bXo5X5wsIubdnTSlVb5y/feMCtvYrJqM9ChM2VJq7wnq5FSFYYLMsmvO6MxNm0vuKGUG4dwveuoEU2S5Z6QsEqovg3++rCIIwu9sg4t9MhtDBffhjOKh49OmVy7hGNURVroTwwXeexkkSCAh05OowjiGHrekN3KXM/HdP0FqwbKlkPF8ZkO26lOhxPclmOhP39uigNbMjz0yhQnLkzTm9XIaHD0dInenM6vHeyNP5s3FKZqDqNTMwlxILPcXxgz2dufieP7vVmNnKFw49Ys94WWsirgLVd38uarOtjXn2VXd4qnzlY5sDXLvrCOvScrJ6/t6jL4+rMuju/SnZVxfmmhz1zjkaECbmjl+37AuSkby/NjC11TZQe3iuXRldGky931ubo3w9137OCps1X2b8nysW8Mz5qbDuD6Pj60zJsoVm0GOgyePFulWLXJp1Q6MypD41Vu2tJNT1bj2LkKn3lw/vHCBwe72N6VAd/jv7xz9sZhrdiQgi6EeCvw1j179qz1UhISFo0W2BCsjzIxL7bQ15+gxz3OuXjrx/Z82lMqY1OLt9ClWKs4fsBPXpmIXc6uHxAEoaA7HmlNQVcEk1UZn17I5V6xwsS0Uo1t/VA2Hbqz2pL7ARwdLvKjl8bYfVMP/Xmdn46U6M6q5HTBo8NT7AizyyNyhsK05fLwiXEs1+PYaJV9/Vn6cjoBsKcnHX/W8QOiwrJIPOuFG2Bff+O/QVrVKU1QqLqMlR1cH3qycvOQ0kSDyz1KEHT9AE0VYXUAqJHFG9Wh25GgSwvd0ARX9Wbi705pAqvFnPVCxWYqDLO0Nb03WXXoz+s4ns/olMWBfkP2pi+YdGZUurMa//zy1Exi5DwbyinTZbBDZ/+25m9ZOzakyz0Igm8GQfDhjo5ksETCxkENnHXlcleEnCS23ti3VXbqetNVnRc99cpyfDa36YyVF5/8Z7s+udD6vnlnV0NMWhEyLm+5PoYqMDTBZM0JZ37Pb2mXbRddFXGMtmzK/uRLsdCjevaxss2fPnyerK7w7NkyPVmNvrzOT89WGOhobIqSM1SOj1a4+7svcGrS5uP3nwpL2hQMFQpVh2OjVY6NVrn/+SLTts/H7z8FwHtu7J0l3s0cG63ywpjJaNnlUw+cYdrysDyfvCEVOh0mxUWbloODXbz9hq3ctDXLf/nFHdQceS+jGnUtFPSq49GZUTEdP77f9RiqgtmiSmOiYmOorbPVJys2HRmNjrTGcKFKe1qjM61iuQEdaZWa4/PS+Mxxc20oa7ZHseowZTUmQq515vuGtNATEjYiRmDDOmnk4geQN9S4Fno9ETX/OLQ9f9GuTNvz2dGhU6gsXtAt1yNnqDhewA0D7fS1Gfzsrjyv29XG7/7P01QsmaRlqIKUKihWbJkdPWXjzFMGWLU8trUbjE3LtZQth13tS4uhR8lYID0GPnCyaNGb0/F8H9MN2N5hNByTMxReHDNjN3eUzAbgePDwyTKPna7w5qs6iDzY0WcWEnOAp85Wo9kmOH5AVlfIGWos0M0ud7kmjdt2tnH9lizdWQ3bnXnPCMvWLC+gKyNn0FuOF7vkI3RVzJqzLjPifXZ0GlxoEWYpVm3aU3naUyqnJi060mrcwnZ02uG+Jwt4obegLaXyuX99Y8vfwXOlGoYqKNcJ+tHhIu/83I/lNazwfPvFsiEt9ISEjYgWOBB466KZixe25qza62ODUU8pFPSlhgNaWUdWONSjUHUXLZqW65PTlbgO3ffhnft72NefJa0rVCwH0/XQVYGhKRRrDhld1qmX5ykDrNgu2zp0xsqyfns6TIpbioV+eHcPmjqTDR65y3tD1z2A33SqnKHSnVUbytMObM3y1Nmq7DCHFGKgIenswNaFxRzgwNZsw3Gb8lqcEAdRUlxjAlupJuPXIJPzoj7uIGPotieH33RmVExX5iikZlnoAtNp/B2ZCDdX3XNkq0/WbNrTWmyNt4cxdIATBTMORQVA2fbjJjrNnJ002dWTZsqamRn/0EtjcujLGma+JxZ6QsIqYeAgAn9WC8y1wA8C8imV6jLajl5qIkGPYs6LoVVr1YODXdiudLk/c76K53koysI2jO36ZA2FSVNuvkzXIx2KSUZTqNgulhOQ0qSFPll1SGuyJWl5niTDiu0x0G5QqDhhS1mX3qy+pBa8Bwe7+IO37uOz3zvOJ9+4lTMlm28dn6RYc7nnyAUAPndklCt7U7F1nU/Ja97Vk2VvnxEnt8FMiZiuCN58VQdvvqqjZYe00AYAACAASURBVNx8Pvb1Zxvi7fc+PsZ4xY1j9ZGFXn+NUzWHvCHFsjerM2XO/KyjGHpaE2R1hWmrtcs9pSlxz4CIQtmmM6PRndEotAizyC54Cu1h29r2tEpnWiOtCQ4N5PjqTwvx/cgaCq9cmOKG9tnDWs6WauzsTHFirIYVbiqu3CRj6Zdivv1iSQQ9IWEVcD0fg/VloUeDO9bDBqOeWNCdxW9+WtUFHxzswvakhf7DsFxsMUM3TMeTSXGeLZvG2B7psKYqrStULQ/LDTAUaaFP1lzS4bCTubwKnh9guz5b2w1eGDcJApnF3Z3T4lK4xTLYk2WgQwr2iTDe+/hIOa4McJvc5TlDZXTaYaLq8P5DA/GglGYhjj6/WCGvJ0qUOzZa5adnq3gBfPz+U9x9xw6u6s3MaiwzZTq0pWQWel9e48zUzEZLDXMVMrpCSlMYq7hzxNDFrBj6eMWiM6PRlVEpVGaXZJZqLu0pNe5D32YolG0v7lpXfz/ue7LAc2dL3LBnYNZ5zk7W6MtptKVUJis2m3qhJy9DHXfe1M+v3HLFmmS+Jy73hIRVwHR9DNzYQl9rIgt9OSVTl5pI0JfSa77eFa2pIraObNenYnsMF22ODk8s6lwyhq7g+D626yOEiB/4nu/zD8+M8cp4BUMTGKqgVHNJ64KMrsyZk1CxXTK6Qk9OYyKc6FW2XLrSspZ9vth7MzVb9jU/NlrlL0Kr/IGXSqiitbs8byiMV1yqtkdnuvGRv68/u6jEt8Xy1NlqQyOap85W0RTphq5vMzxlurHL3fNgypLZ9xGaIuL++bJ1bRDXz0cYqmhtoadltvpE1W34/XE8mS2f1WXdfM5QOD5W4/99skC5RSLgFd0pXhytALPDOZGg51MqExUZQjkfVlK8/breNStjSwQ9IWEVMB2PFOunsYyMoavUnNk9tteayaoTTgmbu5VqRPSgBfg/79gLwP/+xkEODnYRBAG2F/CZH51nyvL44N88tajsY8uRLnfHC6jZbmydHxutcrJoc/9zE/zDT88yUZXCWqzNuNznFHTLJavLxiVRK9qKLTcOKU1QbVF+NRe1sGTuqbPV2Cr3AnjL1R184NBMQ5mInKFwomCypU2/5J6Y5nj6ga1ZhBDoiuALD5+K7/9UTU6wOzZa5VsvFBmvuHH2PchjM+FUtWnLw9CUWWtPaUqcIBhRKFt0ppVwUlxjy9/JqkNbWkMI2axGAb77YinuyVCfLAgy6e4HL5f474+8wl1fPNLQH/5ssUZ/m057So03oOdKUtBb1cavFonLPSFhFTAtC1UEsE4s9MjlPlZx18V66inVZK3wQvXZzXHz//DzVwMQ5WPZno8imGlS4y2uSY3lenQb0nKu2h6ZMLu63vr0/YALZQdDVSjVXDrS6rwu94rlkjVkr/DRssOf/2AIJ3QjZ3SFirn4jn01x8NQpVg2x8BbWdp5Q2Ws4rK7O9XibCtLKzf+sdEqlhfwpSNn+ZvHz3Pfhw4zbXnkDcEDL1Xjwo/6zHo9vC9pTaFkeg1JcxG6KuJ68YixskVnWibFRYKuafIXolSz6UirHBut8o3nirg+/NMLk6hCAEGDZ+PYaJX7fir7wv/BN5+XXemQ4Zy/e2KEY+emeN1ginxKiQX9fCjobnNW4iqSCHpCwipgmXLnL9ZJDN0PZFnOqUlrTSz04489QPG579O19w2zetuXqvYsQT86XOTIUIHDu3tiQW6Omz99ugTA2fDBGsVdgwAsL2hwxc+H5fjksrJsrVpnoR/YmkUV8t4pQrCrO8VIyWai5tGf18noCtU56vrLlkdGVzk35VAyPf7bgyfxgecu1KSgL8FCNx2PtCbmjIE3kwvnmm5uM1q+v9I0N56JrN7o5/Tjl8exHI+MrshNiTqzKYkEVVNnXO5Tljcrfg5zxNCnLa7u1Oiq84RE/GRoAtPxpVUe/sp7AfzSNR305/WGe/jU2Wqc8S57Ngi8IEBRBF97fATb87n7h+fYvzkTC/rZSXmdUXngWpAIekLCKmCbUmTWSww9LltbA5f78cceYNf97+JKPOyhL3CcxulzkzWHzW06z47W8H2fo8NF3vMFaYmn9JkM9mgQhx8E6KoSTyA7P2VLd7vrk9FVPvXmbfzHfzrN77xx56JimzKGroeCLt3bIIXqF67u5HTJJp9Ns7M7zVjFpVSz4ozsuaoGqpZLRhexSzky4p46K6ehLaUfQDQbPFrTQvHvnCFj1VvaF04IvBQc2JqNR6TqmsJ12zrIp6Tre65Nia4IsrpKShNMmTJJsRmjhYVeKFt0bsnSnZVeiXsefIXXXbsVgD/45jEcL+CfXphEU6RAz+XZiLwf0UbwzXv7uf+Z87zpqm7+6bgsR3P9gKrjMxVWNpwvmdIjtIYu9ySGnvCq4fhjD/DIl3+P4489sOrfba87C13G0Kv26q+n+Nz30XFRRYCOS/G57ze8X6ra9LfpcQz9yFAB2/NnjcQ8ONjFbXt6UAXcc+c++ttS5A2F0bKD58lubroqRWNLu8Hm/OLsF9v1SWsKQsha8chCB7iyN81Ah0FWV2WnOFVQsry6GPpcFrpLNrRIo6EeAikc8yXTtaJmz874no/IQn9p3GxIPFst9vVnuXFrltv3dHDfhw6zqycXJ8RF7zcn5mmKIGNIC13G0Gdfb9Xx+dHQVENexKmJKj85VebBoWmqjs+f/fAkd33xCF9/YiS2nOfLN6hf09137GCgQ+dDhzfTk5fhipt3tKHX9QEY7EzNCHo4a34tY+iJoCe8Kjj+2APsvP/d3Dz0Fwzef+eqi7ptyRnL68lCj7LcV9tC79r7BjwU6YJFo2vvGxreL9UcNrcZVG25tsO7e+Is8+aRmKMlEy+Aa/tzVGyPnd0pRssOruvGsXWQceSpRQ6isVw/zmCfrDmk68SkI63KPuFhHDulCaZNWdaW0edu/xplue/rz/Lem3pJa9JlH9VpN3c8m4+a48Zeg8XwyoTMwv7+iamGxLPVZLArxd5NGQ4OdslxtKn516+rgowmk+L8gFkbmGOjUrgfPjkdJ6odHS4yPFHjG8eK/OnD5wHpCbEcnwvTVjyAJrLKF8ru39ef5ZbteQLf5+S4zHbvy2n8wdv20ZfXufuOHezqSTNtediOy0TFYVNei5Ps1oJE0BNeFRSf+z4GDprwW1qFlxrHki53hfVjoecNZcmDQVaCqw+9ke8Eh3lOvYqX3/I3s2PooaBXwrUdHOzio2+4kt6c1jAS03I9ThaqpDXBdM2hYrkMdqa4UJZlYZY7E3vNGQpTi0w8s1wPXRFhwpvT0HK0I6PJ+ephK1JDVQiQNdMZXd7PVj9fGUOX5/nlfd3YXkBvOC9cxtCXWra2+Ef30+ekgEcd4eozuVeLzoxGsSYb6kzV3JYu9Hp0VTZ2iTYuzYL+VFjrXu+1OTI0DoBPmOcQfjYAfvjiGK+/uo8DW7JzWuWt2N5hcLpocbJQYXuHwWTVYVNbij09afb1Z2lLycY3o1MmnRkNQ5XVEWvFuhF0IcTtQogfCSE+J4S4fa3Xk3CZseO1CJjTKrzU2La00NfPtDXCTnGXRtBbtWGNXvvuc6OM+3nOpPZwxQ0/O+v9QsWmO6PKLm1hsti2zgxtKZUDAzNdu05cKLO1w6A9rTJtSkHf1mEwbXpUTFta6KEQ5FMq00uy0BV0VTBlurMs9JLp1gn6TL/ybGiht7qfFcslG4pTe1plZ5fBWFkORZGW/eIFvT5RbzEc2JoltYyWritJZ1plsiY3s1OmE4cB5kILy9ai62zewEQJilFc/vDuHm7cLjd6ipAbgNt2zoxP9TyfUs3h5u25JdXcD3SkGJ60OFcyubovzWQ4V749DBm0pVSmLY9zk1X68jqachlnuQsh/hK4A7gQBMF1da+/BfgTQAW+GATBHxO2zwXSwMilXFfCq4/nqu28RsAJZRfOm/8ze5uswkuNFwq6sk5i6F4QkNGUsIPZytbGHx0uctcXjmC6PukwiQ3gzs8/IkdmKoJPKQ6BLxqy2KP3/QBOlyyyuko5tKpt18du6gf+7WfOoSIzzmNBz6j05jROF8qQysfxzrwhY7GLIdoI6Kpgqtbo3paC7pHSZ1zuQCg8wZwu97Ipk+JAuouHJ208X3ZTOzSQo7aEnvo12yPVMb+FW89is+EvJZ0ZlUlT9j2XbV8X4XIP69CBWX3c9/Vnecd1XTw3WuMPf0V6bc6VanRmVP7Vdd3xpuUnpyoyg15V6MjoC24kmhnoNHj+Qo3urE5PVmPKdNErNh1hg562lErZ8vjxywVqtocmlDVNirvUWe73Av8V+OvoBSGECvw58CakcD8mhPgG8KMgCH4ohOgHPgPcdYnXlvAqwfcDhp56kJrahiWy7Nj7mlVfg2evryx33w9QFenuLZsOm1bw3FESGzQmsdnRtC8voM3wCPyZxjHymJn78txoTbrJa5Ggezj+jKAfHS7yuR8O4YfW0NNnpqhYHpl2lbyh8FdHznDzns0zFrohH7ytWsk2l8RFyXS6Iig1WejtoUXWlg7Hp4YbhowmEMwdwihbTuxyb55ONmV5S7LQZWOZpT26F5MNfynpymhMhnXhi7HQLcfnp2crXNGdkhZ3ixDDnp40U6bPDQNyjPZk1aE7q/OeG3vjz/zGa/r56lMFPvuuA9z36Eic8b9Y+nIaihBsbddpS6uUai5U7LgXfFtKZbzi8F9/8ApuOJL4ZJizsBZcUkEPguBBIcTOppdvAU4EQTAEIIT4KvD2IAieC98vApe+A0LCq4ZHT05wffASpW2303PqEUzTpL3FwIVLiRta6GKdxNC9QNbWZkNBX0kO7+5BV+UMbC1MYvOaRK43FTDhzAj6oaZyshu2ZvnB0FQc97ZcH8eb2QwdGSrEdcIAz56vYgUqYxWflycsThQsvvdikSt75QCQfEphvOrMEvRWJXFWvYVuumzNz4iAGg7tGK84DRZ6xpDTzOYS9Irl0puT52luCDPQbsSWffPammvvIaxD15cmTGtNZ13nttICFvqx0SovjJscHzM5MlxGU0TLrP6c0RgyKtUc2lKN92X/lgz/+JzC/q15Pmc65I2lle4pQtAbTsQrWx7TloczbbK7XUpnW0phvOoSVc/5AbxcqC3pO1aStYihbwNO1/17BNgmhPgVIcQ9wN8grfqWCCE+LIR4XAjx+NjY2CVeasLlwNeOnuY1qSG83T9HT1CkPD216mvwHQsPBWUdWeiKQAr6Cs9EPzjYxd3v3I8Q8Pk793FwsIuUprKt3eDAliwBoOHgeTMjTXf25gAZ+9zcprOvP9uwNtv143GmIDcNAvkAUwRsbdepWB6nJy38MFnK9YM42SxvqJTt2WIbNaepT66SLve6GHpTvLojLR/w9RZ6WhWcn7I5U7J54tTs9rLS5T5Tz373HTvisqkdXSlqTT3Jo41GfbvRCNPxWKLneM3pzMgY+ozLfe4NSZS0FyXxKYKWneKyemN74MmqQ1vTeeXPXX6mbLlLttCPjVY5X3Z4cczka88UGSk5YXtZKeinJ23qS+GFgIGO1Wng04q1+LVoVUAZBEHw9SAIPhIEwbuCIPjBXAcHQfD5IAgOBUFwqK+v79KtMuGyoGK5PHDsHAPmCdTBW5kQnRRHT636Ojy7hoWxjmLo0vrILDDyc7lcs7mdIIB9m2Vi0k9eKXDLjjzv2CctzamKied5/DTs7lYo2+zoku7V7rB3a85Q47VZTYJ+cLCLnpzBv9rfzc0DObozGlXbZV//TLKUqoh4Lnc+pVCx/YbOYSA3BmpTSZzt+egKM4NXmty9kbvVUEVcH326ZPEnD49SqLote8ZHZWsR9bXXxZrLM+erPH5yZn72kaGC9Egwe7Z2zfGWlBS3Hojmy5drVktLup7IgxEl8eUMhZQ6+3plv/+ZTdpUbXY5XD6Mcfu+z7QpewEshSg8EiBLPS9UHCbCiW4gQ0MRAtjWrq9aR75WrMVvxQiwve7fA8DZNVhHwquA//nsed7SO46X6SHVuZmC1k9l/PTCB64wvmNhizSC9WShB2SNpTU1qadVJntElOlrOi7HH3sA8dD/w3X+cc6UbBRAx0HF57FTUtCLVZvenM4VPWmmTDlLu8FC9/yGGDpA1fH4tYN9bOswqNgeVdtjb3+Gd+zr4tpNaf7Nz+yiLy9drFEMvdlCPzjYxTtu3IoA/tu79sUx9Njlbs0Wz846QY+StV4as+LGJVHP+Hoqc1iHx0arfP3ZCY6Pmbz3Lx+L72WrjUaEaftLKltbDwgh6MioFMpWKLxzC3qzB6MtpbVsLJPVlbhXAcBkzZ7lyk9rcra65bihhb60+1Y/bEYLf9bFqhMnxdVXEBiqbDRz2Wa5z8FjwJVCiF3AGeDdwHuWcgIhxFuBt+7Zs+cSLC/hcuJvHz/Nb3adxvauI51OU8lsxZk8s+rrCFwTW0mvn6S4MIY+30CR+Tg6XOSdn/sxIBOWonasEVF8++TTD3Hw4Y9wJQ72y/8f39z7aXS1l5RwUQOPA1tkolahYkMQ8MJYDbcu+ztymduOJ0sOw2Q70/FwPJ9M1HI1FPSMrnBFT5pp22dze5rTF6I69NYud4D2tE4AdKQEQRDEozp1RU76arbQo1naep3L/cZtWf72GYHtBXHeQD2yDn22KMme4fLv9XPco9r7P3ngRe4JwxYRtbCX+0ajM60yNm1ydrLGj4dd2lLKnIl69Ul8KW3mPtcjY+hNLvemjYIQgnw4s3za8sguUdDrKwQGuww++9Ao05ZDR+hyb64geOClqTUV9Eu6zRNCfAV4BLhaCDEihPhgEAQu8FHgO8DzwP8IguDYUs4bBME3gyD4cEdHx8ovOuGy4VShyouj0+zjBGbPPlKpFG7bdpTp1XcI+Y6FraRRWCd16IGMTWa0uQeKzMeRoQJ+MDNwo9kijS30oYelNR62ee2deJK779jB1hwYwmdnOAFsomxhhqINMnY6bfmxoEdDOOwwG7xYtenMyH7gWUOl4vixoEeuWNN2MZSoDl22ZW0l6NHo0qGxcpzhLoQUkZrjt4yhG+FnotjuDVuz3P1LOwD4i1+9NhbgyIsxUbHJtkhkiyxAkCGC+o3AlvY0fgC7uzMNx0Q18BuNrozG0dNTvHShwreen1x017q0prSMoUc/52iDPFm1aWvRga4tpTJZtcMRtku/b1F45NBAnsmai+n65Oo2Z/XhE1WhIVlztbmkvxVBENwZBMGWIAj0IAgGgiD4Uvj6t4MguCoIgiuCIPijS7mGhFcvf/fECG+4op1M4Rhu/wEURUHr2Umqeg7HWdnM7oUQromnpNZNDN33ZQw9ayhUllAyFVEvPFFjj3qirHZ/4FZcNIKwoY+x81b29WfpTQcYShC7+wsVm8HOVEPsdEenQSUsNYvmXkfDOCYqdmwlZXWFmu1TDS3XnKFSsT3Z8a2+bG2O+eoVyyVvKJwsVENBD3t1h8dmmsSkPa3GImxoUtQVIbhuc5a0JrgizKw/OlzkXfc8wn/5zguMlW3++ujYLAGLLLwrulP8q+ubstnDTcz4dGPWdM31Z9VlbwQ6MxoPvlwiYGld6xzP5+lz1Vn3zlAFni/d6QClqkN7erbTOWconJ8y0VUlbiG8HFKaPL4jpc45V15TxJpOW9t42zyky10I8flSqbTWS0lYp/h+wNeOnuYXrjDQSycRWw4AkN20izbrPGY4/WzVcG1cNbNuWr96QYAqIKurVBfZcKWe/WHt745Og79+/6FZU8yih1rH7lt4+rY/Qwg4euufsvXqWwAQvoMh/Pi7C2WLK/vSDbHTlC544myFo8MTsZBHD+9ixYlj2TlDjtj0A7kRyEcWujMj6PWx1GaqtseVvWlGJi2suklm8bFNlnVHnaCfmrQREItNpq4M8MhQocH9+t2XSi2t0n39Wd65v4dj56v81++/FMfRo/7uhYodfzYIAixnacNZ1gudGZUXxqqogkV3rTs2WuX4mMkjw+VZ904IuXmbqsr7M1mzWybbtaVUzpWseeP2i6UtrcYbyVZoirh8Xe6XisTlnrAQP3llgqwuuCY4idO5m0xbJwCdW66g272w+oLuWXjqOoqh+3K283wDReZjIhQZIeD6rflZ70duR9v16LnyEABbr7opfl94Nprw4zngExXpQo/clwD/eKzI8xdM/vWXHuXClGzWETWsmajONPfI6AqFqnSnRg/5iu1hOTO93KPXS9UZcYyoWC5X9qY5M2VTMa04Xhsd2+zuLZkujhdw//NF7v7hOUw3iMUmW1c1EHkt6o+eyyrNpwRPna/yme+9GJepRc1minWCLmv7RZwwt5GwHB/Hgw/e0jfvpLN66rPMW927bF3zoVLNiVuy1pM3FM5NWUtOiGtFe0qlIzP3xiAay7pWbEhBT0hYiL99/DRv2tNOunAMq/c6UikZq+0b2E1fMMH0KteiC8/G1zIoK5DlPl92+WKRZWthpvAyBH1s2mKgM8W5KQfLni2SkZVieT5OKNrCm7GOhWejK/6MFVq26MrMNP1oThYbL4eCHrncy1b88M6Fgh4lr2UNhXKThQ4yjj7ZQtCrtsee3gxDEyZ/9fBJ/PBezLjcZx6Tx0ar/NVj40zbPn/y0Pl4EEckNnLQirzOwR5ZS/9L13Y2hBJaWaUnJ+S66nMSzFDQJ+oE3XRmJ+ltBI6NVvn2C9Ld/uXHxxfdgrY+y7zVvcvqCtOWFPRWSXEgLfTz0/aSa9Bb0Z5S46TIVqhhL/e12rSvRZb7RZNkuSfMR9ly+d5z5/nyu64g/eizVLe9hjZD1oam0lkuiDaKF0Zg9xWrtibhWwRa+qJj6EeHi9wZdjaL+qQ3u7sXImqXGnWKiwaKKMrihWKsbLG1Tadme4wUynQ2ecsiC91yfGxNPnBF4BJdufDl5LuqM2NxR6VAIB/kWtRNTVXIhg/j+hh6e5gAlTGkoG9ukxuCnCET4CzHo9uoE3RDja25eiqWi+8HTFQ9/vtPRgiQAqQrsy10OeVLXoUfbooCZsTm0ZFKbKEfOzvFNf1Z/v3PbOHnr+qYt5f6ga1ZBI3DRr7x0zOoAiZrMxuh2gYV9KfOVuONUrT5WYygL9SHPmfMeESmTLflWNacofLCWG1ZCXGtuBAO1Wm1flUReE5ioS+JxOWeMB/ffuYcN2zL05lWSRWO4W2+oSGJpaD2U13lWnTVs0G/eAv9yFABx53dJ30pRPFzkGK4nIlrY9MWXRmNre06r4yVZ70flZfZno/thBamPyOmwnfQ8TFDQS9WnIbY5L7+LL/xmn768xp/+Ws3xlnddp2gd2YiC13F8YLYkjZUBUURTJlOQ7lTPqW0FPSq7fFKUYZgfKRAP3W2Glvo9YJe3/TEUAUf+xebG9zHGU3EVQPHzpbYE2bx12dCt2Jff5aretO85dqueJNWczz68jrFmhv/ztRsj9QGayoDs5vFLGXi23z3LmeoTIcbsorlkmtxb/IphdHywv3jF+LYaJWnz1d5/oI5Z4a+pshEvcRCT0hYIf728dO89ao2FHMS1Syib97b8P50Zit2cXVr0VV/ZQQ9ajjihpZrc3b5YvDC+Dks3+U+XrboyqgIDE4VZ/eunomh+zhKaKH7jS53TfOpuT6+H4TdwxofuNduStOe1rhhoB3b81EF8WS4Qtli1+aZeeL1f4KMm46XHYwt6brXVKZadMWrOh43bs3xtacn8AJpJR/YmuWJM/KBXW8RL2QxZnWVsuVydLjIPzx5hlu3pVksvXmN1+xoiz0uNdtlU15nypQtclVV3bAW+qWa+BblLEybLhlDbZlb0GaoXCg77N98cd/ZPFSnlZdBFWJNXe4b7zcjIWEehgsVTlwoc3hHG6nCs1g9e0lnGv+nc9sGECtQi76UWLYa2Ag9i3KR89APDnbxi9dvpiuj8qX3Hliyux1mmsoA887wno+xKSnomir4zvEiR09ONLwfx9BdH8cNY+iRoAeBdLnjU3PknOpcSp1VUpTSFExXrs12fXKG2pAU11GX5Q6Ngp4zVIpVJy5BA+k1eODF4qyfV832uGFLlk++cRsAV/Wm2defRVcFmsKsdc1nMWYMhZcLNe764hFeHC3z1acKi6q1Bhmrr5+6Zjo+/XmdkjXTstasy8LfaCzkpVgOshbdY7Jmt0yIA9n+1fVZclOZZhaK5wNoisxPWSs2pKAnZWsJc/G1oyO8cU87mgKp8caEuAi1eyep6llcd/k9zI8OF/nVzz3Cp787e3hGKzTfQTEyqCtQtqYpMvZ9YNvyJsZ5fp3LXW90uS92k3Jh2qTq+PzTCyWePl/lri/9pOGYBgu92eUe/qkJD9PxKYQZ7s2kNDmxLQgCLNcnZyixy71Yd0z0kK1PXssZChNVJ85UPzZa5dHTFR46Od3w83I8H8+XneFet7ud3d0GVcfn2GgVQxVLtoYzmsJQwYrX6S2y1hqIKw4iao7HprzOZG1miI3p+BvSQr9URANaSjWHtjmS1aK4+sUmxTW3pJ0rhp5Y6EskiaEntML3A/7u6Ag/f5X8vUiPP4vVex1a0+zo7KZd5C+yFv3IUAEvCObslNa8Lj2wUY2VyXIfL1tY3vIfGr5P7HLPhP2wgyDg6HCRu754ZFGblLFpiwtlJxbu5nsQWeiO5+OEtd9KIK1MEQq6SkDN9RumV9WT1gSmG8SNZbKGEs9Mn6g4sYUuS9KUhtaqOUOhZM5kucukLGYNO6naXjj6VHBstMqpSZvTJZuP33+K8Yqz5CEoWUOhO6PONKdZQrw4rTdb6B79bTpTphdb6DXb25A16JeKrKFSsTyKldY16EA82W0lytYW8jKoYQx9rdiQgp6Q0IojQwXyhsIV3SkIAlLjz+JvvXFWV6fOLbvpdi5Qqy1/bnE0vrM+K3kuLNcnJVxYobK1iYodW67LoT4prt7lfmSogOX4i9qkjJctbtyWiwWzuX951CnO9oK4K18k5MKTJTLftwAAIABJREFUFruKR83xeeyVCUrhQJZ6Upoi1+P72J5PVlfimeiTTTH3jK40iG9OVwmYqSU/sFW25YTGn1fVnmkHGok+yBjp2Sln6Ra6rpBPqfzRO/bRndUWVWsdH6vJzVWE6XhsymmU6gV9g8bQLxU5Q6EShm2aR6dGRANbVqJsbSG0xEJPSFgZ/vboCG+6sg0ArXyWQNFJ9e6c9bm+gT1sCgpUq5Vlf5cc36mzb3OG+z5467yxbNPxyAiHQM+grpCgm26w5Lh3hOc3xtCjAReHd/cQ7X0W2qSMl21u2Z7n03fsoC2l8Mk372y4B26dy911I1d7FEuPLHSfc1M2n/1fLzFctGZlDqc0OezECwU9Z6jYrs+05ZLSlIYM9pyuNrjco3hptOHY15/l1w/1saPT4MvvOxivtWJ5cey9ORN7d3dqyUNQsrpCzfXpb08z2JVeUrw4HR4b/X6YjkdPTqdsezw+PMmf//MJjp+fSiz0OnJhlcbTp4ucm7Za5itElvtKWOgLIQWdRNCXQhJDT2hm2nR44Lnz/Nwe6W5PjT+L1Xc96fTsLON0Ns+UyFEYvbjSNSHkvO0DA/PHsmuOR0q4BFoGZQU6xU1UHZxQ6JZDEMxkueuqIAhkS9UDAx3oqsLu7lTLdq4Rlisnm+UNOS3r+s1ZAr+xfWwcQ/f8OFchSoqrt9BHy+6M274p3qwIgaEKaraL4wZkdely/9GLY6iChod3xlCakuLCErY6kT+wJUfWUNi/rS1+rWrPNKRpjpFqCkxb3qKT2mAmJ0E2vlm6dW/W5TOYjk9Gk9f1ka8+y93feYF7fji0rGE6lytZXeH8lMO9j5zi+BzlZPnUTHnjpUYVM30e1oINKehJDD2hmW8/c44bt+XjuGqq8Gw8Ya0VBXUTlfGRi/pO1/MZnXYWTK4zHY8UTuxyh+V3e6vasuY2pQpqy5xjHk1aA8JpZQrTpsOzZ6ewXJ+t7QY3bJ/7/60fvDBGShM8f0GGLHZ1pXh5rPEhOjMbPJjJco9i6J6Nr8rJcxldQYgwdNEi3pzSFGq2h+VKl/vwhMlv/4+nmLK8hod34Ac8O1qL/x3FTY26DPXOjMpkbcZ9DY0WOszESAG+fLTAaNld9FQwmBkUIxvfLE1AMnU5AxB1hRMI5H0MkBulyRald69WcobKWMWZydlokYSoKQJDhYdOTi1pc7Yc1jopLqlDT7gs+NvHT/P2q2csr9T4MUo3/ltUtfVDdTq9Bad4cYLu+AGj5cUIuk+ncHBDl/sz58r81j8+i+v7LWeJz0ehbNOVlR3aavYyBd0PUOvyCjK6wnTN4dFzVba06dje3F6Eo8NF/t1XnsR2fT5+/ynuvmMHO7tTPHRyGs/z4vs9Y6EHuKFFTvin8J24a56uCLqzOq/f3cbrdrfNclGnNcG06aAqgpSmcKpk44ala/UP7xfGTYIAnjxT4e47dtRZ6DPX2ZXRKFbdhp9X1XZbJr7Vd4RbSmezyEKfrNpLttDTzRa66zNUMCnbjZ6Ybe3Gks57OSPzKqLOh603hcdGq9ge3P/8JN99sbSkvIalksTQExIukpPjFYbGKhzeEQq675KaOI7YetOcxzht22Hq4prLOF5AyfSomLP7g9dTczwMHJRUDhWPJ89UsL3FJZ81E3VIS2uiISN6Kfg+1OcJRs1QjgwVODSQk9ZgmPXe7EVo6FQXCt3OrhQnJyzsup7uri+9AI4XzHa5R4KOz6TpMWW6fPjWTS0fsilNoVRz0FWBrgo25bS4eUj08G41wCNKgNKVxo2LEMTT0CDMcm+RZLbczmZRkmH98JjFktGaY+g+z4+ZNEfMBzoTQY/IGQrjVZdrN6XnLCd76mwVwdJGti4XNalDT0i4OL52dISfu7I9zmI2Jl/GzW0m1dE35zFq9yBG5XyD+3WpOJ5PX07ndGF269N6rEjQjRwqPjdsyaIqYlEZ8s1Ec8ANTVl2LFVmuc/IRFaXLVEfPznBoYE8jhfwxKlJ7vrC7BK2qFMdzAjd9g6Dc9MOldpMGaDny3pp2wvipLj6GLof5hOcmrTY1mHMOT0spQkmw3pyQxV0ZTT+7c9ewZ7eVPzwbtXwI9eUFBfRmdG4MDVT3VC13YZyt4jF1By3IqolnyhbLWdzL+ZY3/dxPR8/CLix6doCIKUmj+2IkZLcRO7rz8xZTraYhjArxVpb6InLPWFD4/sBf/fEaf7wTdvi11Jh/XmrhLiIdN8uUi99C9M0yeVyS/5e2a8ZtrTrjExUOTTPZ03Xwwgc1FQOBZ+9/Rl+9v9n783D5Lqu697fOXeqqp7QmEcCIEESIgiBAwhSsiVTFEUPsWInVuwnObYTT/IXx3OeY1v2czwob0ryPMR6sWUnjp9tJSElWZLtWBJNTTYFkmhSIAGS4ACCAtBooOepqu5wznl/nHtrrkZ3oxtokHd9Hz52F6rvvVVE175r77XXunkD03Nlfukf3rEkt7exuZB1BYeJeVFL41rOtTfWz6InefbCHBt6PDb3ukTK8OSZSbsaR72LcPfuQe7ePci3HNjCpclZvu/u+gfoll6Pl0em2bjevpZEG4qeJNZ1hk5DQbcCQZthfsMCjLPgSmaqCZ4j8RxBJdZs7A24bXPdPrSTreixc/Ymq7WgDxYdRmfD2vfzYfc1sANblm5RWqq13GMGFvj31wlFzzrjGWOoJvaG6Pat9dd2y8YCP/8/z3L8Qpn9m5emoH8j4uTFMr/2qO2yffr5Kb7pxv6O78lq2c52Qublfq1wXRb0PG0tR4bHXx1nIHC4cX1d/BaMnSDccDs9fvdCsW7bTYjE7qIvp6DHSuM5gi29HsPTCxvUVCKNS4ws9OAKjdGadSWfnT0s2brVMnSJ78plz9B1g8odbCF5/LUZ3rrV2p1GynDP7gFcRxCrds/4MNF821sGmz4Y9wwGnBqZ5W2pbX6iDAXX/rxKmvfQ0THGKSCwNyS713UWLoJtuduCLmz6mjLMR0mTkA3ai2+nljvAuoJbi2KFlKGvoJVq0bcse7LBmnaxKLh1hl5RqhZIk722kxdt6/jvz8zy1Nm5VZ0FXw84PlyuieGSy+gclnNzthxkxjL5DH0JyFXuOTI8PHSW99zcvDYWjJ0k2XpowTjQzTv3sVmPUikvb54WNRT0kZlwwV/gahQh0Xh+EW0EWitrOWqW/os/Pm8LRcEVtaSypaKVoZc8ycmLZQ5uLeA7VmR0aEc///S+3ezo9/gvP3BX043HuckyW/uab5b2rg94daxcez1K23jXSBmUap+h61QUB3B2OuqqPi64gplqgp8y9EgZ5qqXL8IXZiKEgBdHm82DBksuE+X6DH0+bL85uBIUU//5yUrSlB63qJ9taLlXY9Um1stmv1djFnw94EoS3FYLNg8930PPkWPJmKnGPPbCRd59U72gi7iMN3cWue3ggj9b7O2nLIqMX1qe0j1RBldKtvR6XJyLFzR5icIKifCQjoNCopROPcSXft6x2SqDRZfAkVST5bfcW1Xu2sAd23vSomnbvpv6AgZLNu2sEcPTVTb3NherTBiXaRISbeNMY6VRHVvuhdru+hdfnem6Gha4ktmqqs3QE22YC+MFi/DJi2X+ry9dwBjajjtYcJiYbyzo7YXzSuBIgScFo3PxkkVxVuiYttxj1WScA1d3Fnw9YLk6h9VENkO/Zue/ZmfOkeMK8dfPXuDunb1NH5zBxAtEg7dQ6Ll8cMmos4W50eWZy2Qt981pQU+SpOuKXBJWSISP4zhoJEYnthXtWIbeak27EMbnIu7eXCRwBZVliuK0aWboW+dO8DPBEOHZd1G84a6ayj2MbV55I9uYDxPCWDPQspK1ezDgtUmrdHddl0QbCulKkVYt1q+6PkMHuFO8xNvEC4y9/HbY8s6m4xZcwUyY1FTukbK51xt7uxfLxlZs68rZYMnl3HSE1hopJfNhzJb+leU1pdRHvtRBbLcQgkxEqBTVmDaXuqs5C75ecLVa6YtFnoeeI8cy8fCxs/yjt/Q1PWYT1g5QXIQgaTbYuuxc9ChJW+59HpfSgt7NxCaJqijhIaUkQWJSFfNyxDMT8yHrir21aNHloNH6dfjUk/zsxV/ERREd/QSPJ79NrAZrLDFssZg9P1Vha7/fdhOyc8Dn0lzMXCWkVCqRKCvqmg0VWmWhLBlDjzGOj0Fwn/sS/8X5t3gkiDN/wcitv0+46VDtuAVPMjqXFvR0hj5XTSgNel1fX9aKjbVpY7LrCg7PjVhzGSltUlfRW9mPwaInMYbae7xYODJ1xgsTKjG1GXoj1loBy9EMR4hljdJWCnnLPcd1idOjc5wZn+feXa0F3QriPK/7B36GqHcnzCyv5R4rjSvtXvTofEIUx12fG4UVlPSRUqKRqJSha7P0WdvEfMy6okshjRZdDqwoLr22M0/gkeAIg0eCOfckUcrQbUFvZujnJsts7m1/bz1HsL3f59TwFGBvGjKVe201sHEPXfogXX51/3kCEeMKjTQJxZFjTccN0puCjKHHurMorhELtWIHSy5TlaR2TeXLHGs5KHpyye32DAVXMhcm13Xu+ZsZzjVuuecFPcd1iUeGzvHgvvrueYZg7AR6W3vCWifI9bvx5i8saxfdqr8Fvivp8yUXJrsLlFRUQUkPIQQaiVYJiV4eQx8vR6wrOPhXJIqj1nL399xrr8lAjEuw+z4SbWrCrEYrUoDzkxW2NMzPg9HjrHvujwhGj7Nn0OfUxVnA2uIWPUmUmLZQFqEitHRBSAb2HkYIm4xmpEtla/MCYMEVzKaRoZ5jZ/LzYULpMslZ3WIu1xVcJhvyxcthZ2OZK0HJk0u2fc1Q9CTlMLFmRHkIy3UHNxfFLR15OMubG0obPvH0OR66uXnLwamMI+N53M23LOo4xU176QkvLisXPVa6Jizb3OtxdqJ7cpuKQrS0bWolspa7QS2RoVcihdZ2HexKGHqjKG77rUe4uPV+Rgt7Gbrvd9mx/wiutDvuGUNvbLmfm6ywpccW9GD0ONs+90EGn/kI2z73QW7Xp/jMyXGGzkygdLa2pjszdMcy9HDjAWZu/k7C9bdx4aHmdjvURXFe2o6OlaEcqiWnoGVYX3IYm0/4T19+jaHXJy/L9peDoieXvLKWoeDaub5l6Nflx/ObGnke+jKQr629ufH4q2OsKzrsXd88s7aGMgcoFIuLOk7/tptYHy+voGdrawBb+hbeRVdxpVbQNQ4mW1tb4i/++HzIuqKLEIKgJchjKbCiuHpB7OsboHfTLrbfegSwGeJRoggTRdiS6vbcuSleGbcxlcWRYwgVIdCgYjj3FMcvlPneP3qCS7MhBde23I3ukLYmfRAOQitUcSPx4M1txRzSgh5pXGkFR1nLvbTMInx2KqIca/7jl87wvX94lIszVR59eXpFQztKV9ByL3rWATALZslxfeFaO8VdlwU9x5sbDx87y0P72lXsi3GIa8SmdBe9PL/0XPQ4sTN0sC5pFxYo6DoO0U7K0JEYpUi0WbIa1gazpOzYkW3z7cWidQ9dqBCZ1K/fc2w7P2vpZwY2Q69P8tXXJvjSabtm9rx/EKRrU8CEx+PqLYB9by7NhrblrgzoVlFchHE8jHTAKPu46Tz2yFa5PJnO0JWhHOlls+pnL9jCrQ1EsWainPDx5yaWlKh2OVQTzbkFdusXQsETlCNFJcpb7tcjrrXKPS/oOa4rTFdivvDiJR7oWNBPEm68vev6WCt6+weJhMfk2IUlX0eiTY2hb+71GJmNuu6i66gCNYYu0TohSUVxS0Hm4w7W4zxSZsH9925QDaI4AKmqiKRuwOI7gjBOCFNr2Wq6Hnf09HhTCMoXyzcyfev3oP0BnjjyO5yQtwLgOZJ1JY+Cl44FTHqNjU5x0gPpIGoFvfPryNrOntPQco/Vst3dDm0vIbAagswtT7NyRi0nL5Z56uw8J0Yqy7pJKLqS+Sihmui85X4dwhEsy19ipZD/i8lxXeGvnr3A4V297aIjYwjGT8L2u5a01z0qNzM7+vUlX0ekmhn6pbmkq7jOJCHGaSjoRltR3BLXW8ZT21egtra2rJa7bm65i6SKbCjoniMIE11biyunDP3eveuB5phK4xYwbpHttx7hV969nZIn+egHDtJXsEr8+UjjS42RbnPamhPYlrvRYJJaVnorsrZzo1NcNdbLNoM5sKXEwa0lHtg3wM8+dEvb67lSHB8uW4Efy7tJyNziKpEiyBn6dYc8Dz1HjiXg4WNn+ScH2tm5O/t1tNeDv37nko43HWwjXEYuum2526+39llzmTiOO6/LqRC8tKALB6MUsRJLvpOfmLfBLGAZerjMGXqnlrtoaLn7aTs/TJ3oMgObGzaU6PMdvufQ+pqxifPqGOgs8aqE6wgO7exHHT1fc6Dzhbbe7Y0zdMcD6VqGruJFMXRPCmbSMJWl7ng34sYNATsGAu7du5696wPefVP/ihm1LLQDvxgU0hS9qsjX1q5HZKmByTWi6XlBz3Hd4NXROc5OzHNk17a2vyuk7fbFzs8zxL07MdPDS76WbG0NbMv94qwt6J1gkhDcOkO3oji55Fnb2Fw98CNTuS9XFNdo/WoLejNDjxI7Q/dkPXf94nTItgGfD9y5sfZcpzJuC3T6c0m6w55oUytIvmOshsC0MHTpgFaIBRm6TI9hZ+izVcW64vIEZxk29riMzkUMT1XYPVhoej1Xiit1cyt6kmqsqaDoz1vu1yVcKfKCniPH5fDIsbM8uG+giV1myARx67q4tXWDGNyNN/JCzQp0sWhcW+tNs7cn50M6LV6IJAQnaJ6haxe11GCWuZC9fZkoThAud4besIcOIDu23BVhrOkL6qluIzNVNpaaPzLc6lhtvzxzcjPGCv7cVMjmC4NxgqY9dBzfFnSj7TpbF4aetdwzYxkDy1a4Z9jU43F6IuTcRJlNPSv/EXglbm4FT1KOFRUSNvfkBf16hCPt58O1QP4vJsd1AaUNH3/6PA/d0tmjPRg7Qbz54KIFcRkKm/bSW73QcXVt6PVJfu8LrzD0+mTb3zXO0IWwqWvddtGFihBuUGu5k+6hL+QU1+nc43MhgzVRnGzzWV8slOnQcldVSI/lpww9TBT9Bbemdh+ZqbKhpQA6lQlboI2xcaupKU2i7Q2PL4VtubsFRE3tHmMcL52hJ0sQxdmvr3RvfGOPy9h8wvnJ1SnoV4KiW5+h+zlDvy5xLd3i1ta/5hw5uuDvXhljY8llz2AHBq5i/KmXEdvvWPJx+7fdBPElqtUqpVKdVQ29PskHPnqUWGl8V/JnP3xfU4Ro3LCHDnYX/XwXtzipQmRLyz1bW+uEodcnef9Hj5K0nHt8zvq4gy10oVrmHnqbKK6CMNqGpjhBTRQXJpptfW6t5T4yXWFDY7vbaJzqePq1QkoXR1DbsXcdge8KPKkx0m+ZofsY6YLRCB0vquWe3UBdcUEvuYzNx5yfKrNv99ryRS96gpE5TVUrCm7+8Xw9wpUiZ+hLQe4U9+bDw8fO8p6b+zr+nT/1MknfLgr9S5+Fbty5jy36Utsu+tHT40SJtpaoiebo6fGmv7fxqfXvN/e6DE913kUXOkJ6dYZeK+hdGHq3c0/Mx01rayu5h24QiNi23X1Hpgxd019wGgp6lY09ddGfDGfQbtG209NENc8RhLEiUQaJbcN70mDcoGmGjhuAkAidrq11GR0EDSr37P2+cobuMTafMDxVZUsHX/prifFywvMXK5wem+fxM7MraniT4+rAEddOFHddFvTcKe7NhelKzJdOXeKBmzr//y6M2vl5t7SzhdC/bgMJDhMtu+j33bihxmI9V3LfjRua/j5uaLmDXV0bmY3aCqwxBkdHNYZukGitFkxbuy9dDwPbvsvOPVGOGCw2i+KWvYfexNBDdDCA1KF9vSlDv12f4n2VjzMw8RxgGfqmhoLuVMdRxY3g+IhU6e6mc3RljM0Gd0RN5U7bDN21hjILGMs0ttyFsMe70hl60ZP4juC18cqaarmfvFjmvx2f4JXxkNNjZT770vSKGt7kuDrIGXqOHAvgM8eHuWdXH31B53+uwfgJqhsO4Pv+so4/6mxmbqx5de3u3YMc3NHHjesD/uSfHW5qt0PzDB1sQb/YYRc9UppAJJDO0FXK0JWhq8r99p0DOAIeurmfHl+ya51PJVI1f3QA/wrW1rQ29VAbrZA6sgU9yRi6oG/8WT7mf5jvmP4TvuOFn4WzT3JxJmRjQwF0KmOo4ga7Y9+gdA8Ty9AdmTJroe1z0pY7Oq4VdGk0Qid2H70DXClwJbXxhi/Finivb+zx0MZcsWJ+JXF8uIxuuMlb7i57jmsLJy/oOXJ0x8PHzvKefZ3b7WAFccmWQ0tSqTdiJthKdaJ9F30+Umzv97ljV3tnIE5M0wx9c6/HxbmIJEmanleNNT0ysXGhgBGyVvS76WYqkaLoO/zCu3bwnpsH+Kk/H2J0tsK6olczzSlcgbFMI0MXKkI7BYxXqq2u+Y5g09TTeDa9HWliOPMVLs6GTaI4tzKOKliGLk1d6R4lqhYA4zkCT5imgi5U2nKXDqYmiuueeBe4Es+pM/WVKegum3q8K9pnX2kc2l6ynYj0+2xksRKGNzmuHmxAy7U599rpN+XI0QGvXJrl/FSZwzvbd88BRDSLOz+Cs+32ZZ+j2rMDps+3PT4yEzIYBB2LZqRUM0Pvs25x7QVdURCpqhswwqk9p5tTXDmqR3r+8JHN/PSnX+f3//TP+X71NMOn7mf7rTYRTQBhnLT9/OWgG2boQlXtTrhXqpnLeI7gBf8g7xASgUIJj3j724mSSfr8ejHNGDpuAMpeh5sq5BNdb7l7RqOdQkPaWgTpHrowGnTclaGDvXnxZX19bSUKuiMsAz55sbwihjIrgcYd9v6Cw0xVrZjhTY6rh2vZcs8Leo41jUeGzvGefQM1B6ZWBOMvEK3fT7GnO4O/HMTgbtxLrzTtos+HCbPVhCjxOxbduEUUt6HkMltVzFcjenvrj1djRVEmtmiCnaGnDD37nR96fZKjp8e578YN3L17kEqsatamrhT8+N5hHvjah/CIiY9+nCF+l+23HiFw6zviS0GjKE4kVYwbYLxSQ8td8ry8lc+Lb+Ae/3X+++af4tv6D7Kx52iTra5TGScpbmiaodsAFasPcNJWuacyp7j6DF24Nm0NndRb8V0gMHzptWlK/srM0E9eLHPs3DzKwL/6y6/z7779hjVTNK9khz3H2oArc6e4HDnaYHPPz/N/fmt3O9fMUKa4DEFc7Rgb9+J9/SuEYUgxjV69MG2LW6g6t7WjRFFsuMmQQrCxx+Xs+BxbNtZFbdVYW4aetty1cEhSNqu04ZmzU/zwnz1LlKa3/ZPDu7hj17omr/LiyBA+MY4wYBKiM0/ArUcIXFGzZe2GF596lMnnH2PwtgfYf8+D9ryGWqtZqhDjFsAr1lruniOYixSxU2S6sIOXvbdwYarcND8H8KZewfVKlmFnM3RpGbrK9tAdgdPacs9U7tJN1+US6NL5PnmxzHhZ8T9fnOZvX55hsORcMUM/PlyujTuyGXVeRHOsFJxr6BSXz9BzrFl8+eVRNvW47F7XXexWGLeWrx091BeJ/q03MhhdpFKpu6VdmK7SX3C6JprFSfMeOlhh3LmJZgFTJVYURIJxshm6U5uhK2N46vVpwtiuqEXK8OdPfJ0PffJEkzjK33MvCuuLHuPi77nXvnZXLljQX3zqUW78y+/myOmPsPsv38+LTz0KtLTck6pth/s9tQhV3xHMhZp+yrjYkJaR6WaXuGD0OKXho/S8/rfIydfwx58HbEchUi0td6GssYxpmKFnTnE6Sf90/gDMBGGZQCxS5ooZ+qHtJXxHrGgoS44cGa6lscxlfzOExT8VQvxv6fc3CCGOrP6l5Xiz45FjZ3moy+55hmDsBGrbHUtKWGvFpl23sEmPNrnFXZiqsrPf76okt8Yyzb8+W/o8Lsw076JXY0VA3FDQm0Vxh29oHicYINH1pDOA7bce4et7vpvJYAdD99l2O1ile3mBlvvk84/honCEwSNh8vnHgGanOKGqdp7dIIrLGHovZRxh99FHZqpsKNUV4cWRY4BGpNlihbSge44gTtKWuwBfWpU7bsMMXVUonfhTCGcRaFvou8zQW4uv7wieOjd/Ratc2az6Bw9vWlPt9hxvDGSrm9cCi7nV/QjwNuD96fezwO+t2hXlyAFMl2O+/NIo7+qyew7glC8hVIS/ad8Vnat/3QYkhonRkdpjw9MVdgz4NW/yVtgZejtDvzAdNj2/EiuCNoae4DkCpQ137Ozn2w5u5S2bbKiMFPYOv9UzfXDTNkqDW2vFHFKle9ydoQ/e9oB1pkuZ/eBtDwDZDD1TuYdot4DwS4jYFklPCuYjTR/zuGjCxDAyXWVDwzVVth7GTrclCEk8cJP92TSzPJvTl2PFbCVmpCwQKiYYPY5QEaVjv4ccHsKbeBWhujvFNRbfH3/7Fi7OJjz2yswV72cf2FLiA3duzIt5jhWHK1lyTsNKYTEF/V5jzI8DVQBjzCSwvIXfHDkWiU8/O8yRG/pqwSedkM3PC+nce7kQUnKpJRf9wlSFnQNeVze2SLW33BNt+OrXZzl2pu4qF8aKgFTVjS3oWin8tKAbY1jf43P/Tf1s7/P4rrdu4se+6SY29zWPEISKanPqDL4jmph8K/bf8yDPuQeJcDn+jR+pzdCNsewZbDCLcQKE31tfW3MFc6Gix5Rx0IRKW1OZBle1cNMhonX7mN//Xejth4n7rc6h1nI3hlfGqjx1bp6ZSsQnXpwnSWKKF56yr8doMBpv6uUFvdyhXnxnqgpBvp+dY23DEWt7hh4LIRzs7xFCiE3ANdqyy/FmwSPHzvLQvs5BLBmygr4ch7hWTLXsog9PVdg5EBB1ZejNxjInL5Z5+NkJXh4L+b4/eqoWqlKNNT4JwrMM3AiJ0orAlWRduSSNYl3cLWsxAAAgAElEQVRfcrn/pgE29xdqHuYZhIpqKvEMhUWo3CtOD4FIkEH9vVQapKwzdOMWEEF9hu5JyVyk6DHzSKGpJsaaypSabzKMW6B883dA3xaESl3m0pWdRBlOXqpgDEg0Ze2hk5hw44H0fXBSZr8HFohPbUS2p53PvnOsZThpy32hcKfVwmJU7r8DfBLYLIT4MPA+4JdX9apyvKnx8sVZhqcq3LWj8+55hsLYSWZu/wHcFQixCHu2oxt20YuXnmZL+RRvSfZgzNvanh8nNis8w/Hhck0IEyvrv56toPmkIjBsITMqIXAls9UEYwxRonB9ScmXzIUJFZPUHOEyWIYeNj2WJa4tCJ0Q4jF39jngmwFQWjfN0LVTaJqh+64g0VAyZSrYGfpEOWxTuYOxq2ctXu5Zy/3QNjv/dtDE0scTCVH/HlRhPcnhH8E7/wRJ306EimtrfQvhSrPGc+S4GnCl4PRElV/7fPdwp1U79+WeYIz5MyHEEPBu7HLJdxpjXlj1K8vxpsXDQ+d46Ob+rrvnABhNMP48ZvudK3PSdXtwx86gtealocf4SPghCOHdvsuJZ27innf9w6ant1q/ZuwxUgbPqXu/V2OFR4zy0rFA2nIPXMl0Gs6SpNnhPZ7DfKQoG0XQ0s4XOqoVzQyBu3DLHQCtGHG2s/n0I7z45B3sP/Jgsygu3UMXfg9SZQxd4KAomAoRikqsGZ9PWF9qtkkVRoGUCDcAVfdyj9I99INbbQHe+7jL9+zbifNsgozn0YVB4nt/Av9zZ2w4i1nYKa4R+Z52jrUOR8Lp8Sph+ruZBSxdjYK+GJX7euAS8DHgz4GLQohViSgSQvQIIYaEEN++GsfPsfaRKM0nnz7HQzcvHLzjTZ9BFQYJBrevyHmDTXsoVUcIw5DJk3+Lg8YVGo+EuZe/3Pb8WGm8BhZ9YEuJ33xoJ54j+OgHDtZ+eauxxjNRQ8vdQWtNkM7Qs2O5Ekq+ZD5MqESqaQ8d0sxy3TxDDy4jigPo1dPsSM5yIHmB3X9lV9ca41OlCq3pi19qWlvrxbJ1aTSjcwklX9byyGvQGiEdcFuMZRKd7rrb92Vnv8OuDf2gE2Q8h/Z6rIGPcGrhLAs5xeXIcT3BlYLt/bZEStE53Gm1sJgZ+tPAKPAS8HL69WtCiKeFEHcv9INCiP8shLgkhDjR8vi3CCFOCSFeEUL8QsNf/WvgfyztJeR4I+ErL4+xpc9j1wK752ADWcKNBygUCity3mR+mt3hC7zw5OcZuOUbEQISI4lxcW7o0HLvoHK/a2cPShsObOupPVaJElwTI1KGbqSD0gm+K2pKWBtkYh3Q5iNFOUo6z9BbRHGFRTD0AT2LwCAEtdW1Vqc47QTg9yBU3cu9X9g4WYkm1qZDux0w2s7C3eaWezXROIL6KqHWduRgDDKaRXu9tqA7LsKorqK4YPQ46577I4LR4wu+xhw51hJsoJD9t/9db9101drtsLiC/jfAtxljNhpjNgDfii26/wK70rYQ/hj4lsYHUoHd76XHuQ14vxDiNiHEg8DzwMUlvYIcbyjYIJaFxXAAwdhJqhtWRhD34lOP8tZnf4NNZoq3PPZDJImdVT+x+bv5UfErDN7cbruQtLTcwbqvFV3JTLleeKuJxjMxMmXoCAejFIEjUdq23GNtj1XyJfORphwmbW5onVXukvAyM/RZCiQ4GAMJDoO3PdASzhLWW+41L3dJPxU0ApnqX1vX6AAE2maaO35Ty72amKZxiTDKFn7Hwwmn6gxdOqCsIK5VFBeMHmfb5z7I4DMfYdvnPpgX9RzXDRwBI7P2Bvdb37L+qhVzWFxBP2yM+Wz2jTHmc8A7jTFHgQU/TY0xXwYmWh4+ArxijDltjImA/wZ8B/Au4D7gA8CPCCFyF7s3GabKEV95eZQHblpMQT9Bsvmty05Ya0RmwJKx2PkXvwjAznd8P6f9/R3d2CLVLIrL0BNIphoKeiVKcEwMXra2JjFa1VbelNY1lXvG0Oe7MXTdmaF3S1yLlaZKwIu3/TSToo+/v/nn2X/Pg+1e7k4B4ffUwlkyhl51+pDGropt7OkwZTNZyz2oKfA9KajGqln/YJRtr0sXJ5zC+ClDl25d6NfiFFccOWZfM9Ya1hrZ5Mix9uFIwcVZ+7saX07jssJYzKfhhBDiXwshdqd/fh6YTJn2cq52B3C24ftzwA5jzIeMMT+NndN/1JjOQzUhxI8KIY4JIY6Njo4u4/Q51io+fXyY+3b30bPA7jlYVulPn0bsuGNFzjt42wPEuDUDlmCXnSQJk6QsuL2gx8rgOu0Fvdd3mK40MPQwxjUx0k0ZunQx2ia1OWmIQ5RoHCno8R0qsenC0MO21rTvSsIFHKnKkcITmo17DnLWvxlZXAeQBqdkM/Sq9XL36+EsniPop0zV7UegCVzRueWuFUbIVOXemIduWgq6tlGp0kOG000MXaRCvFZRXGXrYfteAUa6qZFNjhxrH64UNYYeXeV99MUU9A8AO4G/AD4F3JA+5gDfvYxzdpIu1z6VjDF/bIz5y24/bIz5A2PMYWPM4U2bNi3j9DnWKhbbbvcnXiLu30Oxb2VaWfvveZDXv/1jVPB54q2/yYa9NopVpLPusMNddtyFofcGDrPV+m54HIUkwkNknQTpYLTCkbZFr7S1evUc23Ivx8rGp3otivKGpLIMhfTaOnnNg81V94Sdc1dK22preY2iOJGE4Babwll8R9AnyoRuv90mcGXHgi4wCOki3KBJFGdn6A0td53Y9nrWcndtQRfCRSQhRsg2UVy46RCTt/8gcd8uLjz0+4SbDnV8jTlyrDU4UnBpzv6+Xm1P98WsrY0BP9Hlr19ZxjnPAbsavt8JDC/lAEKI9wLv3bfvyiw/c6wdnBqZ5eJ0lTsXYRYSjD23YoYyGfbf8yAjf9VH3479xFXrQCZ0jO/4HYVnnURxAL2+ZKZSXy9Logpa+nWBmHAaGLogSVvubk0UpyknhqBtDz2sXZPBsv3AlV295sHazrpCg3TR/TuR8xcwxtSiTbPjajcAr6cpD72fMpHXj1AzSAEnRirsGQyaV8aMAiHTlnuah16boTdcSMrQbct9mrh/N0IIjHRSlX3QURSX9O1AlTbnxTzHdQVXippp1JpruQshNgkh/m8hxF8LIR7L/lzBOZ8CbhZC7BVC+MD/Anx6KQcwxnzGGPOjAwMLrzbluH7w8NBZ3nO53fMUwdhJwg0H8P2VdSAORYAKyyRhaimqk66rYdmqWSt6/GaGruNqc0GXDsYoHCFwhG1/x8qqwkuepBxpKlFnY5nG/wIEaXu7W0EvRwkeVpDmrd9DsTxCHMfNorikahX4fnM4Sx9lIn+AOEmYqig+99J0m3+60DptuXsNLXdJmI4Qas8zOp2he8hwCu2lgfHpDN04QWenuCxaNUeO6wjZzWzRk8RrsOX+Z8CLwF7g14Az2KJ8WQghPgZ8FbhVCHFOCPFDxpgE+JfAZ4EXgP9hjDm5jGvP8QZBrDR/8fR5vvmWxd2gBWMnUFuvLGGt43WIgCSqEoeWqQqd4Dui6wy9dS0bUoYethR0p5Ghu5i0xZ7lJteMZXxJOdZUYt1R5Q4gG4RxlqF3b7lXU4YuHJfS5j30RZeoVqtN8ak2D71Yd4ozBt+R9IsyiTdAkiQI0cU/3SiEdMEJkDVRHG0td0wC0gXHQ1anMX5W0J1aQe/E0EW6o54jx/WErHO3tdfjKhP0RVm/bjDG/JEQ4qeMMV8CviSE+NJiDm6MeX+Xx/8a+OslXGcT8pb7GwtffmmU7f0eOwcuz7hlOI1bHcfZetuKX0csA3RUQWXsVScEKeNsRaK7z9Dnw/oNgIpDTAtDRyscYddbEm1qLffNsyf4J+Hf8oQ+QMHd03RcoSIMAhrc4gqpKK47Q1e4KJR0Gdx2I1LZgt6ctla10aZpS1zoCN/x6aOM8nfgS2P92bXp4J9uQIh0Dz1dW3PaW+6iQRTnlMchSCNxZTpDd3xbvE16vAxa5Qw9x3WH7GZ2S5931Rn6Ygp69glyQQjxD7Dz7p2rd0mXhzHmM8BnDh8+/CPX8jpyrAwePmbb7YtBMP484Ya3UOzpXfHriGWAiqvorKboeAFRXDeVu2R03nq0CyEgrmLcxoIuwaSiuJShx0qzfuoEB77647xFxfwgLiOTOzDb6ip+oUK019O0uhak17ZwQddox2PTjr0YM8XZ2RmUMbUPHZFUITO98UqIuIJTCBgQZXRhHZ7QXf3TrfWrC47ftLYWtjH0dL3NsTP0rKCLVOVupGdvVrLWfO34aVZ6jhzXETI9zEDBWZMF/TeFEAPAzwG/C/QDP72qV5XjTYPJ+Yi/f2WMH79ncd2WLGGtZwUFcRmULKDjCipdusha7lHLapgxpqsorsd3eG0yQmuN4zjoJMQEfo0RZyp3VwocYe1fY20YHB9CqBBXACahf3SI6caCrmOM398U0BK4kuoCM/RqrHBQSNfD8wMuigEmL51H6Z6mtDW8tEi7RaSqooF+UUYHA2B0d/90rRtEcZlTnA2MaZqh68Qay0jPPq+RoasQI93UBlZjl2eyNzpvuee4/uBI2NjjpqLXq6tyX8wMfdIYM22MOWGMeZcx5m7azWJy5FgWPvW189y3u/+yu+cZsoK+EglrrVBOAROH6Lhxhi7bVO7ZzFt2mOH3+pL5UKFU2nZXoWWwtYLuItH1PXStSZSmvP52BJAYQYxLdVvz3rVQIdrvbQpoCVxBtMAMvRzZgo6079Wc6KXy9x9h/eTx+gw9qULmM++VagEtW8QE4atfQSdhx2PbH8hm6F6toLsS23JvY+j2efbC026MdJBJCNKzIS8twjjRQRSX28HmWOsojj3L++NPsGXmJPECPhGrgcV8iv7uIh+7ahBCvFcI8QfT09PX8jJyrAAeHjrLN9/ct7gnG0MwdhKz7c4VF8RBWtCTCia2am9hVK1oNqI1C70RvYHDXKRqRVao0DLYrMUtHdysoNf20A3JwA0AfF68jQ+KX2lb1RIqwvi9LS13uaBTXCVSOGik6/PiU4+yR5/j7bOf5UNjvwDDX6tfX8bQU6X78Kkn2cMFDs98HiepMnzqyY7HFxjL0NuMZTRNBn7Zelta0EUhFT+mM3sjXcvgW4VxLTP0YPQ42z77o7kdbI41i+FTT/LBsz/PjyYf4+fHP4Qz8rWrev6uBV0I8TYhxM8Bm4QQP9vw59/Q1Be7+sjX1t4YeOHCDOOzIYe2LS4O05kfASHwN+5dlesxbsHOvLOCrmOrcm8pmnHSeX4OlqHPRQ2sOYkQTvMeusS2pKWsW7/6yQwAX3d285K3v/mgOgEMxu9parlbY5mF99AdFMLxmHz+MQQaRxg8EgbGhuzlqGotOAaviIwrRGeeQACOsMeNzjzR5Q1TVkzXZP0qOxjLKFvMZVrQg4a1taSattxle4RqS8u9OHLMxsjmdrA51iiiM0/gkdR+zzZOPnNVz78QQ/eBXuycva/hzwzwvtW/tBxvdDwydI4HF7l7DlBI2+3BCiWstcJ4JUiqiMaWuyvbZujdfNzBztDnU4aeKI1PbONFGxi6g91hb5yh+/EsAHvESAcf9xgj/aZUM0jDWRZsuSe1gj542wNoJCpt6c9vPgzGIJIQ6ac3VF4PQlXx99wL2LQ5oPZ9G3RqGOP4TSr3MDE03e8YXWPo2i3heOk2g5BWZZ/O0Fvd4lpb7tb+VWAQuR1sjjUJf8+9KBx0aiN9of/qmiJ1HUQ2rKj9sTHmdSFEn33YzF29y8vxRkWsNJ965jz/z3t3Xf7JKYKxE4QbDtC/CoI4ANwCMq7avWmAbA89ZcFZUY6V7s7QA8lcaItsNdH0OAk0rK0Z6aYFXdREM4nS+Mksyu9nlx7pYCpjV7saW9uQztCVQS0wQ5fGFvT99zzI049/M2LmPB/r+T7u3HWnbd9LF+mms+205b795vvhCcHjO36Qd57/Q7bf2p42BzZtTUgJosH6VQoMtKWtZXvoNR93SEVxEUZ69sagA0NvVLmHmw4RDewl6d3B1Ft/KHeQy7HmsP3WIwyf+1Z6R5/hj9b/DLPr39r02bHaWMwMvU8I8QxwAjgphBgSQty+yte1IPIZ+vWPL54aZfuAz47+xbu9BeMniDYfXBVBHJAWtBAaGHrg2h3sRhacKHNZhq6UohIpemRindDSX2gpHRxsGpkjqBnLePEs4cbb2aGHKbSayujIFnS30DRDl0LgOYJK1FkJXg4TW3Qd+365G/ZwofcA53pvRwqBSEJ0w7Xh2YAWoaoYt8jB9/2yfbxzTlJ9zczxavvxWYqc0zJDF44L0kNnSWtQE8VlLXdJcydEGN2ucncDog3782KeY81iYN1GSoNbiTYdWpOiuD8AftYYs9sYsxu7vvYHq3tZCyOfoV//ePjYWR5arBgOrA3r+Iuw/a5Vuybh2bUtkVRtoIqOa23txjl1pHStcLXClbbIzlVjqrGi5CiM47W13L2UocfKoA040QzxuhsJTMigrDRfl7IFXbg+rZnogSs6WtMCVMIEJ1OiA64fYFRcS1sTadJa7drSCFUZl9FuESllKlbrZMtqbEs8dYrLbjQysWDTDL2h8Lcz9GpdFKc7MPTWgq4TZJjfyOdYuxAqRCRVXMeO1LppXFYDiynoPcaYL2TfGGO+CPSs2hXleMNjfC7kq6+Ocf+NizOTAfCmXyMpbaawbsuqXZfwSkgVIlSV2OkBHROke+hNorgFVO5gWfp0JS3oLQwd6SCFTtfeIErS9ns0g/IHmPB3sIeR5uvK7FHdoENBl10ZeiWO0Di1pDfXswU9URpJQxZ6dm1+CRGXEUnZmswIYe1ZOzF0o60ZTM0prpWht+ShSwfh+M0FXTh2v77Wcm+ZoWuVOsjppseccKrre58jx7WGUCFSVXFTh8W1VtBPCyF+RQixJ/3zy8Brq31hOd64+PTxYd6+p5+St7jdc2gQxK3W/ByQfhFXV3FUldjtsTN0VxAl7QW9G0MHO0efLkdUY01R2IJVZ+h2hu6kDD1Mj+VEM2i/n1nZxzsnH25aFRMqThl6AC0FveBKymFnhh5HEUbWF1I8r87Qpciy0INagRVeDyKpIONKjaEjHCt+a4MVugkhwPFr11Ur6A1vj9D1GbppYujptaUt97Ybh+z7RpZu1BUz9HyXPcdqosbQ16ixzA8Cm4BPAJ9Mv/7nq3lRl0M+Q7++YXPPl9BuJ01Y23hgVQu6E5RwVIhUIYlbqhnLLJWh9/oO05WIatKBoTvZHrptS1filK1HM4yPj3Jj+Vm+KXmcu4/+RK2oCx2C9G1muWo2evEdQTXpXNDDKMYga+f2gwB0gtIaR8rUR72ZocukikwZupQyZc7tHQCRKdehqXOQaQuaGXpq/SpdtNfbZLIDYITbVRRnX3/9/Jahz3R76y+LYPQ42//mB/Nd9hyrBlvQK3hSkGjWFkM3xkwaY34SuB94hzHmp4wxk6t+ZQtfUz5Dv07x/PAME/Mhdywi97wRwdgJki2H6uxuFeD4JVwd4uoQ5fYgdGz90lXLDD3pbPuaodeXzFYTKpEiEHHzDF00O8WFactdhjNUJ85aIxgBHklt/9vO0IMmz/QMBVdSiboU9LiZofu+3Re3DN2kWeitM/QKIimjXdtyN52YM4DWGOHUGLrQMRjTPkM3BpGJ4srjeDNnkMN2Bz5j6Mbxuq6tQXNBxyTIK2i5F0eO2RuMfJc9xypBJCEyqaZpimus5S6EOJiq3J9jjajcc1y/eGToLA/dPNDRNrUbRFLBm30dse2tq3hl4AY9uCbEMyHKS1vujuzYcl+woAc2E70aK9tyd+pKfunIestdiHpBj2aQOw837bBm+981UZxXaJuh+wuI4pIosoUyfa+DoJAydJOq3Cs2+jS7SUqtX2VSqTP0bqI4Ghi6EHYOruNay/3m+AXb1r70NQwCd+RriFN/RTD6HM6f/iM4+2SNoSMXZui0MfTld+ay3XUjZL7LnmNVkOlwPMlVn6EvZv/n97Eq9y8ACCHux6rc376K15XjDYgo0Xzqa+f57ffuXtLP+ROniAduoti7uh0ZNyiCDnFNbFvD6dpaqJrNWyZOfYX3TH2e4VPf1HFHu8eXzIYJlVjRJxKMrI8JhPRqDF3KVBTnCJxoli0H3sG4vkjy2t9x5uDP1I6dFXScANlhhl6NO6+VRXGMceq/4n5gc8u1yWbolqG7tbW1ol1bS2foVhTnIjG0nqGp5Q41cxnP9bhLvMS/Gvu3eKMR65wAkHjnj4LWCAxGRXDmK7DVrp4Z0RjO0ngOW9ClSernNwqZlO2aXOYNvwRk625TB/4Z5V3vzNffcqw4hKoijMYTtht2NbGYgt6mchdC5Cr3HEvGF09dYte6gO39S/sgLow9t+qCOAC/2IMxER6xtVnN0tYaGPqLTz3KNx/7IB4x8dFHGOJ324p6r+8wW1WEsWYjtuWeQTgSl3raWmPLncI6tu65jZl4sumYQoXojKHr9rW1SjeGniTgNTL0AMcoImWQUtTU8/UZeg9ShXaG7mYMXbavkwFoZdvxmWGO4yN0hCN6uE++gGtiBICOMUIQ77yPohtglLXCZc87IJq3P5sydNF6nswP3zQzdCNcnHAKVdrU8XUvCGMQwOz+7yEpbV76z+fIcRlkXbSiiXKVe443Lh4ZOrdkMRzY+Xl14wF8f/EmNMuBF/TgmxDPRJiUoVtRXH2GPvn8Y/jEuKlXcyef897UXKYSJ+kMvYGhC7du/SoF1cTgCYOM55ClwY5rYnVjmaBthh44smvLPY4jRGO+uOMTyMSmsIl0ba1hho5nneJEwx66vZ5Oe+jtDF3qBCEET3EbCgcDtZU0vf0w/MCnEQ98CH7g07DrSIPKvbNTnOigchdGoYrrcaLFC+OaVO2Z0C7PWc+xSsiEqwHVtTdDp1nl/glgI7nK/U2Nodcn+b0vvMLQ64vXRo7NhXz19PiSds8zBGMnUVtXJ2Gt6TylXgIifCJE0Isw7Wtrg7c9gEp/bQyCG72JNqV0b2ADWsqRIiAGt6GgO/VwFkdYUVy/tM5sjhfYeXJrYVMRRvoIt32GHqQBLa1IlK6ti9UV9h6B0MxF2s7QVYh2mgu6TCrIpIL20pZ7pxQ0rO1rU0FvULqflLfyxYF/hAAu3v8frEIfbBF/x8/Z/0Jd5Z55ubc29tOi2yqK08UNiy7owehxtn3ug3VV+6X0/1Wes55jlSCSKka4FExEslYYuhDiH4NVuQO/aoy5K/3z07nK/c2Lodcn+d4/PMq//9wpvvcPjy66qH/qa8N8w+4+ikvYPQeQ1QlkOI23df/ln3yF8As9BCYkMJFVfOuEwJFNKvf99zzI01vexywlXKHYfe7TbetPPb7DXKSpRAk+SUtBd3Ewdvdc2pb7gJhH+X04jpOarXQo6F2MZQqu7Li2VokVJdc0qdyRHoFIqMRWSS+TCqZRFOeXrFNc2nLPjGU6O8U1qNyxTLyeiS5IHBugEw3sbWrNN6GxoMtOTnHtKnehE3RpI7LaXeneyMiLI8cQKq6r2i8eS4/TuauRI8eVQqgQHfTjE171PfSFZui/jGXkAH8LrJ7nZo7rAuenKvzWoy/VRFjVWPNj/98x9m/tY0t/wKa+Apv7C2zpL7CpL2BTb8Dm/oAXLszyn774Cu8/tH7J5wzGThJtPEChuLQ1t+WgUOpBEOKgmS30wWSCK7GZ5arOHk3vFkZnbqS3esKyynT9KRNY9frSttyjBN9ETQVdShdHZDN0iJRhHXPoYKBh77ul5V6zfm1vufuuvSloxROnJ3BQhEo0MHSfQNjiWGPoXVruJstI7zTbBlt8mxi6Xw9ocQQDyt7oyaRcb623Ih0HGOml8amdRXFNbForTHFj19W1jJELFbPO8Ri/53+1bnbG3jhUN9/ZfswcOVYQUoUkpS0UuPoMfaGCLrp8neNNhPkw4X+eGOHjQ2d5fniGt24r4kmBSneO//ndG1hXdJkoJ4zPz/C10UkmKwkTFcVEOWF0LiITYf/+0YvcvDHgwJbFF+fC2EnCjbfTs8qCOADfL2DQKKRtb+sYIQT3uC9x4uNfYOud38L+ex6EaJ7Jwk72Ri9gtG5bf+oNHOZThu4Sg1uPe5Wpl3vmFFeJNJvFHNrvr4nQ2mboKrQM2Cu0GcsUXEk51k2JTkOvT/Ljf/40N6qE83OasXPTfOP+XnB8PGGP7Ui7L6sLg20F3a6tWd2r6dZyNxrTNENvtn/trxX0ShOTb0JW6B3L0GUXp7gaQ0+/Nz0bcKLO4zbLyMNUkJcQXHo23aVXXHjw/yUa3Jde/+UZesbwK1sP52r4HIuGUCGmsA5PV4mv8gx9oYJeFELciW3LF9Kva7+VxpinV/viclwbKG346qvjfPzpczz6/AiHtvfw0E19/Jt3bcZzBCcvljk+XObQ9tJli/OfPTPGf3lqFI3dyTw+XF5SQQ/GTzB7y/sYWK2EtQYIKSnjAwLheAiTMHzqSf7U+Q3keUN8/r/yIh+DuMxUcRfc9UvEx/6E0W/4taYP/B5fMhfatDXfxNYaNYPj1OJTZapyH8C23D3H6SwOUxHGLXYUxfmOYLLSXNCPnh4nSjSOUMRGcuz1ab5x/w5wXPwmhl5tutnIWu4i3UO3J+8iimu0fgXL0FU9oKVfTdjzJOVmJt+IJutXB9NFFFcr6Np6wlNcj5y+1PGQla2HGRQSYwxGSPpe+yswyua4GY1IP1wvJ4prZfoXHvr9vKjnuDy0sl2koB/PhGuKoV8A/kP69UjD1wAGeGC1LirHtcErl2b5+NA5PvnMeQYKDg/u6+O/fs9NrCs0t0wPbLl8Ic9wx/YSnmNDCjwpOLQUhzhjCMZOMn3/v71qecKhsAXdtpCtit1DIQRgEiaff8waspQ2Iu76fty/+23CjQebjtHrO8xFinLK0FVD0XScbA+d1CnOsE+9ijs/gjM81LrezTkAACAASURBVNkxTUdoZ8C23DvM0MMW45v7btwAgIdG43Bkz2B6ch+PdLdbgExsy72GjKHH8+D32sdkeyscOu2hB9CQid6XTKDdEjIuW5bfCTVjGb9zCEytkMfpORO7s15cjzP6csdDhpsOUd52H1KFRAN76X/pEQT2A6t4cYh43Y32iWrhgm6ZfoTAtI1UcuToBqFCjBuAX8LX1bUzQzfGvOtqXkiOa4PJ+YhPHx/m40NnGZ6u8OC+AT780A72rl+ZFveBLSX+3bffsGhG3wh37jzGCQg23LAi17IYhNjX7bmBXVvbcy+M/GeUEcS4DN72ADNf+QPwStC7GVNcjzd1mjht5YKdoc+FmmqscHWEcusMXUjr5Z45xe2tPs8/KP8FTlnBn/1juP8XuszQA5uH3iFtLUxsXrvj2MJZPf04/9L7FNs3bWSXLlHYlYpHpbcwQ0/91p1wCuNnM3S387xZq+ZWeoMtrSehN5kkWbcbkZSb3OqaX1g2Q0+NZVrFgOn7IGuz9DS1rTpBcOk4wejxjkXW+L1EwU7mbvw2+l/+RHqzY6huvqP9mF1Q2XqYQelidJw7yuVYNISyCYZ4Jby0oK8Vhr5mIYR4L/Deffv2Xfa5OdoRJZrHXrzEJ54+x1dfHeO+3f1876F13LV9e3OoxgphKYy+EUGasFYoFC7/5BVCJGzx9V0PdML2Ww4jnoCniu9k3QM/yf57HmToC7+F9Ow1mV1HKI4ebyrovitBwEwlwTUxYeMM3Wn0chfcEp9AoiyLVBGMvtjWDrYGMH5aNDusrTWo8J9/4rMc/uL3c69UqHGHav/eprU1N2XoApPuoRebjme8Ek51ApEx9A4dg/SZ7aK4dIY+4FRQwkUUBnHismX5nVCboXeOT7VKete6wmHn3sYYCkd/C1TEts99sGMrXOgEGc8TbjpEdcNB1MAues48SrjhNjsCAEzL6KIV4aZDTL71R+l75S+49I4P5+w8x6JgA48C8Ip4OlxTM/Q1C2PMZ4DPHD58+Eeu9bVcLzDG8Oy5aR4ZOsdfPjvMnsGAB/f18ZP37ltSjOnVRCE1lFl3FQRxGSJRsMXOsS33TIQ2v+Eg993zIACOqiI8WwjlnrcTPP95uOW7mo7T60tG5yIcE9vY0xSyYYbuCDjGbfwAEpOeky0HYez1pmMJle6yd2i5OyPH+caLf89T//0LuJOvcPv4Z/FJECI1YQnnGp7s4ZpmlXsTQwe7iz57Afye7IK7tNxVW8s9u7bNTDLvrafXK9psdeFefm2t06zeKHsjY+oz9GyrQACokMGv/Scm7/ix5oKrE2SUvm4pKd/6XfSc/bK9Mclm6ItYW4v7dpKUNufFPMeiIXWEcQOEV8KJqqirnLZ2XRb0HIvH8FSFTz5zno8PnSNOFO+5uY/f+47dbO1bug/21UYwdoLK3T9RayVfDSTSB6ORXsEW9MQWdKcyWhOeubqhoN/wNopf+ndtx+nxHcbLMY4f1Z4L7Qz9GXMLzxUOs29zD73v+SWI5hAnPt10LKFCO6N2mgv68Kkn+e6Xf46AGPOK4O/6/wFH9/8i3/TiryOMIcFBNKrYHR+HtKBLkEkVvBaG7haRGETQwNDbnNxJ09bqoji7UmevbSNTzHsb6POKiHj+8qI4x+84qxdGW2vatOUvTIKWBRzAJBGgKV54gsKlZ5qYur0Rs9ci4zko9GOkBKNqNw2LUbkLnXTpTuTI0RkiqVqG7pdwq3PEa2WGnkHY39jvBW40xvy6EOIGYKsx5slVv7ocy8J8mPDZkyM8MnSOk+enuf+mfn7mGzZx2+bCVROXXTF0jD/5EmL7nVf1tLEsWCbo+giT2Dkz4FUnSJIEz/PwdBU3SEcIG29BRrM45dEmb/FeX3JuWiPd9j10F4VTE8VpYq/A/O730LvrCJz+UkeVe8bQaSjoVrBn2bgyAmdwF+98/88w8dEvc2m2itp6J3vnG1zspFtj6E7G0FsKOunsvFbQOxm+gL3GRrGbW19b28gUZW89wi+moriFjWWsm10HAxudpB7xDSp3r0j5vX9Mz1O/g3n1sc6itbTlDlimHgzURwc1O9mFW+6Qquvzgp5jCbDuiwHS78HVY2tyhv4RQGNV7b8OzAIfB+5ZxevKsURobTh6epxHhs7x+edHOLithwf39fGr92+qRVpeT/AnXyXp3U5hYBkBHFcAJQMMCcL1QcXItOVejCcIwxDP8/B1FemnrWop0TvuoTB6nPndD9aO0xs4gEHq1pa7C6Jxbc1QMFVwG4xcOnm5d2i5+3vuRY38CcIkxLhsOGjPv27rHvSOzSQ9WzCvnGxi6LLWcqddFAfglTDSrWkEuq2tidYZeoMobk/1BYQZYXZG4JZEvXC3HaTu5W46vW6jMW6hJsqzKncHveMw9PwinPl7jArbRGvCJJaZU2foCGk7DbVVuEU4xZmkS3RsjhydkQUe4ZVwlfVyb0xqXG0spqDfa4y5K81ExxgzKYRY3ZSMHIvGq6NzdtXs6XP0BQ7v2dfHH3/3TQwWr16bejUQjJ+4KglrrUicIoYImarcRVLFYNewosgWU9+EdYYOiN1vozDyteaC7ks8rBJcNkSYSscBrJe6IwSRMhRMWGPGVlXegaE7Qb1opitj2289wplL76fvwlEm7/8wt6UzftzAjgp0C4tuKujC7pz7LWJFr2TXzTIh2wIM3bTsoRNHDJ96km8N/waJRp87xeSGuwlkN4beKIpr97DH6CaGLrSqW9nuOoL4/k+h/+Q7ufjO/71pzm1FcXNgDDIuI4sDqROd6Rj40g1CJ7lFbI4loRZ45JdwVIgQXNXVtcUU9FjYyCYDIITYBJ2GajmuFibnI/7y2WEeGTrH+cky797Xz288tIMbV2jVbC0gGDtBdcMBelY5Ya0V2gnQRiC9oCaKi4qbWFeZqhX0gBC/oRA6e95O4blPNh2n13cIiJrjSYELp55iH2VOn3oSR95ErA2BqdZFaB0YsRWvBSCELXAqsswVWL9xK15wmE2H311/vhsgotiqwhuLrnSQxgrLLEPv3HI3rQW9U9tZN++hCydAVCOic08g0+NjNMyNYAYGO7/ZDQVddNpDN8qynZpTnGpegdv9NvTOI/S/+ml0YbCp5S6ieSvIc/w09CZ9X7MZet5yz7EKkA0MXagqrhTEHayZVwuLKei/A3wS2CyE+DDwPqzPe46riCjRfPHUJR4ZOsfjr45x3w19fODgAHft2LYqq2bXGoWxk8zf9oF6YblKMG4RpbEtdxMjkiq6dzvrys9xdt7OZQsmwi00FMLtd+JPvYqIK5i0QPb4Ep8E43i1AvTiU4/ylr/7SQJi7j76Ezy96/8AtuKb6oJGLlblnrbAHesWZ7Dfy3i+HnWawfERqlx3VqsdSKClh4eyxjIqRHitDL2nnrQGdr7dqeVuWo7tBgg9h7/nXszIH6OMQSPxgmL3lnv2uON13kPXCoJirfgKnVhFfIazT+Kc/SolHVM8/3hNGCd0gtQRTnUS7fWklrrpjUnNKc6ea0F7V50sSjyXI0eGLHcBv4TMCrq6ev+GFizoQgiJzT7/eeDdWOvX7zTGvHAVru1ND2MMz523q2afOT7M7nTV7CeO7KPHX5urZisBEc/jzp3D2Xbw8k9eYTjRDP2Vc7z+wjFuUbGdiQV9zIoSs1OXMHovRaq2UGXwiqhNb6EwfrI2y+0NHArEtgCnxXHy+cfYl4rYPJOweeoZ4FsJTJW4gaG3i+JC29KGGkPPIOMy2u9t6gJkjnKZs1rj3ynh4qF4/lKFGzuo3IXf0nIXsssc2WAQzSp3FbP91iNMnbqdYTazZes2BkaPoRchiuuYu56q3Lsy9DNfaQpwyYRxWYveLV9E+31p6E2zyh2dEIweZ/tnfwS06mjvmjP0HEtFZiwjUhtlVwqitcLQjTFaCPHvjTFvA168Stf0pseF6Qp/8cwwjwydpRolvOfmfv7jd+xm23WwarYSCMZfIBq8hWLv0rPTrwQvPvUod8x+CQdF9Ni/QLsuUtk1lCkxSHnqElFURSBx3eZRgLjhPgqXvlYv6L6kx0lV2mkBGrztAeLTH8UxEf8/e28eZdd1l4l+v73PcKeaJJVUJVmDbXmIJ8WxrDg2CsGO6TTgABnt8Oi8lyYOjweEqd9jEaChu3nQ/RZr9eORQEInTA2BgENiQxIbtwkWDYkkD7Ilx44dS1bJmqqkKtVwhzPs/f7Y+4z3nFvTrapb8vnW8rLq1h123ZLu73y/3/f7PhcGLgzdCkwAlogV9IzWM/OdiKEbNphwEJQ+8uoQlc3JgmnYgHB1HnrEop96bRJXewwGPPzi376K77cAZqbGNFYF0ogYOmUVWmj2nFa567W1cqWGLTe9F5v5DJzTTwJWzu+RYmtrGSEwJH2VBheboYPFCvqu/QA3Ib2UMC5e0M1ayNDjKneSPspnD6v3ST8mbe9KBUMvsEhExjJBQQdcv0cKusZjRPReAF+Uq6m/74DL0Smu7uhVs8On8Pzrl/DdV/Xj43cO48b1tGrWJQQOceVVFsRNvvBEOP81pA8IGe6Vzhob4Fw6j2Z9DgS7bTee7boT9j/9Xvh1zeboM5MF/frb34kX8Xlc+dV/g+dv+WVI61bg5TOwRBN1O87Q057mDihsuVuhcxqgGLoMLgYCcBtMuFq4FhXAb7x6ATvBVUa7aMElq22kQVYVwqyA69slcTUvT0MKIC52i6ncw5k/d8HcOjziYB1EccTNkEG3vYZOvVNf+0lf+O37gPd+DvKLH8OZd/5utIcuPQizCmPuHIQVFXQIP7pY8l1l7wpAgmXbuxYq9wKLRLC2RlYVzGvA4D3E0DV+DkAVgEdETai2u5RSri59iuFycYoTQuIbxy/gi0+fwmPHzuGmkQreeXUffuUdw7DW4apZt2BPHMXcjnvQb65uR2LohrvhvPoHMPUamC398B9o094If24czfo0iOz2Qrj9DpTGfyJUoF+Yc8F9F3VhwIwVs+tvfyf8w1dj27bt4BegTGakAxZTuadZIfMdUGA1yyMmDOg0s3RBN1RxTTP0O67aCPfrBizyYTE1l2+7WKxfhDF7Buz0U8BVd2n1edYHkoAEi+IXeWT9SkFHwfDBvEa+sQyRimDllv652xm65Fa0tiY8vbMeO/P2fZCG3casfXsAxtxZCLMGkzH1Ook9dE89hjguvelDmNt5T6aFLK3iylGB9Y8gnIXZVUi/CZNRbzF0KWXfahzkjYTvjM/ii0+fwt88/TqqFsM7d/fhD99/1bpfNesWShPHMHPHL6x6ZyJg0JMvPIGhN92N67/yXjC9huJVSsDcBJzGLJDB0FEbhqxshDn1HTzrbMNnD03gFtnCq1MSzVPTuPO6WNGtbQZvXACnK1BGCy6zo9W2jDWxhEWrYScy0cmtQ5q15FmCOXtqhn7bziE0ahV86IoBXLe5DPZ0qqCPHQQ9/SewhAv8+XuADz+iW+7tK15taWuxlrtas7MAU2jr15wZOgAQQ/nY54HGeaCa4gjS188bzdBlWmDHzXbFuvAgyptg1M/BL23QM3TteBd3ipMSJH3MXvPDcAaubD+aKBh6gcWB/BakWQXMcjhD76mCDgBENATgGgChC4WU8smVOtTliKm6g0eeO4O/PjyGU3rV7Nfv3YqrL6NVs26A18dBXgPm8DVr8vrX3/5OQO9zy69ykDunWmh9g+ATJ9Cqz4LIRi3DjlZuuAobnv0UJswfhi+GYTEPTRg49NoU7rxuNLpjbTOMxgQYARW04LJyvghNKie00Jwm5sgGQEedplvuVjj/lSl2bFk2fvBNfZDCT8zKAQAnDijhGADpu+rrrBEA0DFtjYS2uzVIFf48lfvYQUB4qD7zaYAYjGuSfvgktPWrF5uhp5PbmJl4P9T9PMjSEPjcWbh9O3TLnek89FjGeugRn7OTXojiCiwSzG/BK20A6Shiw+yxljsR/RiAjwO4AsCzAO4A8C8o8tDnhesLfP2lcTz01Bj+5ysT2LejD/ff1I/bt2/FZbhp1hXYF46hNXwTypXFp7N1HdxUa2FmFebgCNjrh9GYvQSDtbfcMXYQ/MSTqAgX/4b9C75m/BLK0oELC/uu3JC4K9VGwOYmwGuEMrXg8RhTToniSDgAM7QhDdoS15jXgLRSDD1gy8Jvb1HrGXwQyZr4OXbtVwY2vqOCYnbtBy4czxaGZTH0WMtdcgvQE5Nchn7igLq/VGlxxszJ1Gv4aizgTOn7ecpRLn4fbrXZuJLwIMuDMCeOwtdra4KlrF+lH503owMRPE8hiiuwGJDXUh4RVlUxdJvg95ixzMehbF6/IaX8HiK6HsCvr+yx1i+klDj6+jQeevoUHn72dWwfVKtm/8ftl/eqWbdgTxxDa9ON6FtlQVwmmAnmzMIvbURpaCukdxGt+rQKCEkz9NgKFZMefu1Np3G0NYLrmv0Y2jGYuCv1bQGfeBq8n1BBCx4rwQ4ZenJtLSi8kSNbuuU+F/muB+DB2lpKRAYA3NAe9WrWl55H48MPq0K7a7/6+pk/yxTFEVIFPSWKI7MEGPq182bou/YDRlnFxhLBr21Nfj+9tpbuCgC65e6pTkZwu/AgyxvAW5cgrD51/2DPPcbQg/OyHDe4ouVeYLEgX43owNXVbIk8OD3Wcm9KKZtEBCKypZQvEtF1K36ydYazl5r40rOv46GnxlBveXjn7n78zrt3Ymv/G2PVrFuwJ45i5oYfWdWEtTxIZoC5s5BmCX2btgH+JE7VZ0CUUdB37Qe4Bek1IZmB/t1vw9tnT6M6Vmljp9S3BUbzAjgBFTTh8RJKMYYeL6DkOxAxpXxby91rAHZK5hLMlYWXXPMClP2r8ABP78ummfP2feq/8AWyjWXSaWvxzkEoijPVeyQp52Nm+z6QvoCQE6/Ao4GE0QsFM3QZebm3te+JIJnKrg8+REl6QFl1RcLuhXa8o4yCnpuNLou0tQKLQ0Lvwix8qPXXqE3cC2B1SuZCCvopIhoE8CUAf09EkwBOr+yx1gfqjofHjp3DQ0+N4cipS3j7Vf34yTs24aYt5VUXdF0WkAL2hWOY3nprb7x/uuUueQmDm3eAxBRONGfhsQxR3PZ9wI9+Cfij78OZez6J1vAemJdeSzjFhajpgs4IFWrB53Gr1WQBVdGpsYKeilBl7hxYKVXQDeUml8nQmaFb7i0IowQ+3/vMGGSml7to30P34zP0JEPP/X0GFxBP/AaM11/C6PMfA/kuBrmpzh7bQ89k6EB4ASO5Ga6mydKAOqbVF50hJoqD8ML1vzwbWNKrfwUKLBRhMuLYQcCr433eX0Ee+jJw067khfIKYSEq9x/Wf/w1IvoHAAMAvraip+phCCHxzeMX8cWnT+HRY2dx45YK7rm6hk989+439KpZN2DOjEFYfbA3XLHWR1Fgpgr5MEroH9wIFw782QvweCnbknbn2yCrm+Hp1nGQvJRV0HnjghbFNeHH18dSorhgHp10ZNMtd9/V2e0pP3aui6vwAdNun6ELN9yvn89al6iD9WvqeeMMnQwbMPXHS/qiIut1mAFz9nX1WB2JClJpa0FLvM1uVkMyQ9vhBnN2A7C1Yr7UH7yA6nyExjLzt9wh/Owd/AIFchCEswT6EA4JIbTAtBcKus4/D3Bc/38EwMmMu1+2OD4xp1LNnjmFskG4d3c/Pve+K7GhsqBFgQILQGAos9oJa7ngBpgzq9KTGMMFGgSfOQWfZ7TcNWRtFGZzAn5tNGSN7QV9M1h9ApwRymjB5+XcdDMS6Rl6ZLTCvLrycU+fxVDFlaQP0TZDVzNnpmd983ZCMrzlFUSSLQfRrsIDQMosxlAt8I5ra7HXcasjKDEOGXq2y+TaWi5Dj+b3CB6rxxAhQ2dcW7+K8Lnma7krUVxR0AssHCxouW/bDxCDLyUkM8F27V+V119INfo7qKQ1glpbuxLASwBuXMFz9QQu1V088txpPPTUKZy8OId7dvfj1+7Ziqs39kjBucxgjz+P1sYbMdgrBZ2ZYM3p0O98mg+h2ngds9Wd+TP+vhEYjXEAml2zDIZu1UCQsPwGKtSC4LERDaVU7r4Dycz2wolgB73azrJ5rLimGS23IlFcVveg7T0wsvfQRVoUp9v8uqPAGAOCTPUMVt3+hByivAnT174f5TPfxPidv4rRRx9UZ0zN0NvOzMyYPazavQ9m51QeCJ8/mYfuxUYEOSp36eUq4AsUyIKaoZeB7fsgdtyJQ+cI49c+gPtWgZ0DC2u5JxIyiOgtAD62YidaI7x46HFMvvAEBq7/HpzuuwUPPX0K//TyOG7f3of339iH268YBS9E6isK+8IxNK7+1z0hiAOgrqzdubCgz5kbsaF1GjP91+W3qvtHweaCgt7KZuhEkNVhVN1JVNCEMEqpuNLkDD1eeMmwgJYq6MyrQ5jtojtwU7XVpd8uItMzdHPqOMypl0GvHwJ2vi3/TWAGIFvtt0uRFNxxtQ9OfguS6RGBYUOCsll12+uon9svb4Tbd4UKWdFra0mVe8ZHVmIHXgvngpa7PRA9f47KPa+gR6EwqYuXAgVyENoeA6DNN+DElMSl2upx30X3i6WUTxPR7StxmLXCi4cex66/vR/XwoX36qfxFftB3Pamu/ET91+Fql201FcFvgNr6hXQ6J7577ta0KK4QLXqlIcx0ngGx9NxpTFQ/yj4uNKMqpZ7KfN+sroZFfciKmhBGNUEQ0eCobuJGTqMEqg+C0D7uMeT0QIY0Qy9fW3Ngjn1HfS//JB6nT/9YbWqlscgiOXYnwrI+Ea4offXRey8uqgvqBhq61fynYhtp5ziSPpqDz1TFBeZxEhmgl1SE0Fr+jiAG9qMZSD9RJs+80dPpLwVBb3A/GDODCovfwkYKIP6RjAkX8AFv4f20Ino52JfMgBvATC+YidaAwSxliqUw8NHxRdQfekvwZ6fgV/ZDK86EvtvNPFnmRYkFVgS7MmX4fbtQKl/41ofJYJegwoKuqhuQWUytpaSAda/FcbJIwDU1bqw+rPZKbew4+QXcZrmII2bE/njiRm631It7HjLXUyq7+Uy9GgPPd3uJsOCNfVyzBHO6SjYIWZkKr1Vyz323FoUl+4oSKOUXYTbnlCvlQUFPSi8WrEPQL0vGQI7ycwk25YC5Ud/DhLAwCMfATY8Em0PaPtYEl5oSJOvcg8uJAR6IpWqQE/DHj8C3phA9cgfAcc+D3rbT2BQTMHrMWOZ+E6MBzVTf6jbByGiN0GZ2GwC8D+klL83z0O6hiDWEjqU4+Tdn8SVt3wXvOYs/IsnIadOgqZfB5s5DXviOdReewx87iyMubOQRrlDwR+BX95UXN0vAD0niAPCdjXp4BTeP6Ju73QR1zcCozGhHue7yhgljbGDYKe+iVEp8G5OOOVeESvoTKm8dZs3bSxDsRk6c+sQZjVMRgthWLowZhRAZsLr2wEQh5QicoTLfQ9yrF81a03P9tOqfBilBancEXjGC1KFNli542YinCVvbS0sztLTxdpLWdhGDF0yK8HQc+fksVY/emMKVKCHUT57GIA2XfIdYPoMBsRkbxnLSCmX7ApHRJ8D8AMAzkspb4rd/i4A/y/UP5P/JqX8LSnltwD8OBExAH+w1NdcChKhHDfcjZu1lzdqNWDTCICIvQgh4HkePM9D03XhzZyDmDwJXDoFmn4dfPY0ShPPw5g9Az53FtyZhpdg+aNthV+aPWBzusawJ46iueXW3nCICxAwdF3ArUHlx87MfIaOvlEY9fgM3Wq/z4kDqrio4E5UmucS35aBWxwxrXJPFkjmRzN0mdX+5zYgdDhLRpiJZ29GY8teiNIgavf8Qud1mpw8dEiR9IkPLGMzCnraTz4TQcH1W5G6nJgSvMVEcTJLYJdSuQuzCiZagI/wgoVOPR2mranEukgUt6CWe4EC8yCM4yWu/959F/pf/EZvWb8S0cOdvi+lfHeHb/8RgN8F8Cex5+MAPgngXgCnABwiooellC8Q0bsB/KJ+zKoiHsrRCYwxWJYFy9If1AMDwBXXht+XUsL3fVXwPU+x/MkxyKkx0PQpzfKPovba4xHL53Y2y6+pP/uljQtTCq9j2BeOYW7P/9YbhjIBdDEmfcFV3qAKesDYM9E3Ch4UdOECRkZB37UfxE1I34EEQ30gFUSjfcclkBSZ6TOF+97aZ769oJta9OW1s+Ng3sxN1Hf/AGrzqW9TVrThzWnrV8YBKZW3fKygS6OMtkCVLARe68G5RcTQk7PsbIbOYixeWDU0fvD3UDn3VGhhK2Ne7pKbEZMH2sJdwp9RFi33AgtHa9MtIABzb/0ZVG98FzC4A33+J+D20gwdavd8BMB/118/AOAEgEfne6CU8kki2pW6eR+AV6SUrwIAEf0FgB8E8IKU8mEADxPR3wH48wWcredARDAMA4ah39qQ5Uc6wnaWfx5i8rUky79wNCz4vHUJXmU4VuxH2y4A1jPLJ2cGxtw58JEe24QM2K1m5APDyvCmzcgljvIQyG+CvIZ2ectg89v3AT/0+/Ae/hkcaW5Bdej65PcDExTebiwTnykztwGRTkwDlIqeWyCv2aZyJ24BLRfkzgHWApKRU2ExIdLWr0TqYsOdS57XLC+s5a4vHBRD1w5tjKvZd1isM+JTgTBwRt1HqdzlttuBa9/R/vzSVxdIwo9CbuZVuRcMvcACIFxIZsB560+hOjQE+B4q3jR8f/VWHxdS0G+VUr499vUjRPSklPKXlvia2wCMxb4+BeCtRPQOAO8BYAP4St6DiehBAA8CwI4dO/Lu1tPIZvkRS2tn+XPwpzTLvxSw/GMplm/lzvG96qia5fcoy7cvvABnw/UoVWrz33k1oe1HmV5DGdqsCjq9/DW8eGib6uqkQQRZ3QLemNA2kBkMHQBueDf43/w4GMn2mXyMFWd7uQct9xyGDqji6jWy99BFUzngpS1js8CMDjP09HPbyvueQpIuIAAAIABJREFU2zERXwmSLcRYhocqd+iWu9Qt90RhZRlrgLE5e/Ch2uafHzJ0qcYgC9lD17czSBT2MgXmg/KMiHfTDDSNftjOFKSUq9J9XEhBHyaiq2KM+koAw8t4zayfSkopvw7g6/M9WEr5GQCfAYC9e/delp2wbJa/BcDe8D7ZLD+Y5Z8Cnz0D+8ILMEKWP5Vi+e0tfmlWsw+0wihpQVy5l+bnAMBMVZz0XvyJo/+C6yRw5/RX4fzt43gRn88s6lIL4wJBWya4Ca9vG66bGsPJVAtfJlru6Q+JpLGMqG7J/KCQ3FLBLRkzdBIzah0v2NHuBGJKXJe+GRIy9brSsMCcWYAtlaEHKnc3umDgZoKhCzNrhp5SuWex+HAP3VcdBBlXuc8zQ8+zhi1QIIa2bhqAhrUBJediTxX0nwXwdSJ6VX+9C5ohLxGnAGyPfX0FFhn2QkT3Abhv9+7dyzjG+sbSWP4ppdgPWf4LqJ58Qhf9M5DMzBXuxVl+PBGrNbz8vXF74ihmr/o+9Ju9lUxHhpWIGJ184QlIAJwkTOlh8oUnsnUXfaMw6udVS9fIv0jxhq5G9dLx9hY+cSCY32phXXbLvQ4vb9TCTBXl2NZyV2yWOQtl6Nkz9Mx5NrfAvTkIbsEIC3qpfRc+53Xie+hKoc+S7FtmaAL068YLuqQMN7nggkEKdbETXDgEz5uF4LmKlnuBBaBNwAqgYW1C1b24amdYiMr9a0R0DYBg0PeilFnWUQvGIQDXaKb/OoD7AXxoMU8gpXwEwCN79+796DLOcVkjn+XfFt6nneWPQ0zFWP7MGdgXv6UK/uwZ8NYkfGsAvKn+gg5yC2e+99PLK+pSqsjUuz7RW4I4AGAmRGxlbOiGu9F69Q9g6vXGoRvuznwY9SthHPmOUn/nQG7cDZx4PBTdRa8bza1JuBBmzHiGW2E4C/PqkGbOmMKwwbym2iOPQxc/ldLWP88bAISWqemb09avgBKnOXNJdzynjtLsUyp9qpMAT4fSkN9SBVxqr/gE+/ajzYOMnwlAqOxn6b9LYctdM3SvnrCLzTyS8FR7vvBzL7AAZNkpt0qbUPEUQ18N5BZ07QY3JqU8K6VsEdEeAO8F8BoR/ZqUct7LDiL6PIB3ANhERKcA/Hsp5WeJ6CehRHUcwOeklMe68cMUWByyWX7U9chi+eY//RdUnv1smIhVPnt4WQWd188DUsDcdNVyf5zug5uQMdFZer0xc4YOgPq3gp9+JYpSzAFtUtsRLK2aJxYV9PTqWyychdw6YOWMSbgFcqba17y4Be7OQjID3FqAKRIzsp3iZLtATXIbpGfoRKT27U88iYoUwB+/u7MjHeMgEbXcA1McyYzEDD2L7ZOeiQMdWu56LQ5Sqj10Hc4imNXRy10adiGKK7AgkO8mcxeg3CVrk6tX0DstiH4agAMARPR2AL8FtX52CXqGPR+klA9IKUellKaU8gop5Wf17V+RUl4rpbxaSvkbiz00Ed1HRJ+5dOnSYh9aYBEIWH6pVEKtVsPgpi2o3vZBkFGChNq3bIzsnfd5OsGeOApn000olXvQcY+bbVfc19/+Trztw/93bjEHAOobhdHQDL2Dq9yZSWXheva1F1JPEJm5tLF8bRoDaIaeU9DzZ+gGWHMqX0yXBuM5LWmJtpxzbilRXDBDj+3bI3CkywNxAEp5TiFDZyBuJWbomcJO7SOv7uNliuICgxylcjfDPXRpVjp6uatwmIKhF5gfWQy90ahj9/Q38O2nnliVM3T6F81jLPyDAD4jpXxISvkrANZ0eC2lfERK+eDAwAJEPQW6i+37gA8/DLHru9G4Yv+yZ+ilXnSIC6AL+oIKXxyBKE44KkwlAy8eehzbvvkfISVw26Gfx4uHHo++GW+5+45iieGZkk5xsPJb7uQ1MpToFrhzCTLexu+ElLd8eHMw4069Jndia2u79quLP+JqtWweRzoKjWViorgYQ89l3xnxqdkzdD8ylpEeIBwIo5Q7Qydd0AtRXIGFIB2X/OKhx3HzmS/iBv8lXPmVH0n+G18hdCzoRGG00T0A4pcYRWLJGxnb94G/+7+idP6ZUCm8VNgXjqE1fFM06+8hUGqGvmBot7hODH3yhSdgwAcRYEIL7AKw5NoaWGxubNiRsYxXD2NC28BNdVHA02lrpmLoVt8CGTrLZqh6xp18TUu33HVB1xd/dPcnOrfbAVVwhR+trQlfMXRDF2sp1Xw8I22NMvbQs3+OoKCb+jVcNVLJ+jsspWLz3EqI4uzxIxh8/rOwx4/k/ywF3pBI2zRPvvAEGARY1r/xFUKnf9GfB/CPRPRlAA0ABwCAiHZDtd0LvJGx4SrIoV2onPnm0p9D+LAvvABsfUv3ztVNcBPSKC2hoI+A1ccTUYppDN1wN1wY8CRrF9hRZLdKfgsyflGQ8HKfA+UWdP266QLITfDW5CJa7tnhLJkJZNwCc+fUjDrA9n3A/p/vXMyB8MKBfAcEqYoscYCY2keXXueW+zwqdyIDEJGXe9hyN3Ja7lL5xsf38O3xI9j66I9h6JlPYfSxjxVFvUAC6Y2Ujv/GVwi5tEhK+RtE9D8AjAJ4TEZTfQbgp1b8ZB1QrK31BmjPB1F96Suob/uuJT3enD4Bv7QB9uBIl0/WJXATki+hoNt9IALImQXluMp1FNhptgoE9rE5LXevASrlt9zV/dsLOmtdyg51yQJlO8WRnqEnn9sCc2baVncWhNgeOhB0JnTx1jNvZOW7A0pXIOrqzzJvhs50y93XynVf2cSa5ew9e926j5v8lM8eDkNfuiEILXB5gYSb8IxYqIi2m+jY55RSfiPjtm+v3HEWhmJtrTfAb34fqk/8J0y49SVZz9oTx9DadBNKpQ5hJ2sImj0Hc+Yk+OmngCvvXMQDCaI2Aj75KqiDyj0vP0CyuCiulRLFqRAUSAnyGmB2zi554EOftbYmBYRZhblAUVzmHnYWWzZsxdA7rOrlv44RztCFUVZsJxDdBS3yjip3zdB9N0flzkHSAWmnOPLjLfcMhh607mMjBxW+QUoQyoxlC0ILXF5o84zAwjNCuoUi17PA0lHdBH/b7aie+vqSHl6aeB7NXhXEjR0Env5TWBdfBP+z96ivF4PaCCQZYMYSzHISa2up1bcgptRrKiV73vPrx7Strel5vDBrC2u5x7oFCaTT1oKzObPZCXPzgXGQ3wSIqzmk/rP6GYL8cg+U7jgAyZZ7LkPnAKI9dOg8dGmUM+NTg9Z9/OdvDe+B078TczvvXb7/QoHLDioueQndqS5iXRb0Ym2td8D33I/aq7nW+x1hTxyDt2XP4lXkq4ETB1RbFph/5SoLfSNJg5XFIC2KS7TcA2OYGQijkvveUcjQUwWfBwV9oTP0bFGcMptJPp64DSY6+Nd3AnGQTmoDM5TAKGDowZqZ9DNFcW0q90ynOKb26aWAZKaeyau1taxwlrDlzpLGOsQ46tvuLIp5gTZkMfTVRg9+ks6PYm2td8Bu+AGUxp8DayzO3pC8Jszp46DRHv1g3LUf4HYs27jDylUGqH9r207qgsGMsIi02cfqJDXWmmf1LI+hBwXdqi3sbHnhLEKouXTiNXUhz0qYm/d1OMhVBV0yA8xvRSt3TNuvCr9dEwCk/N4zMuChRw/S16I4tQFAXit/Dz1suRuJDgXFLWMLFIhBra2tbUHvvV2hAusLVhXi6ntRe+3vMX39Bxf+sMmX4A5chXLf4AoebhkIVq5OHAgztRcD6h+FyEoGW9CDebR77bfahXXcBm9dgjDK+SxbF/SsGToASHOBBZ2yZ+gkRfuOe1DQO+gG8l+HaYZua6OYmCiORwy9TbUPaF1Aclc9WxSnGDqIQzITzG/Cy2u5y0gUl2Dofis3P73AGxvkt5JBSmuAdcnQC/QW2JvvR+3Vv1vUY5Qg7sbenJ8HWOjKVQbInQP5LfAzTy/+dRkL7Vaz7GMlt8Bbk5Cd2ubBHDuHoefur7edpVM4S3vLPTjfosHiLXcdLBO23A1tBOPlMHQrKrLCa7Pf1IcLvdzBWPh6MOZrubMkQ/damRcABQpkpa2tNoqCXmDZYLvvgTV3Gsb0yQU/xp44iubGmyIf+csJYweBJ38bzJlG5a8+uHhBXYwVZvrBc0sxdLOS++ERquvTDJ0tsqDnOMUBsl1xHrxmB7vbTq/DNEOX3AR5Uctd+h76XvorMGe6vSsAaL/5zi334MJEdRZUzjrzGpBmjrFM0HJPiQJJtEITmwIF4giijtcS67KgF6K4HgM3IN70g+g78bUFP6Q0cRT+yJt7L2GtGzhxINpX9t3FC+oYhxSRKK6t5W7Y4M2pjqK4cG0tnU4WsOe8dbe2sxjZorgc61f1/6UxdADKxY2ZYH4LkjjY6cNg02Po/9ZfwJp6FcalV9sfG49PlfnhLJRouRtqU8CqZs7QE6K4oEMhZTFDL5CLrPjU1ca6LOiFKK73wG99QKndF5AqxFqXwJuTMEfetAonWwPs2q8K5xIFdSFDl1L7wadb7jZYaxLS7KByz2PoQct6wQWdZbakIUVbO5+WydABQDJbt9xbADGwk/8MQOqOhYR14cX2x7Z5uWes8lGwtqbX7ZihWu45ojgSXuQlH1zQCE+J6fLCXAq8oRFYv64lClFcga6ArrgdjCSsCy/A2XRjx/vaE8fQ2vgmlCo50Z/rHVpQhyUK6kJltfQAUDvLNizw1hR8e2BelXt7QdfsubTAi+Ecp7g869fEay8G+uJAcAuc6Q9H4pA77lL2rxIAJJzNt7Q/NqVyz/Zy5+HaGnRBZ85s7tpaGPKSWCFs6dcoGHqBdgQz9LVEUdALdAdEkDe9D33Hv4oL8xb059HadBOqvSyIWy6271uSmA6Aag9DhB8QbSzcKIG1LsGtji6g5Z49Q184Q88WxeVZv6rXXJrKHVDdBzChjWUY5BW3Q+x4GxqsD/b5I/CHb2p/bNwpLk84F+aha4c7rmfoOV7uqnVvJi5oWFHQC3SA0rsUM/QClwn4mx9A7cSj88ZNKoX7zT2ZsNYTYBzw/bb0phDcAm9OQhj5orhc69ezzwEArKxZdOZZsmfoedavAABzaXvogFbIc0uJ4hgHEYEGdqIx+laAGdmCt1hmOuYVxekLkeDsVmeVO7GYr74u6Fn3L1LYCpBwlubB0EUUBb1A10DD10L2jaJ89lD+naRE6cJRiK23Xp6CuG4gKD6+k72CZdhgrSllitKh5S6Jg+IMfuwg8BcfggQw8MhHFqa+p7y1tYw9dM3MaTkzdL2HHojiAAB2DcydU+9JZkE3EmlryJmhU2D9qvfQAegZerbKPS2Ki4Jjkve3x49g9LGPFSlsb3AUDH2JKFTuvQu65QOoHc+3gjXmzkCSAXvTrtU71HqDbvMqK8kMhq5V7h1Xz7jVzqBPHAB8d3Hq+9QednhEZHm56w+zZTF0U2kGtCgOAKjUr5LrhB/u0SewEJV7YoZOMYZezWfoZCREcXkz9PLZw8pwBkowVz57ePE/v0bB9NcvyHeSQUprgHVZ0AuVe++C7/kAqmP/CPKamd+3J472dMJaTyBg6HlWktwG8+pAp4S7gKHHH7sU9X2eKE4I1Y5OnEu3+ZfkFBdn6FYoiiMiwO4Dc+vR/DuNVMs9s+gTi+2h84jFd1hbg2650zyiuMbIXjXvBy0rha1g+usbgZf7WqIYYhboLvpGIEb2oPr6k5jd+b1t31YF/UYMXM6CuGWCYlGiWQU9KJidGbrdzlSXor7XHuhtkH47Qw982LNEafO+TjRDJ4ZwbQ0AyO4D8+byFezcTIjiMgNciAOQ0aggcMwzyuFjEwhb7nGGrlvuqfu3hvegseUtkLyEqVt+bMnBLYrpO0pwWOStrzuQcJe24dFFrEuGXqC3wd58P6rfybaCtSeOwhm+BZxnMK0CCvEZehZDD2bUVoe1P262M3Rg8Xa2sWz2OELHtcS57GUE0sQYumGBec1QFBdn6G0rfEDC+pXyGDqLWb/GRHHM1gw95Z8Qtu4Tojjddcpg9NKooLnlLcsqwI2RvcpUCEXe+noE+a2ioBe4/MBueDfK554Ga04lvyE82BdfArbeujYHWy/QdqO5KvfgQ6PT6plhZ7enl3CWbCMVAcoQxS3ZKYtiDJ0rY5lQFGfVOjN0FjF0CHfelrvU1q+SmSDG1euk/NlDpzhKiuIEs7Jb9F1wkGsN78Gl6z4AADhzzycLdr7OQL67NEFoF1EU9ALdR6kf/lXfg9rJxxM3W5dehVfdgtLg5jU62DoB4/O03APxWSeGbmWnji3hLJkMXYj2aNaJb4N8F8aSAmliTnHcTLTcQ4Yu/NyWe1Ll3lkUR3oPPXxvY17wIYK1NR6NHMhvQVq1zMJNwgm7BMsRtgl7AATArwwv+rEF1hYFQy9w2YK/+X5lBRtDMD8vBHHzIGCTOuwht+Vud5ihT3wbcOvgp59a3lkWmrY2dhD4u58FubOo/PX9SwqkAQAYNohbmqHrtDW9tkbSbzfKAZItd5kniuMAfG39yvVOu14J5GbYRg+KsTn9GkBBy10by3gtCLOaXdB9ByQ8JWx79KMYeuZ3Mfq1f4u+bz+0qLeBOXMAAHPuzKIeV2DtUczQl4hiba33wa75XljTx2HMng5vs8ePorXx5sszYa2bCERxonPLnZX6sx8/dhB45KfBnJmlFdc4cq1fU3voJw4A/vICaYAonCWetgarLyroOcYyiKvcs/bQg66H9PXamjKpIVLK9LAYP/Yghp75JAZe/Euw5mTK+tWBMGs5LfcWIFwlbBNqNZCkj03f/K1FMXXmzkESS/y7KbA+oBh60XJfNIq1tXUAw4J/3X2oxRLY7AtH4Y3sybcrLaCg09bUDL3dWIYMG5IMsLx97+UW19RZMve0IdSOeoBlB9IE1q8lwLBAopVcW2tNQ5KRNMoJELTcpQQJL1s4R3qfXkp1UaAZuvoZTTDpa5W5q1Tm0gdvTABkxGboTcXQM/LQyXdBwtNCNoIE1PsvxaL20pk7A7d/Z+pCuNhNXw8g3wUtxYOhiyg+WQusGIxYAhu5DZgzY2CjN6/1sXoeam3NzzeW4TaEWQbL2xRYbnFNHCYnD12kGHqwEnf3J9T/F+tjT6TEaoatRHFefIZeAznT7TP7+GOZodLQ8qxfw7U1vW7Hzajlrh8b7ZOr+7u1rZqhR2trwqy2OcWp77VAwkNreA+am26JXaCYi1KrM3cO7obrYM6pgm6PH8HWr32k2E3vdUip/g6sccu92EMvsGKgHW8D9xqwJr8N5s7BGbwGpWpOm7hAhHCGnmMsY9iQZjW/07HctLc4YmtbCWStrS0nkAZQRdewAbJAkJDB2lpgoJO1hheeU7N04aqLmLbvx/PQmWLxPJqhB8W4PvpWlMafw9yOe+BXR5StbEwUJ6yclrtww9m617cNU9vuwOBz/w1n7/ndRanVmTOH5uhelE4+CUDtpkMKxfaL3fTehfQAYmBrbP1aFPQCKwfGIG96L2rHvwq/tAGtTTehXAji5gfjqq3rt3JEcXbnYBZg+cU1ADHdgk4WcNVy77KXADGdJ22GX6v/E2DWICFzHyp12z13Dz30pNfnpkgUJ1mkkmd+E+Q78Msb1QVFgqG39Aw9m6FH5jYOvKHdgFlGa8N1i3sL3Dl4G6+H+cLnAajd9CHdwi9203sXuZ4Rq4yi5V5gRcFvfQC141/Vkak3wjQzPmwLJKHd2Vjeh8TUSTB3bmnrYYsFkd7TTrF0mWH9ulwwrkRFgYtbrKUvrWpnhq7tX1VBz2LoWhQn9IVJvOUeU7kbc+fAhAPuTEd76CISxUmrmuksF8zQgz+Ha3EZ7Xkgfy7O3BmIoavBGhcxeOQzAAC3fwfmdrwDZ7730wU771HkbqSsMoqCXmBFQVtuBMwyqq89AW6V1vwv/LoAMVV4hNPuDT12EDjw2+D1cyh94QPLU7AvFCxD6S4yrF+XC+Iq4CVg2LECLu2+UJWefUZTdTVyRXF6dCB97eXOlaIe0FsFHiAFjPp5eKWNShAXOMXFW+5mrb1IB/PTkKG7SnDHLTDZXtA7ebYzdw7m7BggfQwd+TRGH/sYSHhobrm9KOY9jNzchVVGUdALrCzGDoLPvA5AYMOTv7w6BWidg7iZz9BPHFBFC1i+gn3BB2LhLnZ4k8xwilsmlCiuFK6dJS4YrFpShJeGZsO5e+hB61xqdX6KoTPhgzcuwLf6IGojMOrn1Tlia3uBsUwbQxceCDJpbmPYALdD//c4Is/2VDqblGBuHdb4MQAy/D45s1EWe4GeRJ4J1GqjKOgFVhYnDqgPf2D1CtB6BzHV0tYq9wR27VcWq91QsC8UmQEtKzBDlwKVl78MTI2pr+MF3KpFIrmshzIjNkPPUrkz/fdQaPW/3ncPdtKFC6N+Dn51BLKyCbw+3hbOwvwWpNXXNkMnoYt22HJ3VNtfp8alodT07Z7t5DUguQl/511abc/CMxQFvbeRa9O8yihEcQVWFkEBCj7kVqMArXfoyE7yM5yntIKduqFgXyCkLoZxSRqJjDz05WDsIMiZQfW5P4kKclzFX+qbn6Hrgp6pcicGQKhOA2t3iiPhgTcuwKtsgVndAD52IWy5U8L6taouTKVUYj19O4Co0Gs/eWlYmQK61vAezOy+D/b55zBx56+ErXTmzkKYNchtt0NsfQvq9gimr3sftnz9F1RYTYGeReAZsdZYlwWdiO4DcN/u3bvX+igF5sMaFKB1DwrS1pTKvQ3dUrAv6jyRNWr57GHAa2a7ti0VJw4AIMWgg7Ww+PNbtc4z9DDQhWWL9bQOQMoMUZyevxtzZ+HVRmD3Dan7MjPslgD6Q9ushGuF0DGtoe2sH83QwUyVW58T2OLbg/BqWxNzcebOQQTriLUtqI++A63hPao97xcFvZcRuDqutWnWuizoUspHADyyd+/ej671WQosAKtdgNY7QkW2s+be0MF5GCTM8SMYffRBreYWMCaOAVd3Sai1a79KqvIdxaB9J9EBILsvO+c8ALdUy5pyin6QYAetzmdmxKi4Cfge+NxZeJURsD7tQMnbGbqa8Rta+GZEtwOhgxwJ7RjGTSCnVc68ZlsbnblzkGZNFQVux5i/o4x2CvQsyHeArIvvVUYxQy9QoNeg3dnIdyDX2Bs6PI/wUTn5D6q4QDFW81wXXcviTnP3/nr0usERSv1RPnoWuKkz1HMKelwURxw0ewbm1Ktgrx8O09asiy/BvvgtMGdGP8aI7a9DFVWjlPSOR6zV7kdra1Iz9Ly1NfKaYKn5OnNmISxV0MkoxZi/V8zQexzBHnrB0AsUKJBEOEN3sneq1+A8kAL2hWMAAAk1j3ZHu2xyEnRyTvxT9LoB7L7EXnr7GU2QW89vy+tccykE+IUXgaf/FLbwgD97D8S222BOvYLyuacAEHDyifA5g6AcAGHHJDCxCTQF5LcgeCmxtgZuKU/6DFGcekwTEKmC7s5CmFVwouixUoCkB1a03HsaobHMGp+jYOgFCvQaGA9V7j3RcieOyul/hjl7Gs6mWzB75b+C4GX4I29emddjKac4qJZ7R4ZuWDCnXgaEmx0ZG7ynUsAaPwqIYPPCATUmYU2+gmBVLGDfMtxDj9bWyCyrMJc4Q9ez9dASVrgqs96w24p2eJwMhk7xGbqhWu7BBQEVorieBvkORA8w9KKgFyjQa9BsUjHCHmi5CxcbDv4XzFz7fvAt16G59Q6VetblPfQQWuWemJnPngdvTKgWeRZmzmDw+T8E8xqoPvRAu98BUWj96m65VTFt4opJ943Cq23Vr8mjPXZuhutuQLLlTqmCHs9JJ+EqPcA8LfesGXq85Q7fiZ6zaLn3NEjkCFhXGUVBL1Cg18A4SKgZ+poz9LGDoNlzIL+Foec+DeY1QG5DFcdu76EHCMYMAUMfOwj8z/8KY/Y07L98f3uxHjsIdv4FKIYNJaxL+x0QB0kJEgLu5pvV5sXdnwB9+GGgbxQgBr+0Ac23/TzwwBfUYwKGHu6XtwCzrAJbYup15SAXK+i+q1rmhh3tqKdAfrOt2DNnBsKIMXThqhU55Bf0Ilp17RB/782p4zAvHQfL6g6tIooZeoECvYZwba0HCroujARA+i6ocQFUmYv2uVcCYU45j86g3fFkYE4U35o4cQBBMZcAiFi730Fg4Rp40G9/S/Qcz/45jKlT8Pp3wr/z40C1CslMVF79KrDthpChM91yl6xdFBfPSacg8c3IZ+jMa4BEO0P3SxvVWCFouYug5d5e0AMLWfJdDHKz8HpfRSTe+8AaWfrAf//hpcUHdwkFQy9QoNfAIpX7mrfcd+0HjFLkTLfxGlWMpFBt95VAzMs9PAOPtcjTxXrXfpBRhgRTu/Hf99vtH6hhrrtEW+wrN2HMnIJX3QLDMIBThwDhovriQ8DXfxOsOal+H8JVedfcbGPo0qwolbvw1biEm4ql5zF0r9kmmGPuHKRVAxFplbsT3idLFKcsZN12C9kYCga/Mkjb90L6+d2hVUTB0AsU6DUEe+h+C0hbv642tu9TbWltDESnDoGdPAZoC9UVAU8x9PnMiRZiXhTsk0uZNKwBQMyCOXMKzdF9KBlGrCuhBHK8OalFTzYYVxcVaVFc0HIn6UEwC8QYiNtAKyragSlPY2Rvzh76rPKKBwDDBhOOZv+1TFFcY2QvBrmhdvYzolULBr9yaIzsxRARpNS2w4Fp0Rq7YRYFvUCBXkOs5c6sHhDFxY2Bzr8A5tU1Q1+hj490yz19hvnOmAXiakwQs2wNwQ1wZxpeZQScc92VKEP6DohxCKsvGb7BTcXEgqeOi+J8RzH4oG1enwWgi+ujD4KEi0Fu6Qx2L5Ezb8yeQfn0PwNjt0VhM76rXt+da/uRWsN7MH7Xf8DmJ38RZ+79/bZiHbFICWgG382CHr9AeaNdKLSG98C3h+D2b8fF234Gfd/+G5hzZ1D6vv+0piZaRUEvUKDXwHpM5R5CeRBCAAAgAElEQVSHVQMListKBVFoUVzHvfPFgmm7VinbL0R0R8CvjapCHO9KmGXI574cBuVE+enxlrvaQZbMAPMakaWsYYPEJABdXIUbFlfEM9aNEuzxI7AnjsKeOAac+Hvgzp9WJj7CgbD6YDQvZv5YzsBVIACtjTe0FVjFIhmk9DMZ/HJgx1wD34jsn9w6jOYFzO26F63hPaiMPQmvfzvKO966pucqCnqBAr0G4oq9CR9srUVxaVhV1RqmDjvhy4VeW8v0ZF8qggQ7AMRTzxuo6vu3RbcFjP/4k4D8YjJNiydDV0g4kMxW++mxgk5GFJ8atWilatGG2eqqoJfPHIYS9knF8i9+J5yhC7Mamsyk5//BOcrnnsKWf/hZkO9gkFthgZ258l2wJ1/GxB2/1NWCqy5QHDU3XgH23+uwLh0HEL3/JFwItvbhLIUorkCBXgPjIK+pWrxrbFTRBqsK5sy1C8u6iZChd/E1KFIip5k/BTP7wStyHxcwdOWzboX+7kAsaYuZILcR84iPCnpreA9aG2+E278TZ+/+HUhegoyttbmJPXgLGLkZTLjKkS6MYm1XugcFpXT2kBbIyYRATtoD8KqjXS+2KgKWqUuQLrP/9QBz6jsqCMiPNhtQpK0lQUQ/BOD7AWwG8Ekp5WNrfKQCBVYfxHU2trXm+cptsKpg7szKMvTQKa6LH0/h2hraL0aYCcFLMGrD2Y8TPuyJo2DOjHKhy5ihS7MCyU0wby7Wck8xed+BsAfgDF0DaZTUBYJw4AMw6mdR33E3rF13wLzme4DWDOiFr4UFXRolkNeCNMqJ4wVrcc7GG5Ulrd9KZqz7LTCv3pW3MI7W8B40ttwOQGLy1p94Q7FzALAuvQq3fydIRgy9Y3jQKmHFL/+J6HNEdJ6IjqZufxcRvURErxDRLwKAlPJLUsqPAvhfAXxwpc9WoEBPgnHduu3Fgl4Dc2ZXbn4OAIyrrfKuttz1KmCQthbH9GkIo4TSxPOZj2PuDDZ94zfAG+MofeEDqtim19a4pQNiGoqpE7XFp/LGBJgzq7ovuqCT78AeP4L+l76A5uZbYXzP/6la/YatnOJ8B5Kpgs6E07aGFpzDHbwS5+/6DwCAc2//rbDAku9kCuq6AWlW0Np00xuumNvjR1AZ+zq8ypaY3a/XEwx9Nfp5fwTgXfEbiIgD+CSAfw3gBgAPENENsbv8sv5+gQJvPLDeZujkzq7cyhqgLha07WrXoJl2kLYWYuwgcPAz4K0pVP76/nYXOsZArRmQNraB74IaFxOGMYEoDsxUv7ewoMfCWYQH3rwI5syA+U0IXgIMC/b48xh97GMw5s5iwzOfBJ06pO6v2Tt8V7XwjRLs889i9LGPYeiZT2H0sY/BHj+SsIb1BnYBAPz+nbGztcDc7jP04LnfaJa0wSqgOf0ayucOgzcuAABIeNGoZQ2x4gVdSvkkgLREcx+AV6SUr0opHQB/AeAHSeE/A/iqlPLprOcjogeJ6DARHR4fH1/ZwxcosBYIW+52TxZ05tbV/HBFWbrRti++LBBT82WZYugnDuicdCib1bQpCDMAowwwQ6WrcRPo35b0chdKMAduqveGt7fcefMipFEGc2dChg5uwx5/Xq+WQSnng9cPGLpwIJkJaZRROv+sKqJxI5nAGtZrhbvqLMbIyXcSX3cTysku2wnvckCWKU9k5gNAiKig++4bOg99G4Cx2Nen9G0/BeCdAN5HRD+e9UAp5WeklHullHuHhzNmXgUKrHcwHoqreq6gm1X1/5UUxQGK5Xa15U6QWsSVEBru2p8MakmbghCHNGxM3vQROEPXwPvQF4H+rUnrVx1zK7mlW+5W2HIPRG+8Pg63fzvI99SWgFECjBKcod16xAB1sRC8fsxYRnILZOr7Kh18OCePGHpkVMO8WEH3VmaGHvzclytDD5h4vBsCKDGg5Kb+fRkQlvr3oH5PbwCGnoOsTykppfwdKeVtUsofl1L+/qqfqkCBXgBxML/ZmwzdUKYoXVWgZ4GbkN32iqeMhLjAZS4IakmbgmgbXr8yDGfTTer7PGnpGnruMwPk1SH12p3KNFcF12hMwC9vgrSqMOrjkLwEGDa8vu2Yvua9aG1+M8SPfil6/dQMHUYZXt8OeJUtEEYlNJIJzsFiDJ1aM9HZRAvk1pWhTpehWu6XJ0PPs9VtDe/Buf2/CWHW0PzuX1XdG2gtwxt4be0UgO2xr68AcHqhDyai+4joM5cuXer6wQoUWHNoBtmTM3QoMRRWuuUuJSrf/lL7THs5IJZ9IbJ9H7D/57MdvnSULfMaEEZZRZtyK2x1A8EMXcWqJoxl4gy9MQG/shnSHoDRGIcwyzqAxYGwB9EY2Qe2447odbVgjnwXkpmAWQITLTB3FjBsCN0pidamWmA5LXeCBHmN5b577W/NZczQGyN7IfWYJb2W5w3sgl/eCLHl5shgqEfW1taqoB8CcA0RXUlEFoD7ATy80AdLKR+RUj44MDCwYgcsUGDNoGfHPalyBwCrurKiuLGDoMZFVI/+GfDH7+5eUSe++AsRLaYjTwnZMtfRhAMYSuVO7lz0e4ulrfHGBLzSRqDUD96Y0Ay9pBi0N6fMY+Ln0sVezedNwCyDWtNgXhPOlrdgw9O/kxTFeS2Qr4o2c2ejswVt+BWYoyuGnh0+0+uYL7SmNbwHF/b9X5DMaHPBI68BaZRBsZAe6hGV+4ovzhHR5wG8A8AmIjoF4N9LKT9LRD8J4FEAHMDnpJTHVvosBQqsC+hiKbkF1oMFXZpVSDEz/x2XijAOVUbpVd3wx2baz32xj5F+9CFOpNTs6Rm6UdKiuJTKXQQt93E4g9cCpQHw+jikWQGZXIvW6vD6q8nXDQt6wNArMObOwDerKI09CQgX5bOHMHPNe/QZWjpNDiAnVtC9YK7egI/uIrjgWG9YaGiN23cFmPDQ2nRL4nYW/F0w7PDvgTKWWXtR3IoXdCnlAzm3fwXAV5bynER0H4D7du/evZyjFSjQm2BBQe/BGTqgGLpTX7mzxcNRupheJYlBLvbI2imOeQ14paEcw5iW+jDnFphXh+Axhh6K4iYgtt0FlAZgTJ1Fa+N1gMH0WtkcpJUq6NwG9Ixa2GUQlWDMnlYs0PVDy1Xj0gl1Bq+pEr9ACTbOfAe+PZAQynUL65WhLzS0JoisJb+lRIwaFIxfYn8PeqWg95iv5MJQtNwLXNaIMfSeLegrKYrT4Sh09yeALKHaUrHUlrtULXdpapc2bqUYuqsZuqVm1TGGHjjKGdMnUT7zDcB3wBvjqn1vlpXwyq1DmumCrv3stcEQzAqM2TPwqyNKMAg12/WrW/QZWiC/Cb80lJyhixZE6rZuIZ7Xvp6gbGujbQHfHsxsv4ciw1R0bZyhh1oK3+uJgr72XnUFChRIImDoPTxDX1HrV2D+ONSlgPHFq7117Kr6EK+o29LhLH4rUrm7dciq/mDXM3R7/Ais6eOwpl8DGIGIKytXkwOtlmLPdq39tbmt5uHcBHHF0FubbgJ756+C/9X/gjPf+2lUTv0TJBmq6EgffnkjeGKG7kCUNyqlezchpVqrW4cFvbXxBkhmQZgVTL75J7Dx0P+T2X4P9/r9JuKDmoChq5Z7xNCpB2bo65KhFyr3Apc1qLdV7rBqK2v9ulIgtvhI1iDK1o8zdDNDFGerlrtbh2BGpHL3HZ2kBhCEujjQqnjSojjm1gGrr+2lJbcUs+ZWOEMXpQ2gXXepyNThPSrly6ppz/Ym/NKmJEP3WhDlDV1n6MEoYT2q3O3xo5DchjRK4K2pzPU0ANHWgJ9i6G5TmQSZdkoUt/YMfV0W9KLlXuCyRqBy79GCTiutcl8pEFtGy70BmJqhZ4jiyCiBDAvk1aOWu6GsX5ubbgSgktSCLHZplEMGz9w5wK62vTR0QVfGMmUwvwWvtAHcqqhWr5Q6XrUG5jsgrwm/sjEq3sJTgTTlDV23fw2Yea+J4uZTrwNA3ytfhlfbCubM6PU03REjnlhPC1b90i13xdBLifXFXjGWKVruBQr0GnpdFGfXVt76dSVAHKCltNzVHnpY0LkV7R9DF3SzHOWh82gPHcKB178DfmkDvNt+DCXmAwd+G9Isgww9+3brquuRhlHSLXcbMFWxEOUNIMbUa2gnOWH1KabstyCqW8AuvqTP5SpLWqvW9YAW8lvKda+HWu72+BFs/dpHAIlc9bo9fgR93wk2pNXfhalbPoqhZz+F1obrEwYy5HeeoTPTTuyhUw8w9KKgFyjQa+hxURxZtRW3fl0RMA4pxKIZOkmhPtQTLff02pqt99DrSsSm7wfhgzcn4Vc2w3vbx4Gxf1DfM8qAIcF8B8ybAyv1t7205BbImVPPY6gzi8pG/dwl9bqxljt5TbiV4bB4BxnuZPeBNbpd0B21O99DBb38+r+ozHsgV72uCrYEQZXz8plD8MvDaG26BaWJ51CaOBpeDIQt95QpD/lN+PaAvrCL1tbIsFf4J5wf6/BfZTFDL3CZo9dFcZqhrztkWb/O+xjVcmdeQ6n7gaTKXcrow9xIOcXp1DjeGIewB8AYA0pqTCjNsm7JN5UpTJYozoha7uHFRHWzerxh63AUD8KqgemCLsqbQmOZMNbVXhmGLqw+sB4q6K5Om5Ngbe5uAYLbAi1Fc/gWNSbR/8zis/Sw5e63t9ylUdHGMp6K5X2DO8UtC8UMvcBljaBY9sAVfxaCGXpPXmx0AuOLF/OFTnHJljvFLT+ZAcY5iJkg6SdnqdxStq9WPzjngK2ZuFkGtChLGmUwntEsNUpaFGfHCvpw9L3AGla33MlvQlQ2KWMZKUOGDrsG3uWAFvJUQYdwV8QnfikQ9iAAYPr6D+SaxSiTGI76vp+GtPrgDl4N5tbh9O1QQTygKPimQ8sdZlmtvmmWTn5vOMWty4JeoMBlDRa13HsSVi0843qCJL74dTvt5U5eU13IAAA3EjnkodYhuACLhXRIbsGoT0DYg0mGrkVxvDkJYVbU99LgllJYG1YYAsL60gxdieIClTvsPqWu9xpRTrtV674oTuiLBWYk9ARrCd44DwCoX/mvMos5ELBrE84dHwdKg2B+E+TVVZb83o+gNXxLeDHAvKYSv2WI4mRcIOk7IOmB9cAFeFHQCxToNYQq97X/gMjE9Gnw+nmw1w/Pf99egla5LwpMRa4yrwGy4y13VcRK55+FlD6MM09HDM2IXYhxC7wxDt/WDF0XdLIqas+8NQVhVnMKuh0+ByaPQ3Ab9sVv6deIWcPafarl7qs5v7RqYO5s5HBm1boeoRpcLAQXFr0Aoz4OoLNvPXNnIcw+MMaU/a7XUKuGRgW06y745Y2JPXRhD7WvrcUKumSGHrMYyVjeNcLan6BAgQJJBHPeHrjib8PYQeAffwvG7GnYf/n+7qahrTSWUtCBsBsRMrCJl8FnT6Pv2w9hyz/+ApjXQPWhB0CzZwGoLPcQ3IbRmICw+hWL1y33yre/DEyeAG9OqsKS1TXQr2dcOg48+gmQ30LfF39EvedGCUw4QLzl7jVBZgWw+8C9Olg4Q+/rurGMsru1AWYtaI6+kHWy5YLXFUOPe9mnwZwZNftnDLAqYF4DzKurAj2wHWb9bHhf5bw32PbeUdByB7Q7YD3STawx1qXKvfByL3BZg/VwQT9xQM2UAUjf7V5wymqA8aWt2xFTJi+cq2L6lX8H7rew8Zu/qRTw0O/F1Cl1f55m6BMQpUH1uqefhgRQfe6PgGMGmO9AGDkMXf/+rYlvqTktYu+5UdItd7225rW0+U0F0u4DObOaRdsgu9Z1L3fyHYiAoc/TcrfHj2Droz8GCNExDGW5MOrn4Vv9nRl6vKCbFTCvqQq2XQMGtoPPRgWdeU2I0lD22lqopzDB/WbyIm4NsS4ZeiGKK3BZgyKVe89h135VsIh3NThlVUB8aYY4xNUslUhf0LggACSlKvaAardvulbdPyaOkoal0tVKSrClkuSYdo1TSvncGbou6M7obe3veaygK4be1HP+CmD1gXtzocqd7L4VMJbRM3Ruzbu6Vj57WF+QtLuxdRO8fh7uwJUdFf1Jhl4FuXNggZd+dViNKmKGMrI0lKFyj+spTJCrW+4FQy9QoEAbWA+r3LfvU4EpJw6owrJe2DkQMvTFP85QSnTGwgsa6TUhuYlL192P2muPwv+hP0Bp6mUAqQsxboM3L0KWhtTXu/brUA9HaSX8FoRZhZlR0EknfPkjt7a/54YNeCqNTdr9iqF7TTCrApT6VdtZCK1y71uBtTXF/lWme+eC3thyG4bQeZ2sGzDq59Ha8XYwJ/9n5bqgW5yrgq5b7kroySD6tsKsn4fTv1N1PMobwZzkHjpzYyuMTK0qomi5FyhQIA+SuErw6kWsRHDKamAp1q9QsashQ9++D/jAn0J+4Udx5t7fB3MbKE2+CFxxOzDzmnpAShRH0gdVNqiv4xdEg7uAhz7SYYYehbxg+83J9zzO0O0+kDMNyUwwwwS8FqqvfhXOwJVRy92ZweDzn0VjZG9X2t0BQ1+IKM4ZvBoEYPra92Lm6u9fkXY7hAfenAI2XA26dCb3boqh18AYA5lqhk5uPYqv7b8CRv0snP6dYF4DojwE1phMPEd8hVFys5ihFyhQYB4w3psMfT1Dx6cuGoyrMJXgA3vXXSAQWsN7UBn7RwheAg/iUoHkDD34HZaHotuCC6KpkwAw7wydzPYLOzJKkcrd6gNJAWHaMM48DXb866hKgSrjqG+9E+z8twDfwdAzn+raDJsFK3E6gKYTuDMDAKhfee/KFHMAvHFBCdgqG8AnXsm9H3Nm4GuVO+yIoVNgvTu4HXzmNDCiW+6VjWDjLySeg7wGWGAExE3Vsue9UdDX5Qy9cIorcNmjlxn6egVjS2u5E4cIWu6A2gn3msq8xWsqlkoUZpgjZSwDAKy6of159e83b4YetNwzLUVNzdB9FzBLkMyE5CWYr39DOZdBKtvZ1hRo7J/V83Rxhk1+C4JbILM0b0FnuqCT0+UI1xiM+nn4lc1gpf6OegHmzioRIRHIrIJc3XK3VdodG9wBY04xfPKaQHljaAELQAlChau8+4GEyr0XsC4LeiGKK/BGQOWlh9bXWlivQzP0JancjRhDZ0yLwbSynJdUQQ4ZeqwAGzaEWQW3yu3Pq+/faW1NgsKEtgR0QQ9DQYwSpFGCv+MuNfMHAcTh1raBtHCxmzPsaIY+P0MPC3rKE30pyFt/K505qJjz3NmOO/fMmVEjCiJlievVQW49tN4l6aFy6gDsc88o9X55MCGKI78JaZTUxgOgGLrXBApRXIECBTIxdhDwGqge+UPg2J+rmet6nFn3GtgSVe5xUZyGNMtKhOY1o2KvCzQZyZZ7aPuahmbg0syIToVi5oJbmYYlZJRATTVDh6GyvYVRgty2F/T2X4Dz7F+huekm+JVh0I63QvRtw+wV78Dsru60vcl3IOx+VdDnEcWF3vLLLOj2+BGMPvYgyPcSowN7/Ag2HPl9QHrAgf8M9O/KP4szA2EpLwCyqmDuHEi4Skw4dhD45/8Plu9g9PH/XVn46l318PFeI9mt4VZkLNMDBX1dMvQCBS5rnDgAgNRqk+/orwssG7TEPXSmWu6JxxllMNHSrWfdcg8c/mLtV+J2FMyShm6l5xV0GKV8sVVMFKeCYUrRnH/nnRClAfilochtsLoJs1e+q2sz7GhtbX5RXMDQ06lli0X57GGlG0iNDspnD6vMegAQHljzYuezhH76FRjNi5BGBdww9Eqi2vcn31XdHKua2EMnHZ0adWtUwh56JEipKOgFCvQa9J6xJK5Y33ra9e5lLNUpLt1yBwCzpExJvIZqwcZb7vGZt2HBzyvoOtxD6vltG7il9pwzCkUwuyZfpXxJoxR1EarD4M3JULhGRIBVA+9Cyzt8fe0UF4jzOiFsuS9zF74xslfv/VNidKBuJzWe4GbH3zFzZkL7XVhVZfoTFOhgJRGA5AaEUQV0JyZ8fJCFHuopghl6bzS7i4JeoECvYfs+0IcfBt39iaLd3k2wpavcRbrlbsRa7nHPdUDNtAMYNoQ1kN1yB9S83cqITtWPzY3QNUoqWCQIBTFL0WpddTN446Jm0VpYadVAbr4l6mKhfOJtwFzYDF0SX3bLvTW8B87AVXA2XJ9Q6reG96C56RbMXfX9wAf+FKyDcx1zZiDjBb15MfLS374P+PAjkNzChb3/DsIeyGToIsXQe0nl3huXFQUKFEhive569zKILanlLolnMPSKKqh+C8IYTqjc46p0ql+AMXca/PRTwJV3Zjw3Q+XEY8DI1vbft1GKGHYaRkntTwehIPGWe3kI5M4qM5ngLF12iyPfURcjC9hDZ84M/PLwslvuAEDCg1cdaRsdkPQwd+MDqF359kwTHXv8CMpnD4O3JsHK2rXPrIA3JuD274wu1rbvgxzYGeoSSJvPhD+LG+vIQOklyJvqmT30gqEXKFDgDQFasiiOJ+emgArn8BqKvQXrhWHLXf9/7CDwwpdgTxwD/7P3tG8sjB0EtaZRPfZ54I/f3f59bnUs6NydjRi8VrkzxtR6XmkIxtzZsHtAdq2rbnFhbOwCWu7cmYVX3dyWWrYU8NZU5oycNy+CapvV70IKwI9Yuj1+BFu/9m8x9MynwJwZmJdOqG9YVZ20Vk2+x30jMKdPqgukoOWuM9+zZuiFKG6ZKPbQCxQosFhI4sBSPnSJQxqV5G1mGSwIREkV9JChnzigdtUhs8WNJw4A1EH8OPUaWGtasfs0DBvMnY2YoRFruQOQ1U2qoMcYencLuqPY/0LW1twZtSO+3A6BFGDONIxGqqBLqUYMtWE1SzeriYCW6muPK7c+CACAde4Z9Q3t9tbmA9A3AmNmTL2fhqXGNNp3n7xmypPAUgy+2ENfOoo99AIFCiwajKtZ7hJU7mFcZgCzAvKbKqLU0N/T+9/h3viu/Wqenhdks2s/iNuqa5D+/thB4P9v796D47rqA45/f3fvvrS7kmxJthU/ExIDIXES4rihxSRTKCTQkLSBDGmHphPeA0ygtAMUWuhApzxKWzoppSnOEELDM5mSNECgoYAhiWU7TmLn5UdiW7ZlR37oYVla7d49/eOcfUm7llaWtdLq95nRaH3v3XvvHp3kt+fcc37nF58nNNxL7Ps3jW+9+zG8zJCdWgV2HfT8aHuARAf+qZcKvQfTvUCLBGkbzCc1KO4kucRiJDizLndvdNCmtx05Xmgxg5sOJxCK55+NJwkFxc/qZYbtQDf379wK9+gj4tK3+uUBXZqX2hZ6vsfDjxd6F7yxLfRQxD5D1y53pZSaOTLVQXGZYWIHHykLqhJusqtuZUeKwf7IMyAefr4FmM/bXm1w4+n2l0yhIr9kaik/ioyeLHT1yugQ0ePP4R10WeASHYgJiuljo6mKy4rWuk55/nhvpM9+WZjE4ize6CBBYnF5xrUp3IOX7iNoWmSTuJQM8AuNHCOILSwMPDQl679He5+kqftXDL7sekDINi3BLLvCvtENRsyNSewjzZ2EB/cXxk2YcKxkBbbyQXGi66ErpVQdiG2h16S7C+/4LhLHdsH+XxQDbyTuAvqwDWzdXXDfu8EEpO77U0g9UBzYeLrBjdX2r1oPoSgmGK08dTEcx8sMEYSThHoeR178JTGTg29dD7fcb58nQ/H5fiQxLoOaTdTyPiTITCrHe+nxYPAH9kLCLp+aH3RWafEXb3QQkksqDoqr5R5C6X6CaAsi4KdPkInY6X6hkeMEsbbiTIJIAi9zktTOe2nf9A/2b7LvIXJxu+ab3/M4pK4qdrmPmcEgzecgmSFyIbc9HCf20hOEB7uJHt2BNzpovzitvLIkl/vseIauAV0pNT949hl6Tf/j3bsRDOXPwZevsy309LDteo402e2BXSfd5FvUZzJLwbXepdoytX7UtnxjC/APPFrM3+7uUZKLAYrP96PJcV3uNlFLupCQJX54y2kDeunxBogcew5a1uEPHT5tUPZGB8mlOitOWysmizET3oOX7icXbcH4YUIjx8mkVgAQGj5OLr6wJKCniPbuYMHWfykknDHZNF42jYfB//5NcMsDsOwKO6c9PGZxnFRnoexEBGOg4zd/Y7Py5Tvu777BfrkLRWw+f5kdAV273JVS84N4tY9yr5bkJ9KE5+ah48eLSUmmMxnQ8nWw/mOVvxj4MbvSmhcmt/x3kTH3KMkOoGSltkhqXAs9n5hlsjnehzsudcdbo51r7Xrvp464QF9h8RdjbOrX5s6KiWWKSWGY8B5C6T5y0VabOKdkYJxtoZcE9FiKaO8TbiCcu998FzkUH2GIQDhObuyAx9QSgMIgQ8ll7I/75DaTnPvi5EfwgpFZsziLttCVUvPDVOahuyQ/jGkpS7gJCQ7bhTvC8Ylb1NMtnzbWC9tnwmOvPdznjittoZc/Q093XIIRn1MrX0//K2+eMC2sYDChCEF0AV72FNnOtTC8GxNptmVrcuOCsmRPYUIRvHhrxS73dPsagkgLXmaQl37v7057D4Uu90iI0Eh5QM/GFtLkArpEUvhH9wIeBuw8/dd8CDb9x7hHGCacwETGT1sDCvP6c4l2ZLCn8EXGiFcc5Ni9yW7UZ+hKKTWDPH9qg+IqPecON7nUr2nEjZae0WRA+YVd8iPqx1470Q4Ul2Alkhy/ClkwimeypDvWTCrHe7znMQYvuJHU7v8GDF4kBpkoJhwniLeDMRy5+svju9sjKTsPvkJAD/e/iPGjpBdfikzwt/HSfQTRVrxkHG/wWGF7aPgYmeYVxW7zWIro0R30verPaVm0DDnvdbZsXvGW8V+4wnFMeEwLPRQm19ReTCaUWIzwFAOr30Zq9WuR4ePFcxyyAyA1U5xSSs0kb4q53CsJx920tZFiQJ9J+YBeLfGMGxTX9Mw94F8PifbCPPT8ALb0gtUAeCMnCm/L7wuirYTSfYVBbtHeJ0nueYCBi9+FSXQQ6t/vRvcnKPcAABF6SURBVLlH8TJDhEZOYDyfdPuastvwRu36416kCbJpyAXghQrXCR9/nlxsIX7zIqLHd5JtWlR1cF0o3Ud6wWok2Uqod2vxHP0vMrr4suLI87TNHR8svxLvyncUT1DhC5dBiB96BLrL95loM7Ejj7uVD0cIwgmCi96OrLmmvJzdtEHtcldKqZkkU5yHXkk47lro7hn6TMu3vKt19Z7YC0DTlq/Btg1w0114mSGbNe2hd0MuV2jdh1xAL444z6dyFVpDEY5d8Ve0bf4yEqRZuOWfCTovxfR32xzyfoxw3x6yiSV42VOEhnvt1DLHGx0kF07ihfzCl6DIsd1uGdTRwnXo2008tZLmZ+5GglFaQ5Hxg+vS/ZjYAiTZQaT/BTofeg+SCwDDyKrX24O6u2D79wFD2//eBkvPq95r0t2F17+fRP9+2Fcyg6G7C69vL00nXoRv/hYvlwWTo/X+W2DBA+Xnywfy0OwI6HNyUJxmilNK1WrK89ArCcfdOt+CF45OePi0K3mGXjGgd2/C4CHGZaE79AQyeop4zxY3v90OYAMIpW1AL444twSD5LI201p+ey6DF47aJDZuhTkvPUCmeSVB63lEBvaX3UYoM0gu2ozneZiwXVvcXicz5joB4YF9bnCdGT+4DvsM3cQXQKKDcP8+N1AtBxjCgwfsQXs3IiZXff5+qcIyxWMy+bnfdnvGZfurcj6XHdDI7Ggbz8mArpnilFI1k2kO6Ol+jB+tvDTq2eaF7IC4agF91XqbgjY/8v28q8EEpBe8zI389jAuc16+y92OOA8VB39hn9EPrXyDy4KHnXfddj6F+dyupyDTvBJpP5/wwL6y24gcfZrQ0BF7rBt3UFwG1RG39KzJlV03iLbSun0DqZ330rp9A6GhHqRpIZw8jD/cWziHACZ1TuFz47LvVczOd7oyyh9blsEvfPpsf6HZ1UKfHV8rlFLqbPNCU1ptraJwk51GFYrVbzCUHy2mfh0rn4WuZBCYiSTALac6dN61jDavIvnij/FdQE93XMLQiquRbJqmi67F/PwzHH797YwsWUvk+PNE+nYTXvtO/J/9NRKkSd73J3DDvwMw2rySVCqKf2hX4RaivU+yYPsGMAHccyO5xCIkO0y64xJOdf4OJhwnefFbYfgYxNuQBz9aeO/A+dfTtvlL5d3yGJuxb+u/uVSugkgIYwJSW74Kr3pDxc9dVbVjx26H6ufLt9A1oCul1Ayayjz0asJxvJETBNHWugV048dOn3J07CCwSJJI/x4AhhdfDgiZ1ArivdsKh0iQYWj1DSRe826Cp+616WOdoVVvpG2krzyBTo9N15prPRdvQYLIcw8Xjo8ffKSY2CUYRXKZwkh7LxhhYM2tJNe+3R688SvY7m/bQo8de6bQLW9b4QYDRA8+Wrg++a71/L3kk/nUMtug2rFjt1c7X36FPS8yueudZXOyy10ppWo2eJjo0e3jFzqZinCTWxylTl3uYFPD1jD/2USSRPpsQA+l+/EyJ8kmz7EJX3J2uVF/6DC55mUASMfLaX3qDqK9T+IPHSZInoOcaxPoFLqgm+z0ON+MQtsFRI7vpP2xz9P22N8T7+kCpDBv2yQ6Couc+EOHoXV58eZKFrJBPEYXvnxc9z9AbvGakuuHy+9lOpL51Co/yl1b6EopNUO6u5Cnvkcsly2m7TyTOeNuQZbSJUtnnB+1z3gne/1IknDfHjuXe+QExo+Ti6Qw0VabtCXejj/Ug7SusCO9n76XWJCm82fvs/PMW5aVd0fH2+CnH8cAC3/xMfD/ntCpw6R23lt+XQnBNV+A537svjwE+Kd68VqXFY8pOa859BSZphWcOuc1GM8nsWINPHI7mIDYk9+Ea75ou+kn6g6fCYVn6LOjha4BXSnV+PZuLOQ7NyU52acsnF96s34B3fi1tdCJJIkc3Uq6Yw2h0X5yJks2sQTT1GbHA/hxJBjFTy2CZ39SGAVPLkPoVG+xRZ3vjt74lfLu9+cfpDBqHAoD1jDGBuBIAskOExo+ShBtIRxLlt+fO688cjv+/u14mZMMXP5hkqN7i585yNhzrf9Y+fvqpdDlPjtCqXa5K6Ua36r109s961roJhSrX5f7RM/Qx3LpXzPtFxJK97mkL83Q1EZo5AT+0GGyiSWEI5FibnoodIOHk+3l5xtbpq+83naDOwLFEeyr1iORJrzMMP5QD9lEJ75fOQhK6wrCQ0eIDOyFtvOn/283nXSUu1JKzbBaRj9PRj5TWz273EOnGeVeSdS2iINFFxM9vNUu5hJNQaLd5kYP0gSJJTbQuvIyP/44w16S8NBB/PCYa1Uq08UXwpP3AAJLLil2jS9fB9t/iGTzAX1J1YBOyzIiJ3Yi2TR+61Job5/ev910yrfQtctdKaVm0HTmWhexz6DrOW0tHK+phS7RlE1RuugVtovdi5CL5AP6CWR0kGyyk6hfzA8vV9xK7KefIt1xceUAXGk0eJUylkgSOXkKfyhDNtlJrFpAb12Bf/Ig6YWvJBKNTnjeutKArpRSc58Jx23GtHoOiqshh7hEU2QTSwilFuOl+/D8OMSakeQivBPH8HIBmcQSEiWBVpatJTTaTzaxpHoAnqxIAi9zDMkcJdNybnG507Ga2jB+jEzzCsJjewVmm1k2KE6foSul1FT4MYxfx2foo6eIHdk6+Wl4I/1gcoQH9iLpQbz0ABJvxRs9SfzQo8R6uoic2IV3sCTlavtqcqE4/uABm+3tDMjQUWJHthI7so3osWeQA5urHCjk4va5fvjItsrHzBbuC5XMkmfoGtCVUmoKjB+v37S17i68/b+lqftXcNdbJw7q3V3Itm/jnzxI7Ac3Y/wY/tAR/P790HUH0aM7iB3bQWLfw+XnO7gVyaWJ92zCu/uGqc/h7+6Czf9J9Oh2Iv27Sb7wYPX77u7CO9lD7PBmQnf/0fTkDThbZlmXuwZ0pZSainp2ue/diE1+OmZhkdMdX7poSSiMmCzR489ALihbKKX6QiWTuM5krj/R+abrmjNhliWWmTUBXUTOE5ENIvLDet+LUkpNKBzH+PH6BPSyBUQmMZVrzNQvk1hMzosQrHDb8cZNM5vSdSa6frXrnMlnqyfXMpdZ0kIXY8zER0315CJ3An8IvGSMuahk+zXAV4EQ8A1jzBdK9v3QGPO2yZx/7dq1ZsuWLRMfqJRS0yz4+lWM+C0k3vTp+ozA7u6qbSpXyfHBL7+IObiNoQ9so2Xg+WLmt9JpZlO9zkTXr3adM/ls9RJk4XNtDK39IIlLbpiRexWRrcaYtRX3neWA/jrgJPCtfEAXkRCwE/gD4ACwGbjZGPOM268BXSk1u3V3Ye58k10r24+deSrZGRbc+16CfY+Rfs9vSaVS9b6duWv/JsydbwTxbK/CDNSD0wX0s9rlboz5NXB8zOZ1wG5jzAvGmFHgu8D1kz2niLxXRLaIyJbe3t5pvFullJqkvRttMJ8Lz3krkEQbuXCyfiP0G8W+3wAgJjcr6kE9/ppLge6Sfx8AlopIm4h8HbhMRD5Z7c3GmDuMMWuNMWs7OjrO9r0qpdR4q9bbaWtz4TlvBZIZxhvtP+OpaPPeqvXgx2dNPahHYplKI0iMMeYY8P6ZvhmllKrZ8nXIbE1HOhE3hS2cy8B33wa3PDC37n82mWX1oB4B/QBQshAuy4BDtZxARK4Drjv//POn876UUmryZms60ons3QgmKK6SdqYrz813s6ge1KPLfTNwgYicKyIR4B3A/bWcwBjzgDHmvS0tLWflBpVSqmGtWg9uWtisW71MnZGz2kIXke8AVwPtInIA+IwxZoOIfAh4CDtt7U5jzNNn8z6UUko5073ynJo1zuq0tbOlpMv9Pbt27ar37SillFIzom7T1s4W7XJXSimlys3JgK6UUkqpcnMyoIvIdSJyR39/f71vRSmllJoV5mRA1y53pZRSqtycDOhKKaWUKqcBXSmllGoAczKg6zN0pZRSqtycDOj6DF0ppZQqNycDulJKKaXKaUBXSimlGoAGdKWUUqoB1GP51DOWz+UODIjImSRzbweOTs9dzQtaXrXR8qqdlllttLxq0wjltbLajjm5OMt0EZEt1ZLcq/G0vGqj5VU7LbPaaHnVptHLS7vclVJKqQagAV0ppZRqAPM9oN9R7xuYY7S8aqPlVTsts9poedWmoctrXj9DV0oppRrFfG+hK6WUUg2hoQK6iNwpIi+JyI6Sbd8TkSfcz14RecJtXyUiwyX7vl7ynstFZLuI7BaRfxURqcfnOduqlNelIvKYK5MtIrKuZN8nXZk8LyJvKtk+L8oLaiszrWNVy+sSEXnUff4HRKS5ZN+8rmO1lJfWLxCR5SLyfyLyrIg8LSK3ue0LReTnIrLL/V5Q8p7GrWPGmIb5AV4HvBrYUWX/V4C/da9Xnea4LuA1gAA/Aa6t92ebqfICfpb/vMCbgV+61xcCTwJR4FxgDxCaT+U1hTLTOla5vDYDV7nXtwKf0zo2pfLS+gWdwKvd6xSw09WjLwGfcNs/AXxxPtSxhmqhG2N+DRyvtM9927oJ+M7pziEinUCzMeZRY//K3wJumO57nQ2qlJcB8i2mFuCQe3098F1jTNoY8yKwG1g3n8oLai6ziuZTmVUpr5cDv3avfw7c6F7P+zpWY3lVNM/Kq8cY87h7PQg8CyzF1qW73GF3Ufz8DV3HGiqgT2A9cMQYU5pZ7lwR2SYivxKR9W7bUuBAyTEH3Lb54iPAl0WkG/hH4JNu+1Kgu+S4fLnM9/KC6mUGWscq2QG81b1+O7DcvdY6Vlm18gKtXwUisgq4DNgELDbG9IAN+sAid1hD17H5FNBvprx13gOsMMZcBvwFcI97NlXpucl8mgrwAeCjxpjlwEeBDW57tXKZ7+UF1ctM61hltwIfFJGt2G7SUbdd61hl1cpL65cjIkngXuAjxpiB0x1aYVvD1LE5mcu9ViLiA38MXJ7fZoxJA2n3equI7AFWY7+ZLSt5+zIm6EJtMLcAt7nXPwC+4V4foLxlkC+X+V5eUKXMtI5VZox5DngjgIisBt7idmkdq6BaeWn9skQkjA3m/2WMuc9tPiIincaYHted/pLb3tB1bL600N8APGeMKXSpiEiHiITc6/OAC4AXXPfMoIhc6Z67/xnwo3rcdJ0cAq5yr38fyD+iuB94h4hEReRcbHl1aXkBVcpM61hlIrLI/faATwP50dlaxyqoVl5avwpjozYAzxpj/qlk1/3YL9q43z8q2d64dazeo/Km8wfbpd4DZLDfuN7ltn8TeP+YY28EnsaOeHwcuK5k31rsc6s9wO24BDyN9lOpvIDXAltduWwCLi85/lOuTJ6nZATofCmvWstM61jV8roNOxp5J/CF0s8+3+tYLeWl9cvg/tszwFPAE+7nzUAb8DD2y/XDwML5UMc0U5xSSinVAOZLl7tSSinV0DSgK6WUUg1AA7pSSinVADSgK6WUUg1AA7pSSinVADSgK6UKxPqNiFxbsu0mEflpPe9LKTUxnbamlCojIhdhM95dBoSwc3uvMcbsmcK5QsaYYJpvUSlVgQZ0pdQ4IvIlYAhIuN8rgYux6aI/a4z5kVsM4253DMCHjDGPiMjVwGewCVIuNcZcOLN3r9T8pAFdKTWOiCSw2cdGgf8BnjbGfFtEWrHrRl+GzdCVM8aMiMgFwHeMMWtdQH8QuMjYJSqVUjNgXizOopSqjTFmSES+B5wEbgKuE5G/dLtjwApsDvvbReRSIMAuDJLXpcFcqZmlAV0pVU3O/QhwozHm+dKdIvJZ4AhwCXaA7UjJ7qEZukellKOj3JVSE3kI+LBbhQoRucxtbwF6jDE54J3YAXRKqTrRgK6UmsjngDDwlIjscP8G+Bpwi4g8hu1u11a5UnWkg+KUUkqpBqAtdKWUUqoBaEBXSimlGoAGdKWUUqoBaEBXSimlGoAGdKWUUqoBaEBXSimlGoAGdKWUUqoBaEBXSimlGsD/A8MdVeCCDuqbAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(8,6))\n", "\n", "ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label=\"Max\")\n", "ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label=\"Min\")\n", "ax.set_xlabel(\"Year\")\n", "ax.set_ylabel(\"Square Footage\")\n", "ax.set_yscale(\"log\")\n", "\n", "ax.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"#dddddd\")\n", "\n", "ax.legend()\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So with this fill in we can see something interesting - as the years progress we are getting a greater diversity of buildings sq footage - the bigger things are getting bigger & smaller things getting smaller, though, this difference seems to peak around 1975 (not sure why).\n", "\n", "We can also see that it seems like more square footage started being built in ~1850 - this makes sense since UIUC was founded in 1868. \n", "\n", "There were also large expansions around the early 1900's Willard airport was completed in 1954 after a period of large expansion after WWII." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting Style\n", "\n", "Now, lets play with something called the \"style\" of the plot. If you've used R, you might have used the \"ggplot\" package, we can make plots in this style with Python too:" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "image/png": 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wQa/HdVGxGOLf6sErYvgSJBIQiyMWOSy/0nUL5oIx7gbDVYzo7YO9tyPPnyH28+9ctV9klxXPq0iglgoQi6GSKUS1B+q6C6rYvpztdGp8BAo57PMn4exx5HNP6ar/wwd0lTtoA//nf4TatKUSzQHwFaq1A5HL1vanD19CBrlvOXRRr933EIDy6tevcqHnnqhMcpsO14WWdv1320GMDgbPJpjEd/Y4AGJoAOJJHcJfBM+9WpRHffn/r+vtX20Y424wXOWItk5Uubwqv8AuN0r6CN+rVGMXCpBMw9SCOrccGef5eH1i1x4kwDza1WZlfBRrZBCkREAl/bKll9BcC9AiN4cPRJr5Sgjdura2B/vkEfxCHrulVb82PIi8dgeqpRV1/gyquweGBnSUw7br1z98CefFZ7URnovnHubcHUcb+kBjXtgOrO1BCYE1NADJpG6rm+fGqsag//kf6Z5+YTXs7V9tGONuMFztKBmNzjRMwdXFXMoLjEcxD8kUKp7AqjJSKgjLz7tA8bodCMB79Z3Ef/TexTUm4yO4O/cQ+9cnUH5V+iWZhtZ2XewmJcKJ6eNKoQB/9004m7fB+Chq8CJyYhwC487wJWRnF7KlHeviWfzNvRRf9wZSX/48/j3340yRqeXSBWKDFwGBPD9N0V1IEH4HHZZX6QziTT+H+uaXUQ/8DtaZE8j2NYihAVTHGv3eeYTly/0HIvU9bdBDDXtt2FesbsEcWfUFdaYVzmBYINKHUvHKH7wxn4K1wKhH7Vj5HCqZQsWTUXhZKaWNi+vOv0Ax0Ej39+xdsGGvvk/luqhiEW/njRTv+ffItT2VDcf4MLLnGvI/886aEbbqxEsoy0KuvwaRaUGmMqiWNlR2DEAXzA2ch+w4qqUVLp5FZVrwt2xHbr5Oh9+r1iH3PaENpVKgJNa50zOvv1w7FQ7Pg84u/Uy37dKe/ZpurMlxVCIJTmxefe7uCz/QHnqwLghaHp0YOA7+5m2rNiQPV4DnblrhDIYFIiViNmGRVY4uWHswKFhrIo8aGo3QMywWUMkUxOOIscBz9zzdLua5gVqdpYvPmvH6wsjJbPnoWagU5nkoJ4Z463u1d25Z+Nf26ur3MOw+NoJq68DbfZOOOmzZri9y4iX863YhJkZ1dXsqjcy0oibG9Ibhv38Y5bmk/+z/w+vdjTU2ggwMumxtRwTvk5/5IHg+BANPlLBAgOzsnvkmvMpUOOU44LtQLCB8H98tY5XLyDVrsY8fRiXCnHvzYfnYDTcH6xIIJ4byffztu4nd97OoTz+oe/hXqWGHK8C4GwyrkUPP9XPw2EVu7O1h98uX+QtESkTguc9l4MZqJNIkh+byqKHRCM8t5FAJHZaPcsfhe9yyNpzbdiGFIPZTvzztZ9Tl5cPRpcX5GXd1rJ/cd46jzpysKczjxR/otj3QRYDh5wCMDiPbOiEW10YyOw5da1EnjuDdfjfOC89COoNctwmrpVV76oMXwHOjwrkoehF6660diIlRrWcfbowkkExTuuONWBfP6s3GDM+E8TGUPcVzj+a2l7SCXYfeIKh4Qnvuntv0v9/Y9t36MV1/M7F7fxI+8yHk+k2I9RtQgDUxtqr/TxjjbjAsMYee6+cjz7t41lqc58t8lP7lNfBSXvFhed3yZ+nccjMedWAoRSCBqgp5SKVrwvJR6D40Zo6Dv24j8RkM+9S8fMRsxWbTXe/TDzLpS+0lCxFFDlizFhX0tmvjXqgYrPERVNsa/Vp7J3J4EHn+FGpsGD+RIjYximrrQKXSqJY2yE4gbrxZ6+grBY6D3HgtnDisVeLQnrt9+hgEqnVKWFr/vWstpTt/nMQ/faOmVmHqPeBLQGEND0BvX2WeexDZkMWiNu6ZNr0hSSS1lz+PnLsKhHn8TVuJr9uoUweTWT3kJpFCZI1xNxgMTXDw2EXK1noQAk/on5fbuIsr3bj39sENtyAvnCH21vfOPdzaKCyfSEI8gQiNVDn07oNxpqXijOF1nZevau06fACxVYfExWzqbdNdL4wsKCCVQaYyxN72XuQzT8LEGPapo/hrNyAK+ej3rMZGkNdsA0C2d6IO/RD1j38Fnkf66/8TLKE3B6kMKtOKNTmhIxOt7bg37qV8061YI5f0+ZHnrsPyYc7cv/VHcdb2IM+c0K/HE5CbrL+HF5+rUaKzAhnbaJ57YNxVKTDuTgzZ0h7J6uI29txn6lyQ2XH9zPOTEBh6MTmu+/Y3XIM4cwLp+03PUV8prM5VGwyrmBt7e7BQCCVxlM+NvT3LuyAldc51qsznFYZIpbXyWZBznhONwvLJdBSWV0ppw2JZlY1AqYiYwbiLXXvAsnQbWqRXXxV2bpadNwJE10PqPLdSCh7/O6zTx8h84ZPYA+egXET5QVX42IgOywOqrRPr5Eu6fgD0sBzPR40MoVJpZEsbYnIc9a//jHLLlF/2Kvwt2xGT2lCLoYsAyLYOnXO/eA4Af9suRDIZpQaIxaGRVKylJXFVYJz9rTv08WBwTDiBj3JJb6ZicVQshn3+NNbAOYRXPyc+jAaob/wv5Gc+VFdIKScDg56f1N56MoWYzKImJ5Dta1DxRLQBmI2VOJ/BGHeDYYnZ/fI+ri8PcHPpPB99WXxF5NyB2ad1rXKU5yImxpBhD/NcCMPyXqXPXSWSqHii4mW7ZUhlEIH3SLlYqzs/BdHbB7fchupcGxX2qWLtpLlmEGv15lCu3YD4jY+gyiWs8RFU//MgfW2sPQ/n5EsQTyALOX3i2LDWyAdtzJJpEFZQMe4gW9pg8AIylUHkJ7EOv4D64u9DPkfmf3yK2FPfJvmPf4kCMv/zc9injuqce3YcBs4h2zoRYyO6la41yPvHEohyg+K3M8eR6Qz+jhuhtR0/LO5zHJ0SiTz3EsotIcaGsQfOYR87RPorDzWsVahENFTDzgWVnUDZtg7F5yeR6zYichOoiXEtp9vajhwdnvX5h0WM6pHGm4jlwhh3g2EZSOJzfRvLb9ghMu4yn5/ljcvDonlFrovIT1bU5uZ0TlgsFxr3HCqV1rKnkede1r3YYS98qTRrmkOkUijbrkQRigUttTqfavmzJ3VBm6Nz7HR0gbDwr7kOEJGx9rb1oZJpZC6np71NjCMDJbjQyNPWgfvae8i97X2orrW6C2DwIslHv4GVHUUpGW0WYgf2g1+1eTjer8ev5idRF87gb98NY8Na274tKKKL13vu8tAPUT/8Pt71tyC71wEqErFRtq0r7sPnUi7q3+PQRVAqijIIt95zbxghqf7c7Diqaz0in9WGft1GrcSXHUNlWnS9wdjIrI8/UhdUjTcRy4Ux7gbDMuAqgWRl5LhV6LkXV55xD/XP1SNfXrhX5LkIpfDHRps6B9DtWIAaGsA+8gLWwAVElXEnlYnyvqpUrJWmbUSxgDU5XokiFPI6dD2fgrpzJ/H7bsIaG9Zh9PZOZMcaZDoDtk3prjeRe9v78Lds1218+UmYHIdUWm8IANW+BmvgHKqYp/DGt+ie9bZOlBA4505G0rIQhP8dB3fPXnBiusUt2Dxg26h0Bs6dwtt+PdbYCGp8JNpEqFi8xnNXx/pRv/87KM8l9oPvYV04g6qZChcLWuHywbhYnXOXm7bq0LywwLErinJViN4+6N2NamlDvOd363PukxPItT2I3KQOxbd1gBNHXbqASrcgW9tR4yOzbi7Frj064gENNxHLhSmoMxiWAVeJRt9Hy0No3Asr0LhX658vVAo0MCpqfATWb5jb57suyrJ1ZfuxfnjpIA7gHHwGLFHJuafSWJ6L9D0stxx1H0xXaa2KBUSxUJF0LQbGfZ6eu9fbh33gaeSF09ooxxKoIy+i2jsp/Zv7K5+bSiPzORgdQbV3RsdleyfW2RO61z3sS2/rgGQKr3c3CSemazIsi/Le1+G+4na9Aei5Bud4P962viiUrto6tNre+muIP/lP4PvIoP1NxRM1Pena69Xev5I+1vClYCpcRX5WeDosr1rb9XCecgl5zVZyb3uf/uzrdpH5o/+m1+dMMWnS14p71+2s/x1kx7W07pEXtUpfKoNsacO6eBa54wastg6sk0eQX/sTXX8wjeKg6O2DtT1IAbH/+MCK6Y1f9cZ9//79PPPMM7z97W9f7qUYDHPGxUIqf/Y3LgWBOtdKlKBdVM11z0WmW5BzCLVGuGVIpRDBMJQwFKx8H3ylQ7FuSRtT20EFleCiVJi5+yCIksixES3pWizofHWT0RN1rB/14nOoTdchO7sRxw+j2jqQiRTO4QPIdbWbGJVM6dTC+dNQLusq+i3bke2dCKXwNm6pvNn3CALfFUNaZcQB/C3ba34GdCW7E8fKjiHGRlDSr4T9Y/Eo4iGE0C2KtqWfp+3oDZiSlQI729bCQ8WCrgEICuqkE8PftLUqNx/TuvbJZO0Dyo5XUjFT5tjLyQndL++7qLFh1LZ1WnHv/GlUpg3Z2oHz/FOVlMxMm8v8pA7rrxDDDldAWH7v3r3GsBtWHdq4r4ywPFLqau8VaNy5dhsC8F9x+8KlQN0yqrMbJsbmfo7n6kKzQH0OUclhIwSyXEaFnmYspmebx+KztxYWCygnpqMIAIWCrjQPQ/1zIOqXHx8l+ciXdIveiSOo9k5UxxqsY4eQazfWnpNMI04fRz3yJcTgBV1Ff+ooJNMo24GJUexTR7FPHSX+1LcRhRyZL3wSgNKdP15nyKdinzqKfeYE1tgQ6S//IaKQ15GNZFp/frX4D4HXe+uP4u+4gdxbf1MrJcbiEEY87KAVrlTUvfblktYVCMP24X3FYlq2dioT4+DEGqZi5OQEMp1BpVth4HzU8ifcMirTgigVsM6cRMGMIXdVKsHkBKKQq515v8wV9KveczcYViNlYSNXiG1HSUimZqzwXjYCT9jfuQhztT1PV0Q3Y9xdV3u7nquL39o7Ke95Fe6evWS++N91h4EbtmbFYXJCK7CNDqH8BmHikFIR2bUONa6NjioVUGvWNpVzrx0Tq8PP1sA5ZFsH0vMQ5RL+2to2S5VMYVfl0FVQCBdew3nhWZzDByjfcns0RS58z2yGHdDXCqMbnq83HKl0xVjH4lHxW5iyEIkU/vU341+3S0cv/ErBowqr5T1X584Dzz2Up618cKxuTrxyyyi3jFy3QT/nKakYlZ1ApVu0Ib90AZlu0RsIgJEhEk/8HUJJLSecacH69Q82/jc4OqSlfvO56L7UsX7kJ94PiOYGCC0iq95zNxhWIx7WyjHuUqKSmflVal9u8oHgSZP1AA29JreM7OxqznN3y5BMVwbHSEX5R96gi9NiCVSomOY42sBkJwJhleC16SgWkN3rEYFxp5DXuuxNiAmJXXv0KFTQqngbr9VLbK3K3fu1qR+VTOm2tKqWN29bnzbKIhjuEt7r1GK5OeBt69MRjOA82dkV5dsBVDyujXP1PRZyqFRGr729E+VUGe7Qcy+XgrB8OdpM1dxXGJavJjsOrW3IlnbkeH0qRmYnUOkMKt2in3u6RX8GYJ8/XTUlDi3+M93mZmRQi94UclGBpHrxucpAmmWqoDeeu8GwDJQtm5VST6eNe2plhuXzlRz2XKnIu7q1Q2I8F9nZrfu954rnBuImE7oSvlxChkNNEol6zz2X1bPeE0lkIQ/tHY3XGBr3cKNRyKPaOivtdXNA9PYhfuZXkX/7FfI/+2t6vvn3vwPZCVLf+ioAiW/9Bd6mLRWvO5nWefT1G3G37qB8y+3Ra1HRnOPgvuJ23Ffc3jDPPhP+lu01+fnEP30Da3w0yu2rWBzh1t6jyueQyZT+e3snKp+rXNDWBXUqeKYU8qhyGTk1IhKLV5QCQ7Ljeppda3vDDZ3MjuuJd5lAXS/TovvbY3G8nTeS+M7fR89DJZLISxewN11bdx01OoRcvwn73Gmd23cc2LhZvyasZRsba4y7wbDEKN/HE87K8txT6QVPJLss5IIv+iY2Ho36jkVvH8p1kR1diOz43DXDg3yx8LyKQE08oV+LJ7Rymqs3EcRiWuksnoBEctrWQiV9cF3kmnU44WzzUkF77k0Yd9ACNqq7B3/Ldqxz+lr2Swf00BjQofaqkLpKprWwTC5L6d/cH7WoTTXK4fvnatSrCYvs7FNHcY4dAinJfOGTuh1v09b6CX818xYAACAASURBVG7BGF3QYjrW0EDlNdvWEYZEUhvwibHGOXcnhpqqfDcRGve2hqkYOTmBTGWQoS5+Mo0o5nXtAbVFhIl//lvU6ePQwLgzPIjs6MJKpbXqXTKFaG1HAf6dbyT+qh9ZlkI7E5Y3GJYat4RrOSuroG6FGncVhuWbqCIPw9WAFoYJvSZP90tbA+f1TPK54JZRqZTOA7suCKtybSmx9z2OGjivQ9FODJGb1MY/kZi+tbBYhEQikGqthOVVS5uOFPhNyACXSxCPY586Supbf4EC4j/4XmAU60PqKplCjI/oyEGmreZS/pbtcyqamyvV+fdQ5Abb1q1p1UJC+UAYCLQgTSGni/xCbCcaECNKBZ1qmGLcQ335alR2DNWiw/JMkZGNJtolUzrvnkxjnz2h8+zFfF0Rod+zGc6e1OdOTfmMDmmFv1QGOTmh3xMo28nb7lq2Cnpj3A2GpaZcDoz7Cpk2JX1IpVfmTPdcVnubcxiFGn7pAoj/8FYA/Le8VXvtwbz19Nf/VGuJf/Yjc6tidl1IpHQeOjCkEFSFXzyL/dS34alva+MRFNSF08qmjTYUC9qzb22PogiqWNCh6VhcV1/PEVXWbXjO8f6K0IyUlF/xOkpv+MlIvCZ6fzKFdf40dK2tFLldJrxtffV5eyH05ujvv1Z5/oVJVDKjK/Sf/g5ifLRSxQ+RcSeeQORz2rBPHRDjxOsjAtlxPT2utU1L4laTz0KmVbdYloooIYg982StXO/xqn8fjoP9w6eQ//K/tZhSldSsGhlCdqzR+ftAr57RoeAhLN+8BhOWNxiWGL9UQgprReXcZTKNNd6EcttSkZ9EdnbP6rlPzbOLf/cLAPgJHe7F83S7X1glPldBHM9FZdr0vPBSIQrJ13ilSmGNDgeeexZa2mY27qUCJFI6DD86jPy7r+qoghPTw0oKeWhrPPO8jmDD4W3rq8uZN/LAVSqDNT6Cv/Hlc7v+AmgU6rdPHQW3jPjHryEf+ybWe/+rzrmnUiR+0N+wQl85DioeeO65bF0xHQAxp964T4whW1qRod59NblJyLTqDcW/PgG+T3z//9ERD1/WRDzsU0dJ/PO39L+FL/+RLpILUj5y3xNw+hjiplt1UWA48S7UUvCXT8vCGHeDYYkpF7VntmJy7kpq7/jShWX5+EPP9XPw2EVu7O2p19rP51CdXTWV/I3GeE7Ns3NSe31iJPCg3LIudFK6RQrbnluRk1sOWuE8KJUgrkVSvG19JCwLJRXCEvg9m7AGLyKy48g13bXz3qcSjI21Roa0lvnffgWUwj59THv9zaRHyiVULD5tznwqUW57zdq5f8YCmCpyE3rDIqyH6H9e/27iyboNSpROCMPy8QTkcxX1umqcWAPjPo7ash3V0l5XZ6FeOgilYuCtBxsKKSm/6kdRnV01z7A6KqKU1NdQShfL7XscPJfkXz2Mt21XVACqAs+9qRTLImOMu8GwxLgl/SW0kjx3UmkIVNXmVGi2SBx6rp8PHfDwxTpiz5f5KP21Bj6nPXf75Eu60Oz44YaV8GLXHpSllc6E7aDWrtfnjw7qPz0X4klyv/gbpP/n5/Df/P/gzCEXqsI+d9/TRjcIy/tbtlN+5euwhwZw4knk+msQYyNapzwoqJtWNyAw7s6pI4A2dIrAiMQTzXUtlMsQS0Rrmi1fHhn3zu65f8Yi4m3rIyEEChC2A9f2Rn3w025QHCcqqBP5Sf3+KSincc5dhmH58RHk3/8VVt/L9Gt/8QWU59V5640iHtGmwy3rlMLLb4X930Xechv2/u/qN/k+oliotG6ODOlCwGX03E3O3XBVcui5fv7qr7/NoeeWXj3KDVp2VoznLgPPfRkK6g4eu4gnLJSw8ITNwWMXa15X+Uld4V7UG4/pJnCJ3j7ou0lPAXvgdxDta1CpdJXnrsPe/pbtyDVr527cPFcbayFQhVylUh6QG7eiunu05KkTAyeGyGchHubcp3meJW3cdQ46GDiC0FPb4onmRu+WS6hGnuw0hEpx1rmTtUVrS4S/Zbs23Dfdqjdm6zfooTtVr08t6lO2rZ9LXBv3OgEbQBQL2Af219ZRDA7gHHoO5/mndV79m3+u8+Tfe6IyzW6G+oTqNeXe9j5kdw/ej/00IpDSVX17wLErOgPrNuqaAICxYVRHV6VrYRkwnrvhquPQc/185HkXz1qL08hbvMxozz25sox7Kh0JqCyl535jbw/2AR8fiaN8buytVVTTnnuX9naVwtq1R3/Ze159//D4CEJK5LXb4Hg/cv01WKND2uP3KsNIVDKtw7tzwQ3armwHcpOoWJVxz7TovnYC+dNYXKcRgp5sa5rNkgoK6vwt2yndfR/xb/89dK/X+eV4ormuhSAsP1fsC2d0lOC5f8U5+My0Bu1yItdvQqzboAsdTx6JNhzT4sT0ZimW0FGOKZsZ+9RRnMPP69qRw89jvfe/6hcunSc2eIGY0D6sUFJv1sZH9SbQ92esT6jG37Idb9cehAAVpK/89jXE/sOvIv/mK+R/7tewTx/DHhtG+T4qO4HcvK3htLqlwnjuhquOg8cuUrYcpLAbeouXG7ekw4crKSyvkuloktlS0nfTLl49fJCdhYt89GXxBjl3HZYPB7GI3j5445v15LGqMZ7KdbU+eCyuW9BKRWTPJsTYcGXmetDCRkoPT5kTrqs3E6FufLxiSFWmTbe+ucGIUicWGJ94kHOfOSwPUL7tboTvVSa0xWfw+BtRLtVEE2YjFPAJlehqKsKXCNXSpmV6obYNbrr32w4kUtEmRk1pg3OOVwrxwmiOOnxAh/6V0gY2SAWgFBx8FvbsRW2/vqnNjVzbo+tSLl3AX7sBJrM6QrTxWr0xS2cQhRyMj0KmVW9CjOdeywsvvMBXv/pVrrnmGm6//XZuuOGG5V6S4QrihnVpOAWoabzFy0y5HBr3FdIKp0LPfZZJZvO9fKMCuOAYPdfQVpqkJZOsMezqWD+57xyHiTEtl6oUslTSI0C71kK6RWu9h1w4g+pap1vK8jkoFpFd63HyOWSpiD3Vc5+rnG0odWrH9GCQKkOqMi26epvWQKEuMDrxhA77Dg80vmaVcVfpFvz1ehNinzqKSiSam+nepOfubesjEYvXF60tISrTigjFewq52T13264U1EGtPC1hcaONkn4UzQmHyIRteO7OG4m98Kw+Qfo6ItR3U1NRC7+7h9gPn0KNDOLv2avbNJGoQARHpTK6JmB0CNWxRq/7amiF+/znP8+zzz5Le3s7n/nMZ6Ljzz33HF/84heRUnLXXXdx//33I4QgmUziui5dXV1LtUTDVUL3yBkQN7C1OMg7XrFuSUPyAGVX/4f3V1JYPpHQf4bymYtE1KLm6mEfYchUfvpBXWxk27i999cUIKhj/chPP8iklCgpEYMXUImUVnzLZHSI3astnpLP7ENalu5/LhZ0XrtjDaq9E39wQBv3wONTqXQlNzobnhvoxuuwPDXGvVVXu8eDca+hZxmLo6ScsVqeoEXPPnUUe+A8SJ/MFz6Ju/PG5gb4NGnc51pVfzmRVZ67yucaFsjVELQIhsWMU6vl/S3bKd92F/bpY8R/9u16AzkyBJlWSq97Q7SBifU/j/J1OodMS1RcOOd1d/dgnz4GbR06cpSfBOXXGHfyOeSh56FURFg24mpohbvjjju49957+cM//MPomJSShx9+mA996EN0dXXxgQ98gL1799LX18eDDz7I2NgYf/Znf8Zv/MZvLNUyDVc4SkpeevEYmWt3kcKn76Zds5+0yHiBcV8xnruUWnktlFNt8ktvJmonl1UN0Ag9Gs/HTaSwfVmZqHX4QI34h3P6mFYSC71t19N960GUQR3rh3/8GlYQfvWP9esUQzyhJUUf/Qbquh1ROFel0ohiY+NeF2VwXbBj2sDnJ2s991RGjzTNlLR3H14/kdQh4ZnC8oFB0P3yld5uK5dFNjMZrlxq3Pc9A3Opqr+cqJa2SKt/LmF5yiXsY4ewN2xGCdFwM+NvvBarkKvoFuSzqLZ2Snf+ePSewk/8DIlv/z3O298H//wt1NTZ77Otu70ThIXsWq9/97lJ8MoVbfp0Rsvc/u1XENLHFgI5cK6pz1hMliznfv3119PS0lJz7OjRo/T09LB+/Xocx+G2227j6aefxrL0slpaWnCntDcYDAviyIscadnEK9Y6DFrpaIrTUhJ67ivFcUdKXWCUSCHzzU1fmw2xa48evEGVFOyO6wF9/0pAuaUDqVQlJbB9d/Q6gNe7WxvMsM3IK9fkMtXhA5Wcq1JYJ4+gSkXE2Aj2hTPYT30H9bUvRuFulUwjGtynjhh8sEZ9TEccdD6dXLbWsAThYsZHKgV1UBlyMl0NQ7GACjz3qSpufneP7qdvtLZGs8HL5Zo6gNWAamnFmqNxt08dxT53ktjB/WT+x6fAjtVLz0L94KNcDlK19sa/bhckkrqQr5BHJprcxFoWsq1Db4ALee25ZycibXqVymBNjOr0AOh/i+dPN/cZi8iy5txHRkZqwu5dXV0cOXKEp556ih/+8Ifkcjnuvffeac9/7LHHeOyxxwD4+Mc/Tnf3/Hs3HcdZ0PlXG6v1eY1/5bscWbeXn9jezb4BD9uyl+Q+qp+XZTsIJZFKrIhneAmlW7ISSZLIxV1T92spvOvDTHz2v5D+4KdpvWkv7pEXGVnbg9faQex4Px42Mc+ns7OTWCyGb93AEOgCtfYOXayUTBH3Pbq7u5mMx5j0XDo6OkgkEpRf9VpGH/lf0WbAWr+R2MmXcIcGIq8Y34+q18P6gqn3mfvOcSZ9L2qzS589Tk5qHXNlOzjFQl0oV2VasIYGELF4FC4WiSTi4lmsoQHahi6Q2P2ymnPGlKQUGLSpYXL75BFi+cmatZX7DzAa9vbH4nT+zu8T79NdAiPKR8Sb80CXG5nRnntHRwdF5VMOjGMjIiVApVCepzdaDTx3lUhhFSu/0+JRwVhL7XVVMBimo6ODrFem2GSEyj51FGt0CEYGsS+cQW7ZTmxNF8WgNc4avIDwfb1pBS1t23PNsv0fX1bj3mhXK4Tg1ltv5dZbb531/Lvvvpu77747+nloaGjea+nu7l7Q+Vcbq/F5qWIB91//hWOvuYPeNQk6vDwnjxxnKaLj1c9rcjJHQnn4LOzf7GKhfE+HOxNJ8qMji74m1b4GlGKyu4fS0BDy+0/i7txDeetOLTGaHUf6PiP792HvuAF15iRq3QYYG8FvDXqKEylK42MMDQ0hx8fB8xgdHcVxHOjeAK0dlF/+aqxL55HpVqzJLF7fy3H2f1d7UpaNH/YnB61wU+9TXbMtapEStkP+mm3IUglp2+DEkNkJ/KnTyNKtwAC+bSPCsPzAOdKPfAk8l7H/8huVkbMB/sQ4XtV1qsPksYPPIE4cZvCp70bnyO9/t9Lb77mMff+7WN0b9Lm5HL69IuuipydQ/Bu+cB57ZAi/Y3q1vKmqdSRSyAaeO4HnPjg4iBACefF8RXo4QKUziHyO4eFhxMQ4sslNUaSuB3qy3+gQZSXxgs9xTh/T6RhAIfC71uO3r7ms/8c3btw47WvL2grX1dXF8PBw9PPw8DCdnZ3LuCLDlYx6dh+nd7yK9oRNZybJOpVn4OLw7CcuMq4nSSh/xeTcVRCWZyY99NmuMV3YGHR1Mrpd7dBz/XztxRH6MxuxhwdACDzLQQoLdfigfv/kBLK9E3/DZshldRV5ddg1KKircQ5KBYp33YfsWqd16EtF/Gt7Kb/m9dpwvuHfQfsavY5URldpT3EuRG8fvPoO3Tb1ro8EM+CDPvcw5z7Fa1Shd+hUPErn3KnKEJfqOoOQYqEmdx9inzpK/MlHsc4cr6QFCKfcBWIpU3v7q4bZrBqEQGVa8cfHama5NyKMbIQiMyqdaSg/qxKpSAsB0JoEU8P9sTj4vlaaK+Zn/NxG1KRQbFsfnJyI6ie8bX26a0JYEIsh125Y1la4ZTXuvb29XLhwgUuXLuF5Hvv27WPv3r1NXWP//v089NBDl2mFhisJte8J+re/im0dMRzHYa3jMzQ2ueTrcH1JgpVj3JESFYTl52Pc1bF+5Cf/c22uuhpf1zUcfv4wH3m+zJ+vfQ0fK+zgcGwtODFcy8EXFipsk8uOowD7zAmswYt6/Ga5pOU9ATwv0CYPNw1lreEdTGMTpaLOdyeS+BuvRXX3IDq7dVEclfBsI0SqBaEUXqZVG4pgvKhynKAVbopxTwd5XScWFey5vddrPXSoHTkbUpVzr6ZRvzYQ9fYjLNR/+u3aYTdNVsuvFFRLG2piFEYGcV78wYxqedWqdaq65bD6eslkbStnfrLyuwkRApVKI3OTesRuk5579UYj/7O/jvA8VHYCP/icuo1Ix5qrY3DM5z73OV588UWy2SzveMc7ePOb38zrX/96fuVXfoWPfexjSCm588472bx5c1PX3bt3b9MbAsPVhxq8iDp3iiN7N9DbEUcIwbqkYDi39AWbri9JWhIJS64I15CwoC6eaK4NKyAsaAMio1RjgALP/cXTw3jW5khqtr/g0Pu291E6ZCGHiqgN1+r3ZycQ5VJtFXkhhwwNcjAgRLllLf2anYjGd6pkSqvGlQqoWEKH4Iv5igdOkHMv5JFSYoceWEg5yMsPnIMNm7QynRA6/18qRjru0b1nWrVRFyLy3P3ePnJv/S0yf/TfkO/6SKRhH/X2Z8eiPvdqdAja0YI8lo1VtSkQnV2gpI5m1Kx3dRp32dIKR16Ac6eJnT9N7Nl9cxOUicfBaZBzT6YjiWJAFz+uWVf/vlQaOZlFFQrIxNzFf0KiFIpbDjQOqGnlq0mx/PCp6N/+crBkxv2BBx5oePyWW27hlltuWaplGK5S1PeewL/5NRzP+txxnf5Pva41wcGBpQ+blX1F3JYrynMPq+Xn47mLXXuiIqI6SViIvJfre1pwTvuULYGjfHZeswZ/y3W4Z0bwxy7oUacdnTA5jly/Cev8mSjX6q/bUPHcgw4aFU4BqwqNkkgiRgZRpSIqkUAlU/o816tthSvkp6lkL+pw7sD5yiQ5KqpoU8PpMtNSEccJK+YtC/+6nbq1cKPesKhj/chPfSB6FonHv0n51jtrjJn2/N5P8ht/htr9strBNsG9yomxmnGwapUad9XSprXgUQhFzYjXGfE97BP92FPb+ZyYjkCFv7N8DrkpU3e6Sqb1rHXH0Ru3+RKL69B8Ml03Wz7CXt4+91UvP2vC8obZUFKi9j1B9ubbuTjp0dutQ6Lr1rQy5M996MZi4UpFwlpBfe5K94cThrSbZct2FCDXbagrHgMi72X71h5+69o8CMH7t7ls230dAJ5U+JZTGXWaHUdu2loT4iSWwDrygg75e6FxD6IuVcZdJVJabEYqHRoPQ/BVhrom9zr1UZQK+Ju2wuAFvYkIDWdgCKYad5VujQy/demCTicEIWYVT2jhHYLoRphGAGLPPEnmC5+sC0f7W7ZT/pE3IE4era1hCNv4quaSh7K6zfa5rwRUpg3rzAmw7KgNcDa1PPvUUezTx3Fe/GH9sxMClUxqdUJA5bI6Pz/1c1MZGBmcXThnLveQyujN3XSv287V4blfLkxY3jArR15AJVMcS/WwsWWSTDLw3NevYfCFPL7v14dnLyOur0hYiiJiZYXl52vcJ8f1NkWIWknYkNB7ccv0XrsezhW5tm9r9LInFdJyopSAmpxAbu6NQpz2qaPEv/c4+L5Wu7tuR3BdL3p/xbgnsSbGdHGgEJBMaS891H8P1qmSKZ17nfolXyoiN27BunBGbyJCjz304KcYUpHLgucRe+rbpP7my+C5ZL7wSZ1zTaRQBX1P1dENIEo3NPJWVTKNfbwfdeIllONoVb9SvXHHc7X3aK1CH83VWgWlH/tpkHJOanm6LQ4EqvGzS1QJHeUmtSGfQjQpcBGEmlSmpT6vX41lm5GvBsPlRD35GOVXvJYT4x69nfFIJKm7Zx0jsRZKhaUddepKSNhiUTz3GavU54gIFOrUTDPIZ2J8DLW2B2t4ENlISzvIxyvPxQ+8br9KO8iVIG27ynOvCrMTfKn7lUIzxsf09ULPu+r9KplCTIxCkE+NquzDWdwBUWHVVIoFrXZ28Qzysb/R7WdQMfJVnrt96ijJf/o6opAj9ciXKhXy4UCWRDLy3Fnbg4onKd96hxb1mcFbtUNVMyUrhXVVKYiIcqmuBmA1YJ86SvzpfwGlSPzTI3OWwdXV6LFpn51KprScLUAui5zOuI8Oza5nPwdUKoOc0bhbV2+1/GJgwvKGmVDFPOq5pyi//NUcH3fp7YxHnnI8GafNKzB48dKSrslVELcFfuC5z5dIUe0bX2pcpT6Xa4SFcKHn3sxEspCJMeSatah0Bn9ksP71MDTpusgglO5X3bcnFVLYlXx/djxS/YLgS72qFYxQNrQmLB9IgCaSiOx4VAkd5tyVW65poZp27GupqPvis+Oox/8WxkZ0+Lc6pB+gNx2VueAEc+lDw1PTfXD6OHLLNoo/+cvkfvU/zzg/XM95FyghKq1v5RLKsmEyW7XWVdgGR9gV4NduhObA1Gr0+ohHqrKZyjceSBMZ9wYFjfPBGh+evtLfNp77gti7dy9vf/vbl3sZhhWKemYf/vbrkZlWTox7bF9T6+msVXkuLXGvu6sECcdCLjAcX6PB3qifei5IiQoiGaFkatPrmBhFtXYgu9bhXzhb/4bQe3HLyGAinlfluXsSfMuufPbkeGSsQX+pF37iZ5Ad3Yj3/G5ULd24oC6F8NzKgBcnBpZA5XO1o0JT6YqcbTWlYuQ5C6UD6c7x/mhcrKwy7jV9z7EYhft/ocbwqEQiMu7qzHHkxi3R/YStXY3wt2zH37QV/5U/UqlhcMuo9k7EVM+9iXGvK4WpkrvNTKab6dmpREq3uEmpN/WN8urJxfHc7VNHsU++hH36eMPaCQBl28s6z33V59wNhplQ+x6nfNvdTJYl2bLk2s7aXNs622NodGl73V0FLY6NXKDnLnbtQdkVRbW6KvW5oGQlZ5tITj/sZCYmxpCtuoJbXbpQ/7pfCctL4QKJes/dsrV3KiUqN1kXUvU390I6o3XBPVd7seHGJijAAyqjVKs8M5VM69Gx1WH5ZLrxTPdSAW/bbuL/51GtQiYE3rY+nKMv6terPOXZJqypuPbc1bF+1FPfQV5/8/TPcAqqvRN5/c2V4sRSCdnZVWm/glXbBne5JtOppDbuFPK65qJBLYJKZRBjw7DAUbeRLC4zVPpbNkgTljcYFh116QLq/BnKO/ZwfNxla3uMxJQw5mL1ujeT+y4ri0TcXnDOXfT2wStuR7W2I97zu/VV6nMhnAhH4PlMN+xkJsZHtSiJbWM/82TdM1BBWF64bpST95W+d6UUngJf2FAsQn5StxdNbVOKxbX3GkiwqmSqUjU/WZtzh9rcuEqmIDteO3DE97Cf2Ve/1lIJr7eP/M++AwHIa67TXrjjaE9syrpm9MITScSF07oI8Nwp4v/8rRnFWmrWEU9EPfcAyi2hOrp0D3/IKs25w+zRi/mg00oF/YymyYWrVFrrvy+woG5O0QfTCrcwTM7dMB3qe0/g33IbOA7Hxzy2dcSiYrqQda1xhooLm882q0LbFFwEibizYM8ddF+5iicbV6nPBVnx3KdWy895wzIxBsUC8f3fxT7eX/8Mwi84z8WbknMPw/O+ZelivuwEtNQPElHxOMINpqW5bqBPXsm5Ry1JTgxlWTokHp6bTOscepBzt08dxTn8PPbB/TVrVZ6n6wOcGN6eV+L1bIZiIci5x5oOgatEEuv8marUiT/n/LKKJxDV0+HKJWRHV2VUKujNzirMuV82kiktWJRvXCkPRMcXatxny/8DOrpkjPv8MTl3QyPC3vbSK14LwIlxl+2d9V+E6zpbGfIXlp2KFNqCaWIz5b6VlLjCJh7TeuoLRWXHEaFHOx+qjXs8gQg8d3UsMNKPfHnWDYuaGNOhzrBIauozCAvqfK9SUBcYdS9YtxSWVqXLjqMybfUfEovr8aah556oMu7ZiWCAC7oQLZGqlRYNVesCr3s6mVfKxaiFzj51FHvwPNbgBTJf+CRifLShHvxMqEQS1dYOTlAM2Ex+OZ6sdA8AlMvauOcmK7/rcqmhzvrVSiTClJts2OMORHn4RvK/zTJr9MEYd4PhMnD4ACqdweu5BqUUx8dcdnTVV8iuW7eGQZFa0Fz3MNetqKpung7XxbVjJGILz7kDOtzcQIxlzlSF5Qla4ZRSQfuVW9uONR3jo3i9uyM99bpnUNXnLj39d2+K5y6FpXPIR1+EfLYufK3iicomxnNRySR4nl5rLous/jJPJOvC8kKpqFd9avV9tNZiYNyZsgHwPKyRS6gmQ+AqkUQlM4if/3VUa/vc5FWjcxOIcrVxL6E6uxD5bPRvRqvTrc6w/OUgbHtUM3nuQSGdSi5OtfyM2PayitgY4264IlH7nqAceO1DBYljCda31e/WuzeuZTjWQmk+LWABorcPWjvwt+5orNBWjVvCtWMkHQt/McRrJscRbmn+mwTl14XllVLa4AkaG+upTIzh73oZuV99v95Q/ew7p2jLawsuPA8/zLmHnrus8tyHBlB/8xXEwPn6CmQnpo2676PcKs+9kNdevVPd5paqCaFHXlqo/b5lO8V7frJeUa9UhMDjn5pTlT3XNN92lkgiykVEZxdq/aam8sta57/q36RbRrZ26La+l17Q6ZKzJ1dlK9zlImp7PHkEMTrYuII99NwXoc99Vkwr3MIwOXfDVFQhj/rhU5RvuhVA97d3xIg1CGEmU0kyfomhiw36s5vBEqi29tmL2solXCv03Bfhv192Qk+nmu+XiFSVqmInBgpkuQRbd+gZ5j3XzLhhUa6LKhWRyZRu4dq6k7qVyErOvVJQp426G+bcsbDGhuuFYEIsSxtbt1xVUOehXvwBWFbNF7mK13vuQE21vH/dLkikamsVSpVRRa1UjwAAIABJREFUrHUTvmytVz7XgrhwHRQLqMnGUqgzEk/qNEVIuaS18uNJ+P3fRn3jS/C/vz7vEb1XIiqRQowMwmN/izVNi9pihuVnXY9lGc99IZicu2Eqav938bffEAmhnBhz2VYlXjOVtTLPpYGhhX2o7yNGh2f3oMtlbdwdGylEJb89D5U5VSrq2oJYHFVtCJqhKueu89VJLZl6+pj2FrvXz7hhUQf2QyyGfeY4AP76TYgLZ2rfFBXUeUhXG3cZVMt7UhG30M8inqyItzRSIIvFUcWCNu7xJOLiOdTDn4X8ZO0XuZLYp45UNN5DL82pGHfZ0lZbnAbBmNjKpiDMqQIk/+kRrLHhaXuaGz6bsEAxV1UTMEfqPPdyuVIZHxXoydq+96sclUwhxkdmFsixHZQTw3nhmaY2avPCdky1vMGwmKh9T1De+9ro5+PjHts7p89NrrNchoYX1uuuPA9rLsbdLeNaDsmwFe74Ya0yN8dK+xqy49DahorFkfPRhAedU68u7AskU9VLB5Fr1mpBmOlOPdaP+sKnoViIjJ5cvwlxcYqQjazk3P0g5+4GcXlPKuKhFK9tQ1sH5de+oXF+OhbX2uHCgngca/B8nadvnzqKffYEzqHnozVFnnt16L61XRv36lqLYiUsX818FdUiUaDJbI0oz9zOTUTDYkDn18WF09EcegUoAbK7p6nrXtEkkohw3sA0LWr2qaPgucSe+nZTG7V5YQrqDIbFQ106jxo4R3nHDQD4UnF6wmNH9/RhuHVJwdDkAorSQBuZ3MTsRrZcomw5JGM2vrAQR17QueM5VNrXkZ3QleVBJfm8kLJmZKX23POowwfxd+2JvMRG0QU96azWuPrrN2FdPFu7yfGl9sY9DynDsLx+yZMVKV6Ry6LyOYo/9tONW4vicd0H78R033lHV6UwLvgiDw2vQEVritqeqvvcw/B7lQStKtd67iHzVlQLaxgmJ2YeMNKI2JRWOLeMc+YECFFRR1AKudYY9xCVTGONj+qIyzQtas7xfv0MlWpqozYvTFjeYFg81L4n8G65LWp7Ojfp0ZW0aE/P4Lm3xBleYK87nofqWIM3ODDz+8olPGGTSsSQwkLtuEHrus+l0n4qk+OoltYgLD9Pz706LE9g3PM5OPoi7vYbtPDM0UMN2+LErj3B2omMnlzbgzUyiF+9yZG+NqaeG1XLy8i4q2iIjnXpPKp7vfbgGxFLoHLZYBZ3DNXaDvf+e+TGLdEXeSNDHIbl5RQBGtXShhwfrRwoFhp67nPpaW6Eioeee/PGXQXFeEopXU8hpe5ICO/NdrSRX4UKdZcLa0irI/pbdkzborYQ6dtmUUFB3YI7YuaJkZ81XDGEve3lX34gOnZ8zGNbZ2zGka7rOlv43sD8PXetwKaQa9ahhgbg2uumf7NbpiySuqBOCOTWHbBnL7KQJ/aTv9iUypyaGEe1tCEmxmpCuE1RpS0PgfDK8cOotk5kxxodVXjpYF10QfT26bXe/Br8yQmKr78v+jKVnV3I82dwtu3UF/V9baw8F2l54FQ893BC3pjSWu7+uo3T3288Drmc9sAdB9wyons9cuv26LMbSZs6Lx3UF3Bqv+5kaNw3b9UHSo099/C6zaqpRTn3yeyMc78b32tVWN7VA2L8rTsq97ZpC5mHP4N17BD2pq2LqvS2GrFPHSX9vz4PQGzfY5RvfEXDZ3K5pG8bL8pBGM99/phqeUNE//Oolla8nmuiQ8fHXbZ1TF9MB7BufSeDIjn/XnfPA9tBdqxBDc9SdR967vEYUti67SzdgrxuZ/PysZPjqEwryomjSgsoqKvOuceTWC8+i7dtl64Q99wgutCgLxzA93Bf+SM1X5Jy/SbdphUdqHjuftDY7lV57jrnHrx1JuMei0Nee+56bV5Q4V7rbU8VF4kGiDi13RKqpQ2yY5UDpWLdtRZC5H3nss2H5asEhbRYTaWNr3Tnj+tKfwTOwWcvf+54FaAn9M1NCfBySN82xPS5LwxTLW8IUfsep/yK19UcOzHu1k2Cm8raDesYdlpx55u39jzdC93RjRiduereK5WRCBzHQiiJ9H1ddDOfwpusNu7E4/P33Kv63CHw3E8ewQ9mZ+N5etNxx4+hutfXt8UNXUJ2dtdc0l9/DVRXzEtfe6Kehwy+7HxZEbFJOCIK04tL56c3VLG4HtMaCzx3z9Wh9FnGd4qRSyghoor+6F5b2rTcbUhVK9yiEHrf2fGZ5343QBfUBaI95XKd9K3OHdfWFlzNLGW4fa4oyzIFdQbDQlH5HOr5pynf9KroWNGTXMr79HbNLFiRyqRIyvL8e919X3vunV2I0Zmv4ZXKOEgsy8JSCulLlO/Or099YhzZoqvlFxKWr/bcVSKJUAp3606UHUN4ro4utHeiWtrrNexHBpEdXbWXXL8J6+K5ygFf6ly25+rNDBXxGt0KJ5BSoQDn+e9PP0IznkAEo1uVE9OV0cXCtKF0CMK1f/kwKFV3XdnShqj23KsU6hYF29bRgrHhuil3s6HiiSjn3khmdiUas+VkvnURlxXL5NwNhgWjnnkSf8eNNR7SqQmPza0xUonZi47WyRyXLg6xaevm5j/cd4OwfBdidObZ8GXXJY5ECIGF1K1hvj+v8J2anEBmWrGCiWnzYkpB3UtuksO9b6D33Ci9m7sq+u1uWed+qz+/WECVS3Veqa6YP6M3BUJEnrvwXHwReO5Rzl2RcHS1PMBLrZs52LGdHUfPsqVBK5wo5HSxpONoedxSEdW5dtrbC8O1jUZzqtZ2GL5UeXOpuLieO8FmKZfV+vbNEEvowTC+r/+cIjO7pLnjVcJ86iIuK8usUGeMu+GKQO17nPLr7q05Nt0kuEastVyGRrKzvq8hQVhedXZhjQ5VjFoD3LKLI7Rls5XUef6gGrppwrD8Qj334PkcP3SC30vfjp+xiB3zeL97npcH+u2iXI7CxNG9DQ/CmrU1rXSAFr4ZG8EvFnBSaX1/8QTkJ5GWvs+K/CzELIFAcWjNdj56wy/jWQ6OK/itUZftnVW96fEETIzqfnXb0ZuqYqFmdvtUvG19JJyYnvg2xcNVmVbEySOVnxc7LE9g3KHhbPEZCRX5yiUolRpWxa84Y2aoxbJNQZ3BsBDUxXOoSxei3vaQE+MuvTMo01WzLiEYys7TQIYFde1rEBOj+O70wi9e2SOGNpCWUvi+rwuB5vMlkB1HZlp1FfmC+tz118BLZ0fwhIUSFp6weelitsZz/7/svXmUXNd13vs759x7q6q7gZ4bAweADRDsJsFBBDRQlGw9klYkLUWmZcVWLMVWZA2OHZl2XhxRS5QVycuLlBz5KcuJHYexaXmtZMn2i0LlyWZki9TEQaIkkiZBogECDQ4g5p6HqrrDOe+Pc++tW1OjMXSjQd5vLS6gqu9wbhFd++y9v+/bTR72E8fRvf3N13QcdP8Q4SsvxfeoZe4JaTEd+WoMrhQoKXjy1l8mUFYiGBrB2GT9MxnXQywu2I2UY/kA5jTZ9lLlWh0b2aSoVs8roQ4Ar1A/1OYMYLwCurwYZ+655O1ig4kJdReqLJ8H9xwXPcxj9dr2BOMzAVeehkyXYGide/Zz3aPQ/iK7HqbUiZ5uX5r3wxA3ztwlxg5SiaJaKnsmmJuxEisnM+v8TKE1RtrNz45L+5DGgDE4JmLHpf32y0lrW5Zv2ECYiZPonhqZ7sBUwDcOLnBgKiDKMua1hkLMlo+S4G5/FGpQUiCFYNsVG5HxRsyRMNLXENBcD8o1KZwIQ6gsnjYgt2NHm871iPmZ2pdvtXze56ObQunMmfIJCkVbkfGr6Sz6HBcR8sEx54ZcCvfahtER5rGH8G+8ue79maqmEhou613e9Kehnk5Ohe218EsiDFPjFd3TT3TyWNtDgzi428w9LsuHZ565m2rVBl2vaAPSEtWCpS9UK8sPj17B7u6Iy+Qin9wWMHz1sJXABX6cuTfMjZ84gemzwf3AVMAXH5/ia/sX+IPHp9hX2oh87CFreBNFtmcchkS6Zjub/OlKkAK2djv81KVFtq53+J039NaV5MHq3C2hLs7coxAq7bXpp330desRM1M1573K+ZXCQWwKdJbB3XgF6xboV5vY8jkuAkh1du2284SLvue+e/dudu/efaGXkeNCYexpdFc34YZL6t4+NB1wRXfrSXCtMDTYy8n9ZbTWy+rR1yEM0qqB7um3veg2CPwIp4OYUGdsJns2Zfn5Gehab/vdrlc/ZORM0MCWL3avp6+oGR7tsW8ko1bj4K6jKDWDMS8dRHhF1IsHGAs3EWrreR5qw/5jC+x8cQz9pbtgxzWYTVsayvLx56ENjpRIYeVw3QXFpetoCuyAtWRNMnel7OdeLcea7zOHPHHUasm//j/Qf/vXUCzhPvmYrTCcp162KRTPOjAbr4CpVup07jkuHhipEFGYl+Vz5DgbmEceIsgMiUkwPmMnwS03UA9tHuTU2WrdozAdJ2p6+2FyieAeRrjxkqTRmOgsCXWxOx3E5i7nUJbPkr18bfB17cvIOA66Wk1L8iZm5ZuDYzD2dCpdu9o/gYqpDQ6aa6YPWCJZFML0lM2uoxAdX7uOUKcESlhL2sgY2n0SxvOs45vjguPGZfmzZ7g7L+wHQBhtNwpzM3gPf/O8msIIv4qcOH5210smw/l5z/2iRF6Wz5Hj7GAW5zHP/Aj/ujc2/Wx8JmRbz/K/EDvWdeGakKlTk2e+kEw2q3v6EZPtjWz8UOPEPW6buSeEujMM7rGvPMREs7Mtyzdk7kEE1TCTacTEtYRYZ+IKgdn3DBiTDuAYPfYst2wp0eUKPrm1wlULR1JHO7rWxYYufmpWkxLqtMGJe+7aGCIDuk2mkwQ4o5yae161jD7Lsnw4PFIbMSusR/75HCiiXjyAs/8Z1KH9Z7VhMF7BmvQE1Ty4X4yQ8oKW5fPgnuOihfnxw0Q7rm1iIxtjeGEmYEf/mfVPh6IFjr1y4vQHNiJmywPo3gHEdPvgHkTaSr/isnwqhTvDHb5JZHBw3qRwAH5kqEbZzN212Xp8/dTm9spr4rGjNRMVTwk8JRgevYLFX/p127/+7c9BqdOy5atltFIoke25E7Pl48xdG9pWMZMAl3Wo86u1OedniGjLdqKtO4hedxPc/kv2+c6jKYwzPmY3QHBWGwaTIdTlZfmLEMq5oGz5i77nnuO1C/PIg/hve3fT+8cXI4qOYHD9mfVih6TPycnZ0x/YiCiwbHlIjWzaad2DSOMqG0yVqfXcxZnu8Odma2X5c5HCmahucIyvDX4muOO6sYFNnLnHQV4MbYJSB9WffldqojLzzCyxdTzRlm02AA+PgP4aeEWE1kTKsyNe4+Nszx2buSMITW1iXNNS4/K7UZZQJxYXbNA7U45EBtGmSxGDm5BX7iTceAn+DTedN1OYpTT2y4FxrUtdXpa/SJH8u9QRsPpqhzy457goYY4dxpw6jr/96qafHZoOGe7xcJwz++c9WIDJubMIkvGXN9jgLqdOoaMI1eL+QaRxVK0sbzP3syDUzU3XZe7iXBzq6sryhmpmKUY5MVu+akvhyWjZ6QlM35AdYhJjtqoJ4sic2MMaYxA6SoOTVg6uFHVleVdJ23PXhkibtsE9zV4TKVx5wZIKzwFmfS9iZhIzdQq94ZK65zlXnLOLXKFgKyV+FdYvT/WRY41BKkwYwQUQO+TBPcdFCfPog4Q33txy9vf4TMC2HndZ5jVZDHW6vDx95qxzE4ZW9gIQTyCL5mdRPX1Nx/qaNHOXGCtnOxtC3dws+pKt9v4xoW4pZ7y20Nrq0GJUo4bMPS1/+5iOzlpZfmoC091bd6mZqk7L7ZbNXpvSZaTEOA6RcvAUaYZvy/IgpYgJdSxBqIsz93ieuzAGfY5e8Lq7D3X8FZg8ielu/v91rjgXFznjFZDVijWxyaVwFyekrE2rW+1bX5C75shxDrDa9m/j77q55c+XMwmuFTb0dHIqaK11NwfHanroRkS1zB0h0L0D6FPHW14n1OA4teAehfq0hLpW9zZzdmgMcE6Zu2nouQfaBvi0T+i4tiQfBFavnfTepyfQ6xuCu6+tHM4YOxo2Cu31tbabH+XazF2JjImNSU1sImNf6zape1qaVo4N8HDOg150d5y5txiAc6FhvGLMlq9aXX+Oiw9KYS5QcM8z9xwXH577R/T6XsIWs79DbXh5LmR7/5lrn4eGejj5fLkpAzYHx9Bf+rS1O3Xc5rGnGUId2NK8PnUCto823cPXBtexGwiFQRuNiSIrx2oBc3AM/R8+bbNfx6nde24mNUcxyZCRs83cRT2hzmrVwVW2vE4QYIIqpn+wVpafmqzL3LUxzFZ1/HdQUmJk/MUWRQilMK5LlJTlGwl1ghpbvt1aY/e41FselvSVXw7M+l7k9CRMnkJfMnxO1zrvKBQQ0xMY388JdRcpjHJsZe8CYNmZ+9NPP82f/MmfcM899wBw8OBB9uzZs2ILWy5yh7rXHsyjD7bUtgMcngsZ6lCsK5155j64aYiTbrPW3ex7xmavxlhN+75n6k/M6NwhkcO11roHRuDGWWfNxCZqOxrS7HvGlsWNrr/33Aw6lcK5drDL2aAFW15AjTEfm9jUMvf4PtMT6PU96XmLgaGgBK4SackdpeznpmPSnnLQ0rGEuoyJjatEamIT6SUIdQkr3nHSdsy5lqt1dy9idjq20j3/ZflzgZidRr54AI69gnruyfOmvc+xipDy7OZGnI9bL+egBx54gHvvvZdNmzaxd+9eADzP46tf/eqKLm452L17Nx//+Mcv9DJyrBLM4jxmz0+oXveGlj8fnw4Y7vFQLXrxp0NX9zqU0U1ad3HVtSBlqtsWV11bf2LGfhaww1SmmuVwxhh8A45rj5VYEtmShLodO63kDOyUqeTe8bhXwGa0QXB2khujm0xsujyZBnfjOBD47OvczP9afz37F+yxjWX5maqmuyBxpUhJdTgOJgwyPXc37rmL9lI4Y9o/R+w2aBzX6tMd55wzd7yCve6xl9Er0HM/W6gXD1D47gPIIy/CsZdxf/z982quk2OVIC+ckc2ygvvf/d3f8ZnPfIbbb789dfy65JJLOHLkyIouLkeORpjHv0901bWYUutJW+Mz4bInwbXCUDTPiaP1WbfYNgJbr0Rvuqy5JA9NmbtpZ2QThoTSxYt77gqNjjRC67ZSOLFlOwhJcOOb0cUSZmiT9ZWPIoh90E08OOasgnumLK+NIdTQ5Un8ZDmOw/Nzhs9e/zH+yhvh96cuYexkGabry/JpcM8E7rQkqSP7Jee6aKlitnz8kRiDowRKWAZ9uETmjnKs5DDptyv3vHjB6/W9oHVts7QG4IyPgbZT7g2ctVY+x4WFUWptl+XL5TIDAwN174VheMZSoxw5zhXm0Qfxd7217c8PTQds7z37/uSgCDhxaqb5B5UKum+oObBDnRQOanK4pmAbVPHdQsahjpRsY9oR6vwKFIuUf/FjBDe+mfC//SHMTdd85SHO3M++LJ/o3IMIPAlFR6aMeeO4PLfoEgqFEYIQwZ7ji7Ysv65Wlp+parqLCkdmy/Ix0z6KbOVDObXgXjc4RiAFGGyAbxvcwU7eS/rt5yNzxwZ30913Tnr5841weMTOc7dh3bronSdznRyrCKnWdll+dHSU+++/v+69Bx54gGuuuabNGTlynH+Yoy9jJk/ib2smqgEsBpqJiuaKvrPXBA8VDBOt5rpPn2ofQMMwNbGBxKVuojm4+1VC5eFm7WdD+4sv2n0BVCvp4JHKO96HmZ/l2f/+P/ifg29gfO8he4xyAIE+mwCfydz9uP9dcGRdz/3q8KQdBYuxvvF9DiYI0KXa5zzja3oKqo4Jbxx7XMqWdxyiuOeeONyGsTRQydP33MH23VOmvOOen2lpSmGMWVMl73QO/Tt+nvJ7P0T1n/x80zz6HBcBspLQVcayUu8Pf/jDfOELX+DBBx+kUqlwxx130NHRwSc/+cmVXl+OHCnMow+11bYDvDAbsmW9Q7Fw9pn7UKfLkZl6rbuplGFxARG28W+PAlC1e5p13YjFBXS1gswEQHwf3/FwExMbQa1kp7XdDIzvw+x7BnHVtbZK4FfT8jvKYc+bfpZ7jvYRSAf3YMgnOcTw6BW2b+xXU539spEh1PmRwZOCYkNwv6pyjLcsuhzo38bH9V5GVC9Rd2+tckBSlreZe9pzTzJ3bTN3HFuWtw519phAG7yYUBfpjE6+DYwQOE//yM5JdxzMWU6ES5D4v6M1nfd+cU0F0HPRyOdYI7iAZfllBffe3l7uvvtuDhw4wKlTp+jv72f79u1nPhozR46zhNER5gffxv/I77Q95tB0wHCPe07/Loe6O3h6oiEDTshxYdBabhaG9WNHpcR09xKdPI5z+RW19wOfQLlp5q4w6MSHVUeYg2OY/+d3bSVASsRbboMrrqpjhO+bDAikgxGSUCj2Hz7O8OgVGNdDVyrQ3f7Z9j41xp6Dx9i5bSOjN8TlXROlJjZ+ZANtwRH4cSHBOA5ieoGi0GxQPjuqJ607XYPG/fBcQKmiibSpleWTzD2KbO/RcYkae+4aHJmdChf3l1tAvXgAOTuN9+Pv4z31A3TX+rOe5Z4g6/9u4p52HlBznC+YC1iWX3bTXAjBlVdeyZVXXrmS68mRozWefQrd3Uc4uKntIeMzITdd0nHWZDqIte4HK/VBfOoUpqOr/eS1qF7nDrbvbk4dh2xw96sE0sNLHerqM3f270lL/ybS8N3/A488CJln3nFpH2pcEyJwTMSOS2OGt1dIfd9bYe9TY9z1TEgkhnCf9vk8YzbAZ8vycXDP9txxXCgvsrCuhBYK4fuYqQl0hkx3YCrg2VMBYD+fF2YCtnbHk9sSJYC0A1kaM/fEfjbxlo+MQbb5/5eQyYQxmDC0lZRz7Lmfq/97jhxL4gKy5ZcV3P/Vv/pXLd93XZf+/n7e8IY38Pa3v/2s5Ec5ciwHVtvenkgHNnP/F9eeWyY3tGmIk848YRjiJtKryVPogQ2wuNA6c4+iOrY8WDmcadS6+z6Bcmre8gI78hUsW37HNdaLOrvTj8K6We3Do1fwM7Mv8+RUwEev0LYkTywPq7YP7nsOHiMUG0AIQqHYc/BYGtwTQp0fz1bPluWN4yDKiyz2FNFS2rU0ZO5jkz7ZYvqhmYC3UcoQ6jRGWEJdJGRdz92PDN88OEs5iKyJjaYtEygcHqHg1gKxdlzUvmdQ/RvOOts+Z//3HDmWglIXzH52WcH9ne98J9///vd55zvfSX9/P6dOneKb3/wmb3rTm+jq6uIb3/gGExMTfPCDH1zp9eZ4DcIszGOefYLqu3+p7TFTlYhAGy7pObcebGd3FwaYmZhiYOOQfXPyFGZwI/LgWGu5WRjUEeoAdM8AslEO51cJYkIZxN7yycZAaztBbffNRMcOo14axwiJkLLJ5rV7qJ9uqgyP1t43XgHjt/fF37ltI3KPRhtwTMTObRvjhdYy9yCyRjQFJfGTLyTHRZQXWXAKOELa6sX0JLq7xpQf6fMQLKSvN69LCG+ObVnEmbuoljGLC3izE4S6xIGpgEDD1/bOgIBr+h1C3d5lLxuIdUcXpf/1FdT0BO6zT5xTrzzvbedYMag1rnP/zne+w6c+9SluueUWrr/+em699VbuvPNOHn74Yd7+9rdz55138sgjj6z0WnO8RmF+9D2ikesxS5DFxqdDhnvcNNs+W0gpGYzmOfZKxht+eoJoYOOSbPnGsjxRiHruiXov+qBKILM9d2zP3XXTvpxY1010w5vQ/UNEb307vOO90FvveR5o00w8c90lx76O3jDCNeUjuDrkd0dlpudumgl1bjZzd6G8wKL00EJan/OpegOb7b0ul6xTvG1LJyMDJTZ0xFI1ZU1sTBQhj7yI8/yzmPk5Oh79B6IgZG/MbdDYfvvhuZDIsKReP9qyner/9W7k4rz9vIzJ9d851izMWneom5qaolis720VCgWmpqYA2LRpEwsLC61OzZHjnGEeeRB/V2u72QTjMwHber3zQvIcEj4nM1p3M3kSPbABEbZ2gTMNPXf14gEK3/8m8pUX0V+6Kw3wxvcJpKr13AVoHVnf8ETnHkXWrGVdN9H1b0T09DVZrAZZ0lqyhngy3FLoJCBQLh2dmetl2fLa4CkoOPUmNqKyyEIc3EXgx2X5nrprF5Tgpy7voLfDybDlFSLO3J0XD4I2aCFwQ58ojLii20k/BylgU5ey3vLL8OJJdeBC5r3yHGsXsRRuycFTK4RlleV37drFH/zBH/BzP/dz9Pf3MzExwf3338+uXbsA2L9/P4ODgyu60ByvTZgjL2GmJtpq2xMcmgl49/Zzm+2dYMgzTMzVStz7Zg3/+KLPdcWNXNXqhDCsaa+pdxdL/eDf+Bbwq/iik9igzgb3UGNcD1GO+/mR1cybQgnKi7aP3hjcI2oBNIFbWDJzBxvHXR1w4NBxtl19Ze3NDKHO9twF1TA7lz1iUXg2kPo+VMtEDa0CY0AKgZsxsTGOa/uNUUQ4fBUF10ULhYcmlIpNXQ7rPMF7Rvp49kSZoQ5bltfq9ITIvFee46KAdBBHD6P/8o+ahz+tMJYV3D/2sY/xN3/zN9x7771MTk7S29vLTTfdxPve9z4ANmzYwKc+9akVXWiO1ybMow8S7rp5SfcwbQwvzIRs7z93tzKAoU6H47GRzd6nxvj0Fb8IAr523VY+++Redr6+hbe8rPXcw+ERCnFJWmS96AOfUKjUflYSl+U9Dxbm0msZqazzWmURqpXaqNPk+toQNGXubjqOtR0iY9gYzfPQMc3lT9XY8kbUpHAFJSkoSTWR6DkukZBUhEMECL+CmZ1Cr6vX3GljNyuuEnWZe9Jzj7buYOGj/45gLELeuJ3osKQcGtZ7kvdd08+RuWPLMrGpe568V55jjcNIiTz6kiWWQrrZXzPB3fM8PvCBD/CBD3yg5c97enpavn8uqFSBLXmFAAAgAElEQVQqfPazn+UXfuEX0gpBjtcWTBRhHvsO/seXNks6thCxzpP0d52n4N7dwbOT9pfxmYPH0CnLHJ49dLQ5uEf1DnXRlu0s/Mpv0vkX/xF++3O1X2TfxxcyLcsrYSwz3mkoy0sFxVJtlnfLsnxj5n56C9pZ4fGKWo92evjdWA53lYnSjVOgiXXuMtW5oxwWlb2/FgIxPQmlkpXIZaAzmXuUtC5itryIS//Rlu2EJ6dRG7sIX5qkHBpKjkSIxMTGxPazZ+GRnyPHWoRSVmmDNWASrQZPrRCWrXMPw5AjR44wOztb9/7OnTuXdf4f//Ef88QTT9Dd3c2XvvSl9P2nnnqK++67D601t956K7fffjsAX//617npppuWu7wcr0Y89yS6b4BwYOOSh43H5jXna9bBQsXngOjmuSf3MrplAPYJpI5wTMTVm1uU/sMA0XDvaPs1YDRmS8YXwq8Sku25C3Sk7cjWhHQT2QlzplC0ZXm/At2NhDqagrvxCqfN3GdVyWbpGTncVUanfIFqZHvuRUfUCHWuy4JjFQhaCEQUotc3T0/TGKQAJzs4xnHtnHkpUzc7bUi99RcDTcmNyYUy8ZZvnbkfmAoYm/QZ6fPY3ntupMkcOVYNSqWOmtFb/wnem29Zlawdlhncx8bG+MM//EOCIKBcLlMqlahUKvT39/Of/tN/WtaN3va2t/GOd7yD//yf/3P6ntaaP/uzP+Ouu+6iv7+fT33qU+zevZvJyUkuvfRSgnamITleEzCPtJ/bnsWhmZDhnrOfBJfF3qfGuPfkenzX4bPPBHzqSgM4vNs9zhuf+T9s/5nfbD4pitCyweNBSnAL6MUFW3YHy5ZH1tnPaq1TQp0xVhpH3HOX1TJUmzP3UBuCBgKucV3kaTL3jrCCMokBjrZyuP0HIQ6w1gpWxt7ycSVBOSw6RQQGE/NvszK49P6xs5wd+Rq/qRTCr9a1LLQxOMKOeJ0PNMU4c1dCEGor1WtM3A9MBXzx8al4POwCv/OG3jzA57g4IFUqiY1e/9ZVC+ywTLb8V77yFd7znvdw3333USqVuO+++/j5n/953v72ty/7RldffTVdXV117x04cICNGzeyYcMGHMfhzW9+Mz/60Y949tlnef7553n44Yd58MEH7RdgjtcUzMIc5rknqV77+tMeOz4TsL3v7P3ks9hz8BhhnGmGQrHnpQkAfuqt17IjmsK0Iq01TIVLYEod6KSXDlbnjqDgZOe569q5WqfjY02xBJVyy557oE0bQl37zN2EIQUd8C82h6wPF/nowHTNoS4jhSs4Mjaxic+LM/dOQiJsabFRdw8221ZSxlPhavPcaQruNol3pGDeN5Sc2kYneabGRxub9Am1HX0aavs6R46LAUYpRGpfvbpmNsvK3I8cOcK73vWuuvduv/12fuM3foP3vOc9Z33zyclJ+vtrJcf+/n6ef/55fvVXfxWw+vp169a1lTd961vf4lvf+hYA99xzT9NY2jOB4zjndP5rDSv9eS0+/l3mdu7CFJcehBJEhiPzIdddNnBe1vOm67fx149O4Utps9utQ/zPA3HAcV2KSjTd5xQa4TRvLkypg6KOGBgYwHEcXCEJjaS/t5uuri4KroPWBul6ICXruroIpKDiuOhCEelXcdGIYr0xTxARl69rVq3GdZHlhbafgV6YI1IOwyNb2fbyU3QUCgwMDDBbKOArmwX7kaHkOWwc6CPQR+2JymXBKbJORpZV77jQ3aIsb6Cjo0jPOo/jE7biZpSDE4UIpz64FwsFXCWZDwydnmJgYIDOjlnCitWuN27lR/o8pFggMuBI+zpHjosCUiHj4O5JuaoxZlnBvaOjg3K5TGdnJz09PRw+fJiuri4qlfaOWMtBK81wtrT6tre9bcnzb7vtNm677bb09alTp5Y4emkMDAyc0/mvNaz05xX9/dcpv/29pz3upbmQjZ0O0kTnZT2Xbb+Mz88v8Nmnfe64tMxA/0Y4UCbUBuO4lGdnm+4TVavWmrUBptjB4uQpTp06xcDAAAvz87gdmrm5OSqVCjoK0ZEmcgRKSGanJlGVCpEQUCxhygv4lTKRqi9BJxluqMFL4qbrYaYm2n4GZmoCLay17YAKOTVrPy+9uIAu2A2Ur0GhWZyboRLX/Y3rsugU6RSa+UhjvALRuubpNAYIqlX8SoAfj7FFOei5GaSofTbaGKLQRwLzfkRP0eHUqVP41QpRaOWDjYS67b0u7x7u4LGjFT56XXdeks9x8UAqmLLVP7+8eN6/Mzdv3tz+1su5wBvf+EaefPJJAG655RY+97nPceedd54z4S3RzCeYmJigt7e55LcUfvzjH/Onf/qn57SOHGsL5pUXMTOT+MswJhmfDth2jpPgGjF6wwjrogqXXDpItWqz0CjO3FtqyVs51GEzd2InNQA/CHFEbQMrhbCBTCn7JaA1hCFCOVAoIuKyPIVmtjzUk+qMW1jaxMavEkmFEjBYUkwsxgFYW993qNnP1o98dVhwSnQpY6sXQqBeeL5p9rk2BhFL4Wo6d8euSWaDOyghUHFZvsOtGfr4kWXrtyLUDXYqeosqD+w5Li4olZJlV3v067Iy9w996EPp3//pP/2nXHnllZTLZW644YZzuvm2bds4evQoJ06coK+vj0cffZTf/M0WhKUlsHv3bnbv3n1O68ixtmC17W9ZUtueYHwmYOdg6byQ6bLwTEi14hPGk0wiA8bxIGwR3KMwHb6ShSnGRjQxAj/CzRyWEuqUAiWt0118LVMo2eAeVFv03Ov/BOzGYylCXbVig7uUDK4r8uJcTFZt6Lm78cjXNLgrl0VVtME9CBALc7hPPIL79ON1fu6JFK5xnrvw/ZQtXH+cJdTVeu72PFdCJWqO7okGPkeOiwmJRNYUiohVHiCzrHTnz//8z+tej4yM8LrXvY6vfOUry77Rl7/8Ze666y6OHDnCr/3ar/HQQw+hlOLDH/4wv//7v89v//Zvc9NNN3HZZZed2RPkeFXBhCHmB9+huuvmZR1/aDpke9+5TYJrhQIR1WqVoGp/IUNt2mbupl3mXuxAZIK7HzVm7mC0sXazUmHCKJ0wZxKdexu2PNS71BmvYANpO/hVIqFwlGSwfx0T2rNtsayJja4NjqmGxrL3Y0JdlwtRbMTRys9dG/tl4i6DUCcTQl1gKMW7HSVrI2dbZe521nuuf89xkSH+t697B1Z9gMyyMvfvfve7fPjDH256/3vf+15dVr8Ufuu3fqvl+zfeeCM33njjsq7RCj/+8Y/5yU9+wsc//vGzvkaONYRnn0T3byDq33DaQ+d9zUxVs6X3/JjXZOGh8f2ASMv4lbC67bCFPDMKMU7zuGNTqg/uYVCfuSshCI3BSGWzZ6NTnfvzfpHx7uvZOXOIzY2Ze2QQ1Gey5nQmNn6FSEpblh/s5ZRcQGudGsxAElwlSoqY9Q5uLIXrdQRaudbPvcXscwNIKXCVrJXllYNoKstbPbySgrlKVAvuaeYuYjlc/XQ4G9zbP16OHGsSsaeF7u1f9dGvSwb3hx56CLAzp5O/Jzhx4gTr1q1buZUtE3lZ/tUF/ejytO0AL8wEbO12KBZWInPXVP0QbewvZ5hMb2sVQKP2mTtz0+lrP9K4UtRl7lrHPXch7c4+Cnm+rPjCfk206a04G97M75QV2zMq0kBDyRX1cjjXQwR+63nzANUqWrgoKenfNMS0M0W1XKFY5y1vh8YAaWne9RQLbonLPImWqq2fe8LcdxvK8vh+U+aupMQRgvlAN/TcDUpavbzB/pm9frRcX9ocOdYIjHQwhSKmo2ttBffvf//7gHWnS/6eoLu7m9/4jd9YuZXleM3BzM/C3qeo/uy/WNbx47F5zfkk0yXwhCEIIsK4FBya1tmxMcZOPms0scH23MWJI+nrINSpgQ3UCHWmrucesXde2X66UIQCxmZge2YuU6gtES1ozNyXKMsbv0okCigBrueyPlzk5JHjXGZqmXugTS24K0uq6wIWnRKdrrTZcxs/96y3fGNZPstHiAyouCwfatLgroSwwV0Iu+mJr5e9fp6557jooBS6u9d+P6ylsvxnP/tZAL761a/y/ve/f1UWlOO1C/PD7xFd/Trbb14GDs0E/NRlnSuyloIwBGEtuGuD1Xg3Zu5RVCurN6CxLB9EBiebuUus65uS9hqxic3wOglohNE4JmKkv5lQ1+fKegtaz2482mfuFSLRjRNvLrqMz/2PPc/PlB0uj9dejWrBveiIdOzrhLee5148RaDay26yvfT6srwPpdr/I2MMUop0HZ2ek34WQWR17HbT03z9RkJdbkmbY63jwHTIvt5djAQ+V7Zq6a0gltVzf//738/8/Dw/+clPmJycpK+vj127djU5zl0I5D33Vw/Mow/iv+N9yzvWGManQ371hvPfbwcoSKgGEcleO9I2O5aNlshRa3c6AFPqtJPdYlg2em0TIIUgEhKkY6ObtoS6DZ0K0Nw8+RzvOvEjNr27fnBOoA0driLMBEDj1MryLeFX0UikEOx9aozDXh8v08fDvZv49IkDXI7dfBTTsrzEjwzjew9xpDTAUQxGw/jeQwyPXtH8rOngmIxETylLqOuqte8StnxSwOiMhfpJz13JJHOvL8xrY+oIdQemAr7w+BRRbkmbY41ifO8h7pE3EG5UuDrkrpP/yPWreP9l1TP379/PJz7xCf7hH/6BF198kW9961t84hOfYP/+/Su9vtNi9+7deWB/FcAcPoSZm8G/ouXE9CZMVjRCwIb1KxPcPQVBpPHjNDQ0pnXmHoZ1Uq8sErZ8EnBDrXFiL3WwBDQtBEbJtOduopAFba93WTjFDv9k3TUjbTAmzqyjxsx9CZ17tUIkLKFuz8FjliAoJKFQ7J211/G1ZasDsb+8Yf/hSfsscV8+ed0IjQ3MTmbkq3Fcm7lnWhbZsjxAKQ7uMi7LO4K0LF93fUNaEYDckjbH2sf+w5OEQtV+zxbPz2Cr5WJZd/uLv/gLPvKRj3DzzTV50qOPPsp9993H3XffvWKLy/HagXn0odPObc9ifDpguNvF81bGirQgwQ8NATbK2MzdhYX5+gOjoCWZDoBiCVFeiAfChPjSqcvclRDoJHNXNRObeW0D39HSYAsZHLgSPCWb2PIiCJbI3H0iBI6S7Ny2EflMhEHYsn+Pwhg7jKbg2mCbTIbbcWkfHAKpI7SQ9nULaBOz5WUmCCunNhUuc1zCxi8qgSNrhLpqZOgRsn1ZPvNsI30eggUgt6TNsTax49I+5LghwtiJkoXyqt5/Wd+kR48ebXKje9Ob3sSxY8dWZFE5XlswYYj54Xep3rg8bTtYMt22Xve8m9ck8JTAjzR+HGWipTL3tmX5DqjYzN34VUK3gJthiUmJDe7K9uwTQt2CFnS6gqOF3paz3F3VwEoHu7YwsFPlWsGvoLHOcKM3jPDT8gQ7K0f43Mn/w/bNvYQ6yaiTnrud6b51ZCsI+IXicRCiZUke4rI8op5Qp5TVxDdMhZOxQ13RqfEPVPw8jhRtM/dsoWJ7r8umTsW1g15eks+xJjE8egU394VslBU+XX2cK1e5i72s4L5x40YeffTRuvcee+wxNmw4vRZ5pZHbz74KsOcn6IENRP1Dyz7l0HTAtt7zL4FLUFASX9s+NNjAYlwP0UiKiaK2mbsplhCVCkZrTLWK7xRxMxV8KaTtuStlCXWRhihiMRQM97gcc7uhVXCXAi8bRMHuFJSDaad1r8bBPQ6mG9YXuVItcpWcBynw401DEmwTtnw1MhSV5H23vxVo9n1P0JJQ57i1tWWOU9IeV3LqZYFBLIWTwg6Yrbs+zVI4Twm2drt5YM+xZtHV10t373qu7PPW5lS4D33oQ9xzzz088MADDAwMcPLkSY4ePcqdd9650us7LXKd+8UPq21/67KPj7ThxdmQK/uXx6o/G3gxoSwU4EptA1bbnnubXyPlgOOgy4ugIHCLaa8Z4p47AqNiQl0UIoxmIYLNXS7Pn3BYKNSrAQJty9COEnWEOrCbD1OtJ7ClP/OrRCWRysscx2Ex0qm3vB/7yiewhDpNNbR9eNFGogaW3GioSeHqdO7QwqHOZu7Z4K6E3WCoJXrujVK4yFgjoxw51ir8yOBHsdx1LUnhElx11VX80R/9EU888QRTU1Ps2rWLG2+8cU2w5XNc3DBzMzD2NNWf+9CyzzmyENFTlPR0rmDm7kp8YwNoSWmi2IqVJrZ8YINzG5hiCb0wj3Elges169wzZXkCH6McFgLDOk+ykTJHCv1kBWhBlGTukqBRG+Z6GL/1pMaoWkWWTOoJ4HgukbbBnTi4ZzP3hLBXiUxaPpfClt+bnhHLa5dS4pqszj321c5m7gnxTgpKWXKhsL16W5YXGOp3ENok/9XG3EbGMB/kwT3H2kWgbXBHOatuYrNs94+uri6uvvpqRkdHufrqq/PAnuO8wDz+PaJrbsQUls96PzQdMNzj4rTpdZ8PeI6Dr6FqBEVpLHnNcRGNg2PCMA1irWCKdjKc8asEyqvruStpg7vVyStbFVAOi/Gc8y5d5Rvicsb3HqrdLi6fO7KhLA8YL87cW0D7AZl9BY7rEkUmHhwj7EQ2WfO9T9jy1dBm9ELYkn473/eE+pDN3E0yqjabueuEUGdd9rI9d/tn+8wd6rXu+jxk7gemAr5xcIEDU6urQc7x2kAQWedHlFr1wTHL+nacmpriy1/+Ms8//zxdXV3Mzc2xY8cO7rjjDvr6WrNnVwu5zv3ihnnkQfx3/cIZnTM+E7Ctx1sxMh1Y1rhvBCFQUibO3L3mzH2psjyWVKcX5zHVLnynkVAnMj13ifCroBQLoWb++En2il6idX385GDIJ7H68iDObj0lCYKGCOh6VlfeApHvI6gFb5u5G9ARQqo6GRzY4L5Qtgz2bOYeNejPISHTxUuQIuUppJselc3cE527zdwTqEx5Ph2Fm0HyOjIGN75/pA0LjZ/BGeDAVMDdP5zCmFwrn2Nl4GvLWzHKWfWy/LIy93vvvZctW7bw53/+5/zX//pfue+++9i6dSv33nvvSq/vtMh17hcvzMuHMAuz+Ft3nNF5KzUJLgvPc/CNxDeSUjKj3G1hFBOF6VjHVrAz3RcxfoVAuXVleRXr3IkzdxPY8agLvubUxIz9WayRTfTlgTZ4sn5uenov18O0C+6BX5e5K8+1mb/WGCkJolpvHerL8kkvvpVEDWp9eBGPfI3iwS/Jpicpyxtj0mNnqxFHF0LGTpbja9trOVJYFUG7zN3Uv7dwDmX5sUnfDqkh18rnWBkEUVKWV6tOqFtWcN+3bx+//Mu/TLFoS6fFYpEPfvCDa8LEJsfFCzu3/a3L1raDzSSPLYZs6+9YwZVBwXPxkVSRlFTMlm81Fe50mXuxA8oLli3fUJaXQqCRdnMgpTV8UYqF0LBj03qkMRBb0Cb68jCWi9UR1xIskbnrIKgjwjmeZ58pHvlajXv5teAuqcaEumzm3jK4U+uDi3hWe6hrbPn97gDfOLjA81MBAjgw6fODl+c4MBXwmQdfYuxkua4s36r836osbwl1Z5+5J9p4Sa6Vz7EySDN3ufo992WV5Ts7Ozl8+DBbt25N3zty5AgdHSv7BZvj1QsTBlbb/ut3ndF5L80GXNLl0FFc2S/igudQRRIiKbnSlrBjQl3Wv33voeM8o4bZ1s6WtdhhjWz8CmFT5i4bCHVB2nMfHd3Ku8OjPHtinn9+RU1fHmibtXstgrtZsiwfpAEUwCkULNs+JtQFup4t7ylJNaqV5e16myVqYMvy2Q5JwgdwlWLf+sv5fMdbCPYv4MYT3549WU6DdagNe44vMhxXYmqDY9qX5bPvVSKTbnjOFEkJ/p3DHdwwVMhL8jnOO/zI/sYESuGtRbb8e97zHn7v936PW265hcHBQU6ePMl3vvMdfvEXf3Gl15fj1Yo9P0EPbSbqGzz9sRmMT6/cJLgsvIKHjyJEUXRkmrlnde57nxrjs5ObCYYux830xbNIh8dUfXzpkGkzx/azsjZ4JibULQSadQWHTZdtYNbrYHi0Rl5N2PKulC3L8m2DexAiRS0zdwoekRG2EiGtYU22517Hllc1F7lGgj40y+OswQ6UHMWenm2EcYEw0oCAawZLqdmNIwU7N3RQiR9mqcExgF1z8kyxle28r+kptm+NtEPSXrl1S4neszg/R47TIeka+cKlay1m7rfddhsbN27k4Ycf5qWXXqK3t5c77riDnTt3rvT6crxKoR95iGDX8ua2ZzE+E/C6DaUVJdMBFIoevnCIhKTDUyxqY8vemZ77noPHCORQ6h29//Dx5uBe7IByzJaXLl52cIyUac/dSIUIfCKlKIeGdQUHJQMaY6k1sWkYrZqgxUjaBGEYZHltNrt2XKiUbXAPTENwr5XlC06t525afO7a1FPs0rUJyTWzL6DQhKj0/iODJX7v1svZc3yRnRs6GBks8fQxayWr2pT/a8Hd1L3XXVAshtDT8qmbkZ0kd0W3E19zZf8t5XjtIiGXVqW7tsryjz32WGo7u3PnzjUZzHO2/IWFOTiG2fcM4qprEdtGlnfO7DTsf4bqez90xvc7NB3wz0aX+1V+9rDBXREJSclzmIuSQSg1//ad2zaingkJhURgONG1gQNTQV1515Q6EJMnMNUKgexoYstrIa19bZy5l50SBWU94FsFuYQt78raSNb0Xl7rzN1EUax4y5TlpSBULpQXrM69BVu+GiaEulrm3sqhzmBSQh3YzD0hvl1VPsq7ohf5384wn7ixmz95ahawAX5ksGZClLQMHBlL7hru0brnbuguqljrfvrM+8BUwB88PmVbG3KB397dk14nR46VQGLMVBVrjC3/X/7Lf6l7/ZGPfGRFF3M2yNnyFw7m4Bj6S3dh7v/v9s+DY8s77/HvnrG2HWC2qpkPDJf1rpwzXQKvUKQqXXzp0FFw4p67Bxmd++gNI7xDHacjrBJJxXemPf7g8al6zXSxBOXFOHNXuJnfOKWkJdRlyvLzbgcdrkBK2VISFsRBuG3m7rfI3P0qkVdAZQhzSXAX1Upclm8I7spuHiyhzi56KZ1708YhPs4oh4KwLzZ3OU3udulnkerdW28iWvXcIw09RcX8EnK4rI59bNInyEyS2zcZpOvPkWMlEESGTk/iS6tzbzvYaQWwZObeuJBolXceOdYuopPH0P/7f6RlYBP46D+5Gy4bRnT3QncvrO9F9Ng/6e6B7j44/ALmga8R3vLuM77noRk7Ca6wQpPgsiiUivjSQQtJqegRzVXTyW0mM8O9t+hwuS4zRqFOUpVk7+nYV79KIFST/WyUEuoUIghYcEt0ubItOz3USc89oyePYVwP2WiyA5h9e4iQqMzPHCkIZSJVE7EUrrbzKDqSaqhThzpobS4D9SY20GxBOyUtWa4SmrbBvV4K18KhLv6z0cRmfUG1NbI5MBXwxcen4kl6C/zz0XWI2GVPSbiyNy7L59E9xwrBj6C/Q1Fl9TP3JYP7Svc1c1xcMJUy5olHMY99m4nDLxBesQPlOPYbVykWf+a9sG49cm4GMTeDfGkc8ewMYm4aMTeDmJ5I/4F7f/tVgs1biLZsX/b9D81YZ7qVJtMBOJ7tt0tjKHoOoa6AEOzr3sqerz/MdTsuZfSGESphxEZZYT822DRKqkypA1FZtGV5ofCcFj332MSGaoU5p4PONLg3Z8pBZH3l22fu9WV5c3AM86dfQBcGcCZPYA4KuPLqOHOPf/2FHZLT7TWU5WONbpK5n07nni4jS/ZzHGaEDe7VyNSR+rJIpXBt2fL2zyRzT37eXVQsttG6J5k62E3XgWk/3TL829f3cOm6pOfe8vQ6ZHv1Oas+x3IRaGsl7Qu1tnruQRDwV3/1V+lr3/frXgM5Y/5VDqMjGHsG89i3Mf/4Q6Jto/iv/2nCX/5NtHJQLx7AGR8jHB45baAuPPT/Ufj7ryGMwYQRzvjYGQX38ZmQW7d2nv7A8wApJQVty7aJMcv43kPcfd1H0b7g/33a5/OM4UeGTU7AB64e4B8OTPGr165v6rlTXkTHwb1e5x5L4TL2swtOPx1uYvfaHOQCbSi5Ms6O69dsXA8W5urf2/cMhAG6KFE6gv17asFdJoNdWpTl43nulbAxc28lhTPITKbtZAx2jHKYJhPc233e8enJVDit2wV3kb6WAtZ5iunF1l+aI30eUiykxz52pJpex8T/2Wu2WVSMxgpA7mSXYznQsWlTp6fS4J6V0a40lgzub3nLW5iYmEhf33zzzXWvc7x6YY6+jHnsIcwPvoPpXI+/62b83/kCurN+4li0ZfuyA3S4bZSC42LiGejh8PIIeGADyKHpYEUnwTXC0zZoOMrq3PcfniQUl4IQhMKy5asaejzJLdt6+J/PTTDcU/8rZce+LmIqFYKirAugStngnprY+D4HuweYKEeMnSy3zJQTb3mbHTdn7qKBLS+uuhYjBKFUKAziqmvtM0lBJOLBLkK06LnXCHWnzdyhiVCXDrVxHKbxKCpBJTJt/YpUhgvQmi1v4ue3101kcOsKisMzraPz9l6Xq/td/Ag2dym+83JtqM6+iYDNXcsry49N+taUh+a2S44c7WCHMdkqWMUoxFoqy//6r//6aq0jxxqAmZ/FPP49m6VPnSK88c34//LfEG645LxcP9qynYWP/rtlZ/pZnCxrXCUYWndmJLxzgWeS4C6INNYl7hCI2DVu57aNfPPpVyi4kp6Sw/qCw5H5KC33Qq3nrn0b3N2sFE7JTM9dsk/28I3OUaKZkM88+BLvv7a/JVs+mefeZGLjNRPq9h6ZZs+WWyhu2gQ9m1NFg5I24AMgRGxik/F6jye3zfu6RqiTpx8cA7bnnmTDWtngvqnTiXvurbOWNHMXiXNf81Q4qPXctbbXmq1GPD/pN6kUEnS4kqEOyU2bi3zv5UqasV/Z66bXPJ2B7UifhxILhC3aLjlytIMdxiSsZ7cBqKsAACAASURBVAQyzdxXCys3VmuVkEvhzg0mDODpH6Mf+zbse5ro6tfh/8zt+MOjZ2QLu1ycSaafxaHpgG09Lq67ehmTZ+xO25GS0Bi2jmyFF05yU/Vl3nPj5YzeMMLXn3oFLx6QMjpY4uB0WBfccT0QYObnCNbJhp57PM89Lss/5w0RxUEt1IaXZ/yWZXlXidZleade577niWf59y90Em25DWkMmzOR2ZGkmTvCatqzmTvY0vysrym5p5HCNfTcrUOd/fui24GDZl1BUY2sPGepnnuSuTd+Ceo4U09yH7t5MPz1s1OE2vDFx6f4dy3K5ZGGcqjZ3usy3OOwscvl8aNltnY7VOIdSHiauvz2XpefvbKD771c4WPXd+dZe45lIfldLTgSX6++t/xFH9x3797N7t27L/QyLioYY+CFA5jHHsT86GH0xksIbnwL1fd+6IzlaauF8ZmA4RWeBNeIApGdGKYkka65TW3vVozeYDPgqhF4rg2SVw918NQrM/z0ZfWfoSl2oKdOEW4SdQFUSpU61BkpuWbuRWTfGzDYrPmK3gKn5usJckHMlnekaApKByfK7A020Xn/9zg8H/DdaIBAeSAEBk3Fb2DLJx1wKQmiqCm4Fx3JxGJIKX4+KWhisUPc/868n2XLT3ld9IiQgiMph7rOSCeLWs+9NZFQG/vcaeZubMad9OYDDfcfmOf27V11wTcyhnL8nSqE4G1bunjieBVNbTb9csjygyWH3qLKA3uOZcMOeRK2xRUJ0GuoLJ/j1QUzedL20B/7NiYKCXa9Bf8TnyXq6b/QSzstxqdDfuHq1SHTJfDQaOLgbkwqPZuu1H5JfSPxXPtrNDJY4m+eOdl0HVPswExPEhhRP89dZb3lFVfNvsTrouOIS7fyz67bSCXU/PCl2bprhRGZzL0Wlcb3HuKehW0EG69CzBtui17io4Oz/PFkP8YYlNF0FZx6nbuIp7XFbHmvIfIWlMBAJnNvV5Y39WX5zKz5KXcdPTLEi9n3ssXmILl2sq52DnW23F/Tu3vxZxnE/t3PnQp4fnKqjvBmN2X2nEpo6HBr5kCpvK7liuoRxeSoHDmWC9tzF5acWhWIMMrL8jnOH0yljHnyB5Yc99JBouveSPXn/yXhZcP1jdI1jFAbXp4LV5VMB1BAE1HruVfj4D6b8aipIil49tfo0vUeC4FhuhLVeZ2bUgecOkZgqC/LN/TcCXwKGG7YXLNkbWU/67UYHLP/8CShvASEQGjNhq4iP/Out/KDvx2D2Sm2D5TYa7rT45UUhEmgjdnyRachuMevk8xdSdGSfJYQ6hJkZXrTXpcN7kpSCcO2/+TSsnzac2+4h7GbBp3JtgtK8Omf3sxf7ZniqWMLLQlvNnO3Jy2Gmk5PpZuUVq537RDq1i2JHDnaIYjAk1B0FHNGgl6jZfmnn36aRx55hJmZGe68804OHjxIuVxek5a0r3UYrWHfMzagP/VDoiuuwt/9VoIP/ut0DOfFhFfmQgZKkvUdKzvDvRGeMETGWGa6MWkwnY5qgbuCwivEo0OFYGSwxIHpkN0bM8G92GEDT1ziTyBFdp67HflaEU6dl3urnrsjaDKx2XFpH2pcEyJSsh/A4GAPA5esp7cg2PdKjS3uSpH298nMc8+i6EiUqK35dD33LFs+jI97XvQwsRDQPTMLXSWUaN1zry/Lt9a5e5lNQ6QNUgquGijxz69TPHti0X42DYQ323O355QDQ1dBpddPsqjlBO3I0GIeXo4c7ZFYOhccQVUDUWS/m1cJy2JMPfDAA9x7771s2rSJvXv3AuB5Hl/96ldXdHE5zgzm2GH01/4SfedHiP76z6gMXcLcv72H+V+5A3/n7osysIPVtw/3eCi1upO7itLgCR1nrLbMJjDM4KWBoSoUhcz42auHOjgwXb9DN6UOQmEzRiWzmbuKde6xBW0QUBVOxu61tbe8q2SqvU8C0/DoFbxjMOIKucDnr/NSTkCSRUfGelwnsBax8RtCUtWGgtuYuVumb2IatJSJTTZgJyNfx/ce4u+7Rtjv9vOTiYiJybnT2s86UrRk5Wtj6lj4iRROxBuqz996GZ4S/NoN9T4DoTGUQ42Jx8N2ek5M2Kt9to3T9VohMmZZZjc5ciSoleWlDe7YOQ+rhWVl7n/3d3/HZz7zGYaGhvj6178OwCWXXMKRI0dWdHE5Tg8zP4v50cOYRx/ETJ608rUP/Rbhxksv9NLOGw7NBGzrXV0yHYAnAGGzwdAYggh6PcG0XySKIhzHwRcOhWKNQDc6WOKRF6aBGj/AFDsIpWPnmWeeYXz8FRZUkfG9hxiREhGFVIWTzlWXstnMJSnLCyHi3jZ48Z5n3VA/29dpRm+4PD3eZvjNAVgK0MSSszhzbyzLFx1JQdUc5SyhrhnamIayvCQMrS+Ajn0BNJrJRZ+O7tatlTr72VY99/hZsoS67D2vHuqwn/0rVdZ5KlOWt732Sjwq1w7ksdPtWvnVt0Okcw/6HGeGLKHO14ByVtWlblnBvVwuMzAwUPdeGIY4Tt6yvxAwYWDnoT/6EOx9mmj0evzbbscfHrH921cZxqcD3j687vQHnmd4CoinsEUaqtrQ3+EwXunAr1ZxHMdm2p214L69r8grc2HdqFRKJQLp1PnK731qjP/wgkegHL5wMODTJuJaoCJUvfSsYU1hZnpbkpUnr7NucgkcJagGhsiIusxdCIEjsD1/IeJ57s0992ImuC+lc2+c576oYfTSPuQhW/6WxuB6XnsTmzopXHM7QmsoevWEOpXZrIydLPPsiUVCDc+crKakukTlMOcbSo7IePabdKOSPNNSFrOWUJdH9xzLRxCTXwuOwI8tuk0YnP7E84RlRefR0VHuv/9+3vve96bvPfDAA1xzzTUrtrAc9TDGwIsHMI8+hPnR99EbLiHYdTPV238FU1xdotlqohxqTpYjhvs7Vv3e86HheOQx/txBQm2z25Ir6YwqTJ+aolgqUVUehWKNC1BwJFt6ChyaDRnpqw2P8ZWLmwmUew4eI5JDsdudYm/ZtcEdRdFJpGetveWTHrgj67Xu1cjQ6dVv7lwpWDDN2TWAgyaQCvXSQXy9nqJbf27RkbUNCjaAtypNG+rnuSf2s8OjV7D9+BE2+DN0DfQzVnHb9gGTjUdtKlz9zzV2jn27zH3P8cX0Z1lSXbIZmKpEmeCeEOqSjYIN7Pf8cCom7jVbzOaZe44zhR9n7kXHElaNcjDBGsvcP/zhD/OFL3yBBx98kEqlwh133EFHRwef/OQnV3p9r3mYyVOYH37XatKDgGDXzfj/+neJegdOf/KrAC/OhFy+zqVUWF1XsL1PjfGY3ERUEHzxuQDhOqlFa4+uMDUxxcCGIaTReIV6ot/oYInnp4JacC91ELjFOhnczm0bcZ728aWLYzSjHbYXV0XV6cqbe+4mZdw3MuYroaG/oz6Cpz13LeoyXXNwDMevEApF6b/9B3jz5+oqC2DZ6PVl+eaMGmojX+sIdfG6vM4Obrp+I1Oh5Mm9E5Qc1YZQl5wrUUJgGhoACaEuygTkLDlv54aOeLNTT6pLAv5k2ZrxZKftZZn3Y5N+unFpZTEbGUOeuOc4EyQkVTuEiXiq5BoK7lprXnnlFT7/+c/z0ksvcfLkSfr7+9m+ffuqTOc6HV6NDnWmWsE8+ZjN0l88SHTd6/F/7kMEl2+7aORr5wvjqzgJLos9B4+hxRAISSgMQpuU/dqDz9TUPNVyBU+HTcHq6qEO/nbvqfS1KXYQeKW6nvvoDSN8njE+92zIx7b4bCvbykQV2cCWr1+XLcPbzyLbgwbqfOATuFISaKvRzlbdzb5nUGYrkVRUdYSHbvqMC46k6Mi6nns7nXuzQ11iLmP9tT0T69zb/PNNe+6qvc7dU7Vpc9pYtnyCkcES//Ytm/nyo0f4N7t76qRwJUcwWdV0ZDL3LKEu0ibeDCwgaG0xG5nl9eZz5EjgJw51ys5uQDmYYA2V5aWUfPGLX+Qv//Iv2b59O9u3n7l16Eri1eJQZ7SG/XuswcxTPyDauoNg11vxL1L52vnCoemQ128urTqZbue2jbhP+4RC4RhNiIMf2YDa62hmFqpUFssUddAUFEcGS/zHx/w46AnE7BS+EbgNs9ZHbxhh89FDdF8+BAdeIUIQINPyuGphw2q95e3fnRaZe6kxuMcl8mQtCcRV1+IcmyGULsbxmmRwAHPVKB1iMzJYQrVhyxuade5JuyCIiWyeElTC+j55FklG7UjZNrjXseU1NC55ZKCEp0RTOb3Lk0yWozRzFw0999BYi1kF3La1xO6NxZY2tnlZPseZwPJYRDo+2ajVnem+7J77/v372bFjx0qv5zUHc+ww5rHvYH7wbUypA3/XzQT/991EXesv9NLWBMZnAn7p2t5Vv2+SWe85eIxrhjfyqeestKXgCDo8mC0HVKs+nmnO3HuKDt0Fh1fmI7ZOvkDx779G2HEJhROHYVzC9tH02N6iw6yvrZGM8vDQqVxOCtHU4w4iQyEO/l6Dv3w11M2EOplI4eqDodg2gvPkXhZ/6l3oy4dxX3HqnmPsZJm/PzBNZOAzD77E7916eVude5P9bCZzD2Pnu4KQVEKzZOFJAP8wPsd0RdPd8M2kjakry1uv+VbPWn9eZAy9nsNkJWJ9obZp0mTL8pb0FwE/fXkHmzqbSam5Q12OM0WgDZ2enQTph8aW5dcaoW5wcJC7776b3bt309/fX/clkM9zP3OYhTnMj75vy+4TJwhfdxP+r9zxqpKvnQ9MVyKqkeHSngtDGBy9YSTVi8u9Y1RCS5DpKTocn6tSrVQpmKhlVWHzepf/tX+en50+zLVRZKVwUWjnqWeCe0/JYaaqQUgqyqUgTEMZvBZRTKy1Tnr32SAKrcvyScBL+uJ1P/M8yq+7Ba0NhWMzdc+x5/hi2mMOtWHP8cUle+6NU+GyZXkb3K2VbYsCAWA3E5GB+/fNIASULq8nUCYOdYlDXmQMqkFaqBo+D3tcnLlXQjZ22Ww8KcsnVZFIk6kItI7gYZ655zhDJFUrm7mvUba87/u8/vWvB2BycnJFF/RqhQlDK1977Nuw9ymikevxb3kP/rbRV6V87Xzg0EzI8CpPgmsHRwrKkabTVfR2Fdk36eNXAzyiprL82Mky/3jMyrKeFaP8+95hqsLDNWE6Tz1BT9FhplrFSEVVehSEbiCw1Y4N41J0cj9XScLMzxPv9CzamdgkzxRpkw6jyWLnho6Y9W5wpGDnhg6OzfttBsc06NwzLP5QG1xH4EU1eV8r7Dm+CNgSvzFwfLGeeJQQ6uajGqGuabPSKrhrO/P94FSVjgYuQ5ZQlzrftQngkTFNJL8cOZZCwtHJsuXXXFk+n+t+djDGwEsHbR/98e+hBzdZ+drPfhBTXH1p18WG8ZmAbT3emiBuOlJQDgy9RUnv+g5mzCKVqk+R5sy9TpZlBE/e9itcOvUysrg1naeeoLekOLSgQUkqyqvP3GV9tpiMkMyy0v1MNKpEpknO5sYM8kZCHcRe8abG6s0+x8hgid+79XL2HF9k5wbrdf/tQzNo02zn1nrka5K5x/PnqQXWVti5oSO1lxXAQKn+q8n23GVdQG7erMQ2sab2GYbGsM5TLAS1jU9SEUmeJDQmLec3bg4SRHp5HvQ5ciQI4p57okIJlYtYa5l7gnK5zNzcXB3JZ8OGDed9URc7zNQE5ofx9LVqhXDXW6j++l1EfYMXemkXFQ5NB7xj+9rgHihhPco9Jehdv55pMUelGuBlMu0EOzd04MYMWUfCjuFNnCoP4Zz0m67bW3R4qqqhoKxmXpq20rMsmQ5iglldz71Z556U5SPdHFiTsn61ha882AA/Mvj/s/euUZJd5ZXgPufce+OR71dlPVWqhyAllRAShcCysISkBi3ceGAWsBYLmmnTXobphQ2Nxz0DC4xtDSBwM2bZg2za0OAx4PHYpnEbm7WwwAKsR0mlh0VJlVKlslTvymdkZmS87uOc+XHOuY+IeyMjMyMzI6vu/pOZETfuPRGZeb/zfd/+9g5aIklz7hzR8rjJiF9RcLhAxqBwvKDVEIfwZuLCUg39Jo+Iyuieuw7CHm9k3hNC/ACvqQceh99rD4sDCZC6srzq5Se41nmhzUCKFK1AZ+6A/D/824HX4TVF4LWbdP2Wgvv58+fxR3/0Rzhz5kzDc3/1V3/V9kVtR8jxtcdlQH/llBxfe8cHrsrxtXaAC4HTiy4OD26uWUwSGCVBcB8awAIroFqrwIop1Y6N5PB7d+/DJ//pLD7+ejmWdbnkwowpQPg99xxFhWWQpcH56rXlHVUi9zP3OLZ8QlmeC9Ewxy4zd1lCr8/c49BMW76+LK+95mW1QRLq5DmSz683E995bgaXCmV8cWIZLpeiMoREe+5xhDogqBoYlPiM+C5LXjtvRDXyeYic52fuCel5WMc/RYpW4Cht+fGZCmqewHf7bsbfnyG4/1WVyKZ5o9BScP/a176GG2+8EZ/5zGfwkY98BF/5ylfwne9856pnzwvOgVPPS/e1Zx4Hv/Y62LfcDvt9//GqHl9rB6bLHvImwUhPZ6jvGVSOclmMoKuvGzY1sFSuIUPjb/g37MhjIMcwnJNZo8y6G6P7QDYg1MnMHYk9d03Q0dAld0CWkzkaJWR1du4JIFMXWWUg5DJzbxZ1FWjMaB4gHwtfNTyi5yhZWzf0nla+DsFMxYPL4du4UqJFbOQxnojfKDASzu7lBkkH95wpX6BH4fw5dyECdn9C/OYcqYhNilVBa8v7fBIi3SVPTJU7J7ifOXMGn/rUp2AYBoQQyOfzeP/734/f+q3fwi/90i9t9Bo7DmLqogzojz8MkcnCft0d6fhamzG5IJ3gOsW/wKAEZZfDYtIlrd8tYWrZgZUQ3AFgKG9iocYxlGOKtNZ4TH+OYaHqQTCGKpXBXaOeLe9yRHruFqPwVA+86gpkGGlwztMz5/XZtX5PHkes3WscmrvCha6pNxRcjr4xSmC1kLmH3/dglvltAIPK0r9lhDN30cAh8N+T0IFaHpNXPIQuXz9AZfWhjUIgjhO/JjcdhUuxStieFII6MpqXzR7BYVDZttsMtHTnNE3Td8Hq6enB7Owsurq6sLy8vNHr6xiI0rIcX3vsxxCzU3J87d/9Btxd+7Z6aVckJJnO3HTxmiQwSlC2Zf8YAAZEDVM2wS4reX2DOQOLtSCzNmMCqBadqUJm7uGWeUPmrjYI+jMxmHR8A6SufNZoLK0HmXujgIyhMuFwb7DpZ5CoUBfNyE2lJKdZ+JTKUTj5nla8DCgh6M8yvPmaHF6Ys/GrR3rxhScKajMjj4ljywPRWXeZuRO/VdGVicr66gK8x4PMPYk0JxXqVl57ihQatpKKHhvJ4choHt1nX8R9+0yMjdywKddvKbiPjY3hsccew1133YU3vvGN+NznPgfTNK9Y45iTzyrxkgMjuJ6VwB/7MfDCs/Be/RrYd/1b2Ievl/Z9KTYMpxcc3L63a+UDNwlGiFAHAP3ExWWexX5WTnzNYM5AoSajr+OhoecNyEDdnzWwyA3Jlg8F2XqltvqRtfCce9UVyMYEaN2DjsvcmRLJubTs4nwxUKJLAiUkdg68XqHOoHIz43D5vV4rQeuZOxcCfRmKHXlp36oV6lw/c4//PLXPPRDoz+tee7dl+O9DgPjMf08E5fgkidlwxaCV1kKKFE6o3bW/P4PBMwt4Fdu8e1pLEerjH/+4//173/te7Nu3D9Vq9YosyZ98dhy/85wDm+6A8TzHr00/idfccCOyb38fSK5zgs2VDMcTOL/s4tBQZ/TbAZnlytK3ytxNged4LzKsmviawbyBhWU5+uIKgWxcHRlyHG5BBfdspCxPGsvyoYBmMQLHVsE9KXNXDHNPBLaq/nOU4HzRwcPnquAiUKJLCvCUAk4rhDom9exdtRkhylTGVLrxK0HL3MpzBNewQpazXozLHRBUIwAZkA1KMFWSM/MXiw5G+4PNQ7gsr4N3vcKdhj5n3CYpRYo4lB2On54rQRgZya1huc6bcw+DUnpFBnWNEy9fhkOVYQgI/mrnHfjOcg7ln5YwkKlgKMcwmGMYylL5vfo6lGURe8wUa8e5oovRvIHefHblgzcJht/nll8HMhQ124LV5Hc+mDNwZk5GC8cT6MnEH8sowY/mTFi5YYyGzsfq59w9AaNuzr2qglHNFRGTF41gzj3G8pUB54uufw2tRJcY3JXKXD1EXTZrqtK4ZgtrWIy0SKiTJXPHi7LULYMGmTtPYMuTqCANFwJ/fGwKAPC5R6Zw/z0ZUBqI2DCiy/JQr0mec5fvdcXlp0iBiYKDRVvgH04V8cPJZfzK2AAWaA7wFjdtDS0F9z/+4z9O7H1+5CMfaeuCADl694//+I8oFou46aab8Ja3vKXt10hC1DDEw3++ycLYzYdRdVxMLdUwXbIxU3IwW/YwuejiycvSXGOu4iHDSF3gZxjKUQxlGQZzFH0Zmpb0WsDpLXKCawad9WZV/7Y/bwI2fPvVOAzmDCyo6OvUZd0a4zMVnJypgAsGuuO1uDfU9NXBVJeC60l5YVZ6UuYu+/JCzbnXvSdCMJpnigUPX4ku8TNo1nMP/axH9PRcfpgA2GrPnXMBF5KUp7NlRkikfB5LqAvPwisSXJCVaxndwPLVVIHe9cfikufc9VczYRY+RQqN8XmpaSGnPQTmyy4WSAZwO8jyFQB27twZ+XlhYQGPP/443vSmN7V8oQcffBBPP/00+vr68KUvfcl//Nlnn8U3vvENcM5xzz334B3veAf27t2LX//1XwfnHF/96ldbvkY7EDYMOXJop68tns9YODBi4UCMDo0QAp7noVBxMF2sYXrZwWzFxVzZxelFW35f4Sg7HANZqjYAMuAP6Q2AqgLUa4NfjZhcdHH9UKZjyHRAENx9Ql13DlgALCNZOjjSc09gy5+YKquAScAJxbwbfc86EFHSuEEI+7kn9dxNSv2ee5zRylDGwNigiZ4Mw/98ZHTlnnuin3v4mnJDUc8RyKwmcxdqRE0oBTzISoYXysrj/lO0pC4gs+2sQWBzRGR0J+arUuYW0o7WXUXmnjLmU7QCbSFMIf8mbxrN43uns51Xln/3u9/d8Njdd9+Nv/7rv275QnfddRfuu+8+fOUrX/Ef45zj61//Oj71qU9haGgIn/jEJ3D06FHs3bsXx48fx/e+9z3cd999LV+jXQgbhrQCQggMw8BIj4GRnhzqaYZCuU5VHVcFf5X9Vzy8suTi+JTM/OcrHkxGgsCvqgB6MzB0lWT/pxccvP26zhor1EFKz5EP9HUB5+E7tMVhMG/6mburxFzqcWQ075PeKASuyTcGdx1vGgl1gb95NcYRDggkWWWmGzfnLr/esTe/4uxteC1hCEQV6vRlpEJfeHSPJBrHhMEoAQeUsp7w++smpdHe94qEOmmB+1t37MIL01VfRpeOB3Puhsrcw9l9HMJudClSrIRD/TK0vufIAG7Z3Ysd3Sa+CQvwOixzj8O1116LkydPtnz8DTfcgOnp6chjExMT2Llzpy9he/vtt+PJJ5/E3r17fZ/2z3/+87jjjjvWusyOgCYU5TMWrs1YuHa48Rid/S9UHEzVZ/9LNubKLuaqHCWboz+rM/5o9q/bANs5+y87HIUqx/6BziHTAaHMXQXz/qE+AIswreR/oR5LGkbUPFWiTpB4/egv7MSfHruEPXNnsX/sQOT58Dic1pbXCLPHazGOcEAgyVrzko1jKq5ArskmJW4tYdT38zV5ruLWZe5Gq2V5hAh1uixPpKKen7k3blaARrtZRqTP+w07AjKsJuzp4O4J4RvdNBuFk+915fWnSKH/9t51w6AcJecCyzDAnQ4L7idOnIj8XKvV8Mgjj2Dv3vVZlM7Pz2NoaMj/eWhoCKdOncLzzz+PY8eOwXVd3HLLLYmvf+ihh/DQQw8BAB544AEMD8dEzRZhGMa6Xt8u7AQQVzPQwb9cs3FxfhkXFsqYKtYwU3JwdtnBU9M25soe5iouTEb8QB/t+8tKQH+2c7P/VxZdXNNnYPeunR3hBqeRz86AkmUM9fehu7sb3fku4KdP4fgrC9i75xxueWP83+lw1ytYqnG4XCCXMWP/xn5lYBB/9NglAAS5TPTvkNGXFKFMZtkZg/rPD84LuOeWAChHOCv+/BaTm4xM3fM93cuoloqougID3bkV//57e2xcWKw0PM4FYDAaeb3JTvmjgyMjspfVlb0Ig2Hl60x7IGQZjucqUpwM+AP9veC45F8zF/M/m89Ogau/bU/IHvzw8HCEv5HLzYEQFwJSlEggIOqJBJ6H3lQktORTpIhAT4r09/cjl5OJSg95HkVOce0mxZmWgvuf/MmfRH7OZrPYv38/PvrRj67r4nFSloQQ3HjjjS3N0N9777249957/Z9nZ2fXvJbh4eF1vX4zMZyjGM51A7u6I4+Hs//pYg3TJQezZRezZRdnlmyf+Lccyv4Hc/Hkv9wWZf+Tiw4O9plYWFjoqJ6759qwKMHy8jKq1SpOPjsOCIEfsX346aMF/P7yv8S2cvoyBIUah+MJEM9N/BsbyVKc7d4Jk9HIMRSB2Iqjsm/9fLW0DNuVPbyqJ9CdEbHn15k7d6PXd6pV2I6HisthiOS1aVTKJThuY89QQEoxh1+vdQEMGqyXCg8EdMXrlEvLcD0PjirL6+BeXi762u8eByC8hnN5rgPHNdQxsqIwNzcX+Vty7BocS21KCOB4HjwhN5K2E98T9Yl8qZJNihagNR4WFxdRKpUAAH3UxYK78t//arB79+7E51oK7uE+eTsxNDSEubk5/+e5uTkMDAys6hzHjx/HU089hQ996EPtXt62g+79D/cYGO7JoV4HSff+a46H6WIVU6r3P1fxcGbJxdOq9z9X9WAQEh31S8j+w85dhwfWn2lPLjj4xX1dHRXYAVm+DVeuT7x8GcCo1IsmDCdevhwb3AeVk2qZ9QAAIABJREFUBK2Ujk3eMO3pMXCxnEGmrsxPSVAq1iYsGpq4Bij52YSxPIMS2F5jj5qpfnwlxk0uDvWiOhr1CnUAVFmeNxAA48bXGq9DfI91Pc5GCWBEeu7xYjIGJT7z3YshEQbnD8x0XBH02pPK7lqnXnTY32WKzoTmx4TvY/3UwwLfPPGzlq7EeWtmh6sdXTp06BAuXbqE6elpDA4O4tFHH8Vv/uZvruocujefYmXo3n8uQ7E/Y2J/k97/YsXB1LKN6WXZ75+tuDgzHWT/RZujyyQoKhEVk5bw27cNrCvACyEwueji37+2c+bbNQxKYIX+WY8c2gkrNDJ55NDO2NcN5Qws1NxEtrzGnh4TT07ZyDYEdwKBoIecD8nd1vfck6otJiWJPXdX9dzzLQX3Zj33RrJe1Q0U6gCg4nCcnHNaUMKT59QiNkHPPTrDHqdQp2fs5THyPddvFCmBGjGUG46azQNXuCS2vJB8h9QZLkUrqOfHAMCAwbHYacH9ve99b0sna2b/+uUvfxkvvPACisUiPvzhD+M973kP7r77bnzwgx/EZz/7WXDO8eY3vxn79qVa7VsJnf0P9RgYapL9Z7u68ZWfTOAfTi35zl3j8/a6gnuhyiGEwK7ezgvujJCILWrSyGQ9BnMGppdsRahrlrnL0Zlcxoo8Hs6WG9jyyhQGUKNwSZk7o1iuubFs+YorA2CzkT4NpoJiPbQ0bBimMtrRj4/PVPCcGvs7uZISnibUeYGPuszcSYS1nqhQFxqFi5X8VV7uerZfj92ZtAmhjkvjmpRQl6IVuKosH8ncDY4FsXk8opaC+wc/+EE8/vjjeOc73+n3pv/u7/4Ob3jDG5oS3sL42Mc+Fvv4rbfeiltvvbX1FdchLctvLnT239uVx5sODOCHk0XYngClerZz7ZhcdHCg3+woIp2GQdFgrtLKyORg3sBLM1zaPzbhMbiz0wBMXJw8h92jAclU66ADSaNwgYhNvZd7cJzO3BuDe9HmyMWI38ShmbZ8/atNJdebV2s6MVX2x+haUcLj6v16IUc7RogffOOMcPR7CgvOxI3ehY1jDAq/LJ9h8XP8+lwmpWlwT9ES6v9XAcCuVPGC14ebnx1f1aj1WtFScP/+97+PBx54AF1dcpxk9+7dOHjwID7xiU9sqnpcHNKy/NZhbCSH+++5Bt/+1xlYxFt3z/30ootD/VZHKdNpyJ57a0EwjMGcgULVg8uTnddOPjuO//YKACrwhVMUv58L/vmjmTsaRuGiIjYJwZ0R1NwY+VlKsGxz5GJka+OgZWHrEZdFy8xdoE9J7h4ZzftthJWU8CJleSH8sr8RLstzxCrUMVrnCheTuQfys/IG7Ck1vYxBm47CWSzN3FO0hrCvAiD/x39oD8HNMvzOczZ+Hxsf4Fu6i5bLZdRqtchjtm2jXE52xEpxdWBsJIf/+IadeGneSRQAaRWTCw4OD2batLL2gqme+2qhJWiT5GcBSc7zKAUI8cl54evqPm+cVrsuy9e85L65QaWMbf3egq0hc08m1NVdU2Xuer16I/i+14w0LcmHryPZ8sH5DWX5KkQw+14PM0Koa5K5Q5bltfyspzL3uJ67vp5Boz33iYKD779cwkTBSXwvKa5O1G/ET7x8WY5oxvyPbxRaytzvvPNO3H///fjlX/5ln+H+gx/8AHfeeedGry/FNsCuHgs7e0w8P2vj5h1rC85cCLyy6OK6oc7rtwPyxp5pMQiGMZiXmbvsa8fvpY8c2gnjORsuQQM5j5JAQKW+1GdQAjfElm9WlgcAVpfq6sx9T4/R0vtiNH58lQsRa1izUI2y5cdGciuq4AFBtcLlwtfmpkQGc/15JAVugxJ4bkjEJmZDFRWxUfKzQkrVxmXungh6/npzM1Fw8MCxgtKnXz+ZNMWVBccTkZ57s//xjUJLwf39738/du7ciUcffRSFQgH9/f1461vfGpkx3yqkPffOwF0H+nDs4tKag/ulZQ+9GYqBrs4M7oySxLJ6M2gGuxR0iQ++zch5lJBQr7p5WT5JZU6/ppEtj7Zk7lr7vf6aFbeRMdwK9HvWY34OD7J0LS+bSKij8J3yPBFl6wfnl65yEeMYv+feeLz2hQ+///F52z+2HWTSFFcW6u2ZWyXgthMtBXdKKd7ylrdseX89DmnPvTNwx/5efOvZGaVxvvqe+elFB4f6TRjG5o2KrAaFioupkrfiGFc9CCEYyhu4WHRgNvlcksh5uv8MNGbu2jhGCClxm0soy/vBPYYtL4BEln3cWmKNYxBTlqe0QX62VUirW9UHV652+jTaojVphj2iLc/jSXdy8yCUcYzkAXjqWnGEQX2e8O9ibNACQUldc/1k0hRXFuIIdav1LFkvmt5JJycnYRgGrrnmGgDA0tISvvnNb+LcuXO47rrr8IEPfADZbGdmWik2F31ZA2MjOTwzbeMXdq/+b2JywcWhAavjxGsAOcb1TxML8ATw6RXGuOIwmDMwtezAWANRMKIt70VJeVrExvYAkyHx/H5ZPoYtDwD5FjdjzXvuSSI2LZ264Tq2CugWI7C5AIXcKDE/c5cTGvVgIW15T8ST7gjgZ/+mYte7XCBjSJneeujzhCcXDg+YGO1i2Ndj4C3X5tOsPUUE0ihqa9fQ9F/vm9/8JhYWFvyf//RP/xSXLl3CPffcg3PnzuFb3/rWhi9wJRw/fnzTbWFTxOOuA314/FJt5QNjMLno4PBAZ5LpAlvWYIxrNRjMmxF3tNUgzJZ3OSKlfZ2lll2ObBMmvw7icZk7AOTM1jP3+LK8QP2lTUpWnO1vdp2aJzMfRgkcL6gMaLMbTwBGIqFOfu8mZe408HOXc/FyHC4TEgUKw8/cafT9MwK8ZiSTBvYUDZAE2q2d+ml69QsXLuD6668HAJRKJTzzzDP4jd/4Ddx333346Ec/iqeeempTFtkMR48eTfvtHYI37OvBRMHGUq01RUMN2xO4VHJxaLiznOA09BiXJlU1G+OKw2DOWFMGCwT2p0Cj/CwhBCYlWHakI1xScE8qy+uf8y0ujlESa/kaOwqnrrnWnnvNk5kPI5CZe6j64AmA83hXuIife2LPnfgKdYYS5nE8KQIUt3nRmTurm/N3eLKiXYqrGyspUm4GmpblPc/ze6CnTp1Cf3+/L1Q/PDzsC+KnSAEAWYPi6O5uPHm5hnv2tx6ozy652N1loCvbmZm7HuM6MVX2PcFXg8GcsaYZeUCTv4Keu2U0lr9LNkemyfl1Wb7+XqMz91Y5Eok997hROPXA2sryQE3162VPPJy5QynKJRHq6uVnGxegKxAC8Ofna17yKJzHBYy6njsgNwTu6vaxKa4SSLb81rYYm/7r7du3D4899hgA4JFHHsFNN93kPzc/P498fnUZTIorH3cd6MNjF6ures3kooOD/WZHitdojI3k8K4jQ6sO7ABQdThsD3hxttEudSVItTZ5k6hn4AKtqczpbN+IkYgFgFzLhLqEnjtieu5+cF8DoU5n7lQazdie8G9UTJXduYgfc4so1CXIz+r3oQ1pdI8/ScQmnLmHn7a5iCXgpUhRP9myFWh6N33f+96HP/uzP8Ov/uqv4umnn8Y73vEO/7lHH30Ur371qzd8gSm2F167qwuzFQ9TJbfl15xecHBoMNORZLr1Ynymgr9+fg4lh+Mz/3wB4zOrC/D1bPn6cTpdlk9yhAOCAFcfgFdblm/Wc48j1Mmv6+i5MwKDyokAqmSPXS7w4zNllBweO+ceUahLINTpz5QLgKhWS02V5eN67q4ehatrSziq958iRT3i2PKbjaZl+bGxMTz44IO4dOkSdu3a5ZvOA1IT/vbbb9/wBa6EdM69s8AowS/u78WxyzZ+5VBrY22Tiy7eOdaZJfn14sRU2c/uVtJUjwMjUYW6eiEcixEsO7x5z93vV0cf99nyLdJ6WVLmniA/K7+2dOoIwjPtjAbM+fGZCmZKLn6kNo4Xii7qnS3MMFs+cRQuXJZXfX2vyZy76u+HNzdCCDhe4POeIkUYbowr3GZjxbtvLpfDwYMHGx5vZhK/mUjn3DsPdx3ow//1Lxfw9oO5FbPxZZujaHPsH+xMMt16cWQ0D6NFTfU4+IFIzX3XZ+4Gk7a72SY3El2ONxoU6uTX1jP3eMvTJPlZIFmVr/l15FeTAkSx7hkh0nwmdNyZxUbZV4NGR+GSyvKaUEfVeF3Nkxuk2Dl3lbmHNzee2hysV3I5xZWJZnLTm4XOVAxJsa3xqqEsBIBXllwc6Gs+JnR60cG1fQYy1pUpAqLJeJPLwMFurLpnz6icrfZ0CTmuLG9z9FjJQdTP3BNG4VrxcgealeVjXOHUuZNU+ZpfJ2DaExWsCZEbpfB1DsWMoBmh7Lu5K5w0pCGQQbviSWJhYuauCXXqMa2el2Q0k+LqRsez5VOkWAsIIbjzQB8ev1RZMbhPLrg42KFOcO3C2EgOd1wvrZJXCx2IdA+vvhKiy/LD+eQAHcjPxvfcu1YV3JMU6uI3DmvtuQNygyBCgjZjIzkcGc0jTz1MFBwcGmgUSzIoIn7usa5wIW15Od4I1XNvkrnTaOXCVkE9zdxTxKF+bHUrcOXeUVNsKe480ItjF6uxwSCM04sODg9cmVl7O0DVXLdkyjc+bzLq27YmISDURR8/XZBTDReWWnM1YzSp595oJ6s3FM2IfknQGwWLyVE4HdwBYEeXiRuHM2CUxJLlwqNwrogfRwpaHfI96Rn6rLlC5k4DYxknVPqvR+oWl6Lj2fIpUqwVe3szGMqbODmXfIMTQmBy0elYJ7hOACXwTVTiVO5MNQrXbFbdVGSwcHVkfKaCz/3kAgDgc49MtcTib2ock0CoW8usr16mr1DHg6pDzqSoenJDwWKqPQYNWb4meL77mTtkO0Er3WUNGq9Q52fu8Hv+uixff/xEwcEXnyjguy+V8AdPFNIAf5VCu8JtJbZ9cE/lZzsXdx3obSpHO1fhYIRgtPfKJNO1A7oU7CSwb01GsGyLpuYvJiMNvecTU2XfLrZVSd2knjsHGjcdfua+9p67oebcHR5k7nmToupyn+RWj6iITby5jA7SXI3w6Q2AZMsnEepIdHIhIXMfn7fhcE22kz+vFWkFYPvC7YBRuG0f3FP52c7Fm67tw9NT1VgzDiAQrzHNVJs7CTqg6rJ8XBCtqn5xEmTmHs36NYt/NZK6iT33Zgp16+i5W4wojfpAuz5nUFQ94evC1yMiP8tFk8xd+BUH5pflWbyIDZdZmHz/8ljHk8/VK9SNDVrS5Abrc4tLKwDbG3GTLZuNlFCXYsMwmDNweDCLf52x8fqdjXPsk4tOxzrBdQr0+FWSKEYrKnNxmftaJHWTeu5CNM6Tm4zK8bE1OuEB2rENqucelOUrjlSGqyfxAbosL79PMpfRrQ6fUKfL8mZ8Wd5VmbscoZPRPMjco8cfHjDxqkETFiN4+6GuNZvKjM/bcOsqAKlBzfaBy9OyfIorHG8+2J8oR3ta2bymSAalK7Hl5b9wtsncjREijYWxWkldWie/qqGV3sLQuvBr2bjpjYi0sSWwveAx2XOXmXtyWT4IvM3kZ4WQlRD92WgRG1EXsGV/X2nrqw/A9oWJGteQNQheNWCuKxiPDVoRPf3UL357oRMy9zS4p9hQvHFfN8bnbCzb0bugxwXOLrm4bijttzeDZss7CexbXZpuxpaXGu2NJf3VrwWxo2KxhDpVUl/bdYLMPSw/C6jg7irL15ibZ7QsnzQKp+bcITXrDUpgqCoDJY19dE8R+miocuF4sk0Sl+k73vplaQ8PmLj7Gvm/8fHX96dZ+zZDnFT0ZiMN7ik2FHmT4dbdXXjycpRYd3HZw0CWor8rZco3gyZ/afZtHFseAHJNJGQNRmKJZatfS+vGMRcWa3C5wEtzqzMRkteRX02m/dyjhLqKy6VATUzgbnCFS9SWD8ryjBIYqspg0EYJWq10xwjAERDqcgmiNy4PZGnXQ4rrVsJE/Zn0Nr3dEOfguNlI/2pSbDikoE00uGsyHWOtCahcraAr9NwttrLK3PnFGqoeX5MrXRgskVAXnXMfn6ngwSemUHHFGs1yAnU7gxLp5+4T6hiqri7LJwX3FlzhEFQcGJG+7vo96sxfB+bLy640jgltbmxPIJdgNOMot7iJgoMvPFHA375UwgPHCnj47Oo+h4raIcxVUxm87QY34W9vM7Htg3s6Ctf5uHVXNy4tu5iteP5jkwspma4VRNjycaNwfuYe/688PlPBV45NoeysLdBG19LMOCZYW5xZzuquI79qV7gGQp0K7nH3znpt+WTjGO0KJ6+hNQSYytzDbPUfna2gaPPIKKDLBXJmUnCXGwtNitNr+dYLxVVl8BVXmv3OVtLgvt3gKAvhrcS2D+7pKFznw2QEt1/Tg2Oh7P30oovDg1emE1w7EWXLNz5vKCZ8Un9vvYE2jGba8uFAu5Yxu/rrALIqYVAZLMNleW33GidZbFD4pDiXi9hxubCIDSXaPEa/Xvbsw/PqngAKVa9BfjapLO9wAVcIjA1aES18LlY3915xBXZ1G5gLBfd09n17wO0A+dl0FC7FpuDOA3148PGLeNuBHGwPmCq7ODS0upv+1Qg5tiXgeAJmTDAzKUHGIIntjfW60kXX0swVLghjaxmzC4MokxaLUTCKSM89Z1KUbJ44ZkSI3Ox4YuVROD3CZ9DgOKYIjJKtXvJZ+SN5BkoAxyfUSeGgJbsxq5ZleUmKO9hnYHLRhcDqWe8VV+CaPtOveE0UHHz+WAFCACYt4bdvG0iJdh2IJAfHzUYa3FNsCq4fyaHqAeeKLqquwN4eE7lMOt6zEjRbHkKOhtXDYhQ5luzlvt5AG11LkkKdaHCFGxvJrftaGYPCcITvuw7IcTVABuGk96xL8x4XsYz6sHEM0YQ6qkv08vHDAyZuGDLx8oKL141aGM4b0lteB3cukDcoPO41nN/lAYt+pIvhptEc/sepIj5+dHWs96orcP2wiWenJClxfN4OtQXS2fdORZKD42YjDe4pNgWUENx5bS+OXaqhxyI41G9e0U5w7QIlAOeyRxwrYsNk5t6Mu7DeQBteS1i2VSNuFG791yKKUMf9nwEZgHMmlRdNgGbMS5Z73LkRItQRlb2T4LWhcTeHC/RlmDSYCW1u7GY9d0/453A5sLfHQIYRXNO7utttxeXY32fhn06XAECV+Utqnense6ciSZNis5HeXVNsGu480IfHLlbwckqmaxkRbfmYCDq97KDqcoyvkwnfCnS5vD6ecbE2JbpmoASwDOYT4sKbiZxBm24m9DibbEUkZe7C77k3EOrUG5yvenA5UHa0/CwJ+bnLdbgxewxdNdDfG0rQJ07wBkjuo1ccgT09JpZqHv7HKRnUR/MMt4xaaUm+gyGZ8lu9ijS4p9hE7O/PIMMonrpciyU6pWgEVWXiOBGb8ZkK/vr5OcxXOT7z4/PrYsK3vB7SmDQnMdfXdx2CjEFDXvTBc3mTgjXJjPyyvEhyhdNz7kIR6oKbsd4YcCFQqHL0ZSgKNU/JzwZjcnLOvTFz1/1WTbTT43gGpb5kbRjNNOQrrsBU2YMngO9NyOddIXD9UCYN7B0MN83cU1xtGJ+pYKYsyUX/9ZmFTQlG2x2MEKUv3pi5t5MJ3yrixuG4ELHytuu7DpAxmR/Uw6fPmTRWelbDUEpynohnLId77jQ0CgfI/rvLBZZqHHmTYDhvYLHGwWgwuQDI0nvOpA2KfZ4I9OAB6Smv1frimPVJLnJCCFQ9gdMLMtjr56uu8O1mU3QmJPl165OXNLin2DScmCr7Wd9mBaPtDp1lOl5j5n5kNA9zHSNna0GckE2Y8NYucCHw48lFTJdkcIuU5c2VyvJSIU5mzY23OKImEPyeOyUwSKBQx0EwX+UYzDL0ZQ0UqtzP3P2yPJcVhPpSe72hjBYzSSrLjw1a/kYl3EevKUXCm0bzIAhc5igJdO1TdCZklW39cs/rRUqoS7FpaOdY1tUCyZaP77m3kwm/mvXUx6j6Ubj1YnymgrIj8PfjBb+sTuvK8s2u13pZPqRQp47TCnWLtofBnAzuOnOPzrnLUTiXCwgh/Bt5vRWsywUMAt+6th6HB0z84p4sXl5w8O+P9Prl9oor5W3HRnJ49XAWQxngrn05/N/PLCZaKKfoDDg83rBos7Htg/vx48fx1FNPpUI22wBbEYy2O3SP2+EiVqGuXUz41axHO6NNFByMz9tSQa6N1zgxVQaBEpDhwXU1ciaFQZIzI4NJVTuCeKIfI0RavkIEo3AsxJbnAnMVjqEcQ1fWUDPqVGX88hxyzl0+Fnaoc2Myd5NRlbnHB+Vui2I4xyJ99Kore/qEEAzkDNwyYuDwgAmXizS4dzhcjo7ouW/74H706FEcPXp0q5eRokVsdjDa7gi05dEZfTxCICB8Ipj2HH9l0cbeofZcQ7cbXOUGp79q5AzatMevJWuTxoyjo3Bo6LlzIZnyQzkDmYwUF2AEIKG+uXT9Iv7onJYg8MvyWnZWKZWFR+zqYXuiIauvhIK7GSLjOVwgRjcnRQchSU1ys7Htg3uKFFcyAm35+Mx9s8EUe//pqRqcUJA5NW/jjoPtuYau8EwuA16tgq89NV2XubMVCXU1Dr+PXg9/FE4AjFDMl2u4WHQxPlPxg/DZRRdLtsBelU0blECExgAdLzC28UKpe0CkU8dx2Ts3GUkkwsngHn1Ml+UJIZGs3+NICXUdDt12TDP3FClSJEJmkqJjsgGZuROcXpREN10+Hxtur0/A2EgOd1w/jIefP6uuGzwn2fLNR+FqLm+euaue+5lFG//08gI8AXz6R2fx6uEcLhQdvFhwgIKD48qqmBGAEwIhggzaVMp2YaKcwwWskM+7K1RZftWZOw8ydxXcuZA8grjefYrOQdzY6lagA24XKVKkSEKYLb/VWtV6PT+fqWG24uG6AQtv2J2FxYDrNsgESL/lsHd73qRoppljUILzSy5cLmJtboNROIHJhbCkq0Cx5uHckhzXlD1/4V8/LODjcIGsqTL30PSAw2UvPphzV6NwTURsbN443lZxpQIeEJDx9OvtRsXbFB2EJMGpzcbW3y1SpEiRCK0t73LREcHd5QLffqGIu/d3YW9/FkeGLVCQtrLlw9C98PD5CxUXC1WeqJMwV3bwD5Nl1Dzgdx++2HAcUeN8AsCrhjKRccKhPMNIXnbQaej6jX7uUJk7gSeCtTkcPoseCI3CUZpYTq95iC3L5xWF32QETkivPiXUdTYcNca41eiAJaRIkSIJWs9d9263EuMzFRQqHhwOfO/UMioOR82TrHO2QZmKDq5Sykeu4bsvzGO24uF3fnyuIXCPz1RwZsGGDn+O16inoCcQuAAODWRw/z3X4H2vGcH991yDwZwJQgh6LYL33jSIT921R66Dabe5oCyfMagveoPQ9XIGiYgLmYz6I6BxsD3R8FzFkZUBAH5Z3s/cE86T2sFuHcKf/cVlD5eW3S0X6Up77ilSdDACbXnA2uLofmKq7AdNlwsUbQ9VT2az7Vao02B1mXucKl94+iK8Rvk6NOgp1CvUhSc4Hj69iJllDzu7DLzryLBvIfvY+Qr2DCCiUGcZuiwfnNvVmbu6r4d77p5IytxjCHUex0BWkvlMSlDiQa89rgIQnl5I7WA3F+HPnpESOOTfyad/dBb333PNlk0HpZl7ihQdDL/n3gFl+SOjeVihEvbuHgs1Tym9NZi+tgemH9yDNTRT5dNrJJCl9A+9fmfDzdUfhUOUqAfIzcRMWQrYEELw4mwVngD++UwJf/ncHIo1Di6k65uliXLhzF313DUBThPpdWk9DnGEOj3nDsjryMxdC+g0nmN83vbHEsMytmGkmf3GICwh7AlEOBxbqcKZZu4pUnQwtJ654219cK8XIXpxtoILhdKGGMdoaFc4/XUlIaRWhJKYqoaIOutaQG4YpssubhiWroX65qzJdUu2p7JjgFLqi95ohA1lPOUORmnjJkALAI0NWjK4xxDq8hb11+R4siyfM0hsz31s0IJBS3B4vB3sRMHBHzxRUHoJaWbfTmgrXgE1VQEZ4LdahTMN7ilSdDCkK5xQSmdbz8ANl7DPLtZQ9cSGaMtr+PKzoX3NSkJIKz2vqyFCSHJd5HoEKDkCQzl5a9SVAC2kkzcpbC9w/aon1MkATP2RNT1rbzIC15ZBeaLg4AtPFOCpQCt7+dqlTp5rtuzhuakarhmqRAh1eYOgGhPcDw+Y+A+v6cGfPlvE//b6/obAHWdQ087gHt6sXG2bhsMDJnosgtEuA+95dTd+eq6MuarA//K6XVsq2JUG9xQpOhiBQp1AxmQrv2ATkTUoKmp4m7bZz13DrOu5twPUz9zjy/IAMKQY8+FKQMYgeOzMYkQKWBLqgjq5dASTm4RaiDVtUoKqOkyX0AEZaD0SfG8xGShPL7o4veji2KWzeOcNgz6hLm9SLCXMwu3ulkH12j6zIdiODVogpAQh4jP79eBq7/dXXY4lW+C2XVIi+Nlphp09bMuVONPgniJFB4MSqP4tYGx94h5B1iCoOHzDsnYgTKhr3zm1HjxiDG/0ZmI4F9wadSXgucslPHJGjq1ZVEvDRufXdeA3KFHBXWX4LDCOGRu0QIlsZzAqz5cziC9pOz5nR4iLl5ZsOFxESv48pqWgiYYvztv4o6cX1TqDYPuGXRmcL7r4wI29bQ2+uiog19v+qkCn4+Ky3GzpCo4rNm56ZDVICXUpUnQwGJE9Vt277STIzJ1v6E0kmDNvb+aujWPqb8L65x3djZmt7tU7nvAtPQ0W9bd31Fw7owQ1N5q5603A4QET1/YZGO1i+E9H+2FR+KV/ABjOyxfpOftrBzJwVVneVPaxceQ8168MOJHKgCbXdZsUQ3UGNe2A3KzI79tdFdgOuLjsgiAYk/R4Z2zEOzZzf+KJJ/D0009jaWkJb33rW3HzzTdv9ZJSpNh0UFXe7QSXqXrkTIqt0ZxkAAAgAElEQVSyI0CbOLStF8YGZO5+zx2NI3wGJbAo0JdrDID6dZOLDsqOwPhsoEWv4XJJhDOo7I3rzN1kUctX1wO6TYK9PQYsRmAx6tvFzlU4Xjdq4fqdvbhptAsVl+PpC0W4Qs7bW0qnPlPHwdCbg2v7TBiqIsBCwdbhArUNEMCRZX8TEMA7X9V9VWXtgMzcd3UbEZvfTsjcNzW4P/jgg3j66afR19eHL33pS/7jzz77LL7xjW+Ac4577rkH73jHO3Dbbbfhtttuw/LyMv7iL/4iDe4prkpQEpR3Ow26576Rmw5KpH79RvTc9fdhzJYdZBjBywsObhiNSupSSlB2OP6f54twOfCZH5/HDSM5uDyoXQSa8wRVVxLqADSw5RdqHN2WrMpYSp7WEbJ//eOzFdx3sAvvPjIMQM7uO2oUzlRZvu2Jhr66Pv/ubgO/9poe/MmzRfyvrw1K8A6Hz5FoN7IGwa4u46oL7BMFB89M1zCcY/4mz1O8hq3Gpi7hrrvuwic/+cnIY5xzfP3rX8cnP/lJ/OEf/iEeeeQRnD9/3n/+u9/9Lt761rdu5jJTpOgYUALU3KAM3Enwy/IbuCxCCBhFWzOhsHFM+LTjMxX8w4sFFB2Bz/zzhQaFMUqAssN9O1eXCyzVvLpROG0hK+fRNdvfCJXlPS5QtDkqrgiCOyWYXLDxxScKmK9y/M34sn99kxG4SujGoDLLn1iQo23ffamEP3iigImCE3Gi29Ulg+zObjO0NoHqBgV3x4sa6FwN0OOFl0seTs7ZWKrK0ovchG19dN/UzP2GG27A9PR05LGJiQns3LkTo6OjAIDbb78dTz75JPbs2YNvf/vbeO1rX4uDB+O9JB966CE89NBDAIAHHngAw8PDa16bYRjrev3VhvTzWh3W+nkN1kzY/AK6DILBwUGYZudkRla3i6r7MrpMgv7+fmSz2baeX39mBqXIZTNt+3sTQkDgRQDAQF8furu7AQCTp89FBEgml4E7rg+uOc+XkTUughHuK8/tHshDkFC5nQvkLAMZ04CtxheHh4cxuEjhYREAsGRzZBhB2ZFl8gwjyGdMTC56IcvY4PrzYhkeLvtStvkMxcSC64vZ6L76zi6mXksAxeCvhYj1jrdxwd3mItH17kpA3KhfmEjIBbDkBH4CWWvr749b3nOfn5/H0NCQ//PQ0BBOnTqFH/zgB/j5z3+OcrmMy5cv4y1veUvDa++9917ce++9/s+zs7NrXsfw8PC6Xn+1If28Voe1fl7FxTKqrkCfRVEoFDqKVKeFVwiAhYUFGEZ7byf6MzMo4Dp2W//etL58sVhEtVoFABzsDnTcDUpwsDt6T1larMKgwC8fzOPpaRsf+YU9+Mkri3BCKavjCRDBQQRHxeEwCDA3N4dqqQTblZF2ocaxo4vhQtFFxZWZOwXHnm4DlOiybnD90lINtisDv0EABo493aZvt6tJbHMVef6q4/kVibLDAcigb3PEzsi3A44nYHtXZuqeJAAUFg5iFMiqf01PCAjubcr9cffu3YnPbXlwFzF6y4QQvO1tb8Pb3va2LVhRihSdA0qJEk3pvLK8qcxUNpJQB0iWertd5wgaBWxWUrfTmgP9WYaD/SbGRnJ45OwSXBHO3GVP3FBseRYh1MljFqsc/RmK+SrFQpX7x+/IM9y5L4dzRRe/9vrd/vUtRvyeu6F67ju7DAxkKUqOwG8d7cPhAROXSy4AwBEAUSWIcI/d9QRqrlTma/fvywlp319pSBIAOjxg4kM39+JrPy/i3908hJ+9sgSoYzqBLb/lacDQ0BDm5ub8n+fm5jAwMNDy648fP46vfvWrG7G0FCm2HDoD6wR1ujjkTLphdq8aQgA/ObPcVpctSkhDcAdkgH/XkaFYARKZ7atSurp7h3vpgCbUIcKWB6KEuoUaR3+WoctkWKh5yCi2vCuAHovgxuFM5PpSfhZ+RSHDKGqeQMWVJX3tHqeTcplF6+DOI2sTwIYw5h0u4F6hPvNjg1aIOxEd9dvdbaA/Q3FwIBthy3cCAXbLg/uhQ4dw6dIlTE9Pw3VdPProozh69GjLrz969Cg+9KEPbeAKU6TYOuj57k64WcQha9DYINkujM9UsGR7+OHkMj79o7NtC/CUyJvfajJYSqQDnB0aQzNoYO8KaGveQMTG1EGBxQR3i2KxJlRwJ35PXAdrDZNRJWIjg4tlEJ+M9+rhLP7mxWVJqNOucTwI4BUXobXJrxvRd9ciO9sRKxnqHB4w8f7re8AIGtT3NGfCoNT//D01srjV2NSy/Je//GW88MILKBaL+PCHP4z3vOc9uPvuu/HBD34Qn/3sZ8E5x5vf/Gbs27dvM5eVIkXHws/cO3DOHVCM+TibsjYhbNwSZ/G6VlACiFU62TGl81/zBHJmYOpSrROxsZTPe9XlPss/LGKzWPOwvz+DLotjocaRNQiIKttXPYFcXWDQAjeeItRlGMVsxUPOIHjmclmWiuds/NK+nFqDgKeCezWUuetsvrYBGfZ2Zcu3Kp070sXgCeBQfzRk6uBussD6t1My900N7h/72MdiH7/11ltx6623rumcx48fx1NPPZVm7ymuSOiSd6eW5bMGQW0DHUTDxi3tdNmihIBjdZmm7rnXPIG+bBDc613hTCpH27T4EBAQ9QCZud+cZeiyPMyXHFybMSEo8UfVcvWZu+JdOBzIWTLLn614YJTACzG0dc/d9qQjHUG05+5wgW6Tbgipbrtm7q1K5+qNkaP0/zV0iyZcwZGGQFteFN96Qt16cfTo0VWV8VOk2E4IMvetXUcScibDUtXdsKpCKxaua8FaEis9H2/X9dzDJHFX6cMbjKBWA3LZIHPXwW+q5OHETA2OJ8l11gCBUMG/6gpk69hYOvu31QbHMiguL3EMZSnKrpTDNSgwmGEAHNienKXvsWhDcO/NsA0M7m0/7YYjbNdqUCnR+/2XSw3udjq4a10CjZqrM3caGWPsBBGbbR/cU6S4kkFDCmediKxBN1TEBljZwnUtkPrya8ncZVk+a4Qy99B5HA+wGAUjBDWPw6QyzZOZuywDXyp5uFwqgahJA4sRcEbhcC82cwfkMRVHE+oIZssuDvSb+MDrduKzD5/Hb982gH+dqYERNXOuqguR4O4BvVmGitPe4C6UJbG7DTP3a/sMmFT+Hb/zui785clirOd90NIQ6A69XpblaYRT4XLA6IDMfetXsE6kbPkUVzLCPfdORM6g2/ImIgPr6ngM4cxdZ28ma8zcTYPCpJL0Fu65O1xgfE6auAjIKQCXAxl1vOMJVDyBXEzaZzKCisthUPg9974Mw4078gAIDg+Y8JSXvGbL92dYA1u+L8PazpbXl9iOZfnJBQcmI8gYBMsObxh50/Az97rqhB0qy7u+cYy4+gh1G4G0LJ/iSoYODp1Q5otD1mz/DPpmgBICkNUFIxbquWe1nztBQ8/dYhQGi/q5G4oNf6DPUNeHchKTWTklBEUbKnNn9ZeGoTYLJqWwiCTf9WWYP2InhOx55025ibA9gb4MxVRZ2ZEq2+Bui7WdLa+DeqeV5eNU5erxs/MVDOcYZiqeHHkjJbgCoHUjb7VQWT4Mny1PQpm76Izplm0f3FOkuJLR6XPuGz0Kt1GgBFglWR40xJbPRMrywTGOErFhdYY/phqVGu0y0GsRvH1sEDVP4G+en0eGyQqCHoVLKstXXekV76mF92aotJ1VTHyPA3mTwvZkEBruMnBmSZLsJBtcPl9ts5Kcw+XcQSdl7hMFB59/vACBZBb8RMHBIxdqAOBTK99+OI//fqqM/b2Gn7kfHjD9CYP44K7L8vIxPdWw1UiDe4oUHYy0574xYAQQqw3uKnO3PQQ9d9Y4526GFOrMUOWFC6krP5BleNeNQzh2oQQAaqMgZ9mrHkc+JnOXZX4pZ2upfm5fJujnO1zAFQI5Q2XuqgRfUem0XlfOpKja7Z2Fczw5NdFJPfefz9agtzBJLPjxeTsyL3FyzkZ/huFwv4mJBQeTC66/MbATMnfbA3qzUba8yzuj0tYBS1gf0p57iisZnZ655wy66t51J4ASsuqbn+65NxDqVBQRQo6gWSqTCyvU6Qx7scbRZcqMu0tl6HpO2vYEHA/IWTHBncmyvPZzB4C+rDwuLE8rM3eBmgf0ZQJCna3G8nJm+9nyfjtgg3Tr14LdykSHoFFVTkM/pv8ODvebET5CuPdu8/ieu87cmfIE4EJusjohc9/6FawTqUJdiisZHZ+5m9szc6drItQReEIoEpW8dYZlZV0uKwKUUhgqyw9ncAaVM+5dlgruKohnDDkXX7Rl/5bFMK1NRlF1OUxK/GsP5GQmKoO73GTo4G57Av1ZhrLD/X68yQhyBm17z932BPKGHAVb7QTCRqFbfbZ3788lCtMc6jdAAbz7xn7kTYLdPQaqrsBoF/M5EXpjkJS565673LzJ1ojHASMN7ilSpGiGTmfLZ42N15bfCCRpyzd/TShzV1k3o4EymQ6gOkvXz2uYjGCx5qHblI8FmTuFxQiKtifV6mIWZlLiW8hq6dv+nKHOS/3M3S/LewJ5k8FisvfvqJ57zmx/cHfUuhjtHJW6gvJWv21XNpFMV/MEDAa8+8YhdFtyiqDqCezuMXHfdf04PGD6GwMtOVw/adDoMyCk/GwH/EukwT1Fig6GDg5Wh5bl58sOClWvraYumwE9Y74aUEJAACU/KzPDsELdqYIDLgRenK34o1DhTZlBKRZqHN2WvO3mQ5m7wQiKNk8O7v75KC4XHZgUeGVRkuUsNUbnCpm5O54UtrFUj73iyszdovrn9hPqLCrbEZ1CqluoyffYbCNTcWXFgRBZDbG9QEToyI48+jLM3xjUPIFuizZMBNS3aGqe8Ks3W42tX0GKFCkS0ck99/GZCv7y53OYrXj4nR+f21YBXgfq1b9OftWZ+YUlG7NlFw+freArzyyi5gG/+/BFFMpu5DhABnoZ3GVQ15n7T8+WMbXsoFjjyLL44K43dxeKNv7b09NwOPB7P7mI8ZmK33P3uEDekBl+jQtkTabY8dIpThLqNqbnrs1yWhmHW8mopR0oVFVwb/Jey47kChBCkDWk054cc6QY7jIxVwmIh7YnFf/qM3fbjWbummfRCRyUbc+WT7XlU1zJ6GRt+RNTZXC/39w+U5fNgO65r/51srfKGMP4TAX/9ckpOFzgWy8UoZNWlwvMlGXgCvfcTUawWA0y91NzVQDAP04UYdBlOFyo0cLGdWnFszOLboiVLT9zS/W7XS6rAVrEJmtQGdxdXZYnG1OW9+TmQ3sANMNEwcEDxwrgorlRy3pRqHroMknT91p2OfImBaUUWYPKTZEaRdzRENwRG9w1oQ6Qwd32OkN6FrgCMveUUJfiSkYn99yPjOZhMAJK0FZTl80AI2TN+vI6iz4xVfaDGRfwe/gGJdjTa/nfawSZO/VfTxA43gFYsSw/Npxp+Mx1X93VmbsnYHuy3J8zmSzLq8w9b26MiI02y1mp4j8+b8MT8Spw7UShxrG722we3B35eQGSO1JzpUJgxiDoy8rPLSxe05NhDRMBjWV5SarsBGz7zD1FiisZOru0OoB9W4+NMnXZDFDVc19t+ZQpbXdCZGA1lKysSYF79udx7FIV//lNe/HKghRHCW/KTEawZHP0qLL8kdG87xbHiDxPLoGJpTcUrxrKNnzmWrfe5UCXxWArQl3GlJ7xFVeAq764zNzb33M31TjfSj33V6ksvdmIWjuwUOV47c5MRFu/HmVH+GOJWUNukGqu8Mc7h/MG5isednUbsJXpTs2NagTUPOGPLvo997QsnyJFilYQzhY7DRth6rIZoHTtPXcd3MdGcvg/fmk3vvCzi/jt1/ej5gmcWXIxNpLDhaLMSMMa4yaT43E9SnwmvDna0W3gS49canCE818bso4dG4h+5halgYiNSVCyORiVpXzH43j8YgW7upg/CldyeKzz2VqhyXsWW7nnvrdHhpy7rsnh9t3JTPb1wOMCRZtjd4+FQjm5MlB2ub+Zyqiee9XjvkLgcJeJ+SrHrm5Zru/NUFysuZFz1GfuVbczvNyBNLinSNHxYKHRqhTtAcFae+5yo6UzsyOjXSCQEqXPTtX85/TvK/x709/3ZILbrt4cTS/LHn1ScPfZ9zEVHF+hjgN5k0FAMuhfmqvimUtlcCFLxTeNWHilUIXLge++VGpbz1v3880W2PJllUk3G1FbLxZV66Mna+DiUi15LY5Al2qRSEKd52fuAGTfXRHzZOZu4BUver44tryxhorQRqDzan2rRKpQl+JKByWA1SksnSsEuiy/+tcRZEICcpZSlhNCoMYDtzimbu7hWK2f68025lT6uUxC+8XyRyLjdecdZbmaMSgMKh97fqbqk/y4AIq2wPPTcqKhnT1v3ZYIC/okoeyszGJfLwo1joEMRdcK/IKKKxX9ABncbY+j6gnkLfn7GekyMK+Ce81TZfnQurlSJAx8BpBm7u1E6gqX4kqHgMDDZ0rwqLUtS+CdCEpXL2IDNGbulOhec9QKNi7TNihF1iCwjBjXN3V8Us/dZERVGxqfs0KZu0kJLCWKc2RHzpdFpQTYkWc+6bGdPW9HGaWYbGURm7Lykq+1gdSX5Pp2cq6GGheYq7hNZ/rLLsdOU74uaxAs1ODPuQNys/TsVBU3DBrwONCdYRH52Zr6feuZdoMS2FzOuXdC5r7tg3uKFFcyxmcqsD3gH04t4YeTRdx/zzVpgG8DqGLLr/YmLDP36Gt09q5VzIBwjzwI7iYj6DJJrMCJ3hRkEyo0JpUZedxrTUbhuAKekMQ2S6nYjY3k8Z4jw/jZKws40GtgMG9gbCSH4TzDrTsyeP3OTJt67kDOJLDYyravmuC2Xk/5iYKDLz5RUBuaoL0wUXDwvVNleAL4znNz2NXVuJHS0IQ6QH7uFZfD5UDWlGOO3ztZgMsF/suTCzCoZtQHb1D+voO/IYNJxn2nZO5prS9Fig7GiakygGBcSv+cYn1gZG03PxZDbswwScayveA55vfcg+NMStBtxs+x681AnN0rIDcGZgIL22JSuMblMtBLcpsMOjfsyMn+c4b6a+vPGnhjG8lswShcKz131cNepzHd+LwNhze2F/SoHSCJdUv1Ti/htTjcL8tnDIqlmlQIZIzhxFTZ1xPwuBxzzCoVO42aK2fc9e/EpErStkOiaocsI0WKFHHQc8zbcZa8k7EeEZuGzN2IKcurO2t95p4U3LXxSLPgzhIyQj1O53IBg1G/LA/IQL5U43C5CG0g2qtS5wd3trIznF+WX6en/Nig5U87hNsLY4OWb/qy0kha2Y1m7os17v9u9ZgiADAKZBlpDO5eMDkh1yEV6jplFC4N7ilSdDD0uNT7XjOSluTbiLUYx8jXBQQqjQxTTmw8HNxjyvKU+I5wcbAY9Zna9ZCZcXwbQYvYaMMSixFYKsD0ZxmWbA7HC4Rw2q1Sp89tMYKVTlt2BCiRgXE9ODxgYnc3w/5eI8L4Pzxg4mCfgdv3yDHFZgQ/yZaXZfusIU19tIiQ/r8zKPDe67vRbVFkzSihruYJWCHRIUZJR5Xl0557ihQdju06S97JWItxDBCfuWeMoOc+WBfcw7F6sepitiJNduJ+nwTAE5cq6OlqfN5kyeOQFpPBWhuWZAwKi8nMuDvDUHE4Ki73Gffttn111KbGYGipLD9QxzpfKzwBDGVoQ3uBC+DfHOzGDaNdse9TE/GKtoduNZaYNSgWqxw7u5gfrMdGctjZbclKCCX+71mjFuJYAPJ3XlKjcJ2ANHNPkSLFVQdJqFv9XZhR+EYhGhkmdcmjZflo5j4+U8EjZ4uYXHDw6R+dbTDZGZ+poORw/NPkcuzzWgEuKXOvuMLvyZs02IBQQtCTYZiv8mjmvgFleasF+dmyIzCQa9RoXwuWbY5iTE99yeboz5mwGAEXIpK9TxQcfP5YAd99qYSyC1xalqI0GUN+JvXa/oM5A1MlT5IUDbkp0Z71YS93QM25uyKxfbLZ2PbBPZ1zT5EixWqh+7Krfx1Btm7WPGNQX/LVCpmIAMFc+ompMkTIWKaeGFmvM1///FTRRsnmGJ9tdN4zGUHZkap0cj0k0jrozzLMVb0guLc7c/dC8rMr9dxdgYEsW/coHBcCJUdgsRYN7kIILNU4BnIGCGk0yjl+Wc7+60dOzUtRGj2lkDGirY/BvIHpsgzuBpXcF/0W6zN3U4vYdEhU7ZBlrB2pcUyKFClWC0oI6BoyLEpIY89dl+U5/Ju9QaNz6SuZ7GgCV9zz4zMVfPu5OSzUOD7z4/MNWb1FpX68thoNE+oAoC9roFDl/mNt77lzuYmRCnXNj624XAb3dWbuZUcG0aLN/UwaUCN2BL4QTbZuI1P/vvXnrGfbc3Ubt6Gcgamy62foFgtIdXZMWV4q1HVG5p723FOkSHHVYa0KdTWX47npGg6MBH1xn1CnCFYAcGahBkKAU/M2juzKrGiy0+z58FhWnLWuyQgqDvczxorjoVBy/d5+f9YAF4gE99mY4JokCpOEoHfNYSpVvJUV6gQGcwbOF93Y51tdw7IjNwlLNldKc/K9LdU4ei0KxiRRLh9qQUwUHDw7beNN+/L42bkyhrIUYyM6uOvMPfpHMZg3cLnkYVeXDJUZRV7Mm2oUzogG96orIn4CW4k0uKdIkeKqAyVk1WXL8ZkKzi/ZOL9k4/jls/70QphQl2EU4zMVfOmRi+AC+L2fXPSPW4kYmfR82D0uLuvPMBlUcibBi7MVPHtZ6sl/+kdyjX1ZGej0KJzMZqMpdpIoTBLCxwPApZILk1lwuGgaoMsOx2DOiIjBrGUNJVug2yQgRAZ4Pa++ZEuZWF1a11WKh89W8BcvFMEFcOxiBb0WhQDw4lwVN+zo8oN7vbb/UE7axmZCBjOnCg6my1VMLjiouMLfRLGQtnwnYNuX5VOkSJFitVjLnPuJqTIEGvvi9aNwJ6bKcL1opr0erDQOaTKKssthUILnp6sNvf1+pWWv2wlxPfckUZgkhI8XAM4uujAZwWzZxRefkIS1P3iigImCE3ld2RUY7jJiy/Lj8zbcFtew7EhzmP6cgWU7ONeSzdFrBSS3nEHx8qLjB3ZAltOLNsd8NWhzWEretz64D+Z1xq5CpRD4s+eW8LcvlfDMtI3x+YAgaVKCmstTQl2KFClSbBXWUpZPEhTKKC9wW7GtV+qvrwVjIzm868hQbGZvKT93gwA3juYaevc6c9fkvpxJG3zOtQhMq5rz19Vl1GPDGZiUoFDjiZsEIQQqrpDZcExwHxu0fO0BtsIadHDvyxpYDDHml2ocfaHMPW8xTBQchLsF4V+73gARIkfd6smSgzkZ3NU4PFwhFesQcw6pLY+OIdSlZfkUKVJcdVgLoS6pL55hFEuKLZ8xKa4dbt5fbzfMEInv+pF8w7WXldardhaMG4U7PGCCEeB1OzP4N/vzK/bchZBBrMeSeutjwzlMLnHkDeqz/us3CVVPjsx1Z+LZ8of6DXSZBGVH4D+8pqd5z90W6LYoCDMi43BLNkdvJoiuOYPi8pLnB3RKgP9pbBDff6nQ0ObIGhQ5M/o3MaCDu/pb6c0wzJUDvoDcDMlzjM/KCg1LCXUpUqRIsTVY6yhcXF88Y2hCXVC+3UzhofrZ+vprN2TuMWV5RyncXTfQGpnu+Tkbb74mj5+eq0AgmMPPGgT9GQoO4CO39EXOVXYE8gZpUHrTuFTyYFGCV+/KgdFkwxdAZu49FgUzGZbsINgu2Ry7uoNr5k2K0wsu3nawC4M9eX/D84Z9PZhcBg52I7JJqzfuMShBX4b5n/FQ3sBkoYa79+cxNtqLYs3zzzkxL6cYzJRQlyJFihRbA0pI2zKsCKFuC2qywWx9/PO65/7DySXcto+iL8t8Qp0mv+3rkceEjVb0c90mxbLDfYLcRMHBI+erePuretCftTFVcpExGUwmy+5FW/adD/VHw4tmtWdNBscT4EKAEuJf5+ySg96MLLWfW3LRb5FEYt6yzTGUN2FlGCaXuX+Oi0UXY8NZ/7iSI6sWN+7I4RcPDfmPj43kcMf1w5idnfUfIxANkxAA0GVRvDRvY3ym4lvC3nWgFzfv6Y+sSW+uOqXnngb3FClSXHVY6yhcHOTsM2BzgazZPOPcCIQz9zgFu6ll2ff+7ycX8fcvLeF/f9NuVF3Jan/gWAFcBBsDTU7TzHU9t04gGezvvb4H3zlZhMOB//f5JVw3lMV0yZWa9pTgQtHBYE5m5gs1Oa6mUXY4ciYFo9TnKVwoupHrAMC5YhE7uyh+MLmcyJxfdgR6LIpc1sDFoosvnC37vfDX75HfjM9U8JPTSxAAvvzkHIZ6uxKrKeMzFUyVXEyV3MgkxPhMBZeKDi4VgX996Aw8xSf4P382hfvvyUTO50sOd0Zs3/6EulShLkWKFKvFWo1j4pBhBGWX+/3XzYafMSZcenymCgKAQ5K/JuZqqLgc43PSHlWT3wD4/WvNXNfQxxyfqvqPu0KAMWloQymFwQhKjsDOLoY9vRamylHmWdmVZXkgmDDQrPswOBe4XPKasveXbU2oY7i07PosewFguiSz9RNTZZ9It9LUQpK1cvhxHdiTzpdm7m3G0aNHcfTo0a1eRooUKbYR1mr5GoeMQbFsc5iUgNLNz5cYlXaxSRuL+jn5m3fm8VcngD09MqsmkBsDgaAsL61TSwi3xg0KHB3NYnzOkQ50lGBPj4mT08BLc1V0ZyV5bme3AU5NTJU8jA0G2fbpBQcLVY4XZ6vIGgS2F1xHB2ECwGDEF+2R7w/oNim+/3LJbxHMVzl6MgxzFRcLNe6T+ABgWAnOrKQP0Owz0seGH5c8DQJPxJ8vzixoK7Htg3uKFClSrBbSOKY958owgqLNI5Kvmw1TBfg4xLH8cwb1e/Vv3J3B7m6GRy/U/Mz98ICJW0YtOJzg6L5e/PkzM/hPR/sxNmTh7JKDC8se7r1uCLPbyAgAABGASURBVH/21BQcDvzuwxfx0TfuAgDs7jYgDAuXF4PMdqLg4PuTgbiOlqA9PGDixiELWZPi9fv6Uax56Mkw/MkTl/3Xvmlvxm8FhHFiuoa/fXEJgNwUECId4f6/FxZx066+FVUBV/qM4h4HkHg+3yxoCzZ4cUiDe4oUKa46UNK+8qnO3LvNZK/2jYbFqK9AF4d6Bn3OpLigJGDHhjKAENjZbeCl+UB0xuXAXdd04e5XD+FfXinCj62E4I178ijWPHghsZ6XC1UAwK5uC8S08NzFon+un8/UIiVyT8Afx7M9gX97XTfeeFAS1P7mxFwkE39l0Yt1m/v5bNUXCxJAg3hPK6qAzT6jpMeTztdpmXuHLCNFihQpNg/zZQcT87UGE5a1wDKU5SrDlgV3k5HEnnsccgbFBWV3WnIky304J1n0Wh9+vsIxokrce/ss/N2pEiYKDuYrHobyrEGsp0/Nl9sc2NNr4cyigz8/sYQ/P7GEk3O2zK4RjJep8XvMVT3sCI2vhc9LCXBNrxlbZTk0kPWPY1RWL9opHLRapD33FClSpNhCjM9U8M+nl+CF9NfXM5OuZ9szW1iWtxhZlWFJzqS4sOyhx5I9bJMIdJkU3RZDyZEqbzLoWhifqeCnrxThcIE/eKKA3gzFSN6IlKx7Mgxfe2oKAPDHx+fwq7cwzFc9PHzOi1yXEeDXXjeK4xeXUVPjcAtVjpGuQOwmfN7JhSpGc8CRYQsGI9g/0IXvjc+DC+AHE0v4tdeN+rPmQHLJfDMQZO5pcE+RIkWKTUect/q6gruqw1osfhRtM6D9xltFzqR4cbGG6wYsLNscGQqMdFH0ZhmKtoDFOBxPoD9n4mfnl0OudMBCjWNHtwzGumT9NyfmInr6x84vR0rrGgJAseYhy6gcl6tK1nsuUydnq877dyfnca5QQtkVePd1/3979xobVbnuAfy/5tJ2Cp1hOi2tLeAJbckunjRQB5WyEUU0xJioCRL1g1BEhASJEAOY4CVRjEgmBU0rxGMahYRECT0xx+xoUILZFKQXiLalQFt6djmtvczQG512Lus9H4auzZSZ0inDXNb8f9+Yrq71rsfHPrPe9V6M6LgpKSf1yAJDY16s+U//+evRwqlwRERRFO6138ef2Cd7532/6W/tpz5V47ul/cesJAy5xK0FZjQwJfuKu8MpI92ghU6nU+IF3JplAMCY4l+MJ8a0ZF4aJjbn9qVak3USxjwC9lHfdYLNMpg9Qw+H04u/bnowx5R8X9btDxeluHOFOiKiyAtlFPVUjI+ST47yk3soXy4Mt3ob5puT0WwfgwTJV9xTdBhy+zZ/sdwquuPx+q/avzBDK9Dr9EKn8y8dgWL64KxknGob8F0nPcVvqdZ//u8gxmQP7E4vLAZt0LhlzNDhX4NuuL1Axowk5CYnR3Td/lCMD6RjtzwRUZSEc+13SZKQrJWiOhUuaRpP7joN8KA5BcOufugkCal6CcZkLYbGvLgpARm3Fd2/ZRqweoEZlXXdyJuVFPBJO9Co8mAxTtFpMOYWsHtkv+tMNHuGHr0jXjxo1ClfKCK5bn8odEoPTmx0iLO4ExHdo2SdFNUNQ5K0oV3foNMgPUWLWSn6W+/cNUjVazErRcLQqAcerwyLwX8p3QUWA4bdAumGe5/yl6LT4MYYcNMlY44x+EY1xlubtmTPCN51Hyv0nApHRKQuSVoNkiO/rLzC6ZHR1Df1qX3DLi8EgL9uenDTLeOmW8bMZC1GPF782TuGJvsYrg95/M6Xa0xCkhboHfHe8xTC/lEPmvvGcMXhQlu/O+j5JEmCMVmDwTHfynaxTKsU99goq7HRCiKiOObrlo/On9PmXicaukdQ1zmC9375110Lb3OvEydbB9A74sWHp64jWSvBMSrjr2EPfrzcj7Z+N64NeHG+a9TvfFfto3B7gcY+15SuM9n1/3H1Blr6fSvdVV93Bj1fc68T9hEvmh3ue7pmJMTagDoWdyKie5Ss00TtnXtD9wgg7tz0ZLLjb58KqNNI8AqgfcANWfafvBZsE5WpXGey68t3bEoT+HzhumYkxNo895gs7t3d3fjyyy9hs9mi3RQiortK1mmitohNqNPDJh4/K0UHnQYoyvZ9Pn4Xt09dG/89fRimoY1fP9h1Jh4bjmtGwvg791AGNt5PERtQV1FRgfr6ephMJr+iffHiRVRWVkKWZTz11FN44YUXkJWVhS1btrC4E1FccHtlXHG40NzrjPhI7vFpaG3DwPyZd1/IZeK0te8b+jAw6kFhZqrfinO3T10L9HvTvc+JK9tNvM5kbY3FUfLjxp/Yf2odxKPzNFFva8SK+xNPPIHVq1ejvLxc+UyWZXz99dfYs2cPLBYL3n33XVitVsyZMydSzSIiuifNvU603RiDEEBDGJaznY6/ZRrw98IM9PX1Tfn48TYaU7RI1fvm6N9tmlm4pqGFY0OXWHOlzzce4L+bB/A/Vwejkge3i1hxX7hwIXp6evw+a2lpQXZ2NrKysgAAJSUlqKmpmXJxP3nyJE6ePAkA+PTTT5GRkTHt9ul0unv6/UTDeIWG8QpdvMSs7VoHxG3vvNuGgb8XRr7d043XbNMg2u1OZGRkQKuN4pD/CAt3fl271gEAkBHdPBgX1XnuDocDFsu/1wW2WCy4evUqhoaGcOzYMbS3t6OqqgovvvhiwN9ftWoVVq1apfx7qt9aA8nImPq3XmK8QsV4hS5eYjZ/pm9XtvHBafNn3tvfoumabrz6h0Yw7JZRffn/UDg7dt9ph1u482v+TN96A5HMg5ycnKA/i2pxF2LitgK+eY1paWnYtGlTFFpERBSaeHovPFFzrxMn2/rhkYH3f+2IeldyPIu1PIhqcbdYLLDb7cq/7XY7zGZzSOeora1FXV0d3nzzzXA3j4hoSuLlvfBEDd0j8N6alhaOHfISXSzlQVTH7Ofl5aGrqws9PT3weDyorq6G1WoN6RxWq5WFnYhoGuJpqhmFJmJP7gcOHEBTUxOGhoawefNmrF27FitXrsSGDRuwd+9eyLKMJ598EnPnzo1Uk4iIElqsdSVT+ESsuL/99tsBPy8uLkZxcfG0z8tueSKi6YulrmQKn7jfFc5qtYbclU9ERKRmsbFOHhEREYVN3Bf32tpaHD58ONrNICIiihnsliciIlKZuH9yJyIiIn8s7kRERCoT98Wd79yJiIj88Z07ERGRysT9kzsRERH5Y3EnIiJSGRZ3IiIilZFEoE3V4wjXliciIvIX90/u4drydffu3WFoTeJgvELDeIWOMQsN4xUatccr7os7ERER+WNxJyIiUhnthx9++GG0GxEr5s+fH+0mxBXGKzSMV+gYs9AwXqFRc7zifkAdERER+WO3PBERkcrE/fKzwVRUVKC+vh4mkwk2mw0AUFZWhs7OTgDAyMgIUlNTsX//fvT09GD79u3IyckBABQUFGDTpk0AgLa2NpSXl8PlcmHx4sUoLS2FJEnRuan7KFC82tvb8dVXX8HlckGr1WLjxo3Iz88HAFRVVeHXX3+FRqNBaWkpFi1aBCBx4gWEFjPm2OTxGh0dRWZmJrZt24bU1FQAzLFQ4sX8Avr6+lBeXo7+/n5IkoRVq1bh2WefxfDwMMrKytDb24vMzExs374dM2fOBKDyHBMq1djYKFpbW8WOHTsC/vybb74R33//vRBCiO7u7qDH7d69W1y+fFnIsiz27t0r6uvr71uboylQvD766CPlfuvq6sQHH3wghBCio6NDvPPOO8Llconu7m6xdetW4fV6hRCJEy8hQosZcyxwvHbv3i0aGxuFEEL88ssv4tixY0II5pgQocWL+SWEw+EQra2tQgghRkZGxLZt20RHR4c4cuSIqKqqEkIIUVVVJY4cOSKEUH+OqbZbfuHChcq3s4mEEDh79iyWLVs26Tlu3LgBp9OJBQsWQJIkPP7446ipqbkfzY26QPGSJAlOpxOAr6fDbDYDAGpqalBSUgK9Xo/Zs2cjOzsbLS0tCRUvILSYBZNIMQsUr87OThQWFgIAioqK8PvvvwNgjgGhxSuYRIqX2WxWBsgZDAbk5ubC4XCgpqYGK1asAACsWLFCuX+155hqu+Unc+nSJZhMJjzwwAPKZz09Pdi5cycMBgNefvllFBYWwuFwwGKxKMdYLBY4HI5oNDkq1q1bh7179+LIkSOQZRkff/wxAMDhcKCgoEA5Lj09HQ6HA1qtNqHjBQSPGcAcC2Tu3Lmora3FkiVLcO7cOdjtdgDMsWCCxQtgft2up6cH165dQ35+PgYGBpQv2WazGYODgwDUn2MJWdzPnDnj99RuNptRUVGBtLQ0tLW1Yf/+/bDZbBAJPpHg559/xrp16/DYY4+huroahw4dwnvvvRc0LokeLyB4zJhjgW3ZsgWVlZU4fvw4rFYrdDrfnyTmWGDB4sX8+rfR0VHYbDasX79eGb8RiNpzTLXd8sF4vV6cP38eJSUlymd6vR5paWkAfPMes7Ky0NXVBYvF4vfN2G63Iz09PeJtjpbTp0/j0UcfBQAsXboULS0tAHBHXBwOB9LT0xM+XkDwmDHHAsvNzcWePXuwb98+LFu2DFlZWQCYY8EEixfzy8fj8cBms2H58uXK/4cmkwk3btwA4HtNYTQaAag/xxKuuP/555/Iycnx63YZHByELMsAgO7ubnR1dSErKwtmsxkGgwFXrlyBEAK//fYbrFZrtJoecenp6WhqagIANDQ0IDs7G4BvPf/q6mq43W709PSgq6sL+fn5CR8vIHjMmGOBDQwMAABkWcaJEyfw9NNPA2COBRMsXswv3xP3oUOHkJubi+eee0753Gq14vTp0wB8X76XLFmifK7mHFPtIjYHDhxAU1MThoaGYDKZsHbtWqxcuRLl5eUoKCjAM888oxx77tw5fPfdd9BqtdBoNHjppZeU/5itra2oqKiAy+XCokWLsGHDhvibEjEFgeKVk5ODyspKyLIMvV6PjRs3KgNWTpw4gVOnTkGj0WD9+vVYvHgxgMSJFxBazJhjgeM1OjqKn376CQDwyCOP4NVXX1XuPdFzLJR4Mb+A5uZmvP/++5g3b55yf6+88goKCgpQVlaGvr4+ZGRkYMeOHcpARTXnmGqLOxERUaJKuG55IiIitWNxJyIiUhkWdyIiIpVhcSciIlIZFnciIiKVYXEnIiJSGRZ3IlJ8/vnnqKio8PusqakJGzZsUFb5IqLYx+JORIrS0lJcuHABf/zxBwDA5XLh8OHDeO211+66w91UeL3eez4HEd0dF7EhIj9nz57F0aNHYbPZcOLECbS3t2PNmjX49ttvcf36dWRmZmL9+vV46KGHAACnTp3CDz/8ALvdDqPRiOeff15ZFrWxsRFffPEFVq9ejR9//BFFRUV46623onl7RAkhIXeFI6Lgli5diurqahw8eBCXL1/Gvn37sGvXLmzduhWLFi1CQ0MDbDYbDhw4AKPRCJPJhF27diErKwuXLl3CJ598gry8PGWp4v7+fgwPD6OiokI1O24RxTp2yxPRHV5//XU0NDRgzZo1OHPmDBYvXozi4mJoNBoUFRUhLy8P9fX1AIDi4mJkZ2dDkiQsXLgQRUVFaG5uVs4lSRLWrl0LvV6PpKSkaN0SUULhkzsR3WHWrFkwGo2YM2cOzp8/j3PnzqGurk75udfrVbrlL1y4gOPHj6OzsxNCCIyNjWHevHnKsUajkUWdKMJY3IloUhaLBcuXL8fmzZvv+Jnb7YbNZsPWrVthtVqh0+nw2Wef+R0Tb7tpEakBu+WJaFLLly9HXV0dLl68CFmW4XK50NjYCLvdDo/HA7fbDaPRCK1W6zfSnoiih0/uRDSpjIwM7Ny5E0ePHsXBgweh0WiQn5+PN954AwaDAaWlpSgrK4Pb7cbDDz+s7CNORNHDqXBEREQqw255IiIilWFxJyIiUhkWdyIiIpVhcSciIlIZFnciIiKVYXEnIiJSGRZ3IiIilWFxJyIiUhkWdyIiIpX5f8HM5x3EEMyfAAAAAElFTkSuQmCC\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": 54, "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": 55, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1,2,3], [4,5,6])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It has kept the \"ggplot\" style. If I want to change things, for just one plot, I can use the `with` and it will *only* do it for whatever is under the `with` statement:" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [], "source": [ "plt.style.use(\"default\")" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1,2,3], [4,5,6])" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [ { "data": { "image/png": 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\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": 59, "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": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.style.available" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But what if we want to see how our plot would look with each of these styles? We could just make a bunch of plots OR we can play with this interactively with the `ipywidgets` library.\n", "\n", "We'll talk about `ipywidgets` extensively starting next week, but we can dip our toes into this package now and start getting a feel for how they work." ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [], "source": [ "import ipywidgets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, lets tell jupyter `ipywidgets` that we want to mess around with the style of the plot:" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ea00016f583b4a08a955f4a75143e91f", "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": 62, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5e3f945f3adf4dc29f3a9b698565a3f3", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=10, description='x', max=30, min=-10), Output()), _dom_classes=('widget-…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(x=10)\n", "def f(x):\n", " print(\"my value = \" + str(x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note this is a little different to the format in the docs and you can use what you'd like the \"@\" symbol is a `decorator` and essentially its a way to sort of \"extend\" the `interact` function without modifying it to much.\n", "\n", "We'll play with these more in the next few weeks, but for now we can use them as simple style/color pickers!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Matplotlib colormaps" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to different plotting styles, there are different sorts of colormaps in the `matplotlib` package, let's check them out:" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "import matplotlib.cm as cm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see a list of all these color maps:" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['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": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "matplotlib.pyplot.colormaps()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Aside: plotting matplotlib colormaps\n", "\n", "There are TONS of ways to do it, here is just one:" ] }, { "cell_type": "code", "execution_count": 69, "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": "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\n", "text/plain": [ "
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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "winter\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWAAAABKCAYAAACFIY6oAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAJUUlEQVR4nO3dbUhT7xsH8Gu62Xz4T+hJlwvL0MwgK0VTCSPMoEh6EQlFWBQkEVlRYRipEERF/snQAjF7oyXZA72w0hdlalFoE6IFhlokZaEhzsxMvX4vStvm0p3jObsVvx8Q5erefa7LM7+uPalhZiYAAHA7D9ENAADMVAhgAABBEMAAAIIggAEABEEAAwAIggAGABAEAQwAIIhWjU37+/tpYGBAja0BAITw8vIivV6v6J6KB3B/fz95ey8mog6ltwYAECYwMJDa2toUDWHFA/j3Ld8OIvpIpPkfkYaINH9ebDfyte1ncrGmsXnBnpT1rtZG6y6sd7Vvsq0r2Ldtr1L2sFvPzvcghWZ33MNxr3HX2/Q2UR8kZ3YXanZ7ONvbhWOOmVnGeZ+wb4frmJQ9XL6uyenbWd1mD8fvo6zZnfTh0vpxfi7/1UfPT+pY+H8aGBiY2gH8l4FUCWAlr1xKH3NMTaUAVqTvfwSwkkEmu28JAeyWvhUKYFX6dlaf5DEV6XuCABZ6XZMRwCrBg3AAAIIggAEABEEAAwAIggAGABAEAQwAIAgCGABAEAQwAIAgCGAAAEEQwAAAgiCAAQAEQQADAAiCAAYAEAQBDAAgCAIYAEAQBDAAgCAIYAAAQRDAAACCIIABAARBAAMACIIABgAQBAEMACAIAhgAQBAEMACAIAhgAABBEMAAAIIggAEABEEAAwAIolVv6x4i5j9fs01dbo3/ftIwkcbmMzmpaf6sd7U2Wndh/b+O6Vgj27qCfdv2KmUPu/XsfA9SaHbHPRz3Gne9TW8T9UFyZnehZreHs71dOOaYmWWc9wn7driOSdnD5euanL6d1W32cPw+yprdSR8urR/n5/JfffT8JDUoHsDMTH5+ftTbu/B3WPKEFwEAmPL8/PyIWdlAUzyANRoN9fb20sePH8lgMCi9/ZTV09NDCxcuxNwzBOaemXNrNJqJF0ug2l0QBoNhRp2gEZh7ZsHcMBl4EA4AQBAEMACAIJ45OTk5im/q6Unr1q0jrVbFJ1lMQZgbc88EmFu5uTWs9MN6AADgEtwFAQAgCAIYAEAQBDAAgCAIYAAAQRDAAACCyArgwsJCWrx4Men1eoqKiqLa2tpx19fU1FBUVBTp9XoKCQmhq1evympWNClz37lzhzZs2EDz5s0jg8FAcXFx9OjRIzd2qxyp53tEfX09abVaWrlypcodqkPq3D9//qSsrCwKDg6mWbNm0ZIlS+jatWtu6lY5UucuLS2lyMhI8vHxIaPRSHv27KGuri43dauMp0+f0pYtW2jBggWk0Wjo3r17E15GkVxjiW7evMk6nY6LiorYYrFwRkYG+/r68ocPH5yub21tZR8fH87IyGCLxcJFRUWs0+m4oqJC6qGFkjp3RkYGnzt3jl++fMnNzc188uRJ1ul0/OrVKzd3PjlS5x7R3d3NISEhnJyczJGRkW7qVjly5k5JSeHY2Fiurq7mtrY2fvHiBdfX17ux68mTOndtbS17eHjwpUuXuLW1lWtra3n58uW8detWN3c+OZWVlZyVlcW3b99mIuK7d++Ou16pXJMcwDExMZyenm5XCw8P58zMTKfrT5w4weHh4Xa1/fv385o1a6QeWiipczsTERHBubm5SremKrlzp6am8qlTpzg7O3taBrDUuR88eMD+/v7c1dXljvZUI3XuCxcucEhIiF0tPz+fTSaTaj2qzZUAVirXJN0FMTAwQI2NjZScnGxXT05OpmfPnjm9zPPnz8es37hxIzU0NNCvX78k3VoXRc7cjoaHh8lqtdLs2bPVaFEVcucuKSmhlpYWys7OVrtFVciZ+/79+xQdHU3nz5+noKAgCgsLo2PHjtGPHz/c0bIi5MwdHx9P7e3tVFlZScxMX758oYqKCtq8ebM7WhZGqVyT9Jq6zs5OGhoaooCAALt6QEAAdXR0OL1MR0eH0/WDg4PU2dlJRqNRSgtCyJnb0cWLF+n79++0fft2NVpUhZy53717R5mZmVRbWzttX6oqZ+7W1laqq6sjvV5Pd+/epc7OTjpw4AB9+/Zt2twPLGfu+Ph4Ki0tpdTUVOrv76fBwUFKSUmhy5cvu6NlYZTKNVkPwjm+JyYzj/s+mc7WO6tPdVLnHnHjxg3Kycmh8vJymj9/vlrtqcbVuYeGhmjHjh2Um5tLYWFh7mpPNVLO9/DwMGk0GiotLaWYmBjatGkT5eXl0fXr16fVrWAiaXNbLBY6dOgQnT59mhobG+nhw4fU1tZG6enp7mhVKCVyTdJNlLlz55Knp+eY34Zfv34d89tgRGBgoNP1Wq2W5syZI+XwwsiZe0R5eTnt3buXbt26RUlJSWq2qTipc1utVmpoaCCz2UwHDx4kot/BxMyk1WqpqqqK1q9f75beJ0PO+TYajRQUFET+/v6jtWXLlhEzU3t7O4WGhqrasxLkzH327FlKSEig48ePExHRihUryNfXl9auXUtnzpyZFv/DlUOpXJN0C9jLy4uioqKourrarl5dXU3x8fFOLxMXFzdmfVVVFUVHR5NOp5NyeGHkzE30+5bv7t27qaysbFreJyZ1boPBQK9fv6ampqbRj/T0dFq6dCk1NTVRbGysu1qfFDnnOyEhgT59+kS9vb2jtebmZvLw8CCTyaRqv0qRM3dfXx95eNjHiKenJxGR4n++ZypRLNckPWTHf5+mUlxczBaLhQ8fPsy+vr78/v17ZmbOzMzkXbt2ja4febrGkSNH2GKxcHFx8bR+Gpqrc5eVlbFWq+WCggL+/Pnz6Ed3d7eoEWSROrej6fosCKlzW61WNplMvG3bNn7z5g3X1NRwaGgo79u3T9QIskidu6SkhLVaLRcWFnJLSwvX1dVxdHQ0x8TEiBpBFqvVymazmc1mMxMR5+XlsdlsHn36nVq5JjmAmZkLCgo4ODiYvby8ePXq1VxTUzP6b2lpaZyYmGi3/smTJ7xq1Sr28vLiRYsW8ZUrV+QcVjgpcycmJo78SVK7j7S0NPc3PklSz7et6RrAzNLnfvv2LSclJbG3tzebTCY+evQo9/X1ubnryZM6d35+PkdERLC3tzcbjUbeuXMnt7e3u7nryXn8+PG4P69q5RreDxgAQBC8FwQAgCAIYAAAQRDAAACCIIABAARBAAMACIIABgAQBAEMACAIAhgAQBAEMACAIAhgAABBEMAAAIL8Bz55tEBT0pqjAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "winter_r\n" ] }, { "data": { "image/png": "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\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": 66, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "02d88e41373e4516b0a9e6ebeb5a485a", "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": 70, "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": 71, "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": 72, "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": 73, "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": 74, "metadata": {}, "outputs": [ { "data": { "image/png": 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\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": 75, "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": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_colormap('jet')" ] }, { "cell_type": "code", "execution_count": 77, "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": 78, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c8b372b4aed34d05925f4fd178964878", "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/" ] }, { "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": 79, "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": 80, "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": 81, "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": 82, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "64ef81f0b4f04510a85f874b8734bce0", "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": 83, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b5cd20e18b734c83991a52e57fd7f498", "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": 84, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "317ece15ff89415994e6ce078e93f566", "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": 85, "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": 86, "metadata": {}, "outputs": [], "source": [ "# depth in meters\n", "fn1 = \"/Users/jillnaiman/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": 87, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5365, 4201)" ] }, "execution_count": 87, "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": 88, "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": 89, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-9999.0" ] }, "execution_count": 89, "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": 90, "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": 91, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-275.89, 351.94348)" ] }, "execution_count": 91, "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": 92, "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": 93, "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": 94, "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": 95, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 95, "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": 96, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 96, "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\")\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": 97, "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": 98, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jillnaiman/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": 99, "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": 100, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0. , 1. , 1.69897]), array([0. , 1. , 1.69897]))" ] }, "execution_count": 100, "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": 101, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jillnaiman/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": 101, "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": 102, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/jillnaiman/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": 102, "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": 103, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "75735a6fd8894827b4329fe42a267337", "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 }