{ "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" ] }, { "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\n", "\n", "# to use pandas\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Finishing up: 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/spring2019online/week02/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.)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "buildings = pd.read_csv('/Users/jillnaiman/Downloads/building_inventory.csv')" ] }, { "cell_type": "code", "execution_count": 4, "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": 4, "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": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RangeIndex(start=0, stop=8862, step=1)" ] }, "execution_count": 5, "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": 6, "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": 6, "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": 7, "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": 7, "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": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "35" ] }, "execution_count": 8, "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": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['In Use', 'Abandon', 'In Progress'], dtype=object)" ] }, "execution_count": 9, "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": 10, "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": 10, "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": 11, "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": 11, "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": 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
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": 12, "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": 13, "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": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "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": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\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": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1750, 2010)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\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')\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": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "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": 18, "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": 19, "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": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Agency Name Western Illinois University\n", "Location Name Zimmerman Property - LaSalle County\n", "City Zion\n", "Zip code 68297\n", "Congress Dist 18\n", "Rep Dist 119\n", "Senate Dist 60\n", "Bldg Status In Use\n", "Year Acquired 2019\n", "Year Constructed 2019\n", "Square Footage 1200000\n", "Total Floors 31\n", "Floors Above Grade 30\n", "Floors Below Grade 4\n", "Usage Description Utiility & Miscellan\n", "dtype: object" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.max()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 21, "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": 22, "metadata": {}, "outputs": [], "source": [ "pd.read_csv?" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "b = pd.read_csv(\"/Users/jillnaiman/Downloads/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": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "9.0" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b[\"Square Footage\"].min()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1753.0" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b[\"Year Constructed\"].min()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1753.0" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b[\"Year Acquired\"].min()" ] }, { "cell_type": "code", "execution_count": 34, "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": 34, "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": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
119Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1930.01753.02580.0110AssemblyResidentialNot provided
120Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1986.01753.04184.0110AssemblyResidentialNot provided
121Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1986.01753.02875.0110AssemblyResidentialNot provided
122Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1930.01753.0558.0220AssemblyAssemblyNot provided
118Historic Preservation AgencyFort De Chartres Historic Site - Prairie Du Ro...1350 State Hwy 155Prairie Du Rocher62241Randolph12Mike Bost116Costello, II Jerry...In Use1930.01753.03604.0110AssemblyResidentialNot provided
..................................................................
8847Department of TransportationElgin/O'Hare Expressway - Kane Co.1480 Rodenburg RoadSchaumburg60193Kane8Tammy Duckworth43Moeller Anna...In UseNaNNaN36.0100Utiility & MiscellanUtiility & MiscellanNaN
8855Department of TransportationRoscoe Maintenance Storage Facility9988 N. 2nd StreetRoscoe61073Winnebago16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN1550.0100StorageNaNNaN
8856Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte. 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN1500.0100StorageNaNNaN
8857Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte. 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN432.0100StorageNaNNaN
8858Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN330.0100StorageNaNNaN
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8862 rows × 22 columns

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" ], "text/plain": [ " Agency Name \\\n", "119 Historic Preservation Agency \n", "120 Historic Preservation Agency \n", "121 Historic Preservation Agency \n", "122 Historic Preservation Agency \n", "118 Historic Preservation Agency \n", "... ... \n", "8847 Department of Transportation \n", "8855 Department of Transportation \n", "8856 Department of Transportation \n", "8857 Department of Transportation \n", "8858 Department of Transportation \n", "\n", " Location Name \\\n", "119 Fort De Chartres Historic Site - Prairie Du Ro... \n", "120 Fort De Chartres Historic Site - Prairie Du Ro... \n", "121 Fort De Chartres Historic Site - Prairie Du Ro... \n", "122 Fort De Chartres Historic Site - Prairie Du Ro... \n", "118 Fort De Chartres Historic Site - Prairie Du Ro... \n", "... ... \n", "8847 Elgin/O'Hare Expressway - Kane Co. \n", "8855 Roscoe Maintenance Storage Facility \n", "8856 Belvidere Maintenance Storage Facility - Boone... \n", "8857 Belvidere Maintenance Storage Facility - Boone... \n", "8858 Belvidere Maintenance Storage Facility - Boone... \n", "\n", " Address City Zip code County \\\n", "119 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "120 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "121 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "122 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "118 1350 State Hwy 155 Prairie Du Rocher 62241 Randolph \n", "... ... ... ... ... \n", "8847 1480 Rodenburg Road Schaumburg 60193 Kane \n", "8855 9988 N. 2nd Street Roscoe 61073 Winnebago \n", "8856 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8857 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8858 9797 Illinois Rte 76 Belvidere 61008 Boone \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "119 12 Mike Bost 116 Costello, II Jerry \n", "120 12 Mike Bost 116 Costello, II Jerry \n", "121 12 Mike Bost 116 Costello, II Jerry \n", "122 12 Mike Bost 116 Costello, II Jerry \n", "118 12 Mike Bost 116 Costello, II Jerry \n", "... ... ... ... ... \n", "8847 8 Tammy Duckworth 43 Moeller Anna \n", "8855 16 Adam Kinzinger 69 Sosnowski Joe \n", "8856 16 Adam Kinzinger 69 Sosnowski Joe \n", "8857 16 Adam Kinzinger 69 Sosnowski Joe \n", "8858 16 Adam Kinzinger 69 Sosnowski Joe \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "119 ... In Use 1930.0 1753.0 2580.0 \n", "120 ... In Use 1986.0 1753.0 4184.0 \n", "121 ... In Use 1986.0 1753.0 2875.0 \n", "122 ... In Use 1930.0 1753.0 558.0 \n", "118 ... In Use 1930.0 1753.0 3604.0 \n", "... ... ... ... ... ... \n", "8847 ... In Use NaN NaN 36.0 \n", "8855 ... In Use NaN NaN 1550.0 \n", "8856 ... In Use NaN NaN 1500.0 \n", "8857 ... In Use NaN NaN 432.0 \n", "8858 ... In Use NaN NaN 330.0 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade \\\n", "119 1 1 0 \n", "120 1 1 0 \n", "121 1 1 0 \n", "122 2 2 0 \n", "118 1 1 0 \n", "... ... ... ... \n", "8847 1 0 0 \n", "8855 1 0 0 \n", "8856 1 0 0 \n", "8857 1 0 0 \n", "8858 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "119 Assembly Residential Not provided \n", "120 Assembly Residential Not provided \n", "121 Assembly Residential Not provided \n", "122 Assembly Assembly Not provided \n", "118 Assembly Residential Not provided \n", "... ... ... ... \n", "8847 Utiility & Miscellan Utiility & Miscellan NaN \n", "8855 Storage NaN NaN \n", "8856 Storage NaN NaN \n", "8857 Storage NaN NaN \n", "8858 Storage NaN NaN \n", "\n", "[8862 rows x 22 columns]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "b2 = b.sort_values(\"Year Constructed\")\n", "b2" ] }, { "cell_type": "code", "execution_count": 38, "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\n", "Year Constructed 1753\n", "Square Footage 2580\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": 38, "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": 39, "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": 39, "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": 40, "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": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.series.Series" ] }, "execution_count": 41, "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": 42, "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": 42, "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": 43, "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": 43, "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": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 44, "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": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "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": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 46, "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": [ "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": 47, "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": 47, "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": 48, "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": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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y6ErHYco6FqB4YbYcgbis0A9quQ80j3FRYT2OhFYOGxeGiYgK2+Q4LBbK6EwWPa0JAIDhbi5btDBbtgPTUJ5LcYU+0DyegsWpyJFh48IwEWnGzayaDd24mHKV8Yv6OVsg7mkuerZY/rHdJAacd6KMDhsXhomIV0TJMZJQxmaz6G4p9Fz8C7Pt6Nlii8NzYUG/cti4MExEOFusPCMzWfS2+cNiPs9FNq40DaPpNRduXBkdNi4ME5Gs17WXPZcghBAYm8l7LmHZYpYMi5X0XJrFuLDmEhk2LgwTkazFgn4pJuctWI7IC/ph2WJS0C/qitxkxkUIoe3nsvDzWSywcWGYiHCFfmlUAaUn6MuwmD+ipKci60Yk02RhMX0OHBarHDYuDBMRr7cYey6BqNYv3V4qsjteFBbTBH2roIiyuRZzfQ58P1E5bFwYJiJcoV+a0WnZV8wfFguq0DeMolTknOa5NEMYSs0tbhJ7qxFg48IwEclni/FCE4TnubQUhsX8dS6W7YbFSgn6zWDA1RwSpgEnoEcaE0xNxoWI/oiIdhHRy0T0LSJKEdE6InqKiAaI6NtElJDHJuXPg/L5tdrrfFqO7yGid2vj2+XYIBF9ShsPvAbDnAzYcynN6Ey+IzJQIlvMyQv6jsh7KdkmE/RVAWUi5i6XTTClRUHVxoWIVgL4AwBbhBDnADABXAfgLwF8SQixEcAYgBvlKTcCGBNCnA7gS/I4ENFZ8ryzAWwH8FUiMonIBPAVAO8BcBaAD8pjUeIaDNNwMqy5lGRsJotkzEA6bgLIh8X8i7IS9GO+bDK9zqUZNudS81LGpRkM3mKg1rBYDECaiGIAWgAcAXAFgO/I5+8EcK18fI38GfL5K4mI5PjdQoiMEOJ1AIMALpZfg0KIfUKILIC7AVwjzwm7BsM0FCFEPhWZ4++BjMxk0dvqttoH8oK+bihsR0AIeJqLGgOaLyym5pX3XBZ+TouBqo2LEOIQgP8F4ABcozIB4FkA40IISx42BGClfLwSwEF5riWP79XHfeeEjfeWuEYBRHQTEe0goh3Dw8PVvlWG8cg1Yd+rZmNsJutligF5zSVIV4npnotnXAQSsiFZMwj6lifos+cShVrCYt1wvY51AFYAaIUbwvKjfhMU8ly9xosHhbhNCLFFCLGlv78/6BCGiYSuB+R4kQlkdDbftBIIzhaztAws0zAKxrKWg2S8eRZydRORjLlhvmZIj14M1BIW+0UArwshhoUQOQD/AeAyAF0yTAYAqwAclo+HAKwGAPl8J4BRfdx3Ttj4iRLXYJiGksnZ3mPOFgtG74gMBGeLqc9OtdwHCsNiSq9pCuPi01yawZtaDNRiXA4A2EpELVIHuRLAKwAeBfB+ecwNAO6Vj++TP0M+/4hwc/ruA3CdzCZbB2AjgKcBPANgo8wMS8AV/e+T54Rdg2EaSrNlMjUjo1pfMSCfLaZ/XLrnojwbVUOStR2kE83jJageckkOi0WiFs3lKbii+nMAXpKvdRuAPwHwcSIahKuP3C5PuR1Arxz/OIBPydfZBeAeuIbphwBuFkLYUlP5KIAHAewGcI88FiWuwTANRc9k4t5ixWQtB1PzlldACQAUUKGvMu1imuei8iOyloNUrHk8F88QxoJ7pDHBxMofEo4Q4hYAt/iG98HN9PIfOw/gAyGv83kAnw8Yvx/A/QHjgddgmEajGxeu1i5m3Nf6BdA9l2BBX6E+z5ztIJVoIuOi6ly8JIOFnM3ioSbjwjCnGhmrudJkm43pjJvE2Z7KLy1B2WLqs1Nei/58zhZIN5Gg7/jrXNhzqQg2LgwTAV1zYUG/mJzvLh/Qiij17sKO8lwMr52Kly1mO0g1kaDvtX+RoToW9CuDjQvDRCDLnktJVLgrrhmXIEFfGaG4QVDSleMIr0g11URpv3rjSv1npjRsXBgmAgXGhQX9IpRnF49pnosS9EWAoG8aICffq00Z7HQTai5JDotFgo0Lw0SABf3SqM8nrgn1BhWHxXKOLujn9RXl+TRTWMzTXJqoa8BigI0Lw0RA3ZkbxJ5LEMo4JALCYsGpyFSguSjj1ExFlHnNpbCTAFMa3s+FYSKgFr+WRIwXmQCCNBfluRSExZTnYhhe+xfbEZ7xTsXLN4mcnM/hV7/2c+wdnq7jOyhGJR9wb7FosHFhmAjkjYtZ0L2XcclahU0egbznIgI0l7ivcaUS+pXnUsqA7xuewbP7x7Dr8GQd30ExVtF+LmxcKoGNC8NEQO3l0pqM8R1sAF5YLFasuei22NJSkU2t/Yva4lgJ+qX0jcm5nHtNq7FG3t9yn3/vlcHGhWEioGsCrLkUE5yK7H63Cyr085qLrsmosFiyAs1lat4t2Gx0YoXtF/TZc6kINi4MEwFlXFqTJm8WFkApzcUJEvRNn3GRn2+qAvF8al56Lg028sWeS0Mv96aBjQvDRMDzXBIcFgsia4drLoXtX/KCfqHm4guLlfASlOfSaO2rqM6Ff+8VwcaFYSKQsWyYBiEZM7grcgBK/0gEeS4hgn5ecykW9EvZDeW5NDo8ydscVwcbF4aJQNZykDDdu23uLVaMFxbTBf2ArshBgr6jh8U84xL+GU8qz+WkaS7NU3uzGGDjwjARyNoOEjEDMdPgRSaAQEE/IFtM7y0WK/Bc/MYl/FpeWMxq7O/BX0TJ7V8qg40Lw0Qga7nGJW7Qohf057I2/vWp/QX1J7WS1bLAFEZAtpgyzKZBJYsoS3kuXlis0Z6LZzCLExOYcNi4MEwEVFjMNGjRpyI/8upx/Ol3X8bA8fpVuOds9/MhyhsX5bmIwM3CjALPJatpNqZBJb2EvKB/kj0XNi4VwcaFYSKQsR0kZVhssbd/mc26i3MmV787/5zlFDStBMKyxfKCvr7fix5WMw0qHRbLqFTkxnouSitKsqAfiZqMCxF1EdF3iOhVItpNRJcSUQ8RPUREA/J7tzyWiOhWIhokoheJ6ELtdW6Qxw8Q0Q3a+EVE9JI851aSt0Nh12CYRuOFxczFL+irXTWzdXwfOdspaLcPwPNiChtXFqci65pLPGbAJCoTFrMKXqtReJ6LWV4HYvLU6rl8GcAPhRCbAZwPYDeATwF4WAixEcDD8mcAeA+AjfLrJgBfA1xDAeAWAJcAuBjALZqx+Jo8Vp23XY6HXYNhGkrWcj2XN0NYTBmXet75Z21RIOYD+mZh5Sr0HU+zSVTiuXjZYg1ORVbJB7HiBpxMOFUbFyLqAPALAG4HACFEVggxDuAaAHfKw+4EcK18fA2Au4TLkwC6iGg5gHcDeEgIMSqEGAPwEIDt8rkOIcQTwg3W3uV7raBrMExDyXsuiz8sNp+zAdS3TkRpLjpB2WIZGT4zfNlifs0lLAQlhMhX6De4t1jec+H9XKJQi+eyHsAwgH8ioueJ6B+JqBXAUiHEEQCQ35fI41cCOKidPyTHSo0PBYyjxDUYpqGoVGTToEWzWVjOdvCxu5/HoE+4b4TnkrOLNReVLaYbiqn5HNpTcfl8cYV+PEYlP+P5nON5P4028o4QMqstbwSZ8tRiXGIALgTwNSHEWwDMoHR4igLGRBXjFUNENxHRDiLaMTw8HOVUhglEZYvFDULOFnVN420Uxybnce/Ow3hi74mC8Yzlei711lwSsWDPRb/jn5q30J5y9yosaP9iVSboK69FXbORWI6ASRTYI40JpxbjMgRgSAjxlPz5O3CNzTEZ0oL8flw7frV2/ioAh8uMrwoYR4lrFCCEuE0IsUUIsaW/v7+qN8kwOiosFvM65C7whCpAhZpms3bBuMoSq2dYLGsVay5Bm4W5notrXEyfoE8ktRii0IVcVefXe/5B2E6h58KaS2VUbVyEEEcBHCSiTXLoSgCvALgPgMr4ugHAvfLxfQCul1ljWwFMyJDWgwCuIqJuKeRfBeBB+dwUEW2VWWLX+14r6BoM01DcsJjpLTSLYcMwFT6ay/mMi/Rc6h8W8xkXI8RzSbphMVPLJsvI84lUWCx4IT+pnostirYGYMoTq/H8/w7gX4koAWAfgA/DNVj3ENGNAA4A+IA89n4AVwMYBDArj4UQYpSIPgfgGXncZ4UQo/LxRwB8A0AawAPyCwC+GHINhmkoXljMXDzxd+W5zPk8l/lcY1KR/YI+gKKCyKl5C2t6W7znABUWE975pQT9Kc1zaXS2mCMETJMCG3Ay4dRkXIQQOwFsCXjqyoBjBYCbQ17nDgB3BIzvAHBOwPhI0DUYptFkVFhMtSxZBOnIyngUhcWsBmWLxQKMC1FBCFEX9JWXogR9db4aC0IZl/ZU7CTUuTgwiT2XqHCFPsNEIGvZskJfhsUWQcaY57n4w2K5k1PnArgZY2GCPgAvBJbVKvwNCl/IVVispzXR8LBYkebCxqUi2LgwTASKPJdFsNCoxbcoLNYIzcUq1lwAV9RXn5XjCExnLXToxkVW4+uaTcwI7zytPBfXuDS4t5hPc+GwWGWwcWGYChHC7dqbMDXPZREI+vlsMatgPHMyNRfKay7TWQtCwAuLAW52mO3A+3wBNxEgLDNraj4HIqArHW98V2SpuQQVgzLhsHFhmAqxHAEhID0XKeiXuGv+8WvDeHLfyMmaXii5UM2l/qnIQUWUgGsoVFhM10sUppn3XPKaS7hnODlvoS0ZQyJmNHw/F9sRiBlGYDEoE06t2WIMc8rgtSbR6lxKZYv9zY/2oCMdx9b1vSdlfmEoz2Q+588Wa0QqcrDm4mZ+uY+VXuL3XPKaizIupcNiHak4YqbRcN3LcgQMKkyZZsrDngvDVIje9yruFf6FL2zzOcfzDhaS0CLKBnRFzgZ0RQak5iLCPRelyczlbK+1vVlG0G9PxRA/CQ1Ebdv1XCoR9PePzODRPYE13accbFwYpkLUIqx6iwGlQ0oZy/YW9oUkLBX5ZDWuBNzMr3xYTHkueeMSk2nHxyYzWNqZAlA6FXlSGRfTaHy2mOwtRkQgKh0W+6efvYE/+NbzDZ3PYoGNC8NUiDIUSdkVGSgdFstaTlMYF9Wvyx8Wq7Zx5fdeOIynXx8NfE5PJdbRDUXec8mHxUzTDYsdHp/Dyq50/pwSRZTtKix2Etq/qAQOk8INHuBm5E3NW9x/DGxcGKZiMlaQ5xK+MGcsp64hp2opV0QZ1bj89YN78PeP7w18Lqj9C1AYFlN9wToKPBcDw1MZZCwHKyrwXFSdTNysX3fqO376Op4KSMBwNRdZe1Nm62X1Wc/4MvNORdi4MEyF6J5LPhW5sZ7LM2+M4sZvPFOTiKz3FlN31EKIfPuXiNlWs1kLRyfmi8aFECUFfbUmT84VC/oGAQdGZwEAKzzPpZSgr4XF6uQdfvnhAfz7c0NF47bjeNmBpZppAvm/kekMGxc2LgxTIbrmohbQUot+pg7G5enXR/Hwq8cxMZcrf3CJefgf6x5V1Dv/mYyNo5PFxkUZscD2L76wWNwkpOL542KGgcPjcwA04xKib7gbhamwGNWtt9hs1vIMro5lC89TLbc7pvIGp+fZuLBxYZgKyWeLaV2RQxZmVXBZq9ickTqJXy+Jgj4HVUipG5woc3RkRtfoTLZoTt5GXwGaCxG0bDG3rxhR/ji9A/IKTXMJSjaYzzmwHIGOVBxxw6hLb7Gs5W4+5m+RA7gGLlbQkqZ0KBQApmrwXA6Nz+Gy//kw3jgxU/VrNANsXBimQvQ6l7isqAvLtPI8hBo9l7k6GBd9Dkp30V8vSlhMX3z9obG8cQlpXKl5LnqmGABv8U7FDXS3yFb8IV2R9WyzuGnAEbXXnswFfC4KXXMplWQAaGGxGjyXwePTODwxX7Rz6GKDjQvDVEjWdheehKa5hN3FKuOSqfGuWoVpgsI1laJ7JmrxzOSqC4vpSQFHfMYlW8q4FITFckXGRS3eK7rSnkcTJuirEGFnOl63NjyzOdcYBBkXt0K/srCY+gxq0VyU8VzsSQFsXBimQvQiSrXYhAn6Wc1zqWUrZM9zserruVQbFtP7kx2dnCt4ztNcQrLF8hX6+Y3CFOrzVGnI6pxyxqVe++rMZJTnEqa5GPn3UYmgX4Pnos71Z/ctNti4MEyF6KnI+fYvYZ5LfmGopQ5jvh5hMbt0WCxKb65SnovK2orHgutcHBEeFlMa1orOvHGJhYSgxh2usSIAACAASURBVGd142IUXLtaVFgsVHOR8wubkyJbB81F1QHNLPKMMzYuDFMhakFOxcs3rtS9hVpqXYLCWFHRjZv3errnEikspnkuETQXfW8WfaMwhQpvLe9K5c+pKCxmRH4PQagQlH9bAsD1ipTx0xtwBuGFxWrwXJRhUt7UYoWNC8NUiAqZpOKmtxiGhWP0xbsWUT+vudQSFrMh18Z8WEy+XmvCjBgWq05zMcp4Lrrmogirhi8Ii1XQhqcS5rxwYbDmUpCKXMJzUTcB05nqU8fzYTH2XBjmlCDvuZjeZmFhabDZKjWNsGvW0gAzZwt0pF1PwZ+K3J6KRwqLqbvpJe3JAM8lXHNRhiJoozAgWHOJmaWNS4cWFqvVuCijGey5FBZRlspMY0E/T83GhYhMInqeiL4vf15HRE8R0QARfZuIEnI8KX8elM+v1V7j03J8DxG9WxvfLscGiehT2njgNRimkXieS8woKyTXy3OpVypylzQuc7nCO/TWZFTPxV3w1ve3FmsuFXguQRuFAfAE8xUVCvrtqRhMgzwPstY2O2ohnw9IwHAcFIbFKtFcahH0pWGa5bAYPgZgt/bzXwL4khBiI4AxADfK8RsBjAkhTgfwJXkciOgsANcBOBvAdgBflQbLBPAVAO8BcBaAD8pjS12DYRrGvGUjZhBiZvmuyHp4pRavo16CfqcyLp6g786pLRWPqLm452/ob8OJ6Uyhh6YE/aDGlURwnOB2+0Dec1nemddcwkJQk3M57/3EyyRWVIr6XGxHFCVgWI6TD4uV81zq0P7FE/RPZc+FiFYBeC+Af5Q/E4ArAHxHHnIngGvl42vkz5DPXymPvwbA3UKIjBDidQCDAC6WX4NCiH1CiCyAuwFcU+YaDNMw5nM2UnETQH5RC1uYs/XWXGp4jazlaGGxQs+lIxWLmC2mPJc2AMAxrQ2Mp7kE7ediuBX6QRuFAa4h6WtLeJ+vGgtayMc141LJjqCVoC/k/owx2yfohzlJqisDUB9B/1RPRf7fAD4JQH3cvQDGhRDqkx0CsFI+XgngIADI5yfk8d6475yw8VLXKICIbiKiHUS0Y3h4uNr3yDAA3IVe9cNSi5pdpkIfqE+2WK3tX5IxE8mYoYXFpOeSjFUl6K/vbwWAgh5j5epcbEeEei7bz1mG37psbcFYKUHf81ykIas1LKZrLRnfZ20VFFGG7+eiz6EumssiT0WueptjInofgONCiGeJaJsaDjhUlHkubDzI8JU6vnhQiNsA3AYAW7Zs4Q0WmJrI5GwkY+6ddb63WAWpyHUJi9XmuSRihJaEWdTmpBrjkowZWCW1EV13Kdn+RWoVQRuFAcAvnb8i8Jww43LGUtdzKteGp1L0tN9gz0XtjhkeFtN/zzVpLvNvjlTkqo0LgLcB+GUiuhpACkAHXE+mi4hi0rNYBeCwPH4IwGoAQ0QUA9AJYFQbV+jnBI2fKHENhmkY85bteS5E5O77HrIw65pLtcZFCFEXQV/tsdKSiGmpyEpziUUq8pzNWmhNxrBMaiNHJ/JV+qUaV5qkjEvxRmFhhPUW0z0XLyW8Vs8llzcGfkOubxZWStBX3qBBrLkANYTFhBCfFkKsEkKshSvIPyKE+A0AjwJ4vzzsBgD3ysf3yZ8hn39EuGkZ9wG4TmaTrQOwEcDTAJ4BsFFmhiXkNe6T54Rdg2EahhsWK68JAPVJRc7ZwmuZElR/USlZy916OBU3vEU0YzkwCEjHI2aLZWyk4ybaU3F0puP41tMH8YMXj8BxhPeegzwXIlerUHu5+FORg9A7JSuEEJiYy3kakrpWzdliJTyXgsaVFXguPa0JTGesqtr+WLbjXf9U11yC+BMAHyeiQbj6yO1y/HYAvXL84wA+BQBCiF0A7gHwCoAfArhZCGFLr+SjAB6Em412jzy21DUYpmHogj4AuX97ec2l2mwxfZGrKSxmC8Rjrueih8VScRNx04DliIoXwtmsjdak+xl86dfPBxFw8zefw7eeOVBmPxe3Xb+3C2W6Ms9FCBTMbT7n7pGTzxarj6CvL+T+Whe9cWVY1wCg0LjYjqjqd6Y8nkTMOHU1Fx0hxGMAHpOP98HN9PIfMw/gAyHnfx7A5wPG7wdwf8B44DUYppHM52ykE3njEiuxxW49BP1MgXGprUI/YRpIJ8yCxpXJmOEZgpwtkAjoCeZnJmuhJeEuG1dsXop3nLEEF/yPH2Hg2DTW9bkif2hXZCEwOZdDImYUGOkwTFKdp/NhKb06H0C+mLXGVOTZrOV5onqTUCFEYYU+Uainp37PPa1u2d1UJlfw91IJKiS2tCOJg6NzsGzHa3Gz2Fics2aYBWA+5yAV04xLQNhGUY8iyrk6GRfXcBhIx80CDScZM707/0pDY3NZGy2JwtBgZ0scE3O5kpqL6ias6yXlMFSasfYZ+42LMojZOnguyijMa56LunRBy/2wbDH5e+5tTQKoLh1ZeS5L211Na7aG3/tCw8aFYSrEFfR14xK+C2I9BH09rFJbWMzVXPRssYzlyAacynOp7PVnsrbnuSi6WuIYn80WbAPtR4nzE3O5ivQWIL+g6wK6Mi5d6YQ8pnQbnkqZy9roVcZF+90pj8jQwmJhjSvVDUV3q2v4qhH1Pc9FJkws5ip9Ni7Mm5KDo7P44ctH6vqamZyDpL7vuxnuuRSmIle3QOjeSrX7udiOG9aJF4XFpOeihcVGpjN4dM/xkq83l7UKPBfA9SIm5nJeMaZKD9YxSIbF5iv3XFQoyi7hucTqpLnMZC3Pc5nL5n936tr53mII9VzUDUVPTZ6L+/6U57KYM8bYuDBvSv7lqf346DefL9kePSp+QT8Wssc7kPcMgOo1FxXCakmYVXsuOc2bKAyLuYYyoYXF7n7mIG78xjMlu/HOaIK+oiudwLgMi8UM8u7ydQzZ/iVSWIzKG5dEnbLF5vSwmGbU1bXzXZGN0Ap9dUPR1+a+Ti2ey7JO10AtZlGfjQvzpmRyzoIlY/z1Yj5nF2ouphEqJGctx6vlqHazMLXIdbckiqrGKyWr6SCFYTH3vehhscn5HBwBjM5kQ19vNmMhHS8Ma3Wk45iUxiVIzAfcbDE7ouaS30o6//mNz7pzy3su9QmLzWQtLyw2F2BcCir0K8gWA2oMi3VIz4XDYgzTXKi779HZ8IUyKvOaNwKU91xaZfio2lRkZVw60/GqBX214CVjBtKJGOZyNhxHuNlicaMgLKYMz9hMsEEWQmA2F+C5tMQxPptDxnICxXxAzxazonsuWhhqci4HonyFf7l9dSpBpQ13tSRAVOi5WEWeSwlB366/cVnMe7qwcWHelKhwwliJu/Ao5GwHtiMKw2IlNBfVKiZhGjUL+t2t8aobV+otWdJy7vOW7YbFYoVhMaXHhBnk+ZwDIVCUXtuZjsNy8mnGQajeYpPzuYpqXIBwzaU9GfNCb/UIi+nhx1TMDAmLGd77KOe5qGyxalrATGdyXhNPwA1DLlbYuDBvStRdY6kQTxT0LY4VMcMoWfOQjLt1JNUbF/eaXelEzZ5LImZ4Qvxc1nYF/XhhWEx5LuMhxkXdRbf6s8WksRiezoSGxQwiTM7lIARqFvS7WvLbN5XriiyEwL8/O4S/e2Qg9DrqfbUkY0gnzDJhsfKpyO2pGOImVe25tCVjaE26n/HsItZc6lJEyTDNhroLH6tTWEzf4lgRD9kpEXAzyxKmNC52dYZBLXKdLfGqQ2sFnos0LrNZ2818i+lhMScfSgwxyOozDfJcAGB4Kty46K1cKvZcQgR93Tjl99Up/nwm53P4//7tBTy46xiIgN97x4bA+al035a4iXTc9KWAu88pj6xk+xcteaItGasuW0xuAa3SvdlzYZgmI++51EfQ9zyXWGEBYdgds+e51CMs1hKXm1hFf51MkOeScz0Xt/2LCouJvEEuY1z8nktni7vYn5jOhGouSj8Bavdc9POJCAnTCOxOfefP3sCPXjmGS9b1QJRIVPDeV9JEMm4UeC4npt1z+trcUFfJOpecZlxSseo8l4zruajf1WL2XNi4ME3HAy8dwQsHx2t6jRnPuGTqMSWvhkGvc4mbRuhmYaqOpJaw2Jwm6APVVenre6wozUX3XJRmkdMaJoZpLqrmIqjOBQBGZrIls8UUHRV0RHbPKS6iHA/INouZ5O2CqfPC0AQ29Lfhw29bB8D1rIJQHls6EXM9F81bUOf0t7vGxaTygn4yZqAtGa9Kc5maz6EjFUdcer3suTBMFRwcncVLQxNF45/9/iv4yqODNb22CnXUz3MpDouV64qswmLVpiK7SQGaEF9FrUtBnYumucxL4xcz9bBY6Wwxpcn4jYvSQIQIrs4HUFD7EtVz0ZMmJueKEwLC2vDsOjyBs1d0eIZheDrMuCiPzEQqbhYUrA5PufvVqNcotROl5yWaBtqTMa8gMgrTGQttMhOuNWFynQvDVMNf/OAV3PzN54rGp+YtHBqfCzijMoQQ3l12/TQXJegXtn8p1RVZhcVq6YqcTphIesYl+l2s3gbfi+NnLORsgVTcKAyLZUp/Zmqh87d/0Y1FKUHfO76lurCYarff5TvfNeCFn/HoTBZHJuZd4yJDWidCPZe8lpSOmwVdkY9PZRAzyEtaKLkTpbyhIKLqw2JScwHcz5kr9BmmCl45MonD43MFd/+O4xqGWozLfM7xGg7WL1tMei4xPSxWYrMwKejHY0bVabKqaFMZtGr2dNFF5iXy7nvPsSkA8FKlAem5qLBYyGfmpez66lxaE6aXTRVa51KN5iLPUZHHuZyNnC2KwmpBWXu7Drse8dkrOtHX7npW4Z5LPgsuFTcKPMThqQz625Oe51VuPxfludUi6LfJTLHWpMm9xRgmKtMZy20p7rg9rRSzORtCAOOzuapDAvodYyM9l5JhMSnoJ02jht5ibtGmMmjVhMXyngthRVca6/ta8dArxwC42kBgWCzUcwkW9IlI21+ldFjMNMgrLi1HPizmvofJOff3GqS5+BMrXj40CQA4e0UHWhIxtCZMnJgqLei3qLCY5iEOT2e8kJh6H6F1LradNy41eS5xOR/2XBgmMq/Ju2cAOKztw67f7VXrvSij1JmO189zsYrTcEsK+jkbCbN2QT8Vry0s5mkuctG/fGMfdspkCT1bTG3CBbiaS9DmYXnhu9g4qFBXIkzQl15IRyoGomDvpugcn6A/OS93sUwXGrd4QLbYrsMTWNmV9vSg/vZkWc/FC4vlCgV9FVZT76NUs1L1/tuTsciCfsaykbUdLyzWmjQX9W6UbFyYBWHP0bxx0fdh10XQobHZql5b3e2t7kljat6qepthnXxYrLLGlQVFlLWExeJmXTwXdUd9+cZ+7zk9W0xtP9zXlkTWdgKzlGZDBH0AZT0XNVxpSMw9R2ku7s/+ppWKeEC22CuHJ3H2ig7v5762ZFnNpSURK/Zcpgo9l1JFlBlfWCxjOZFuLJQx8oxLIlaV9z48lalrT71qYePCLAh7jk55cfrD43nPRb/bOzRWrefiLg6ruloA1KcFTGCFfkj7F8cRyNnCW7xrqdBPx/OaSy2ei1r0t27o9T73ZDwfFlOL0cruNIDgz2wma7k6UoABUYJ3PCRbTHkrUYyLSgLIh8Wk5xKguegNRKczFvadmMHZKzq9sdKei5uVZxpUUKFvOwInooTF5O6eALyMryjGQXntec0lVpXncv0dT+Mz974c+bx6w8aFWRBePTqJc1Z2IhkzcHQyb1z0LrBDNYbFVve4C2U9mleqhT1ZwWZhuoheSyqyp7loPcGi4vdc2pIxXLimG4DrhamwmAo5reqSxiXgM5vL2kVivsK/p70f5YVUWp0P5JtSKruRD4sFeC7aZ7z7SF5vUfS1JXGiRFhMtVtJxQzZQ01gdCYLR8BLhADK1Ln4PBcgWvPKcbURWovSXMzIjSsnZnPYfWQSA8emI53XCKo2LkS0mogeJaLdRLSLiD4mx3uI6CEiGpDfu+U4EdGtRDRIRC8S0YXaa90gjx8gohu08YuI6CV5zq0kb3/CrsEsDoQQ2HN0CpuXtWN5ZwqHx4PDYlV7Ll5YzPVc6qG7qHTiIs8lwHCoSu1aiyi9sFi8hrCYnJ/ubfzCxj53fvG8FzIhxXLluYzOZDGdsXDcZ/hb4sHGRWkbZTWXKjwXtZiHCfpxszBbbPC4u7BuXt7ujfW3JzE+mwv8XcxmbK+WKKV1svYXUAKukRQCgZpU1s4bFxXaiqK7qILfbvlZtiajJwW8MOTqadWGlOtJLZ6LBeCPhRBnAtgK4GYiOgvApwA8LITYCOBh+TMAvAfARvl1E4CvAa6hAHALgEsAXAzgFs1YfE0eq87bLsfDrsEsAoanMhibzWHTsnYs70zj6ERxWGx1TxpDVYfF5Gt0q7BY7fHn+ZwNosLFM6x4T6UMJ2Lu4l1TnUuNYTG95b7i6nOXY11fK9b3t2nGRYbFNM/lz+/bhQ9+/UltPhZaksHtCDsqzBarTnNxCubY7tsm2W/k1c1EnybEq8cjAR0bZrUN0JSRmcvaXhjNb1zcOQX93vOCflsy+lbHquBXtexXm8SFZSQGoZI1JuetBdddqjYuQogjQojn5OMpALsBrARwDYA75WF3ArhWPr4GwF3C5UkAXUS0HMC7ATwkhBgVQowBeAjAdvlchxDiCeHeJtzle62gazCLgFelmL9Jei5H9Gwx+c+4eVlH1dli0zK0Vu+wWCpmFmQ6hW0WltEW9GSstlTkZNz0kgjqobkAwPr+Njz6iW1Y2ZWGaRAMyusZyriMTGfx+GvDeGNk1gv9zWTsQDEf0DSXUM/F/R7FuMR8gv7kXA4tCbPoGv6svbGZbIFRBvK7Qwa1gJnJWkjL9Go9BKm8tv62VP59GIXelE5BWCylwmKVL/BK51LGRaV8RwmN6W2TFtp7qYvmQkRrAbwFwFMAlgohjgCuAQKwRB62EsBB7bQhOVZqfChgHCWu4Z/XTUS0g4h2DA8PV/v2mDqjMsU2L+vA8q4Ujk7Oe3dnStTcvKwdw1OZqhZUVWm+MoKgf91tT+A/nz8U+rzSP3Tihhvr94dIdONSa7ZYOm56/cyq8YCylgPTIG9RDCJuGp5xWdqRgkHAcwfGMDyVge0IHJcL8mzW8u7s/XiaSyykcaXSXCrsKwbo2xxLQV/23Qqavx4WG5vNeQu0QnkfQbrLXDYf7ivnuRi+wk6djC7oJ6sIi81mETfJO1fpW5WK+kII7Dw4js3L3HBgtZ5/vajZuBBRG4B/B/CHQojJUocGjIkqxitGCHGbEGKLEGJLf39/+ROYmjlcgbfx6tEp9Lcn0dOawLLOtJeVAwDTWQuJmIE1va0AUODVVIp6jXTCRHsqVlZzmc/ZeHLfKH6+90TJY1K+hVXdpfqNhx6KqjVbLBV3vR//DomV4m49XLquJGEaXgilLRVDd0sCj7x63Hte/U6PTMx7OyT66SpT52JUkS0WlIocdL4/JXxsNlvUIkaFxYI9l3xYTNe3hqcyaJd7vOTn5H4P9lzsIs0lSlhsbCaL7paE5x23JqJlnA2NzWFkJov3nbfc+3khqcm4EFEcrmH5VyHEf8jhYzKkBfld/ZUOAVitnb4KwOEy46sCxktdg1lAHt1zHJd98RE8uqf0r2PPsUnv7mpFp7tYqQVset5CezLmhWeqEfVnMvkWGj2tibLGRWVGlTJk7hbHhcalW94d+zUdXXNJxAw4Ivoe7znbgSV3viQiJGNGVcZF1wHCiJnkGZeWhInu1gTmc3mjdGh8DlnLweHxOazpbQl8jfJ1LjUYF03Q9xdQqmsWei5ZTxRX5D2X4r+FybmcVxWvfsdzObuoxgXQvalgQT8pQ5hetlgkQT9b4HH1ylDeY3sqi7o8L0Ni2zYtQWvCXLxhMZm5dTuA3UKIv9Weug+Ayvi6AcC92vj1MmtsK4AJGdJ6EMBVRNQthfyrADwon5sioq3yWtf7XivoGswCYdkOvvCD3QCAH+06Fnqc7QgMHJvGpqWucVkmjYsS9VVX2FUya6ncP0jGsnHvzkMFoanZTP5OtLslUbYFjDI+R0sZF9mhWEdtZ+sPteQ9F9O7k42ajqwMiZfF5NvEqlJyWgZTGHHT8BIT0gkTPXJh3rbJjTYfHp/HofE5OAI4rSfYuChPIVxzqV3QDw+LFaYij88WN7dMxU20J2NFnosQAiMzGU+TSWvJE8enMujzGReva0CQcdEMeUvCBFFUQb/QKL5tQx+u3LwEX7h/N57dP1r2/J0HxpGMGdi0rB2rulsWtefyNgAfAnAFEe2UX1cD+CKAdxHRAIB3yZ8B4H4A+wAMAvg6gN8HACHEKIDPAXhGfn1WjgHARwD8ozxnL4AH5HjYNZgF4t+eHcLA8Wks7Uji8T3HA1M1AeCNkRlkLAebPM/FNSKqBYxq3Les0439lxP1v/vcIXzs7p14dv+YNzadsbyQQkWei/Q8yhkXv+fSLxsi+o1LxhcWAxA5NJZv8e+e79/bvVKyFXguukFoiZvobnUX5l88cwk603EcHp/D/pEZAPDClX460zIVuUzL/UjGhXyC/nxIWMwsrDcam80WaS5AcCHlbNbGfM5Brwyb6Zl5J6YyBTUuQOWCPpGrnUTVXPR5Gwbhb3/9AqzsTuMj//JcQVp4EC8MjePclZ2ImwZWdadxcHSRei5CiJ8KIUgIcZ4Q4gL5db8QYkQIcaUQYqP8PiqPF0KIm4UQG4QQ5wohdmivdYcQ4nT59U/a+A4hxDnynI/KrDGEXYNZGGYyFv72odewZU03/vAXz8DhiXkMHA8u4tLFfMC9403FDa8FjNqJL24aWNaRKhsW+/neEQD5DDTAzf5p1cJiYcVzCuXZTGUsTM0HZ/dkAgT9vOdSaLz03R9VxXom4lbH/kaZqXh1Kc052wmtmleo8FfCdCv21QJ36fo+rOhK4/D4nLdQhYXF+toS+Mz7zsLV5y4LfH5FVwqpuIEVXcGaTRCmWeglTMwW7+Wi5q96i9mOastfbFz62pJFnov62+iV7zmdqCwsFuq5aJ91e8Q6lbGZYqPYmY7jHz50EabmLfz+vz4XepOSsx28fGgCF6zuAgCs6k7j0Nhc6E3eyYAr9Jma+fpP9mF4KoNPX30mtm1yEyceD4kTv3p0CgYBG5e2AXDv8JZ3pj3PRddLVnanvSr96YyFt37+v/Ch25/ycvmFEJ5xGdAaYc5kbM+4bOhvw7HJDCZmw1NC9bBZmPcybxV7LipkMlIiLJas2nPxG5cqPRe7cs9FLayXb+zHe89djtU9aazsSuHQ+Bz2j8wiqbXt90NE+O23r8Ny6Yn6uXR9L1645SrPQ6gE02v/IuA4AlMZCx2p0prLxFwOQrhbQ/vpby/uL+ZtYyzfl0r7PjQ2h6mMVWRcSnouvhBkW6rytvu2IzA+l/N0PJ3Nyzrwl+8/Dzv2j+EL9+8OPP/VI1PIWA4uOE0ZlxZMZSyv8HQhYOPC1MTxqXnc9uN9eM85y3DRmm4s70xj09J2PPZasKi/5+gk1va2FizUyztTRZoL4P6DKM9l8Pg0hqcyeHLfCK79ys/w0CvHMHh82rvzfE1rdzGTsby27qoFyK4jxTteKvSwWZior+pcdFoTJpIxAyMzfs+lUNAHohuXOZ/mkoybmK8qFVmE6iCKuKYTAG6R5Vd+40IQuW36j0zMY//oLE7raam4o7EfNymhslb7Cn0hn85aECK4wt9tw+Mu9upGwS/oA8CSjiSOTc4X3M2rG4M+6YWmEu5n8fWf7INBwFVnFXpiZoigr/rJ6Ya8LYLnooxiT8hGar98/gpcf+kafOPnbwTeAO086IaFleeiarwOLqCoz8aFqYkvPTSArOXgk9s3e2PbNvXjmdfHAlMo9xyd8vQWxbLOFI5o2WKe59KVxtHJeVi248X8v/17l2J9Xyv+93+95nktW9f3YOC47rnkw2JnSePyyuHwLHm9DibUcwkIixFRYLfdrK/OBShOVw5jPmfjR7uOej3WlBGuNlvMfzcdhAqLBbXSX9GVxsSc268qLCTWKHTxXHmeoWEx+fmOK+MS4AGs7EpjJmsX3M0rz6XXJ+ifmM7iVy5chdOXtBW8huHNqfC19X5yirZUHFMVGhev9UvAvBW/tsVNqn1iX3HK/PMHx9HXlvCyLFfJ7hQLKeqzcWGqZuDYFL79zAH85tY1WNeXF3rfcUY/srbjLf6K2ayF/aOzRcZlRWcax2TB3pTmuazsdmtgjk7O48CIewd25rIO/N471mPX4Un8w+N7sao7jSs3L8WJ6azngcxkbc9A9bUlsbQjWdK4jM7msLIrDSLg8ETwP2OQoO++fgIn5HX//vG9+Mi/PFuguUQV9P/H917BTf/8LL788GsANEE/biJTTZ1LBEE/qPp+RZfK2pvDaT3BYn6j0MNiXtPKkCJKle2mkjOCwmJeeruWJKI8F2Vc1O84bhI+duXG4jnJj9LfmUFP4lC0J2OYDtHw/PhbvwRx1vIOdKbjeML3fwW4lfkXrO7yPMtKsy0bCRsXpmq++MCraE3E8Ae+f8Ita3vQmjDxmK/eZeDYNISAV+OiWNaZgu0IHJb1FG2JvOcCuPHv/aOzWNKeRDph4tq3rMSyjhQOT8zjsg29nn7z2rEpCCEwk7EKFsqzlnfglSOlPZclHUn0tSVLeC5hxiXvuTz66nE8uOsoxuVdtu65VLKnzCOvHsO3nj6AntYEntzn5qh4mkvMqCoVuTLPRRqXeLGesVIT4E+656IJ+srbCKpziZnujqCOI7xWP0FhMWUo9ULfkZks2lMxL2QXNw30tSXwoa1rvcanOp6g79Ncgnq4RQmLjfpavwRhGISt63uKbtom5nLYOzzjhcQANxGgLRljz4VZfDyxdwQPv3ocH3nnhqJ/iETMwGWn9+Hx14YL4tt7vJ5iHQXHqwwi1c02r7nk75oPjMx6i1syZuJ3Ll8HALh0Qy/OkDUzA8dcobHcCgAAGxpJREFUUdNyhBcWA9zQ2MDx6dCw0thsFj0tiaI+Z0II/ODFI8haDuYtx2vDotPblvCaIe4fmYUj8p1pk7F8H6xymV6jM1l88jsvYfOydvzgD97ufaYFgn4VPcoqqdBX2WRB7fTVggwAp51s46J1RQ7bKAzIG8ec43hhMX+dC5B/L7rnMjxduNMkADz88W34s/eeGTwnX9cARXBYrHJBX2lFpYwL4CZGDI3NFaQZvyj/3i5YnW8OT0RY1Z1mz4VZXDiOwBfu340VnSn89tvWBR6zbVM/hsbmsHd4xht79egUUnGjqBBvWYf7T6+2PlYhLX0x2D86UxCW+c2ta/C5a8/B1ecux/LOFNqTMbx2bNrrw6Tv0372ik6veDOIsZksulsTWNaRwhEtLPbTwRO4+ZvP4T93HkLWcooEfcD1XEams5jNWt6+NKrmJm5SRYK+EAJ/+t2XMDmXw5d+/QIs70zji79yLtb3tXpFpql4lZqL5ZQX9OWCGRQWW9Ke8hbUNSEFlI3CUK1WyobFZPjMFhibzRX059LpbU0gETMKPZfpjBcSU3S2xD1txU+YoO/fNwdw/45nsnZFXY2V5xLkcelcusHdLuGJfXnvZecB17icu6qz4NiFLqRk48JE5nsvHsZLhybwx1dtCgwVAa7uAqAgNPbq0UlsWtpe1ERReS6qNkb1ZUrFTfS1JbF3eBrHJjNYq905p+ImPrR1DZKyU/HpS9swcHzKSyIo8FyWy4yxw8EZY6p4ze+5/HTQFU5VWnXQe+1tS8JyBF4ayr/2xFxO9gMjL0xSyrh89/lDeODlo/j4VWfgTDnXq85ehkc+sc1bJKut0I8SFksHhMVMg7BMNrNUIvHJIiati+2I/C6UIdligOuljc9m0aX159IxDMKKzpRPc8l69UqV4CUZhITFEmb+b0T9Hc9U0NV4dCaLloQZ+v+kOGNpG3pbE3hSC43tPDiODf2tRV6d67ksXK0LGxcmEvM5G3/1wz04a3kH/ttbVoYet6q7BacvacPjr7kLsxACu49MeounTmfaLaQc8DyX/D/Jyu40npR3aaXCMmcsacfAsWkvxq3fuZ7W04K2ZCxQd5mTFdpdLXEs70pjat7yXuNn0rj8ZEAZl+J/F9U2ZIf0VlRdhFrQy2WLHRqfwy337sLFa3vwu5evD31/1da55Cqpc4mFC/qAq30t70yXNVL1Rt2DuJ6LBSJXJPejPJecLWQLlfAuAKooVHFiOoO+9tLegk7Yfi56+rkiSn+xsZnifmhBEBG2ru/Fz/eOQAjhdULWQ2KKVd1pTGcWbl8XNi5MJO564g0cGp/D/3/1maGhA8W2M/rx1L5RzGYtHJcbhPnFfMD9h1nRmfY0l1Yt9r+qO41jk66mEdZ6BHCLMkdmstg77L6GvqmVYRDOXN6OXQEZY0oAVpoL4KYjj81ksevwJJZ3pjApF4cwQR8AnpPG5b3nuh1plUBcKlvMcQQ+cc8LcITA3/za+SXb4i/rSCFjOThWpgWIH3/VeBClwmIAcMNla3HzO0+PdN16QOTuNaM8l/ZkLPBvLiY/Y8txMDYbXJ2vcI2L+xlatnt8FM/FCCmiDAyLReiM7G/9UopLN/Ti6OQ83hiZ9Tohq+JJnYVOR2bjwlTM+GwWf/fIIN5xRj/eLrfKLcW2TUuQtR08uW/E8xqCPBfAzRibkXqJvtPgKk1QLhXzv/LMpSACbv/p6wCANp84febyDuw5OlXUtkPVuCjNBQCOTMzhiX0jEAL46BX5RTXYc3EXpmcPjKGnNYG3nS63EPZ7LgHG5Y6fvY4n9o3gM790VmBmks75MhNop7YZVCXk7MqLKIPqXADgvectx/9zyWmRrlsvYoYBW7jGJWyLZE/QtwTGZXJGGCu60jg2NY+c7Xg3Fn1tlXsuynMa9bX8CcsWAyrb0yWo9UsYl27oBeAm1ai/h7esDjIuspBygXqMsXFhKub/PDKI6YyFT1+9ufzBAN66rhvpuInH9gzj1SOFPcX86G1D/GExwDU4QRlAinV9rXjnpiV4Xoqbrb7wyeZlHZjOWEWNMPUsHZVAsH9kFj8bPIHWhIkPXLTau26QoK/E4PHZHNb0tuDcla6o6jcu/lTk145N4a8e3INfPHOJVxxXirNXdCBuUmTjUpHnEivtuSwkhpEX9MM2GvPCYtJzUY03g1jZlYIQrnd6Yqp4O+RynLm8AwblMwIVmYBssSh7ukTxXNb3tWJJexJP7HONi+qE7Gc1ey7MYuDAyCzueuINvP+iVaEGwk8yZuKyDb14bM8wdh+ZxMquNDpDDIQKSQH5cAKQr3VZ01u+9Yieuaa6Iis2L3f/+fQGl0Bhls6yzhRWdqXxue+/gu+/eARb1/ciETNw8doeAMFhse6WhKcNrO1txdKOJPrbk94iE5SKnLUc/NG3d6I9GcP//JXzKmqpkoqbOHN5h5cZVClZu3y2mBLE04liPWOhMYm8ZpRhHZWDBP0w9FoXlUIepd9ZazKGM5a2Fxn5vKCvey7ufCvTXHIVaS6AGy68dEMvntg7gucPjOEc2QnZT2dLHO2p2IKlI7NxYSrirx58FaZB+Pi7NkU6b9umfhwYncXjrw0H6i2K5VqxXktc11zcu681FVSHv+30XpwhCyr9nouqhXnVJ+p7YbGWOOKmge/efBkuXteDibkcLpehv63r3TBEUJ2LaZB3x6kM4OWn93khiWSAoH/rwwPYdXgSX/iVc4saI5bigtVdeHFoPDC19YcvH8XfPTKAH+06igMjs3AcV+ytxHNRz7eUyVRaCEyDpOYSvFEYkPdcxmdzyNmipKCvblYOT8xhZDp6WAwA3nJaF144OF4QYg0Mi3meS2lBPWPZmM5Y6Cnhcfm5dH0vTkxn8LyszA9jIdORm+9WhWk6dh4cx/dfPIL/fsXpXt1FpbgbTu3CxFwuVG8B8p5Lm0+0XdnttmVZ21c+DZbINX7/8OO9Rd1z25IxnNbTUuy5zOZAlC/OW9Kewp0fvhhPvj6Ct0qP5epzl+OngydwZojH1teWxInpLNbKhIO/en/eG/EL+s/uH8NXHxvE+y9ahXefHdyePowLVnfhrif2Y/D4dEEYZGIuhz/69k6v2SXghrhUAkSiXBGl2bxhMc+4lAyLuZ+xaqdfygPIey7zniGI4rkA7u/hW08fxOsjM9jQ797MhNW5AK7m8ol/ewHjszn8za+dX+SBqZCxCgFXwmWy3kUIlDEuaa910smGjQtTEiEEvvCD3ehrS+D33rEh8vmre1qwvr8V+4ZnvNBUEEpz8Re/tSVj+PqHtniCdjm2n7MM288JXrQ3L2vH7qPFnktnOu5lHAFuRpD65wXcZIM7fuutoddUuovqIOB/rZhByFoOZjIW/vienVjemcYtv3RWRe9H5wJP1B8rMC7/tuMg5nI2vn3TVsRjBl47OoVXj07hwOgsTAO4aE1Pydf12r8EpPkuNKZh4MWhcRyfymBJR7ARiEnjeLwC45KKm+htTWBobA6d6TgSphHYxr8UKu1354Fxz7hkShiXg6Oz+I/nhuAI4Fe/9nP802+9tSCB4z93HkLCNHDF5qUVz8HdDiGNQ+NzZY3LzwdPQAhRdUframm+vyamIobGZvHTgRP4yeAJ/HzwBCbnLSRjhvwykYxrj2OG/NksOCahHvueSydMtCRiaE2aeOPELJ5+YxSfu/acwKrnSth2xhLsG369Ms8l4B/9F8+q/J+uFJuXd+C/dh8r6BM2Wia7qBKUILw2JFU6ETOQtRx8/v7d2D86i2/97lZvz/YorOtzC+V2HhzHr7/Vzd5yHIF/fnI/tqzpxiUyfHfhacU1D6Uo1bhyoTEN4IWhCazpbcGNbw+uA1Ih0C8+4O51UkrQB1zvZf/IDFZ0pdHbFlxwWYrTl7ShNWFi58Fx/OpFqwAAWVXnot1YmAahJWHiey8egSOAz7zvLHz54QFc+5Wf4bbrt+CiNd2wHYHvvXAEV2xeEmmXTiLCtk39eGzPsBeCDWJVdwtmsjbGZnMVJwzUCzYui4Sp+Rye2DuCnw6ewE8GTuD1E25blaUdSVyxeSmWd6aQsWxkLAeZnOM9zlqOO2bZmJq3Cp5zj7W9flxhrO9vxXVvLZ/RFMaNl69Df3sS6/vCdZPOdBzpuFm1AauEM5e1wxFuA83TeloQMwnjs9mSbc4rYeOSNpzW0xKazZaIGXj8tWEMHJ/G716+ztNwokJEOH91F556fRS2I2AahMdeO479I7P4xFXRtDAdr+V+E2oucelZ3H7DW0MXxwtWdeHvf/Mi/HhgGIfG5jx9LYxzV3Xim08dAFF+v58omAbhvFVdBaK+0tSSvs+wLRnD8akMVvek8eG3rcU7NvXjt7/xDD749SfxtzJEdmI6g2suWBF5Hn/23rPwR++yShrH1Vp3ZDYuESCi7QC+DMAE8I9CiC8u8JTqhmU7eGFoHD8ZcI3JzoOukNuSMHHJuh58aOsaXL6xD6cvaauLu2vZDrK2a5jmcjZmsxZmMjZmMhZOX9JWNuOoFCu70vjIttIhNSLC8q5UQ42LCiU98PIR3LNjCLbjQADYsibanb6fj2w7HTe+fX3o7yFhGhg4Po1NS9vxxzUYAQD4lbesxB9+eye++MBu3Pj29fjLB/ZgaUcyNBRYCc3sufz5L52NZZ2pon1VdAyDSoZD/XzmfWfhLau78J1nh7yakahccFoXvv7jffhfD+6BgPD6yfm7IbSlXOOy/exlICJs6G/Dd3//bbjprh346Defx5reFrSnYnjn5iWR55BOmKG1SQq9kPK8VZWFluvFojUuRGQC+AqAdwEYAvAMEd0nhHhlYWdWHUIIvDEyi58ODOMnAyfwxN4RTGXclhfnrezER96xAW/f2IcLT+tuSBuOmNw/vSUB1LbUVs8nrtpUlOVVT9b0tiIVN/DVx/aipzWBM5a246nXR7GkI1qSgh/ToJL/5HHTQNwk/O2vn1+2d1Q5rn3LSuw8OI6v/+R13LNjCJbt4Ku/eVFNxl995mFFigtJvUKiOqm4iQ9sWY0PVFBfFMY7Ny3B7T99HV99bBBEBIKr6fk7UKuiS93w9bQm8C+/cwk++Z0Xcd8Lh/FrW1bV/HcRxsoF3Ndl0RoXABcDGBRC7AMAIrobwDUA6mpcHt1zHJ/9XvFLBt6jhjgQQcP+u9zp+XxX3VXdabzv/OW4fGM/LtvQWzJv/83E1bJ1SqMwDcKZyzvw2tEp3Pnhi3HOyg48/fpowUZnjeCDF6/G0o4Uzl7RWf7gCviz956J/SMz2Ds8g69fvyWwgC4Kv3TeCqzubolUTHiqc/G6Hrz2F+8pe1xHOo7+9iTe4uv9lYqb+PJ1F2D7OctwybrSCRe10JmOY2lHEnPZ6E1Pa4UWqmNmrRDR+wFsF0L8jvz5QwAuEUJ8VDvmJgA3AcBpp5120f79+yNf57kDY/jGz94oGAv6xMI+x8DRgMG4SbhobQ8uP72vooJBpjr2Dk/DcQQ2lonLNztCCDgCJfuRMQvPzoPjmM/ZVets9aDWTDEielYIsSXqeYvZcwn6tAqWbSHEbQBuA4AtW7ZUZUUvPK07cvYN07yo1NHFDhGhTPkK0wSUShM+WSzUjepirtAfAqAHTVcBOLxAc2EYhmE0FrNxeQbARiJaR0QJANcBuG+B58QwDMNgEYfFhBAWEX0UwINwU5HvEELsWuBpMQzDMFjExgUAhBD3A7h/oefBMAzDFLKYw2IMwzBMk8LGhWEYhqk7bFwYhmGYusPGhWEYhqk7i7ZCPypENAwgeol+afoAnKjza9aLZp1bs84LaN65Neu8gOadW7POC2jeuYXNa40Qoj/qi50yxqURENGOatoinAyadW7NOi+geefWrPMCmnduzTovoHnnVu95cViMYRiGqTtsXBiGYZi6w8alNm5b6AmUoFnn1qzzApp3bs06L6B559as8wKad251nRdrLgzDMEzdYc+FYRiGqTtsXBiGYZi6w8bFBxHdQUTHiehlbewCInqSiHYS0Q4iulh7bpsc30VEj2vj24loDxENEtGnTua8iKiTiL5HRC/IeX1YO+cGIhqQXzfUOq8SczufiJ4gopfkXDq05z4tP5c9RPRubfxkfGaB8yKidxHRs3L8WSK6QjvnIjk+SES3Uh12X4r6mcnnTyOiaSL6hDa2YJ+ZfO48+dwu+XxKji/oZ0ZEcSK6U47vJqJPa+fU+zNbTUSPyuvsIqKPyfEeInpI/q89RETdcpzkZzJIRC8S0YXaa9X1/7OKuf2GnNOLRPRzIjpfe61on5sQgr+0LwC/AOBCAC9rYz8C8B75+GoAj8nHXQBeAXCa/HmJ/G4C2AtgPYAEgBcA/N/2zj3Y6qqK458v3EZeKg+N4ZGDOVECg5BESo6PaDKgAsIYIccSnKmmJmSMdDIKpqlRtMk/0Bo1S6LEuaQ1zBQGChGWIA+DC5rxGrwMI4PQoHcSRFZ/7HXm/O6Jc7yPc3735l2fmTN3n332b+/vWff8fuvsvX9nrRE56voucI+XLwSOuY7+wD7/28/L/WpksxeAa7w8B/ihl0e4Pc4BLnY7dc/RZuV0jQUGe3kUcChzzGbgSlL20z8VbJ6XtszrvwPqgW/n/DkrZ7M6YAdwmT8fAHTvDDYDZgMrvNwLOAAMq5HNBgEf9fK5wCv+OV8C3On1d1I8Jye7TQRcAWzy+qqfn23QNqEwJjApo63VdouZSwlmtoF0MW5WDRS+rZ1PMePlbOBJMzvoxx7x+vHAHjPbZ2angBXA1Bx1GXCuf1vs48edBq4H1pjZMTM7DqwBPtMeXRW0fRjY4OU1wAwvTyWd9CfNbD+wh2SvvGx2Vl1mtt3MCvbbBfSQdI6kQcB5ZvZ3S2fZMmBae3S1VhuApGmki002Z1GH2gz4NLDDzP7hx75uZu90EpsZ0FtSHdATOAWcoDY2O2xm27z8BvASMMT7fcybPUbRBlOBZZZ4HujrNqv6+dlabWb2Nx8b4HlShl9og93CubSM24B7Jb0K3AcUptjDgX6S1vtSys1ePwR4NXN8o9flpWspcCnJ2ewE5pnZmRx1ATQAn/fyFymmpC6nIS9t5XRlmQFsN7OTrqExB11ltUnqDdwBLC5p39E2Gw6YpKclbZP0nYyuDrUZsBJoAg4DB4H7zOwYNbaZpGGkWfAmYKCZHYZ0kQfe78065BxoobYsc0kzrEqayxLOpWV8HZhvZh8A5gO/8Po64HJgCulbx0JJw0nT3VJqcc93OV3XAy8Cg4ExwFJfi85LF6Qlim9I2kqajp/y+nIa8tJWThcAkkYC9wBfLVTlpKuStsXAT83szZL2HW2zOuAq4Ev+d7qkiTnqqqRtPPAO6Ry4GLhd0gdrqU1SH9LS5W1mdqJS0zIaOoO2QvvrSM7ljkJVa7X9X2eizJEvA/O8XA884uVG4KiZNQFNkjYAl3l99hvxUIpLVnnougW425ck9kjaD3zEdV1bomt9DXRhZi+Tlk1whzvFX6pkm5rbrIIuJA0FngJuNrO9Gb1DM13U6n9ZSdvHgRskLSHt852R9BawlY61WSPwFzM76q/9kbQnspyOt9lsYLWZvQ0ckfQcMI707bvqNpP0PtLF+zdm9qRXvyZpkJkd9mWvwrJ5uXOgJudnK7UhaTTpWjLJzF5/F83lac9m0Xv1Qdr4y24avgRc6+WJwFYvXwo8Q3LSvUhT9FH+fB/pG1Nh82tkjrp+Bizy8kDgECniaX9gP2mzsJ+X+9fIZoWbG7qR1tzn+PORNN/Q30faLMzLZuV09fUxZ5yljxdIG6+FzenJedqs5JhFFDf0O9pm/YBt/tmvA9YCUzqDzUjfuH/p4/cm3XgzuhY28zGWAfeX1N9L803zJV6eQvMN/c1eX/Xzsw3aLiLtg04oad9qu7X7n/1eewCPk9Zp3yZ567mkKf9WN+gm4PJM+wX+wW0gTTkL9ZNJd2bsBe7KUxdpKeDPpP2WBuCmTD9z/MOzB7ilhjab5+//FeBuPBqEt7/L7fJPMncR5WSzs+oCvkdao38x8yhcuMa5HfeS9rOUp7aS4xbhzqWjbebtbyLdZNCAX6A6g81IN7LUu7bdwIIa2uwq0hLRjsxnZzLp7rlngH/53/7eXsADPv5OYFytzs82aHsEOJ5pu6WtdovwL0EQBEHViQ39IAiCoOqEcwmCIAiqTjiXIAiCoOqEcwmCIAiqTjiXIAiCoOqEcwm6JB6ZdqOkSZm6mZJW12i8Bkm/rlHf0yUtaGcfGyWNqZamIIhf6AddEjMzSV8D6iWtI/2Q80e0M1CgpDozO11SN5oUOPSTknqa2X/aM0YpZvZUS7UEQV7EzCXosphZA7CK9GvuH5Ai1e71nBqblfLkPCipG4Ckh5Ty5uyS9P1CP5IaJS30ECPTzzLULNKvpJ8FPps5brikZ5Xy7myTNExSNx9zt1J+ktUeEbkwTl8vXyFprZdvlXS/l5dL+ok7zB9L6iPpV/5+tkv6nLfrJane83asAHpU2bxBFydmLkFXZzEphMkpYJykUSQHMcHMTkt6CLgR+C0pXMYxD+O+TtJKM9vt/TSZ2SfKjDGTlIvkZeBW0i/HIf3ifJGZrVJKstUNuIEUYmMUKdLCbuDnrXxPlwATzeyMxyNbbWZf8YRQmyStAb4JHDez0ZLGAltaOUYQVCScS9ClMbMmSU8Ab5rZSUmfAj4GbEnpcOhJMdT4LElzSefNYFLSpYJzeeJs/Uu6Emg0s0OSjgAPSzqf5EguMLNVruMtb3818LilFAmNkta34W3V+/GQgjpOUjFzYA9S/KirSQmjMLPtknb9bzdB0HbCuQQBnPEHpLhPj5rZwmwDSR8ixbEab2b/lrSc5ktJTWX6ngWMknTAn59Hmhn9gfIhy8vVn6a4lF1pGSurRcA0K0Z5TpXJcUbsp6BmxJ5LEDRnLTBT0gUAkgZIuojkFN4ATqiYNbAikrqTEo+NMLNhZjYM+AIwy1K2v6OZPZAeknqRsire6HsvQ4BrMl0eIOUPgkyWynfhaeBbGU1jvbiBlIcFpTzpI1vYXxC0iHAuQZDBzHaS9mHWStpBii49kLQvU4h+/TDwXAu6uw7Yb2avZerWAWMkDSRd3G/3cTYCF5IyKB70cZZSTOELKSLyg5L+SkmSswosBnpJ2ulLX4u8fikwwMeeT+y5BFUmoiIHQSfGl99WmtnvO1pLELSGmLkEQRAEVSdmLkEQBEHViZlLEARBUHXCuQRBEARVJ5xLEARBUHXCuQRBEARVJ5xLEARBUHX+CwfeSuyfIGW4AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mySortedVariable.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try another one: how much square footage was created in different years across all agencies:" ] }, { "cell_type": "code", "execution_count": 50, "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": 50, "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": 51, "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": 51, "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": 52, "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": 52, "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": 54, "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": 54, "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": 55, "metadata": {}, "outputs": [ { "data": { "image/png": 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vdGB9NrdFYHmCEEJIXxClhJCtWi5DVUS0jayBQQMhhJC+oEII2SLTEEWgAVQdGDQQQgjpCyI1eganhRDSHKucT1GHtoIGERkQkSt6vRlCCCGkV8Sjsc3t5seGqggZNdTQMmgQkZ8G8HUAn7b3f0BE7u/1xgghhJC1pLLlsnFAoKpQ5fjserSTafhtGEOkswCgql8HcKB3WyKEEELWnrQQshlxhiFk0FBDO0FDoKoLPd8JIYQQ0kMiVYgIBM1FjnGwEEXrtLEtRDs+Dd8WkXcAcEXkEIBfBvDF3m6LEEIIWVuiSE2mwZGmmoY4WGD3RC3tZBp+CcBVAIoAPgrgHID39HJThBBCyFoTj8ZulWmIH2PQUEvLTIOqLgP4TftFCCGEbEnSQshm4UBSnmDMUEPLoEFE/h615lkLAI4A+Es7hZIQQgjZ1Ki2N3sidoJky2Ut7ZQnjgFYBHCn/ToH4CSAF9v7hBBCyKYnUoXrCBxpPnsiDhbYcllLO0LIq1X1Nan7fy8in1fV14jIo73aGCGEELKWJOUJNM80sDzRmHYyDXtE5NL4jr29294t9WRXhBBCyBoT+zSItBBC2u4JlidqaSfT8OsAviAi34OZFnoZgH8vIkMA7u3l5gghhJC1IC41SAdCSJYnammne+IB68/wEpig4fGU+PG/9HJzhBBCyFoQZxkAtG65pCNkQ9rJNADAIQBXAMgDeIUYEclHerctQgghZO2I9QyA8WpolmqIqGloSDstl+8H8FoAVwJ4AMAbAXwBAIMGQgghW4J00NAiZki0DDR3qqUdIeRbAVwH4HlV/XkArwSQ6+muCCGEkDUk9mgATKahLUdIphpqaCdoWFHVCEAgIiMAXgBwsLfbIoQQQtaOmkxDs5bLZPbEOmxsi9GOpuGIiIzCGDnNwBg9faWnuyKEEELWkAohZItMQ0hHyIa00z3x7+3NvxCRTwMYUdVv9nZbhBBCSGtmZucxfWwOUwfHMTkx1vC4ikwDmmsaIrZcNqQdIeRDqnodAKjq09VrhBBCyEYwMzuPm+6cRimMkPUc3HfLVMPAQaOypsGUJ9qZcrnmW97yNNQ0iEheRHYB2C0iYyKyy34dAHDxem2QEEIIqcf0sTmUwgiRAn4QYfrYXMNjQ1U4TrnlsrmmgT4NjWiWafgFAO+BCRC+mlo/B+D2Xm6KEEIIacXUwXF4jqAUKjKeg6mD4w2PrS5PtNM9wfJELQ0zDar6QVW9DMD/pqqXpb5eqap/to57JIQQQmqYnBjDr/7Ei7FvNN+0NAHEQYO5LS0zDfF3Bg3VtNM98Zci8ssA4kmX/wjgL1XV79muCCGEkDY4MD6EC0fyTQMGIPZp6NTcaa12uX1oJ2j4cwAZ+x0Afg7AhwHc0qtNEUIIIe0QRIqwjYt7OtNgNA3tCCEZNVTTTtDwg6r6ytT9z4nIN3q1IUIIIaRdwkjbcm6MFHDTLZdtCCHpCFlLO46QoYi8KL4jIgcBhL3bEiGEENIefhi1pT2IIq0oT7RlI82YoYZ2Mg3/AcDDInIMJkCbAPDzPd0VIYQQ0gZhpG2VEVQBx35MdkTaMndieaKWdhwhHxKReDS2AHhcVYs93xkhhBDSgiDS9jINqZZLSPMsQnn2BIOGatpxhMzAeDYk3RMiwu4JQgghG04YaVsmTOmgoZUQkpqGxrRTnvgw2D1BCCFkE+KHUdtCyFSiocWxsSPkKje3DWH3BCGEkC1Lu5kGrco0tDPlko6QtbB7ghBCyJYliBRR1Pq4ytHYzVsuKYRsDLsnCCGEbFnCLoSQ7bZchm0EI/1Gy0yDqj4E4BCAX7ZfV6jqw6s5qYiMisgnRORxEXlMRH7ITtB8UESetN/H7LEiIh8SkaMi8k0RuSb1Ojfb458UkZtT65Mi8i37nA+Jbc5tdA5CCCFbk6ADIWTi04D2Zk8w01BLs9HYf5i6+xpV/aaqfmON2i0/CODTqvoSAK8E8BiA9wJ4SFUPAXjI3geAN8IELYcA3AojwoQd2/1+AK8CcC2A96eCgA/bY+PnXW/XG52DEELIFiRoUwipnZQn2D3RkGaZhutTt/94rU4oIiMw7Zt3A4CqllT1LIAbANxrD7sXwJvt7RsAfEQN0wBGReQiAG8A8KCqnlHVeQAPArjePjaiql9So2L5SNVr1TsHIYSQLUjXLZdN7J1COkI2pB0h5FpzEMApAP9VRL4mIneJyBCAC1X1OQCw3y+wx+8DcDz1/BN2rdn6iTrraHIOQgjZUGZm53H7w0cxMzu/0VvZUrRr7hRGWpFpaG7uRCFkI5oJIS8QkV+DET/GtxNU9T+v4pzXAPglVf2yiHwQzcsE9VpqtYv1thGRW2HKG7j00ks7eSohhHTMzOw8brprGkU/Qi7j4L5bplqOeiaGTgZWSZJpaN5Oye6JxjTLNNwJYAeA4dTt9Fe3nABwQlW/bO9/AiaIOGlLC7DfX0gdf0nq+fsBPNtifX+ddTQ5RwWqeoeqHlbVw3v27OnqTRJCSLtMH5tDKYigAPwgwvSxuY3e0pbBD6MOfBriey1mTzDT0JCGmQZV/Z1enFBVnxeR4yJyhao+AeA6AN+xXzcD+CP7/VP2KfcD+EUR+RiM6HFBVZ8Tkc8A+MOU+PH1AN6nqmdE5LyITAH4MoB3AvjT1GvVOwchhGwYUwfHkXEdFIMIGc/B1MHxjd7SliHsyKehnGloWp7Q+LXXYIPbjHZ8GnrBLwG4T0SyAI7B+D44AD4uIu8C8AyAt9ljHwDwkwCOAli2x8IGB78H4BF73O+q6hl7+90A/grAAIB/sF+ACRbqnYMQQjaMyYkxfOjGq3HbfV9laaJDOmm5LPs0NG+fiOgI2ZANCRpU9esADtd56Lo6xyqA2xq8zj0A7qmzfgTAy+qsz9U7ByGEbDQv3TsCETBg6JCOzJ2S0ditMg0sTzRiI7onCCGEVBFEUVsXP1KJb2sIrcSQmipPCFq0XEaKrOuwPFGHlkGDiFwoIneLyD/Y+1fa9D4hhJA1IowUkTIl3ilxoNWqRFFjI90kIIgihec2H2rVr7STafgrAJ8BcLG9/10A7+nVhgghpB/xw3jeAS9UnRBE7f3cKkZjS/M+/FAVnsOgoR7tBA27VfXjACIAUNUAnHJJCCFrSnzRCxg0dES7RkwVmQZIC58GIOM6DBrq0E7QsCQi47CBmW1lXOjprgghpM8IbL6cmYbOiDUNrX5uaZ8Gx2k9e8KUJ9Zql9uHdronfg3G3+BFIvIvAPYAeGtPd0UIIX1Gu7V5UkmSaWghWoyiDoSQqibTwKihhqZBg4g4APIAfhTAFTAWzU+oqr8OeyOEkL4hqc2HvFB1QtCBEFLaNHeKImV5ogFNgwZVjUTkT1T1hwA8uk57IoSQvoOZhu4IOxBCVo7Gbt5ymXGFLZd1aEfT8FkReYvEIRohhJA1p90uAFJJEPs0tAi2NCWEBKSppsF0Tzhsf61Du5qGIQCBiBRgShSqqiM93RkhhPQRIYWQXdFJy2XaEbLZ0apAhj4NdWkZNKjqaiZaEkIIaYOAPg1d0W55IkxpGkSaBwRhpPBcB5SX1NLW7Ak7SfIQjCgSAKCqn+/VpgghpN9o9+JHKgna9GlIlyec5vOqaO7UhJZBg4jcAuBXAOwH8HUAUwC+BODHers1QgjpH+KLH82dOiNo06chSvk0tGq5jCJF1mPLZT3aEUL+CoAfBDCrqq8DcDWAUz3dFSGE9BntOhuSSgI7XKqlI2Tap6HF7IkwYqahEe0EDQVVLQCAiORU9XEYzwZCCCFrRJJpYCG9I0KbFWjVHml8GsztVr2AoRpNAxMNtbSjaTghIqMA/juAB0VkHsCzvd0WIYT0F+ye6I4gCRraH43ttBBCRtanoejTqKGadron/rW9+dsi8jCAnQA+3dNdEUJIn9GusyGpJAgj5Dy3rYFVbqo80XT2hAKe42BFOZuxmnaEkJem7j5lv+8F8ExPdkQIIX1IuXuCn247IYgUI5nWmYa0T4OgRculKvKey5bLOrRTnvgfMD4YAtNyeRmAJwBc1cN9EUJIX1H2adjgjWwiZmbnMX1sDlMHxzE5MVb3mNAKITudPdHs6Lg8QUfIWtopT7w8fV9ErgHwCz3bESGE9CFh0nLJqAEwAcPb7/gSglCRyzi475apuoFD0GZ7ZHo0Nlr5NCSjsRk0VNNO90QFqvpVmBZMQggha0RiUsSYAQAwfWwOQWjcFPwgwvSxubrHhW0KIaMqIWSzLEJkR2NTlFpLO5qGX0vddQBcA/o0EELImhJrGZhpMEwdHIfrCIJIkfEcTB0crzlGVTsqTyQ+DWhengiT0direAPblHYyDTtSXzkYjcMNvdwUIYT0G+3aIfcLkxNjeMs1+/GiPcNNSxOeI3AdaZmhibTsz9Cq5TJUGHMnRg01tKNp+J312AghhPQzIc2datizI4e9O3NNRZCuDRpaZRrSsydatVxqYu7Ef4tq2ilP3N/scVX9mbXbDiGE9CfMNNTiRxFWSo29EuJMgyOtswIVsyfamHKZcYTliTq003L5FIwvw1/b+zcCeBrAZ3q0J0II6TvK3RO8UsX4gWKliStjEEblTEMHQkhpIWoIrY6CAVwt7QQNV6vqa1L3/15EPq+q/6lXmyKEkH6j7NPAC1WMH0Yo+M0zDRnXgSOtyxNhVPZpEDTP6EQcjd2QdoSQe0TkYHxHRC4DsKd3WyKEkP6j32ZPzMzO4/aHj2Jmdr7hMX7YvDxR1jSgI58GR6Rl90Q7Q7D6kXYyDb8K4B9F5Ji9fwDArT3bESGE9CFBH5UnZmbncdOd0yiFEbJepXFT2gXSDxUrLTINXptCyOryRFNzJzt7go6QtbTTPfFpETkE4CV26XFVLfZ2W4QQ0l/EGYat1ObXjs1zPaaPzaEYRBXGTZMTYzXBxOGJXc2DhjCC6xohZGtNQ2WmoVnpQVmeaEjDoEFEfhDAcVV9XlWLIvJKAG8BMCsiv62qZ9Ztl4QQss0J7LyDdKah24vyejAzO4933DkNv062oBVTB8eTC3fauKk6mHjhfAGlIErKENUEkSLjOManoY1MQ6xpANowd/JaByL9SLNMw18C+HEAEJHXAPgjAL8E4AcA3AHgrT3fHSGE9AlhpBUjnmdm53HjndMIurgorwfxBR6ozBa0w+TEGH7k0G4EkeJXf+LFyfNiF8i4e2EknwEAFPwQQ7nay1WiaRBpqT9QVbh2zGUjG+k4SFssBLY80dbb6SuaBQ1uKpvwPwG4Q1U/CeCTIvL13m+NEEL6h3jwUtxFMX1sDn6dFP5mYergOARGH9DI5rkZIwMZHBgfrHhPkxNjuP5le3H8zDJ+66evwoceehIAsNIgaAhCEzQ4bbg3Vvo01GoaZmbncdNd0ygFEVSB42eWW+ok+pGmQYOIeKoaALgOleLHdgSUhBBC2iSMIuRS3gDVn7o7vSj3msmJMewczODHX3oBbrx2ouOAxg8jFOukB3YOZDC4dwcmJ8bg28cbdVAEUQTPtZmGdoSQTuOWy+ljcyikPCGOnlqkpqEOzS7+HwXwTyJyGsAKgH8GABG5HMDCOuyNEEL6hiBU5Dwn0TRMTozhp15xEZ49u4L3vvGlmyrLEKMKvO6KC7vamx9GKAW1QUPBj5L20zhoaOTVEESm5OC0Ze6klVMuqx6PgzJXTIBx1cUj+PIxSveqaRg0qOofiMhDAC4C8FktF4AcGG0DIYSQNaLeiOfxoRx2DWU3ZcAAAMUgxGLR7+q5fqh1g4ZiECaf8Eu2VNOogyK2e3ad1vbbqmhanrjm0lEAwC/86IvwyZkTeOneEWYa6tC0zKCq03XWvtu77RBCSH8SWCFkOmgIo6ipyn8jUTUX/cVi45bIZvhhlGQS0pgSQTy8K8Jg1m1cngjTQsgWmYYoPbBKkvcQ346ff+O1l+L+bzzLgVUNoDaBEEI2gOp2ynqZhiDSTRs0BJEiUmCpGHT1/EbliWIQVhwzks80zDTEmob2yhPl0dhAOdsQr8VloWIQIYoUnsuBVfVg0EAIIetMPY+DwAohKzMNumnb/uILfrdBQylUlOpmGsIkI+CHih15r6WmwW1h1gRUahqAssGTg8pMQymIEKoi6zpbymhrvWhn9gQhhDUPUjcAACAASURBVJA1JPY4iLTcThlnGoKqTMNmtZWOPRoWuwwagjBCKah9b8UgSoKJUhBhZKBxpiEMY01Dez4NaX+o6kGXcatrKYwQRrCZhs35s99IGDQQQsg6YxwRzYUrbqf0bfdE+kIVRoog2pxTk1abafDDqGGmIX5tU57wsFKq/zMIopRPQwctl0CtlXT8cy4FkXGqdB06QtZhw4IGEXFF5Gsi8v/a+5eJyJdF5EkR+RsRydr1nL1/1D5+IPUa77PrT4jIG1Lr19u1oyLy3tR63XMQQsh6MjkxhmsuHcMbrtqbOD2aTIObfOIFzEVz82YazKf/7oWQilJQ+9yCXxZIBpE2zTRU+DS00XIpUplqSMcZYaJpCG1XBh0h67GRmYZfAfBY6v4fA/iAqh4CMA/gXXb9XQDmVfVyAB+wx0FErgTwdgBXAbgewJ/bQMQFcDuANwK4EsCN9thm5yCEkHVlOO/hR168O2mnNN0TtZmGMNycV67iajUNQQS/znuryDQEEXbkPayU6p8j7MinAbXlidRT/JSmoSyE3Jw/+41kQ4IGEdkP4KcA3GXvC4AfA/AJe8i9AN5sb99g78M+fp09/gYAH1PVoqo+BeAogGvt11FVPaaqJQAfA3BDi3MQQsi6EkZa015pzJ3KqfjNrGlIyhMNLuitCKJG5k7loKHUqnsi1jS0I4SMaoWQ6d6UODiLyxOe29plsh/ZqEzDfwHwHwHEvzHjAM5ay2oAOAFgn729D8BxALCPL9jjk/Wq5zRab3aOCkTkVhE5IiJHTp061e17JISQhvhhVFGKiGdPpMv8JrDYnJqGYhBiR97rWgjZ2NyprHXwwwg7BzINNQ3JwCoHbZUnnDotlzGJpiE03RMZx2HLZR3WPWgQkTcBeEFVZ9LLdQ7VFo+t1XrtouodqnpYVQ/v2bOn3iGEELIqajMNsbnT1sg0FIMI40PZ7oWQQa0QUlVRDCIU7ThsBTCU85poGrTs09DhaOxqIWSiafAjRJERqLLlspaN8Gl4NYCfEZGfBJAHMAKTeRhNDcjaD+BZe/wJAJcAOCEiHoCdAM6k1mPSz6m3frrJOQghZF2pDgiCsF6mwVzANiPFIMKuoSy+e3Kxq+eX6pg7xToJo3eIkHEdDGbdJj4NUeII2eoCr1U+DdUtl7G+omgzDV4bHRn9yLpnGlT1faq6X1UPwAgZP6eqNwF4GMBb7WE3A/iUvX2/vQ/7+OfsHIz7AbzddldcBuAQgK8AeATAIdspkbXnuN8+p9E5CCFkXQlCRZCKEEIrhKzINIS6adv+SkGEscEslksBtIuLaxDVmjsV/BDDOc8EFGGEjCMYyDS3kfYcpy2fhrrliapSUPy+wsi0XG7SH/2Gspl8Gn4DwK+JyFEY/cHddv1uAON2/dcAvBcAVPVRAB8H8B0AnwZwm6qGNovwiwA+A9Od8XF7bLNzEELIulKTaYiDBq0+ZnOmGopBhIGsi5znYrnBRb0RcWmmOtNQ8M2sCYEJIDKeg3zWbTqwynOkptRQD9M9kco0VAkh459znNVwbYTBEkUlG2ojrar/COAf7e1jMJ0P1ccUALytwfP/AMAf1Fl/AMADddbrnoMQQtabMIpquycytZqGzWoWUAqMBfZQzsNSMcBQrv3LiZ8SOqYpBiHyGRdZz8FyMUTGdUymoZmNtBs7Qrbj01C+79gR2DHx842NtVlznUqrabK5Mg2EkG3EzOw8bn/4KGZm5zd6K5uSIKyTaXCdio6KMKrvZbAZKAYhcp6L4ZyL8x2KIf0wQtZ16mYacp6DrOtgsRgga4OGhpqGMDKZhjaEkKrl7AFgMw2p58Q/54IfJsc5ArZdVsGBVYSQNWdmdh433TmNUmogU2xiRAxBVEfTkKk0dwrCzTuwqmgv8HGmoROCUDGQdXGu4Bv/BHuRLvhxpsHFUjGA5woGmo3GjqymoQ0hZPXAqmohZJxpWEkNzHJENu3Pf6NgpoEQsubUG8hEKgkbaBqCipLF5tU0lMJy0NCpV0M83TPjOhViSBM0OMh5DpZLrcsTsaahO5+G+rMnlkvpTAM7KKph0EAIWXOmDo7Dc80f3nggE6nED6s1DXHLZZWN9CYV4hV9c+EfznlY6nD+RNwZkasKGopBlGgaFosBMq6DfLPyhNU0ONK5T4NUpRqCdHlCUuWJTfrz3ygYNBBC1pzJiTG869WXYWLXIEsTDUhnGlRNcJB13YqLlB9t3oFVpTDsujzhh4qM5yDjVeoaCr7RSWRcwVIxQLZVecJqGlync5+GaiFk/HNeKYVJucRMz+zorW17GDQQQnrCvrEB7NmRY8DQgLSmoWyHXNkFEIZaIYzcTBhNgxFCdlqeCKxxU9Z1KjooCkGEXMapzDTYUsXtDz9ZI6pNNA2OoNWPqXZgVdXsiZSmoaI8waihAgYNhJCeEETasBZNzIUzvlAFNmjw3MqgYTPbSMci16FsbaahVedMKQ4a6mQa8p6LrGsCBc8VfOPEAhTAn3z2u7jprumK1wxjG+kuhJCOAN88sZDsM4gi5DMOVvyopuWSlGH3BCGkJwShNqxFk8qAIG1SFFbNQ1jtRWtmdh7Tx+YwdXB8TbM+cffEcL4yaJiZncfb7/hSotGoV57yQ0XGFWRcqQgailYImfUcLJVMpiEW0aZFtelx4vUyNPUwmoby/VIY4Zc/+rVElPnvfuQghrIeCqV09wRYnqiCQQMhpCcEkaLgb07l/2YgLXJMMg1ObaZhNUFDOxfwbokzDcM5D8+eLSTr08fmEs+D6ot8HMDsHMjYTIObzJsA0kJI12oayiJaV2pFtYlPQxtCyGpNQzzfIg5Gnjy5aPQTqfJEdYfFaulVALeeMGgghPSEMIqYaWiAqlZYRJdbB6Wme2I1F61mF/DVEps7nV4s4pGnz2Bmdh6TE2OYOjiejJ1OX+RnZufxjjun4YcRPMfBoQuHkPXcSk1DnGlwHSxZR8jJiTHsHcnhTa+8GG982UUV+zdaEKctIWQYVQYN+YyDQmDKIxnPwYHxQRw7vYj5ZR9Z11Tu3TUMGraLdwk1DYSQnuCzPNGQJMMQxpmGKLn4VXRPhNGqhJDxBdyp8yl9tRT9CMfnl3H3F57Ct76/kOgNJifGsG90AI4Ad77zcHJhTHt3BFGEpWKIbFV5omDFlTkrhIzbdkcHs/jZq/fXXGSDyJQ5XKe1c2O1T0M+4+F3fuYqAMA9N/8g9o0NYDDrYaVU5Qi5RvWJ7eJdwqCBENITQiuE7GYC4nYnSJUlgOaZhtWYO01OjOFFu4fwky+/aM0/2ZbCCN97YTEJaqovhBftzONvj5xIhItTB8fhiHFidB3B7uGcEULWyzR4DpZLQfKJ35QNajs04q4TkXY1DZVCyMt2DwEArrp4J/xQMZSrLE84zto5Qk4dHIfjCARb27uEQQMhpCeYejw27eyEjSQdLAAm41At6ItLGJGubtKi5zr40RfvWfNUeNGP8PL9O5GxF/b0hfDcio+T54q4/xvPVmQgLt01iB8+tBvvue4QxoezdVoujY10xhUs2vIEADseuzZ48mOfhjbKCFrHETLWU5RsJ8tAxkMYlQdbrYUjZNxJAgA/fPk4fvDA2JYtTQDUNBBCekTsQbDih8h6/HySJkyVJYBy66DnSBJQxL4CYkV+3U5aLIW9GXpVDCO8fN9O/B9vein+4p++hw/deE1yIVzxw+Rim9ZSlIIIr9w/ikvGh/DY8+ehiqruici0XHoOlooBMp55z42spNOahnYyDU4qahAx3RqALQNFisGsCwBr5gg5MzuPm+6aTiaCXnPJGF5y0ciWDRgAZhoIIT0ivvgVqWuoIQ4WypoGk2lwUmn2IDKCweqOik6JuwTWmqJ1b3z5/lGMD5dNvFTVtlTWZiDml32s+CH8wEy5zHpORfdEYu7kmu6J+DXy2fpBQ1Dh09B8vzWzJ4Dk3EY7EmEoZ4OGNXKEnD42h6Jf1jGcPF9o6G65VWDQQAjpCWmHPVJJI01D2typXvahG0pBVDOCei2IuwCqR1wX7afq299xDYaybpKKL/ghVvwQy6UQfsrcKZ0FiW2kk0xDqjxRqHOxrdCCdDh7wkmVJ3w7pnww6yWPxd+7KU/EJYmxwSzE6jgynoPBBsHPVoLlCUJIT4g/TdOroZYaTUPcPZHyG4izDwJUjNDuFD+MKsSGa0Vs7iRSWWJYKYUYzLq49uAuiEiSgVhY8QGYwMAPI3iuQKSOI2QihAyRcZuXJ/wwslqQ1mWEap+G9L7j4WFJecJmGrppuUy3lmY9By/ZuwPjwzm858dfjD984LEt31HETAMhpCfEqfet/smqF4Rh/UxDujYfhHH2wYzLbmXN3IhelSfi0dhZt7LEsOKHGMi4GMy4WC4FSffM/HIJALBcCpLyhbGRLv9+xOZO8YjwTEX3RO3v0cKKj7//xnP47snFlhf3SDXRKgBm9kQxqNQ05DMmaIi1DyJoWfaoprq1csU3Oo7JiTEUg3DL/39gpoEQ0hPii99W/2TVC8qaBvu9jh1ynH0QAb7+zFnc9n9/Nfn02on63gghe6dpAFA3aPBcB57jJIHA/JJvH4+S9xFFWjka2zfdE3GrZaJpyNROupyZnccTJ8/juyfP45NfdbBvNN90v1FUaSMtUqtpyLiCrOfAXUX3RNxaGptbDWad5P9AwY+Qcbf2/wdmGgghPcFn0NCQINIKZX69TEO8lnEEj8yeQakLY6AoMqLEXmoacp6bfGIHTHki/sQ+mHOxbC/2Z5dLGBvMYKUUWE2DIFOjaYiS8gSAivJE9e/R9LE5qBqtQhBGWCw0n7RZPbBKRFC0pbNSoMnEzJzrJMd1M7BqcmIMV108gte95ALcd8sUMm45S1LwQwohCSGkHmGiadjafyR7QRCaVHiQKkXUZBriNVfwyn2jib6hE2Og+FP8WrdcqmoieKyeVLnih4k2IC5RAKZz4qKdA1jxQ5RCc4GuLm0UrDV1pirTMJBxatL6UwfHIbBul66TBCqN9ww4qSueI6goT8TC06znJOWJblsuM66DwwfGKgSggAmKtvr/BwYNhJCeEISKnOdseyFkN1qD0NbPqzslqjMNGVfgOQ6uuGgHbviBi3HlxSMdlybS39cKPyxnRmJXx1i7sFIKMWCDhoFsuawwv1zCxaN5LJdCBGH9gCMthARQqWmo+oQ+OTGGscEsbn3NQfzxW17R0gukNtNQVZ6wJaKc55R9GrpsuSz4UdLtUQyiJKNR9KlpIISQugSRYkfe2/J/JJtRrZRv94LuR0ZE6CeaBqNf8ByntnvCejeMD+dw2e6oI2MgP74orkF5Ij2h8Yq9O8pDnawjox8qsp5gOVWeGMp5FeWJi0cH8J1nzyXlCYFU6C2KQdncCUByjnyqeyK9Dz+K8O4fvRynFost7Z6rfRpMy2VKCBlGyDgmYCnPnpCubNALQYhCUM60xXsvBlGFrmIrwqCBENITgkgxnPO2fDq2GdPH5lAKIig6myIZRiYLc97W4WP9QpwONxbSxtxJxGRtuvFbWKtMQ3Vw9OGbrkEuVQ7IeQ6KgXH+LKTKEwMZF0u2PHF22cfBPcNY9sOke8KRyoFVy8UAH/nS00mGwavSNFQ7LPpBhIGs25ZPg1b5NAiQZAD8UJM5FmtRniimyhDFwNwOrehTsbVt1Rk0EEJ6QhhFGN7mmYapg+NwrflSJ1qDWNMwv2w6CtJZhbhEEWsaHOtBUAyiivp/O6R9CFZDdXD05afOJFkAABVlhrh7AoAxM0rKEz4uHs1jpRSiFEa2u6IcNDzy9BmUQsUHH3oSnr1oV7dcTh+bS8pdvt1P1pYTWttI1xFCVpUnvLrdE53/vNKCxzjTYEaJm1bS2NxqK7I1d00I2fT4YZxp2L6ahsmJMfzPU5fiwPhgR1qDwJYnqjslACQGT2Wdg4MgirrLNATl7oDVEAdHgBFivnzfTuQy5cuH6aAw51qu6J6oLE/sHcmjFJoaf9YVZFIDqx567CQA2w1hfy7xhTUOPuKgzBEziKvsq9B6qFdYM7AKVT4NkdU0uBXliW4cIQu+KU+oahJAmM4Qt24nyFaCQQMhpCeEtjyx3WdPXDCSr5i90A5BpMhl3LJfg800AChnGuxabCNdCqOK1sZ2KK5RpmFyYgw/9YqLMLHLBEeHLtzRMNNQ8MtCyMruiRJ2DWWR91ycL/iJuVPR7m3/6CBEAFcAz7Y5ZO3AKqNpiHDNpaNwBHjr5H586MarsXMgAwDt2UhHqMw0pH4+pVCtmZbp6JBVtFwCZobGSsmUYSK1YsjAiDzzDdwttwosTxBCekKsadjKfyDboRREWCo29wioJoxbLsM40xCVMw02aIizDyJiNQ1h5+WJWNPQpRAyLTocznkYG8picmIM3zqxUJFpiDsoAGsjnSpPlDMNPkYHsxjMulhYMUFDJjW3YjDn4ocv342pg+PYPZzFb3zyW5WzJ/wQS6UQkQI/9pIL8aI9Q0lwYsoTzd9D0Q8rRIhOyqfBD6Lk551NdU+IoOPyRNy+WQxCFGyQl840RKoo1BnzvVVg0EDINiL9R36jx+8GodE0bOVUbDv4YZRcGNsliMyUx8CKHv3QjHgG0pmGshAyjNoTQlb/+/tWrd9NpmFmdh433jGddHpce2AXFm1wVArLbpCAFUL6ZU3D6KDJAMTlCVXFwoqPnQMZ5DMuzhUCm2koaxpOzK/gFft34rbXXY7vPHsOQDnjELdcxvMrlooBlkshhuIBUw0yAmkBZ6TAo8+ew/6xQQD1yhMKN9Y0pMsTHUYN8e+7CRRCeI5gxQ/tMC7zfpb9zoLMzQSDBkK2Cd22//WKMFIM5TwsrBQ2bA/rgR9qkoJvlyAy7YmO/SRboWlICSHNUCcxmoawuRCyurPgvlumUAojDGW9roKG6WNz8MOy+PHZhULiumg0CdWZBnOxrNA0WPvnf37yNBwRfOv7CxjMuji34hvLZtdN9nZifhlXXzqWvJ75XjmwasEKRxeLAZaKYVWmofbiHs+BiPn6M2fxhqv2AoiFkGHS+hrYbI8ZwtV9eSLW8BSCEEU/wuhgBucLgfWgcCHAlnaFpKaBkG1CrHDv1Gq4VwSRYsc2b7kETOq/00xDaC2LzTCq8qdcoLI8EWsa2sk0mBR85b9/KYgwlHNR6sIRcurgeNJ6mPEcDGScJNNQDKIqIWQ501BIdU8MZF08dXoR/+4jR1AKI9x01zQiVRs0VJo7HT+zgktsFiD+RF49eyLONCwWA6z4QdLa6Tj1MwKxa2RclUgH0bGmYTjnVWoaKronOm+5TM+ZKAYhRvIZlEKjcch7bsPhW1sFBg2EbBPiP/KdWg33ilgIue2DBlue6CSNHTsqeo7RK4RhVNM9EaTmUcTzI5oJIacOjie+BvG/vwkavIpJku0yOTGGyUtH8aI9Q7jvlik4IlgqBYgixWPPncOJ+ZXEBTPruYmgMR6NDQCDWQ/Hz6wk2QTfto2eLwbloCHONJxdxv6xAft6lUFDznPgRxHOLJlJmXGmIS5PNBJCXn3JKFxX8OrLd2Mk7+GVl4wmj8XmToM5F0HKRjqX8mmQBi2XzVxAi0GIrOtU6BjyntFx5DIOuycIIZuDyYkx/Mjlu/GyfZ1ZDfcKP4wwnM9s6T+Q7RC7LXby6TG07X2xx0N190QQanJMnGkotsg0TE6M4dbXHMTu4Wzy718KzSfpbmdPRAqMD5nOkKVSCFXgi8fm8IH/77s4+sIibrprGjOz8xWZhmU/RD4bO0K6GBnIVLRr7tmRA2BKDxnXaBqCMMLJhSIuspMqy1MuyxfvgYyL58+ZUtdSMaiwq25Unnh2YQVBqLjq4hHjeVHdcumXyzfxv0E2PbCqjiNkXAb6k88+kbz/NAVbkigGYWKLnc84OLviIxdnGrawEJJBAyHbCNcRXH7Bjg0PGIA40+Bua58GoNyh0EmJwhgJOUlAkNY0eK6po8dTF01g0VrTAAB7dw4g57nJv3+cfu+25fLMUgnnCmXxIQD8y5Onk66PuAySzhgUSqnyRMZFPuPg3776Mrxi307cd8sULtppAgPPcZCzz3v+XAG7hrKJuLI60xC/1slzBYwOZkymoRRgKJvyaaiTaXjq9BIA4HwxQKSoO3tiyAZVQWRspHMZNzV7AjUZjFZlwIIfYmwwW+PNML9cSlouO9XAbCYYNBCyjZhfLq35cKJuMS2XmS1dv20HPwka2r8QBHF5IqVp8OJZDmKyD7GmIeM6iaYhXm9E0Q8T3UG8N1Oe6O534vRiMbG6XiwG2D2cxUsv2lEzcdNkGmzXgF9ZnlguhRjMenjNi/dgcmIsEUlmXAdZ10UpiHBifiUpTQD1g4Z8xsXzCwXsGx3AYsF0TwzE5YkGmYanTy9hOOdhsRAYR8hUqiEpT2RdlMIoceDMumkb6dryRLXRVXUZsOBH2DmYQcHaR+c8B/msi4Vlv2Nzp26GofUaBg2EbCPOrvhrMpxoLeiXlsv4grxU7CzT4KY1DU26J+ISRtndsfG/b8EPsVQMkpR6KYgwZC+KneKHEc4VApwv+FBVLJdCXLAjj0vHh/CGqy7Ea6/Yk5RBcqlMQ4WNdM74NJxeLGL3cNasZeNsgiDjmYFVXzh6GsulMLk4xj+Lv56eTdYGsqY8cfHoAJZKpjwRZxpcO42yupRw7PQSXrZvBIvFwIzGrhoWVQxseSIoaxpOLxbx2HMLmJmdr9tyOTkxhne9+jLsGsrWLQMW/BDDOQ8CE2jFmoazyz7yVtPQTiA9MzuPm+5sXAbZKBg0ELKNOLvsb7JMw9YWfbVD3JnQSaYhjMyUx2r3R6Dap6EcWLRj1FTwTTaimAowhrosT8wvlTBmSwEF3+xldDCDReux8NOvvDi5YGZTJk0r6ZZL669werGI3VbLMJDKNDz+3DnMLZZw+8NH8dhz55KL41efOQsA+It/+l6yFpcn4kzDUilINA0iUteI6enTS3jF/lGcL/g1syfMBEskP58gUjz+/Dl8YuYEvn58ATfdNY2zy6W6ZY/x4RyyrlO3DFiwzo8DGRdnl0smu5C15QnPtT+T1v8ecbvoZumGimHQQMg2IYoUZ5dLq7YMXitCW57Y7poGPzCCxU40DbGZU2wRXc8R0gQSjr1vRJCDWbdpB0UcoMX6g1Jgsj3dCCHnlkrYsyOHfMbFC+cLGMp5JtVf9HFm2cfYUDY5Npcpz55YqbCR9rBUCmymwQYNtqTw+PPn8e6//qo1uELFpNDpY3MQoOKCOZAuT1gh5FCubDVUr0Tx1OklvGzfTpyPyxNVmgbAiDVjTcO3T5xLggQ/iDC3VKrbPWG6N+oHiQXfjPfO2YFkSQBhuyfybbZctiqDbBQMGgjZJpg/jIC/yuFEa0UQ6qaecrlW9eJSGGF0INNhpqGsaQhjn4YqR8jkmFR5YkfeayqGjG2L41JJKYwwmPEQaXMtRD3OLJlZETvyHp5bKGAo52I472GxGGJ+qYTxVNBQnWlINA25ONNQKgcNNtPwjeNnK7JiaY3E1MFx5DLGLyFey2dNYLJvbABLRWMpHZ8HqHWF/MpTczg+vwKoYtEKIattpAGTaSiFEcJQMXlgLPFpyHgOLtiRq9tKu1wKsFgKasohgAncclYAumA7JvIZx2QdvPY1DZMTY/jX1+zDvtH8puiGiqEjJCHbhLMrpod985QnIuStoG2zjQJeS/dMPzTCt041DZ5rAgI/VIRhpaYhSI3GNj4NEUJVDGabBw1x2+NiKtMwOOgl0yRdx2343GrmlkoYH8rh9GIJzy8UMJS1mYaCjzNLJYwNpjINnoNCYLwqCoExMQLKsyeKQYQ9NmiIL/SvumwX7vmXp5JMzdsOX4KfvWZ/8u9w3y1TFZbYA9ZMqpxpCJIABKjMNMzMzuPn7v4KwkjxHz7xTWRc0zpZPbAKAIayxqchiBQ/cMloxXk//sjxuuWJxaJpP12uynYASNos4/LE3p0DyRj0WAjZboA5lPWwcyC7aQIGYAOCBhG5BMBHAOwFEAG4Q1U/KCK7APwNgAMAngbwb1R1Xoyf5wcB/CSAZQD/i6p+1b7WzQD+d/vSv6+q99r1SQB/BWAAwAMAfkVVtdE5evyWCVkX5pd9uI50rZRfS6LITPdzHUHec7Dih5sqaEjbC8fp727/MJeCzjMNQWhKDXU1DXYcc5xpiEsfWde2KDbNNFQFDTYoyrpGqJjPtB80nFksJpmG58+lyxNBMrEyJus5OFfwUQyiiu6DvOeiEITIOA5GBszlJr7QHz6wqyYwSDM5MVaxFj/votG8+aRfDCrLEymDp9gCO/5Zxx/sK30aypkGU54w/wbp835i5njd8kRcmliq2gNgxJX5jIu8LUkc2D2EgUzcPeFYR8j2/o+eW/E3XXvmRvwvDgD8uqq+FMAUgNtE5EoA7wXwkKoeAvCQvQ8AbwRwyH7dCuDDAGADgPcDeBWAawG8X0Ti37AP22Pj511v1xudg5Atz/xyCXuGc5tC0xBEioydmzCQ3XxiyKmD43DEpKtXWy8uhRFGB7MdaRrCqFLT8PxCAV/83mnMzM4n5k6xtbTrCFZKIbKeCRo61TRkXWOi1GlXTbk8kTGZhpyH4byH04slBJFWlAbMvqIKPQNgSgZ5z8X4cDa5SMePe665QN/2usvbCtji540NZpHPuDi9WKo8lyApJUwdHE+GXWXsAKp6Pg2A+TRvWi6NT0MakfpOk/HP93wdXUPBD5MyRJJdsB0splRhSjbtlMcWVvyOLcp7zboHDar6XJwpUNXzAB4DsA/ADQDutYfdC+DN9vYNAD6ihmkAoyJyEYA3AHhQVc/YbMGDAK63j42o6pfUFJw+UvVa9c5ByJZnYdnHBSObI2gIU5+cc56bpM03C5MTYzgwPogff+mFq64X+6FxAFzq0Nwp7p74zrMLePCxk3josRdw013TWC4Z0V58EfNspiHnVc5qqEfcKC0jbQAAIABJREFU7pcuT2S9SrvmdplbKmF8OIuRvIfnFlYwnHMxnPNw/Mwydg2WgwDA2EibGRxBMhY7ZijnJnoGoFyeqL5AtyKfMZ0HGdfBcM7DC+cKiY00UNaCAObf99df/2IctBbYOwfM1M20piG+OZhzk3HW8fyP5DXrOEIC5UxOPTFkXJ7IZRwsLJeQ95wkw5PLOBjMunjhXAHvaKOdkkFDFSJyAMDVAL4M4EJVfQ4wgQWAC+xh+wAcTz3thF1rtn6izjqanIOQLU8507DxQsh4rDMA5DPOJhVDCq49sGvV9WJTnshiuYGavh5BaC2iXQffPLGAMNKke+B8IaiwlnYdB0ulwJYn3Jaaht3D2XKmwZYnMq7TsUC2OtMwaDUNz5xZruicAEx5omjNjPLZyqBhIOsmHg2AKTN4jlQYLbXDQMZNLv7DOQ/nCkFFtqN6/sRFowO48qIRTE6MYUc+AxFUBDqJEDJlI+1V7anRwKqlkjl3PPUzTdoF0nRMuEnQEK+fXiq21U55ruBjqYHgcqPYsKBBRIYBfBLAe1T1XLND66xpF+ud7O1WETkiIkdOnTrVyVMJ2TDmbaahldXwehAbEwHYlOUJwHxaXItPcX6oXWUa4s6Il+zdAUfMBSrjOdg1lEWU7p5wy+WJ+OLciEIQYtdQtjLT4LqJpqET5mzQMGK7J4atpuH4/DJ2DWUqjo21Fl+bPYvFQlDxyXkw4yXzJgDz+9CNvqUiaMibDENF94QIotRbXC4GSSZiOOdVlCaActZhMOvCD7R+0ODUH1i1VAyxdyRf4b4ZU543YYZUxaJIAInWIZ1laVYeW1jxoYpN8X86ZkOCBhHJwAQM96nq39nlk7a0APv9Bbt+AsAlqafvB/Bsi/X9ddabnaMCVb1DVQ+r6uE9e/Z09yYJWWfOLpdwwY78pihPpP8A5z1Tw91sLJdCLPurF5n5gSlPrHTacumaWvtle4bxA5eM4s1X78N9t0xh11C2nGmwHRbLKU1Dq/LE+HCu3HKZKk90+nvx/bMrePDRkzhf8HFqsZi0XBb8qKJzAjCZhpPnCvjN//5tvHC+WJFyH6wqTzx1egmhasetrnNLRSwWTUASBwOD1eWJ1Cfy5dRAKxM0VL5eTctlqqSWPqZReeKCkVz9oCEoZxpUze9/PlOe1jmQdfH9sysQoGU7pWnZdBp6QmwE6x402G6IuwE8pqr/OfXQ/QButrdvBvCp1Po7xTAFYMGWFj4D4PUiMmYFkK8H8Bn72HkRmbLnemfVa9U7ByFbnrObVNMwkHUTVf9mQVWxVAqw3EGbZCOKYYSdA51lGvywbCMdRubC/tZJ025Y9mmIku6JykxD4/MUA1OeWCyaIVOl0DhPZtzmwUY1M7Pz+P78Cu790tP4+JETUEVSngBQ0TkBmIvh6cVixQjsOOUehBEef/48ZmbnMTM7j/f93bdQCqKOrJFnZudx3/QzODG/gpvuMq2yIkguxgBqLJ+XSwGGcjZoyHsVpQkASU56yI5vdx2pOaZheaIYYO9IvqGmIZcKFOIAIn07iBQ/esUeANIwYCgGIYJQsXs4V5ER2+h5FBvh0/BqAD8H4Fsi8nW79p8A/BGAj4vIuwA8A+Bt9rEHYNotj8K0XP48AKjqGRH5PQCP2ON+V1XP2NvvRrnl8h/sF5qcg5Atz2bqnvDDsqYhtwkzDSt+uc9+NaiqFUJmO7aRTgZWhYoVP0ouLDWOkAIs+0F7LZd+iPGhHOaWrGdHEGsapKPfi+ljpwEYR0a11d24PAGgbqZhMOvCc03nR5xyn5mdx6PPnoPqOXzxe6fxlmv21wQW7WhKpo/NJVkEP4jMEKyMW3GRTwshAWCpFCb73dEg0+A6kmhuqrMMQP3yRBQpVvwQF4zkG3dPWOdHwIgf44xHPuPguyfPAwCuuXQMXzw6hyjSuvqOcysBdg5kEq8LwAQM/+YvvwRVXbW/SLese9Cgql9Afd0BAFxX53gFcFuD17oHwD111o8AeFmd9bl65yBkO3B22ceeHUYIqaq1n6zWkXj4D2AyDc0+HW8Ecfp+ZZXliTAyhkHDOa8Lc6dyy2UhlUp3HTv5Miy3rS4XQwyPeK01DX6E8eEsnjmzDAC2zc8IITvRNFxzqbkQuWIunH6oScslUC/T4CLruXjb5H5879QS/uP1L8HkxBhuf/gogLJFtMIEGH4QddTqOnVwvOJ5l+wawAvnixXH1JQnigEutFqK4XwdTQOQZGFWSiEy9YIGkRpzp2U7kGtHzqubaShaIWRscJXPuMnI7++9sIhf/9tvAAD+/OGjyHqCM8ulivJNzMKKj5GBDAZzxoobsMFTVDmWfNsHDYSQ3nB2xQjXMq4kPeEbRdqsKO85m04IGf+xX22mIU7/D+U6y6bEo7Fj98f0ZEhXYFou4+4JiTUN5uLTKtOwezhX5dPgtmzVrOaKvSMYzrl492svx468h9/61KMYyrrlTEOd8oTJarj4iSsvTC5k1Rf7t1yzH2+5Zn9DQ6dGTE6MVRhBPfidk3j8+fMVx6R9GgBYm+nGQkhHjP11xjWBWC5fezl060y5jA2dhvMeTp8u1jzHDKxyy9kFr3z7298/l/w7+GGEHfksnl8o1A0azhVs0JAp/27FQVYsmt2IeRQMGgjZJpxd8jE6kLWWwYrcBv7vDlIDmAaym688EX9y6yZomJmdTy5el+8ZRsZ1MJQtfxpsh/Ro7DAy6fZyecKx47LNz9ARwXKpXJ5olLVRNZMwx6u7J6wjZCetuMulACP5DG573eV49NkFAKb2P5BxIQC+8OQp7BsdSC768b7mlkq4+tLR5HWqL/bx8d18Ok47NX7pe6crLKSB2kzDSinEoNU0xC2XaUQkKd0AgFeno8OpMzlzsRhgOOdhKGfmcFSTlCe8cstxvNdXHdyF//rFp5Igav+uQZw8V8DL9u2seZ2FFR87BzLIupIEgVdfMgoB8KZXXIyb/9WBDbGXZtBAyDbADyMs+yF25L3kkx1qP7ysG+aTdFkIttmEkHE3QqfBzMzsPN5+x5cQRqam/GfvuAY5W8/vzBHSZChiTUPa38Czg5fKUy6NBqOVuVMxMPM9hvPlAMZPCSE70TSslMr7GcmbNsehnIevPnMWCuATMydw/zeeTWrqsXnU3GIR40OVv3jVdtBrQXzRTuNItaYh1XKZ92o0C4JypgFATbslUN8R0mQaTHkiFpymiadclg2dyqLIV102XhFE/e2R43j+XKHuezxngwYBEp+TcwUfCuC1V+zZsHkUm8cMnhDSNWeXzR8Yx+n8AtEL0pqGfBcX516zWAywZzjXsa//9LHT8ENNTHkeefoMMq6DwazX2eyJKhvpdHnCScZlxyUMkyUwLZeNzZ0KNrAYSukrEiFkhy2XK355gmQ5aHCTjohqU6Ks56DoR5hbNC6SvebUYhFzi8WKDgLXqfZpKL+HHXV9GgQZz0mChXpBg+vUtlwuWv+HoQY6FpNpSJcnypmGnOdUWGdfOJLHyYXGQcNI3sNg1k3Oc8YKXDdy3DyDBkK2AQsrJYwOmj/uWbe5WG49CKKorGnIusnI5s3CcjHE7uFsx8HM1ZeYT3dxTfkV+3Yi6znIZ0wGoN3x02lNw0optKK88ifeKOUIGV/Msm5zc6d4UNJwzsP5Qu3Aqk5+J0x3QvlTOgD83Ve/b+c+VI6sBowQshRGmFsq9jxomJmdx52ffwpPzy1XtG1WlyeWSuVhUvV8GsRqGkQEWdepsZAG6rdcLhVNV8Zw3mvaPZFLCSGPvrAI1xF87fjZimP37sw3zDTE5Yl0QDq/HAcNG/f/ieUJQrYB88s+Rq1bXqftdb0gCDVxvct7Lk6W6v9h3CiWSgH27Mhh1nYZtMvlFw4DAH72mn248doJ7MibsdMigpzn4kMPfRevefEFLVPHidujI1gsBhWDl+aWinj4iRUsFYMksACAjCfJYKh6xBeroZSqvxhEyLkusl5nvxMrqW6Or9sL3V3/fAxZz8FvvekqzC+XKjQKcaknjBS7BnsbNEwfm0MQ1bZtVpcn0u+hnk+DI+VALeNKUk6rOKZOy2UihGzQPZGYO9lzf+e5c3jP33wdYaS46a7pijbJvSN5PH+uVkwJmKBh93AOjpSdS88s+fYcGxc0MNNAyDZgfqmU9M4b97+N9aqvMXfaZAOrlopBjWlOe88zx7/qMnPBLFkdwczsPFb8EH/6uaNtmRb5UQTPahoWi0GSvp6ZncdnHj2Jhx9/AY88fQazZ5aTMk+rLoi4lj6YMS2uYaQpnwanoymXaWHm9LG5RBDoBxHml0s1kynjYGZH3qsrKFxL4o6M6mzHih/ikzMnkp99WtNw/MwyVkqV9tYCI4QEUFGmSFPPEXLJmkYN57ya2RP/f3tnHidXVeb976m9965eknS2TgIhkAQw6RAiLsgMI4yiKAgqvCPuo4PvjDqf8dXRcUGdd5zR9+OMMqMCiguIbKOIOgiKIkuHpAOEJGTtpJJOd9Jb9Vb7ct4/zr23blXf6lR1ekv6fD+f/qRy69ate09V3fOc5/k9z5PNqrodfo8SQnrdgucPDzoWvQJYWBvgcN+YVazJXrhpJJY2Ui7dlkYlPAfCE9rToNGcBQzFUtQbRsNc0DSk7JoGr2vuhSeSGYJVPtJGS+SJJjp7toTfmGT6xtTq0HT/O8X6J/I22Ftjj8RT1qq0vVMV+5GAlHDg5CgXtNQCnLI1thlLd7kElUY2R17DqjIMSbumoTBt0inNz+MSCAGNDqmDU41TRkZHKMyBk6McODnKwy90cc8HtyhNg99NRyjM536+i4RRhdJc6btcKjwB6jfjWNzJMTxh1zTkGw2JdNYKeVT4VK2GicavdzTOsXCMb/x2Hx6jHoYQ6rO+eGk9l69pJpnO0jOkPHWD0SQuAQkdntBoNKfDUDSnafDOAU1Dxp5y6Z17KZdm2lyF1000laG2iNHQEQpz853tJFJZ/F4X//imCwDoMwoLpdJZfG7BllWNqosipeXP2zUNI/Gcp2HLqkarsqEQsHZxbU7TcIreE2Z4ApRocTiaQqBi/eW2xo4lcyGTYmmTdlR4xkVj1fSLIM1zsp9He+eAFUZQRlu/6kTpVeJN5yqUOU+Dz+2yjFw7qrhT/raxRCYXnjA6UJqhD9NwA+jsi1gai2LjZ6azZqUqLW4aiynDUKir8OY1VgtHVH8ZrWnQaDSnRTiaImgTQs62pyGdUStpUClns5FyafcQFE50ZrXACp+HWDJDbcDruH975wBJo5JhKp214vuW0ZCReN1KEX/x0nrOWVDFTZtbT6lpSJvhCZdgLJ62JhpTWf/b3SdwuwQXLKq1Sgz7T5U9YcTSQRkKdzzVaRkc5faeiCYzeR0kS0mb9LldjkWKZoItqxotoaPX42Lj8qCquOl2FV3pC4FVo8HrFtb31Y5TRUiz74TbpXQs0WTGElyqwk4qXPV/HtqZ59249YpzHc67CcF+hFCfWSojLZFtKpvhsV0naK7JZfkMRpK01Ad0eEKj0ZweQ9EkS+pVgZjJdDScauxdLiu8buIz7GkwPQRmTL+wRn8kmaHS77HqKxTbf8uqRjwutUr3uF0sb6ikqdpnlTBOZjLWanVZQyWvX11a/rzVGrtA0wCwsTXIjqNhEimVgZLTNJyiToPRKKkjFKZnOM6Pt4aQUo2Fzy3K0m/YNQ2l4ve6aZqBdEsn2lqDXLVuEYl0lluvOJeVTVVUncJT4jLCAKAKOzmVkXa7nI0GKysj4FEpmMb/O0JhEuksD+/oKqnHRltrkIuX1bOquYq1LbV85Vev8LYNS9jU2sBn//tlfrI1hMclWLtY/bbD0SQtdQEthNRoNKfHUDRlCSHnRPZEnqZh5lMu2zsHSKSy4+oJmJhxaWU0pC2PQuH+ba1BbnnNCgC+fsNFLKgJsKKxin7TaEhLS4FfV+FhODa+2I8TKntCxdHH4vnZE8FKL+Fo0vJGmCvgU2oa0iqE0t45gJTKzW2ORbk6l3gqQ4WvvDWlz+2aEU1DMS5oqWVtSy1trUEiiXRe22x7bQQTgbBlTxTXNBQaDWOJXPdMj0vwvac6LRHj39//EkPRFA9sP6Zan5dQ7nn9klouXlpvne9l5zQRjiaRqLBFOivpGzU0DZEkLXUVOjyh0ZwtTOQSn07CBZqGclzR04Fd0xDwznxxJ1MbkM5Kx5t2xCgxbJa43rKq0dKCFO6fNibbZQ1VbD8yyIqmKvYZfQ9Smawlpqur8DIcLc1oSNtaY4/GU1R4q63ngpU+wpEUjdU+SywJ2FpjT6BpMIR3ynCUCGMsdnYNlR2eWFxfpqfB45qRwk7FaKjyWRoBFTKY+PztngafWzhqGoQQFNpaEUMP0xEKc2Ikzg+eOcw9W0N5HTwzWck7Ny9jSX3FKe8FS4OVHBuMWqGloWiSDctUKW63ALetamU4mqKlLsDB3rESRmR60J4GjWaKMF3c3/jtvpLS7qaSoWgqZzR4XCRnOeXSrmmomAVPQ1trkEtWBGmu9jm2DzZv/GZ4oq01yBfesg4B3POBS/P2P9QXwe0SDMdSjCXSLK4LkMhkiSUzVjgDDKOhRE9DzosgGC2o0xCs8ilPg00sCRi9J4o3rEoYQsi21iDfuPFiXAIW1vppaw0aXS7L6T2RyTunUshkJdsOD87o995OU7WPgTGVkhhJ5nsanDCLOoEytJ3qNHSFo+w+Ppx3TSeG4zy+5yQP7+hCSuUNSKSy9I4mbDU1VHOuQu+GE8uClXSFY3QPxWhtrCQcTbLMCIN98o1r+PoNF1lCy8FIksX1s+tp0EaDRjNFPLW/l/gELvHpxB6e8JeZkz8d2DUNAe/s1GkIR1OWSLEQ5b52G9X21A14SbACCVywuDZv30O9Y1zQUsNILGXFs5ur/fSPJazeDlCe0WCGJ6ziTjb9QJXPrXqJJNOWWBLs4YkJ6jQYx3nLRYtpqPJTWzE5cWwslS5L09ARCnMsHOWRl7pn3GA2aajyM2DUMYgVCDmdEDZPg9c9vk5DRyjMXU8fZufxYeuaOkJh9p4Y5f7tx3hg+zHMpBsJ/HF/H9dc2MKFS2odDdViLA1WcCwcpWsoxrrFtYSjKQYiSZbUV3DrFeeyeUUjkUSadCZLJJFmQY1/VrOjtNGg0UwB3UMxfv5Cd56Ceybb1haGJ+acpmGawhP2Yjj2/287Mkhnf4SRuHM/iGgyY2kaYim1j5lzby/YE0tm6B9LsLallpF4ykq3a67x0zuasOogQHlGQyqTE0JKSd6qXghBsNJH/1jS2gdy4YlSUi6FEKxZWM1wLKWEkOX2nihh0rVTrCfFTNJY7bN6MxRqGpzI0zR4xmsa2jsHSBveGfOa2jsHLK1BJitZvzjXnTKTyTIYTfHqc5rKCk0ua8h5Gta21DIcTanGX4Y+pNJouz5klJVWxdK0pkGjOWN5uWuYD/1oOx983UouWlrHX931PN9+98YZ0zTEkhkkWCtDr0eUlZM/HWQy+ZqG6QhPdITCvPt7z5E2Ok5+/pp13PbobqtKY7XPw3A8lVe8ydScDEWTVNnCE5AzFsYSaRYY73G4P0JrYyXBKh/Dhqeh2jAa+kYT1nsB1JbpaXDbvAiBglV9sNJH7+joOE3DxEJIpWkwr3Pr4UHSRuniW99wbtmahnLCE6UUgJpuGqt89BtFt0rVNHgn0DSYOpdkxnZNhijSFDi+85Ll7D2x29LCBCt9lvFeKsFKL6lMlp7hOBe01PLsoQHV+MuoeVHpVRUhnz7QjwQO9Y3NqqdBGw0azWnw+J6TfPqhnXz17Rdy9fpFAFy5diGDRmOZmSAcTRKs9Fpxz7kghDS7OIJyjWey8pSVF8ulvbPfitOn0ll+s6uHRMqoqZBRJY0zUjKWSFNf6aMjFObG7zyHRHWpPHBylAqvxxJpjiVMj0NuUn7ilZMAjMbTCEReut2DO7pYVBOwJqeJPA2FAtl0NovXlVvdFoYCglVq4rFrGvynTLnMUl/hM8ZmwFL9p9JZOvvGJtHlsvTpoZQCUNNNbcBr6UxK0TT0jsbpG0vSEQo7ahraWoN8/YaL+MIvd3Pney6hrTXIcDRFpc/NrVeca13nsoYK3n/3Nu754BYe7DhmfQalIoRgWbCSwWiShbUBwtEU/ZGcp8HjduFyCT714E6SmSz/8MBOqv2zN3Vro0GjmQRSSn7wzBG++9Qhvv/eS7jYUDsDXH5eM3/c38eNm5bNyLnY9QwwN3pPpLPSivULIYy0yyzVU2g0bFye33HyL9e38MzBfqRU77l2cS27uocZiSmjob1zIK8L4gvHwnlth02jYTShJv6OUJj/+N0BMllJZ1+EK85fwFgizfGhKE/u7bX6a7xtw2JAGQ0jDkaDUw0IK3vCbRoN+eNifp55XS5PWdwpg984TuHKf+2SOv50oN/x3Jwm+sLiTqVQSgGo6cTlEgSrVIjC3hbbiY5QmF+9fIKs4Ylpa21gYc34dNHXnNsEEuu6+sYSLKoN5BVqeu25Ter71lKbJ0guh5qA8op1haMMRZMMjKl6DCYel7B0QelM1upFMRtoo0GjKZN0Jsttj+6hvXOAhz56GUuDlXnPX35eM1/91StTvrIuxlA0SV1F7kY1FypC2htWgXK/x5KZKV0hnbugBoCbLm3l7RuWcNHSOr7y6B7OWVDFruMjqiCTkfUAsGVlQ97rt6xqor1zgJG4ej5S4GlQ3RSVkZGVkmNG86hDvREyRn+ITFZyYli5xIt5GsbXgOjPFXcyM0x8hZ4GZTTkZU8YDZAyUo4bX8g1rILxK/9EKsPvDK+JyUQFsGKTKO40F2is8jEQSRialeLnr2pZSKvS51A0yWLbJG1SV+FlJJ62xltpDfI9CUIImoz3DUeTVrfZUukIhXnh2BCZrOTj971IVsLAWIL1S3KCXL/HRTyVtTpzZmfx562FkBpNGYwl0nzoR9s53B/hQQeDAVTnupa6AC91Dc/IOYULPA1zITyRsmkawEi7nGLx1qgx2b9x7ULaWoPs7BpiRVMVH379KiTw5N5eQgNROkKDAJyzoJpKr5tKn5tgpZe21qASQhrhidFEviDSLE3sEmry9ntcRBIZLlkZtDwELpdgRWMVANV+D4l0dpzBZtaMAOUR2bzSOK7Ni1BYSMksCW6WQgZlNAihXvPt3x8Yl6EQT+U8DZBf0KizP8LRwWjea4oVtAIVnig35XIu0GikXUaTaSonMFALO2W21AUc6zR43C7lBTCMwf6xJI1V4z0SjdV+BsaSDEVT1JXpaTCblIH63aSzWbqH4jQY72N2vARV1vpz16wllc2O6745U2ijQaMpkZ7hGDd85zkW1QX4/nsvoTZQ/OZw+RoVopgJhmJJKwYOcyN7IpOVeV4Wv9c1KaOhMDvCzqghXDRv6A9s76LS56a9cxCBUrhnJbxwVPWL6BmOs7Shgs0rGqxj24WQZhqmaTy0tQZZVBfgvZet4EvXrgeh0iMvXdnIbdeuZ1FdgKvWLWRlszIahBDUOoQo2lqDvO81KwH413dcxIVL6iwPQ1FNg1N4wmjBncpI/v13B8alNtpTLgvH8LZH99A9FM97zZZVjdZn5HXnixejyXTZ4Ym5QGOVn8FI0miLXfz8TU/MJ9+4hns+uIWWugrHOg0ADZW5rIyBSIKmmvGahcZq5WkYtnWbLZUtqxrxe3MGTG2Fl4N9Y5YQsr1zAEOuhJSS4VgKj2v2xM7aaNBoSmDX8WGu+89nedurFvPPb7/QUswXw9Q1zARD0RR1FXZPw+xnT6QL3OcVk6jV0BEK867vPVe0WJZpNIzEVVrh/duP0REK88D2YyqFToBbCJYEldv5xEicSp+HZw71E46muPnOdk6MJHJCyLhqRGR6GqSUhCMpPvEX53HJigZGbXUaXntuE24jNdJnW6EWC1FUGZ4Et3DlhRZymgZno6EwPOGU2mgaVn2jcUejQaUO5vdBADVxfubq8wH45+sutEIT2awkkc6FOs4kGowMimODUZ47NDBhvQi7J6ZYGWmAeqOsN0D/aMLR09BU7ad/NGnoi8rzNBQaMAtqlOFjNv8q9IqoFu2zU/sEtKZBozklv3vlJP/w4E6+8rb1vOnClpJes6m1gc7eMQYjSRqmuV1wOJKk2Sbi8s+FhlUF4YnJ9J9QLY3z8+TtQrsxQ7A4EkvntUa2l/Dd2zNCsFKNzYnhOJms0gOYxwz1R6wOgmOJNAttRoO5oqsJeImlVJ58PJWh0uvGY6RcJmwpl1A87XIgkqC+0sveEyO8dnWTZSzkNA0FQkjDc1QohCxswR2s9Fm6hKyEHz93hGq/J2+czEknnsricok8j0Kj8b2xa2JiqQx+j8vqrnkm0VTtY0/3CH86oASxv9/XW1KhJa9HkCny9Wyo8hE2PA39kSQXtNSO26ex2sfxoRiZrJyUFsQuIjU9FeZ9wykzJeB1kUhloEz9xFSgPQ0azQTc/cxhPvPwy9x1y6aSDQZQN/hLVzXypwPT722Yi5qGdEF4osLrLrv/xJZVjZjTllPu/4gtPLHJuOGaqzGzhO/qhTWW0LFnOM75LTV5q7aLltbl6jQk0iyqC1gejO6hOC31yktRG/AyGElS4XXjcqlsEL/XxcBYwiruBGryHXI0GpK85pwmXukZyTOoJqrTYD5vroB/8lwIgM0rGnjzRS3c88EthKNJqzEXwBOv9I7zypiTzpVrF7J5RUPeBDpo1DU4PhSztpWbbjmXaKjy8/zhQbISS+RYSqGpgbEEOwvKRZsEK315noYmh0VAU5WfQ31j1NlSnydLfYWX2oAn73tV2HBrNj0N2mjQaBzIZCVffGQ392w9ykMfvYwNy8tPJZspXcNwLJmX5qU0DacnkppIS1AKGVsZaTAKPJWpabh4aZ1VAOmH79s8brU4Gk/jc7sYiadY0VRFXYXXcvGa+9YGPJbG4MRwjI3L813Bfq+b0ECEjlBrDcU+AAAdAElEQVSYSIGnoWc4RktdhXH+bvwel1WjAaC5xk/3UDzP01As7XJgLMFl5zbySs+oEZ6YWNPQbUziLx0bYoehyfj2kwe5+c52Gqp8bFwetFp3F85RThNlW2uQr113IS8cHeKbj++3PtfBaIqA15VvNJyhmROg9D1dQzHcLlFSh0lQ3/Wfv9DNtsODjmGwhiofgxH1mQ5Eko6dPBurfRzqi5SdOeFEsNJnhSaKMV0F00pBGw0aTQGRRJq//vF2DvSO8uBHL2NZw/gMiVK4fHUzT+3vt5TR00U4mi++Ug2rJr8KmYrGW6mMQ8plmUbD8aEYC2sCnNNcnTdZm4zF0yyuDzASS9E/lqClLjCuQZA9XNAzHGdRXcBatQF88ZHdnBhJcPOd7YSjSRbV+q0c+O7hOIvrA3nHsqeMNlf7OT4UK/A0OLfHHowk2bAsSP9Ygv/6wyFL+W5pGmyivY5QmE/e/xIAN9+1lYd3dBktmpVBMBZP02u05r5wSR0Br5vrNy4ZF/cu5MhAlHg6kyeiDEeSrG2p5Xg4ZzRMpkbDXKAjFOabTxwAlMfpXZuXlxSaMAthFfNMmA3EAPrHEjQ5dPJsrPbT2Tc2qRoNhcTTGRLpzIS/u8A0ZCOVijYaNBobJ4bj3Pjd52is8nP3+zbnxXrLZXljJbUBD3t6RqbwDMdjVoQ08Z1mw6qJUvFKJZPNNXICdZNLlOlO7eyPsKq5iguX1rHTIX11NJ5iSbCC4VhKld11uJnXBrxWGOPEcDyvYI7STOQEgpFEJi88cWI4xqLaCtuxPOM8DWOJtNUpEYq3xx4YS9IzHCOZyXL3s0cYjKhKhB5bJ9Bi5yUhzyC4cGktvSPKaNgeGmT1gmq+ceOr+OmHtozztNhRtQny3faDkSQXLqnL8zREk+kzMt3SLvjMZCWL6ytKKjblJDS0E6z05rInxpw9DU3VPhLpbJ4geTJ0hML8amcPxwsyXQoJeIsX+ZputNGg0Rjs6R7huv98hjdf1MK/XH/qDIlSeP1pZlGUEiYYLvA0+E6z94SqT2Cq+yfXR8BeRhqUO7VcT8OR/ggrGquor/By37ajjtkTS+orGImnGYg4q9rtKZAnhuO02IwAc7IAdZ1ZKWmq9ufCEzZNAyiDwN7PwBSf2r8no/E0f9zfl3eumaxKk9vTMwLGpC2Bh3Z05cITtkm6cBK7fuPSvJDKJSsa6TO0CD/bdoxKv4eOUHhc3LsQs16EKaLcsqqRwUiS9Uvq8jwNsdSZGZ441eRfjMLshcLxC1YqIWQ8pUpU1wbGe73McMLpehoKy38XM9gnE+6bKrTRoNGgCgH9r7u28o9vvoC/ecO5py1mMjkdXcOpUg4hl7dt94icbp2GttYgl6wIIoBPXb1mUqWB0xlZtLhTqXqJw/0RPG7Bj9pD7OwaHjcGo4kUS+orGZ3I01DhYSSeYjSeIp2V1FbkbvjmZNFQ5eWfrllLtV95EsyKkN3DMRbX2TwNheEJw2gwDY+OUJifPn+U7UZ4xzzXoWiSmoCHy85pyvO+PNjRxf6To7gEed4Kp0nMbhA01/jpHYnTEQrzyIvdbO0cKCmM1NYa5BNXruacBdXWcQeNbIBwNGk1wiq3w+Vc4VST/6leW8zgajDCE/1GNUine4MpXC033bKQUg2fgBZCajSzx4+fO8KnHtrJHe/ZxDUXLZ7SY29Z2cju48OWgr8czJTDicIEI/E0Aa87L67udbtIpSevo5BScrAvwhvXLSQ5yeNkbK2xwYzBZukIhbnpjna+/tip9RKH+yOMGF0qAZIFYzAaT1vhif6xpKN4rDbgZSSW5sm9vQS8LktUaNLWGmRtSx0uIaj2e6j2exhLpOkIhdl7YpTBaCLvWPbwxIIa5YUwDQGnVsqQE8+1tQa5wdaPJJPJ8vu9J3G7hON5FZvEFhjpnk8f6LPaNJcaRnrt6mYCXpd13MGoStddUBPgiT0nuf3Jg+zuHjljsydO5W2ZDErTkOKZg/1kpXT8zvo8LuoqvGUXdiqkVMNHaxo0mlkgk5V8+dE93P3sER76yGXT0mynwudmY2uQZw+WrwuwpxwWCxMMRZPjXKI+Qwg52QyI0EAUtxBctW4Ru7snVwo7nR1fpyGWytDe2U/CiNNPNNF1hMK8dGyIFQ1VqnwyqoSufQxy4YmU6gngkApXV6EK8/z9Ay9ZBZ0Kx2NRXYCDvWNUB5TRMBRNcvOd7QxFU3zqgZ3W/ol0hiP9Eev/heEJe7jDvkrst53bdRuXEjCq/7ldgsd2nySVkWUJThur/QzHUjRW+xFQljt+cX0F3UNxQBmH5vfH4xb875++wNcf28e3fn/Aql2hURUhe0fifO7nuzhpiGadPqsqv5sXjw1NOuPIpBTDZ7IVVqcCbTRo5iXRZJqP/KSDPd0jPPzR17C8cXIZEqUw2eqQG5fX43ULLlhUw/UblzjeRJy66vncLoaiSW66Y3IZENuODLJpRZB1i+smLeJUXRztmga1Mkpnyau9EKz0jTNsOkJhbr6jnZF4mtv/cJDPX7OOD7xuJZU+N+sW5wrrjMZTNFX7cAnB8aGYo0Ct0ucmlcmOKxJlp6UuwIHeUaqM8ETMiF2D6gVgVl383Su9eWGSZuP9/Iah0NYa5N4PbaG+0svXrrsot5qP5EIn9pXkDZuW5RWaKlVw6ja6OZ4ciXPF+c1lueMbq3yMJdLEkhlG4mn8Hje7jo9wdCCaq22QkYQdxJzzldoKL9FkZsLvUEcozInhOE/sOTnpjKNyMLvGzgbaaNDMO3pH4rzzu+3UVXj54fs3l91gplzesKaZp/b3ld1gJhxNEfC6+bcbLuaP+/utCSZ/n2ReYSdQK9/ReHrSGRDbjgyyeWUDq5qr6B6KTWrVmc6O1zQMRpLc9/xRvvK29VT63Hz8z8/jtl/uHheqaO8csIScqXSWcDTJ5968lo2tQR55qds65mg8TU3AS12Fl8P9EUdNgxCCgDGpu4qsyC1Pg18V1HHZCiqZ+zul5ZmeBrN8NSij4Io1C/Jy6AcKmhyZK8nrNi6dlHAPVLrnk/t6ufy8BWW5410uweK6AN3DMcJGtVKn78apUv7mEy8eG8L+y3M7eP3aOwcsgetkM47KIeBxq4qQs4A2GjTzir0nRnj7fz7LVesW8m/vuChPCzBdnNNcDcChvrGyXtc9FGNxfQXrl9TRXOPnyb294/YZio5vkON1C7xuYWVAlDshbT8SZlNrA163i9ULanilZ7Ss84bxmoYTwzEe3dnN6gXV3LyllTWLajg6GHUMVaiwTL7KH+C9l63gh88esYyvsUSa6oCH2govPcNxmhyyJzpCYWKGYMwlBJ+/Zt24CbalLkDPcNwSOdYGvLzpwhbLK2AWUSqc4I8MRAC46+nDeUbPhuX1VpMswLGdMpyecG9BrZ9dx0fyPC+lokIUMQYiSYJVPqthkgsV6hDA3p7RGVkxnwm0dw5Y3jEBvKNt6bjPSvWDmJwBOBlmM3vizFS7aDST4A/7evn7+1/iC29dx1svnlrB40QIIXj9ec38YV8f5y6oKfl1ptEAcPOly7lna4gr1y7M22eooEYDGDn9LhfnLazmQO8Y93zg0pInpL7RBH1jCdYsUue5bnEte3pGytZ7pDJZa7XeEQrzX388RFbC1sODdITCLAtW0lTtw+0SVslp80abTGdwueDai5dw86Wt1nu/fnUzt/1yD/dsPUo4qlLgqnxuKwXOaWI2V4BgNKAyivTYMas+mkZDtd9DaCDKTZcut97bqf7/7U8eBPKFiG2tQTYsC3LHU53c/uRBtqxqZO+JUbLGOBSOo73nQDksqPEjBI59EE6FaTQ0VvlpMFqEm9fWPRTjp88fHXdN8xnTqEqls1YKbCFO34/pRDes0mimmZ+0h/jmEwf47l+1sclojTyTXH5eM/dsDfHB160q+TU9tmJEb7l4Mf/861c4NhjNq1AZjqbGla71uZUQsm8siRCUVdGyIzRIW2vQmvDXLq5lzyTEkKqMtPLitHcOWKGVtKERWN5Qicsl2LyygecODfAPV6nUzo5QmPd8/3lSGcmvX+7h5ktbrWO6XII/O38Bn//FLkBN1juODlFX4SXgdTmmCW5Z1UjAdsN3WgGaY2xmRlT5Pew6Pszaggm5cIIvduxYKs2xcIxv/HYfHsMokhKePtBXtkehGJmspL7Cy94To2Ufb3F9BceH4gihtBH2a+sIhXloR9eE4zXfKNUgmKwBOBkCXhejk8jImgp0eEJzVpPNSr76qz18/+nDPPiRV8+KwQBw2bmN7AiFx+kDJspwsHsaAl43121cyr3PH83bR6nfx2saho02zusW1xEajDqek9N7P384zCW2MVrbUsue7vLFkGlbeMLJtb+soYJjgzFOjsR57eomq7rdc4f6JxScVfk9ZCVWg6b2zgFqK7w0Vvkd8+dLCQGYRkdNwPQ0uJHAuQuqJ7zGYsfedkSNZ1ZipcxOZazbrM9QLBvkVCypD9A9FFMCzYKMk9MJmZzNTEcq5+kwma6xU4X2NGjOWmLJDB//2QuEoyke/pvLTjuH+nSoDXhZt6SOrZ2DXHH+AiCXJZDMZPF5XONu0t1GV0aTmy5dzju/+xyfuPI8S4sRjqZ41fJ8T4PXo7pcnr+ohpVNVRzpj+ASgvbOAatjX7DSx5d+uZuU7b0Bfv1yNx+7YrV1rPNbatl/ckx1ZixSIbMjFB63CrOnXDqt1BKpDPduPUpXOMZfX36OlV3SP5bAZWv9XLjSff15zXzr9wcwNaVbVjVyciTu2A/A5FQrQCEEwUofO7tUl8Nqv4dVTVXjOk+WemzTSDIzMFS66NTFuts7B8gUVA0sZzKLJNI8f3iQkyNxBOPDJjO5YtZMDqVp0OEJjWbK6B2N86Efbuec5mr+490b8Htmv8KdmXppGg0Pd3RZaVNON/+eoVyXRVCCypa6AJ+8/0Xe95qVtLUGGYqlqC+od29WF1zRWMXyhkq2Hh7gn36xi0RKiQ5dQokC08ZyPZ7K8rf3vcDJ4TjprOQrv9rDBYtraWsNUu33sKguQGd/hPMWjtdjmM2tkmllJNywaRnXbVxqpFzmVv6FE9Gyhkp2Hh9mzcIaXrWsnv/6wyGO9Ef4xYvdfOvdGzgyEHV0Bbe1BnlH21L+dKCf+goVj793a4hRoyDTZCa7jlCYkyNxTgzH2Xp4gNULqnG7xKSP19Ya5ItvWcdn//tlJKop1TuNcZmKydg0SiYTQugIhfna/+wjkc5ydDCKAJ4/Mqi9CmcYZgqzk8E+3WijQXPWse/EKO+/exs3blrG3/751JWEPl0uP6+ZD/1oO801foKVPu7bngs1iILCRaDCE0vqc0aDWaXw5eMjPPHKSe754BbH4k5mhcLWpkpWNFXy2O4TlsEAym0upbRWwB63i5WNVVb/AbM2gXkTMkMUTkZDe+eAdexkRnLv1qM8tKOLpmr/hL07WuoCuITg/EU1rGpS7/3uO9q59lWLefMpqnK+fcNSHujo4vxFNXSEwvzixW7SWVUgaTKTn72RUzKVZVe36hEx2eOBSoUVAnXcMponlcLpiO7szbAgP2yijYYzh+PhGC8cHeKx3c+RyUpHT+V0MS+NBiHE1cC/A27gTinlv8zyKWkKKNeCNvev8Lq4/clDfO6aC3j7hvEq59kknsrQMxznG7/dhxACe3uIhTV+K97d1hpk25FBTozE6R6KWUJGu6Awnsry9IE+xzoNQqiUy5WNVbQ2VuW5ya1MAuDKCxawYXnQMla2hwYdV691lV7u2RpiWUOl9VmY4909FMvLYZdAIpVlOJrM8zQU4nG7aKzyEo6muH97F6lslp7hOPdtO8ZbLnYuZGWyYXk9XpeLmoDXscFPuTdOuzpefS7ytCfT0/EGlMJkQwhW6CSVJcvUhk00M4NqAb6fZCb3y5tJw2/eGQ1CCDdwO/AXQBewTQjxiJRyz3S/92y4kqYKKaUhQJOqyI31WP0rs7nnzJVsxnw+a98/93yx473SM8IXHtmt4uguF19861rWLKpFGLFuIYTxLwgEe3tG+OwvdllthL987bo5ZzCASjcUGCI+KRFCKZFdLsFxw5jweVy899UruOPpw2Ql3PKD58fVCjCv88GOLk6MxDk6EGVFU1Xee7mE4MVjQyys9dPZHyFY6eVN61uoCXj47lOdSODpg/189A05cZfT6rUjFObB7cdIGqWO737fJUgJ7/vBNqvGAqj8foCMsWIfTWT49yf2c8tlKx2/6x2hMP1jSf50oI9nDvZb1kwpN7+A1805zVWEBiJTMjnbV+7BSh+3Pbr7tCf7mU7BK5XCaw1Hk3Pq/DSnpr1zwAotWhi6nJlg3hkNwGbgoJSyE0AIcR9wLTCtRoMZ+42nsrgEvHpVI/WVvgkmUvP/kqwxIU888dr2l/n7Z041aWcdjICC/SEXC3cJoSY8IaxtQqjJz9wmbM+5hMDlmui19n2hdzRhrY6TmSzf+v1BFtYG1LxiVOUzHiKR9I7k9ncJ1cRpLrJlVSNet7BWCG4heOclqoHRPVtVbnw8leU7T3Var0naJlH7Db++wqsMq6zkwz/Znuea7AiFSaaz3L/9GA/v6AJUEaiHXuji+o1LLbd54QTttHq136DiqSw33/E8CByrU65fUsfOrmHr8/nlSz38ds9JR7ep6VUxDSi3SyClLGmi7giFOdA7RiYr2XdyN5+/Zt1pT372a1+zqGZKJvu5Kiicq+elKQ27oSwEZLLq93jbo7tZs6hm2j/b+Wg0LAGO2f7fBVxq30EI8WHgwwDLly+fkjdt7xywJjZQndOuXr+oYJItmISFwyTsKnN/h0nb6XnhcjACCvafKUwDy1ztffumjRP+EAr3n6uu1rZW1eXw3q1HVclZqWLdW1Y1WrnxGO5xk8ImTeYN//YnDxZ1y7d3DiBELuUPcrFrCWWtzAtX8maWxc13to9zcb/zkuXsO7nb0jhM5OIvPG45E39hSedwNMmtV5x7quEvGT2pauYyTsW4nBYB08V8NBqcZr+8ZZOU8nvA9wA2bdo0+R7DNgpvkqb6XTOecl27c9UV7MR1G5eOK57j5B5PprK4XILbrl3veD0TueXtz7mVxUcmk6tmd/3Gpac9tsVc3GsW1fDQji4e7Oiy3tPJMDmdz2y69QIazVxnNotxiXKb6JzpCCFeDXxRSnmV8f/PAEgp/6/T/ps2bZLbt2+fkvc+kzUNmqnjVN+DUr8nE+1nfw6Y8e/ddH/X9W9Jo1FM129BCNEhpdw0bvs8NBo8wH7gz4HjwDbgJinlbqf9p9Jo0Gg0Go3mTKCY0TDvwhNSyrQQ4mPAY6iUy+8XMxg0Go1Go9HkmHdGA4CU8tfAr2f7PDQajUajOZPQDas0Go1Go9GUhDYaNBqNRqPRlIQ2GjQajUaj0ZSENho0Go1Go9GUhDYaNBqNRqPRlIQ2GjQajUaj0ZSENho0Go1Go9GUhDYaNBqNRqPRlIQ2GjQajUaj0ZTEvOs9US5CiD4gdBqHaAL6p+h05gN6vMpDj1f56DErDz1e5XG2jFerlLK5cKM2GqYZIcR2p6YfGmf0eJWHHq/y0WNWHnq8yuNsHy8dntBoNBqNRlMS2mjQaDQajUZTEtpomH6+N9sncIahx6s89HiVjx6z8tDjVR5n9XhpTYNGo9FoNJqS0J4GjUaj0Wg0JaGNhjIRQnxfCNErhNhl2/YzIcSLxt8RIcSLxvYVQoiY7bnv2F7TJoR4WQhxUAjxH0IIMRvXMxMUGbNXCSHajXHZLoTYbGwXxngcFELsFEJstL3mFiHEAePvltm4lpmgzPF6gxBi2PYd+7ztNVcLIfYZY/np2biWmaDIeF0shHjO+I39UghRa3vuM8aY7BNCXGXbrserYLz0PUwhhFgmhHhSCPGKEGK3EOLvjO0NQojHjXvS40KIoLH97L2PSSn1Xxl/wOuBjcCuIs9/A/i88XjFBPs9D7waEMBvgL+c7WubyTEDfmteM/Am4A+2x78xxmULsNXY3gB0Gv8GjcfB2b62OTBebwAedTiGGzgErAJ8wEvA2tm+thkcr23A5cbj9wNfNh6vNcbCD6w0xsitx6voeOl7mLrWFmCj8bgG2G98l/4V+LSx/dPA14zHZ+19THsaykRK+RQw6PScYWnfCPx0omMIIVqAWinlc1J9k34EvG2qz3WuUGTMJGCu/uqAbuPxtcCPpKIdqDfG6yrgcSnloJQyDDwOXD39Zz/zlDlexdgMHJRSdkopk8B9qLE96ygyXmuAp4zHjwPXG4+vBe6TUiaklIeBg6ix0uPlPF6OzMN7WI+UcofxeBR4BViC+o780Njth+TG4Ky9j2mjYWp5HXBSSnnAtm2lEOIFIcQfhRCvM7YtAbps+3QZ2+YTHwf+TQhxDPg68Blj+xLgmG0/c2yKbZ8vFBsvgFcLIV4SQvxGCLHO2Dbfx2sX8Fbj8Q3AMuOx/n45U2y8QN/D8hBCrAA2AFuBhVLKHlCGBbDA2O2s/Z5po2FqeTf5XoYeYLmUcgPwSeBeI1boFPubb2ksHwU+IaVcBnwCuMvYXmxs5vuYFRuvHahyrxcD3wJ+bmyf7+P1fuBWIUQHyp2cNLbr75czxcZL38NsCCGqgYeAj0spRyba1WHbWfE900bDFCGE8ADXAT8ztxku0AHjcQcqZnoeyrpcanv5Uk7tbj7buAV42Hj8AMo9DGps7Kscc2yKbZ8vOI6XlHJESjlmPP414BVCNDHPx0tKuVdK+UYpZRvKkD9kPKW/Xw4UGy99D8shhPCiDIZ7pJTmb/GkEXYwQza9xvaz9numjYap40pgr5TSctkJIZqFEG7j8SpgNdBpuLFGhRBbDB3Ee4BfzMZJzyLdwOXG4z8DzJDOI8B7DPXxFmDYGK/HgDcKIYKGQvmNxrb5guN4CSEWmap1I6PCBQyghG2rhRArhRA+4F2osZ0XCCEWGP+6gM8Bpur/EeBdQgi/EGIl6jf5PHq8HMdL38MUxjXeBbwipfx/tqceQRn0GP/+wrb97LyPzbYS80z7Q1nhPUAKZTV+wNh+N/CRgn2vB3ajlNg7gLfYntuEiiMeAr6NUWjrbPxzGjPgtUCHMTZbgTZjXwHcbozLy8Am23HejxKuHQTeN9vXNUfG62O271g7cJntOG9CqbwPAZ+d7eua4fH6O+Pa9wP/Yv99AZ81xmQfNsW/Hq/x46XvYda1vhYVRtgJvGj8vQloBH6HMuJ/BzQY+5+19zFdEVKj0Wg0Gk1J6PCERqPRaDSaktBGg0aj0Wg0mpLQRoNGo9FoNJqS0EaDRqPRaDSaktBGg0aj0Wg0mpLQRoNGo5kxjLz1p4UQf2nbdqMQ4n9m87w0Gk1p6JRLjUYzowgh1qOqWm5AdZd8EbhaSnlowhdOfEyPlDI9Raeo0WiKoI0GjUYz4wgh/hWIAFXAqJTyy0KIW4BbUa2pnwU+JqXMCiG+h2rlXAH8TEp5m3GMLuC7qC6B35RSPjALl6LRzCs8s30CGo1mXvIlVIXBJLDJ8D68HVXRMm0YCu8C7gU+LaUcNPq7PCmEeFBKucc4TkRK+ZrZuACNZj6ijQaNRjPjSCkjQoifAWNSyoQQ4krgEmC70UqjglwL4XcLIT6Aul8tBtYCptHwMzQazYyhjQaNRjNbZI0/ULX6vy+l/Cf7DkKI1ai+CJullENCiJ8AAdsukRk5U41GA+jsCY1GMzd4ArjRaOuNEKJRCLEcqAVGgRGj9fBVs3iOGs28R3saNBrNrCOlfFkI8SXgCaM9cwr4CLAdFYrYBXQCz8zeWWo0Gp09odFoNBqNpiR0eEKj0Wg0Gk1JaKNBo9FoNBpNSWijQaPRaDQaTUloo0Gj0Wg0Gk1JaKNBo9FoNBpNSWijQaPRaDQaTUloo0Gj0Wg0Gk1JaKNBo9FoNBpNSfx/giAUYv93oPIAAAAASUVORK5CYII=\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": 56, "metadata": {}, "outputs": [ { "data": { "image/png": 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fcXCOcHSq7vlImBpsU28tuW+g7DszlYela/jAGw/i3ffv39SMcKXm4Y2Hx/CnT5+Dz3h4YJieSAeq86Cd4Ivgdf/BUQDicKFrBPtGEri0LLLvpKUDAJaqLvJpE5mEgasrdaRtsWltV87GkYl0yzVUAuGcqWtdtQZC5d5YzpJPW/i333M7fu1vXsHvf+hNePXKKnSN4HrZDQK6tm5BojzA5FMWfvEvvgHGOYxAUwLsbF2JCugKxU0I4zxmY6poEJZ6g5K7COitGToNeuvA+vqvnHN4jOHd9+/b9PLuap1idnocP/4d0/jyK9fwkXffjZmpPAqLFYylLBSrHtxgw9ns9Hi4ROXtd+zGrbsyuLrq4NUrq1h1vDCgF6se8ikLacvA5ZU6ju7KAABySbNlxA0AihUHf/7seVQcr2uG3urlzjE1noZpaJiZyuPFiyXkUyYWKw6ytglTW1+GHt3prpHGeJzPODIJHfcfHMNPvf3WHVluB1TJXaG4KeEcquTegeiHPBCU3I3W0rEUzskgEV3m0guez4PXYfMPVkLlbuD2PTkcHk+HAapU8zCZs/HL77kLu3N22Cs+u1gFANx3aBSTWaGvELPejfdIsSJK7pmEgSsrDlKWOARkE0ZoNSuZLxRxecXBb3/tNJ48vYTXgh54J6Je7jLQOh4LD1Cez5FPWUEPXYOpa+uqjsid7owDLHh9ZcvD0DTcvX993vfDwo4M6ISQhwghnyyVSoO+FIViR8Jvkgx9PWNhMvOTZek6FSV3y2jMU3MusnPKWCxI9NN/rQcHqs0O6C5l8HyOpKkjYerhYhlAzKfnEibeND0OK8h+AeDsUjX8edXzkbTEitKo/Wux6iKfFj30a6sO0kHmnku0ZujyOZA72V+5XF7zmoWXe5Ch62IO3aF+o1riM+TTFqquL8bWdLKuknvUp98yNYwkDLwz2JhHfd5yMNlp7MiSO+f8cQCPHz9+/EcHfS0KxU6E3QQZ+nyhiBOPzsGl/Tnihf3lSMndbiq5y+zd9Xm4G53z/vqv8kDVTQHeC9GS/+HxFHIJA4QQJE09tHIFRIY+kjQxkjRRqjaC19mlKo5MpFGqebB0gpRpiIAezKI/dXoRFYfi1JXVIEMXPXQgyNBrXuw6RoISvk4AEIKDgaitE5QJdT3QmEN3goMJ58LkZyxlAYBQuffQl2/HzFQeuaSBt92+Gydmp/C//O7TeOORcTxwaBQVl2KltrPd53ZkQFcoFBtDqNxv7Ax9bmERjsdiKu9eAroM1rL07kiVeyRDlz+jPsPMVB5vOjIGU9fwU2+/reeSrcycNxrQ5wtFPPzJOVAmDi4ffd+9yCVNAEDC1OIZet1DLmEimzDDrWm6RnBuqYq79uWwUveQtnTsyjUC+nyhiH/x20+BceDEbz+Jb791EpTxSEAXGXq0P23qGlKmhg+/9Va8eLGEvbnEmo/BC/r5QMPLXT7Xrs/g+hz5tHhMtrExYxmXcnzHsUnMTOVRdSnKdYqa54NxYZm7k9mRJXeFQrExbgaV++z0OLR1OOLJMm9jbM1HwhAl90ZPN36btG3g/kP5vvqvYcDa4Oswt7AI12+U/J9cWEIuIQO6jlqktVKqeRhJmdA1grRthAHs7FIV9+wfwUrNC0ruBjIJ4Zcu5uUbM+HLNTGfnoqV3D3846lrjdaDz2CZOj78lqM4kE+ty8vdCQ4ini8y9LzM0KXKfR09dMY4ap6PiuOHrYmy44VagZU24r6dhAroCsVNiOih39gl95mpPN55527ce3C0L6MQ2pShix66DjsiipOBXH7tUNb3ASnM0Nc5Ty31AfmUBY0gPLgcmUiFqvWEqcdeZ7lWFQBGUyZKNQ+cc5wrVnHXPhHQ665YjZq2Daw6NLQKRnD/RyeFuj0TLbnXKY7tyQEQZXZD1zCWEocKUycdDy3yMSxXvSYvdx478Hi+sN7VCGAbOkx9fRm6bD9UXRp61pcdP/Stl62DnYoquSsU28QwWUveDCV3AMinLdgR8Vcv0DBoyx46QzLsocusUZbeG0Gnmyah+fWXz/96DlaizP4EaGAbe3g8hZRl4JfefTeurNTDDD1pxXvoK3UPe0dE+XskKQL63718FRohWKo6WKnLxSs6ssFGs5mpPN5+x27UKcNPvOUoXji/DAChyj2XNLFS97ArawMA/uWbj+BQPokvvnQFAGDpetsMPVqi5wBev1bGg0fGGhl6pBri+RyWriFjGxtSuVfDIE7D9bDyv/Op9uN3OwkV0BWKbWArfbvXw81QcgdEUO73Q9qLeLgDDWOZWMmdScvWRqa+1vMp+9yez2Cb4vV3NpChizJ7wza24vqYnsxgZiqPP3nqLHLJIEM3tCZRHA376yNJEyfPLOE///UrcH2Gf/2ZF2AZGg6OpZAIxtakyv3KSh3/5l23Y2Yqj4VrQrGetkXJXYjiKK6tiq1u33vPXlxdqYdVAtMgqNVag6+cDpC8fGkFAGBoWqhyBxoZuqkTZBOm8HLXybqet2oQxKuuH/63WDbjY89IEoXFSt/3OUyokrtCsQ1I3+5hsZa8WebQKeN9B3QZyL1m69dYyT1uPuNStuYYoOxDRwV6dbp+Udzs9DhIpMwODiwHqvWXLq1g4VoF84Uiklbz2JoXC+jPnluO6AEYKg5FzaVImXooivMZxzcvr+LOfaKkLgN1dA59te7hWrCmtVRzg+Uw4u80G/JIju3JAkDYLrgvcKvTNQLqN8Yq3cCRz9Q1ZBMGrGBmvFOGvtaoYjWyGlb2zct1sT1uMmvDoWxTLGUHhQroCsU2IEebhmVlKeccns/D4HWjsp7ZYhmk1xpb83weBh7x9dol9+Y+9Oz0+IbG1mam8sglDNx3SOgDHJ9hueZhvlDEHz15NhzZe+niChzKQk/2Us0LA+1I0sTekWRsla6haVisuEgForiyQ7FwrYxdWRvZ4Pcytvz/oOQeqNxlhr5c9cL1rYDY6tau5C5t4t919x7sHUng3iCgizn05pI7gyFL7obe0ctdVkI++oX2Jj+xrNylyAaHFvnfGdvY0WV3FdAVim1Ajja97Y5dAy+3A6KHDmzODPQwQ1n/JfcwSMdEcfGSO2UMKbPRG3a7iOJmpvL43jfsxZGJdPj6b8RYxqE+SjWKA/kU7j84ipWah+Wqi7mFRdDIQpYnTy/B1Bvjdit1DyPJRu97JGniLcd24W2BuUo+beJyqR4zlvncCxdhm3oYHM8vCxOaly4KY69cQvTQr606MHWCUs3DSs1rlNw7rE99/pzoxb/x8Bh0ncS83EUPPVJyZ2K9aiZhBCX39l7u7SohUcIM3fVRdXxM5mwR0B2KtK0jl2x1vevEVu2y3wgqoCsU20TaNvFtRycGHswBNFZo3uBld+rzvmeLZebn+5E5dCM+h+5RjqSlh2X5bgEdAPIpC/mUGb7+MkNfT0C/UpLZsIuKS2HoGparHmaPjEEj8Q1uSVMPFd3Rkvto0sJKTfisf/DBg0HWb6LqCqe4S6UanjtbxK///Sm8enkVJx6dwx89eRb//i9eBCBm0ucLReSSRpihT09kggy9UXLvtD71uXPLuGf/CEo1Dx7lcS/35gydsuBgwHHyzBJeulhqm6HLUUWgfSWs4gjBX8URjni7sjYqDkXZEYtksnZvwjipielUCRgUShSnUGwTXjArPAzIDP1GF8ZRxlF2KBjj4Qd9N0LBW9NylujYmsfEFrJSMObk+qyrWt2hfixY1D0furY+cdfFUg1JU0ex6qJU8zCRtrBc83Bsbw5T4yl829FJvCfY4JYwNdSpWIUqrV8BUXIvLFZwYbmG/aOp8HsA8NqVVfzq37wS3y5HGf76G5diM+lzC4u498AIyg7F1VUHR3dnRIZeb2To7dannjyzhKfOLOGhN+zFctUDZSz0cm/MocvqBwdlDGeXqmKfO+N44vVFaKT19ZyZyuMdd+zGN6+s4mPvu7fl8FzzRK9cZOgUu3MJPHN2GVWHImMbIkPvYXRtbmER1Od9mxZtNSpDVyi2CRHQhyOiy8sYVj/3zSpnykOUHFHqBT/soTep3PXG+lQaeKVL+9Fe5tAdj8XKuQ5lyCaMdbU9LpVqOLYni2LFE0E6aWI0aaJYcVF2fHz4LUfDACMzdIcyECJm0wERvJerHi4Ua9g3KkbZZPb+/LnlWAYse+zfffdeWIYGPVIBMHQNCUNDYbGCW3cFAT2iprd0Eiu5i/7+k3Apw18+fxGnr5fFPvQwQ9fAoiX3wCnutaur4DwIoj6D0+EglLT0WCUkSsXxMZmxUXUoKq6PfMqCzziKVQ8pWw/bB90Qmpj+TYu2GpWhKxTbBA22aw0DjQx9+Eru84UifuATT4DxjY/4yaC8WqehqKsbsoweGssEKnfbjPTQfZGhy2y+l5K7Q1lThs6QS5jrqpJcKtVxx94cXrtyQQjdkiYIIViquChWXIxnrPC2YkELC28nGUmaOLNYCcfB5PcIAb7t6AT+21deh0cZdI3gfccP4vseOICZqTyO7cm2+ClkE2a4UvX5c8uoun5D5W7ES+5zC4sxT/zzxVooegNkhi6ez4xtwAuU5/fsG8HnX7gkyu9G+zI+IF7rTmXzmutjMmvj4nItzMoztoGrq3UcnkghmzB7coubmcrjvkOjcDwfvxSsph0GVEBXKLYJdwgz9PoQZuhS2AVsvJwpBW79COOoz0FIo5d+ZbWOv3v5ClKWHvMXT1lCFCc3r3U7HDnUR9X1g93fGhzqI5c0QrOafri0XMetuzJwKMNixcFI0oShEbx+rYyRpBmWrwFp/+pjJVjMIhlJmnj9WhlHd2XD7+USBlKmjpnDY3jskdm2RkgzU60Wt9mEgbJjYO9IAss1D3WPNYniGu97kdUTeL5YyCJNYsw2PfSMbcALxtbu2JtrXNORMbz3t54A5xykqfRedrzYlrgoFbdRcq+4PrKJIKCvOEhbjZJ7LyZQnHNMTaSHJpgDKqArFNvGcPbQhy9Dl+XLqLBrvXhMlJn7EcZRJkRwPhO7zp8/t4znzy3j8y9cCl8/6nPYhihduz4D590nBuRhoOxQjKasMENfX8m9jjcfncBoykRhsYpcwoSpE7x6pYzJwLFNkjA1OJ6PEueh7SsgArrnc+wfbSxOySVNJIP58naBuxO5pAnKOEaSFko1D47HwsODqcd76DNTefzwm4/gqYVF/Mibj+A3vnQKHmOtKnfPRyZhBCV3cQiKXpOhiUOBZTQHdNrx9a65Qcndpai6FHtyNjK2gcsrdaRtHdmEiVevrOJX/+abXU2glqseRlNWm78yOHZkD13tQ1fsRIaph95QuQ9fhj4zlYelizLvRkf8fMaRT1l9Zeie31Cwzy0shju9PZ+FQjnKGAyNwNS10KCklx460KgWOFSUpdcjirtUEn3v0ZSFwmIFI0kToykLr15Zxa6mzWZyheozZ4tYrnqhLmEk8FrfP5oMbzuSNMOlK/2QTRiYzNjhWtbVJlFc89jaroyN44fH8C23jKNYccWO8shyFp9xuBGNAWUMlh4PV0YHP/eKI7Lvdh4LFZeGj3u56iFlG0jbergONpcwcOpquScTqOWaF861Dws7MqBzzh/nnP/YyMjIoC9FoegZudt5GOBDnKEzxuH6HO+6e8+Gy5mezzGa6k3oJKE+Q8LQ4DMeOrLJagHn4pDgBc5lpkZQcSgI6e7JLp9rqYyXZen1Zuh7RhLIyww9aWA0aeK1q6uhp7okYep46eIKfu0Lr2DheiUcs8raBggB9kUCerHiourSvsWIuYSJyawd+sOXg/400N4prub5SJo6RpImlqpurEVgRLzcM7bI0KNjbZLmUr5EHpjkLvcowqfeQMoycG1VlNkzgY4hZRnIJU0sVcQ2ubUEb4xxLFfdcBxwWNiRAV2h2Im4lGFYXCUZF8suhlHlLr3HN2MbHPUZxvrM0CnjSASmMTNTeRwYTeKHvuUwHntkVoyuBRmjoRMYuoaKK4JXL6I4YZMqrqVOfeSS/Yvinnj9OkpVD2cXq0GGXg0ydBPnlmotAT1p6njp0krDMCfIOjWNIGXq+MbFEuYLRcwXivjkVxdwvez2PVtd93xcKtXw9Qsl2IaGlGWEIrd2xjI1T8y6J0xdHIwiAV0Pe7Xl42kAACAASURBVOiiguFRURkxmzL0ToY1ZccLFq20HuKqwRx6xjZwrewgZevIBJ70mSBDP7NYRT5l4o692Y4VolWHgvGGUY1k0GYzqoeuUGwTw1ZyT5jaUJbcZUDfDMGezzjy6T4Dus9gm3pYsjV0DT/0LVOYnsyEim2P8jAQVRwfWdvAJafeVqQlcSjDZMYOA42zjh76fKGIH/6dp+Fzjh/87SfxrbeM43KwXc0P3lstGbqlYyJrh4FSZp3zhSKqro/Pv3AJf/vSFbz3gQMNH/s+xIjzhSL+/ptX4TOOE4/OIWMZwl8+QJTc4+/7mutjIiOuczQZbzsIn3ahSxCiOB4uZ4liRKx3JZ7P4FKGQ2Optq951RMBPWUFZXbLCCsJKUvH5VIdAPBdd+3B6euVjo+/VPWgkXhA38zpjPWiMnSFYpugbHhK7oxzpCxjKEvusoxZ34QM3WOsY7bWCco4kqYWG0mT2aFtaHB8P8gYCUydoOpSkWlqrQYqURxPBLFYDz3ZX8ldWpsCIuhKNfdIMIcOoKWHnjB07MraeOvtu2LWw3MLiyAEYa+YAy0z5r1eE+MNkxWikXBkDWi/D70elNzltccy9IiXuxTFyeUsUdpl6BVpEJMw25fcHYqUZSBtix3uIlsX1/r6tTL+019/EwDw589ewJnrnTevFasuducSsU12cwvXQdlgFzCpDF2h2CY8Ojwqd2B4M/TqJgZ06osMvZ8euueLkrv8HYcy2EHGKfvBNDJyVXF8WIYmgj1lofq9GYcyTGbjGXq2zzl0aeTiBrPYt+3O4akzxWAOXdympeRuaah7Pgyd4Hvu2RdmjbPT4yJ7Du7rvQ8cwHsfONB1XKvdNUXvZ1fWQtJshBZLbz3oiJK7eE5HkiYqkeAr1eseY0jbRrg+tbmHLkRx8X9QZUf4DcgNcM3IXe9y9asI6OK/Xzhfim2eu15xOzoMLtc87BtN4sWLDWH2/QfF89XvgWgzUQFdodgmhmkOnXERtIa6h97nYaPd7DBlHGMpKyyl9gL1hZGMFEd5PoMlA7osufuyhy4ydFPXYJuBJiHR/n5lQF+J9tAT3XvvUWam8vilf34X/uv/fBUfPzGD166sAhBB8ZvBPvGrK07sdxKGULkvll2Mpa3YfbWbNe+3TNx8P5/6h4VYAG+ncq+58Qz96mrjmqUdrh0cksoOFeNpbTL0Zj/3crBkJZNo78ledWlQchehL22LrXKmTvDmoxP4zS+fCg8mpkawWHFbxgAB4aG/J5fAM2eLYdA/MpkGAPzot0/jHXduXNC5HlRAVyi2iaGaQ2fCInMYS+5yFKifHvp8oYgTn5oTGbLZ6F9Sn/U9tiZEcVqY/UVL7tKXnDIRYExNQ8WVGfraz6dDfUxkrFDl7ngMuaTZt7HMLZMZHMinMDOVD1eWFhYr+Pk/ewEA8LOffg67RxIN61dLx3LNw1LFxXg6Hpz6mTVfi+j9/DfGcLlUw3yhiJmpfNvlLLXAHx+QJfdGFqwHpQaxVY0IUVzESU5itPHBL9dFyT0qPowiVe7RvnnaFiX45oPJ//H/fQOXS/UOAd1DPm2Gh6W0bYSv6w/OTuFAPtXX87dZqB66QrEN+EFvbZh66ElTH8qSe9hD7yPQzS0sCoMXxPuXsuS+XmMZQFRWWjJ0KjJ00xBja5beKLm3w2dcVAvSdlzlvo459GjFIB/MVL90aaXRW/fj/Vs7mENfqrjIp3uzv10v84UivvTKNbx0aTVUyrfrdcd66Kl4D13TCDSCcAe9F/bQW8fWmkVxqw5FJiy5dwjoth7O2svgno6Y6Ugf/L0jCVws1do+zuWqh3zKQsrSwxZRqSreY21G47cNFdAVim1AfqANS8mdcwxtQF9PD312ejwMCtH+pQiiva3ElFCfIxHYuoqDGIcR9FFlD91jooduaBqqDoVliH3pnVoYbtCHjwYakaH3P4fu+o2KwcXlOjQijFo6CdrkcpblmghCW4nchgY0DlZm0OuOHmbl2BogMvSW/rgmDkhmUBFx/YaTXHibNsYy5TpF1jaQtVt76JxzUXI3RVZuGxp0jeByqQ6H+i2jZntHE7i03CGg11yMJE0krcZq2uUgQ/cH+G9cBXSFYhtww4A+4AsJYFwErc2Y9d5s1jO2NjOVxy+/524AwMc/+ECkh85wcbmGi8u1nmeDPZ+HGboXBE85iuZQH585eQ7nl6qhyr0sRXFm55K7Q33Yho5csmFyU6c+0pYBQkjb3d6dkC2A+UIRv/DZF8A48JHPv4Rf/Gd34WffeaxlXCpharhcqiNjGy1K8c1mdnocthk/WBBCWiYAaoE4DWhVuQOij24bGixdQ80Va2abxWmm1joOJ1Xu2TY9dIeKsr2ha0gHSvf5QhEf+9tX287e7x1J4lIH7UUsQ/fE35El93YOdduFCugKxTYg12wOS4Y+7CX39DoOG9OBKOnQmOhfci4c3X7uMy9gpU57NkuhjCFpiWDhUAY7CDbzhSJevrSKT588j794/iKurDgwdQ1Vl8ZU7u1wIhn6SiRDt00RtPp5HUTJnbSMsBWrbmxtqiRp6rhYqmE8vfW+47IP3XywMINlLBK5wQ4Q7nTXVpzYa2NoBLahwzKERsFoozQ39NY5dCGKE2X05rG1auQQkQ7K7mKveXy/u2TfaCIM6M2GMctVF6Mp4XsvK0pyj/og22pKFKdQbANSYDUk8RwcInPrtJVqkFRdH6Mpq6cgF1W2y9sXZS+TC/tOr+kDu5sIjDKZoQuTEtmvlr7ugLD+PL9cC5zifNhdeuh1z4dtasgF41Scc9SDrF325dOt2qu2yKpB87hYpzGphKnj0nId9xzYHqvsdkI7jQC/9eXX8Zbbd2FmKh9av84Xivitr7wO1xemNPIQoOsEtqk1DkxtKgumroXe+pLVOkUmYbQdW6s4NOyVpyzRN1/rOVypUcwXlvBHT57FRx5/EXXKkAgEl8s1sZglaWqNknt18CV3FdAVim3AHboMXWRui2V30JfSQs3zkU+bXXvo84UiTjw6Fwbdn3vnMQCIjZvpOoGhEdS9RhDshhxbo4FDmQzos9Pj0AkB42JM6ZbJNM5cr6DiUOzK2kLl3uGa5Xy6LAW7vljuomskVM73inSp6zR21kzC1OH6LDaytp3MF4pYdXz85pdP4dGvLeCxR2bF2JrMkNu40xmRknvF8Vt67ABCBXyUskOxJ5dou9c82re/uloPWx/tnsP5QhH/8a9ehkMZfvEvvtHioCc2rZlIRTJ0VXJXKG4Shk8UN8wld4p8yuqqcp9bWIQbmPV4lOEbF4TJx3JVBHQ5WiY92D/xL2Z6GtGifmNsLTqyNjOVxzvv2o233r4Lbzk2iemJDAxNEyp3I5hD71Ry9xol91LVxce/dCoUeUl/+F6Jqu6jquxOJExx2+0oubdDlrEbDmrXUac+EoYeZsjNYj49KLmbhsjQm0fWgMAittlYJpKhN1efRIauh+XzS6U6Tjw6BwAtz2G0ncEYhxZoKExDQz5l4VKphrNLVSGK8+IBXancFYobHNk/HDpR3IDm0NdaYlF1fRHQI6K4drefnR6HrjU+aKcnMwAaJXffF+r0mak88ikLt+3J9nRtHuOwTR2UsVjwBIDDE2k8MJXHSNKKGMv4XcfWhChOw8sXV+D6HL/x96dQ9YSy2jK0vl4Hz29dJboWcjxsUBl688a6Bw7lYekatOC1addz14moXMgMvd3jNXTSMg5XdiJz6E685P78uWUsVVx89pnzLRl3u2uOjiq+7/gBAMDPf9cxfORzL6LuMfyrP5xHzaGouU2iOFVyVyhubOQHz9DMobNgbG0ATnHzhSIe/tQcaBAsm1XZNc/HWNrC69fK4e1PfGouDK7y9jNTeZx40yF8+unz+INH3oTTgfe2zNCjG7oSkV5nN6jPkDT1MEOPBpO0paPiUNDAy10EHNrVWEaW3OdOLwFoHOzmFhbXJYprnsleC1lmHlRAn5nK4+59OdyxN4cfeOMhTE+kw2uSP2+uMOh6UHI3CGqeH+5Wj9JuDr3cQeU+XyjiV/7qZXg+x2dOnoOha/D9ztoDedD40O89jY+8+66wNXWt7IbVFI+yYCd6Y2yNEFVyVyhueMKxtSGpcA9S5T63sBj62rfLkGphhu6Ht3f99rfXtUam51IGXSMoypK7z8MMPmHqsUUaa+H5PMzOHOrHNoelbQMVh4bCNEMnqERV7h0OSA4VorjZ6XFoRIj1CIIxr35L7rR1lehaJIzBBnQA2DOSxNvu2B0TxK2FmEPXA6982vbxir3pbTL0hFC5r9Y8fPxLr4XCSRn8fcbx/TMH2o74RZmZyuPWXRnszibCgH7n3mzM7+DQWDqmcs+nrIG21VRAVyi2gWEbW+NcBLlBlNxlCZag/RKLqitEcfKw0Vxaj97+4nItfAwO9bEra2OpIkqfNJKhJy29Z6MaP8i+DY2g4vjh2BoQBHTXh9duOUsPPfSZqTy+5569OLYni6lxYd9qG3qfPfTWzWNrMegMHQCydqOnXXW7B3RdEyp3K2hjtBtbE6YzbXrotoGvXyjB58DHvvgqTjw6h3zKCoV1chFNN+0BAExkbFwrO7heFha7RyYy+LXvfwPyKROPPTKL6cl0WPkp1cQedpWhKxTbwFp9261GineGpYfOESxnGUCGPjOVx7E9WdxzYKRthlTzxNia7KHPTOXxM++4DftGEy23v7hcg+dz+EF5fHcu0RDF+Tz8EBduab09Vso49MAFrub5sR562hIZOvXl+lRNZOh6byV3APjOY7tQdijyQYDtW+Xe1NfvhtwU9/cvXx3Iex8AMonGXHg94uPeCalyj3roN1OsuPjSN+OPabHi4M+fvYDPPnMeQEOIV6y6+Jffehj3dnjPdWIya+PaqoPrQYZedX1MjadDL31p/co5DwK6FTrlDQLVQ1fcFMwXinj4k3OgrH3fdqtxh62HzsViikFtW6u6Pmamcm1fg5rrYyxlxUbApsbSmMwmWm5/MTD+cKgPlzLsySXw2lWxgYyyRmaX7KvkzmBqIkOvuX6sX522dVSCD3BD12BoBJwjthmsHVIUBwB37M3ifLGGg8ECj7UsY9teH2WwUr0H9GfOLgMA/vDJAj49f27b3/uAqGzI5yY6PtYJqXKX+oXmDH2+UMQXX7oCxjj+6fXreOyRWQDA9bKLR7+6EI4E+oyDEIJ8yoKpExw/PNbXY5/M2LhedrBYcZCxDVRdCupr4fpVoXKnKDsUiaBKo6xfFYotZq0+7HYwbCV3xvnAtq1xznGpVO9YZq66VMyhR66NMga/qV/qUB+lqodcwkDdY3Aow+6cHRp80MBvHQASVu8BXWT28f64JN5DJ2F/vXsPXbjCAcCtu7IwdRKOk7XbF74W/Yri5hYWQYCBvfcBxJzbaj2U3MM59OD5bW4xSM/46DKeuYXrAMTj9BnHW49NAhD//ZHPvYiFa5Wuf7eZiTBDd3BwLIWq64fCOwBhhl6qeRhJmtAIUSV3hWKreeDQKIDOfdutZtjG1ga5nGW56sGlbA1XNYZcwgRlPPxwpD5vUTRfLtWxK2cjZRkiQ/cZduUSWK55YIy3lNzrParcPSZ+T9eEMt4yGkFAlty9oI9tyqUtofVrh5K71yi5W4aGWyYz4de22e8cOo8J9brRzl99u4nOhdd6KLnLHnooQGsK6FJXEf33fHxqTPxu8Dh35RIgQBj0T1+vhIeoXpnMiIC+WHZxaCyJikNRdcW6VABImsJYZrnqIZc0oWtkoId2VXJX3BRIY4iZqTz+9++5Y9tLjp7PoJHhytC3socetWSNum/NLSxi70gCAFqCmPz5Ss1FytKRMISQLW0b4frRKBeX69g3ksSV1brI0D0fqZEEUpaO1TqN7dDup+TuM7HZywxmzKPZcMY2UHEpbEOU2+X9W7oO2+Bd59Alu3M2zi5VxBx6m33ha9Gvyr1XR7mtJG3Fe+jdSu5S5d7I0OMViZmpPB5+8BC+eXkFv/Dd4t9zqeohZen48FuOhoeWT588Jw5fhobJjN31INHMZNbG2aUqfMYxmbVR83w4lIUBPRVsW1upCec4nRD0uQ13U1EBXXFTcLJQxFjawqFAWbzdyBnqIYnnYJyH/UkaCXybgZwbj3pfAwhnz42gPx0NYtFZc8aBVy6vImFqYUD3GGspZV5crmHfaAKlmhdm6LahI5+yUKy6Qck9yND7LrmLHmzVjQfilK2j4vjI2kGGHhFtUbb2chYZTOYLRfzjKWF5euLROXz7rZNbaiwDtJ/13k6ioria6yPVS4ZuaGEgb/f+vGUyDUIQPq6qR5FNGPjwW46Gt/m5dx7Dn548h1/7/nvxZ8+ch72OgH76egV7R5JBdcaHRoQfASBL7hTPni1isezCT3FVcgcAQsh3EkK+Sgj5LULIdw76ehQ3Fk+fWcLb79iFYmUw3uVeEGyGJkNnACFY091svUi9AhDtb0ZsWn2ObNKIBbG5hUXUg58DwLPnioFqXNyPXGUa5eSZJVwq1UEZCzJ0cWjKp0wR0P1GQE+YvY+tecGhw9Q11JoWg2SCHjplDEawPhWI9tDXUrlHl7w0nMoWK846jGWG5qO7JzJ2vOTeNUMPjGWkPW67A0zzayq2qcVz1Lv3j2B3IKasez4SfbQqAGA8Y4FxYCJjIWUZqLlUWMjKkrsl9iH8l797Da9dLWO+UMSpQJQ5CLb0XUEI+e+EkKuEkG80ff9dhJBXCCGnCCG/EHybAygDSAA4v5XXpbi58BnHfKGId9y5B0tVr/svbAHU57ANbWgCOtAI6L0Gul6ZnR6PmW/MTo+Hs+eAyL6OjKdjQjBZIpVi5tnpiTBDBxCOpknmC0V8ev48njq9hNPXK/j6+WU4vgiamkbwh3MFvHyp1JhDX6Pk3jzOSJkQxckMPSqKsw3hHy6XvYQZeji21mkOvZHpN/uXH8ynt1QUNwxkmlTu3UrfZYfiK69ew7PnloUnQJvHKwJ6fMd6s+gtaijkRFa29opt6BhJmhjP2EhZYsKh7PihKC5p6ijVvVDfwTjwypXBBfStLrn/LoDfAPD78huEEB3AxwG8AyJwP00I+UsAX+Wcf4UQshvA/w3gxBZfm+Im4dUrq5jM2Lh1V2awGbqpDY0ojnGxcGKtILReZqby+H/efx9+6k+fjY1IZSwdNY/hDQdGcM/+ETwRUVvfd1CIFu8/NIrXrpQxM5WPfWD7jMV66HMLi2GA5xx44XwJLmU4V6zihXMlPHd2GY8/fxF37hMrQ5Omhsul1oDevLHtsUdmw8zeCAL6ZLax15QQgpSlY7nqwtS0MNBYBgHna4jiKAvLvc097a+8eq1vUVw/c+jDQCYhKhsAUO+icp8vFPH8uWU8d3YZ//PlK9AICacVokQPfEB837kkFTEU6mX+vR2TWVtk6LYorzOGSA/dCNX28jB6S7BTYBBs6buCc/4PAJaavv0ggFOc8wXOuQvgTwC8m3Mu39FFAB03AxNCfowQcpIQcvLatWtbct2KG4uTZ5bwxsNjorc6oIAu+7vDM4ceBPQ13M02wp37ctAICYP5UsUFCMFbbt+FF86XcHAsFQtilWDBBeNALmkCAGxTD0fXPJ+DNmX0WrDwQyPA9GQaDmVYuFaGz8UHLGU83IndqYc+t7AIx4uPM0ZtXatNY2uAyDZXHSpK7lpEFLeWU1yk5A7Et6R1ant0MkLyaP899EEjnzNAltw7X78cq5PqdELEgakZ8f5oPG9Vl7aU8pOmHlqz1qnft8odAGyDoLBYxdUVR4ytufGS+0qdYixl4uEHD+HNRycwNZ7q+29sFoN4V+wHcC7y9XkA+wkh30cI+QSAP4DI6tvCOf8k5/w45/z45OTkFl+q4kbg6TNFHD+cRzZhoOb5Lb3Y7cCjsuS+7X+6LYyLQLjWqNVG8Hlclb5wrYxbJjN405ExUMbx4sWV2PIMmb29eHElzLISkXZAs8p9ZiqPw+MpnHjTFGanx3Egn4JLfdy9fyQcZ9I1gomMyA1E6bX1dW9nK+tHxtaaS+6AyPo4F31e04j20Dsb9QiVe/vssJ3Kfb5QxAc/NYePfuEVnHh0LhbU3WCpyE6ipYe+Rqbc3JJImHr7DN2I99BrbTL06EGuvo6S+3yhiJcvreKp00v4zS+fwoViDRWHIhMYy7xyeQWA2PD3Z8+ch0YwUJX7IN4V7Zo/nHP+Wc75j3POf4Bz/uXtvijFjQnnHE8HGbqmEYwGgqntxgv6u8PSQ+dcOGitFYQ2AgtmyGVF4vVrZUxPpjGSENn3Xzx3AYsVNwxUFYdi30gCXrDpDAi85oNro36ryp2D4IfffBh7RhKoB+NE9+wfwfc9sB/fcss4fuKtt2IiKJcL69fWg4vc2DaZtcP2QCiK08Smr+ZsWPZPzcAeFhAB/fWrZVxeqbe1V5Ve7u1oN4cuKwVR4xTJThTFpQITI59x1Ny1A2vzStW0ZbR9vLYZFyG2E8UlIv4DQhTXX0CPVgt8xnFt1Qn2qou/8/SZYvhzjzIslt2BWr8O4l1xHsDByNcHAFwcwHUobgIuBF7fsgwmyu7bL4xrqNy3/U+3JZ6hb0FADx6nzKoXrlVwy2QGV1brsZ/LD8yy42Mia+PQWCosm0arB7TNHHolcOyS8/Ru4Jd+ZCKNew6M4NBYMjR+WWs5y65cApw3xp/WEsUBCIOGGfEaf/XKKn7+z17AUsVtyaiBuFNcM5eWa3ju3HLLrnejqXIgEXPoO0sURwgJZ9F7mUOPtiSsyPhalEST/qPa5n5TsQy9/5J7tFpg6MK5ruw0jGVmp8eRiJj27M4lbjrr16cB3EoIOUIIsQB8AMBfDuA6FDcBJ88U8cbDeZBAYp1PW6Kfu824UhQ3JBGdyQzdXH/Jfa1lN1GHNwB4/VoFt0ym8S23TIQfgEBD3S6znl1ZG1dXHcwXijFRHGXxHrr8nZSlh0p9JxC2yT3vXmDhCqytcnc8H0sVJ3bNjbG11gxdfpiL24gH8vy55bCV085etVPJfb5QxKNfO42vXyjFDgJyIU3G1lu819czhz4MyFn0XtanRpFLcJppFsXVXNoy3y5/z6VsXSX3aLXgP3/fPSBE9Orle6C5mrArl7hx59AJIX8M4AkAxwgh5wkhH+KcUwA/AeALAF4G8GnO+Yt93u9DhJBPlkqlzb9oxQ3F02eWcPzwWPh1fkAl92EbW+Nhhr6+kvt8oYiHPzWHj32xtccLNBzxKGOYLxQxX1iC47HwA/Bn3nEbgIYlbznwR3/27DIWrlVw4tE5lB0v/MCmPgfjCA9EjHHUPB9pqzlD18L55OY59HYldwBwAjMb+b7wgrWrIkNv3cUt+6dCONcYRWse1YtS71Byj6r1mw8Ch8bSICAthjDeDlS5A40+ei9e7lGkQLGZ5rG1dip3oHGYkzvp+0VWC45PjaHq+sEcut7y85mpPHRtsG6QW61yf5hzvpdzbnLOD3DOfzv4/l9xzm/jnN/COf+Vddzv45zzHxsZGdn8i1bcUMgMXTKWtgbYQx8iY5mwh76+knvMKKZNRiofpxwLK1Y9/JvPvoD5QhEzU3n8xFtvhamTcP5aeGTTmOFKsRoJ6MFiFlnOlLPMWuAo5nh+OHqWMMXaUz8wfwHWLrnLA821VSc8MOhB9l1pV3K3DRDSuA0APHhkDL/zw2+EoZG228w6BZO1DgKez1BxactkxE7soQONjWvXyw4+//VLPa9ytSKtjSiJyBQEEMyhW62T2IngtV9Phh5FjK3Fl7M0o6vlLArF1lCqeriwXMOde3Ph9wY1uuaGorht/9NtkRm6yG77L7nPTo+DoPOyG/k4nzq9FAq+mgO/bejhzyoOxYF8KqZuPjSWCseSaFMJX5TbjfB+HMrCsnYyyNA9v7Ftba2SuzxUXC87IjsPfkcP7Gnbja3J20SNZd40PQ6f87DqADTaEis1r23JfWYqjz965E2wDQ2/eeKBltI642i57p0a0LMJA8+dK+LU1TL++KmzbSs77RAGPu0y9O5z6EDDb722DlFclLQlKgwuZR0rDJo22ICuvNwVNywnC0u47+BozAd6LG3h4nJ926/F8zlSySGcQ19nhj4zlcdE1sLtu3P46Xfc1pKRyg+1+w6OwtTF32gO/Fbwt7MQorgjE2n8+Hfc0jBceeVqpOQuAzsDoAdZklTDa2HJ3TI0MZ/ssZ73ocsM/XrZAfV5OMZmdLAdTVl6GGDMYCe6Fv4OCUripMWf/tUrqzgykW59Lg+P4d4Doy3Zo9zQV44cXgAhsNuRPXTbwLNnl8EhDpTygNfNY97ukKHLg5yc2Ki67cV2SVMs6+Gcb0hMmDA1eIwhYxmhJqcZnQx229rOe1dA9dAVvSHnz6OMpgZUcqfDpnKPBPR1Wr96PsctuzJtP5DlweWOvTn8+sP3I221irui89fSHztmuBLZBiczdHlQiK6wtIN5ZBnoEoYI3lKtDgTzyB166K7PMJm1cX3Vja1cNSI+7VEythHer6GRJmvYRsVjbmERTsSf/nf+8XTHjPS2PRm8ejluGSpFdlWnTYbexmhl2EnbBjyfCY+APla5RrUKUfTAzU++R2oebZs5J0wdS1UXCVPvGIh7gRCClKmH77t26Npgt63tyICueuiKXpAOcVHG0uZAVO5esG1teHrogZf7Oleocs6xWhf90HaEinHGccfeHEZTVkvgj85flyMLL8KfR4xlZKk9mrXK2ydMYQDjBxlY0tLhBKI4mZHZhiYy5TYnKsfzsW80iWuy5K43Su5Aa0BP20YsQ2/2epfPZ9S/HhDth05l5tt2Z/Hq1XLsezKgSw/0xvf5jiy5Z2wDz51bxrvu3hOqwnvZAFdxPPzja9faPm+JiKhzLVHcchDQN0rSMmKCuGa0Ae9D7+ldQQhJEkKObfXFKBSbRd3z8eLFldAjXJJPWVgeQIY+fD10vqFta0J0xjsG9HAOuwKxDwAAIABJREFU3Wcdl4lYeuNvR0vokriXezxDF2Nucl5dx2rdg6VrIISEojjqszAoE0KEs1gbvYDrMxwYTeL6qhhdC+e/1yi5y3L8q1dW4FEWBpvo8zkzlcetu7O4K9BwdBIQAkFAb8rQo4JBic84GG9c404imzBwZcXBu+/bH1ZhujFfKOLpM0V84cUrbQ9DdkQD0qnknrJ0FCtu35vW2pG29Y6COGAHiOIIIQ8BeA7A3wRf3xcsU1EohpavXyjh1t2ZlqxvLG1haYAq92HpoQtRHFn3tjVp27pYbv9cNsbWeKz0HcUyWkvuUS6v1PFCYLjixXroQCVSck+YGlbqNBwLE5agYplLNJPtVHZ3KcP+fJChRwRneiQLj5KxDZhBj/znPvMCKq4fBhvb1GMtjFLVw0++7WjMfKRdmfm23Vm8dGkFH//Sa2HQ8mhweHEbAV1e30ZKx4NiOdh0mOxjdKzZ1735MCSEceI9UfdaneIAoXIvVj0kupjZ9ELS1Nv+DYmwfh3igA7g/4RYqLIMAJzz5wAc3rpLUig2ztNnlnB8aqzl+/n0YJzihm0OfaPb1lbrFCNJE4sd2hdhQPd5aKXajCiDi+DXXHKfLxTxia+8jhcvreDEo3NhmySaoWciPfSVmgfLaFjG1mUPPfJ3OwnjHMqwfzSJa6txUZzZoeR+vlhDuU7x2WfOt5jJRDN0N9h1/vY7dsfMR9plpqevV1B1fXzsi6+GhwMvzNAb17xTTWXmC0X8yVNnAQA//ofzPY+sNfu6Nx+GoqNra5Xci1V3Qwp3Sdo21uyhaxoZ6KG9F5U75ZyXduKJUHHzcvJMEe8/fqDl+1nbCARUnZdlbAXh+tRNEMzMF4qhEryXsmU7QuvXdTrFrdY9HBpL4eVLK6A+a8nAGz10Bo23d/qyIsGv0jTbO7ew2OibU4brQUD32o2tmRpW6l6YocvA7UVK7kDrmJPEpQz7RpO4XnaFMj7IzPWgrB41hJkvFPErf/UyXMrwmZPnYOgafL+h4P/ii5fDx3RlpY7JjA1D1zAzlV/ztZKZZ/PWN/lYo9e602xfgcBAJ+Ix0Iu6HWhdNdv8O9HXtJNhjQjo3ro2rTWTsvSW1lAUnRB4fHCquF4C+jcIIR8EoBNCbgXwvwL4p629rLUJ2gAPHT16dJCXoRhSGOM4eWYJv/reN7T8jBCC0ZSF5aqH3bntC+iuzzfFWEZu4XIDb/BehUVRZAYRGsuswylOZuijKRNLVRe7sommvyH+nzIOAt7W6cuKVAcqjh8uvACk4QqB63OYhoZs8CEqDwqxsTVDx0qNYu+IuAaxtEMsc2ktubc+Vof62DuSQLHi4PefKIAGpW6zTcldHDQaff0fePAg9o8mw2AjnPdEgDlfrGF/PtnT8ykFdNG5/s+9cBGExEVxO1UQJzNtr834YjfWOgzJ9gogLFk7zaGfWaxsiiguZa2tctd2gMr9JwHcBcAB8McAVgD89FZeVDeUyl2xFq9eXcV4xsZksGmrmbH09tu/ym1rG63GSYe2Tj3FXpDZOYANldyzCQPjaTHu1UzUF71TEIqOrTW7b81M5fFvv+cOHMqn8Ngjs6EDmOyhx8bWAhGcLI3bhpgXdimLHSQ6ldxdynD6ehk+B/5groBzxSrmC8W2KvfmEvB7HzgQE3hFd6JfWK5h/2hvAX1mKo879mTxvuMHY1vfcgmzpeS+EwN6s+f5eitLzcj2CtB+25q8TXGTVO51z8drV1Y7tgz0Aavcu2bonPMqgH8X/E+hGHqePlPE8TU+MPKp7V/Qsllja7PT4zB0YV7Sb6Yjkf1zYP370MuOh4xtYCJrYbHSqnSPerkDaFsmjo6tVVzaMg501/4RTOZszEzlW5a9lB2Kg2Nig57sjcrSuFS0rzo01kNPrNFD/8ZFsddavjxzC4vh70YDercScFS5f3G59wwdAMYzNr777j3hfXqUI58yUY2I4uS0xE6kW9thPUhRp884XJ+1LasnLR3FimgRbYT5QhFfO7UIxjhOPDrX9mAyaJV714BOCHkcQmQYpQTgJIBPcM6333ZLoViDk2eW8OZbJjr+fGwAwjiPbs4+9JmpPH5wdgpfePEyfv3hB9b1AcmCkTUgnlH2g8jQTYxT1nZ0LapyB2+4rkWx9XgPvbmUaelaQ93uMxDSMJipREru0iM9GngTpoZyncb+btJs7+fuUoYHD4/h0a+ehs/EczM7PY5/PHUdQOthZK3AFNUkXCjWcG/T2ORaRK1wAXEIHE1ZTSX3nZmhbxVCFMfCDW7ttF6bJYqbWxDBPFoda34fDNr6tZd3xgKAMoBPBf9bAXAFwG3B1wrFUHGyjUNclNHU9o+uyR76ZlTj8ikLExl73dkO5wg/+Na7bW0lKLlPZOy2o2uNOXTeeQ49GFtzqA/O0ZJ5mpGSPGUcCUOPqNwbPfdGht74wE6Ywh42VnLvsKDFoQxvPDKGn3n7rbB0DXfsyQabs4IMvY8AGn0+LyzXsG800eU3or+rhbPngMjGR1NmTBTnUb4jXeK2CqGX8Dv2zwHxulddH/YGS+6z0+Owu4wf6mSw29Z6EcXdzzn/9sjXjxNC/oFz/u2EkL7WnioUW82F5Roc6rf1zJaMpU0sb0LJvR+1OWWByn0T/rGXHRrL5PqFx3ro61e57x9NwjI0XG8T0BslctHvb5uhGxpc6ovgbLf6Y1tGYxsb9TkSptaYQ4+OrbXJ0JOm3jZD7zSHbuka3nf8ID76xVcxlhbaC1MnoVlNr8ixtflCES9eLGGl1nslKDqXD4hsPJ+ywpl/AHB9X2XoEcIMvYOpDIBQ+b5RlXu3dgsgrV+HO6BPEkIOcc7PAgAh5BAAWc/cfocOKJW7ojMng/nztT6E8ykLF5ZrG/o7Um0ue+PdhD6NkvuG/iyAxu7w9RLvoa9fFJdLmODgOH290vZvACKzZryTyl0Ev+aRNYkZLbkzsfoy3LbmUqTCOfRWRzfbFLPp0b/brofOOYfHxGuzO5fAgXwyNrbW74iYbWg4dXUVH/nci6h7DD//P17A/nyqp2pKtP8OCEX7aMrElZVGV9OlO1PlvlUkgqmCqusjZbYPZ42AvnFRXDcdwE6wfv3fAHyNEPIlQsiXAXwVwL8mhKQB/N5WXlwnlMpd0YmnzyytWW4HZA99Y2fR6OKNXtTm3iaNrQEiO5Xz2OshFtDX2UMv1ykyCQPLVQ/PFIotqt+oKM7zeduytcxIhalM64etGHNqHAwSpt5kLCN+hxASbFmL99BX614sIJdqHr70zauxa3WoWJcqD4BHJtI4t1TDfKEoMvQ+BWi2qeP1a5XGyli/90mEqEhQ/m4+ZcVL7jvUWGarkHPonWxfAYTf3wxjmW4MWhTX9Z3BOf8rALdCjKr9NIBjnPPPc84rnPP/stUXqFD0w8kzxZaFLM3k0xaWqhsTxcl94FoPW6M456E6eTMO7+X6RjN0hKK4hBHfhy73d3dz8lp1PFwu1fCxv30VC9crLT7b0kCH+jwwnmnnFKfD9VlbQRwQ9NAjJXfb0CKiOD/2O7ahxQJdwhA9dGkOM18o4vHnL+Krr12PXavrN/adzxeKeOL1Rbx+rYwTj87hQrHWf0A3NOzJJcIsup9JhOgYHyBaAfmU2UYUp3roEun3X+vgEgdEAvomGMt0YyfMoQMioB8D8AYA7yeE/NDWXZJCsT5KVQ/nlqq4c19uzdvlUxvP0Gem8tg3msC77t7TtdxOmbAT3awZ1Y2W3Hlzhh6IuGQb4WNffKXjVjDJap1i4Xo1NFlprlL4kZK718XLvXkGXWLqwohE3A+Dberh34s6xQHigz2aoSctsapW2rfOLSzCb1IoA2IXuizZzy0shq+PRxkKi9V1BfTxjIWPvf9ejKbMvmaurSZRnOczjKSsVuvXHTq2thU0MvQ1RHGbWHLvxtDvQyeE/HsAvx787y0A/i8A/3yLr0uh6JtnzhZx78HRrj3GsU3aiW7qGmamxrp+YMusStukf+wVd2OiuGiGHvUel6Y1vbQRVusUDx7Jh8GlORPlkYBOfRYG1iiyZ/z18yVcLtVbN2lFApzPOBJBhs45F3PrkQ9wkaFHVe7BvvLgvSDn95uvNZqhN5vG3Lo703e/WmoSDo+nsW8k2dckgtW0m54yMYdeic2hqx56FDvYoFfz/NB8qJnNEsX1wqBFcb08wu8H8DYAlznnPwLgXgDtLbgUigEi+udrl9sBIJ82N5yhAyIL7WUVqxcImTSCTRHFVRx/Qz103iSKk6Nc0f3d3UrFq3WK2SPjeOyRWWRsHf/1A/fHgpcfltwZqN85Q79QrOH//fvX8NrVcktVQJbcORduc7KHXvdEEI7eZ3OGLvulcvRsZiqPn3rbrbhtdyaWNTueH2bozW5mR3dl+u5Xyzl04WTXX0ZoGzocv7nkbqHq+uEByaOqhx5FblsTorhuJfetz9A1jYTVqUHQi8q9xjlnhBBKCMkBuApgeouvS6Hom6fPLOGn3nZb19tlbAOuz1D3/A39I/d93pPjnMdYOP60GZuYVjehhy4TZqk055xjZiqPw+MpJE0DH3nP3Wtml6t1D9mEiZmpBG6ZzLTY7Ma2rbFOPXQNF0u12BKWqFmHrhEQiOzcZ2JszfPbl+hbeujBh3i03/yGA6N48vRS7HG5TSXsqIr5cqnetyub9MavuHTNNZvtaDe2ljB1GBrBE68v4tlzy4HQTwV0ibR+ffXKKl67KixZm9+3MqBvxzImjYhdEoOil3fGSULIKISJzDyAZwA8taVX1QVCyEOEkE+WSqVBXoZiiKh7Pl68uIL7DnV35iKEIB8saNkIlPGe7kO6e21ehk7FONg674xzHqq6dY0ES1BEUL+84mB6V2bNYO5SFgZYANidS+BKKW4YGR1b82hnlfto0oQWBO52VQHL0OAF5jQyQ3/q9CI8n8ey+YSpx53igg/v6Bx6NmHEZrrlY+n0QV9YrOB62el51SfQKLlXnf4z9NaALp4329DwI7/7ND76hVfw6FdPY7k2kGnhocQ2dFxZqeMPnijg2bP/f3tvHibHXd39fk8t3T0zmlWWJVmSZS02xjY2tmQjIMGQEDAJDheIAeMkJARICCQs780NWV9I3twsL0tyCZtZYnJZHVaL1Qa8QMzYmvGGV1kazViLrWWmZ6RZu5bf+8evftXV1VXd1XtP9/k8j56Z6Znpri5N96lzzvd8z2yk9qOpJfd276ELIf5YCDErhPgkgF8D8Cav9N4yeGyNCfPw0TnsWLcmUlwVRT383F0hEvXilbtXPXrojiuwYjswdYJV5S7WYIYO5IPQM6eXsZhzfOFZHDI7zxvBbBjM4OlwQA8Yy9iuG2ss05c28MIda/GKGHGhcotzXKlynzi1gPfc/CDmlqyCN++0oRVk0/keev6J9meMAsU4IMfWokRm41NZfORH+3F0drmsQDD8nFZsp6oMPV00h+7CNAhE8jgF5P9/lNVut5IxNbnHPkLwqDB1DYZGzSu5t7PKnYh+rD4XQkwKIR4K3sYw7cC+MnavYYb7zET971LYrkA2QYae8zN08gNd0vGwMPOeulv6nFd3cRCcQwfyZeKJk9Igxi6T+c+vSB93xfqBTIH5CQCoQ7Nd2f8uNbZmOQJvfN7WyKpAStew4jiwXTnHf/DkfKSyftlyMDox7Z9PlZUFl7OsSZs4s1z4/5WL6UkrVXz4ccqh5voXY5T75X43XHI3dQ09gQqCphE2D9e2ZKSTyJi69HBH6RHSlK7hOw89XfHrrVJanaHH/sURUQZAL4CziGgYclUvAAwAOKcJx8YwiRmbnMFrd21O/PMjfbX7uTtOQlGcZwZCmrRdHZ/K4oZPj/r920pGm5Sr2rLtyJGuKuSpkQHddnDw5Dw2DmbKZuj3HprBsuX4/coNAxnsP36m8DFUhu66UuVewsv9+JllrB+IfiIp72JD1wiGTtgy3ANDk2I59eY9PpXFA4dnIQTwswOn8MW37PGzsWC/eU3GwPxyOEN3CsR0imr3dysv94USc9FxRM2hP3rsNI4HMvId6/pq3hrWSWRMHSDZNnrHS3bil85fV/RaGp/KYtFy8KV7pvC18cN1Xd8app1V7n8I2TO/ELJvPu79+zaAjzX+0BgmGa4rMDZVemVqmHrMojsioSjOM1ZRV++VuswFWfBc1YK2qJUSTiDSpiy5T5xcwAXr+0tm6ONTWfzVNx/GiTMrfil6w2AGz5TooduuiCy5K0HeidMrOHsgeomJqWtYzDler1/DxsEe/NnLn4XtZ/X5b8yjE9MQcqmbfz5VyV0PZOi9nvVr8A03LkOvdn+3X3KPMcspRfEcusD9T2UL/r+enl1mUVyAjKnh4Il5bB7pxbteekHk/5N6fVXzequUtrV+FUL8mxBiG4D/WwixLfDvMiHEvzfxGBmmJAdOzmOo14wNClHIHnrtojjLcSMXfgSxgiV3IbO/UkKwUpzxMvSUXvjmXwlCAMH4qkruB0/O41kb+n3VeRSjE9P+hYR6c9wwGFVyl2Y6pbatpQ0N2cUcbNfFQCY6+Jk6YTFnw/SMeWxXYMtIDy5Y3++/eUdtwVKbtYKlfk0j9KWMgrnuFduN3cK1a+sw3vGSnRVlc74orpoMPbQox3JcPH/HWmS852ZohDMrNgf0AKpt8+yN8WZSe7bnz2Glr7dKabX1a5JLyE8R0Z8CUBvX7oDcg97chdIME8O9h2bK2r2GGe5L4fDMYk2P67gCI31pZBdz6En1xP6cWqhBJAPdrq3D+LVnr8dizo7NKuJYWJEe6nNLVn176LaDiZMLeNVzN+H+p2SfMWqbnDJosR3hvzluGMjgmdPLBep5IWQJ2XEF4nZ4pwwNR7JL2DiYiV2mkzLkhjRdIxjeBUJYyBa1BeuYt3zHDFUGVNl9wNMArNR5rlv1wRdWbH+9a+LfDexDd73KxpXnjfjPzXYFPnLbfrZ+DaAqMc/e0B/7M0m2pNULTUPbB/SPAzC9jwDwOwA+AeAtjToohqmEsckZPH9HZVfdI30mHjpSfcldCDkbfdYa6Tp3zlB8QLe9OXQtMIc+siaF5wwNVvzmogJFLSX34oCuY3bRwvTCCrau7fVHwqK2ye3aOozrdm3GwZML+H+uudA/flPTcHrJxmCvDJSOK5D25sZjjWW8nvH6/vjKSkonLOYcT6mswXHdArtWRXgLViYiQwekB0FQ6S4z9DoGdK+NsJhz0FvD2FrQu0A9t4ePzuEjt+1n69cATzwjtRvlqhbltqTVi1aL4pL8ZVwphHiTEOIn3r/fB3Blow+MYZIiFe4VZug1jq2p0a+RvvLz7Hnr1/wcuuuZpVTK/IqDNWnDH+eqhqD1KyCzysefOYOtI31+Vl3KBrYnZeDXLlpf8Aa5flBm6fnHkDPU0lhGRJfcvaB7dowgDvB66Jbji+Jsb2yvXBD2x9YiMvSC/eL1ztC9ZTfSmrbCHnpgbM1yis/Z9nV9/s8xsoL0R///OADgw7ftb7iCPQntLIpTOES0Q31BRNsBlG4aNhg2lmEUx2aXsGQ52H5WX0W/N9JXm5+77UrldZILg5xv/Zq/ene8PeGVMr9soS9twDRqEcUVl9wfffo0tq/rg6ETLMeN9T4HgOxCDkO9qYL7VGV3hesKpDzvdduJnkNXgWl9Ce1DytCw7GXoqoe+UsIMRtGTMEPPNSpDX6muh+5n6J66PkhvysDavhTu2n+yLYJXqxmdmA5s42us2C0p0vq1hY+f4Gf+DMDtRHQHEd0J4CeQO9JbBhvLMAqlbo/rwcYhVe7Vy0BcV16ND/WWn2e3vBErItlbVuX6ai7kF3IO1mQMpHSqoYdebCzz2NOnsWOdXEZiu7LP/3sv3IYd6/qKVN4zizmM9JkF9xl2i3MFvIDuxs6hq9Jx3MgaoFTudlEPvZwlayZiDh3wzGWWgyV3B+k699CV9WulKvfgopwo3cH4VBbZxRy+//AzFZnddCrhZTqNFLslRQ94TbSCsn9xQogfE5Fan0oAHhdCsFUR0xaMTVYuiAOkKK7WDN3QNHlhkKTkrhGIyA/qjqjOulX5mNfaQycEMnRTw8TJeWxf11dQMjxnMINzhoo3hmUXreIMfTBdkKE7quTuCthuvModKJ2hq5K7ocuA7rhurLtbkIwpM/rwhZ7M0PP/XznbrTiTLoUsmzveetdKl7PkJxdyTnErQGWgwfG8ZvSF25Vmit2S0vYldyIyIWfS/xbA3wB4q3cbw7Scew/NVOQQp+hL6bAd4W8aqxTHFdAIGOo1y14YBLMtVXavvuQu14aqTWTVIMI9dEPuDt+xbg1MLX+hYDlu5EVDdiGHkXIldyGtWm3vPiJV7t5tdx88FZttpgzCUs6BoRF07wJhxXbKltwPnJgHgKL7lW5xIVFcHZd2GF5r5fRylXPoJXro7ZiRtppqRgsbSb1WJFf9+Al+5hMAdkGq3D/uff6JRh4UwyRhbsnC4ZlFXLKp8tYLEck1qlVm6Y4rldtJRHE5b8QLgC+Mc4Woas2iHFszZYZetSiuuIcOwO+h+9vPHBEpvMsu5jAcCujrBwrNZVQP3VHWrxE99PsPzwIA/mvsSGwJOeUZyxiali+5R6jcg4xPZfGurzwAxxVF97smU9xDr7dqPOXN19cyhx51EVSt2Q3TPFqdoSe5hLxSCHFZ4OufENGDjToghknKfU9lcenmoaqNNpSgbeNg/MhZHI4rEovi7ED5lAIZejUX8rLkriNlVN9DLzKWMTWs60+jP2NiKef4TnHSFKbwMZSRTn/ICCbsFqd66JYjYq1foxy8opazLObyJXdfFFdCyBZlfqPutz9tFJjgyGy/vgE9bWiesUzlKvdciR460LzxK6Y6NM9romWPn+Bn2k7lzjCA6p9X/+ZWizDOdgV0qkAU5wU0TfXQq1x/Ou9ZitZzDn1mIYeMoWF8KgtDl0I2ddzhx5hdtDDorTwNsiG0oMVxhT8CZ7vRc+hJHLxMQ8OyJUvuhq566KVL7qVK083I0NOGXBiia5UJNQ1v7tz2FtaEVe5M+6NpVNWFer1IcgmpVO4TkKK4rQBauj6VYQA5f/7Ol+ys+vdrGV0LZujlRXEisodedcldzaHXIorzAvr4VBbfvO8obK88/enf3Q1Hldxdt+gxsos5DPeliu5z7Zo0Ti9bfrAVQpbcF3OWV3IvDm5JRE0pXcN0bgWGpkHXNFiuAHmrVOModb9r0gbOhI1l6thDB2TFo8+t7j6Vpa9c6MOOcKuNtrd+ZZU7046s2A4ePjqHy88dqvo+au+hq4Bebg49QhQnipekJKE+Kvf82NroxLQv4rFsF+NTWX/PuvJhD5JdyGG4t1gTq2uEdWvSOHF6BVtGeuEIue7UdnNeyT06AJcrIaeMfMnd1AiOIy+EymXVcfcb3rjWmAxdgxCVldsVarucZcefM6Z9aXUPPfYvhoj+38CXLxJCPCSEeJCDOdMOPHz0NLad1Vewl7tSRmpwi1Ml9/6MgaWcUzK4BkvupERxVarcF1Yc9KW9OfQqRXFCCH9oLVyefv72tQFRnFskiosSxCnWB5a05OfQ45ezJMHUyfdyLzSWqS7Y9YeNZZzGlNyrHYVTG9dyJS6CmPalbbetAbgm8Pk/N/pAGKYS9lU5fx5kuK/6Faqut01M0wiDPWZJpXt4bE0Zy1Rn/SqXs8gMvUpRnHccQLFy+srzRmC7AkJIQVz4MbKLVmxAD46u+U5xqh9cZXBK6Xrey10n2K6LFav82Foc4Qy9nGK+GtKGVvHIWvB3c3Zt54xpHW1fcmeYdmRscgavvnxzTfcx3JvCfYuzVf2u7Qhf9KSEcev6ox3PCnvoMnt1ROVOcUIILHoe4eHd2ZXguoWiuHB5WiPZUrAdt6gKMLMQ3UMHCkfXXCGQ0XVPFOdGOsUlwTQIS8rLXZMiu1oWqqxJGziznL/4WmlEhm5qBee3EtSOeLkUh3voqw1NQ0sz9FIB/Wwiei9k31x97iOE+HBDj6wERHQtgGt37qxeEMWsXlxXYGwqi3949XNqup/hvlRZhXocShQHoKwwTlm/AiFjmQoj+mJOZqa6RjX30EvFG0PPl8rDFw2zizmctSb6wiW4F91xZbbpb1uLmENPQkrXsJRzYOqVWb/G0Z82Mbtk4WO3H8Ce7Wu9bL/+JfdqF6gop7m4sTWmvWnnDP3TAPojPm85Qoi9APbu3r37ra0+Fqb5HDw5j4GMWdIyNAm19NAdkVduD5URxgUVy1SDU5waWQOUWMwu8xvRhJezhDG9XrXlFoviZhYsnL8++q1gKefgp09K1zelcndq7KGr56lrmi84ytUwO/7E8dNYzDn40K1PIGVIY6BGlNx7quyhq5J7jkVxq5JWi+JiA7oQ4gPNPBCGSYpcl1q7ucZwn1l1D93xtq0Bcrd6qUw/XHIXnlNcpa/7+RXbN3Qxa13OUiJW6Br55XZXSGMcNUc+Nb0AVwjsWLemoEw/PpXFJ+44iJzj4obPjOLK80aw7aw+aSwTM4eeBFPXsGQ5ML05dMvzcq+2h75vUrrGKTOb2UULN48dwcsv3lA3w5a0oVW8OjX/uzr30FcxUhTXwsdv3UMzTHVUu5AlzEhfCjNVltyDPXTpFhdfcs859fFyX1ix0ZeWgay2fehlMnRPcKcc49SFw/hUFuNPZfHtB44WWaqOTkznDWlsFyfPrPgZuh3hS54UdSxFPfQqs2plMqORvHBZzDn4zE8n6rq97MyyjSeOn67q/pQ2gufQVyetLrlzQGdWHffW6BCn6DHlUpKlXOXGh44IiuJK9+LlTHHeKc4V1e1Dl4tZVIZem7FMKVTZUJXb1eOMTkx71YW8papiz/a1/kWLaWgY6U3561Nzjguz2h66F7gNtQ/dETWp3HdtHca5w734nT3n4brdWwBEP59qGZ/K4o79J7HvULaqi4SUr3J3q65qMK1D16jtrV8Zpm1AL5EeAAAgAElEQVR4em4JCys2dqxbU/N9ERFGEhjDROG4eaHXcJmNa0GBE3n7kqvZhx4suadqWM4SHFuLQgnuglvXgHx2G2WpumvrMP7tDc/FQMbAF9+yB4O9pm+SohGKrGKTorJUZf1qq5J7lSp3QIr3rrlkA1556cbY51MtoxPTcF1RsOK0EqQojufQVytai/ehJ1mfup6IPktE3/e+voiI/qDxh8YwxYxNZrH7vJGiPdfVMtxXnTDOdoUfpIbKqtwDPXSt+n3oC7m8KM40qGqVuxTFxX9fBk5RYDADAFecOwRdA/70V8+P3Pb13C3D6Enp2LV12PdyX7KcmjJNdd7kchbNV7lXqyIHgIEeE3NLFravW4OhXrOu28v2bF+LdBl/+lL4GbotuOS+Cml1hp5EuXETgP8A8Ffe1/sBfBXAZxt0TAwTS60LWcKMVGn/6rp5lftImfG3qH3o1TjFzXsucQBqMpZx3dIZuiy5u7C8Cw7Vq1+2XBiahne99IISvyd/J+gU11eDitwvuWtybG3JkiNs1Wb8ADDYY+L0koXZRQvr1qTxjhr2AYRJ4k9finSg5F5v9T3TeJToVQT2JTSTJAH9LCHEzUT0FwAghLCJiLetMS1h32QWr7p8U93ub6jK0TW7YA7dLHkfQZOQvJd75U5x88s2+tP16aGXerMxNXmxoEr6KkOfW5Kb1uJQ603VY6QD/e9qyWfomi9iq3WZyqCXoc8u5jAU4UtfK7WsOE0ZGla8dseaDPt+rTaICET5XQ/NJskrbYGI1kK23kBEewDMNfSoGCaC08sWJqcXcMk5g3W7z5He6uxfHc/LHVCiuGQl97yXOyruoS8E59DrtJwlCkOX4jPblf3vnC0PtFxA13XyN7W5gQUqtfSC/YDumeksrNg1Z65+QF+yMNgT7XrXKqTuwOEe+ipGp9aNriW5BHwvgFsA7CCi/wawDsBvNfSoGCaC+5+axXM2DdbVqnO4r/z60ygcV0DX89avc0tWbJktzstdVGEss6WvF0BeuFYN5YxlZKYtHd56U0ZVGbrj2ctKV7vqM5WUH9A1fzlL7QHdwMGTC5hdjN4c10p4bG3108oFLSUDOhFpADIArkZ+feoTQojK3wEZpkb2HarP/HmQkV4TE6cWKv49J9BDN3UNPaaO08t2ZMDLOcVja3YV+9Dl6lQ1h06w7OqNZZJYv+YcF70pPXFAD/bQhYC/Ia2W0mN+bI38813rBd1gryq5Ww0pudeCMpax2Vhm1dLKWfSSfzFCCBfAh4QQthDiESHEwxzMmVaxb3KmLg5xQWpRueuBqFjKFz5SFFeFU9zCio01aRmAzBqWswiUz9CVB3tf2vBFcXNLFgZKBXQi31xGZeimRlXPoAPwL4QMjfyKSN166EsWhmI2x7UK3/qVS+6rllYq3ZP8xdxKRK+lVkj2GMYjZ7v4xdG5utlzKoarnEN3A6I4eT/xwjjLFkUBvdqSu3KKq7WHXjpDJ39LWo+p+xcOpxNk6GrXuyPyJfdaMnR13vTAhUEtM+gAMNiTatsMXc2hW47wF/owqwuN0LJZ9KQ99D4ANhEtQ5bdhRBioKFHxjABHj42h/PW9qE/U9834JG+FLIxtq3jU9nY8SM7pGItJYwryNC9OXRlLhNH1GPLkntwbK1RPXQ5752zVck9L4orlaGTF8AdIS9W1Fa4ajetAfD75aancg/eVi35sbUchtpQFCfn0LmHvlpp5YKWsgFdCNE2W9aY7qXe8+cKKYorzqzHp7J4w40/h+0IpE2tyHjEcd2CoFjKLU4KnPIZuuNlsHHCmfGpLF73yZ9DQCrF1WMvrNj+KFNty1lKG8uYyljGFehNF4ritoz0lrxv9WYmS+4y268l0wxm6IZW55J7G2bowTl0LrmvTtq95A4iGiaiq4joRepfow+szPFcS0Q3zs3x9Fy3sM9ziKs3aoVquPw9OjEN24m38AyK4oDSbnGyfFq4PtV2BdyYBHt0YtoL+IWPvbDiFHq5V7ucJYGxjK166AFRXLmSOyB73crWVvMWqpg1mMCYfoYuzWQ0qoMorsfE6WUL2cVc2efTbJTK/dT8Cn7w8DN1WxjDNA9p/9qixy73A0T0FgB3AfghgA94H9/f2MMqjRBirxDibYOD9ZtHZtoX1xUYa4AgDgB6UjqIgCWr0Ctpz/a10DQCIdrCUxrL5F8+pdziCkVx8PvMcRl68LFMPf/YwZJ7yqilh17aWMbQNVieyr0npWMlKIorY3aiRsvURjdDr1Hl7mfo+fG1WkvuKUO2AZ6eW8ZwX3uV3I9klzA2OYOHjszh6/cdqesWOKY5tHuG/i4AVwKYEkK8BMDlAE429KgYJsDEqXn0pQ1sHOxpyP0PR7jF7do6jBfsWIuLzhmI9Pl2XIFgRTROFOd6pWuVzftz6CVK7lecOwQAuGD9Glz/vHOxa+swhBCeKK4OPXSUFsWZGmHFcqBrhLSRfGwNCGbocgpA9dGrRanc1Ud5TLWXolXZfaiNMvTxqSw++pMncTi7BIH6boFjmkcrF7QkeWUsCyGWAYCI0kKIxyFn0hmmKeybzNZ9/jzIcIygTSPCjnVrIpX1cn1q/uUTJ4qzXDmDrjJizbOFlAtaoo8n57gwNMIHr7sMP3j4GeRsuWFM1yjgvlZ9D73cchZd07BsOTA0Qkon3wL29LKFwTI9Z12TK1MdV140mJpW0JqoFCJpTKMEcYZONffQARnQTZ3Qm6r9vurF6MR0gZgqrjrEtDdtLYoDcISIhgB8C8BtRJQFcKyxh8UwefZN1t9QJshIzCz63JLlj4mFcZzCHnrc+JsVMgghyrupxY2t5WwXKUPDpZuHsH1dH2558Bhe/Kx1frkdqNXLvdz6VLUERStYAlNJhq5U7nJsrcYSeUApb2hU89gaIAP6UG+qJQs04tizfa1spXgXb9ft3oLXXLG57qOaTGNpZck9icr91d6n7yei2wEMAvhBQ4+KYQKMTWbx9qt3NOz+45Tuc0sW1vWnI38nuD4VkPavUaI4yy5UK2sEPxDHXcWrgA4Ab796J96/9xHs2jpcFNAtx61qq1P5HjphKScrC0EDmyQBXQrqRN5YRqeaVp0CMktVF096HXrogFyh2k7ldqD2TW1Me9DWc+hEdG7gy0Pexw0AnmrIETFMgOOnl3F62cKOdWsa9hgjMf3v2cVcbJ/aFYWZd5woTpbcgwGd/D3jca95yxF+EHzhzrXImBq+/cBRv38OyMCpRuAqFZ2VXc6i5feYpzw1/YrtwHYEeszSJWplSuMKqTGo1VgGkBcvRsAxrh5e/jJDb6+ADtS2qY1pDzRqb1HcdwF8x/v4YwATAL7fyINiGMXYZBa7tw7XtP+6HEMRG9dcV2BuyfKDb5jg+lQgWlgHqOCc/zkZ0OVFQrmSOyBL9G+/eic+89NDvo+7oto+epLlLMuWA9MLnpbj+tl5uWpAXuUuj92o0VgGCJXc69RDX7EczCxYrCBn6k4re+hlX2lCiOcIIS71Pp4P4CoAP2v8oTGM8m9vXP8c8NziQuXyMyu2VBnHZOhOKKD3eOKqpVzh+JtluwXGKkSAFdhIFkXOcQqy0Gsu2YA1aR2n5nMFAajaPrrrlhHF6YSlnAPT0LyLBhenl6IXz4QJq9xNvbZta4A3ZhbI0GstuY9PZfGDR57BwZPzPBbG1B05ydKix670F4QQ90GOsTFMw9nXIIe4IMN9KcyEyuVzXoAvFdDD6u0oYZzlKdYVwQxdja2NT2XxsdsP+IFlxXYL+s4PHJ7F9EIOh04tFASgav3c5dhaCVGcKrl7I2eWI8raviryKnfl5a7VXHK3HRe3PHAM41PZuoytjU5M++eex8KYetPWKnciem/gSw3AFeA5dKYJnFm2cOjUAi7Z1FgDoZGIkvvskvzajnlhhjN0QAnjcjhnKD8vH96apRH8Mr4QMpi/8dOjfuC/bvcWXBLa+R4cZ1IBaNfW4USz6FGe8EmWswRV7iu2m8glDgiq3KVvvem5xVXL+FQWR2aX8JV9T+Eb9x/B+v4M0mX6+OUIqsl5LIypN1o7q9wBBL3cbche+tcbczgMk+f+p2ZxyabBuvRMSzHcVyyKm120MNKXiu1R265bFNClMK6wdG85oiA4a0R5lbsQGJ2YRs52IQDkHIEv3fMUTF3D9nV9/u/EBSDTKL0TXfnRO26hJ3ziHrquFfTQk2Xosoeez9BrE7GNTkyDkDdZWbKcmlXzrCZnGonezip3IcQHmnEgDBOmUQtZwkSVymeXLKztS5UouaMooEcJ48JLNihUct+zfa0fBAFZDrddF4uBXnxcACrXQx+dmPYvSIKZfbnlLIauYSnnwPBGzvKiuPLX/wU9dH/bWvUl9/DFzEDGqMscOqvJmUbR7iX3W0p9Xwjxm/U7HIbJs28yi7ddvb3hjzPsLVYJznTPLeawrj+NY7NLkb/juG5RoBrqNYtG12RAD/bQ82V815WB5ZWXnoNDp+bx4JE56CRLdmvXFHqMRwWgcj30PdvXQiNZ2g9m9uWMZQxNltz7UoZf1k8ygw7IY7cd4c26o2ZjmfDFzF9+8xf48WMnsHGwhwMy05a0cmwtScn9EOTc+Re8r68HMAm5pIVhGkLOdvHQkVlccW7j37R7Ujp0IizmHH/We3bRwllr0piaXoz8HdstLlsPR2xcCzvFaUTebeQLs84eSOPZG/txdHYJr7liM4Z6DNx/uPwmwXI99F1bh7F76zBOzOfwoesuC/TQyxjLeAF9qFfao+ZsgdNLFs4eiDbZCf+u2rame8tZatm2pp7Hrq3DGJ/K4snjZ/Dk8TP4/sNPR3rsM0yr0bU23rYG4HIhxOu9DWd7hRBvBPBLQog7hRB3NvoAme7kkWNz2DLS27T1lmH717klGdBjjWUiDF2GInaiWyHFuqZJ1bapa35Atx1Znh7ImHjd7s3YNNybqO+sRspK0Zs2oAEFgU+UM5bRNSznHLn61HOKS5qhy/ZBXuU+u5jDvslsXUbDRiemIQQvLWHam3bftraOiPy6JxFtA7CucYfEMNJQppH+7WHCwXjWs32NU7mH16cCcl/4PRMzBcErqoeuFO0qFqtVo2lTx7LlwnIE0gnK1HIneuk3jpzt4sjsUoFIR3jl8Pj7VSp3QlqX/eukAT3YQ//F0Tncuf8UfvrkybrMe+/ZvhZpU4NOvLSEaV9auW0tScn9PQDuIKIJ7+vzALytYUfEMJDz56+87JymPV7YXEaW3EuJ4qRximJ8KotP3nkQOUfghs+M+uXgnOMWZPIaESxXluGVU5wagcuYGlZsp8AprhRJdqJbjouc7eLU/ArOHsgAKN9D1705dFOXGbqvcs8knUMXcF2B8akZuK6AQKEor1pYnc6sBtpaFCeE+AERnQ/gQu+mx4UQK409LKabEUJgbCqLD7zq4qY95nBoFn1uKYez+tOx1q/hOfTRiWk/mw8Gr6AvO6Dm0F1vvlsq2R1PEZ42NCxbLnK2k7DkXj6g52xZDTicXQoE9NI9dFMnLFsuDH/bmov5FTfR2Fqwh/68bWuRNifqOu/N6nSm3WlLURwRXQngsBDiGSHEChFdBuC1AKaI6P1CiJmmHSXTVUycWkCPqWPjYE/5H64T4R7603PLuP3xE8jZTuTPh53i9mxfC8NbZBIMXuGSuy+KMwiLOS9Dd1SGrssM3XETzVon6aGv2C7OHenFkexigbFMueUsgDSFMXVCzhGJjWV0bzmLIwSu4Iya6UJ0DV6FqtjUqdGUetf4FIAcABDRiwD8E4D/BDAH4MbGHxrTrew71Jz58yDBWfTxqSyOZJfwhdEpOAIYnyy+dg0vZ9m1dRgfft1lGOo1C9TXtuPCNPI/RyTnzGXJXd7meL7nGUP3MvRC//c45Bx66UzAclxsO6sPR7L58btyxjLqeZn+tjUHp5dtDCbYThbch64RYdfWYbzjJTs5mDNdg64Rnjwxj+s+eTc+dOsTTd0XUOpdQw9k4a8HcKMQ4utCiL8BsLPxh8Z0K/smsw1fyBIm6Ban1NOqDXZ3hJpaGacE2b11BGlDKwheuYixNdsRMDXNL8u53m71tOqhh8r0caQ8wVopco6L7esKA3o5Yxk1N2/o0uVt2ZIObWtS5SU3hU5xZX+cYToOIsL+42fgtmAio2RAJyL1Cv5VAD8JfC+JmI5hqmJsaqapCndAZujKtlWVy5WWbVfELLztFC9n6TH14m1rofK5RvCFcmpszfF2hwcz9Hr10C1bXnj8/OApP0tQq03jUEYwysv91PwK1qSNRCtsZYbuyjl0juhMF6ITYdtZ0rpZa/JERql3jS8DuJOIvg1gCcBPAYCIdkKW3Rmm7pw4vYzZRQvnn72mqY8b7KE/d8sQAOC9L7sAvSkdF0csh3G8rDpIJqVhOZQxW3ZxD932snZVAXC8Ebi0qWHZkir3JBvFTKN8D30hZ+NzP5vE5PSiX/oT5Zaz+CV38pezJPUD0DXZBiAqfdHAMJ2KrhGGeqXT45tecF5TDZBi3zWEEP8A4H8AuAnSSEYEfudPGnEwRNRHRONE9MpG3D/T/oxNZbF763CibLCeBHvoKqt+x0vOR8bUfe/1II4oztBTugbbcQtGVqzw2JpnvJLSNX9WVY3ASVGcW7QPPY4kPfQVy4Xt2Vap0l+S5SyAzNRVdSFpQDc0gmW7Je+fYToZZagEANft2tJU/UjJdw0hxKgQ4ptCiIXAbfu9nehlIaLPEdEJIno4dPs1RPQEER0govcFvvXnAG6u5AkwncW+yZmm988B4Gh2CYdnFjE+lYXtinwfWaPIjWthURwgM9KMqWPZypfdi3vo0g62oOTuqpJ7PkM3k/bQy2ToLvL9eFX6K7+cJS+KU4K+5Bm63Canc0BnuhRdg1/tc5s8vlb72qLS3ATgmuANRKQD+BiAVwC4CMD1RHQREb0UwKMAjjf4mJg2RjrENVcRPT6VxZ98+T4s5Bzc8JlRjE3OFPSRo4KmE7E+FfD66IGAXtxDl9vWjEDJPegUt2K7RbPrcZhlRHFCSHHaF97yPPSmdPz79Vd429bKLWfJj61Vm6FzPGe6FV0jX48T5zTZKBoqbhNC3EVE54VuvgrAASHEBAAQ0VcAvArAGgB9kEF+iYi+J4RokcU90wrmV2wcPDmP52wu7lk3ktGJaX8NqWW7uPfQjJ8hmzpFviij1qcCQCYkjCvetkb+jnTy9iY7ni982tBwaj65U1w5UZztlfJ3nzeCc4Z6sGWkF0CC5Sx6vuSuawQiYCDB6lRAzqHnnOiLHYbpBjQiP0NvtmNcozP0KDYBOBz4+giATUKIvxJCvBvAlwB8Oi6YE9HbiGiMiMZOnjzZhMNlmsX9T2Vx8TkDSBt6Ux9X7dwGZJC8bMtQYHQrPkM3tOKXT0+qsOQuTWSCXu4yyGtE0vNZCH9zW8bzcl9JGtANKtlDD5buhwNe9WWXs2j5ixkiKYxL4hInf5eQ4x4608XoGvmvtW4I6FGvdP9ZCyFuEkJ8J+6XhRA3CiF2CyF2r1vHO2I6iVbMnwN5j3BTJ3zm967EhRv6Axl6dEC3vb53mKiSe7FTnLRj1T2LSDdg/eo7xSXxci+ToQcz/aHelC/UccuJ4gI9dPU4lancXZ5BZ7qWbsvQjwDYEvh6M4BjLTgOps0Ym2y+Q5xi19Zh9KUNXLxxoECZbuoU6efuRmxbA2RAX7byQTZqDl0J6ohktlygcve83JNuWysV0K3AhYHM0GVfr9zYmuk9r+A5qKSHnrPdpk8pMEy7EOyhd0NA3wfgfCLaRkQpAG8AcEsLjoNpIyzHxYOHZ7Hr3OZn6AoVIIOiNKlyj87Qw2NrAJBJFWfoRdvWHDnDrkrurteP9zP0CqxfSwX0lcAu9uBYXrkeuh7O0I1KMnR5vljlznQratIDQNOXtDQ0oBPRlwH8HMCziOgIEf2BEMIG8E4APwTwGICbhRCPVHi/1xLRjXNz7G/TKTx67DS2jPQm8gtvFCldlosLM3QtcmwtylgGkKNnQVFczi4cWyNP5a5Tfs2i2raWCexDT7qcpdQ+9GCGPhRwwiu3nMUMGMvInxe484mTifyodS9DZ1MZplsJtrMct7m67oYGdCHE9UKIjUIIUwixWQjxWe/27wkhLhBC7PAMbCq9371CiLcNDjZXDc00Djl/3toFHnJ7mZBCtkAP3Y54UYa3rSmKRXHFJXfLkSVpIhlcbe/iQM2w12sfenBr23Cv6a+HLWss41cnNIxPZXHqTA5fv+9IoiUTam4/wfUIw3Qk6m/f1AllbCLqDr/smLZg32Tz/dvD5EvubkEfOVrlXmwsAyQVxcmLAY0IQgjZjydVcnfrKopTxjBDvSm/h17OWCa4bS24qCbJkgldI6ywyp3pYlS7abg31VkZOsMkQQiBsRYp3IOY3j5z29tXrm6LdYqLCFrhOXTp2x7socv1qbpG+ZK7Gyy5exl6vURxgQw9r3Iv7bNuBsRwe7avRdrUoCdcMqE0BxzQmW5FteJG+lJNz9B5axrTcg6dWkDa0LBpqKelx2Ea+Qw9OIsdq3LXo0vuSwXWr25oDl3en5xDh7diUQV0maEnn0OXPx/HSnAOva9QFJfEKc7QNX+kb3RiGnu2ry3rS61rmqdyL3v4DNORqNfWSF8qsl3XSFZlQCeiawFcu3Mnr2XvBNohOweAlN9DzwdCQ4vuocep3HtMHStlrF8tz0mNAsYyUuUuM/Tw78RhxrQDFIVz6KYvioOINoNQGCFR3K6tw4kXTBiscme6HNWyGu5NdZyXe0NgUVxnsW9yBldua31AD46tmQGVey4iC3bc6Cw3qoduhErulpeh6/7YmnKK0yoTxcW0A/KPLfw1rEM9KcwtWbJnL0TJDFqO1AFJFsSE0bnkznQ5GhF6UzrSphZZ3WvoYzf10RgmgrGp5i9kicL0xtZs10VZL/eI9akAkDG1UEAPbVvz1qfqWr7k7oh8hl6JKK5cDz1o/ZoyNGRMHaeX7bLLWQBZbo96fuUwdGlHy8YyTLeia3KZkaERZ+hMd3HizDKm51dwwdn9rT4Uf3tZznYDC0qoaB+62mIWv5wl//NhgRup9akaQdMov5xFy6vc3ZiLhajjjaoeKKzQhcGQJ4wrZywDyNJ5tRl6znbY+pXpWjSSzoq6Fp0MNJJV2UNnOofxySx2bR1ui4wuZcgeuu0GdojrWtECFFluj1aKR82hh8fWAISc4jznOI38AJzEmEUeb5keeuCxh73RtXLLWYDqA7qaQ6/mdxmmE9A1wkDG9KdYmsmqfNWxU1zn0KqFLFEE59CDTnHhDF2W26NfOuEeuu0Wj60BclZVldyDI3BpQ0vk454/3vg3jJWQwn7I27hWTuUOyG1JN48dTuQOF8RXuXMPnelSjs4uYXohh+n5HAf0JLAornMYm2q9oYzC0JT1qwio3IvLZnHldsAL6MF96CFf9oIM3buCD4rUMqaeqH8OJJhDD2XoQgBfGzuMmYWVkhn6+FQWZ5Zt/Md/H0rkDhfEV7m3QcWFYZrN+FQWn797EgdPzuPWR49janqhqY/PJXemZSys2Hjy+Dwu3dweF2aqhB0sk0f1qe0SAT2T0rFsF86hF/bQ5e/plHeKkz10+TNpQ0t8VV9WFBfooY9PZfHziWm4rgARcPUFZ8f+3ujENAiF7nBJx9aUlzvHc6YbGZ2Y9l+/ritw6NRiUx9/VWboTGfwwOFZXHzOADKm3upDAZAXxdmOW+CWFp5Dd0sFdCOUoXu7zxXqU0OXJXdHCey8QF9Jhp4qJ4oLZOijXjAXkIH6yeNnYn+vUne4IIa3aaodNBEM02z2bF+LlCFfO5pG2DTcXLMsztCZlnHvoZm26Z8D+Z50zhEFbmn2sl3wc3GmMkChKM7xAqheENDJ/6gRwXXV5jb5/YyplTR9KTheT8QXRzBD37N9rS/SIQIu3DgQ+3uVusMFUasjuYfOdCPB187EyXlsHMg09fE5oDMtY2xqBm9+4bZWH4aPP4fuuOhLGwW3BYlbnQoUiuJU6T6oWPdFcRp8lbuaQweAtKEjqVtkkjn03pR8Hru2DuN1V27BwRPzsBwX569fU/K+K3GHC2LoBCHATnFM16JeOx++bX/Tx9ZWZcmdVe6rH8tx8cBTs1UFjUaR0vM99KD9adjtKW51KlAoigv3z4F8D10juZxFjq3lM/eMqSUuuSvBnhvzphE2qNl+Vh8uOmcA/RmzYfvKdU2N3TXk7hlm1aCcIJvJqgzorHJf/Tz29GlsGu7BUG+q1YfiU2j9Gu/lXkrlnklpWLbkz1u2WzCyBuQDd9gpTl0gZIzkPXQikvavMSl92EI2beq+cU2jSuJ64PkxTDdjxLhMNpJVGdCZ1U87zZ8rTEN6L1sBUZyhE3J24YuylMo9pcsLAMcV3gx64UvMF8V5y1mC61MBIG1qvv96omPW4/vo0lgmf5xpQ8OK5SYylqkW9Tw4oDPdjtTIcEBnuoCxyZm28G8Pku+h5wOxCtBBSmXoRISewF7z4oCen0PXNWkrSwHXuYyhJ9q05h+zIZX5UYStX6W1rAMBAUosvasMZcjTqJI+w6wWojwsGg0HdKbpCCGwbzLbNoYyioIeuiq5V9hDBzw/d28NarjkruKccooLusQBMkOvxDa1lDAuF7KdVctfZM8+8UNUhJ+hczxnuhxlHNXUx2zqozEMgMnpRZg6YdNQc2c0yyHn0AWsgF2roRUHTNstPZaV8YRxUZ7mKuBpXsk97KqWrqCHDniz6HEB3RYF2X7azC9/aVQGrS50eGyN6XYMDuhMN7BvUs6ft1tZ1hfFFawdLV6A4riiYMd5GDWLHl7MAgREcd4+dMspLN9XYiwjj7lEDz2q5G45Temhs7EM0+1oGsFhlTvT6bRj/xyQ/ejwPnSpco/yco9/6ahZ9FxoOQqQL7kbOkHTZJ87WHKfWVjBk8fPJPZPL1lyt1S3SywAABxMSURBVJ2CDD0TVLk3KOAqQx6O50y3Y2gEp4TxUyNYlQGd59BXN2OTWeze2l79cyDfQ885omAfelSGXqpHrGbRrZDKHCh2irMCNqnjU1l8476jePDIXOKlKKV2oluOiBDFqbG1snddFaxyZxiJTpyhJ4Ln0Fcvp+ZXcHJ+Bc/a0N/qQylCWb/aAUOYVMSKUtuNX58KyAUtS5YTM7YWnEOX5XLVdx6dmPaNKNRSlLLHbJTK0MMldx0rtgNXNE6Frp5Lu7VTGKbZ8D50puMZm8ziinOH2zKDK9iHrqkMvXgfeqnlLADQY0pzmbDKHMiXojWlcg9k6MHFDkmXoqRK9NDDPXx/Dh1o0NAaoOt5jQDDdDOtCOjs5c40lX2TM7hqW/uV24F8+dpyhN/7lvu9kxvLALJXvWw50AgRY2v5DF1Xu8O926pZilK6hx52ipMld9FAp7i8yr0hd88wqwYO6EzHMzY5g7/89We3+jAiKdiHrimVe3HALGUsA+RFcaZePFMeXM5CRMiFVO6VLkWJWh6jWLELveTTho4Vy2ms9Sur3BkGAI+tMR3OYs7G/uPzuGzLUKsPJZJ8D13ANNQcerHbUyJjmVyZsTVNC5TcazzmipzipLFMoyrieZU7B3Smu9HYKY7pZB54ahbP3tiPjKm3+lAiKeyhawW3Bdl//AymZhZjVeg9qcDYWjige1/qlC+5lxLYlSNVYid6eNtb2hvLc9zGZeh+BYIDOtPlGBpvW2M6mHa0ew2iyteWmw+E4YA+PpXFR360HwdOzMeOlikvd5khR/fQNa/kbjm1jZCV6qFbduEcPBEhZWhYtp2aqgKlICIYGjXs/hlmtcAZOtPRjE3NtN2GtSAp3ymucA496OU+OjHtfx03Wqbm0O0I69egU5yaQ69F8V+qhx61jz1taFjKOQ0tiauRPIbpZgyNt60lgo1lVh+24+L+p2axuwLBV7MxdIJliwKnODPk5b5n+1o/2MeNlmVSOpbtuB66/KhrBJ1kn7uW4BeXobuu8LzkC+87bcjqQSPDrcEBnWGgExVtamw0qzKgs7HM6uOxp89g42AGw32pVh9KLCo4yrWnKmgX9qh3bR3Gm1+4DZduHsQX37InUpGeMTQs5eLm0COMZWpYTZbSKVIUp9oGYYOXtCFn5Btp/KJG8himm9E1QpPj+eoM6ExrGZ/K4mO3H0jsNw7kF7K0M2pzWdDhTXq5F74qNw5mcPmWodjxMn85i12cIVMgQ9dCc+jVoJT5YcIz6IqMKZ9jI+OtrlHDVPQMs1rQteZn6DyHzlTE+FQW19846u0MJ3zk9c/FNRdv8PeHxzE2NYOXPnt9k46yOkxvDj24TU1tMxOBlaNRmXeQnsA+9HBQLfRyB2yntkUpaqFMmGCVIUja0AuOoxHomsYqd6brYWMZpq15Zm4Zf/2tX/gBxHIE/vIbv8B7b34QW4Z7sH3dGmw/qw/b1/X5n4/0pXDfVBZ3PnES1156ToufQWmUU5wr4BvLKNW2HdiRHl56EqYnMIfely58iYVL7jm7Hhl6cUC/b2oWluNifCpbUElIm42fEze86gPDdDN6C9anckBnyrJiO/jczyZx410H8SsXno1DJxek4MvQ8B+/fxUuPmcAk9MLmDi5gEOnFnDPoRl8+d7DmDg5D8cVWPR2cL/n5gdw9kCmIie0ZiLnRvPlcP92T+muxudX7NIZeqZgDj28bU1+VI+Rq1HlntIJS5ZTcNv4VBbv/PJ9WLFd3PCZ0YJef9pQFypVP2RZWOXOMF7JvcnrUzmgMyW5/YkT+Lu9j2LHuj586x0vxNa1fXjj87YW+Y1fuGEAF24YKPhdIQQ+eOsT+MQdByGQH/Nq14BOREjpWtEMtQbCJ+48gKsvOBu7tg7DclysSce/dNQcuh2RyVNBhi5L7rWOrZ1etgtuG52YzldRQufcL7k3MIM2dGIvd6br0VtgLMMBnYlkanoBf/+dR3Hw5AL+9tqL8JJnne1/L6nfOBHhVy5cj8/+7JBvcpJkg1grMfXC7HJ8KotFy8G//+QAbrxrAl98yx6557y3dMldGcvEjq3Vcw49pHLfs32tv4s5fM79DL3qRywPq9wZJto2uuGP2dRHY9qexZyNj99+EF+8Zwpve9EOfOyGK/ysrhqq2SDWSkxDKwjoyjjGFflsN6qUHiRjlrB+DffQa51Dj1ges2vrMC7dPIhzR3rxO88/L9RDb7woztCI96EzXY9GzTeW4YDOAJDl8e889DT+8XuP4cptI/j+u16EDYOZutx3pRvEWompawXZ657ta0GQPWeV7X5t/DBSJS5y8qK44rE1X+XuBXTbEehJ1eDlrlNRQBdCYHJ6ER+/YVfR/6HK0Bs7tsYqd4aRI68c0Jkm8/gzp/H+Wx7B3JKNf33D5W27r7wZhK1Sd20dxoUb+nHZliFct3uLrDjcM1U6Q09J8xYrQjxHgZK7rkmnuDVa9S/DqDn0I9klmDpFXpDlRXGNzdDLTDEyTMejaeAMPQlEdC2Aa3fu3NnqQ1nVzC1Z+Mht+7H3wWN490vPxxuft7Xre59RgXrjUA9e+uz1fpWh3NhaSpdmNGonepAipzhX1Dy2Fp5D/+b9R9GfMYtG1oDgHHrVD1kWnUvuDNOSDH1VXkez9WttuK7AV+59Cr/6oTuRc1zc9t6r8TvPP6/rgzkgA2Q4CPdnDJxZsfyvc7ZTlMkHISL0mDrOLFvFJXe1PtULepZduyguaP06PjmDf/vxkzgYsw2uWXPo/LfEdDuaBla5M43l/qeyeP8tj8DQNdz0+1fikk18URTE1DWEX4L9GQNnAqNhVsQWtTA9KR1nlu2iwB/ctqZK7rWMkD01s4ADJ+YxPpWFKwTe89UHfHeqqDHBfA+90dvWGnb3DLMq4B460zBOnlnBv/zgcdz15En8+TUX4tWXb+KyaASmoQGhq+r+jBkK6NE+6UEypgzoZpH1q/dRk0HVdgWMKqPf+FQWH/zhfuQcF9d98m6M9KXw+iu3lBwTzCh3nAb+1xs6G8swjE5s/crUGctx8Z8/n8LHbj+A39q1GT9679Xoz5itPqy2JaUTXFEYjAYyJmaXcv7X5ZziABk4jy0sRYji8j108ubQqw1+oxPT/vIHIYDfff55+NNfPR+/cuH62DHBZqncOaAz3Y6uc0Bn6sjdB07hf97yCDYMZnDzHz4fO89e0+pDantMXSvqe/VnDBzOLvpfJ8nQe0wdizmnKPtWAjiNCLpvLFPdse7ZvhYpQ/Oz8RfuPAtA6THBZixn4R46w8jXAQd0pmaOzi7hH777KH5xdA5//RsX4WUXrefyekLiAnqw5J6z3ZKiOEAGdACx29YMr89s1WD9Wo1pD/fQGaY5aFxyZ2ph2XLwqTsncNPdh/B7L9iGD7/uufmeKZOIqIA+kDFxeimvcpeLaUpHrExK9+8vSNE+9BpV7pWa9iiVeyOv73jbGsN4GTqr3JlKEULg1keP439991Fccs4g9v7JL2HzcG+rD2tVkjIIduHyMi9DDwZ0kSBDl98vHlsjEMleupxDr219aqU0Zx86i+IYRtMIQsgx4WZd4HJAX+UcODGPD+x9BE/PLeOfXnOp30dlqsPUNRCVVrnnEoji/JJ7xHKWfB9dbltrZjbbDFHc3JKFO584iQvW968ay1+GaQQqS9caug4p8HhNeRSm7pxZtvDRnxzA18aP4I9fvANvesF5ZYMMUx7p5V7ovFbUQ3dcPzDG0RNTctcoX47WvW1Mzc3QG2v9Oj6Vxd0Hp+G6AnfsP1Gwi51hug3NE8Y1q/PJAX2VIYTAN+8/in/+weP45fPX4YfvfhHW9adbfVgdgyyRRzjFLQed4spn6Kq0HZ5DJ4KvfA+OsDWL/La1xtz/6MQ0hBAQiDa2YZhuotlKdw7oq4iHj87hf97yCGzHxSd/excuP5ffKOuNDNSFL8C+lIEly4HjSkW6FMUly9DDY2sPH52D7QiMT2Xzu9FbUHJvVIYeHqULG9swTDehU3N3onNAXwVkF3L437c+gVsfOY4/e/kFuG7XFlYRNwgZ0AtL7ppGWJM2ML9sY7DXrGhsLZjJj09l8fYv3Iec4+KGz4zit/dsBdD8gN7Ih6tmlI5hOhVdb+5OdA7obYzjCnzpnin864+exLWXnYMf/4+rMdjDLm+NZHo+hyPZxaJNZf0ZE6eXLfRnDNhu8Z7zMD2mDj1ksDI6Me3vLrdsF5PT0qymmYrwtKk3/PEqHaVjmE6l2Rk6q6jalHsPzeCVH/0ZvvuLp/HFtz4P7//NizmYN5jxqSy+89AxjE9lizaV9WcMnF62YLkyOy9Xss6k9KKgr8rROsne+o6z+gA0N0Pf/8xpCIGiLWwMw9QfXaOmblzjDL3NeGZuGf/4/cew79AM/vI3no3feM5GdnlrEqMT03DcaEHXgDe6JgVx5f8/eky9SDgXLkc/efwMgOYFdFXyd4TADZ8ZZQU6wzQYNcnSLFZlQCeiawFcu3PnzlYfSt1YsR187meTuPGug7jheVvxj695DnpTq/K/Z9WyZ/tapM1oQZcaXbMcUdbHHZABParPHixHHzwxD6B5AX10Yhq5QMmfFegM01h0jXvoZRFC7AWwd/fu3W9t9bHUg9sfP4G/+86j2LGuD996xwuxdW1fqw+pKykl6FKja0lG1gAgY2plf86fR29SBYYV6AzTXDhD7yKmphfwd3sfxcSpBfzttRfhJc86u9WH1PXECbqUW5zlJAvoPaYOo0xpPr8bvTkBnRXoDNNcdI3guG75H6wTHNBbwGLOxsduP4Av3fMU3vaiHfj4b1/hG5Ew7YmfoSdwiQOAqZlFLKzYRWr5IMHNa82CFegM0zx0IjjNi+escm8mQgjsffAYXvqhO3Eku4Tvv+tFePuLd3AwXwX0F4jiSr9sxqeyeP8tjyC7aBWp5YOozJw9BRimM5Eld87QO47HnzmN99/yCOaWbPzrGy7HVdtGWn1ITAUM9Bh4amYRluOWFcWF583jxGe+UxxPMTBMRyJFcc17PA7oDWZuycJHbtuPvQ8ew7tfej6uv+pcGLxEZdWhjGWSjK0lFZ9pvpd73Q+XYZg2wOAMvTNwXYGbxw7jg7fux8suXo/b3ns1RvpSrT4spkrU2FougSguqfhM89eocobOMJ2IxsYyq5/7n5I9VEPXcNPvX4lLNg22+pCYGhkIjK0lmUNPIj5TJfdyaniGYVYnhkawHQ7oq5KTZ1bwLz94HHc9eRJ/fs2FePXlm9jlrUPIj62JsotZksIZOsN0NrpGcDhDX11YjovP3z2Jj99xEL+1azN+9N6r0Z9h3/VOQo2tJRHFJUU5xDXTy51hmOah8z701cV/HziF99/yCDYMZnDzHz4fO89e0+pDYhpAJWNrSSFWuTNMR6NrGgf01cCR7CL+4buP4eFjc/jr37gIL7toPZfXO5i+lI4V28WS5dQtoHOGzjCdjU7ggN7OLFsOPnXnBG66+xB+7wXb8JHXPxcZk41hOh0iQl9Kx8xCrm4l9/zYGgd0hulEOENvU4QQuPXR4/hf330Ul5wziL1/8kvYPNzb6sNimshAj4lT8ytI1UmVTk32cmcYprnoGmfobceBE/P4wN5H8PTcMv7pNZfihTvPavUhMS2gP2NiZiGHs/vTdbk/1TvnHjrDdCaGprHKvV04s2zhoz85gK+NH8Efv3gH3vSC8+rWP2VWH/0ZAzMLOWwa6qnL/WncQ2eYjkZjlXvrEULgm/cfxT//4HH88vnr8MN3vwjr6pSVMauXgYyBo7PLdeyhy48c0BmmMzE4oLeG8aksRiemcXZ/Gl/ZdxiW4+ITv70LV5zLqyYZiSy5z9WtSsOiOIbpbDQi2BzQm8v4VBZv/PQoVmxpov/2q7fjz15+IYuVmAL6Mwam53PsFMcwTCIMjeA2MaBzQxiF6y51AtZkTA7mTBH9GQO2K9gpjmGYRGhaczN0DujIr7vUCSXXXTLdjbLzrbdTnMEBnWE6EoO3rTWfpOsume6mPyNfLvU2luGSO8N0JjpvW2sNSdZdMt3NgJ+h1ycAc8mdYTobvckZetuU3Ino2UT0SSL6GhG9vdXHwzBh/Ay9bqI4+ZGtDRimM9E7qYdORJ8johNE9HDo9muI6AkiOkBE7wMAIcRjQog/AvA6ALsbeVwMUw2qh16vkjv5Y2sc0RmmE2n2+tRGv5PcBOCa4A1EpAP4GIBXALgIwPVEdJH3vd8E8DMAP27wcTFMxQx4GXrdtq2x9SvDdDQ6dVBAF0LcBWAmdPNVAA4IISaEEDkAXwHwKu/nbxFCvADADXH3SURvI6IxIho7efJkow6dYYqod4bui+I4QWeYjqTZJfdWiOI2ATgc+PoIgOcR0YsBvAZAGsD34n5ZCHEjgBsBYPfu3c07U0zX01/nDJ3Y+pVhOhpdI+Q8w7Jm0IqAHvXuJYQQdwC4o7mHwjDJ6U3p0DWqmyjOV7lzyZ1hOpKOEsXFcATAlsDXmwEca8FxMExFEBEyhoZv3HcE41PZmu+PvdwZprPphrG1fQDOJ6JtRJQC8AYAt7TgOBimIsansljMOfj8zydxw2dGaw7qqnfOAZ1hOhOjycYyjR5b+zKAnwN4FhEdIaI/EELYAN4J4IcAHgNwsxDikQrv91oiunFubq7+B80wMYxOTIMIcAVg2S5GJ6Zrur+8KI4DOsN0Is3O0BvaQxdCXB9z+/dQQviW4H73Ati7e/fut1Z7HwxTKcrz37Ldunj+azy2xjAdjeyhd7YojmFWJfX2/Ne5h84wHY00lmne43FAZ5gKqKfnP3EPnWE6Gmks07yIviotLbiHznQCXHJnmM7mcHYRjxw7XZepmCSsyoAuhNgrhHjb4OBgqw+FYarmocOzAID7vY8Mw3QO41NZ3HjXBB45drouUzFJWJUBnWFWO+NTWbz5pn0A0LQXO8MwzWN0YtofWavHVEwSOKAzTAsYnZhGzlPLNOvFzjBM89izfS3SpgadUJepmCSwKI5hWkC9R+AYhmkv6j0VkwQSTRx6rze7d+8WY2NjrT4MhqmK8alsU1/sDMOsfohoXAixO+p7qzJDJ6JrAVy7c+fOVh8Kw1RNPUfgGIZhVmUPnVXuDMMwDFPIqgzoDMMwDMMUwgGdYRiGYToADugMwzAM0wFwQGcYhmGYDmBVBnT2cmcYhmGYQlZlQGeVO8MwDMMUsioDOsMwDMMwhXBAZxiGYZgOgAM6wzAMw3QAHNAZhmEYpgNY1ctZiOgkgKka7uIsAKfqdDjdAJ+vyuDzVTl8ziqDz1dldML52iqEWBf1jVUd0GuFiMbittYwxfD5qgw+X5XD56wy+HxVRqefLy65MwzDMEwHwAGdYRiGYTqAbg/oN7b6AFYZfL4qg89X5fA5qww+X5XR0eerq3voDMMwDNMpdHuGzjAMwzAdQUcFdCL6HBGdIKKHA7d9lYge8P5NEtED3u3nEdFS4HufDPzOLiL6BREdIKL/j4ioFc+nGcScs+cS0ah3XsaI6CrvdvLOxwEieoiIrgj8zpuI6Env35ta8VyaQYXn68VENBf4G/vbwO9cQ0RPeOfyfa14Ls0g5nxdRkQ/915je4loIPC9v/DOyRNE9PLA7Xy+QueL38MAItpCRLcT0WNE9AgRvcu7fYSIbvPej24jomHv9s5+DxNCdMw/AC8CcAWAh2O+/yEAf+t9fl6Jn7sXwPMBEIDvA3hFq59bM88ZgFvVcwbw6wDuCHz+fe+87AFwj3f7CIAJ7+Ow9/lwq59bG5yvFwP4TsR96AAOAtgOIAXgQQAXtfq5NfF87QNwtff5mwH8vff5Rd65SAPY5p0jnc9X7Pnq+vcwABsBXOF93g9gv/d39C8A3ufd/j4A/+x93tHvYR2VoQsh7gIwE/U97wr1dQC+XOo+iGgjgAEhxM+F/J/+TwD/V72PtV2IOWcCgMqaBgEc8z5/FYD/FJJRAEPe+Xo5gNuEEDNCiCyA2wBc0/ijbz4Vnq84rgJwQAgxIYTIAfgK5LntOGLO17MA3OV9fhuA13qfvwrAV4QQK0KIQwAOQJ4rPl/R5yuSbnoPE0I8LYS4z/v8DIDHAGyC/Pv4vPdjn0f++Xf0e1hHBfQy/DKA40KIJwO3bSOi+4noTiL6Ze+2TQCOBH7miHdbN/FuAP+biA4D+CCAv/Bu3wTgcODn1LmJu71biDtfAPB8InqQiL5PRBd7t3X7+XoYwG96n18HYIv3Of99RRN3vgB+D/MhovMAXA7gHgDrhRBPAzLoAzjb+7GO/hvrpoB+PQqz86cBnCuEuBzAewF8yetNRfWaum0U4O0A3iOE2ALgPQA+690ed266/ZzFna/7IG0aLwPwUQDf8m7v9vP1ZgDvIKJxyDJpzrud/76iiTtf/B7mQURrAHwdwLuFEKdL/WjEbR3zN9YVAZ2IDACvAfBVdZtX1pv2Ph+H7NFdAHlltjnw65tRvoTaabwJwDe8z/8LsuQJyHMTzA7UuYm7vVuIPF9CiNNCiHnv8+8BMInoLHT5+RJCPC6EeJkQYhfkRfZB71v89xVB3Pni9zAJEZmQwfyLQgj1OjzuldJVC+KEd3tH/411RUAH8FIAjwsh/DIUEa0jIt37fDuA8wFMeOWZM0S0x+u7/y6Ab7fioFvIMQBXe5//CgDVprgFwO96StE9AOa88/VDAC8jomFPTfoy77ZuIfJ8EdEGpS72lO8agGlIkdP5RLSNiFIA3gB5brsCIjrb+6gB+GsASp19C4A3EFGaiLZBvibvBZ+vyPPF72G+NuqzAB4TQnw48K1bIC+04X38duD2zn0Pa7Uqr57/IK9enwZgQV5x/YF3+00A/ij0s68F8AikYvY+ANcGvrcbsm91EMC/wzPg6cR/UecMwC8BGPfOzT0Adnk/SwA+5p2XXwDYHbifN0OKmA4A+P1WP682OV/vDPyNjQJ4QeB+fh1SkXsQwF+1+nk1+Xy9y3vu+wH8U/D1BeCvvHPyBALKbD5fxeeL38MEvNeeAPAQgAe8f78OYC2AH0NeXP8YwIj38x39HsZOcQzDMAzTAXRLyZ1hGIZhOhoO6AzDMAzTAXBAZxiGYZgOgAM6wzAMw3QAHNAZhmEYpgPggM4wDAB/E9XPiOgVgdteR0Q/aOVxMQyTDB5bYxjGh4gugXS7uxxyy9kDAK4RQhws+Yul79MQQth1OkSGYWLggM4wTAFE9C8AFgD0ATgjhPh7bz/0OyDXl94N4J1CCJeIboRc99kD4KtCiL/z7uMIgE9Bbqz6VyHEf7XgqTBMV2G0+gAYhmk7PgDpPJYDsNvL2l8N6XRne0H8DQC+BLlzesbbl3A7EX1NCPGodz8LQogXtuIJMEw3wgGdYZgChBALRPRVAPNCiBUieimAKwGMedb0PcivmryeiP4A8r3kHAAXAVAB/atgGKZpcEBnGCYK1/sHSP/rzwkh/ib4A0R0PqTP+FVCiFki+gKATOBHFppypAzDAGCVO8Mw5fkRgNd5q19BRGuJ6FwAAwDOADjtrah8eQuPkWG6Hs7QGYYpiRDiF0T0AQA/8lZ4WgD+CMAYZHn9YQATAP67dUfJMAyr3BmGYRimA+CSO8MwDMN0ABzQGYZhGKYD4IDOMAzDMB0AB3SGYRiG6QA4oDMMwzBMB8ABnWEYhmE6AA7oDMMwDNMBcEBnGIZhmA7g/wDmJmZUXZz8nwAAAABJRU5ErkJggg==\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": 57, "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[\"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": 58, "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[\"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": 59, "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[\"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": 60, "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", "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": 61, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(\"ggplot\"):\n", " fig, ax = plt.subplots(figsize=(8,6))\n", " ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", " ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", " ax.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"lightgray\")\n", " ax.set_xlabel(\"Year\")\n", " ax.set_ylabel(\"Square Footage\")\n", " ax.set_yscale(\"log\")\n", " ax.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The `with` statement\n", "\n", "Why did I use this \"with\" thing?\n", "\n", "This is a way to set something that is generally a \"global\" parameter only for one plot. For example, I could have done:" ] }, { "cell_type": "code", "execution_count": 62, "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": 63, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 63, "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": 64, "metadata": {}, "outputs": [], "source": [ "plt.style.use(\"default\")" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 65, "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": 66, "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": 67, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['seaborn-dark',\n", " 'seaborn-darkgrid',\n", " 'seaborn-ticks',\n", " 'fivethirtyeight',\n", " 'seaborn-whitegrid',\n", " 'classic',\n", " '_classic_test',\n", " 'fast',\n", " 'seaborn-talk',\n", " 'seaborn-dark-palette',\n", " 'seaborn-bright',\n", " 'seaborn-pastel',\n", " 'grayscale',\n", " 'seaborn-notebook',\n", " 'ggplot',\n", " 'seaborn-colorblind',\n", " 'seaborn-muted',\n", " 'seaborn',\n", " 'Solarize_Light2',\n", " 'seaborn-paper',\n", " 'bmh',\n", " 'tableau-colorblind10',\n", " 'seaborn-white',\n", " 'dark_background',\n", " 'seaborn-poster',\n", " 'seaborn-deep']" ] }, "execution_count": 67, "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": 68, "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": 69, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "0989004f161a41838e9fe21ea58569e5", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='style', options=('seaborn-dark', 'seaborn-darkgrid', 'seaborn-tick…" ] }, "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": 70, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3c5a867e3164437982e2fd4d0c631eda", "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": 71, "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": 72, "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": 72, "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": 73, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accent\n" ] }, { "data": { "image/png": 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" ] }, "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": [ "Greens\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": [ "coolwarm\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
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18ssvq2vXrhlQeeSqq6uHfV5Dva5fv14tWbJkwDk1NTXqwQcfVDabTU2fPl3t2bMnrGvKz/MVQggD/GO+Gi6EELc5Gb5CCGEAGb5CCGEAGb5CCGEAGb5CCGEAGb5CCGEAGb5CCGEAGb5CCGEAGb5CCGEAGb5CCGEAGb5CCGGA/wecdoqKXxGAjQAAAABJRU5ErkJggg==\n", 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ZmZnKbrerjIwM9fLLL6tr164ZcPLIHTlyZNjna6DXDRs2qPz8/JA9DQ0N6pFHHlE2m03NmDFD7d27N6zHlL/nK4QQBvjbfDVcCCHGORm+QghhABm+QghhABm+QghhABm+QghhABm+QghhABm+QghhABm+QghhABm+QghhABm+QghhABm+QghhgP8HzsiEvAs63IUAAAAASUVORK5CYII=\n", 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58847xefzyW233SabN29OaU/9fb5KKeWA/8x3w5VS6hqnzVcppRygzVcppRygzVcppRygzVcppRygzVcppRygzVcppRygzVcppRygzVcppRygzVcppRygzVcppRzw/8a9ZYpPPV4RAAAAAElFTkSuQmCC\n", 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1apUsWLAg6Z6DBw/K7bffLj6fTyZNmiTbt29PaU39fb5KKeWAf813w5VSaoTT5quUUg7Q5quUUg7Q5quUUg7Q5quUUg7Q5quUUg7Q5quUUg7Q5quUUg7Q5quUUg7Q5quUUg7Q5quUUg74fxmLYL9LmBEcAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "winter\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "winter_r\n" ] }, { "data": { "image/png": "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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)\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": 74, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "eab88dd2ea71441fbabab521d09775a0", "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": 75, "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": 76, "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": 77, "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": 78, "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": 79, "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": 80, "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": 81, "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": 82, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_colormap('Greens')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's widgetizie it!" ] }, { "cell_type": "code", "execution_count": 83, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "b2324a7096d740d1898f0304e699c062", "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\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": 90, "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": 91, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABLAAAADICAYAAAD4HxhwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8li6FKAAAGaUlEQVR4nO3YsW2TURiG0WsTKzgo6SCMQAVsQUVJhwSiYAemoKBhACQKNmEGJqAMSvxHBoeCymKA+xTnTPAWt/jus3q0Xt/9PBwGAAAAABStxhh33y8fj/PVevYWIl6/+TR7AjEPn36ePYGgF19ezZ5AzLtn72dPoObD89kLCPr29nr2BGJePvk4ewIxXy9/zJ5AzLIs42SMMc5X63G+FrD45+T0wewJxGzONrMnELTdbGdPIObidPYCci7uzV5A0NnGu+DYxX3/D45tt+5M/qdaAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJAmYAEAAACQJmABAAAAkCZgAQAAAJB2MsYYv+4OYxxmT6Hi9+317AnE7G/2sycQtNvvZk8g5up29gJyrv7MXkDQzd674NjV4v/Bsd3OncmxZVnGX5TnMSA7pgb5AAAAAElFTkSuQmCC\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": 93, "metadata": {}, "outputs": [], "source": [ "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": 94, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "174d4f2d4f3143a8ae40b96f906176b7", "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": 95, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "f419715b6e2b45bfb1c4ffad152cfe22", "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": 96, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "4adf840b59e74f04ae80916668893f75", "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": 97, "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": 98, "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": 99, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5365, 4201)" ] }, "execution_count": 99, "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": 100, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(michigan.flat)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, there looks to be a super weird data point:" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-9999.0" ] }, "execution_count": 101, "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": 102, "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": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(-275.89, 351.94348)" ] }, "execution_count": 103, "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": 104, "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": 108, "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": 109, "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": 107, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 107, "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": 110, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 110, "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": 111, "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": 115, "metadata": {}, "outputs": [ { "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": 116, "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": 118, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([0. , 1. , 1.69897]), array([0. , 1. , 1.69897]))" ] }, "execution_count": 118, "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": 119, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(3300, 3900)" ] }, "execution_count": 119, "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=\"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": 120, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 120, "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": 121, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c66c2ee9e8b84ff395fa1c2418d51a09", "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", "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 2 }