{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# import our usual things\n", "%matplotlib inline \n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "# for calcuations\n", "import numpy as np\n", "# use pandas today!\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [], "source": [ "buildings = pd.read_csv('/Users/jillnaiman/Downloads/building_inventory.csv')\n", "#buildings = pd.read_csv('https://uiuc-ischool-dataviz.github.io/spring2019online/week02/building_inventory.csv')" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 147, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Year Acquired\"].min()" ] }, { "cell_type": "code", "execution_count": 148, "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": 148, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RangeIndex(start=0, stop=8862, step=1)" ] }, "execution_count": 149, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.index" ] }, { "cell_type": "code", "execution_count": 150, "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": 150, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.iloc[0:3] # subset by index" ] }, { "cell_type": "code", "execution_count": 151, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 Department of Natural Resources\n", "1 Department of Natural Resources\n", "2 Department of Natural Resources\n", "Name: Agency Name, dtype: object" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.iloc[0:3][\"Agency Name\"] # subset by index, only want agency names" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "35" ] }, "execution_count": 152, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Agency Name\"].nunique()" ] }, { "cell_type": "code", "execution_count": 153, "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": 153, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.describe()" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [], "source": [ "# we can look at some of these \"weird\" datapoints\n", "# maybe ones that have Square Footage = 0 \n", "weird_dataframe = buildings.loc[buildings[\"Square Footage\"] == 0]" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(weird_dataframe)" ] }, { "cell_type": "code", "execution_count": 156, "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": 156, "metadata": {}, "output_type": "execute_result" } ], "source": [ "weird_dataframe" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "buildings[\"Square Footage\"].plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 158, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "buildings.plot(x=\"Address\", y=\"Square Footage\", figsize=(20,4), rot=90)\n", "#plt.show()" ] }, { "cell_type": "code", "execution_count": 159, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1750, 2010)" ] }, "execution_count": 159, "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=(20,4), rot=90, \n", " kind=\"scatter\")\n", "ax.set_xlim(1750, 2010)" ] }, { "cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 160, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.groupby(\"Bldg Status\")" ] }, { "cell_type": "code", "execution_count": 161, "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", "------------------\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", "------------------\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", "------------------\n" ] } ], "source": [ "# we can use the groupby function to print out individual groups\n", "for grouped in buildings.groupby(\"Bldg Status\"):\n", " print(grouped)\n", " print('------------------')" ] }, { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['In Use', 'Abandon', 'In Progress'], dtype=object)" ] }, "execution_count": 162, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Bldg Status\"].unique()" ] }, { "cell_type": "code", "execution_count": 163, "metadata": {}, "outputs": [], "source": [ "# re-read my data, and specify what \"weird\" data points mean\n", "# So what \"non-entries\" or \"wrong\" entries are\n", "buildings = pd.read_csv(\"/Users/jillnaiman/Downloads/building_inventory.csv\",\n", " na_values={'Square Footage': 0, \n", " 'Year Acquired': 0,\n", " 'Year Constructed': 0})" ] }, { "cell_type": "code", "execution_count": 164, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1753.0" ] }, "execution_count": 164, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[\"Year Acquired\"].min()" ] }, { "cell_type": "code", "execution_count": 165, "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": 165, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# a few more fun Pandas tricks:\n", "buildings_sorted = buildings.sort_values(\"Year Constructed\")\n", "buildings_sorted" ] }, { "cell_type": "code", "execution_count": 166, "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": 166, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# for the first building constructed\n", "buildings_sorted.iloc[0] # locating by index" ] }, { "cell_type": "code", "execution_count": 167, "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": 167, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped_data = buildings.groupby(\"Year Acquired\")[\"Square Footage\"].sum()\n", "grouped_data" ] }, { "cell_type": "code", "execution_count": 168, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.series.Series" ] }, "execution_count": 168, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(grouped_data)" ] }, { "cell_type": "code", "execution_count": 169, "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": 169, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped_data.index" ] }, { "cell_type": "code", "execution_count": 170, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1200.0" ] }, "execution_count": 170, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped_data[1753]" ] }, { "cell_type": "code", "execution_count": 171, "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": 171, "metadata": {}, "output_type": "execute_result" } ], "source": [ "grouped_data.values" ] }, { "cell_type": "code", "execution_count": 172, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# quick matplotlib plot\n", "plt.bar(grouped_data.index, grouped_data.values)\n", "plt.xlabel('Year Acquired')\n", "plt.ylabel('Total Square Footage')\n", "plt.show()\n", "# So, we just plotted the SUM (total) square footaged as a function of year acquired" ] }, { "cell_type": "code", "execution_count": 173, "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": 173, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# mutate our data into statstics\n", "stats = buildings.groupby(\"Year Acquired\")[\"Square Footage\"].describe()\n", "stats" ] }, { "cell_type": "code", "execution_count": 174, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 174, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(stats)" ] }, { "cell_type": "code", "execution_count": 175, "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": 175, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.loc[2015] # grabbing info for year 2015, since we are indexing by year" ] }, { "cell_type": "code", "execution_count": 176, "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": 176, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.iloc[0] # grabbing data by row" ] }, { "cell_type": "code", "execution_count": 177, "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=(6,4))\n", "\n", "ax.plot(stats['max'], marker='.', linewidth=1.0)\n", "ax.set_xlabel('Year') # year acquired, shorthanded to \"year\"\n", "ax.set_ylabel('Square Footage')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 178, "metadata": {}, "outputs": [ { "data": { "image/png": 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2XXffLV0WP3b3EJ97/A1Gx3OkTI1S1WW2WKU3pXSMUqbGP/jsU1Qcj9mijRBw5/5+elIGBwbTCOHPT9A1Ko7nh49UP8I7r9/Ks2dmuf/Ovbw+WeDGXb184cS5uvUEstsAJy8tYGgajlt77VXHY7BLeQrdCXNR+KjVASVfcciXnXC4T1BdNbtBjUIcPorZtIyMTeN4ck06jT0p2z4FrzfX7+wBYHc2veT9ar0IkmI1yCnUh49sV4WEmhmFxvf/zExRNZS1EVa5Y5/aNDUBQkBvyuSTj7xOrmjzwEMjlGyXYtVltmSHInemroUbsStV2CttGXQnTLb1pOhNmTz4lgP81wduB6DLDx/NlWxcT4WMsmmL3pSB5Ut0ByhxwFqp6I07ezF05V2UHeWxBJ4CsEjmIvA0mlVpFSoOC/4XwMRcCV1TjXFLsV5dz7FRiNm0HD8wgGBt6r03S04Bak1Wy4UnouGWWk5BnbKD0IjtelQdr2no7PiBgdrp3NDCzbud+v2dfapq6Htv2M72niTzZaf2nI7HXNGmaLvkClWy/nW3dCfCjTuYrJZJ6FQdl9999DWKVZfvfdM27j00CMCXnjnHdybmkBJOzxTIFavMlWz6UhYJQ6Ma8fyGh7Jcv6MbUxcc3dbNDbt6w5BT2fao+JIfgSTI6Zki1UhJarMBQQGNnsL52TLbe5JLfj5LGZnVJjYKMZuW4aEs/RmLD981tOr13lKuT/XRSk6LgVGYX9Yo1DyFUtUlHeQUIiWptiupOM3DR8NDWfYPpLn30CAPP3g8lLtux6M66zeO3ba3j5KtwlW6JkIDs7c/Tdn3FHpTKmSzJ5vm1j193Lizh1//wRsByBVsHn11khcmFqg4Hvc/9CRf9MNCn33sFA989knSCZ2xyQLFqsvF+TK9KRPL0OqM11Onpnn5woKS94Aw0ez6VWdVx+P8bJn/84KqfPpXX3qB+Yg6a3TeQuMBpVB1yFccChX1Hgbd1rOlWid2IyNj05TbLAW+0sRGIWbT88O371r1em/Po05aYS1Y6Wkx2Oza9hSCklQrCB/VSlKrrqeMQovXrmka1/nNYeVQZXV54xkYhal8lfmSTb7q8P037+DNh5WB2TeYUeGjYs1TyGYsxqYKvOemHRw/oBrcLsyX6pqeg7GcQbez7XhoQuBJyWCXxRvTBXrTyigExmt0PMePffYpbFeFwiZmS5i6CMtPy7ZLxVEGJTp1LTj5gzKQP/uOQ+iaWHRAKVZUKGy+ZJNNm5ybLbMrm1ry81lLL7iR2CjEbGrajWFfLp5UE8nWUi55pafFoPpmuZLHwKNwPMnLF+YZnypwaaHsl1/WQjmtcgqgQmrB5lbyVVbbqdI6myuypTvBG1MFuhIGuhAUKi7vvVUZ+JSlU7QdZou1nEI2bTJTqDI0kKYvrbyH63b0hLIRUBvLaRkaur+hbulOsKVbVf+8MVWkL2WqnIL/GgMV3ID5soOlawihGtjyFYeq49GbNjF0oa7rexJRBrsSuJ7kBj+nE5CvqElvFxfK7OhNMZWvsDubZrZot/QEh4eydCcN3nPj9jXveo6rj2I2NdGKkdUkeA6lJLo2Z6nGmH27p8VOcwqX5st89bkJHE/yysUFvuvI1khJqqo+qrQ0Cl74PEF1Vruewi27+3h9Mk9f2sL1JN+ZmOOn7t0HQNrUuTBX5qW5BaYLFUbHc6Eh2DeQoTelDMWNO3v4w4/ezRdOnEUAP3z7boaHshzd3h1WAn3ykZMkDY20ZfDyhYVa+MipjdoMvALhexjBZ2zogrKt8ioZy+Cfvesojic5uq2bf/lnf1/3moJhP/Nlm6Sp+5+FykVs7U5yYa7CLbt7+c75eXb2JilUHD706SdwvcXVc54nyVccjh8cXPOu501pFIQQ9wH3HTp0aL2XErOOSCl9+eTVtwrSf46y7dKTNFf9+UCdFnf0JDm2r5+fuGdf25uD3WH46NJCJQyLOK5kYq6kpKI1JXBXdZsnmgEqDZ6CJmirLPWl83Nk08pTuHFXLxJ4/uwc2/3GrrRlcHamyN+9NoXnSb79xgz/8O59AAwNpNE1QdrS+duXLvGhO/fym++7qe76w0PZ8P1yPY9C1SXjN6v1pS0Shh4aheGhLPffuZeXL8yjCcGTp2ZCmWyVJ1CeU9X1uG5HD287soVcobrIawxyDPMlh63d6rZCxQ0b7E5O5tnRp15fT8oMS2dhsVrqXMnGk1D0Q1Rr1Y8Dm9QoxDIXMUCo+b8WRiF4jrUuS3Wl5K1HOtPIsdv0FIKS1N6UGZ6UDV3QmzKpuh5pS1c5Bdtt2aNRdmpGoWy79KbMZT2F0fEc35lYQIgFPAlCCPr8k39gFJKWzrm5SAzf8fjO+XnSls6rF/OAMkJfOHGWrz4/0TLEMjqe47GT07ie5NRUIXy9pi5wpcTzJJomyGYs7jk4yKWFMk+emsGKeApAWJIahKoMXSxqXlsoqw08+r7nqw6ZhEFX0kBKQq2m7qRBxtJDo9DoCQZjRQtVd83nL8Q5hZhNSxAT9tZgnw7CR2tdgVSsuJQ6fE7H9dDE8kYhOClnEgbvvW0n9xwc5OPfc4S0pWrwMwlDNa+1qD5yfSG9mlHw6EtbyxrOkbFpJLX3tOK4DGQselMmaf80nzbVHGQhVLJV1wRPjE1TrLo88NAIXzxxFmDZfMvI2HSYcwr+7fO7nM1IXqFUdcgkdLJ+iCoMH2mCbv99sF0ZGgvVM1F/GAmqvaJVSYWKum6XX5m1wzd6Z3Mlcv79BfCJH6if05ErVsPHL1XuuhrERiFm02I7/h/7GngKbhg+WjtPQfqzA4IxmUsRTVjantLoWa4ktTa8xmMgk+AtRwZ5085eVX3k+J5CaBQWv+6y7SIixqdku/SkzGXDR3ftV5VDQX5430DGH2wjwoRr2tIxdcG27gQ/de9+3n9sT53XIIGEWUsmt8q3HD8wEN5P19Q0tSDen4iEbwpVl5Rl1IyCr8Sqa4JMwsD1S5LNqFHwvDCsCMpTSFt63fuerzh0JVT4CAiVVl+7tEAgxiSpGYGAYKxoseqEOY9gXatdibQpw0cxMQAVV22Wa5pTWEOpi0AobjlPoVFp9Be++wiDXYnlw0cRfaOKo6aNRfsUuhJGKErXzFMIwkULZQfbL2vtayN8dOOuXgxN8Avfc4TPfvMU3UmDL544h+NJHnhohIcfPE7S0inZHgtlh5/77sO8djHPF06cxXY8TEPjR27fzY/cvnvZOPvwUJaHHzzOyNg049MF/vfz5xkdzzE8lK1LNpeqLmlTJ+UbDDOSUzB1NVehUHFCo6BrAk3UQm6gPITd2VSdUVCegkHGF/nr8cNkd+8f5PNPnsZ2PFxZM5QBM4UqSVOjUHEZHsrywWN7eezkJL/1gVvjnEJMTCuCP+g1ySn4h9+1DB8FdfDLGYVGZdSXzs8z0GVxeqa45OOqfozc8XsREmbNKFRdj5SlM7lQIWPpFKouUkqEqJVhBnpJAnXStV2vLU+h6nokTZ2Pvf0Qf/r0GZ4ez9V5ASNj07zz+q3MFCo4ngxnNASbe9QItLNBBvf5nb95jarrhYbH8nWeQJ3IMwm95glotZxC0tSxDI18xcUyIuWv/qQ5Q9kRFsoOu7PpOmMcGIWupEFXwuD0tPpMUgk9fD2f+eYYu7KpujXnilV2Z9Ph70AmobMr21yU8EoTh49iNi1BTHdtcgprHz4q+mGj0jLho8bwwoEtXfSmTMq2y3/++mstm94cV5I0dSUP7bhYusbYZIGJXJHx6QIZyyBfcUhZOlYk1BJQtj1Spk5vyuTSfIWEoZE0tGUNZ5AwHR3PcXqmyNhkAUl9o1baNJiYLTPYlQgN0fBQlo+9/dCKNkal01Rf6RP1FIp++OjSQgVNwDNnZgGVU0j4QoFRTwGoy0mAyinszqaYL9ea2vIVV4WPEobyjv7kWQAe/P1vA/Cxtx9i/2CGs7lSXQhwOl9lTzYVjh6dKVTrxo6uJrFRiNm0rKmnIFGS1GvpKSwRugkIShXvOTjA7myKhx88zp7+FPmygyfht//61Zbd0LZfYWS7kqrjMTFX5pf/7O+ZzFf54olzlB2PvN/IlTC1RQnksu2S8I3CxflynXbSUlT9UFU0YapBKJcRNK+5ngynqF0uxw8M1DW0HT8wgOdJ/uCJcUbHcxSrLmdmivzaV17Ek4TvmaEpQ5cwdEq2i2XUG4VoWaryFFJ1Qndhojlp+CJ+9YYJIGMZ/Ie/eoX7P13rXj95aYE9/enwYJAr2mty+IE4fBSziQn+wNbiACWlJGXpaxw+8j2FFs85Op7jgc+MUHU9hBBs70kwPJTl9Ut5ZvySxmjFSuMJ23YlKVP3lVA9Tk3mayqknmShZFOoumztSWL7aqG91Ho0Ko5L0tToTppcmC+TNHWShr5s9VHgKQQbdZAn+PnvPhKuMWWpmMyWritjFBrDTwBnZ0v8wRNv8EffPs22niSvXVxYtGnrWi18BDR4CqLu/SraLjt6Uzxzeja8T94PH83kq0gp/WluXmiYAqPuRH6JbcfjdK7EWw5v4bGTU4AKJ8k1OPxA7CnEbGIqa+opSNKWvmr6R83kDoIkbxA+arzPyNg0ZT8Z7XkyrG23PY8dvclltXNs1yNlGTi+EuoNu3rDkktNE+ztV9LbCUMjaS72ksq2R9JQJ/o/f/48AnxPYZnwkZ8QDzbqj7/r6KLa+yDhu6XbavctXJZo+GlkbNrvcfFVWUs2d+zvX+RNqGolra4UNcDUtbB7PF9RlUfZtFWXUxibzPPEyWkeeuwUlxaqICUfunNv+HpHxqYXhYVMQ6NqO7w4McdsQV0rV6ziro1NiD2FmM3LWoePUpbeUu7hcmisHgo2jELFJWFolOzmDUzBRq8JECg5Bsf1cFzJ9t4Uh7d1cWyonx8Z3t00Du94HilTY76kcgo37Ojhfz54F+//vSd4x9Gt7N+SAZRRcD19UT4lEIp77uyckohAlVJuWSbkE4SPoL7zOIquCRKGFs4vuNKo+Qnq+6D89I59/YuS2Y2eghUxClH9pPmSTU/SpDdlhn0Ko+M5vvTsRN2m73qSnZEpdscPDKhGOFfNcNYQfOIHbuBX/uzv+cpzE3hSXSdXqIYd2atN7CnEbFrWMnwUegqrYBRaNScVqw4DGYuy7YaTyqL3CYTXvv+mHdzlq4bmirbfeauxtTvJu2/c3jIxa7sqJOZ4ylNImBrH9vXTlTAwdBE2kiUMnaS5+LWXbY98xQmbwiRwfq68bE6h4hu25Uhb+rIGZqUMD2V58+FB3n2DEpxzXPX5NiazDV0jaUTDR9Hqo1pOYaHs0J00OD1T4MxMMQwLRQ1CMw2r4aEsv/nem9jSneBHb9+DKyW5YqWuue+J16eYK9l1IabVJDYKMavKak6PCjyFtYi1Sglp01iV6qNg6lfjplGougx0JSjZrq/XX9/AdM4f6/iWI1vCDXy6UMF2JaYulNJo1Wn6nOCHj0wDx+9TSPi1lV1Jg5lClbQf17daho9ctvcmw5CKJuDQlsyy3lS1TaOgC8HTb+RWbcDMvoEMd+zv5/a9fRSrTvgeRjG0WvhI+A1wAbbr8vmR04yO53h6fIbpQoVf+OPnmCs5PPDQCNm0heZ3ZFu64MN37W0qUfG267bg+f0OnoRb92T916/+/+i2njBEuBa05Y8IIVLAXinlK6u8npiriNHxXEsVyCtBNMm32nh+orlTyYl2UKqeXRiaxq/+YE3uoFhxGOiyODNTZHgoy89810G+/OxE2MD06CuXACVKF8Txp/NVHNfD0AUZSw+rV5rh+J5CMF0t2Ki7Ega5Ys0oJAy1ITbmU8qOy66+FJ/7yTt44KEnuX1vlkPbunnuzOyi54pSdb26MEwzRsdzTBeq/PnzE/zVdy6sit5PT1I13lUcD0PX6jb8AEPX1JhSU8P05bSD9Z2aLvLG9Dh/9O3TeJK6k3zZVnMdjmzr5vodPfzY8aGW6x/IJJgv26GR39mXImFo/Nw7D/N7j54km1HJfXejJJp9RdJngb/0f75VCPGV1V5YzObnm69NhoNLVkOzpbqG4SPXk2QSlx8+auU5zZcdDm7tqts4ClWXgUwi9E52ZdPs6K3Fo8/4zWkl26Viq/nB02Sg+FIAACAASURBVIUqticxNI2UZSxpFGzXIx32KXgkAqOQNMgV7Vr4yFQlmc3CRwlD555Dg+zJplmoOFyYK7VXkrqMpxD8rqym3k930mChbFOsumR8A9hI0Kdg6RqJiCGrS1S7smlo5/GTU7x6cYFbdvcuadB0TTDYleCFc3MAXJgr05c2+djbD9GTsjg3W6InaWwoT+HXgDuBRwGklM8KIfat2opirhoCvZfVmh61ltVHUio558sJHzVLFoOKGZ+fLYWn/SAefWoyz86+VOidOK4MG7AAzuRKWIamZgg7Lrv6kkznK9iuR1dCySos1fgW5hT8PoVgo+5OmuQKcyQMNUgmYehoYrEoXtl2SZo6o+M5zs2WcKVkbDK/7Ik+mmhuRaBZFJSrrobeT3fSZGyyQKHSPHQE+IlmDcvQwoR0sL7AsTA0geuHd0xdcP2OHp47OxceVl67lF92Ldt6kjx7ZpbelMmF+VIooNeVMDibKzHYnQgrnVabdoyCI6Wci7a3rwZCiO8CfgN4EfgjKeWjq/qEMavOxfkKAO9603Z++q0Hrrj7Hyaa1yh8lLb0sOxzJTQmlL9w4ix//NQZPKnmAl+ar4SGo2J7aJrggbv2hhu749VmJwM8f1ZtIqemCpRtjwNbMrXwkT9vYOnwkZKysD1lVIKcQnfCwPEkpqFCJglDhVYa+w8qtupTGBmbDg2z60kuLVSWfB+qrrusp9BK1uJK0pMyWKjYSq6jhaeQL9s8/UYO1/PqkszDQ1nu3N/P1u4kP3HPPr70zDlevjDPL73negB+9He/hRDqMHH73uXXvq1HJdT3D2a4MFeh25/ZkU7oPHs6R7WFUu1q0I5ReEEI8WFAF0IcBn4O+FY7FxdC/DfgB4BLUsobI7e/G/gdQAceklL+v6jihTyQBM529CpiNiSPn5xieCjLzXuWdp9XSq0k9YpfehFBTqEyu/I/TFV+qKQVTENDyPo48eRCpU7HyPUkUwsVyo7SHbIjnsLoeI4nx2aQwFeem2BLl4WudfGN1ybZnU2xvTdFytIXieJFh7XYrgoZSV90L5pTAFVpY+qqNNSQcpEYYNnx6M9Y3LGvPzzV65rWMhQT0G6iuVW56pWi288ptAofjY7nePLUDFKqvo3+TP1wpZ29Ke45pCaj/d2rk9x7qDYl7eDWLu7a38/fvnSR29t4Ddt7kvSlTbJpkwtzpdDLdl3J37x8KZxDHYj5rSbtVB/9E+AGoAL8ITAP/Hyb1/8c8O7oDUIIHfgk8B7gTcD9Qog3Ad+UUr4H+BfAr7d5/ZgNykyhyunpIu+4bmsoA3ylqZWkrk2fwuVWHw0PZfn1H7yBbNrk4QeP8/brttb9f8rS/Yap2p/lTbt7wwldQQ8C1GYSgPKU5ksOf/nCBZ4/O8fXXrzI+bkSGcugWKlt5EEH9L//mpJSOJMrYepKBVTlB2o5BVB1+JahvpJNcgqlqkuyoQntE/e9KfQ4os8bzaO0axRWm56kwXzJpujrOzUS5A0k6j1uDN8kIyXKxYpT10ewtTvB9920Q/W3mEsbSVBJakMTVB2PC/Pl0CjMFCtEf71Xe5YCtGEUpJRFKeWvSCnvkFIe878vt3NxKeU3gJmGm+8ETkopx6SUVeCPgB+SUgZ/bTmgZXGyEOKjQoinhRBPT05OtrOMmHXgW69Pcef+fnb0qjj3arC2JalXpk/hyLYuMr7qp2VoHN3ejS5ga7dF1fEYHsryf783dKq5eXcfKVPlBhyvltAMYuyqa1ngeF5YheV5kjMzRb8ktbbekbFpqm5NTfXMTBFTFxiaqi4KSl4DT8HQg/BR0KewuHktmE0Q1PffvLu3LtEcVKAFmj6j4zmqkWE160nUU2iWU4jOYtA0QXei3lNIRXo3Cv6EtYC0pVOoOKGS7FKMjuf4k6fPMJWvMjI2w+uX8nQlDEbHc0zk6rfa1Z6lAG2Ej4QQXyUcBxEyBzwNfKpdAxFhF3Am8vNZ4C4hxA8D3wv0Af+l1YOllJ8GPg1w7NixNWr8jumUx09Oc8+hQQa6EkytkqcQGIW1KUlVJ/nLnafgeoQnzlcuLHBwS4bXLi5waaHK5EKV0fEcu7Pp8P5pS2n8l2yXqu8tANy8uxdNwA/cvJOL82WePTOLqUPVlWhCcGhrl0o027U+hcbw1daeBKauYeiCBLVyy+CUqsJHKqdwfq7E65OFuhBJ2fFCoxDw+qUC5+dKYZhjZGw6zIMEVUSaEKFXsp70JA3myw5F2w3Lb6NE8xpjk3leubhQ9/+BsQZ/FnOido20ZVCyXcpL5CsCok1unpS+p2DWeYMC9XlsFOnsMVSs/zP+1zxwETji/9wpzTLWUkr5RSnlP5JSfjBOMm9+Hj85xZsPDTKQsZhaLU8hkM5e047m9sNHzcpPXa+WF/jW61O8djEfhgckaoPIVxwODCqJia88N6F6BGy3LtFcqDh0J03ed9suvytZ8hvvvZEt3QnuPjjA4a3dixLNw0NZ/vX3q0Tob3/gVrJpK/QGoif3wFOw/NDSZL7Cnzx9lqdOzdQprpb9RHP09f7SF59nKl8N7xfIekcb8zZM+MiXpCj6ukXNCDygoYFMXVgPqOtbaaxgCiawebK+C7oZUQVXXRMUfLntqKdiGRqGtjbvWTuJ5tuklG+N/PxVIcQ3pJRvFUK8uILnPAvsify8G5jo5AJ+78R9hw4dWsHTx6w2Z2aKFKsuR7Z1cWmhclkVO0ux1tpHnYSPRsdzfOD3nkBS37gnpSr/HB3P8eirk+DHrDWhnuP4gQHGpwvs7EsxNlXg97/1BlLCidO5upLUhbIa85gwNfK+fn8gUdGTUjIVKXNxn8LQgDI2W3sSSg5DExiaQNdqm2JQ+WLqGpahq3JTT4Zhp0BxNZDODlBeQb3K6Mfefoi3Hh5kOl8NG/O+/vJFksbycfbVRiXZJS9OzHPyUn7JJK5laItCXklTDw88BX9IT0DaMpguVNUQomUqN6MeycX5Mn/wxDjdyfrBQrfs6eOjf/D0Zb7i9mjH9GwRQuwNfvC/H/R/XMlf+7eBw0KI/UIIC/gQ0FEznJTyq1LKj/b29q7g6WNWm8dPTnHvoQGEEGTTFrlCdVXKRgMBubUax5nqoE9hZGwaVy5u3HOlygtEk5gacOf+froSSntnoeyQr9ihoZDAM6dnVfWR7ykEWjspU2e2ZJM0tLAvoepITF0jk1jcpxAYtYvzFRxX+onmBk8hCB8ZGpYuOLy1Kxw5GZV8PjVZCCeJQe3EC6Drtd6C7qTJnoF0uOFuFE9BCEHK1Pn8U6d55vRsy7kTUEu6R4nmFFQFU72nMJWvLAqvtSLwSI5u7wZqIbxQi2lvdkMN2flF4DEhxCNCiEeBbwL/XAiRAX5/qQcKIf4QeAI4KoQ4K4T4iJTSAX4W+BrwEvAnUsqVeBwxG5THTk5x7yF1brAMjUzCYHaZecEroep4JA1tTcNH7aqk3r63D1jcuOf6VSzBz7oAy9T4J+84TDCvJV9x2D/YFYYUlKZQlx8+8sL7dCUMkqbObLFKwp8vXKw6OH5NfdrSw0E9AUES+MJcmaovh2HogoS5OHwU5BSObOvmZ99xmKPbulXDnZR84FNPcHa2xL/58+/w+SdPA7UT7/U7uvnpt+wPjYDteqE3AxvHKIBKIDd6Qc2w/J6NKClLC41uvtLgKSR0pvNVUlZnrzN47wNvLUDXxJocfqCN8JGU8i/8/oTrUPmAlyPJ5f+4zGPvb3VN4C86XGtIHD7auHie5FuvT/Mvv+/68LaBLovpfIX+zJXTxofarN+1+GNxvWCeQntG4eCWLgC+94btPPiWWuOeJyW2p6qMLF3jZ95+kLcc3sItu3up+P0I82Wbw9u6+LHjKnTwyMuX2N2f5tVL+bD6KF+xa55C0WZLd8IfAqTKVgOZi0ZPITAKFxfKOH4VkKGJug2vO1KSWrZdHn1lkut3dLPbnxH8b//y5fDU6nqST3z5BY5u7w77Ct532y4mZmv1J1XHY6FcOxQE8xQ2Av1pi9mivWzX/fm5Uqh+Gg4CMms5hWLFra8+MvUwfNQJgbfRlajfmnVNbDiV1MPAUeBm4ANCiB9fvSUtTxw+2ri8fGGB3pTJrr7aIPLBVapACozCWhygpFQS0o4nwwqgpQiaxm5q0L1xPXUt15N4UvIz36Vkmg1d80tLpQoN+WWrH3v7IRKGxpefPcfFuVK4MSyUHbqSZjhjOenr8zieR8l2lfS1ubijuWyrGQ2X5is4nlcrO41sXsGG9MLEPN85P89Xn5vgt//6NS4tqI1+d8OQeU/KuhP2jTt7eXJsOkyyV10lsR1QaUPmYq3IJHT6Ugb339lcwRRUfugz3xjjtUv5uhBT0tQp+eHEQoPKajphMJ2vkOpwBkIm9BTqH6f53dFrUX7dTknqrwLfhWo0+wtU09ljwB+s6spiNiVBPiHKYNfqVCBVHY+kqXUca4129bZb4udJia6pGHTZ8ehaZlMLBq1cmq9/3cFabddTUhKRypSEP/Q+X3bC8IFa6wyeVKWmgVcUJJqDk6hSMlXrWyjbWLpGuklOoeJ47O1Pc3G+jOGXoxq6qBN7C3IKv/foyTDv4XheWDCQsnRu2tXLS+fn8aQMR2sGOK7kpQsLvHLxFSxD48BgZkOGj0bHc7w4MY+U8IUTZ/nh23c3vV90XGY00Z4ydcpV5d01dkVnLCU/3uk8iK4WRkEIge6Huoxlqpkul3bM2I8CtwDPSCl/UgixDXhoVVe1DHH4aOPy2Mkp7r9zT91tA5nEqjSwKZmGzsJHzUTp2jEMnlSntWDYTKN730jgKUw26AAFJ71i1cXURV1lSsLUqfihluD6QcIaapIYnifJVxx6kkaYCwjq/lOWwULZwfCTx8Gw+CA8VHFcelMmL1+YZ1dfyg8faXU5hVcvLCBQvSZBZZTh9ysAjE8XeeuRQX7tB29oalz/fmIufM9sxyNXtBcZhY3QpxB4N41VVY00zpIODGBQklpxlNaUETGsaUsnV7Q7Dx/5eYnGnAKo+RKOJ1ntwq12PpmS323sCCF6gEvAgdVd1tLE4aONSVBq2RiXHeiyVqUstep4pEy9o0RzqylnyxGc1JPG4mEzzZgr2ezoTXJxvr630w2NgrMocZkwNN8oOOFJMVrnH6hy2l7NcASzDoLwT8rSmC/ZGJoyOI0hpFNTBZ45M8tMweaFiXnGJvOYuqgL5zx5akaJuaE2iHsPDfJvf+RmNN+AnZ4pMtSfWTSlLCCaRDf9AT35am1C20bJKUT7A5bKJ7SaJR3kFAqV+m5mIOx7WK5xrZGxyQIAJ5soq2ra2pRft/PJPC2E6EM1qo0CJ4CnVnVVMZuSZ07nOLAlQ1+6PqG8ajkFf4RkJ+WuUW2hTiSZpQQRegrL5xTmSw6HtnYtUgwNwkelqrvIKCRNVd2Ur9TCR8NDWe67eSdvPjwYqm06riRfduhKGgghSBp6ePJOmwaFyLVTDfLZ49OF2vhMqXJAjZ5CdLO0TI2f/+4j3L43G77u09NF9g7Uuq4bGR7Kkk2bfPStB3n4weOYuhLdCyqhqo636LWvB602+1b3bTSASb+juVBZ3BEd5BfaLUkF5cX+7OdPAPCR3//2ovJYQ+s8VLoS2qk++hn/298TQvwl0COlfH51lxWzGXk8UooaZaU5heVi/7br0WdYHZ2ehoey/Op9b+JffemFjqZ5BZ5Cosms4mbMlWwObe3i22/MIKUMw0ReXfhosadQtus9BYC9A2mGBtI84080c1zJgl+SCmrjDzafpL85BbmKdMNIzsGuRF0ly627+zg9U6zzFJrJVl+aL1NxXEbHc7x0fn6R+mojXUmDD925h6GBTNhkGBi7duYprBWXo8Sa8psZC1VnUTgx7YeBWnVKNyPQpoLm4SxNgLdyPca2aWfy2t8G30sp35BSPh+9LSYm4PHXp7n34GKjMNDVeU4hiP1HhdQaqfiJ5k4PTzv6UngSbtvT1/ZjwvCRqYXDcJZi3g8fCQS//TevhusPCpdKtrtI/kCFj1zmy3adUUgYGlW3pnukwkc1byJpaBFPITAKtT/tz33rjfD5e1MmD755P+++YRsAL56fp1h1FymbNp6ME6ZOoeLywGdGKFRd/ukfPbPk7OSkoYflr0GYL8grbJTw0eUShI/UfOdGT0EP79Muy4WzlDFffavQ8pMRQiSFEP3AoBAiK4To97/2ATtXfWVLIIS4Twjx6bm5ufVcRkyEhbLNy+fnObZv8alrINN5TmFkbJqyvXTs3w5LUjuzCguRzaldwkSzUQsftRqtCcpTmC1WKdsu/+XrJ0PD5i0RPkr4126MUVu+iF3Qzex60q9Q8kMUlh5u6kEM29AFo+M5xmeK/M+R8fD5K7bH4W3d/NCtuwD4gyfe4JnTuWVP/oExbDzJtiJhauFQnqor6c9YzJdr4aOrwSgkfaOQb+hRgFr4qBOjsFw4S9fEmsxpXip89I9QcxN2ovIIAfOoeQjrhpTyq8BXjx079tPruY6YGk+OzXDLnr6mMdTB7kTHMxWCU9JSTUWqT6HzOGvQSBX0ObRDEAJKmirRPDqe48OfGQmlNhr/iOdKdjgsR0YM24DfwBdUH0VJmBq5YpWEodcZDMtQRsH2T4m2X/cfhCyShh4K04VGQdPqpDSC5y87LglTY2xKJTSDt2658J6lK48sWMty+ZiEoYceVdVx2dmXDHsVNkr10eWi+01/uUK1TuICap5CssNE81LhLF0T6xs+klL+jpRyP/DPpJT7I1+3SClbSlvHXJs8/nrzfAKo8Y6djhMMQjsP3DXUMvavNpfOqo8g4iksM2A+iuvJSEmqxxOvT1FZooppvmxz294+dFGvEBqc9ApNq490TpzOoQnqvI9gIw48BceVfny+llMIPQXfyFm+9pAm6g1rxfZIGmqYT9KsyWgMLZE4hppO0C9+zxF2Z1PL5mOCSipQxrc/Y4XhI9W8tv6CeFeClN+5nE7Uv55AT6rTktSl0MU6h48ifEoI8XNCiP/lf/2sEGJxEW3MNU0gld0MIQQDHSabg83z7ddtabn52K70S1JX6Cl0YBQ8GQxxV8nFfb60dav471zJ4di+fn54eBd3HxwIN9Fo+KgxhFKsOnzu8TcoVN26PIqlq5xCoHvkBCWpQfjIrFUPpSPho+GhLO+8fhvvvH5b+PwVv2IrGqp425Et7O3PLPseJE2N3pTJdb6kxVIkIqW7VcejP23xwrlZPvnISQpV56oIH4EyCi+cm2NssrAojJjyZ2FcKbT19hQi/Fdg2P83+P53V3NRyxHnFDYWl+bLXJgrc+Ou1n0jg12dhZCCkNBSpazVMNG8wpxCR0YhEj5y3FDb/iNvOdD01DxfsulNmRwbyrKzLxX+f1iSai/OKcyV7EWdsxDxFDyJEPD82TlyRZuTF1Ute8rUQynqYBMKul4Pbunitr19tcE4di2pHCSTDU1w4nRuycQxKC9pulBdFD9vRsJPNAdicxXH5dPfPMW//9orzBZtXrowv+w1NgNCwFeeneC5M4tVVjOW3nGfwlIYa5RTaMco3CGl/Akp5df9r58E7ljthS1F3Ly2sfjW69PcfVA1WbVCNbC17ykEp+KZJRLU1UhH81JJ30YCo2B3kGiWfqI5SAa/ckFN4br/zr2LDMLoeI7JhQqnJtVchInZUvh/wZjfYtUNx18G7OxNETQ4R72PIBTjuKqU85e++Pe4nuSn/Fr2YtUNN/VgEzJ9o9WdNMLXC7WKrehav/7KJN94dXJJ6WhQRmFyobJsNzf4iWbHDctPx2eKoYEAePb07LLX2Aw4nsSVzVVWhYBHX77U1u9kOwSKrqtNO0bBFUIcDH4QQhwALm8mYcxVxWNLhI4CBjIJphY69xRalbJKX74haWpcnK/w4c8sXb4aJQgfVTr0FFRJqgofveqPZmwUxwtlNFyPj/7Pp5ktVjkXMQq18NHiEMqubIqMpXPX/v4678MygvCR0l9yIhVAXzhxlifHZsJNfTpfRdcEmm9welIm85HKoopTX36qktHLS0eDMk5T+faMQtLQqdgeVcdD1wQvTdR7BvccXP1Zw2tBNq0i6Y0FEaPjOSbmynz5uYm2fifbQRcbxyj8c+ARIcSjQoi/A76OmrEQE4OUksdPTnHPMkZhsMtiqgNPIQijtCpltV2JLgS6pnFxvtyRdMX8ikpSlVFI+V3Hr1xcwNRFOB4zIJDRALWWsckC5+fKoTFYqnktaerkKy4/cMvOOu9DhY/UOM5MQg89MtPQEP41g039/FypzgMJ5hAHlO36yp92pR6C9U3nqx14Cp56j+XiIe937u9f9hqbgS3dCSxd8Avfc6TOkI+MTYOkYzmVpdDXyFNop6P5b/15CkepzVNYnaG7MZuOU35pYzBTuBWDXQkuNOgALUXNU2hlFFQpqCaUwVFJONmWdMVC2SFj6R0nmpXMhcbEbIXTM0UODKrBN9HO60BGo+KXbb758Bb+x8g4U/kKW3uSYUy41Kwk1d+sd/UlF91e8auP+jMWHzi2h//xxDj//SfvBJTCZyDWdnR7NyNjM+Fjm3kK0TLcZt3LrUiavqeQbCenUOtrSFk6HhLbL9HVtHohwM1MxfYY7E5wz8HBuvcumK/cKKJ3OazVoJ12pLNNVM9CMKf5USHEp6SUV36UVsymI5C2WO6PfKDL4oWJ9gsDap5C8/NH0AClCUF/JsG7b9hGrmjzi+86umxlTL5iM9CV6DCnUAsfvTgxz97+NJmEqjz5xJdfDCWkH37wOL/y/dfzqb97nf90/+0M+4nmc7MltvYkQ4+hqcyFH+vf0Vs/r8DSlQEL+ioGMgm2dCfC1xnd1C/MleuklZWnEDUKi3sE2pV66DjR7IePupIGn/7xY4yMTTMxW+Irz3Y0kn3DMjqe48TpHJ6EBx4aqfMUOjG27bJWg3baCR/9LnH1UUwLHmsyP6EZA51WH/nx85klPAVTVwqhnpQMdCU41ubmtlB26M9YHXsKmu8pvDAxx9Ht3Ri6xvNn53C8+lnMA5kEN+2qVfzs8o0C1GQuik2qj4JY/85GoxDpU0iZOoWKU5cXiEpSpKz6sZE9SbMu0Vy23Trxu05IGjq5YpXutoyC8m6CzylY497+NK4nr1jydT0JmgOheYiolYrsSlmr8FFcfRSzYlxPMjI201TvqJGBTGd9Co7n+XmIalMZi2B6l+6HjVx/Y14OKZVEROdGIZpo9ji6rRtTFxzd1o0mqGtQmy5UGOiqKcVGK5Bq4SNnUfgoaWqkLZ2eVP2mGySaHc8jaenkK05dBVGUlGlgRnMKkfCRlNL3FFZWJpk0ldppW+Ejv/M7Kn43Op7jP/z1qxRt94olX9eTIETUTj7mSqCLtQkfxdVHMSvmhXNzbOtJsLUnuex9t3QnOtI/cj1Jd9LE0ASF6uJft6pbCx95/njLdmq4w1GVlt52ollKGUpnBxvq0e3dGJrGvi0Zbtub5buObgnDB1P5KgNdtYlbu/pSnMspo7BU+Oj8XJmkqXGioVwzlLlwJUlDY6HitJTnGJ8pUKi64YbbkzTD8JHtSgxNLFk6vBTBc7YTPkr6A4MqEZ2jkbHpMGR3pZKv60kn0ttXAk0TYVf7qj5PG/eJq49imvLYySnuacNLAMimLXKFatuzD4INrD9jNS1Ltf2a/SB85HqyrWsH6qLBRtsOQZJZCMHZXBFQpaimLrAdj7Slc2xff7gpTOcrDDZ4Cuf8QfbBSa+xeW10PMen/u51Zgr2olO0pWuUbBdNKANRaGEURsdz/OqXX2SuVLtGoA1VcVzKjhs2ua2E4DnbDx+5YUEAdFbptFm40iGipVgrTyGuPopZMd96fYqfvGd/W/e1DI1MwmC2ZNOfsZa9v+upnMKAP6BnaKC+uilINOuaQAaeQltGQclSB3LU7eBJVf46Op7j3/7lKwD84p8+x617+nA8qZLAEQMzna8ykGnwFBaFj+plLkbGpmvzmxu09C1Do1hxMXSVL1go203DR81O4sNDWbr9vIKUrDifALXqqE46mqPho9VIvl5LGPo65xSEEL8Z+fGtUsrnpZTPxQYhBlTC8tnTs9x1oP1688Gu5qf+Zjiemns7kLGadjXb/kld8xt6nDZzCvOBp6B34imofIIa4F7bdGeLNravSRQ1MI05hV3ZWk4h8GYKlfqcwlKn6MCAmZrA0AQLZadpXqDVNXr8rubGxrVOCUZ+tl2S6lcfRY3fWp6srzY0sf7S2e8Gftn//v8D/nrVVxOzaXj6jRxHt3c3HTDeiuDUf3jb8vd1PYmha2oWQxNDUnFqfQqeVPmEdlzrhbIaeG92YBSCfELjAPdtPQkcV2K7cpGnEA0fZdNq2li+4uB66uRfsmv6SbD0KTo4aRu6hqGLlonmVtcIks2ZhHFZnkLwnI0y0c0IZC6CMF/M5aNrAncNcgrLf7oxMU14/PXlpS0a6WQspxMJHzVLUAdzfsNEs9tZ+KiznILyFBo33T/+9umapxC51lS+Uhc+EkKwsy/JxGwJT0oShsZCebHMRat+AU0TmLr6MjSNfKW5p9DqGkGy2dDFZXkKSUMnbeltJarD8JGrDGjM5bMRhuxsFUJ8HJVHCL4PkVL+h1Vd2RIIIe4D7jt06NB6LeGa5/GTU/zK913f0WMGMu2P5XQ9GYaPzs8t7oS2XbW5an7yzZW07Sl0J1Siud3mtaBHAeo33S+eOIvtSaoRo1B1PIpVl95UvQe1069Acj3fKMCiktSlsHQNQ1OeQqtEcytcz+NPnz7L3QcHLmu4TdLU25K4UPfVatVHsadwRdCFaLtQ43JY6tP6DNANdEW+j36tG3GfwvoyW6wyNlngtr2dxYUHW5z6m1HzFJqrq4aeghapPmrLKNQ8hUoHiWatSce2qWs4DTmFv3tlkoSh8cyZ+rLSpKHx+adOc3G+HJ7WG0tSl8IylEFQiebWfQqN/VpDFwAAIABJREFUjI7neOpUjq8+N8G//tILTMwWV9wfkDS1tvIJEKjJulfN6M2NwFp1NLf8hKWUv77qzx6zKQmqWjr9Yx/osnhxoj0dfddPNPcvkWi2DA3hh4+kbDd81HmiWXrQTMXD8OvGbUflFEbHc3zsD09Qdbw62YPR8RyPvDKpprdpgm3dKrTUqVEwdQ1DEx01oI2MTYeCeY4nubRQXSTJ0C4TsyWKFYfR8VxbQ3aCjuarYfTmRmCttI/iTyumY9qRym5GRzkFV6JrGoN+crqRoNRRFyI0CO0cohb8gfcd5xSaxNENXcP21MZX8UtAnSbNWUG5qURVH9n+QjsJq1iGMgiG/5h2PYXjBxbPuVhJ49joeI7/9LevcWG+0lY3cjCjWXl0V4f43XqzkWQuYmLqePzkNPe0oXfUiNI/aj/RbPjho5km4aOKn8CslaR6bcVb54Pwkd5JTqFV+EgoL8EPH0U34GhJaHC7QJUV9vn5BqPTnILvKQBt5xSGh7L89Fv2c2AwHa5hJY1jqhx38VS4ViTM5iWpMSsn+F1fbeLqo5iOODdbYq5kc/32no4f23FOQa+Fj6Q/DjPA9j2FoCTV82irMiMIHxWrTkcdzc0KbkzfsKjqI5fhoSz/8J59PHVqhk/cd0OdYuaP3z3Es2dm6UoalG0vfHy7WIauqo/0wCi0/9hb9mR57VKB24eynJ+t8PF3Hek4dNRYjrucUYmGjyz9yo2kvJYxNso8BSHENuA3gZ1SyvcIId4E3C2l/Oyqry5mw/H4ySnuOTjQNJyyHANdFlML7VYfqWathKHmD8+XHHrTtYqeUPtIUzkFx/PaDB/Z9CQNHM/rqKO5mTS4oQuK1fo+he6kyZsPDy7adPdv6aLieCyUHXJSGcZOcwq6qI3Z7ESuoj9jMVussq0nwbtv3LaixrFOu5GD8FHF9ei9gnOKr2W0DTSj+XPA14Cd/s+vAj+/WguK2dgE8xNWQnfCwHYlpSYCd40EOQWA/iYVSDVPwVdJlXSkfdRJ81ogc9GIqakGLdcvSwXIFatk04tlPIKktOpTUJukZbRvWBOGFjavQWdyFdm0Sa5YZaZQpT/SP9EpnXQjB55CNS5JvWLoWnu/45dLO5/WoJTyTwAPQErpEKukXpOo0ZvTK0oyg2rialVi2kjQpwBKdrsx7FRTSQ1KUr0Oqo/8RHOb3aGtwkeGLkIDFxiY2aJNXyuj4JfNBht6J55CwtD88FHnnkJf2iJXtJkuVMlm2u9Avxw0TWBqSrMprj66Muhi4wzZKQghBvDHrAohjgPxdJtrkFcv5klbOnv60yu+xmCTYTuj4zk++cjJuoqWIKcAzQf0BH0KIpTObt681njtUBBPV3OP28HzWoWPNIoNRkF5Cos3XkMXOL7hCjbJqMzFcgTNa8GshEQHzWt9aZO5ks10Q6f1apMwNBYqdkfGL6Y1uqZtjJwC8HHgK8BBIcTjwBbgR1d1VTEbknanrC3FQENZ6uh4jg9+6om6cZbDQ9kmnkK9dxF4CkolVXkKjUZh0bU/chcLZYeuDktSpYRm+7eliyZGoZWnoOF4EtdjReEjy9AQ/jQ66CzRbOpqeM+ZXKkthdorRcLUmC8tlvOIWRm61l7X/uWypFEQQmhAEngbNensV9Z7PnMsc7E+fOvkFO+7fddlXUNJXdRO/c1KHYeHsmFHMyhD0sxTsHSBJlTVkdNEOrvx2o+dnELzk9fBNLN2aFWSamgaJdtBCMJrzbbyFDSB43qh9hF0nmgGL3xMJzIXoOZZnJ4p0tdkbavJd87PwwkYGsjEyqiXibYRZjRLKT3gt6SUjpTyRSnlC+ttEPx1xTIXa4ztejx1aqbtoTqtGOy2mIqc+o8fGPDr9+vr5x3XCz2F/kxiUVez7UYmr3kqxNP49xJcG0DXNW7Y2UuPL9PQaaK5qVHwPYWMZVAJPIVC80Rz0HjkeivLKYR9CkGiucPTdzZt0psy1yyUMzqeYyqvktuPnZzi/s9s/vGb642hrb/2UcBfCSF+RDQLqsZcMzx3ZpY9/enLDj8MNngKw0NZupIG77phe530gvIU1K9ns07ooCkqEMQLkrhRhoeyZNMWd+3v5007etg3mAmlvpUgXvuJ5ma//aauEqmZhE7V8XBcJY/dk1p8Glc9DfXVRx3LXGgizEN06in0pa01DR2NjE0TfcuuhvGb640uBG06t5dFO7+VHwf+FKgIIeaFEAtCiPYEbGKuGh4/Oc2bD1+elwCLcwquJylUHN7SUNvvejKURxho4ilU3XpBPK/F5DWJ5D/dfxtT+Qpff/ki3b6n0JH2UcvwkaBoO2QSBlXXY65k0500m0pLB55CNHzUscyFL58NKwkfmWtqFI4fGKiTt7haxm+uJ2vVp9DOOM51VUSN2Rg8fnKKj73j8nM4jZVE8yUbT6qTZJRoTkHNaW7MKchan4Kkqaeg7ueRSRj8wncf4V996QW2dicYHc+xJ5sKQz7L0bKj2dAoVV26u000IZjKN88nQK36CGqhn45kLgyNiqNFSlI7CwPZrpoU146Y3ZVgeCjLH370br5w4iwC+OHbd8c5hcvE0AQle/W7AdqSuRBCZIHDqKQzAFLKb6zWomI2FoWKwwsTc9yx7/L/qBtDQTNFtdk3hnJcz8PyT8ODTXobqhHtI8+fuuZ5KpYd7bpViqIaewfSlG2X8ZkiDzw0wqd+bLj9ktRW2keaKkm1DA1L17i0UG5aeQR+9ZGrrhOUk3YSPprJV3h9ssCRrV11wnjtMDqe42svXsTx5IoVUldCq6FBMStD09YmfNSOzMWDwD8FdgPPAseBJ4B3rO7SYjYKT70xw027ekm3MYZxORr1j3L+97bXzFNQG182YzFbtPG8mlqp7XgkfO0j6XsKc2WbBx4aoWJ76Jrg137wBjypSlufOjWD8O9rOx7PnJ5tmVNoNCxuyz4FlWi2dA3L0Lg4X1nGU5DoGiT0zsJHo+M5/uyZCVxP8sK5+TAB3y6BfDbUV3jFbC50sXGks/8pcAcwLqV8O3AbMLmqq4rZUDz+2sqkspuRTVvkCtWwiiLIFdhOg6fg1voUTF0jkzCYLdUK36qR6iPXk7iuZL5kU7G9cHbAr33lRQxNIIRYNNT+nkMDTUtSR8dzPPDQCP/+a6+EEtFSqhrxRoKYuWkI3yiUm1YeQdDR7NVXH7XZp1A/E8Fr6rUsReNrj2P7mxPdl0pZbdo5+pWllGUhBEKIhJTyZSHE0VVfWcyG4bGTU/w/77vpilzLMmobfHSATqOMdTSnAIQS2kGytH5Gs8SVkoylKyPhn6Y8WfM2GgXdbt/bF05siz7PyNg0VUcZluBU/eZDgy37FEAZLUvXmFyotBE+6rxPIapQKjQBgo5yA52K2cVsTDbSkJ2zQog+4EvAXwshvgxMrO6yYjYKU/kK52ZL3LL7yvWEDHZZ4VyFmWIVTTQzCl5dInYgY9UN2wn7FLRa+Chp6fz4PXvDUkhT10hFFDqjgm5CiKYVSKpqJkgEq1N1K5XU4H6mrpEIPYWlw0fRktR2w0DBpv7BO9VrK1bdtgbdNF6jXTG7mI3JhhmyI6V8n5RyVkr5a8C/Bj4LvHe1FxazMfjW69PctX+go8Tmcgx0JZj0jUKuUGVLd2JRKKfxBK8JweefPB1uhFFPwfVUSarnwVuPbOWWPX0I4Lc+cMuSg+YtfXFX8/BQln/3ozcD8Avfo+YOtJ6nIMLrBOGjvhZln7XmNRifKaAJOHF6tul9mzE8lGVXXyrcFOK6/2uPqBe8qs+z3B2EEHuDL+AUKtm8fdVXFrMhePy1y9c7amQwIlsxU7DZ1pNc7Cm4MpwdMDqe4+lxNXw+OCEHVUWNzWueJ+nPWKQtnd3Z9JKdv630jw5tVVXYwUm+ZZ9C6CmIZRPNpqbheB6FssNv/sXLeJKOT/txbuDaxtAE7gbJKfxvlEKqQJWk7gdeAW5YxXXFbACklDx2cooH37L/il53MDKW843pAoWKy/nZct19op7CyNg0nj/jODgh25HmteD0rMZyqsclTZ3ZYhVrCYnpVvpHFb9U9Y3pArCEdHYkEW76JamtEs26rpKEFcddNMc5zg3EtIOmCS4tlPnkIydX9fNvp3mtLsMohLgd+EerspqYDcXpmSK263Foa9cVve5ARpWljo7nOHFaVfe8MVWoS546nvz/2zvz8DjKM8H/3qru1mHZsvAJvjCxMWMIlw0xCQkkQwjJjEMmJwybm2SzG7IEsvsMs9lNNpNnn8kOQyYXMwkBD0NCzgkzAwkEDNg4NgiwDMEYsC3JFjYY2zptS7L6+vaPOlTd6m61pC51t/T+nqcfdX9dXf196qp66719n4LX4ziVNv4d8o//0E4sYpE2ww1ufMexOEKhbzAxLk3BG+voGvD3W9Cn4OYpJFImb8G5qFvMrDbiCJBkqri2ltlo7P/05UD3AE/sOcqm3UepjVqh5ZuMOfDcGLNDRC4q+UyUimOr22Wt1GWv5jTE2PV6H83tXXgm0pQxGXfNQU1hzbImPn7JMv54oJev/tlq1ixrcjqvuRf1hC8U3M/ZQl3M5thoQiFPqYt4Ks3ipjp2v3GM2ze1MqPGLsqnAOSNPrLdKqn1sSi3ffQ8OroG9G5fGRP7Ovv9oo9h5psUk7x2c+ClBVxISHkKIjID2AJ83Rjz2zC+QymeJ1u7eOdZ80u+XyerOc6H1yzxI4VEyLhrTqbTGdE5Zy6YSf9Q0j8JnNpHQiolfhKaV4U0Ygm1UYvegUTBWv5Okboc5qNEmrkNNTx/oJfbHtlNxLJYtXCktpTtUwAKRB9Zvt/j3EWz+fNzT8u5naLk48wFMxEOYQjXp1RMSMnMwKMGx8dwdTE7F5ENInJERF7MGr9KRHaLSKuI3BJ466+AXxU3dSVM0mnDk22ldzIDdJ2Is+s1p3lfU32MK1Yv4IKlmWaRVCCjGaA+ZvsNbdJpQyLl1D6SgE/BczjbItT55qPCPoVc9Y/iqTQD8aS7T0dAHRtMjtjOT15zNYVYxKIuT6E6v0dzOnfDHkUZjRXzG/wKvHd/+qKy+hS+MYH93w38ALjHGxARG7gdeDdwEHhWRO4HTgNeIlBfSSkfLx06RtOMGKc21pV0vy0dPfzNb19iKJnmujubidkW73vzQu7b8VrGdolARjNAXdT2+yEn0o6WICIZUUFpNzTVczT3DSYKNrjP51MYSqZYMKuWvYdPIOJc0JtyhJoGk9dqbIum+mheU1uwn0KuKqqKMhq2JRw/6WT1n7t4dmjfU4z56P5C7xtj3l/gvS0icnrW8MVAqzGm3d3/L3A0jwZgBrAaGBSRB90mP0oZ2NZautIWQbzIIXDsomkD9bHIiItz9sVzRk0ko/WlVzcoeH31OrD50UeDCWYWyFOoyRN9FE+mObWxlnMXN7JyQQOrFsxiW1vniO18n4KrJeSLPHK2tUik06SMo8koylix3YrAQKgd2IpxNO/DyUv4qfv6WmA/8PA4v3MRcCDw+iDwFmPMDQAi8imgM59AEJHPA58HWLp06TinoIzG1tZO/tO6ZSXfr5cxPJR0om9SacOMWGTUjOa6mM2AWzY4kTK+Dd/TFEQ8R7NTDK8uavPGsZPMbch/oY7Z1oiS3QBDrhP7jHkNXHLGXGbXR3kqR6KYiBCxxPcpFGp16RfuS6VL7rhXpgfBm6Qw8xWKsW5eYIz5mNsC8wFjzF8ClxpjnjDGPDGO78x1RvgrNMbcXcjJbIy5wxiz1hizdt68eeP4emU0hpIpdnT0hOLIWrOsibs+dRFRW7j3+nWk0ob6GjtH6Wzjm2fA8SkMunZ+L5sZhoVCzLb8RjsRVygcG8WnEM2R0eztP2bbfm2mfHkKgNv4xglJLaQpiDjCI55Mq/lIGRdW4LgJU1MoRijME5EzvBcishyYyNX4ILAk8HoxY6ylJCLrReSOvr6+CUxDyceOjl5WLJhJY462kqXA68tw/hLHLloXtUctiFcfzTIfRTLNRzHb8s1HVpHRR/l9CmlqohanzHD6SefLUwAnUzlqW3T3x3mtd7BghrJtCfFUWs1HyrgI+tjCrIFUjFC4CdgsIptFZDOwCaec9nh5FlgpIstFJAZcAxT0W2Tjaiyfb2wsXZE2ZRjHnxBeCQUv0WsomfKzgXPVPspwNMeGHc3x1LBPwRMc0YijKXj9E2pj409eG3J9FnMbYnSfiLtlLnLvI2ILh3oHuf+Pr7PzYF/B0hVRy1m3Rh8p4yEYVJFMh+duLaYg3u9xuq7d6D5WGWMeKWbnIvJznIY8q0TkoIh81hiTBG7A8Um8DPzKGLNrvAtQSs/W1k7e9qbSO5k9vAql/UNug5oc+QLJVJamEAhJDWoKEjQfmeHmPHVRm8FEanShkMd85GgKTua1Yz7KoynYFvu7+v1+B4UK1dmuj0TNR8p4sCdJU8jraHazlg8YY94wxgyJyHnAh4AOEfk/xpju0XZujLk2z/iDwIPjnbSIrAfWr1gx8Z7BSibHTibYe/g4F4acaRu1hf6hJNGIRTQiI5vsBMpcgGNiOplMuTkK6QyzkCVOw5rUoNNsx7aGG9sXNB/lyWgeSqaI2TGnN3R/PG87TmcdFqsWzuKxV46QSBYuXeFpPmNtkqMoMHlCoZCm8CMgDiAi7wC+hZNv0AfcEdqMikDNR+HR3NbFhcua/ItqWMQiFieGkkRdR222ppDIymi2LKEmYjGYSLnZzMOHrm05+/Ca7XiaAjBq8lp+TcF2zEf9Q6SNE92Ui4gtrFo4k3uvX8fNV64qWI/Gc5yrUFDGgycUGmoi5dEUADugDXwMuMMY8xvgNyLyfGgzUsrKttZO3hqi6cgjFrHoH0oSi+T3KdhZxvf6mONsDuYpwLA5yiuIF7WDQmE8moLT//mUGU6J73yls8G5+4/ZVlGF6ryTWs1HynjwAhTmNsTKFn1ki4gnNP4UeDzw3sQ7uCsVyba2rlCS1rKJ2hYD8ZQfzpnLp5DdmczLao67FUY9LHGETLB0tpfJPFr0Ua7aR55PoaEmQjJt6B9K5XU0J1OGh148VFRfBC/ZTWWCMh72HD7u9hwvn/no58ATbvvNQeAPACKyAseEVDY0JDUc3ug7SeeJIVafNiv07/LMRzHbImpL7jwFO/PqWR+zGUgkR2gKlptEljb4ZS6KNh/lKZ0dsy1EhJk1EX73wiF6BuIjtmvp6OHVngH+teVgUQ1zbEuwBE1eU8ZMS0cP//PfdpJMG/Z3DfDi6+Fd+/IKBWPM/wW+glO/6FJj/D5wFvCl0GZUBOpTCIdtrZ1c4vYuCBsn+ihJ1Lb8huTBu5/sPAWAerfUheNoHn7PFiFiW4g44aoRS/zezIXMR15mdTZDyRSxiEVLRw/d/XG2tXWydW/XiIu+V/o7bYprj+mtVVHGSrA8jDGw82B4QqGgGcgY05xjbE9os1HKyrY2p3/CZFATcDQ72b6OKce2nIt5Kp3OyGgGqPfMRyN8Co5t3xYhkUpjuU12YHTzUU5HcypNTcR2LvruWDqr3wM4JTtqo9aoUUcetiWqJSjjwmvFmkimMcBZC2eG9l3qG1AAp/XmttZOvvSulZPyfVE3T8GLIvL8Ct7FPKem4OYqBPMUwIlMckwzThmJiC1FOZpr8jmaE87+150xB0vw8xSyL/pjbY8ZsS3NZlbGRfBYe2jnId40r7TdEINUpVDQPIXS03b0BBHL4vQ59ZPyfbGIRX886V/cs/0K2RnN4BbFiyf9/swetrhCwXKK5QU1hZoCobV5Hc2pNDURi/OWzGbNsiaOnoizcl5Dzov+WNpjRlzhpSjjwTvWmtu7yl77qOJQn0Lp2dbaxdtWzJk080bQ0Qwju6BlZzSDVxQv5Vcx9RBxTEe2iO9TqI0OayCF5lBIUwBY2FjHvIYY82fVjH+xLp6jWVEmgtebIyyqUigopcfrxzxZRAOOZu918AKd3Y4ThvMUvK5rHpaQYT7KiD4q0GQn+zs9PE0BoDbihM6WIuEsaqumoEyciCWqKSjhkkw5kTOTkbTm4SWvefkGQVOOU9huZJJXXcypZzTCpyBCxBYsS1xndXHRR/kczUOJlL//Wte5XYpruW1p9JEycRxNoYwF8ZSpz87X+lg0u455MyduIimWGns4+ggyfQopt9JptimrPur4FOKpVIam4GkJluALhVo3P+FnT7+aN38gX0azF30EUBt1NIVSmNWiGn2klICIZammkI0mr5WWySptEcTLaK6JjPQp5OtjXOdGHyVSJiOj2Q9JtdzoI8viuQO9APzwiba8iWV5NYWAJlLrCqJSmI9sN2xWUSaC+hRyoI7m0rK1tZNLV4bXPyEXwwXxRgqFZI7II3B8CrnyFCxxTEeWCHG3Smpze5cfTpovsaymUJOdDKFQGvORJq8ppSBiCckyt+NUpjCD8RQvHOzj4uWTLxSCjmav8Q7glr/OJRRs+nPUPrItp8yFJUIimca2LD/ZxxbyJpblcjQb45bmdudVE7Fy5kyMBy9sVlEmQtiaQlXmKSil49n93aw+dRYNNZN7KGQnr0Uj4msKO17tJpEytHT0ZOQAeH2aayIWNVkZzZ4T1wtJLSaxLFeegvd5rx+ul+9QCl9ARM1HSgmI2Bp9pITItkkORfXwk9d8R7Nj32/p6OELP93BYCI1wheQUTo7K/rItnCT19L+BX3Nsia++M4VeZPLcuUpxJPpjCJ6nlAohdXHi5BSlImg0UdKqGxr6+TSlZMvFGoiFsYQyGi2fNu/d/ee7QsYdjSPzGiOWJZvPsrlj8hFLEcfh+zEuDpfKJTCfGRpgx1lwmj0UQ40+qg0dPfH2d85wHmLZ0/6dwczmb3XiZRh3RlzAialTF+Al9GcrSmIuNqC72guXihkV0mNB5zMgJ8ZXRpHs5qPlIljiUYfjUCjjwrT0tHD7ZtaR63v/1RbFxed3lSwkmhYRANmI+91IpVmzbIm/vaDb2ZuQ2xEa0u/n0Iq7X8ecievFUM+81EsQyiUzqdgW2o+UiZOxFZHszIGWjp6uPbHzW4UjnDLe8/iXWfNZ3FTfcbFrqWjhzu2tHHB0snXEgBirt0+GjAfeaacFfMbWNhYO8IXUJdHU7Cs4bpCXpmL4uYw0tH83Ku99A8lfSf3sKZQijIXFgVKMSlKUdghl7lQoTCF2Hv4OLf85gX/7jeVNvzkqQ7ueaqDN/pOMm9mDUtPqWdGjc3m3UdJpg2vvHGc9ectKrrSZ6nwLuq+ozlwgc7OQ/DwHc2pTBOPVwzPcvspFGui8fobJFNpIrbTVOev7nP+f9fd2cy916/znc6lKXOh5iNl4kQ0JFUZjQPdA/zDo3t4YvdR/uzcUznQPeA4YyMW3/7Y+axZ1kQileZQ70k6uvv5yVMd/kHl1T2abKHgmX884dA7EOfxl49w1sJZIzQBj7rocO2jaEZIqpPN7N1BjSWnwHM2R2zLcXInM53c7zl7IUBJzD4RNR8pJUA1BSUvR46d5PuPt/LAC6/ziUtOZ9P/uJxZtVGuPn/RiPj8qG2xdE49S+fUUx+LsGXv0aI7hoVBsLxFS0cPD+86TDpt2NbWyVeuXJWzt7JtCTHb4vjJZFZI6nD9I2BEb+dCRG2nNEZ9zOluZVlCOm38/4tnPirFDX5Eo4+UEhCxhMFEKrz9h7ZnJTR6B+L88Il2fvHsq3z4wsU8dvNlzGkYLmY3WuOXsXYMC4NgKGpzexfptMHg3KHveq0vr/O7PmbTOxDPDEn1Oq+5d+FjMdHEIrbvy1izrInlc2ewdlkTH1m7hDXLmug8MQSUxqcQ0egjpQTYlkUynQxt/yoUqoj+oSQbtu5jw7Z9XHXOqTx049s5tbFuXPsaS8ewMAiGoq47Y46fuh+NWCyf18Cew8dzfq4+FuH1vsGsHs3iZgs7r8diPgrWP3qytZP9nf188+qz/f+NF31Uiot5RMtcKCUgYgkprX2UyXTLUziZSLFh6z4uu3Uze4+c4L7/+jb+9oNvHrdAqASCeQpe5vFZC2dy7/XrWDS7LqOMRZD6mJ2R9AY5zEdjuPJ6Yakt+7v55D8/QzJt+PTdz/rhvLWR0pmPPI1GUSaC+hRyYIx5AHhg7dq1nyv3XMIkmUrzmx0H+e6je1l92izu+czFrD5tVrmnVRL86CP37/lLZvP8gV7WLGti9xvHC5qPgBH9FILmo7HcjadShq/fv4tdrx/zC/J5TuY1y5qI2JZfbG+iRG31KSgTR/MUpiHptOF3Ow/xDxv3MH9WDd//ywvLauoJg2DSGsCsuih9gwkA4slU3o5pXke1kbWPhu31xWoKLR09HOwd4NWeAWzLETSp9Ejne23ULllIqgoFZaKopjCNMMawefdRbn14NxFb+MbVZ3PpirlTsltXMPoIoLEuyjFXKGTXHwpSH4tkfA6GQ1I9WVCsiSajx4KBD1+0mEWz60Y432ujdslCUtV8pEyUSMgF8VQoVAjP7Ovm1odfoXcgwVeuXMV7zl4wJYWBR7b5qDFDU8gvFDxNIbPMBRkmnmIvvF7PBS8090MXLs6pkdVGrdKUzlbzkVIC7JAL4qlQKDM7D/bx94/spu3oCW664kw+cMGiaXE3GculKZxMYIwhnkoTs0fmKYDTpzlmZ16kvWxm7/9W7P+v2NDcUpmPDnQP0NHVP6JPhKKMBc1onqK0HjnOtzfuYfv+Hr70rhX8+BNry1KYrlz4IakBjSFiWX6/hBkzch+a9TF7xP9JvIJ4vk+h+Ct4MaG5tdGJ3+G3dPTwj5tbSaSMX0JDBYMyHtSnMMU42DPAdx7dy6ZXjvC5d5zBbR853zeJTCeGNYXhi61nQhrKU/sIoC4WGSEUjg3GeezlI75PotSaVm1k4ppCc3uXf3cXjG5SlLESdp6CCoVJ4sjxk/zjpjb+/fnX+Pi6ZTz+3y+nsS5a7mmVjVggec0jQygUCEkNCpKWjh62d/RgzHAuQcmFQtQ2PIWXAAANCklEQVSesE8h239RjtIiytRANYUqp28gwY+2tPGzZ17lgxcs5tGbL2NuoCTFdMUTBndv28/bz5zHmmVNvlAo5GjONh95EUQGMO55UupSEicTKTa/coQ3zWsY9919JZQWUaYGTp6CRh9VHQPxJP+8bT93bd3Hu/9kAb/7b29n0ezqzUAuNc8d6EWA7z2+lx9uaePe69f5uQrZpbGD1MXsjHDU4B24AdKmNBVNPVo6etjxqqOJPL77yIR8AeUuLaJMDTT6KAcish5Yv2LFinJPZQRDyRQ/f/pVbt/cxluWn8Kvv3AJb5rXUO5pVRzN7V2IOBdxz8Y+rCnkT16bEYtkmJyCd+BPtXXx9L6unJ+byDwBv1if+gKUcqPRRzmoxDIXyVSa+557je8+upczFzRw96cv4uzTtF1oPnLZ2LtOxDk2ivno9b5BegfiGWGd3h343sPHS54HoL4ApdJQn0KFk04bfr/rDW57ZDdzZtTwnWvO56LTTyn3tCqeXDb2rXs76R3woo9GRmS1dPTwnY17iafSOcM6LUvGFI463nkqSjmJuD0/Qtt/aHue4hhj2LK3k1sffgWAr60/m3esnJolKcIi28beWBeh7Wh/Xk2hub2LZDqzM1rw87aEU0ZCfQFKJaGaQgXy7P5ubn14N10nhvjKlat47zkLVRiUgMb6wo7m0Uw5VkhCQVEqiYhlqU+hUnjxtT5ue2Q3ew6f4MtXrOQvLlhEJE+SlTJ2RgtJHc2UY1mCrV1slCmOagoVQPvRE9y2cQ/P7Ovmhneu4IcfX5Ozh7AyMYrJUyhkyrGtsZW4UJRqRPMUyshrvYN879G9bHz5MJ+9dDm3fvhcv3SzUnq88tmFylwUQs1HynRANYUy0HliiNs3tfJvz73GdW9ZyqavXE5j/fQtSTFZeMlrIpI3T6EQKhSU6YDmKUwifYMJ7vxDOz9p7uAD5y9i402XMW+mlqSYLDzzUX3MHpd5zg4hJFVRKg3bEpJaEC9cBuMp7n5yPz/+Qzt/etZ8fvulS1ncVF/uaU07aiI2EVs4PpQcVxlxS0pb4kJRKhGNPgqBlo4emtu7WLusid2Hj/ODx1u56PRT+NV/voQV87UkRTlprIty+NjQ+ISCagrKNEB9CiWmpaOH6+5sZijheO/PWzKbDZ+6iHMWaUmKSqCxLkrnifi4fAOWiLa7VKY8YfdonnZB3c3tXcTdipoi8O7VC1QgVBCNddFxOZnByWiO2CoUlKmNbYerKUw7oeBlxdridP/SAmeVRWNddNxtSZ3kNRUKytRm2kQficifADcCc4HHjDH/FMb3aIGzymZWXXRcOQrgOJpL3WBHUSqNqvYpiMgG4M+BI8aYcwLjVwHfBWzgTmPMt4wxLwNfEBEL+HGY89ICZ5XLRDSFsAriKUolYUu4mkLY5qO7gauCAyJiA7cD7wVWA9eKyGr3vfcDW4HHQp6XUqFM1HykPgVlqmO75iNjwhEMoQoFY8wWoDtr+GKg1RjTboyJA78Arna3v98Y81bgunz7FJHPi8h2Edl+9OjRsKaulAnH0Ty+ulIafaRMB8TViMPSFsrhaF4EHAi8PggsEpHLReR7IvIj4MF8HzbG3GGMWWuMWTtv3ryw56pMMj39cXrczmpjRQviKdOFMP0K5XA05zprjTFmM7B5cqeiVBItHT380xNtJFImZ2e10XBqH027gDplGhJmBFI5zqCDwJLA68XA62PZgYisF5E7+vr6Sjoxpbw0t3f5B7rXWW0sOEIhjJkpSmURpqZQjlPoWWCliCwXkRhwDXD/WHZgjHnAGPP5xkZNOptKBHNIcnVWGw2nIJ5KBWXqE2af5rBDUn8OXA7MFZGDwNeNMXeJyA3AwzghqRuMMbvCnIdSHUw0h8SyRAviKdMC27Kq06dgjLk2z/iDFHAmj4aIrAfWr1ixYry7UCqUieSQHOweoO3ICVo6ejQPRZnSpNOGDVv3ccXqBSU/1qtS11bzkZJNS0cPG7bt46VDx7juzuZxRS8pSjXQ0tFDz0CcH21pC+VYr0qhoCjZTNRJrSjVQnN7FyKQNuEc6yoUlCnBRJ3UilIthH2sS1ip0mES8Cl8bu/eveWejlIheM2TtNChMtWZ6LEuIi3GmLU536tGoeCxdu1as3379nJPQ1EUpaooJBTUfKQoiqL4qFBQFEVRfKpSKGiZC0VRlHCoSqGgeQqKoijhUJVCQVEURQkHFQqKoiiKT1WHpIrIUaBjDB+ZC3SGNJ1KQdc4NZgOa4Tpsc5KXOMyY0zOLmVVLRTGiohszxebO1XQNU4NpsMaYXqss9rWqOYjRVEUxUeFgqIoiuIz3YTCHeWewCSga5waTIc1wvRYZ1WtcVr5FBRFUZTCTDdNQVEURSmACgVFURTFp6qFgohsEJEjIvJiYOyXIvK8+9gvIs+746eLyGDgvR8GPrNGRHaKSKuIfE9EKqr7e551ni8ize5atovIxe64uGtoFZEXROTCwGc+KSJ73ccny7GWfIxxjZeLSF/gt/xa4DNXichud/23lGMt+cizxvNE5Cn3+HtARGYF3vtrdx27ReQ9gfEpscZqPSdFZImIbBKRl0Vkl4jc6I6fIiIb3fNro4g0uePVdU4aY6r2AbwDuBB4Mc/7twFfc5+fXmC7Z4BLAAEeAt5b7rWNtk7gEW+ewPuAzYHnD7lrWQc87Y6fArS7f5vc503lXts413g58Nsc+7CBNuAMIAb8EVhd7rWNssZngcvc558Bvuk+X+3OvwZY7q7LnmJrrMpzEjgVuNB9PhPY4/5efwfc4o7fAvy/wLFbNedkVWsKxpgtQHeu99w7i48CPy+0DxE5FZhljHnKOL/UPcAHSj3XiZBnnQbw7iobgdfd51cD9xiHZmC2u8b3ABuNMd3GmB5gI3BV+LMvjjGuMR8XA63GmHZjTBz4Bc7/oyLIs8ZVwBb3+UbgQ+7zq4FfGGOGjDH7gFac9U2lNeak0s9JY8whY8wO9/lx4GVgEc7v8C/uZv/C8Jyr6pysaqEwCm8HDhtjgv06l4vIcyLyhIi83R1bBBwMbHPQHat0vgzcKiIHgL8H/todXwQcCGznrSffeCWTb40Al4jIH0XkIRE52x2rxjW+CLzfff4RYIn7fCr9jvnWCFV+TorI6cAFwNPAAmPMIXAEBzDf3ayqfsupLBSuJVNLOAQsNcZcANwM/My1beayVVZDnO5/AW4yxiwBbgLucsfzraca15lvjTtwarecB3wf+Hd3vBrX+BngiyLSgmOKiLvjU+l3zLfGqj4nRaQB+A3wZWPMsUKb5hir2N9ySgoFEYkAHwR+6Y25aniX+7wFxy57Jo50Xhz4+GJGN1NUAp8E7nOf/xrHrADOeoJ3Yt568o1XMjnXaIw5Zow54T5/EIiKyFyqcI3GmFeMMVcaY9bg3MS0uW9Nmd8x3xqr+ZwUkSiOQLjXGOMdo4dds5BnAjvijlfVbzklhQJwBfCKMcZXQUVknojY7vMzgJVAu6vmHReRda4f4hPAf5Rj0mPkdeAy9/m7AM9Mdj/wCTfiYR3Q567xYeBKEWlyoyKudMcqmZxrFJGFXjSKG5FkAV04Ds2VIrJcRGLANTj/j4pFROa7fy3gfwFeBM79wDUiUiMiy3GO12eYQmus1nPSndNdwMvGmG8H3rof50YG9+9/BMar55wst6d7Ig+cu45DQAJH6n7WHb8b+ELWth8CduFEa+wA1gfeW4tj92wDfoCb6V0pj1zrBC4FWtz1PA2scbcV4HZ3LTuBtYH9fAbHYdkKfLrc65rAGm8I/JbNwFsD+3kfTjRIG/DVcq+riDXe6M53D/Ct4LEHfNVdx24C0TdTZY3Vek66x6UBXgCedx/vA+YAj+HcvDwGnOJuX1XnpJa5UBRFUXymqvlIURRFGQcqFBRFURQfFQqKoiiKjwoFRVEUxUeFgqIoiuKjQkFRisSNM98qIu8NjH1URH5fznkpSinRkFRFGQMicg5OdvUFOBVLnweuMsa0Ffxg4X1GjDHJEk1RUSaECgVFGSMi8ndAPzADOG6M+aZbC/+LOOWsnwRuMMakReQOnFLSdcAvjTF/4+7jIPAjnKqY3zHG/LoMS1GUEUTKPQFFqUK+gZOBGwfWutrDX+BkViddQXAN8DOc+vrdbj2uTSLyr8aYl9z99Btj3laOBShKPlQoKMoYMcb0i8gvgRPGmCERuQK4CNjulmSqY7gk8rUi8lmcc+00nGYsnlD4JYpSYahQUJTxkXYf4NS22WCM+d/BDURkJU7dn4uNMb0i8lOgNrBJ/6TMVFHGgEYfKcrEeRT4qFu+GxGZIyJLcbrGHQeOBTptKUpFo5qCokwQY8xOEfkG8KhbHjoBfAHYjmMqehGn/+628s1SUYpDo48URVEUHzUfKYqiKD4qFBRFURQfFQqKoiiKjwoFRVEUxUeFgqIoiuKjQkFRFEXxUaGgKIqi+Px/1/DDSPmjnrkAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(6,4))\n", "\n", "ax.plot(stats['max'], marker='.', linewidth=1.0)\n", "ax.set_xlabel('Year') # year acquired, shorthanded to \"year\"\n", "ax.set_ylabel('Square Footage')\n", "ax.set_yscale('log') # plt.yscale => rescale my y-axis\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 179, "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=(6,4))\n", "\n", "ax.plot(stats['min'], marker='.', linewidth=1.0)\n", "ax.set_xlabel('Year') # year acquired, shorthanded to \"year\"\n", "ax.set_ylabel('Square Footage')\n", "ax.set_yscale('log') # plt.yscale => rescale my y-axis\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 180, "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=(6,4))\n", "\n", "ax.plot(stats['max'], marker='.', linewidth=1.0)\n", "ax.plot(stats['min'], marker='.', linewidth=1.0)\n", "ax.set_xlabel('Year') # year acquired, shorthanded to \"year\"\n", "ax.set_ylabel('Square Footage')\n", "ax.set_yscale('log') # plt.yscale => rescale my y-axis\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 181, "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(1,2, figsize=(10,4))\n", "\n", "ax[0].plot(stats['max'], marker='.', linewidth=1.0)\n", "ax[1].plot(stats['min'], marker='.', linewidth=1.0)\n", "ax[0].set_xlabel('Year') # year acquired, shorthanded to \"year\"\n", "ax[0].set_ylabel('Square Footage')\n", "ax[0].set_yscale('log') # plt.yscale => rescale my y-axis\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 182, "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=(4,3))\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') # year acquired, shorthanded to \"year\"\n", "ax.set_ylabel('Square Footage')\n", "ax.set_yscale('log') # plt.yscale => rescale my y-axis\n", "# adding a legend\n", "#fig.legend()\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 183, "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=(4,3))\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') # year acquired, shorthanded to \"year\"\n", "ax.set_ylabel('Square Footage')\n", "ax.set_yscale('log') # plt.yscale => rescale my y-axis\n", "# adding a legend\n", "ax.legend()\n", "# add a fill-between to highlight differences in measurements\n", "ax.fill_between(stats.index, stats['min'], stats['max'], color=\"lightgray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 184, "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=(4,3))\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') # year acquired, shorthanded to \"year\"\n", " ax.set_ylabel('Square Footage')\n", " ax.set_yscale('log') # plt.yscale => rescale my y-axis\n", " # adding a legend\n", " ax.legend()\n", " # add a fill-between to highlight differences in measurements\n", " ax.fill_between(stats.index, stats['min'], stats['max'], color=\"lightgray\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 185, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use(\"ggplot\")\n", "fig, ax = plt.subplots(figsize=(2,1))\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') # year acquired, shorthanded to \"year\"\n", "ax.set_ylabel('Square Footage')\n", "ax.set_yscale('log') # plt.yscale => rescale my y-axis\n", "# adding a legend\n", "ax.legend()\n", "# add a fill-between to highlight differences in measurements\n", "ax.fill_between(stats.index, stats['min'], stats['max'], color=\"lightgray\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 186, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context(\"ggplot\"): # just change the style for this one plot\n", " fig, ax = plt.subplots(figsize=(4,3))\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') # year acquired, shorthanded to \"year\"\n", " ax.set_ylabel('Square Footage')\n", " ax.set_yscale('log') # plt.yscale => rescale my y-axis\n", " # adding a legend\n", " ax.legend()\n", " # add a fill-between to highlight differences in measurements\n", " ax.fill_between(stats.index, stats['min'], stats['max'], color=\"lightgray\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 188, "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": 188, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# let's print out the available plotting styles\n", "plt.style.available" ] }, { "cell_type": "code", "execution_count": 189, "metadata": {}, "outputs": [], "source": [ "# we are going to putting out toes into the waters of interactivity with ipywidgets\n", "import ipywidgets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'm going to make this into a plotting function where we can select our style:" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [], "source": [ "def make_plot(style):\n", " with plt.style.context(style): # just change the style for this one plot\n", " fig, ax = plt.subplots(figsize=(4,3))\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') # year acquired, shorthanded to \"year\"\n", " ax.set_ylabel('Square Footage')\n", " ax.set_yscale('log') # plt.yscale => rescale my y-axis\n", " # adding a legend\n", " ax.legend()\n", " # add a fill-between to highlight differences in measurements\n", " ax.fill_between(stats.index, stats['min'], stats['max'], color=\"lightgray\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 191, "metadata": {}, "outputs": [ { "data": { "image/png": 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in/x1uonHepFDUpbo2Z+WLCaCXUSnHJ1REAgp7fnbWki4F8xkMaFpAGhHHRufk5lcJp2cypDVwR4feORpi4e1T2CoHcMtPVH2dUUYV+yjIt876OPlWmN48eLFHHfccdx8880AnHzyyVxxxRXs3LmT5557jpKSEr75zW9y5ZVXDvqcBxqr//Q3HmwtRQovYnMrXyv/iHPOO21gB9F1Y/OMxYys1JGC/jiuLdbMWCxJEyAcAsVhY0s4zaYlmoFBufxv/5Gb7yAFAohVj0d4/XiuvBZ5x3cy+gmkEIiuDsd4fpHhGes5KmvSMoKVxj1oCad0qcbPyTK/CBHsTNIEUikulC9+3TQJybQ5a0WleG/6zxElAOAw1wSGEi9+1MHSp7fxgz/vZunT23jxo46+HxoAWDWGLVg1hvvCL3/5S2bOnMnq1au56qqrWL58OR999NFgTnXAse/jPaYAME9wQuGh1jEDrxGY0Sky1NtHwyFGf8wz1sYWi0LvfmReAWA4hq3jtLXNSiHs06xjohkY1AqZNrsczCZqwx7oiTtoQ/PPc2wnC4sR+7vSrwOxsrGOmoAEtDmnGq9ThJHn/beT+IFEghYkvcbBzfIJOJnalHnnUHzltcb98ZON9j6jLrjwemGMs7Y4nCGkh7UmcKAIxXR2tjmEmGVAR2+MB95siP+IgAfebKAsz0NpXu5/gvHFPvye/sntXGoMO2HBggUsWbIEgGXLlvHwww+zbt06jjzyyH6NP5zYuX2PLQAs6EKhfl8zlbVjB24gSwj09kBxycD1mwG5Vv1KLaAuhUDJZIowNQGhxaC3F1lQZJhHwuF4xa3xkxB7dqJfeyOe4//FeC5Tolnv/swLcIqqSn0eUFqbkHt2GhfGOK9TdHfagiLx5C2AwIZX0zSB6LSZeHZuQa89wjkjWEqUcFyYi564EFDbzWS1d95AVlY7m9qOPSGuVVjtI2F7rrqup9X0GO4iPq4QOADs6Qzz78/vPKg+JHDby3v69cx/njeJKWXOoWmZkEuNYSccc8wx9mshBJWVlbS2tvZr7OHGpLrxiA0fJgkCRerUjBtg3hcrpj48+JqA/toa29yQy4ahzDsHrXEvrH6a2GeXEMjUNho3B8nONmND9fgMc5B5T5hUC9Lrjz+XaUOXekaitdS8hEymHgHIvR8jVZXoUceSl6FNUnsSBUG6kInMW4S6bxdEwug70zVbKQRaUVyQO2kZyl/+DzllmqOpTTbVo3d3ms92J90W0QjU7zKS1kwBPhKK+LhC4AAwvsTPf543Kef2Hb0xfvjynqSvpAB+cMb4fmsCB4K+agw7wZOSDCOEsAvQHyoYd8R4lhS+yq/3VwOGAPhqeTuVtcf08WQ/kagJDCJiLY1xAQA5bxjC40WC4bPI2Lm50e/vgjdfQcXYUJXtH0LMNBWZm5pM8BmIsgrEBVci//Ab84IhEES2scBgKq2ohpYGx5O8/b7HNE15vOg+P4p5qs4mOLJBLypB+nzQ1QFrnkq7H511MhTGa2CIULrGLyzfh0OOiKiqQX/nbxnHl7ddl8TIKiqrhz3h0BUCB4CAR+n3iXzZydU8uL4BXRp+tq/NreaE2qGJyMlWY3i047Tjj+LXr3VzjvYxn1s4e+AFABihlQCD7BOI7d19YBuG5fTtbM/cxjT5JNrABaBuegcC+cb7HsPEk+r7EMcej/zDb9BqJ+E5+zPIlT9DRMIZNYFUZ2zieNbmbmcFv/ESClB057eQhcUQCROZPhvvB/9wXEZfiWayqAS8PkR3ujMZQK+qMaiks/UhBErd0ZCozSSY2vTudO1Bzy9E6Qmmhdlyw93pwkQIZFcHtLUMiTZwWAuBoawncPaRpcwZV0B9d4SaoqGJDrKQrcbwaEc0ZJwcK/PUgfUDJGKIHMOe2gk5Zygn+g2sounCNFM4wjL5pFwWkB4Xn7pOywymxQwqZvMZqWlpnP2ZIoOszVuvrqX3M1eifvwReatXxechJZjz937wj4yRQpE5p+J753WE1B01CyJho2aAx+toxtLHVICWrPFKYcQZCdPsp510Op6yCsS8c9DWPA0Ne9Gu/nc8J883+nD4nKXPB6mKoq4jouFkYYIwhOD/u8cmxhts/8BhLQSGOkS0It87pJt/IpzqCx8OiEaMzU0fzFJ/thAYXHOQp2Is4qwLkC/+wbiQIQ4/LWTzSEP7ySoETG3B0SSTqd6uBVMoiO5OMB3CQkpkJGywciYigyNZH1OB2t6CLChCLx+Lunt7WhuR8n8iehd+hujcM5ClZYQXfRbvP9eT99zv055Xd20Dn982x8hHHwDi4Zx6SRlKV0rkns9P97/fjtLSSMHDd6FPnBK/Z2pOUo+vKVEI6CVjUDrbUTra0ictDAGuTDsO7X9/ZXyugiH3DxzWQmA04yc/+UnW+//93/9tv37yySeTagy/+eabae1ffPHFgZ3gECESiQKenBI5DxiWr2QIQkTFlGnIFyF60un4Fy9J2xwcQza3vm8829JgMHA6bSjWaT+RPA7Qy6pQ25qS26as09KARE8QmZhYFg5BQYrJM4MjWZo+KM+2Dym681uETz4z28eQ/KxQbAEAIEvLiB43l8Af/zdufjGR/7tfoI2thUC+4TR/7+9o+3ajja3F9+6bRnnJVHOQx4ssLUMrLTOSyaxoKV0Hk5lUJpja9O4u9PwClJ796JU1KJ3tziaq08+Bpn3ooV5bsKbOdyj8A26egItRDUuwaYMpBKwfroMTccBhnTzzC5wTsbZ9kDH0Um1tykwdYTmGpQ4lY4hNrDOeSRUAEDf/2O/jG5hM5O9xKNySVgvAvO5JoHwQUuJ/86XkdaX0E89ZUOi9+CpbANj3S8vovXgJMmX7FVKiNuwxwk/bWkDTkGPK0a2IoFBvGkOoTOBSkl5v3MeyP2gLTNFtaA9SSkMIVFTH2zhAAry6Gn3FTchbvh6/PpT1G0y4moCLUY1oxKwVOwTmoLTN8SDRvLeR+n1N1Iyromq8uamYzlnrNJ5o+5fvv51eaD0VGUwMMiFBSoZ6UTOdXomHitpI1AwSwi4z+UiUeeegdXcg//Bbe05pYyRc6/nslxG9QQLPP2nY+oVC6NzFaBMmo5ePTRMAFqJz5yP9AQr+56HkvgG1YTf6jVcbBWL8efg/2AhAwa//k0hKcRrbzwHgiWsCWBu/ENDVGf8srEABwFO/y3FuInHdCWvV5s7H8+bLZr9K5ryOAYQrBFyMakSjlhAYxEEs1kinkoUHiDXP/40HW8ck0F1sY8nVi5EWmVuoNz3KxiESxzFaxsnEEEvIku1rHak0zKFeexyx7+N4hE+WfoTHi/R4jdh5B0ih2I7Y6MyTIJBHdNYpKK2NWTf+VGhHHGU4WJ0OAVJC4z5UEvwNUuL729rkZgl+Den1xnMqTNu/XlKG0rDHEMgdRoKYumtbTvNLGgdMmg7VIMX75s14Zszpdz/9hWsOcjEiMFgkb0MiBExNoM/NM0c07200BUAi3UUp+z7eE2f0DHamR9k4OVzPviB9ACcTQ8pmnGpGSUKKxiM7k52e9pOtDqYkC5Ew0udPN39gnKx7L74KKQS6P4CwtJ7SMrQp03MWANYzvRcvScscd5yv9d6ivrAi6RI1AaHYvhVZbyR7Kh2tqDu3oN/wZfQ7vuvYZy4QgPqPN+OaREK+wmBi1GgCn//855kwYQIAU6ZM4dprrx3mGbnIFemn3oEjebOFwID0lgEDbA6q39eEFMlRNbpQ+HjHHibst4RAd0bbf9JzZVWoldXI5gY7/t7RxJCgCQBE5p6Ob8Or8Q0x4TSdJuzaW503vaYsnPmRCATy6D13MXlPPWKGdArCpy8icto5eLb8E6RECYcouvNb9F68hOjc+X2u1wnRufOJTT0O9eOt5P/uF2laQVpElLlWWViM6Gy3fQLe9a+gtDSgtjSg3xAvu5nrhm9+eo6ZzPG+Eu5pWsZ2A4lRIwQKCgq45557hnsaLvoJ51PvGObsbRyQuP5ozPghyUH1CRhjHIwmkGjbry70IaSWRndRHetCdplRKLruEGVjpVslINQD+YVok6fh2bEZ7ap/w3PawvQJRJOFgDZ9NqGaCeQ985gxv4IiRLDLMOGkrlNVHc1Ouplk5ohIGOnx2ht0oplHdLSR99TKJBNN3lOPEJt6XL+0gETI0jJipSfTGw4ZfUtpR0JFjz8Nr5VbIBTCCz5N4M/PIAuKjQQ7rzdtTv0aO0W42eOTISTXet1H1vVA4YCEQDQa5eWXX+b999+nu7ubpUuXUlNTw4YNG5g4cSJjxw5SUs4wIlP2owtn5LrpZjr1DhTJWyRmJvjIQfzb6QfnE0i17ZcLwVfHnshD0z5rOAelzrVbnsLzynr7GRGLJtcFVhQ45UxY92fjfWU1NDcgtm+GUA967STYQZpZxBI+MiWHQHq8Bq2D9T6QD8EuI+M2tT6vlOg141Hq9yRRQCjZ7OKRsBGvD/HwSxNKa2PaaV1IHaW1MandgSA6dz54feT//pfoy76P8vMfEjtmNqFFn7UFkQiHCPz5GTBppKXH6zinviAR9Fz+VbQjjrSFV+L4kC4AZH5hnLQuNT9jkNBvIdDV1cWtt97Knj17KC0tpaOjwy5asmHDBt59912WLl3arz43bdrEs88+y44dO2hvb+fb3/42c+fOTWqzevVqnn32WTo6Ohg/fjxLlixh+vTp9v2enh5uuOEGfD4fl112WRIB2sHC7/fT29tLfn6Wk42LJPT09OD3+/tsVzOuCrG5ddBI3qJm9udQRAcdiCbgmEErJWc1bKA+r4KnjziTn6y/l/G9cYphCQZL52lnwaM/JzbzJLxHzUCuWhm/b8ate/75ljG3YnPzTGD3zETfABj2+kSHaJ7x3dcLi1G6O5IPRaFe9NIKlIa9dl8CUP/+V2Tbl2yitCTm02gkKfQyEXr52DRnrhQKevnAHC61qnFGnybXk/TnJQki30vPAaDu3mGspavDcU7ZYPg1lhCbNTftXuyIZCZemV9IrO5oRHMDnsY4qaR4dz1Mn9nP1fUf/RYCjz32GD09Pdxxxx0cccQRXH755fa9GTNm8Mwzz/R7EuFwmEmTJnHmmWc6Vvlat24dK1euZOnSpUybNo21a9dy++23c99991FRYdg2H3jgAcrKyti1axd33nkn9957b8ZNOxqN2vHjYJCj5eXl2a9TEQgECAaDdHZ2IoTA5/MRyVRd6BDFQK5JSonH4yEQ6JtfqWp8NV/L38gDPeONLE6p89XyDqrGzzioOVh/x5glBHD+2w4IZLIQ6M84srk+o23fpxvf0bJIChslIBNq/0qvH/nUI0n3iSRH8Hi2vm/w2vfuRwjhKHySTBE+HzIvnuhlCQHpDyAae5DtLSjlVcbNcAj8AYfTu4TmBuSmd5KYT5Uvft2YXwYhYDlzbV9BhlyAA4W0HK5N+5LWBiA62vAn0FUAdvZy78VLyFv1a+MzSjDFOZl0gl/7AbqZa5EKz9b3k9lOe4IQCaE2JrMKK3/5P1h00cgLEX377be54oorqKurS2OVLC8vPyC64Tlz5jBnTuZQqOeee44FCxawcKFhy1yyZAnvvvsua9assYWQRY88ceJExo8fT319PVOmTHHs7+mnn+bJJ5+030+ePJm77rqLysoBphh2kRM+XRjkV8EIYdXPgthullz9pYHrXFFBA10KamoGJ+lmL6CpKoRDVFdXoyjZg+5iLY3E9u42uICOm019QpZui7+E+rwKanpbiCrGz1NLNeFgmEfK8/y0AkpPsE8nsUCie32o4RA1NTWEmvbS7EDgZsPnRxYkCgGjyIzno02GELrxXyn6xvcoXHQh9bEo0apx6ad3YExBHq0rkjOY9d88gH/GHGJZNEUnX8FAwVqXp63ZMMEk+C4cTVHm9ejc+agff4R32wfU/uQRWm65npA/j0jdNALPPxF/rrAkowAQHW3kPf1Imm/Bs+U9xyilMi1MYJC+t/bY/X2gt7c342YZi8UGnG44Fouxfft2LrzwwqTrM2fOZPPmzQAEg0H8fj9er5fW1lb27NmT1S9x0UUXcf7559vvrZNbc3Mzsb4ocIWgurqahoaGwXU2DiGGc01S19n513WEp03Hr0fZryvU12eJKpRRrsoAACAASURBVMkR1pr2hyLgNfaggejXCXoshgzkI8Ih6uvrswqB1HoAyhe/jvLFZeiP3M/a6pNsP4CQOjPbjcQrTShJJ09rs2h56rcG343qQe2jSIsUAplfgBbspr6+HunxpzmWkzQBrx+8PsMRHIsiFTVpbKRO+89vp7NwDHp7K/rEo5JP72bb1luvd/gQdMLtreimWSbjnFN8BQMGjxcZyEPbtR0VIBrXmhxNUeZ1AFlcClKnKaKh9QTRJkwhMv+TaBPqKPzlnUaxmSwO8Uy+hUyEeG2qH3GA31uPx5PTwbbfeQJVVVVs2bLF8d5HH33EuHHZ/7D9RVdXF7quU1KSXLGppKSEjg4jY2/v3r3ceOONfOc73+HOO+9kyZIlWQune71e8vPzefXVV/n+97/Pgw8+aN+TUvb5L9d2h9K/YVvThxv5SDf+VrNlKy3SN6BrippnEm0Q14euG0IgEjYEQoZ2emtzWj0A/TcPwDFzaJk80xYAYNjA3x1zFGA4yjnuxPQv8p8eN/5XFYOKIQUy4f/orJORBcWI3h5jzmPKEYlF4QFZPCb+2uczKI0LipCKkk4iB6Dr6Hd8G4Jd+P62BtGzn+DXbjI2UcdfngmrYHsGc9BQQKpeFNPMU/izW/Cuf8W47pBXEDt6VpyXKJCHCIWMw+7+ILrlK7HyLjrbkQGn8jcGLCGTNh+HT0w76XQYU35Q3/9c0G8h8IlPfIJnnnmGDRs22AMJIfjoo494/vnnmTdvXn+7zAmOFYrMa9OmTWPFihXcc8893HPPPWlO5Uw499xzue+++wadRtpFZsjXX2Jr1VSqC1SOCOi0qAX9+gL3hZiZJaYPZnSQ1MGymWdzDmcp/F6vFqYnNJnfb12o8QikxNtWX7EY4lTDVBqdcbx9PzL7FKMdGElWgbwkx7CYaQgWrawSjpmNnmh7NquHyXyroEsG/46MayeB5x/H99ar2Z2nwmA+Rdcz+gQGG6KjDbG/Ky0EVZhMn9G58+m+8V6CV10HGD4E6x7+PAj3GjTZPUHj8wF74xeRMGQRAqlCxvqkwmdfmHDN/LsfM/jZwnAA5qALLriAzZs3c++991JQYHwAP/7xj+nu7mb27Nl88pOfHNAJFhcXoyiKfeq30NnZmaYd9BdDWU/ARTpkOIR8ex1bT/0udaVexoYCdEQL6Qnup6BoYAruRMy9U8+SoJM2rxxr+NrQdXsTkKFeKMxA2+3EoGlm79boQdsJGp+IYTIKH3siaMGMBVOUlka76pc2aSre9982Hk8I8cTjQebloyQWljHpH5RgF4jxdvEYqag2iZr0B5C6jv+tV433xLMRnGoP+N582TmKpno8NOxB/9aP8E47Fu1PTwybJqC0NjrY35NDUGVpGcrmdwHwvfUa3r//1di8A3lGIllXO0LXbV9JkunMn1kIQLK/I/93v0R0dxA55UwiJ84zfCBFpRSvWJ7EQTSY6LcQ8Hg8LF++nHXr1vH222/T2dlJUVERJ5xwAqeeemqfTrEDGa+uro6NGzcmnfA3btzISSeddFB9D3U9ARfJkO+8TjQS5WMK+ZdSH1XRImiFhr0NTDl6YAraR829KFdN4ICKfut6PHomS4lJUVaBOG8x8k9PGBcS6gFU6L1cu/3/eKjuM4avQOpMopvtlBCrqkHseg99/CTY83FaxqnSuBe592MAtAShpZckmHdUr2Gyatgbf9DMcBaRMHLfbmSNkXFPQoasunNrWh1fAO2CK/GYiWSk3A/NnY//zZeTN9oGI/JFWvtDJHOI6GBD3b3DIUs4OQTVcOA+Gn9vagu9i42gBdnSZAhDSwhgRBmJ7s6s5iC7renvkHl5BhFdJIwsqzSEkJW9PZIzhoUQnHbaaZx22sCk9odCIRoa4lSyTU1N7Ny5k8LCQioqKjj//PO5//77qaurY+rUqaxdu5aWlhbOPvvsARnfxfBArvsLO6adQkzCkeUBKvUy2NJNc2MbU44emDGi5uafS7jCARf9lnrcGdgHdYSYPNVwNOYXoN78M5Qy03Gnayxs28jG2tn801PFLXMLeWxvFTSG0SJRZHcX2oQ6Iqef58iKiSkE9DFxR6AsLo038npNe7bhExBCJCW3ifYWPO0thgPZ588tQ3bqsciUqBYpFLQp0xEmE2YqpFV6MUuI6GBCdLQReOGJtJDO0HmLkyKQMiWsWTxGFi9SYnipDORDdyfSn1vpWe/6V1BMao2iu78bp8YwnfAjNllsMLBt2zZuvfVW+/2jjxoSeP78+SxbtoxTTz2V7u5uVq1aRXt7OxMmTGD58uUHHdLpmoOGD7KtBT7cyOZPXY+6H46qKMCnFCJkJ03t+/vuILGfLKabuBDIQRPIYrPPWtRDjwsB2ZtdCEizapViFVC3oGmIWBQfOkLAmLHlaLtNquJoBIKdyIIiR1ZMCQifsaHK0jL7vp4gBKSqGifVBCGgtzYnzc0oaiWRqtpnhqwM5BmO7dJylM42w0RixvNnY+7UTfplu8zjECNTCKg2fnLStUwJa5rlAG43kveShID198xGl2GN2Qc1hhRi5GoCy5Yty5gMI4SgoKCAKVOmcN555zF+/Pic+pwxYwaPP/541jaLFi1i0aJF/Z1uVrjmoOGDfPMVpMfLR0UTqFUk+X4viqIwJhqkdX+07w7IzXQTJXdNIJvNPvtEEn0CPdkFU1dCBar1r6Icd6LRRtchFkOXEBPGSTBqOrW1aAy6u4xIHSuRykpaIh7VI4UwNqJAHvT2JEf7eLwGlWpvD7KlCaqqoTWdsVWYa86UIWtdEzu3wNb3UTFP0qefS+S0c+zTdNIcFQVKy6CtBYLdBieOroFv6IVArtnImRLW9ErDzyJtTSDZHATkZA7qkxpDUYbMJ9BvA/4xxxyDlJK2tjYqKys58sgjqayspK2tDV3XKS8vZ/369Sxfvpxt2/rPqe1i9ENKiXz9L8SOPYEdQZ3JJV7bl1Qpe2nNIXE5o+mmrSWpXdT8iufiE0ireiWEYw3fpHlYUTvmBiA2vmVU71pxk3MVr64OI3MXUB57MN5G0xCakWdjJYfFLMnV1WnQLJhLiM6dj8wrQBtr0h/4/dDdBfmFoChIM5JH5hfadMieLe8ReOFJ47R/0zXGmP6Ac8UuTXOIYhGETj+X7htXIBUF9c1X4p8b4E9ZZ3TufCLHn4pWVoVyx69sniCCXfHyjMOgCaStK0s2sh0l9JUb6L7xXsNUYzl9TS0qMScgMau6LziFiiYJI0UduZrArFmz2Lp1Kz/72c9sygaAlpYWfvSjH3HSSSexbNkybrnlFh5//HGWL18+oBMeSLjmoGHCxx9B/W66zr2UvTs0zpkc3wyq1BgtMW+Wh03kaLqxhUCOU1PmnYO2fTP89UW0r3wXz4l9+L2sIvPmhqq+8RJ24J+DT0G2NCZTOphtKDE2IU3T0cwzvhXeKkwiNv8zv0VXveZmFEBY92MxZNDQFOy5eH2GQAjkI/Z343/lT7ZDWVhjnn2BkRkcCScVcVc62xAdbRmzdqXXh5ISCutI8FZUagjUMeUGdTQgWpuRm/5h3B8mx3B/spFTE9asDV60NCC9PsMRbOcQmDkDOQiBPqkx1BEsBJ5++mkuueSSJAEAUFFRweLFi1m1ahVnnHEGn/rUp1i5cuVAzXNQ4JqDhgfy9ZeQxaVsrzwKuaOTo8rj6nNlQPBhT37ceZkJOZhupK4TNU0rOfkETIhoxNgufX0T4NlVxRQVzBDBJKQKprYW50pf5ulY03VipuCKWbUQzFNrkt3Y6zNI5ABiMWhtMpK6OtoMIWAxdPoDsL/buYB5eysykIeSwjMkAPXjrcRKT3bO2vUHkOFQ1ugawHAwW32b6/O8sw75zjrjI9v2IUyfnfppDAkOOBvZ40EqKqKpHgFJtQ76owlAdmEkFXXIHMP9Ngc1NDRkJGYrKCigqcmwlVVWVo46kjUXBw8ZiyLffIXonFPZ0aXhVWByefz7VFnoo9VbSCQUztJLgumGzKYbGYnY/Ds6JmnahxvTTEZpczQjWGQu319LExDCYKNMvZ/qU+jpcW5jJYbpulFRS0qbwkRPyB2wTtz4EoRAuBfeeQO1YQ9Fd37LqEMshJHgZDmsnQqYqx5kIM8xgzX/d7+ws2hTIfMKjFq71vtMxd59PkQkZCT/WeR6Cff9f10dT8I6RCA62kDX0hy6oqMtbpmMZP/uJiJjtTRVHbk+gYqKCl5++WXHey+99JKtIQSDwazUDSMBL7zwAtdff70jc6mLQcJ7f4f93UROOI0dnVGOKPYS8MXNP1WlhehCpam+7zKTyrxz4BNGUXDt89ekOYVlJBQXApqW3VafiKAVxpgDNbTlE1AUZF4+2lHHxsdHwFmfiTd9bQ20NyeXfjFzBexnLGewDjFhCbD4z9Q6cUuvH2GaC0TCpiOkRG1tRAl2GQLBvBc675IEO7gpMBUBeQWGjTxFP0nNok2E9PkRsQjSF0i2l6fCFzCigHQ9jdXUGkNxcE6PZGRKNPP9bQ2Bl/8IQMGv78soQHMfaASbgz796U/z8MMP84Mf/IBTTjmFkpISOjs7ef3119m6dSvXXHMNAO+99x51dc5MeiMFrjlo6KG//hJa7RFoY2vZ8WErs6r8SWafqqpS2BmiqaGVCXVH9Nmf8HiNuPtQemimDIeIWhtpLJZ7/L9ZYKU/mgCKCn4/IoGMDAGs+QP6i8/AxVdBKt0zIK+9EXXOKWhPrjS6s5zCUhIVChB3FCeeuBOdqk6Zu2Busi1G/k30xHlEZ51C0b03Ept/HoF556C//w7S5zdMGf5Aev5BhkIuVkasLCxCmzKdTJA+v2GGatjjfF+IAasRMFTQy8c6UEcL/K+tTvK5HGwltBHtEzjrLOPk9cQTT9jx/AClpaX867/+KwsWLADg4osvxuvNwcHn4rCBDHbBuxuIfupS9kd1mno0poxJtrtXjqsCdtHU2u3cSSosu2l7c9otGQnHNYFUk0eG+H8pZYImkINab/sEBNIfQN0RJ1cUCUKHpx5Jd2QD+r5dMOcUW/W3NnxNT+A9EoLYkTPoueTq+KaSY3ilLWw8HigoQi8ZgzT9FjIcsiOJHPMPMhVy8Vu8Qtk1fdsv8fE2R49MZNbJA0oRPRTwbPlnWj3i8CcWEXjthaR2B1sJTY5kTQAMQbBw4UL27dtHd3c3RUVFjBs3LulEV1pamqUHF4cj5Ia/IqVOZNbJ7Ow0Nu9plcn+pbyCfIqiPbTuz9GfZNrNRXu6nV+GE4RAquUzU/x/OGQ7MXMSApYmIBSj4IqUhoM2lfBNJrLumJdI0GDMH7wlrDQZDxHVhEqsdmKy4zAlsiYTp4/1XgS7DZ9FYTHCKiUZCUGhwb/Vn0IuluOzLyFgl48M5DkKAd+7b6JNmX7ABeSHGlaCVxIkRGfONfwbuQjQXDGEeQIHnDEshKC2tnYg5zLkcENEhxby9b+gTZuJLCxme8N+8jyC8aXpkRSV+n5aQzkSvpmagNKeXswoSRPwJGilCZw9aUistRvtn2O4RcmnpXQKVcU+xu76ILmdosCcf4G//81srxi0DpbN3exHtzUBSSymAQq6EPhfeQG9ojq+YaYIAQGEP3EOenEpgeefNDn940Kn6J4bDNt/QTEiaGpZoRCyrCq+3BxDJ+N5CAWO9+PtTCFgvSdZQA2I2WQI4ZxtLBHR8MBXQhvJ5iALu3btYu/evY4RQPPnHxqS3fUJDB1kwx7YsYXIlV8HYEdnlMklXrye9K9gpRKhRcvtqyltTaA1LaxUD4WIKR58MoamesDjJXbMbHxXfDVzAphlCoJ+aQKvbWvn4YoLkJVGQZivRlaxsOEtBBIpBMqVX4P2FvQPi9l/xVfRy8cSeOEJFMtebp76LI1F7+xAM3fNDm8h75XWUfPc0/gsWgGH8FV9/CQic04lOusU1I+3kv+7XyDMPcvacCOz5uLpMAVmOJTWT06hkzlqAnbfZrRV6JyLyFvzdFKbgSogPxTIlm2sTZk+oJXQpOpBjFRNIBwOc/fdd/Pee+9lbHOoCAEXQwf5+kvIvAKiRxuFs3d0xjhtfJ5jLkCVD94K5RZrbWsC3R3okQhqQsnCcMiI7vFLzcgT0DVkUWl2MjhTCEhfIDdNQOq0+Et4WJmelIX6i2mfZVaVn8qNf0W7+t/xnDwf/dc/RS+vtJ2petU4vB++i67FndZ2tnBbK7owTKq/SKg29uXtHXzi+DLHbFv7hF5ahmwtdiZAUxREsCsetpmpTkC2JfsSag1kgxUvHzS0K2183aAWkB9s9GUyG9BKaCPZHLRq1Sqampq45ZZbuOWWW/jWt75FXl4eL774Irt27eK6664bjHm6OIQhdR35+ktEZ80Fr4/2kEZHWOeoMucNqLLAS2usiFgshsdBU0iCFjNs8eEQelsTqkWHDGaugYIP3RQCep8/LGmag/TSMkSO0UH1eRVpBWF0oVAf81IJNtWAbG1CH1MOQFuvRktJHZN1L+XrX7PNJJZPoLeoHKMeGknC5deNhRzTq1HjIAT0hFN9RgK0wmK83R3orU1GcZRcEuJSkKtPQFrOa0uwllUOagH5ocBg1j5Owkg2B23YsIELLriAadOmAUbeQF1dHccddxw//elPWbNmDV/5ylcGfKIuDmFs/ie0txA93qBg2GE6hY+qcCbaqirJJxL00trQzNjxfZC3xWLoFWNR936MbGmGRCEQDgN5+IUep43oqwZ2d5fhQM3Lz9knUNPbklYQRpE6NVEz1NSiWGhugPGTeXVzCyu360gqEacs56t/WsVZVndmH735RUByISUw6C+aejSqLdbQRCd0wobudGqNzPkXAq8aoYzye18xiOC62o1Ep/5sZubm1JfXxtYYrOQ7r3foNtFBxKDVPk7EEEYH9TtZrLm5mdraWpvwK9EnMG/ePDZs2DBwsxtkuMliQwP5+kvoFWOJTZwCGP6AYp9CdXEGTaDSMIM01qeHfaYhFkMvN5ybusnsaCEcMr6bAaHHaSP6FAKdyMIio9B6jkKgItzJUrbYJh1F6ly7eRXlIZMKOhJGf3U1tDXTuXkzK7fF4s5S03TU4jeidCwhEIk5b7EKUJWv2uUfSaAoSK1olUiAFvzaTfjeWZcUyw7g/+saiu78Vs7JTd71rxB43iiKE/i//8n+nDlHYflZvHG6a8csWRc2pDKCM4YLCgoIm2XpSkpKqK+vt+/FYjH73qEAt8bw4MMqIRk5/jSbGmFHZ4y6Ui+qyXCZisoaw2bf3NrpeD8JWgwZyEcvKEK2JQuBSMSIh/cLGRcCfZ2uTN5+vF5EP6KD5h1Tw/Flxhh3z9A4q2EDWFXGOloNwjbIaDpqyDPMRJZPIKSlCwEBXHVsEWV5KtLMwUnc+KU/3bRjbbgiGs5YHyBbdnBSO5sDX+b2nKIYHEeWOWgYC8sfchhCc1C/hcDEiRPZt28fYNQBePrpp/nwww/56KOPWLVqFUcc0XeWp4vDB/Lt1yEcIjLnX4z3UrKzM0pdqTcjQVxRaTEBLUxLVw4HCi0GqopeWo5I4QSKhI1N3J+kCfTlEzB5+72+HJPFzP4UBWGaP/LHGsWOLG4f0d5iawmW6SgRitSp7jUidqx5hhOEwJRSw2r77ZNKOX2Cuel74zH4NrI4eZ2oixNhcxJlQTYO/EyQPn884srjJo/mDEUZsuigfguBM888k5AZdXHZZZcRDoe5+eab+f73v09zczNf/OIXB3ySLg5dyNf/gjblaKRZRrG5R2N/VDKlLLNDUlEUKmNBWkI5/AhiMaTqQZaWI1JyBcKmJuATMk7CJnMzB+H1IaI5FLdJ4A6KmBt3BFPDCRmagPQFbC2oItzJ4o//bD9umY4qwqZD2pxnOMEcZPH6FPkSOIQsn0CSOSjzZ5peHyDlfg5ROn1y4DvB50fs7zaK2gxw/fFRjZHsGD711FPt11VVVfz0pz/lvffeQwjBtGnTRjxpnIuhg1VCMrL4y/a1HXamcPbwwkoRpjWWbC5yrNgVi4GiopeW4dn6flL7SMQYK9kclCwE0voMdqEfcaSZOZx7noAUChGT5iGsm3HeFqWF6oG5pyPffAUBTOvaDcDUMV6u2/gIlTJuxtIdzEFR87WeGOljmVasyCNV7fOkbTllCx78IUqwG6nFjHSyHKN0+pNVbD/j86O0tySX0nTRJ4zvzwgVAps2baKuro5AwDiBBAIBTjzxRMAoGL9p0yaOOeaYgZ2li0MS8s2XkR4vkWNPtK/t6IxSkadQVpA9NLHKJ/kgIVcgYylJLQYeD3pxKUpHK7qux4MWzJN8QEnQBBJUbKc+rTKOQtMhF03A2pgVxd6sI5oEjyfOaxQJIyrGoheXsv/z19CgVcI2nbEFKuVeHZT4z9DyCSSagywNI0l8WU5W83coc4z3l6VlyIpqRGc7elEJ+y+7tl9ROv2N7pFm0XQp6X8U0uEMRek7iGGghurvA7feeit79jizAu7bty+pYLyLwxdGCcmXiB17glHz1sSOzhiTS332Rp0JlXkemj0FBr9+tlKSWgypqmZcf9iO8weIRI0N3xACydFBmfok1IMsKEaajmGZpdh6Yn8kagKaRHq8tPhL+GfpFFqjAjrakCWGk7ZDTbDjqx5ELO6AtuaZKASsWsN6wlTiRWPMvvoR76+XmDWJyyoPKEon1+ge7/pXUOt3AaCE9lN0R+5RSIc9FDWuSQ4yDpg2wgmxWKzPH/dIgssdNIgwS0hGPnmpfUmXko+7YlxYHcheNQyoLAnQ05tHZ1s7pS1ZSknGYkZxlFIzuqalEdXc5CIxDQT4hEHCBsRj6jOVpwRDE+hq7xd3EIogYioZEU3y56oT+MXEc81MX8lXg+uZb86rK2I8EzXNRokOaIs2IhTLLgTimoBpDsqxmhWAbhag10sG71QuOtriheata0jynlp5yHAFDSeMENGh0QRyEgI9PT309PTY7zs6OmhpSYnEiER45ZVXDin2UJc7aPAg1/0FWVxK7Mi4aXBfUCOsyYyZwomoKi+BBmjc20TphCylJGPx6CAA2doMU44GIBKNgS9VEzB3aofylC3+EurzKiiNQoUnrglkFVgOjuGWXo1fmwIADHK5XxSexAx/iHygM2w8E9MlqGpSZrJumk+SzUHmZ5roE7CycX1+s6pZ7kJAFpea/emDZqJxKr4C8UIyhwJX0LBipDmG//jHP/Lkk0/a7++5556MbS+66KKDn5WLQxoyFkWuf5XoifOSIkJ2dEYRwNQ+nMIAVdVl8H4bTc3tHD1rOuLSpcjfP2zcTGQB1UxNoKAI6fGgt8SdrBHTCexXZJxKWtcMU9C2D2DeOfDqagBerD4pztGzW+dfQ/UsikaMqlgp2m3z3kbq9zVRM66KCj1O7WCd2Ft7dWcaiYIqpgCtvcYzPVFpOHNNjUOqnnh0kCkEfKpI8AnEt1XLMSw624359cMcpDQZuT2+f76F972/2zVyBxJOxVeAQ7KQzLBAVUEfQeagWbNmEQgEkFLy29/+lnPPPTet0LzX62XixImuU9hFUgnJROzojFFTqFKU13fSUGllOR69iZZOg29fTDsWCUiPF/XHv4xHB2lGiCiKgl5SnlRcJhrTEVLiVRVbExCdHeg3fDlprKaxdbYAAGND/1VgFif6/kRFzHA8W1jz/N94sHUMUngRm1v5mmcXC8HUBAyhk+fBkUaiqjjAq7t7+ajD+HFvao3wF98RnBt71RjX54/7BExzkD9BCCRqAt531wPge+s1I9yzZ3+fnykYZhrfmy/F3w8SnbMsLaP3s18ib1U8uUwKYYSpulpA31CUtEi2wUJOQmDq1KlMnToVMFhEFy5cSFmZ+4d04Qx93V/sEpKJsOijc/EbqapKRTRIa69VOczIAZBFJbYAkLpmmGPMTVqWliUVlwlrEi86qhBGPDvCMbGpISwyZvGWh0NgRuA07200BUBcWDwUm8IsfwleBFHzN+tRFK5peY1fVJxuRB2ZuQBy8gJWvpdcMe1XnmM50V9i5An4/GimxhI0O/MoCdTYFi10Rxt5f4hX9ROAWr8LZdd29InZS7pmS/gaaBONFUmkfrwVEGhHHOkKgBxhUUn3aY4cAPTbi3vJJZfYAiASidDe3u5YU8DF4QkZ7IKNbxE94RNJ16OaZHdXLK2cZDZU0ktLxNxwzc1d5iVUIrNspqYdXc8vRKnfY0QNARHdEAKWzNGFcLRTj8uSxSsTnLb1+5oyCotowk8poksW9G7j6M6dANzyj19yVsMG6r0laUlauhA2ZYRUVdsctC9orK09IWHOEgLOxU2g8MEf9hl9c0AJXwcBWVpGbNbJxGbNdQVAfzCE3EEHFB20efNmfvvb37J161Y7Lnvq1KlcccUVtsYwHAiHw1x//fWccsopbubyMCGxhGQidnfH0CQcVZ67A7PSq7ErYpqOrGzgRGeZGUInVRXv+lfw/nMDAtBvvBq++HWimo5X6CjmpqcLxXCGpoxTHu5kqX8XvwofYRSAkTpXy81UhDvRE4RAzbgqxObWNDNPdW8rERnvNRwzQkQ1U/qURI2gisryIsTW3iRBoCBtygilrRnNUUwZsJ5zoomG3Ew7B5Lw5WIYoCigacbhp6k+OUFyoIfq7wNbtmzhtttuo76+noULF3LppZfa9YZvvfVWtm7dOhjzzAlPPfUURx555LCN74KkEpKJ2NEZRRVwZEXumaNVAZUWtQApJc2NLfyzdAptujduG7eqioVDJrGZNQmJ/psHiGgSDxLV3Ix1BNIMj0xE7JjjOXXhXM6qMXq4dZaHeceNN7pKEAKVtWP5Wnm7/V6ROl8VW6gIdxJJ0QTweAiphtajC4H0+igrLeSqY5Mz6q9Wt9uUEYJ4noATLE3ApoBwEBi5cAAlsot233jvIVPj97CCqhqV325cir7iJvQbr0Z/bc2gDNVvIfD4448zceJE7r//fpYuXcrFF1/M0qVLuf/+CIwfewAAIABJREFU+5k4cSKPP/74YMyzT9TX17N3716OP/74YRnfBch6s4RkiikIDKfwhCIPef7cScQqiwJ0eAv543OvcU3+2dw8+xquPeZaXnxhndHAFAIEu9IZMnWdiA5eAYqSoAkE8qDKqFGgFRQbdvg6ozaGxzQ1FZaPsaNvZAqJ3NmLTrFffyG/kdnVxjNhPV0TCKm++LglY0AITqs14voLvIKKgMIZvjgDp44AkfknmZgnEJ07n+CyHxywacelcx7ZkOEwIhJ2TpAcYPRbCGzdupULLrjApo2wEAgE+MxnPsOWLVv6PYlNmzZx5513cs011/C5z32O9evXp7VZvXo1y5Yt44orruCGG27ggw+SC3n/5je/4fLLL+/32C4GDvKN5BKSidjRGWVyFuZQJ1SVG6fmX3VWJjtjW8fQvLcxbg4aU5HOkKkoRFHwigRNQJgl+8wflhBANGpn31ohnjGdeCH3VCbRBP/XI701fKV+PGurTyJqnspVAREd8HjotTUBBd2OzTeezfcqxpzVuEU2mxYAybQRbb0a7xeMZ88FS5M+G9e0MzqghHrS9TwrQXKgx+rvA7quZyz55/V60Q8gyy0cDjNp0iS+/OUvO95ft24dK1eu5OKLL+auu+5i+vTp3H777XbC2oYNG6ipqWHcuHH9HtvFwCC1hGQiemM69UGtX05hgM27zYiglM1RFwr1+5ptIaAXl5oMmcJuL678KjEUPAI7GkkXZolJTUMG8hA9QYNV1Ey8soRAVJcZNYHm3XuTEsysojCtbUEAivyqEePv8drmIE0othnK+nX4VGEni1nQRPLvqrZQZVJpQrUwc9hXd/fy7ZdbuXt9B9d1HMVzX7rbNe2MMujFJekXrQTJAUa/HcNHHHEEL774ok0al4i1a9ceUD2BOXPmMGfOnIz3n3vuORYsWMDChQsBWLJkCe+++y5r1qzh8ssvZ+vWraxbt4433niDUChELBYjPz+fxYsXO/YXjUaJJpCDCSHIy8uzX2eDdX+ww7aGEgOxJrnlPaOEpIMp6ONOo5LW1ArnwvJOaN7byG97qtKzjTBs8eNqqxCauUGrHqJz56ONm0jR/beiXfFVvCefQWT9k3iUuDlIE2YpRqkj8wtRQkYOgjS5+WPmDp0oBAiHk+bcsKcJRPJJWxcKTe1dQDFFPiNzWHo8xExiOB1hawIWE6hPVYjqmpHjYKLr6zfDxni/5XkqYRk/p2lS0tarsfK97nhlMuCR7TrHnjGVsjznIj0uDj3IgmSfGoqC8oVlKOWVAz5Wv4XAhRdeyD333MN3v/td5s2bx5gxY2hvb+evf/0rO3fu5Dvf+c6ATjAWi7F9+3YuvPDCpOszZ85k8+bNAFx++eW2Kejll19m165dGQUAwNNPP52UAT158mTuuusuKitz/4Crq6v7s4xDAgezptbf/ZKeyhpiE9Lj1Hd0xvCpghOmTqS4MDfH8I4PP04LxwTD8fnN6iAzTzyLyLbNNIKdJ6BXGZqgPy+fqjGlRBUPXlVQUlIExIysYV03auzmF0KbmVjmdzIHGb4LnwI1NfHTV3TKeNi7364PAIZQKigthjYoKwgQiUZAjfs+dKHYZSCt03yeV0XTo0mJaNqYcqDLfp/vU1HwAaawAhp7tPQwU4y6w64QGEVQ4n9Lz+eXUnneRXgqBieMt99C4MQTT+Qb3/gGjz32GI899ph9vaysjG984xuOGsLBoKurC13XKSlJVo9KSkro6EgvxJ0LLrroIs4//3z7vXXSa25uJhbLnqothKC6upqGhoa+GSYPERzsmmSoF+2vawnP/2TS5mhhR2eUScUegl2d7O/ucughHYVFAYQMJgsCKbnz7Z9z1G13UV9fj2xoMC5bp2mvD6mohNrbaNqzm5ii4lUEPfv3A37bJyC1GDI/Lox0j3Hqj9lCwDDnSCGIdncnlVBVY6E455AZTnrt5lWI2V8GugmoOt29OnqSrV/B9+IzaMVj0GfPM/oR0hA6aiKNdPJnF1AhGIprrLqEsfmqUQMgoZ1dd9jF6IEa/973llTQHNWhvn/+AI/Hk9PB9oDyBD7xiU9w2mmnsW/fPrq7uykqKmLcuHGDaiJx6tvp2hlnnNFnX16vF6/X68gimusmKKUcNULAwoGuSTdLSIbNEpKp2NkZ5fhq6yScW/8V46r4WvlWHmgtswXLlFAjR3XvQQ+HjGLwmrlBWqcmIZCBPGRPEBkJE1G8eBSRlCxm+wQSipxYZGwm87SR+SuEIQgi4aQ5a5Ew4GWK7GSbKOX+gg+oadjA8/JqAIp9Knti0qCQUOPjGgyaj9A2+VjAoIPQJWhJwiJ5I8/zKChKfGxdQlmeymXTC/mfDwwfhEK87rCLUYQETQAtNqh7zQFTSQshqK2t7bvhQaK4uBhFUdJO/Z2dnWnaQX/hsogODFJLSCaiO6LT3Kv32ykMcM55p/HUf62jmh7eCYyn3GMZ7c0IHUtrSzCpyLx8o8B7JEJMeMhTRVKIqNB1pKbRUlBOS+kUanpb8KdFB5lcNw51hrVQCPAyLl9hWwhkqAepxMnjCv1GXYHesAZmcrNFXiekbpqgyvCqxpxiCQVlUuP+Ax5BAmuE7U84ZVyA//kgyMKJAT5ZV+AKgFEImRAwIGM5FDc6CByQEGhoaOCJJ57gvffeszWB4447jsWLFw+4rdzj8VBXV8fGjRuZO3eufX3jxo2cdNJJB9W3W0/g4CHbmtNKSCZiZ6fxBZ5Wme94vy8UiBhe0/ihmXZ2mSIEEn8wBPIQoR6IhIkqKh5VtU/TmjCyMP9cOYeHfPORs89ASJ0lbR5Or0yMDjL78vrSagoYmkARVSUBCEFzZw81QiGsSXwKBDwq4Zhkf1EZmJqFlhDCqY2pBDR85u4eVcw1KSqpcXV5HgVVxDOkrcOglS9Qke9xBcAoRVswwnbzkFI8yJTS/RYCe/fu5aabbiISiXDsscfajuHXX3+dt99+mx/+8If91hBCoRANpn0XoKmpiZ07d1JYWEhFRQXnn38+999/P3V1dUydOpW1a9fS0tLC2Wef3d/pJ8HVBA4e8s1X0kpIJmJHZ4wCr6C2JHe6iET40Nkvja9pzDKdWLH6iTV8rfkEDE1ARiOGOcijoCoWFbNCq5LPQ9M+a5+6pVCM6JqJmh0dlFUTCBtjV1SUQmMP74YC1PpLiGoSryoIeIzooHol3xYCulDsGH6tqBRoxe8xBEPUUvsVBauEgFcxBFGBT0VV4qJBt4WAKdTMC229Go09GmPzVVcojAL87dV/8F/BKcjZRyGkzjUfvcd5pw/eeP0WAr/73e8oLCzklltuoby83L7e2trKbbfdxu9+9zu+/e1v96vPbdu2JZWlfPRRgyFx/vz5LFu2jFNPPZXu7m5WrVpFe3s7EyZMYPny5f2K5nEx8MhUQjIROzqjTCrxZswt6Qs+IWk3hYBlP7dj923uoGQhYGkCMUXFqyoo5kaqC0F9oCydBA4juiYpOgiM/IE0TcB4v337PpAl/KHyZJ6pOInZOxrwqSX4PYKQpnNf7Cg7vPXvM87i6NOWGvV9ewzJ4Es1Bymqvcl7VUFUl+R5lSRzkM0dZL7QpJEzYIWMCmDJsUWcPsH5b+Fi5KO9sZX/ClYnJQD+P9+xnLi3kcraERIdtGnTJr70pS8lCQCA8vJyPvvZz/LrX/+635OYMWNGn3QTixYtYtGiRf3uOxtcc9BBYmd6CclESCnZ0Rnj9PG55wekwi90gooZx28lU5k2Umn5BBLtp4E8lJZOiEaIKh48HtV0DOvoQqHGZAxNIoHDiK5JzBMAkB4fIqXYvG4KgbU9xbbDWgqFf0QKKQ/oRLqDgEhKcFsrxnFeWDKG5GQxiJuDUJWkHIKeqEaeV0FN6EdPMQcFozp/2Lo/OWfgvW6OrfC5GsEhiqamNqRI9nVayZEjRgiEw2GKiooc7xUXFx9StNKuOejgIF9PLyGZiPaQTmf4/7P35uFxVGe6+Htq60VSa5cleRfGC15AELAxYHYMEzNAlpmQZfAkJJfgmXvDE/8yYTK5IZMLM8Qh3EwSmGQyGSB5biYkhOCQBDAEEhOzOYTFeAHZEt60S93qVm+1nN8fp04t3dVSt9Rqy7je59HT3bWcOlXq/r7zbe9nYEkJzKG5CBAgIbDzNdN1YlkCmoc7KBQG0ikgm0VWCEGWRQgiBVcCTZkYPnvgEdy3/EMAWIrnTatr0RASoeo5loAsA2qOOyhrKqAca4ISAmLoGI+OIfdnRYmAwYER1M9ptAR9QDKVgJkRRIlg+fxlc/lfpYg5gWH+yt6MZQy/ZuA9hpaWBpAjah5TbVv7zHk9SqaNaG9vx86dOz33Pf/88xXJGPJx4mG1kOxcn9d+kaM7xoT0VIPCACvWyphEbLxZfH5MwG0JkNQ4aCYNjUiQJcmijeAB2iv6XoFiis9/6HrYcp/kZQcpiosrCOCBYeT1HwClCMsi2lvye2wTaqC5pYEfZt4Xm4vmFRMwrYSwLOZYAu6G8yEpvz+CXzNwcqN+TiM+Vd1nfb8INfCZ8T/NmBUATMESuOaaa/C9730PyWQSF198sRUY3rlzJ3bv3o1bbrllJuY5I/DdQdPAm94tJJ04FFNRFxDQUjMNS8ChX6wsG9VWAlQUXQVqLCaQMrODJMgSgSjaVNIAoBHBon4+UD0Pzf3DqJ/T6OkOEtJJ13y4JbCpOoZfJeqsgrFFUhpKsA7NcxoAJKxiMgDYEBxD/RzWZ4MLcMsdxBWbIDrcQaYSUESXfs11B8kiweZVNfgvs1tZMTUDfhB59uOCDWchuW8Q/6+H4nNdv8DaNaVT8ZSCkpXAZZddhlgshl/84hd49dVXre2KouDGG2/EpZdeWtYJziR8d9DUYbzwO+jzFuW1kHSix2QOLaadZCEoIrGybDRuIjtTRMUc10swDJLNgKZTUAUZsiA4COTM1o2SHTj9RduFePRPKj5V/RpUg9FOqM7AcNxdn2KoKiAD57xvBY787g2MJ9LY2vNLfO+qrdAMIGhm/SyvJTiW0BE3RCxZusA+33zl7iCNKwFRyFMQVbJgNcRxnstfdQPYMD9kKYFtlzROKNj9IPLJA6W6GkAcQYHabs8ZwpRSNm644QZs3LgRb7/9tlUnsHTpUoTDUzf7fZw8sFpIvt87IAww10V3TMP7T6uaViW5UwnolLCVPw/W6prLFQTY7SeNsVFogghFJBBEtxI4Gm5xn0ME/DDRCt4SwJkiSnKzg0wlIBLmszf0NBppClmdFXcFTAGehoSasIh4QofTc09zVvtcCQwptTgUZfdFzMOTKvV0B/ExtJyAwGQWQB7xnB9EnrXg1mhGUmy35wxhyhXD4XAYZ511VjnnUnH47qCpgb6yE5TSvBaSTgwkdaQ0iiWN01tpBiQCcO8PBSDZwdrBsRSO1yxCxHTnACwmAABqLAbUMZeJ3V6SvR6uyi9oNByBONXyt3ikiJqrMoEQSILAUjwJgapT1CiClf8fyxqoD4oQiO5qBmOv9s06ASLi6dZzWe3CXkYFcWCE3d+tv34XK1tCeefy2IFu5GiBCeATz51c4EkKGTEwO5TA7bffji1btmDevHnWtj179mDJkiV5zWVOJvjuoKmBvvAs9OX5LSSd6I6yL+7SpukpAcXJt0/NAi5VxVO//SPuy3SCnnEOiOnOuWDDWZYloI7FgTpAkUQIkl0sBgBhPZ13HYEaliLgsQEqKyDZLCilljXDYwICAURJYHEKQUDGoAhIxFIC8YyBtioJAoGnEuAWQ1QFHlr2QU/GVArgrYFU3rm5yoCDF6x5wSeeO7mQNa3fjBRw99WeARTlrD106BDSafuHYxgGvva1r+H48eMzNjEfsxNWC8mzCweEAVYk1hIWUV81vUWCIttfUY0yds/heBr3Dde7Cmp+mGjFaP8wEDSVQIL5yWUBVmBYN3sECI6WfeyzgY9UDdjXsSwBOc8SMMwaBUkQIIkiswQohapTKILtDtIos2IEQlxKgF+aK4vhbH66qRNOoZ2bHZRrCSS1XOIJNzYuDlnZRAQ+8dxsBrdGs6ICMhssAR+nBujIEGj/MaClHaShyXO/8eufggZDni0kneiOaSW3k/RCQHZQLRsAlWT0JQ3QSE7Vr5mL39DBXD3q+DgAsIphU85x7qFxKQSRUKxrVdA9nMbW1Qr0mpX4f79nncxUyxIIgKg5lkCGuWrERAySJLJgtaoia67CFZFYK+6gSExLwMEEar4qphKoVsS84jUnnKt3W3e5lQFHIktR6+Dp45lAPTEVPzsw7lIot5wVwXltJ68V/14HVwJpcRbHBN4L8GMCNhJP/hL6t++0UhvJJ7ZAuOgqa7+x8ynQH33XkkTyn18o2MpQNygOj6k4tz04fSUgud1Bw0oNxjSaLzgpxUGhDkvNmABfFCuinWFjSEwJJOQQqkSCqqowAimK+jkN6E2wH1pIInmWADUMQBBg7HwK+sgwsBCQ/+0rkNbeCJ3IIFoWqsGuRQhh1BEaLWAJsA+SwFxKAYnglq7HcP+S662UUi74BQKc1VqFV3uZQst1B2mUuhTMuGpbAs5MIC+UEE7wcQLAac2zojzj7qBTWgn4MQFGvWC89BxGH/g3x0YK+tB3oL+8E6R5DmvE/szj4GtSAiD0iwehLV3t2dT8WEJD1gBOb5h++qGi2F9RVdfx2dM/xYQ/NVy5+CAEPz9MsbaDICIrUE1OHmd2kM6VgBRGWGJtJ7kw5CuvsGzTQlM5AEIpq0cYi4L+6LswalnnNNHQIb77DrTm1aw6WadQTH0VEAWkNR0BUSgYE2CBZQLNAC4ZfRP3w+6c9y+Xz4VGBLTVKHji7WhBJaAb7rETqk0oN5ECAIDhlLdg8esIZgey3B0kKLMnRfT555/H/v37AcBqJv/8889j7969ecc6u3b5mJ2gR3tAdz0D+uJzQDzmeYyeTADdMZDRIQg5IoVQA8JwP3QPJdAd00AAnD6NSmGOQMDRdIUSh9DPd5/wbJeFoTBUk3ROFgkE0/VimO6gYSUCgQBZzbBX1eYiOiwLjsCwSfOcyQADxwFKrYI1kRoQDR0aEUF0DVmdWn7+gCQAGd3sB+C2BPhaXQBMJUARC0RcBW+NYQktEaZAHQ2mHDEBk0WUuoPD74xksSgieWYC5aJGyX9+fh3B7EHWyg6SgcwssQR++9vf5m379a9/7XmsrwRmJ2hiDPTlP4Du+h3wbhdodQRq5/nInr4KVf/1Tbbq5ccSAeMf2wJa1wASHUHNv34+b7/R6F3K3h1TMbdaQnVQmfacFVmBJToncS3xbBcaDEPNcCUgQDSDArok4+nWc7Gr5UwgBRzvHkOdWZLstAQ0c5EDM5BMsxmgpR1DgTocqmbFcQI1IFEDGhGhg7BAsCmxg2YhWFAiEAV3TIBalgDjCFINimjATRjmLBDzKhZzpogaDg3zRE8KT/ak8OFlVXmZQLmoylECfh3B7IJVJyDIsyMw/J3vfGdGJ+Fj5kB1HXjrVRh/fAZ4/WVQSqGfcRayN/0vqEtXW125Uh/YjNAvHrR87akP3GS5emhdw4T7c8GDwtOpFOZQAjKAjPdOLlFNQcmzXWgwbCX1KKIAwUwzHZOr8dCyy13KJJoxMJKyewmEZAHRFPtAZQVDgVocf+0ADo3p+NG6L1pxiD+2nAlpVSf0qGi5nnh6JrcIgpKQbwmYcxYFAZLI3EGjATcho5M0zotFlN+2TimGctw6FMDPDozjw8uq8PCBce/nBuZKcsKvI5hdsOoEBGl2xATeq7z97+XAMD122HT3PAuMRWG0LUD2L/4K2bPWeeb3q+ddDG3pagjD/TAa5+QJ+Mn2W8fpFMfiGi5dWOW5v1QEggpcSsDR4L0pO4YlwjjUhUtxJJa2XBc0GIKaYKmcsiMmMKLUeGbhDCR160cXlkUMjrNzd74zjB+sux20X3DHHwA8dNr78cHmILTYGAvewc79dysB75gAMS0BzaCIKu7/h+TwAXmyiJqfdYPNPRcUwFjWwEVzg9h5zF0Tsa4tgBd7M3nppX4dwexC1vwnZ4nsZwfNJN5rgWE6Hgd9eSformeAnndAq6qhdq5H5pwLYLRPTkJF6xo8ffzF7geAw2MadAqcPg36aCeUAHPJEEpBCUGEqEjqBPdd0oD/8/QoIoKOZQsj+LcXxpFUDYRlATQUhiqwVTCzBJhQrYHqmY7ZEhZx0KRsCMsEmk4x2j+MH9DT7WNzXFEGETA+noJORGTNngA87ZMrA9sSKOAOMi2B4wE386jLEhAcGUMeMYGGoLe19WR3Cue3s//BykYZbw2z+1tUKzMlkHN8Q0gsmYzOx8zBcgcRCTBmgSXgY/aC6jqw98+gf3wG9PWXQA0D+oqzkP2bv4e67ExXE/ZKoDumQhKA0xrLYwkoQZb4HoKKJBRkiARNFBAIh5AhIhQRWN4UAgVwMKpidXOAWQICsx5kkUAQBBBqICwYrJfAsg+xNFgwod8QErF/hCsBEapBMTAwmtfcwwmBGmisr4Y2MI6MwBSVHRMwX2UBIoGrd7AVGDazg44cHcS+RnevbKcS4O8VkXhkB1FEAt5CmgIYN/MMx1VbCek5isSJDfND2N41jpawiJvXRHwFcALBLdOsIIHMluwgH7MLtPcIE/wvPgvERmG0zkP26g8zd09NYeE10+iOaZhfIyEUkMsyXiDEVrNBqiNJgAw1XTuDw8gQCYoAtNXIiAQEHIxqTAmEwlAFtqLlHD2EUhyjIdww+jbCWhrnddQjUhXEzp4xAHaVMM8O8mru4XQJ3Vw/gkBDOwySYgU9gCM7iB0TmiAmQABA07BPDedZGaN9gwgvNAPQ5j5ZJDaLqIM2ggeJc105xHHvI2kdQZEgrVMrFqAbBdJBCVCtCL4COMGwsoOI6FsCPmzQ8QQjb9v1DND9Nmi4GmrnOmTOvhDG3IWTZs9UAt0xFWc0BaZdJMYhyRJLR6XuH8LoaBxZIkGRCAghWN4URlfUjAYHw1AFGQQUkijgqd/+EQZpwG+rz8AT65aDUIr5EQW6KLnqBETCXDqaQVE/pwlXBPdjR4a5vwRqQCEGFJFgTBdxxZVr8cIx1msgJTFrxVICotMS8KaNEAUCqqqeqa4DvcOYaykBts3LEnAWi127NIJfvT3mUgS8FmAsS9EQFJDWKaPeAHBgJIsfvZWfDppbe+DjxIDX/WUgzp46AR8nBtTQgb2vsyDvn18ENXToy9Yg+4m/g7r8TMaqOUuQVA30juvYdPr0U0M5nn7yBVA0YEisdm2PxsaRERoswbu8OYSH3xyHQSlzBxERCqEY7B3AfcP1rn7AlADa+DjEWsVVJyCLxErbBIDFyxYBb4zhn07LYtH8OfjHVxJIqRqgU4gCgXDgTQBNSIqmtfLGi8AVV1pzCssShJwUUWexWCioACnVrbwpRfs8OxGDxwRkgeTXCRh2ls/SBgdfBJhVcChmC49qRcBI2rCOf6k34zqWp4PqOVXIPk4MVIMiLBFkNRHQdRd1SbkxLSWQzWaRSCRQW1sLUfTNx3KC9h1lgv+FZ4HoCIw5c5Hd+EHm7onktzCcDegZKw9zKMfgsX6XAHdiOJGBLogWy+jy5hDSOsXRuIbTgmHWZJ4a6O3qASX5zyuTGEd1XYMVbFUNCllgK27VYEHYtE5BAHS+7wxIkgT51XHE0mx1TqLDEP/wG2Dl3yApMSUQeOwh0LM7oZutAVOqnp8dZL4KBKgKB7AwnsC7WsCmjCBAU5vd72DCmAC134+mJy4QqzKJ+LQCAp6ng/qWwOyAqlPUBkWMaeLsqBPIxZ49e/CTn/wEBw8eBADcdddd6OjowA9+8AOsXr0aa9cW5pmfTZhtKaI0OQ66eycr5jq4HzRUBfWsdciecwH0eYtnhbtnInRHVQREgoX15Wku1Ht8AJR4WzqDKR0QAUVmSmBJQxAiAbpGVSw9fJB1Fcsk0faz74Ksuz0/I6gpgrRDQDMlQCBzigkKpDWKoOluAliFb1anrIp3oBeS6au1lICWxY69fXj8Xfaz+uIzx9FcJcGosq/NlY5ACGSRINIQwZx4FiGqoScjWSt/jqSZK0iId2CYB3pbqqQJC8S4EsitD+Dg6aBOxeLjxIBSiqzBqrqHkgLzBswgSq7m2bNnD+68806oqoprr73W+lIDQCQSwXPPPVfO+c0orr76atx7770nVAFQQwfd+2cY//ENGFtvgvHj+6HJCpIfuxVjX7oXqes/AX1+x6xXAADQE9OwqFaCIpfHy9jW3pLf0N3EoMquETCVQEASML82gD8dTSD+p91QBRGKoaEpE8Nn3/6FizYaAJqb6lxBW1VnQl42hbBqUGR0AwHRVgKyQEBhFnC1tEE0x+LuoLgcxn3vSq6q24FxDWnVyx0EizvIIAKa6pm7y1kctqMrih++yiiuD8eyGEpq5hh2iigfrzEsY8tau1mOAKC92rbOeYUwVwKn1UmuY3k6qO8OOvHghYvVigAK1rCIzuD/pORf609/+lN0dnbiC1/4AnRdx/bt2619CxcuxLPPPlvWCb5XQfuPm+6e3wGjwzBa2pG98npkO88HjdSf6OlNCd0xFeeVgTmUo3nuHNza2IX7h+tdnb9kqmOAMMGrKMxS2NEVRU+U+bn/x7ovYs3oO5ApE5pX9L6M187ZhJ6MiE+98gC+dtanEZTNrl/mmJrpDuJVv5oBpHW3JcD3CQQgDc2Qr9gEDABJKQBCDQy+/ybQofz7GNfslZylBARmCagGhWrYQlogbNU/lFTx3Zf6XCv7o3ENIyndQR9BrewgUSC4ckkd9vQnsW8wgS+cW48fvDmG4wl27WrF7Q6qC4gANPzF4hAuXxi2soF0w53S6qPy4DGpapORMAsRM8ngVLIS6OnpwW233QYAeT/2SCSCsbGx8szsPQiaSoLufp5l93TtY6mMZ5runpNktV8IYxkDw2kDp9UHJj+4BFx0apV1AAAgAElEQVR1zQXoPNaPt3oGcW8P+7o2I4UBmVXZBoOyJTA5KBHwev1SzE32sw2CgLaWerx9PIOQwTKIQrIAUTCsylnVoJAEYqVVagZl7iDR7Q4CWH9hAJDPPBfYcRhjq8+HHBfQvn4dyPaePJcMDxQDtrtGIASyIEA37CAg2872Hx/Lerp2uqKqRXvN/PcmDYU5x+qACFlgKZ5O1w8XKFxpcJbKlirJUgAGpaDw3UEnGjw9lCvuN6oXYkVSRUt1eX9bHCUrAUEQoBfgsojFYid1u8mZADUM4MCbbNX/p12gmgp96SpkP/pZqGd0WiRlJzu6Y6zYalkZmENz0Tx3DlbWNQA9LAbVImo4bjD3iaIo3gKTEAAEEASQj9+K+voaxHrsnP5cSgeVZweJxPqcMWMCHNxVJOQohfFwLZRkFs1VCrasbcV9L/fBoEygt9co1nEArO3sfKZsNIclwI9sjyiePv5/f23M5W7irgNO08SZSQG7MAxwuoPM/HPNdilxcKXhK4ETC04ZMWRSgnxz+UdAHuvGlrWtuHJJ+ZNCSlYCS5YswR/+8Aece+65eftefPFFLF26tCwTO9lBB3rt7J6RQRjNbche/pfIdq4vyLtzMqM7pqJaJmiLzMwiwBkwbQkAMFvvBkMBNBcQmMHGRoj/+p9AfSPqesagGsCowsjamDuI+fgppdAM1h7SignoLDvIuYrnCkIUmBXMhXtKo6yjGGEumc72KvTGs2irUfDtF3phOOIaBqWWoJdF1rtAMyjCZuCW32eT6ePnCoUj9x55LYDoUEwWy6jj4BqzLwNXGny16bQWJqom9lE58GrhP/fZ/aUpgPte7kNnexWawuVNCy9ZCVx33XW48847sW3bNlx88cUAgK6uLjz77LN46aWX8JWvfKWsEywGqVQK//zP/wxN02AYBq655hpcccUVM37dwWP96D0+gLb2FjTPnQOaToLu/iNz97yzl+Wrn7kO6vsuhHaSu3smA2cOlWaIpsKxIEdLWLKUQCAYyBOYBMDCiISQEgBpaAKlFHWmy6M/1AjAtgQA9gNj7iBAsmICFBmdIhKwlQAX+nwLF9hjWQOUAkNJFc1VCprCsvVDFQhxBfWoyxJg2UY6BYKiwLqNwXazOhXKT94cwlv9tlDg4CyifG7cugDcAr4mwN1BpiWg51sLXGn4lsCJhdXUKGe7QYHeePbEK4E1a9Zgy5YtePDBB7F7924AwH/+538iHA7j1ltvxfLly8s6wWIQCARwxx13IBAIIJPJ4POf/zzWrl2LmpqayU+eIp78zR9x33AdKJFBDgzjsyPbccWBp0DVLPTTVyJ74y3M3aPMjB9vNoFSiu6YissWhGesoMVlCdQGAdYOGAGTW4gLzP/5eDcumhtAX1J3zaU+yL7q+yOLAMpW7lbbScrcP05LQDNYimhL2MMdJLjdQT1mUdanf3koz2QXCGA4hDFzB9nZRmnTLSOJxGyF6b5vrlCe6orB0nwOVMn5Liq+2vcS8PpEloDvDpoV4NZdHqsrAdpqyu8+ntKybcOGDVi3bh0OHDiAWCyGmpoaLFu27ITFAwRBQCDAhIGqqjAMY0ZTqo6/e9RUAGxNSImA+xsuQPv5QbSvW+vZpP29jOG0gXiWYkmZmEO94PSrt9RXA2AUycEqO2+iKSyjuUpG1mBCPCTb57xmtmh8o+F0gFL8rjtupZcalJngYVmwAsOqQc2YgMMS4O4gc9h4xl3E42WyCwJxVf0bYAYhIQSSSJAylYBiNqkXiPf3lruLcsEVE2efFgViCf9E1pbw//o8C5xrE1oC3B3keSkfFQDv7gZwBcCIPQQC3Hpea9mtAKBEJZDNZvG1r30NH/7wh7FmzRqsXr26LJPYu3cvtm/fju7uboyOjmLr1q0477zzXMc8+eST2L59O6LRKObNm4fNmzdjxYoV1v7x8XHccccd6O3txcc//nFEIvmc+eVCz6GjecVHlAj4J5wL8WUDDcEhNIZENIVENIQENAbd77lv+b2C7ujMBYU5nEqgtaUOQB8kQ4OsuFdGjWEJ0YwG1aCImGnyQ0kVP/jTgH0QIfj33QO4+RzWGc2gLDirCMSRIkqtFFEOOzDM0zjzKzlzTXaRuAUtpdRyJ/G6A4DFBxRRKFgX4eww1hQSMGQ2vuEcM5IZGZYFYpHDjWUd1zVfueXBlYDmDAxb7iBfC5wIFOoNfc7QW/jMhy5E69yZYQooSQkoioLDhw+XnSIik8lg0aJFuPTSS3HPPffk7d+1axceeOAB3HzzzVi2bBmefvpp3HXXXbj33nvR1MRW3VVVVdi2bRui0SjuuecerFu3DnV1M/PQFnXMA3llv0sREGrglhVhpJQgBsZVDCV19I7r2DOURTTj/mHXBgQ0BgU0hkT2Z71nr2FHbvrJgO6YhoaggKbqmbMEuA4gAGoi1QjqGQjUyOteVh+ScGg4CwIKxdznlT1kUGAsrVnveYqo0x2UyVECtiXAXts9TPNckz2fRdQdE+DglkChJlKFuo1xt45zTM2g6PdoNgMAac2tPJzNZfh7XwecGHj3hibQBAmN8iwqFlu6dCm6urqwcuXKsk2is7MTnZ2dBfc//vjjuOyyy3D55ZcDADZv3ozXX38dTz31FD760Y+6jq2rq8OCBQuwb98+nH/++Z7jqaoKVVWtz4QQhEIh6/1EIISgbeE8bGl6EfcN1cEgAgRq4LONUWx8X/4zoZQio2oYHFfRH8+gP5HF4LiKwaSG4aSOw2MZDKft9oYAEBSJpRDcSkJEU0hAbUBwrQxPNLpjKhbXyhBFccaUF8vGYcJOEATUaCmkBAXD/UNonddmHdcQkvBqWke1IkAS2XlzIwFP/2pDFVutG9QsFhMB2XT/qBZthOCoGHYXdM3JUQICAW5d24bmKrcSoDlKgLuDFNGpBAQEJAFpQ/dsy+n8f2cdgpu/l0TBdDEJ0CnQEvZ2H+V+b3QvS8DzTB8zDa/ubgC1uovNGgK5T3ziE9i2bRvq6uqwdu3aGY8DaJqGQ4cO4frrr3dtX7NmDQ4cOAAAiEajUBQF4XAYyWQS+/btw1VXXVVwzEcffRQ///nPrc+LFy/G3XffXVIbzZs++SFc+e5RvNt9FAsXz0P7wnkTHr+4wHZKKVRNQ38sieOj4zg6Oo7j0RT6ExkMjqs4GFXxUkpH0kE9IBLWUaoxxHjgm5xWxTRcTp788pPAoBTvjmn4y6URtLe3l3zNUiAJByARiud//2cMKrUAIfgfz47g8/N78dc3vh8AsLhPR+ytYSgiK8ZqbW1FK4AvbZRw55P72Q+MUvzjxhWoC8sA+qzAcEASMb+9DcDbyOhMKEbCQbS1MSVTX5sCMAxRIGhra0MqqwN4GwBwblsQX7nubMypcf8eqsIjGEq4GTsFQtDa2ormqACA+eob6iKoDqWgapp1PSdqqhMARgDYKYTO93NamhEOhdA0DAC9qA2whjuqzq/JFZD7e2HA/uwHhk8seHc37hISCHBWvYzhRAiRqjDqPb4X5UDJSuCf/umfoGka7rvvPtx3330IBPK54x988MGyTXBsbAyGYaC21t0opba2FtFoFAAwMjKC+++/HwATqldffTUWLlxYcMwbbrgBmzZtsj7z+Q8ODkKbhLubmD/gvr4+EEXEomXsOr29vaXfnAMSgAXVBAuqq4H5btpkSikSGRV9YxnLohgY1zCc0jAwrmPvUBaxjOFaQUQU4mlJ8PdVstvlxANSLAxl88tPhv5xHSmNoqNOmfYzmAwCASRQfPNYyEUN/c0jAazY/Rqa586BqCahUyCaNiCLBH19faCU4rxmgo+sacJP3hjCUn0E5zUTvHJ0FABTZKpBIYJieJBVGcczzJ0iQ7fuK5Mct+bR29trpWICQGuVCCMxit6Ee86ZTNpiFeXXEgjQ39+PxFjcPi6VRDabRUYz8GbXYTRVuQOA6VTSeu+2BNj/a2R4GDFRRCIeA8AsGwEE1y2twrkLGlAXErHlV92uOQOA5kgP4rEL3fcHnTBsmB9CNKPjsa4kvveXi/Hcq914XKlGbGQE6RJ/X5IkFbWwLVkJrF279oT4q72uybd1dHRg27ZtRY8lyzJkWfZkES02q4jSmSV1ykV1QMaSZhlLPP6nlFJkNQODCeZuGnC6nFI6XhvMYjiV73JqMF1OVRLBiwX45SezCHil8NKm0Iw/D0kgIJoOStxzMoiA48cG0NTegvog25fWGSuo8/90egNbpWeJxAK05leKZwfJIms5KQlAwnSaByQ7z59n4AjgAV77fsOy4Hn/IkFeTICY5zsSj7D7+Dj2DbIU0E892pWXaur89qu68z1jNeX3KZm/CZ2yTKCIImLVnLAVC8htMO+KCfh1ArMCAVGAIhI0hiTUBkTE5Cq8sfddLJRr0Dx3TtmvV7IS2LJlS9knMREikQgEQbBW/RyxWCzPOigV75VG84QQBGQR8+rDmOdB40wphW4YiKZUpiTiWQyYSmIoqeFQTM07h/PLT64ENMwJi6irmvn0YFFglb5EczeLF6iBtnamHetD9ldakdx+8bkR5qvvJyEMHuuHIDCLy4DdVAZgyoanV4Zl+/5z0zEJIWb2D2sl6YXcOgFu5jvHA4Cf7hl1HZOXakrcY7CiMGYVuBvTs1fNbDjD6yv4MVqOgHfTRviB4dkA3tuCEIKed/sA0oyvjc4FeXYYtzZ24aprLijr9WZ9ZzFJktDR0YE33njDlTb6xhtveFJXlILZ1k9gpsAChiKaqkU0VQexstW9fzip4eZfdrlWgJxffjIciqroqJM9g5nlhiQQhCQJt4b7LWZRFpQfRfPcMwDkKIGcuMhrO18B0IiUoODTzw7j2kgPgForO4gLZVkgiJsxmJBTCVgsoo6MIYFA16lLWTghEAKno85ZLCY55jdZdWhuQFc2s4CyOoVI8knuVIOaysI959x+Am7aCH5t9mYqMSIf0wf/Lg71DuC32UbLDKREwP3D9eg81l9Wi2DKSuDw4cM4duwYstls3j5OJ1Es0uk0+vpsFsiBgQH09PSguroaTU1N2LRpE7797W+jo6MDS5cuxdNPP42hoSFceeWVU50+gPeOJTBdNFXJ+MerlluBUwKbX34iaAbF4biGdXNnrj7ACYkQKKLNLNp7fBBt7c2WAgCY0IsERIxldKtBDMAoPv59pN71g/rVWA1AeHMWuzG7LBKMm5ZAyFGklcsiCpgrbZ26jnMir7MYtV07TktgsurQ3EpiWSBIgULV3ZYAnyNPHeVz5cfk+vtdxWKGXSw21RiRj+lDM9j/sffYAChxZ6AZREDv8cETqwQymQy+/vWvY8+ePQWPKVUJHDx4EF/96letzw899JA1zpYtW7B+/XrE43E88sgjGB0dxfz583H77beXlM3jY2Jct6Yd8wJZ/P3jh3D5glBRP/ijcQ2aAZw+g5XCTlAw4TaUVNE8d07BH0JDSMJYRreEOuDdpYy7lDhXC/foyIKAuKUE8t1BXkK3SpnAEnDIXR6LIIS4Mrg+fU4TfvDqkFVHkFsdKuRoAT6trOGuG+Dz4cVgUo71ouVaAh4poppBXUVLpcSIfEwfmslj1Ta3BeTtkYKuz3KhZCXwyCOPYGBgAHfccQfuuOMOfP7zn0coFMKOHTtw+PBhfO5znyt5EitXrsTDDz884TEbN27Exo0bSx57Ipwq7qBi0R4JYP2CGrwxlMRfFdHYujumQSDA0uaqGZ/bjq4o+hIsdnHzowcnpNVtDEvoiWYQkGyB1dbeAnJgOK/AjxLBEphOSyCWzrcE5JxiMcBWHGGleEvAq1jsqtNqsXZBrcU+mksPkJvx6+yAxpWKc0xOFe2cq0A8LAEPd5BOPdxTKC5G5GP6UHX2/22Z24pbGw8WdH2WCyUrgVdeeQXXXXcdli1bBgBoampCR0cHVq9ejW9961t46qmn8JnPfKask5wp+O6gfGxYVIvf98RxNK5jfmTir0d3TMXcagnhQPn5TJzIaxqDiWl1eVxAdlT75nYpE6iBG2rjeGSsFlkz24YLeVkkSGQpRAKXNSF5WgICAB1VivezEglx0TAw7iA79gAwhlRBENAUFgtyw3jFBAAzO8jLHWTwjKYcJZBjCWge7iBQD/cUiosR+Zg+nPGpiVyf5ULJ0bzBwUHMnTvXCgQ6YwIXXXQRXnnllfLNbobxxBNP4LbbbvOkqjhVcVZbFWoUAS/2pic9tiemVSQoXIj2oTeeH48CmDsIAAI59CZXXXMBvn9pI762VMP3L23E+vVnArBdJ5YSMDl9AiJx3RuPMbiVAHstHBhGjjvIkR3kyEaazOrKiwmIXNi7XUXc/cMtAcmlBEjec/SyBChhMQDrPBQXI/JRHmgmhQlH89w5WHPuqhlJDwWmYAlUVVUhk2E55bW1tejt7bXoozVNs/adDPAtgXxIAsH6BTV4+VgcH1paVVA4ZXSKYwkNVyyeeVeQV5etiWh1uSVwLJ7F4nEVjWH7a+6MJSRGmaLLaPnuIAAu3iAgv7MYYK+0i40JGI76BP5DL6A/8sZxgnufkqphtaYEYNUJWDGBHEsgF4VYRDfMD2HXsTT6xjX87/UNvgKoIFiXu8pdr+Ql3IIFC3D8+HEAzJf/6KOPYv/+/ejq6sIjjzwyYaWuj5MDGxbVYihloCtauHr68JgKgwKnN858xghvGsOF2GS0ukfMhvM//FM/PvVoF3Z0RT2PE3IEpqUEzAsFRPcK3coOEtzbJJJfk2BdQ3CzcrLsoBx30BQsAR64HlcpBlMGnj4Yc83Ryg7KsQRyMWF7ScKsDF8BVBaawx1UCZRsCVx66aVWOueNN96IL3/5y1Y3saqqKtx+++3lnaGPiuOMlhAaQiJe6k3j9HpvQdsd1SALQEdjZdJDc9s2FlIAQ0kVv33HFvoTxQ/47yyb6w5yWAJO4WwHhu0xJIHkHee+Rk52kOO6kuhWBhMhV4AfS7hZQvk9Wu4g3Z4fh9dVvCqGAZNKQ6d5FcY+Zh6q4W5rOtMoWQmsX7/eet/S0oJvfetb2LNnDwghWLZsGaqrqyc4e3bBzw7yhkAILloYwbOHYrhxebVrNcnRHVOxICIjqMxsUNgJZ9vGQpgofpCvBHIsAYm7g9hrMOeHWChFNDShEiicHWQXp014S3nX9AK/x4W1Adc9Te4Ocrw33BaLarj3+6gMVMOONVUC064YDgaDeN/73leOuVQcfkygMDYsqsVj+0exbziLVc35LTK7YxrWtOSTB55olBI/sCwBU/g5K4YB5g5ywi4Ws7dzVw/vL5yLvOwgSq1W05LjepO7gyZ3F7XVKJYlwO/JKfg93UEFLQG2InXWFfgVxJWBZtC8aveZRMlKYGhoaNJjeKMXHycvTmsIoK1Gxku9mTwlkFQN9Cd1nFY/+/on5zadnyh+wAVkocBwKDcwzN1B5ok7uqI4MMSCy179hfk18iwB0zHDeiQQ12q9EHIPWVQrWb2NAfses6Zjn9+Ts2raK4nLXSzmVlaqTi3W0alWEPuKo3Sohk0EWAnMCIHcT3/60ylNxsfsASEEFy+K4LF9I/gbk2GTo9sUPkubZieNwJVL6nB2ezWySg2UbNyVHeQEXxlblkCOj34id1CxtQsTxQT4mFPJDmqtkqBRAUfHsuiokyzlw62UrKc7KF+wOKmlnemiBmXPRafAcEqbUgWxTz0xNTjJDCuBkpXAZz/72bxt8Xgcu3fvxsjICD7wgQ+UZWKVgB8TmBgXLYrgv98cxuuDGbyv1aaG6I6pCEkE8+tn7w+6qUpGW1s9envTBSmuC1kC3KUSyLEEnNlBxcYeBOLu1MU7i9ljFhsYzv9cE2ACOOhY7YsCa0ruWSzmMW5hS8CmrO5N5Lc9nKyCOLdfrk89UTzU2Z4ddMkll3huv/baa/HNb34Tw8PD051TxeDHBCbGvEgAi+sDeKk3VwloWFQrQZZmPQnthBBzAsN5lkDOasxmES0+9iDkxQRyLAGxOHdQbnBeIDZ9tZgj3SWBWPc0aYqoR7EYnyfnVGoK5bc9nKyC2Ktfrk89URxUvbKWQFlj0JdccgmeeeaZcg7p4wTj4kURvD6QQUq1pQXrKazMuqBwqeCVtlmdpX2KptOcB+WCOWk7XFiPpNgSuZjaBVHIrRimLmEsgCCpGRhK5vd0cM011xIAsXiNcoW7JBA77bWUYjHDvZ0rhUhAwOZVNa4U06sWTWwF8n657jn71BPFgBPIVQplvZSu60gmk5Mf6OOkwYULI1AN4NUBVoAVTesYTRtY0jD7gsKlwnIHGe6YB28on9so5neHWEHW80dTuPnRgwCA/7j+NPyfK+bjP64/zZPQjscEqKMal19pR1cUQykN+4dV3PzowYJFbXwcJwixye1yF40icRDIOZVAjhZQRGIJ+pGUjsGkHWjOOMwCzWAVxH/RwQQ/AfBETwqff24YP90Xt5SiE7xfrnVt+NQTxYJlB1VOC5TlSrwZ/MMPP+xXDL/H0Fwl44zmEF4y20/aQeHKFInNJJwxAd7JCfCmjSgUCAaA1XO8ieyc1+Ai1cDEgeVCFoHT4gCYcOdKKneFL4nEIsWbqE4gIBLoBsUfjqSw9blh7O63uZgymlMJUPPVfS8AUwZbnxvGH46k8ua8YX4IrWE2x9vX1WFVk4J9w1lPpeGDgVJq0kbM4pjAX//1XxfcV11djS996UvTmlAl4QeGi8OGRRF8f3c/xjIGumMqahSCttrK9BCYSTgzaZy5+lxwOrODSilCc4Kv4HksgBPIlToeHycoESRVxj9kWwL57iDPYjHwOgfm/w+IBPEsXAFcjsGkLai5PohlcyhITUwU9OVexFf7M3iiO+VnCk0CTuNdTJyoXChZCXzwgx/M8wXLsoyWlhZ0dnYiFDp5/rF+YLg4XLCgBv+xux+7+9LojmnoqFUgiie/WW9ZArq7OIevwpzMoKWS2OVeg8cFWLGYUPJ4fJywJCCp6q7AcJ4lQAjGTQe/2x1k3p/AWmLy7Cev3KkBhxLgBWWBCQRToaBvytQgXAHw6/mZQt7gVlcl3UElK4G/+qu/mol5+JjFiAQlnNlahZd6MziW0HDlovBJHxQGHHUCOkWVbN9P2ly+Ohe+pRSheV2DZQgR69xSx7MtAda/QCDOwLD7WOYOKkwbYQ5hZT/lKiMACDueB7cEvOhDrLHBgr7O4rD6oGApAT9TqDhwy6kYKpFy4eTO8fNRMWxYFMH/faEXANBaXTm+oJmE0xLgTJ47uqL44asDAIBvvDCAlCFYAd9iSeyc4As6R78WKxBXynh8rjxOIcB2B+VyvHF3kEjgUtZckbCMIZuk7LKFITzzrtun7/RJc0uAp4xeMj+I547Y/SZ40HfPUNZVHPbxM6o9rQx+jp8plA9uCciz2RK47777ij6WEOJZXObj5ENStd0D3/tzFJISLNje8WQBIYzUWadM6PFgrdNtkVsFXAyJnRPOmAB/dWb6FDte3KQFdXY34+6gbA7LmySw5jG5sUX+MTfw3eoQxiEJSGnuwDBPHeUCyjn/Dy6twvp2Fh/a+tyw69n9aG/C814I/EyhQuCWwKzmDnrrrbeQTCaRTCYhCAJqamoQj8dhGAbC4TDCYTtr5L3gMvDBMln+Y/eA9bkQRcLJCMEMksolVAGXOj4fh73SPPfNZNjRFbUyifYPZ8xxbXdQ1shXAgBz33hZAnw/J8gbdGTrBEQBKc1A2pkiSt3ZQc59rVUSGkIi9g3nP7tC+OTqalw47+SJHVYSqn4SWAK8HeOnPvUprF+/HoIgwDAM7Nq1Cz/+8Y9x2223YcmSJTMxVx8nCDMhHGcLRDNIKgtTD/5OOL4jJjCS0pFUDeuHXgxyrROOjG5YSkDNybi02U7d210xAcByBzmDwLy4LLdOALDdQV7po7w4rJg7W1Bzcn9nZhK2O2gWVwz/6Ec/wrXXXosLL7zQ6r8qCAIuvPBCbNq0CQ8++GDZJzlT8HsMFwcuHJ2YrnCcLbAFIym5g1kp479wPI2tzw2jd9zAi73pCQvDnPBSwADLuinGEnDNJYcqO2EWE/Ql7CIxXkHsVgI8JsA+p3W7opUriIaQiJtW2b1EBAAbC1QVh5UKRj1PMmiWO2gWWwKHDh3Chz70Ic99CxYsOKkYRP0U0eIw1cyYkwHMRWJXDE8l+Dv5+MDPDoy7hHmx7jQv6wQAahRhgpgAezUMiuGUZvU54Dph3JTmu3tZcLcvaadBJcyUqKyjsygfXjPfZHWKgMg4kTQH7cT69hAe2JPAmc0y/mZlBN0xDU/2pHDJohrsPpbAknoZrw1kS7KETjWoJ0OKaCgUwptvvonVq1fn7XvzzTdPqjoBH8Wj3MJxtiC3yxdQevB3IsQzTJpO1Z2Wq4C5QqhWBMsSSGQZ9xAfqz/Bqo7jKnX1OeBipW+8cMVu1lrt24qBy2wuoNIahUgIJAGupjPcIqmSWe+AvcOsApllkxFXSq4Pb/BnLM3mwPCGDRuwfft26LqOCy+8EHV1dYhGo9i5cyd+85vfYNOmTTMxTx+zAOUUjrMF7rTJ8sIZ0M2/bvHuNGd/hFcPHsf3d/dDIATPvzsGAIhmDNz86EFsWduKREbH4ZhN/+AM4k/WncyJjENP5LqDsqY7SKLEElp8O2AHktMaOy4kC1ANu19xbuGx33jGfgZH42zRMJ6tHLVGyUrgxhtvRCwWw+OPP47HH3/cte+iiy7CjTfeWLbJ+fAx07AtgfKOWyigy1GqO433R+g+zrK00hrFfS/1W/spUPB63OooRc9ldIqgRJDWbDZRrgxSGtsnU3dTGh5H4IHqlEYRkghkUYBmUEthON1BhRrPnEqKwfkMOL6w45hnp7qZQMlKQBRFbNmyBTfccAP27NmDRCKB6upqrFy5EnPnzp2JOfrwMWOwLIEym9+FAroAcMmC0JR/3KIV1DXyxi90PQJmdfDA8KomBXuHs3lFZk4MjusImK1m2rIAACAASURBVJXHucViGZ2iWiEwQCx30EhKx4Fh1XUcUwICFFGATh2WhLm/UOOZcdWwYijvdZ6h3GfAUck07ClXDLe3t6O9vb2cc5kyhoaG8J3vfAexWAyiKOKDH/wgzj///BM9LR8nAZzZQeVEoYAuAFRNw+zg86wNCnnj8zvIveZNnc1oCsvWvS6slXHbRfOxpz+Je3f1Wuc6zxtI6agPEojEFvSawx0kEgJZINBMFlKnION1B9G0AQJq0XCkNbdbqVDjGWcQfao8QyeLJeH1DDgqlYY9LdqIRCKBxx57DEeOHEFDQwOuueYazJ8/v1xzKxqiKGLz5s1YtGgRYrEY/uEf/gGdnZ0IBk9+pksfMwtuCZS7QtMro6o2KGI0peel25YCrgQiAdEzYwuAK4h801nNuOGMRgAAgV1t3BSWsbKFFXYGRSDt4YImYMFfnjbKV/jUmgdBPGvgt4eSLkHWP67jt4fG8YKZffSfJg1HytQiWTPoXKi2YLo8QydTb+OJ6isqlYZdlBJ46KGH8MILL+D++++3tqXTaXzxi1/E4OCgte2Pf/wj/uVf/qXiFkJ9fT3q6+sBALW1taiurkYikfCVgI9J4ZUdVC7kZlT96x+OYTSllxSgzQVP/xQIKZixVSiLi98iryLmrqWGoIje8fwVqQBAIDSvWIzPg5hKwEuA/ezAuPWe7+epqaqjtuDqxSH8tju/F0HuPIrlGTrZehvz+ooH9rgpNiqZhl2UEnj77bdxwQUXuLY98cQTGBwcxPvf/3586EMfwtGjR3HPPffgl7/8JW699daSJrF3715s374d3d3dGB0dxdatW3Heeee5jnnyySexfft2RKNRzJs3D5s3b8aKFSvyxjp48CAopWhqaippDj5OTXBBOFMVms6MKov6eRpBaD5fPoRXxlahLC5evcxvlffMCckEN3U246HXBl1xgqE0k9Zdo1kAYVc6qCywlE9FIEWt5gHAzJZFNK1j33AWc8IiVjYFJlQCpXYkOxl7Gy+K2P+ryxcEsfNoGt+9djFaqivTva+or2N/fz86Ojpc2/70pz8hEong4x//OMLhMJYuXYpNmzbhrbfeKnkSmUwGixYtwic/+UnP/bt27cIDDzyAD3zgA7j77ruxYsUK3HXXXRgaGnIdF4/H8Z3vfAef+cxnSp6Dj1MTliVQgeIc3rOYTMMhJBHbpVMq7Epo9uYPZorpwaiGB/88iL85sxn/a11r3nmvDWQxmNRcCkIUmCIQBeCKhW5XS6GCYK5DHutK4usvR7H1uWG8ZrYt9cJptRK2XdJYkivnZOtt/IcjKXx116j1eTRtICCRiqZiF2UJJJNJy90CsF7CBw8exLnnnmtRRwDA4sWLEY0WVw7vRGdnJzo7Owvuf/zxx3HZZZfh8ssvBwBs3rwZr7/+Op566il89KMfBQCoqopvfOMbuOGGG7Bs2bIJr6eqKlTVbuNHCLGK3CYjveP730vkeKfyPTljAjN9/0FHE5hSr2W3vuTWROnz5dlBBMBwUsMPckgBH3p9EP/r/La88yiA3oQ7aCAJBBAEaIaG+RG3wCrQgMxzXE5hvbJRwVtmcZkApjDCilDy6r0hJOKvl1fjv/cnrLFmG2MpD1oHhPyubn8eyKJGYf/bSv0ei1ICtbW1GB21tVV3dzd0Xcdpp53mOo4QAkkqb4sC3r/4+uuvd21fs2YNDhw4AID15fzud7+LlStXYsOGDZOO+eijj+LnP/+59Xnx4sW4++670dzcXPS8WlvzV0wnO07FewooRwBkUB0Koq0tXwCWEw2RGIAxKLI05WvNaWkGcAihYOnzrQpHAcSgyBIySo1nFXN9XR2A3rxz64Pu5b0sClBCQSTHxxHLFCn1PcDnUG8K6fXtQVx7Whi37xxxEdWVgve1BvDf+xNY3x7EB5dWzSoF4FUT4ATbTtDW1uZaYM8kipLYHR0deOaZZ3D++eeDEIKdO3cCAFatWuU67tixYy6LoRwYGxuDYRiora11ba+trbWsjgMHDuCFF17AggUL8MorrwAA/v7v/x4LFizwHPOGG25wVTZzjTs4OAhN0zzPcR7b2tqKvr4+UDq1L+lsw6l8T4b5/za0LHp784VfOUGzLFvG0LWSr8XvJzrCXKDdwwm82XUYTVXFuw0y6ZR5fR2BbNybMVXJ5p23okFBdY6PRwSFoWaR1QxEM5NZW/mNb3IRNytkwzKxrpWaohLgAexIoHRLopzITVMtVBOQi4AI9PX1TdsSkCSpqIVtUUrguuuuw5e//GV87nOfQ01NDd555x0sX77cM06Qax2UC14PhG9bvnx5ScR1sixDlmXPRvPFCkFK6XtGYHKcivfEv1ayQGb83nlPX4FM/Vq73o0DAH6xfwyP7h8rqaqU/4IEAjSGJc8U0+awLRI6WxSMZgnmVAtWRg+HJBAQgdUQTGQJCAT42Jom/Oj1oYLHAMC4aheYOYvSpgLVI5up0vBKU20Oi5MqgMW1kkW/UanfYlFK4PTTT8cXvvAFbN++HfF4HJdddhk+9rGPuY6JRqMYGRnBpZdeWtYJRiIRCIKQF2uIxWJ51kGp8FlEfVgxAakCgWErJjC1FV5/PI2HXpt6c5/cwHChFFO+cm+tlpGOG9AMNz0EwJSAIBBolCKWyRdWAQFYPy+Ej5/TDgJMqgRiZqFCWqMWrURam5qbiZ+fq7gqhUJpql9aV5dvfQE4vV7CgVFmkUYUAdFpuNemgqId+GeffTbOPvvsgvvr6uqwbdu2skzKCUmS0NHRgTfeeMOVNvrGG2/g3HPPndbYXpaAj1MLPF2yItlBphKYqpV/ZDQ1reY+PDDszCzySiflSiAgEtZ0x7Ab4QREs3+xwNJVNYNiLJNfaZYxgAW1TLF47c9FwlFVbPUtmKI7iCusXMVVKRRKUx1KG9i8qgb/tYdZczxo/XJfBtUyQUKlVr/rSmJWNJpPp9Po67PZFgcGBtDT04Pq6mo0NTVh06ZN+Pa3v42Ojg4sXboUTz/9NIaGhnDllVdO67q+JeCD/94q0dOVUz9P1cqfXx+aVuczruYmU0K8x0JAIpBMQc8X5UFJQEbXWXqoSBBNG4h6WAKAfb/FFOKlzVBcSjMsN07WYE3uc5vjTAbLHTTDlNWFqCkCBdYT//7aGDavqkFQBJrDIj53Th0aQiKeP5ZGWBaQUHVkdFrRrmLALFECBw8exFe/+lXr80MPPQQAuPjii7FlyxasX78e8XgcjzzyCEZHRzF//nzcfvvtJWXz+PDhBb46rkQTDx4TmKqvek5NEFvWteG+l3qn1Nwn1x002XEBSYAsGNA1e84hmSCWYRXDqk4ndF3w4jinUKuSieX/d4JvccYEABYXCJesBLglUNJpJaEQNQXf7gUKlhJKwNxpXHFkNGrySTElEKqAa9KJWaEEVq5ciYcffnjCYzZu3IiNGzeW9bq+O8jHTLGIeqFQJ7BScNWSOnS2hafU3Iffa7EyNSAKEAWCjIMGmt+DJDDKiIkQkpmQE4lNUBeWBYyrOs5rC+Ll3jRWNMjYN2LX7KQ06uqZnNYoSq2bsmMCM2MJFPL5z6sWJ83+oeaf8zuQNSgaTfMho1GIFaY5mhVK4ETBdwf5EC13UCUsgekrAWDqzX2KtQS4EA1KgukOsl0s3MUjCQT1wYnTL8MK208IgWzSUofNFe/ciAz0pvNSR9M5lkB6Cs9qprODCvn834mqk2b/cKQcZkpG48+F928+Bd1BJwq+JeDDpo2Y+R8ejzucqPaKdhX1xMfx6SkiiwnolFpBVh7cFgWCsJIvPppCIoZMKmmnW0MWmBLgNNrNphLLrQVI69SVGjqV4PBMu4O8mD8FAKfXyQUZQXPhjJVnHM8lo1NUOCRQHHfQexVXX3017r33Xl8BnMKwaSMqYAmY1xhI6hhKqpMcXX5YlkCRx4dk1hEsnjFwPM7ma2VTCcSlOG95HyNsrFHsbSHFthT4sXyVy62ilIdCdLqZpmYJTOwOGkkxAruR1NRaODaERGxeVWN95lk+HfUKNq+qcXEXzQl7P23dMTenctSM8ve2mAyntCXgw0clLYGXj7KA4RsDaasncCXaB3JwFlGhSCGzZzCN583itMcOsmrjV44nATBBxYWVQGyG0O6YXXGfawkA7N4B4DuvsLqBlEcyv0sJTMUSMGW7V4pouXoNbJgfwiNvJzCWpfj6JQ1oDEnW9rGsgUfeHsecKgkBEbCp8+zYCL9t3aDQKFDlqMiutBI4pS0BHz4EQiASQJxhnpahpIofOwqmeKFXJS2CYmMCHI8dGCu4L63ZqYwhCXjgtfxiMKerJ1eu8T1JR6YQ1xljWWqtpqdSNWz3MnZvLxTQnYpFoBsU8SwbqVp2x0YEwrKgqhURY2b21KqWINqrRPzPs1mBq06ZkuL3V+WwmiqcHHRqK4EnnngCt912G+65554TPRUfJwgCmZmGMrnw6jnMC70qhVKzgyYSv0nVsJ6bIgqexw4lnTxc3hd12gERczUczxgISgQCmW5MwH3uRL0GSsWYo5lOWndbM0mVIiQRBGUBY6ZV01EfRFKjCEr2c8jq1IoPOVuOihViD+U4pd1BfnaQD4EQyOLM02h79RyuVPtADn6Lxa78JgpyNoRFSKYlEFEIoun8Y9si9r2FiuirXBsQMJI20DeuQSQsMH14TMVIqrSuYHYnNPf2QgHdqfQaGE3bg6c0ilpH/5eUme0TEAWrzefcGhnRjIGk5o4FeFsCvjvIh4+KQRQq86PjPYdtl0zl2gdy2O0lizv+k51Neet3/rk+KFmWQJ3Z79j5GKtlguaqfCXgvP9ctwdfwR9N6EioFGmN4rkjaWx9bhh/ODJxC0qvcXIDw4UCulNhGnUWyeVaK0nVQNi0BABWJNhczf7P/eO2deRUAtWumEDJ05kWTmlLwIePrE5BKTCc0lxCayZQiLCtUhBKDAxvXFKLpEbxs7eG0dkSQHdUxQWLInhsf9TMDmLSqkoRrHs7PpbF/37mCOpy+w+Y1/zW1QsQUynaahTc9pseF6/Q0bi3W4b77ovtE8zrHLwCwxvmh/DskRSOxTX864bGohVALkXEsbgdy8lTAqYlwF0/QZGgxfxu7Ru23X8ZAzAZtBGWRYuzyXcHVRB+ncCpjR1dUSv75dO/PFSRbJ2pFnqVA6UGhiVRQENYhmYAQYkgEhQRCcjmPmIJ9mpzxcvvTREJAjmd2ngQeU61jAUKG6MUvqZS+gRzC0CngEFp3v2qOuNCym2UUwi5GUXr2wP443G7LebuvgyWN9oLiJRG0VIlWinBAZHgzX6WVfXmkK08nJZAQGaFeVmdWm62SuGUVgJ+TODUxVBSxXdfskkLS6VlPhlRamCYEGIJ6qRKoQiAZMpgWRQswZ7bcEYWSR7/jSyyzsqSox6Dj60Ik7ekLMV374wFqAbMNE0bKY1aaZrKJEN6ZRQ5FQAA/O5wCn/REbYUVFI1UCURq7BOEoDvO1p5cgyndMsVGZIcSsAvFvPhY+YxG7J1Ko1SLQHALupKZA0oIrFcFc46gYRKXamuosBWuc5tskDyfN3cncTjBefMCcALpfruneyhXkyiPC21mPRTr4yiXFAwK4UXoSVUAyFZsKnD4R1gH0jqVnZQUBat5+lbAj58VACzIVun0piKJRAQuaA3UBOQLEElC8Duo6yZ+1Pd49jRzYrfACCWNhBLG66CONl0HzldRIpVZ8CYSZc1BkAFEa/2JrG8QUZdOICjsRRuMymXi4VqUKvvQW5cwKDUqkLO6BQ1XgM44JVRlAsCoDum4usvR63j+hIaVlTblhJBvjKplgVLESkiATeSpArHBHxLwMcpidmQrVNpTMkSMCVTPEuhiDZVxLhG8ZM33cVv332pz9PFNpRUwVPpXdaBOVZY4lk0AlqqmRIOywLqQhJEQkrO3lENplj4eyecBWzFNLJvCIn4yIpq67MA4IJ2t8WyolHGzw6Mu4T8y71pSwFFAoKlIJ2QRaaIFIEVK/qWwAmAHxg+tXGis3UqjVKVwHBKg2IK03GVuYOSpvP+cDTfneYlUg0K/Gr/CH7fw6qPP/NYt2UdKJY7iF1jKKlBlphI4nEFZ+ZNoSYuToykdIxldcuCybUEUo4KZac7aKKxVzcp+AlYPcRX1jegPijgpd5BXLIwjD1DKsJSfrEchU2JERRZ9lRPNI3HD0Qxr1rE8XEdWZ25zQISs5B4oL3SlsAprQT8wLCPE5mtU2kU4w7a0WX38r750YO4cQ0jhtMp82H//lUW4Hzg9ZE8NwkfNnfbY/tGrc/OALwi2AoGAH7VlbDGkAWCkCxYrptiOH+cx3AMpXREM4Yl3JMOatFskWMnTMWR1igaQiJSmgGNAssbg3g3bqC/APVHi1kbwJsJzYswC6JKERBIU0TTOo4kNBiUYjilWR3UKsBl6MIprQR8+DiVQByuLy94ZUz9t8Pls3coP2jOc9u5Ow1gQp5v+8tl9fjl/lHXOTwAz91BPQ7SOS7AdYMiaFoChTh/nHUDucdw3Ls75hLuzgyjjF7c2OOm9ZM1mAspbhaK1YYkxDM6+hLe9Q1HY+x58XqBBpNkjsVCKLYfTFrHfvqXh9AY5lbQKdhZzIcPHzMP2xLw1gKFMqYKgQLYekEbaoOSy53mdLEBwGP7Rz0D8BPRd6sGRcgMnPaNawU5f7igLpTFkyvcb3JUDGeNifmE+NgJR2BhLGtgLMvPIOhLFCYAfPwAU348S6jBFPKg+X0UKGyupUr3E/CVgA8fpwjESSyBQhlThRSBQIDlzeE8d1qui23L2laXdcAD8BPRd+uUQjPdNQT5aZYEwPG4hrGMgSX1MuYUUUNgAOh3kNqlNQONgfzsHwJgLGNgJMUUgbMn8tG4hiNxNkZmEt45flYsbWAoqVqWwFh24hMl3xLw4cPHTIBbAGIBLcAzppwC+5Zz5+C+l/sBAOvnhvDi8VTJTe4LBeB5iuiF80LYdSxlka1RAH/uz+K1fnbdba/E8oQ0BfCjfQnr8/p27xoD1/0DUAQCWWDn7x3K4odvZjyPvf/1McuFlFANq6Dt26/ac3n+sHdD+dx5PtUzjh09B3Hx4ggA4N2xiZVAJVhtnfCVgA8fpwgsArkCtM6At8D+/u5+aAawqjmIT53XPqVsKq8APLcEzmgK4m/Pbcf+wSS+8XyvtZ/mvOZud37OreLNBS84601oUETWMvPFXu9znNf9rz1xLKmTUBcQMJAyXNd+8Vgy71wu+HOfMAXwXHfh/gwEwPxaBYdjWb+zWCXhp4j6OJXAQwGFLAGOXIGtiAI0w0BAEsqaTcVjApJI0BSWEQlIRTdqLxV3XFCP7piGJ3qKZyPl6Ipqkx9k4v+7sB0dc+fg4LF+bHv+eNHnbb2wDc91x3E4lq1IlzsnTmkl4KeI+jiVkDCd2GOZ4oUawFIck2pphG/FgAs7ng3jFZMoF3YdS+GJnvQMjGyDx0hWL6iHko0XfS/8PE5mOJmSLjf8imEfPk4B7OiK4t9eZOmfX/19n6seYDJYbJhlJrpXrOIo9tmritsLl8wPlnytSiiAW89rRVMVs5KaqvLv5bLFkbx7csZWbEoOPzDsw4ePMoLn/zt93aUwpnILoOxKQOQ0Cfa4zphEQ0jCrb/qBsAym3iB7/yIjJZQFgOpfOrRUi2JOWEBEUVAVzQ/DbUYEABbL2zH8uZQ3rP0iq987Kxm9MazCEgCMprhiq1YSsB3B/nw4aOcmIgxtRglwIV/+d1BNtWyEzzuQCm1UlSdhJ/xrIFYxpt7+roV9Xhs32hRAn1OWMS4auCi+SFsXFZlZUUVC76Kv3BhpOAxuTGUiWIqdsWwrwR8+PBRRkyXMZUrgZBcehvGiaDkxARyQQjj5E/msMANJnVkDO9V/7XLG3DBwgi+8MS7kyqCsEzQn6RoqpJcq/Zdh+P4zdtRNAcJhtI0Lz31Hy+Zi5AklJ1vyuIO8mMCU8O2bdvwt3/7t7jnnntO9FR8+JhVmC5jKidjK7clkDJ5fJITdJTJvWZQAvYOs9TOKxZXuXzsa5qZUF7aGMrreewEAdBRH0BvggXIuZJrCstYPacKC8yu8fUhCTd1Nrue25a1rThvbg1Wzyl/8yHfHTRNXHPNNbj00kvx+9///kRPxYePWYfpMKYqVmC4fJbAjq4o7jd5ira9MICkIeS19tzRFUU07S6sSmt2T98d3eNYP78au46worE3B7PY0RXFlUvqXPcbkAQMJLKIZwzUBEQMjqt44M+D1pjfenkYOpGt6x8dY5w/b4+qeGd0EDed1YwlTcEZZ5qVfEtgeli1ahVCodDkB/rwcYqCr3RLFWScBbNcgeFCgWpnr4FcMrtC4ArAaxx+v0sbQ7hwYS2uWVqP5c0hlwLg4OcNJVX8+oCb9fSh1wcrQjUuWkrgFMwO2rt3L7Zv347u7m6Mjo5i69atOO+881zHPPnkk9i+fTui0SjmzZuHzZs3Y8WKFSdoxj58nDqgprSOZ3TUlGGdVUyg2uuYYjBZwPv4mHf7UH4epflxhlKC6NOBanbeiaXL85yLxaywBDKZDBYtWoRPfvKTnvt37dqFBx54AB/4wAdw9913Y8WKFbjrrrswNDTkebwPHz7Kgx1dUashzK2/frek+oJC4IFqJ3ID1V7HFIPJAt7tEe99/Lxi5jYT2NEVxWMm5fbf/aY8z7lYzAol0NnZiY985CNYu3at5/7HH38cl112GS6//HLLCmhqasJTTz01peupqopkMmn9pVJ2KTkhZNK/Yo87mf78e5r9f5W+n+Gk5tkucjipTWvc5ioFW9a1uQPVa9vQXKUUPAZgtQJOAU0AXNZRO+E4Xtf+u3VteePw84qZW7n/TzP1nIvFrHAHTQRN03Do0CFcf/31ru1r1qzBgQMHpjTmo48+ip///OfW58WLF+Puu+9Gc3Nz0WO0tub3DD3Z4d/T7Ecl7+fY4fx8e4MCWaUGbW310xr7prY2XH3WYhwdTWFefQhzavKrgPkxP/3TUfzolcPQTZbRG85sw7kLGrBmbi3m1ATRH09POE6hcd88xhhB+TilzG0ylPJ/msnnXAxmvRIYGxuDYRiora11ba+trUU0aptMd955Jw4dOoRMJoNbbrkFW7duxZIlSzzHvOGGG7Bp0ybrM9eag4OD0LSJeVUIIWhtbUVfXx8onYrXcvbBv6fZjxNxP4Gs6llfoGTj6O2dPg0DIQTnLGD31JvwvqehcRU/fuWw9ZkCeOyNXlzbUQUjMYpeMy7cLuP/b+/eY5o63ziAf21LBwVKEUqGcUy7CGw4btPNMCdTVGbmxCzCLsIuoIbJiM4NdBo20WVoTFwyXCYOplBF3OacSozLiIsZRGBTpOEiVVFBlCCXQgsiUt7fH4zz84xytZTCeT5/0XPr+falfc79RY+hk3s9HD7//qQ8upxHjWaZo2mnsfqcJRLJsDZsrb4I9DG1e/PosG3btg17WTY2NrCxsTH5FNHhNhxjbFL8uDyKMlk/S+ZxkUlMdgjjIpOYdR0Gy1TX9sDkVvId/QOuO0ZrNJJ2stTnPBDr/RT/JZfLIRKJeFv9ANDa2tpv72Ck6CmihAzuce4vMIfHvdt5ohjPz9kqTgwPRiKRQKVSQaPR8IZrNBp4eXk91rLPnj2LTz75hO4yJmQQo72/wFzv/Th3O08k4/U5W8WeQGdnJ+rr/392vKGhATdv3oSDgwNcXV2xfPlypKamQqVSwdPTE3l5eWhsbMSSJUse631pT4AQ6zfeeyOTnVUUgevXryM5OZl7nZWVBQAIDg5GXFwcgoKCoNfrcfz4cbS0tOCpp57C559/PqKreQghE5c5ezQjfFZRBHx8fPDTTz8NOk1oaChCQ0PN+r7UvSQhROisogiMFzocRAgROkEXAdoTIIQInaCLAO0JEEKEzuovESWEEDJ2BL0n8F8SyfA/jpFMO1FQJus32fIAlGm812EKm0z31I9Q3zmBwMBAREVFjffqEEKIxQn6cNBrr72Gb775ZkQF4P79+9i8eTPv8dMTHWWyfpMtD0CZrIWgi8BoMMZw48aNSfdQMspk3SZbHoAyWQsqAoQQImBUBAghRMDE27dv3z7eKzHRiEQi+Pj4QCwWj/eqmA1lsn6TLQ9AmayBoK8OIoQQoaPDQYQQImBUBAghRMCoCBBCiIBRESCEEAEb/wdcjIOKigqcOnUKN27cQEtLCz777DO8+OKL3PiIiAiT80VGRmLFihUAgLi4ONy7d483PiwsDKtXr+ZeNzY2Ij09HeXl5ZBKpXj55Zfx3nvvmf25IkPl6ezsxJEjR/D3339Dr9fDzc0Ny5Ytw9KlS7lpHj58CLVajYKCAnR1dWH27NlYs2YNXFxcLJ7HXJm2b9+OiooK3nKDgoKwceNG7rXBYMDBgwfxzz//AADmzJmD6Oho2NvbWzyTTqfDkSNHoNFo0N7ejmeffRbR0dFwd3fnpplo7TScTNbWTidOnEBxcTHq6uoglUrh6emJyMhITJs2jZvGXO1QUVGBzMxM3L59G87OzlixYgXvf9gSBFkEHjx4gBkzZmDhwoUmO5k/cOAA73VJSQn279+Pl156iTc8IiICixcv5l7b2tpyf/f09CAlJQVyuRw7duyAXq/Hd999BwCIjo42Z5wh8xw6dAjl5eWIj4+HUqmERqNBeno6nJ2dMXfuXG6aixcvYsOGDXB0dERWVhZ27dqF3bt3QyQSWTSPuTIBQEhICN566y3utVQq5S3n22+/RVNTE7Zt2wYASEtLQ2pqKrZs2WLRTIwx7NmzBxKJBAkJCZDJZMjNzcXOnTuxd+9e7n9rIrXTcDMB1tVOFRUVCA0NxTPPPAOj0YicnBx89dVXZm+HhoYGpKSkICQkBPHx8aiqqkJ6ejrkcjnmzZtn9lwDYgIXHh7OioqKBp1m9+7dLDk5mTds/fr1LDc3d8B5Ll26xCIiIlhTUxM3LD8/n737C/Js2gAACh5JREFU7rusvb398VZ6EKbybNq0if3888+8YYmJiezo0aOMMcba29vZ22+/zQoKCrjxTU1NLCIigpWUlDDGxi8PY6PLxBhjX375JTt48OCAy62trWXh4eFMq9Vyw6qqqlh4eDirq6szz8oP4L+Z6urqWHh4OKupqeGGGY1G9uGHH7K8vDzG2MRrp+FkYsy624kxxlpbW1l4eDgrLy9njJmvHdRqNdu4cSPvvdLS0tjWrVvHOhIPnRMYgk6nQ0lJCRYtWtRv3MmTJxEdHY2EhAT8+uuv6O7u5sZptVp4eHhg6tSp3DA/Pz88fPgQ1dXVFln3Pl5eXrh48SKam5vBGENZWRnu3r0Lf39/AEB1dTWMRiN8fX25eaZOnQoPDw9otVqrywMMnanPX3/9hZiYGGzatAlZWVm8B3tptVrIZDLMmjWLG+bp6QmZTIaqqiqLZQHA/e/Y2Py/M3WRSASJRIIrV64AmHjtNJxMfay5nTo6OgAADg4OAMzXDlevXuUtAwD8/f1RXV3N+y0Za4I8HDQS58+fh62tLe84JwAsW7YMKpUK9vb2uHbtGrKzs9HQ0IDY2FgAvcXDycmJN4+DgwMkEgl0Op3F1h/o3f3cv38/YmNjIRaLMWXKFMTGxsLb25tbV4lEwv2T93FycuLW1ZryAENnAoD58+fDzc0NCoUCtbW1yM7Oxq1bt5CUlATAdCaAn9tSpk2bBqVSiezsbKxbtw62trbIzc2FTqfjtcFEaqfhZAKsu50YY8jMzIS3tzc8PDy49TFHO5iaxsnJCUajEXq9Hs7OzmMVi4eKwBD+/PNPvPLKK/2OUS5fvpz7++mnn4a9vT327t2L1atXw9HREQAwZcqUfstjjJkcPpbOnDmDq1evIjExEUqlEpWVlUhPT4dCoei3JfIo9p+bya0lDzC8TI+er/Hw8IC7uzu2bNmC6upqqFSqAZc9HpkkEgk+/fRTfP/994iOjoZIJMLzzz+PgICAIee11nYabiZrbqeMjAzU1NRgx44dQ047mnb47zR9y7BkW1ERGERlZSXu3LnDu0phIJ6engCA+vp6ODo6QqFQ4Nq1a7xpDAYDjEajya2asdLV1YWjR48iISEBgYGBAHqL1s2bN3H69Gn4+vpCoVCgu7sbBoOBt3XT1tYGLy8vALCaPMDwMpkyc+ZMiMVi1NfXQ6VSQaFQoLW1td90bW1tFs8EACqVCnv27EFHRwe6u7shl8uxdetW7odworUTMHQmU6ylnX788UdcvHgRycnJvKt+zNUOCoWi355MW1sbxGJxv72MsUTnBAZx7tw5qFQqzJgxY8hpb9y4AQDcLpynpydqamrQ0tLCTaPRaGBjYzPoF8Dcuru7YTQa+21ZiEQibqtDpVJBLBZDo9Fw41taWlBTU8MVN2vJAwwvkym1tbUwGo1QKBQAejN1dHTwvqxXr15FR0cH92UeDzKZDHK5HHfv3sX169e5q50mWjs9aqBMpox3OzHGkJGRgaKiInzxxRdwc3PjjTdXO8yaNYu3DAAoLS2FSqWyaPeUgtwT6OzsRH19Pfe6oaEBN2/ehIODA1xdXQH0ngwqLCw02euYVquFVqvF7NmzIZPJcO3aNWRmZmLOnDnc/H5+fpg+fTr27duHyMhIGAwGqNVqhISEQCaTWTTPc889h8OHD0MqlUKpVKKiogLnz5/H+++/D6D3C7po0SKo1Wo4OjrCwcEBarUaHh4e3Fa1JfOYI1N9fT3y8/MREBAAR0dH3L59G2q1GjNnzuTOG0yfPh3+/v5IS0vD2rVrAfReHhwYGMi7JtxSmS5cuAC5XA5XV1fU1NTg0KFDmDt3Lvz8/ABMzHYaKpM1tlNGRgby8/ORmJgIOzs7bmtdJpNBKpWarR2WLl2K33//HZmZmQgJCYFWq8W5c+ewYcMGs2cajCCfIlpeXo7k5OR+w4ODgxEXFwcAyMvLw6FDh3DgwIF+X57q6mpkZGSgrq4ODx8+hFKpRFBQEMLCwvDEE09w0/XdLFJWVgapVIr58+cjKiqKd7WEJfLodDpkZ2ejtLQUBoMBSqUSixcvxuuvv85tTXd1deHw4cPIz8/n3fzSV9QsmcccmRobG5Gamora2lp0dnbCxcUFgYGBCA8P5+1qGwwGbrcfAF544QXExMSMyU1IQ2U6c+YMTp8+DZ1OB2dnZyxYsACrVq3ibRVOtHYaKpM1ttNAN4uuX78er776KgDztUPfzWK1tbVwdnZGWFiYxW8WE2QRIIQQ0ovOCRBCiIBRESCEEAGjIkAIIQJGRYAQQgSMigAhhAgYFQFCCBEwKgKEECJgVAQIGaZdu3bhgw8+QGNjY79xBoMB69atQ1JSEnp6esZh7QgZHSoChAxT32Or09LS+o3LyMjA/fv3ERcXB5GIvlZk4qD/VkKGSaFQICYmBqWlpfjjjz+44cXFxSgoKEBUVBSefPJJi61PV1eXxd6LTF6CfIAcIaMVFBSE4uJiqNVq+Pn5wc7ODj/88AN8fX15z3xpbm7GsWPHcPnyZbS1tcHV1RULFy7EypUreXsKOTk5KC0tRX19PXp6euDu7o5ly5YhODiY975r166Ft7c35s2bh99++w11dXVYuXLlgM+5IWS4qAgQMkJr1qzhOkuRy+Xo7u7GRx99xI1vamrC1q1bIZVKERERAaVSiStXruCXX35BU1MT9yRMALh37x5CQ0Ph4uICxhiqqqpw4MAB6HQ6hIWF8d5Xq9Xi1q1bePPNN6FUKmFnZ2exzGTyoiJAyAg5ODggNjYWKSkpAICPP/6Y1+lITk4OHjx4gJSUFK6PWV9fX0gkEhw7dgxvvPEGd9goPj6em6+npwc+Pj7o7u7GmTNn+hUBvV6PnTt39nu+PSGPg4oAIaMQEBCAWbNmwWAwYMGCBbxxly5dgq+vL9dfbB9/f3/k5OSgsrKSKwKXL1/GyZMnUV1dzetcHejt0+LRx5irVCoqAMTsqAgQMko2Njb9eoDq6emBXq9HYWEhCgsLTc6n1+sB9HZfmpKSAl9fX8TGxsLFxQVisRgXLlzAqVOn0NXVxSsCfT1tEWJOVAQIMSORSAR7e3t4e3tj1apVJqfpO3RUUFAAW1tbbN68mVdMCgoKTM5n6Y7iiTBQESDEzAIDA3HlyhW4u7sP2aWjWCzmXS3U2dk5YBEgZCzQfQKEmNk777wDo9GIpKQk5OXloaysDJcuXcLZs2fx9ddfo62tDUBvF4kGgwH79u2DRqNBfn4+kpKSYGtrO84JiJDQngAhZubq6opdu3bh+PHjOHHiBJqbmyGTyeDm5gZ/f3/uRz4gIABr165Fbm4uioqKMHXqVCxZsgS2trZIT08f5xREKKiPYUIIETA6HEQIIQJGRYAQQgSMigAhhAgYFQFCCBEwKgKEECJgVAQIIUTAqAgQQoiAUREghBABoyJACCECRkWAEEIEjIoAIYQIGBUBQggRsP8B6F9ft5uIAeQAAAAASUVORK5CYII=\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot(\"ggplot\")" ] }, { "cell_type": "code", "execution_count": 192, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot('grayscale')" ] }, { "cell_type": "code", "execution_count": 193, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "98e48bd52b784e65a4d11df93a516303", "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): # just change the style for this one plot\n", " fig, ax = plt.subplots(figsize=(4,3))\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') # year acquired, shorthanded to \"year\"\n", " ax.set_ylabel('Square Footage')\n", " ax.set_yscale('log') # plt.yscale => rescale my y-axis\n", " # adding a legend\n", " ax.legend()\n", " # add a fill-between to highlight differences in measurements\n", " ax.fill_between(stats.index, stats['min'], stats['max'], color=\"lightgray\")\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 194, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "bb5b6a38050f44bb9d2e4fb8f1b5fc50", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(FloatSlider(value=10.5, description='x', max=31.5, min=-10.5), Output()), _dom_classes=(…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@ipywidgets.interact(x=10.5)\n", "def f(x):\n", " print(\"My value = \" + str(x))" ] }, { "cell_type": "code", "execution_count": 195, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "My value = 5.6\n" ] } ], "source": [ "f(5.6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Matplotlib colormaps" ] }, { "cell_type": "code", "execution_count": 196, "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": 196, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.colormaps()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first plot out what all of these colormaps look like:" ] }, { "cell_type": "code", "execution_count": 197, "metadata": {}, "outputs": [], "source": [ "def plot_colorMaps(colormap_name):\n", " fig, ax = plt.subplots(figsize=(4,0.4))\n", " col_map = plt.get_cmap(colormap_name)\n", " matplotlib.colorbar.ColorbarBase(ax, cmap=col_map, orientation='horizontal')\n", " ax.xaxis.set_visible(False)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_colorMaps('jet')" ] }, { "cell_type": "code", "execution_count": 199, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d74db8275eb64046a606fd49601b6497", "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": [ "@ipywidgets.interact(colormap_name = plt.colormaps())\n", "def plot_colorMaps(colormap_name):\n", " fig, ax = plt.subplots(figsize=(4,0.4))\n", " col_map = plt.get_cmap(colormap_name)\n", " matplotlib.colorbar.ColorbarBase(ax, cmap=col_map, orientation='horizontal')\n", " ax.xaxis.set_visible(False)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Given a selected colormap, let's see how we can represent the RGB channel breakdown:" ] }, { "cell_type": "code", "execution_count": 200, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0. , 0.00392157, 0.00784314, 0.01176471, 0.01568627,\n", " 0.01960784, 0.02352941, 0.02745098, 0.03137255, 0.03529412,\n", " 0.03921569, 0.04313725, 0.04705882, 0.05098039, 0.05490196,\n", " 0.05882353, 0.0627451 , 0.06666667, 0.07058824, 0.0745098 ,\n", " 0.07843137, 0.08235294, 0.08627451, 0.09019608, 0.09411765,\n", " 0.09803922, 0.10196078, 0.10588235, 0.10980392, 0.11372549,\n", " 0.11764706, 0.12156863, 0.1254902 , 0.12941176, 0.13333333,\n", " 0.1372549 , 0.14117647, 0.14509804, 0.14901961, 0.15294118,\n", " 0.15686275, 0.16078431, 0.16470588, 0.16862745, 0.17254902,\n", " 0.17647059, 0.18039216, 0.18431373, 0.18823529, 0.19215686,\n", " 0.19607843, 0.2 , 0.20392157, 0.20784314, 0.21176471,\n", " 0.21568627, 0.21960784, 0.22352941, 0.22745098, 0.23137255,\n", " 0.23529412, 0.23921569, 0.24313725, 0.24705882, 0.25098039,\n", " 0.25490196, 0.25882353, 0.2627451 , 0.26666667, 0.27058824,\n", " 0.2745098 , 0.27843137, 0.28235294, 0.28627451, 0.29019608,\n", " 0.29411765, 0.29803922, 0.30196078, 0.30588235, 0.30980392,\n", " 0.31372549, 0.31764706, 0.32156863, 0.3254902 , 0.32941176,\n", " 0.33333333, 0.3372549 , 0.34117647, 0.34509804, 0.34901961,\n", " 0.35294118, 0.35686275, 0.36078431, 0.36470588, 0.36862745,\n", " 0.37254902, 0.37647059, 0.38039216, 0.38431373, 0.38823529,\n", " 0.39215686, 0.39607843, 0.4 , 0.40392157, 0.40784314,\n", " 0.41176471, 0.41568627, 0.41960784, 0.42352941, 0.42745098,\n", " 0.43137255, 0.43529412, 0.43921569, 0.44313725, 0.44705882,\n", " 0.45098039, 0.45490196, 0.45882353, 0.4627451 , 0.46666667,\n", " 0.47058824, 0.4745098 , 0.47843137, 0.48235294, 0.48627451,\n", " 0.49019608, 0.49411765, 0.49803922, 0.50196078, 0.50588235,\n", " 0.50980392, 0.51372549, 0.51764706, 0.52156863, 0.5254902 ,\n", " 0.52941176, 0.53333333, 0.5372549 , 0.54117647, 0.54509804,\n", " 0.54901961, 0.55294118, 0.55686275, 0.56078431, 0.56470588,\n", " 0.56862745, 0.57254902, 0.57647059, 0.58039216, 0.58431373,\n", " 0.58823529, 0.59215686, 0.59607843, 0.6 , 0.60392157,\n", " 0.60784314, 0.61176471, 0.61568627, 0.61960784, 0.62352941,\n", " 0.62745098, 0.63137255, 0.63529412, 0.63921569, 0.64313725,\n", " 0.64705882, 0.65098039, 0.65490196, 0.65882353, 0.6627451 ,\n", " 0.66666667, 0.67058824, 0.6745098 , 0.67843137, 0.68235294,\n", " 0.68627451, 0.69019608, 0.69411765, 0.69803922, 0.70196078,\n", " 0.70588235, 0.70980392, 0.71372549, 0.71764706, 0.72156863,\n", " 0.7254902 , 0.72941176, 0.73333333, 0.7372549 , 0.74117647,\n", " 0.74509804, 0.74901961, 0.75294118, 0.75686275, 0.76078431,\n", " 0.76470588, 0.76862745, 0.77254902, 0.77647059, 0.78039216,\n", " 0.78431373, 0.78823529, 0.79215686, 0.79607843, 0.8 ,\n", " 0.80392157, 0.80784314, 0.81176471, 0.81568627, 0.81960784,\n", " 0.82352941, 0.82745098, 0.83137255, 0.83529412, 0.83921569,\n", " 0.84313725, 0.84705882, 0.85098039, 0.85490196, 0.85882353,\n", " 0.8627451 , 0.86666667, 0.87058824, 0.8745098 , 0.87843137,\n", " 0.88235294, 0.88627451, 0.89019608, 0.89411765, 0.89803922,\n", " 0.90196078, 0.90588235, 0.90980392, 0.91372549, 0.91764706,\n", " 0.92156863, 0.9254902 , 0.92941176, 0.93333333, 0.9372549 ,\n", " 0.94117647, 0.94509804, 0.94901961, 0.95294118, 0.95686275,\n", " 0.96078431, 0.96470588, 0.96862745, 0.97254902, 0.97647059,\n", " 0.98039216, 0.98431373, 0.98823529, 0.99215686, 0.99607843,\n", " 1. ])" ] }, "execution_count": 200, "metadata": {}, "output_type": "execute_result" } ], "source": [ "col_map = plt.get_cmap('jet') # now we are fixing to this one colormap\n", "color_steps = np.linspace(0,1.0, 256) #\"fake\" data ranges\n", "color_steps" ] }, { "cell_type": "code", "execution_count": 201, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.00000000e+00, 0.00000000e+00, 5.00000000e-01],\n", " [0.00000000e+00, 0.00000000e+00, 5.17825312e-01],\n", " [0.00000000e+00, 0.00000000e+00, 5.35650624e-01],\n", " [0.00000000e+00, 0.00000000e+00, 5.53475936e-01],\n", " [0.00000000e+00, 0.00000000e+00, 5.71301248e-01],\n", " [0.00000000e+00, 0.00000000e+00, 5.89126560e-01],\n", " [0.00000000e+00, 0.00000000e+00, 6.06951872e-01],\n", " [0.00000000e+00, 0.00000000e+00, 6.24777184e-01],\n", " [0.00000000e+00, 0.00000000e+00, 6.42602496e-01],\n", " [0.00000000e+00, 0.00000000e+00, 6.60427807e-01],\n", " [0.00000000e+00, 0.00000000e+00, 6.78253119e-01],\n", " [0.00000000e+00, 0.00000000e+00, 6.96078431e-01],\n", " [0.00000000e+00, 0.00000000e+00, 7.13903743e-01],\n", " [0.00000000e+00, 0.00000000e+00, 7.31729055e-01],\n", " [0.00000000e+00, 0.00000000e+00, 7.49554367e-01],\n", " [0.00000000e+00, 0.00000000e+00, 7.67379679e-01],\n", " [0.00000000e+00, 0.00000000e+00, 7.85204991e-01],\n", " [0.00000000e+00, 0.00000000e+00, 8.03030303e-01],\n", " [0.00000000e+00, 0.00000000e+00, 8.20855615e-01],\n", " [0.00000000e+00, 0.00000000e+00, 8.38680927e-01],\n", " [0.00000000e+00, 0.00000000e+00, 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0.00000000e+00],\n", " [8.92156863e-01, 0.00000000e+00, 0.00000000e+00],\n", " [8.74331551e-01, 0.00000000e+00, 0.00000000e+00],\n", " [8.56506239e-01, 0.00000000e+00, 0.00000000e+00],\n", " [8.38680927e-01, 0.00000000e+00, 0.00000000e+00],\n", " [8.20855615e-01, 0.00000000e+00, 0.00000000e+00],\n", " [8.03030303e-01, 0.00000000e+00, 0.00000000e+00],\n", " [7.85204991e-01, 0.00000000e+00, 0.00000000e+00],\n", " [7.67379679e-01, 0.00000000e+00, 0.00000000e+00],\n", " [7.49554367e-01, 0.00000000e+00, 0.00000000e+00],\n", " [7.31729055e-01, 0.00000000e+00, 0.00000000e+00],\n", " [7.13903743e-01, 0.00000000e+00, 0.00000000e+00],\n", " [6.96078431e-01, 0.00000000e+00, 0.00000000e+00],\n", " [6.78253119e-01, 0.00000000e+00, 0.00000000e+00],\n", " [6.60427807e-01, 0.00000000e+00, 0.00000000e+00],\n", " [6.42602496e-01, 0.00000000e+00, 0.00000000e+00],\n", " [6.24777184e-01, 0.00000000e+00, 0.00000000e+00],\n", " [6.06951872e-01, 0.00000000e+00, 0.00000000e+00],\n", " [5.89126560e-01, 0.00000000e+00, 0.00000000e+00],\n", " [5.71301248e-01, 0.00000000e+00, 0.00000000e+00],\n", " [5.53475936e-01, 0.00000000e+00, 0.00000000e+00],\n", " [5.35650624e-01, 0.00000000e+00, 0.00000000e+00],\n", " [5.17825312e-01, 0.00000000e+00, 0.00000000e+00],\n", " [5.00000000e-01, 0.00000000e+00, 0.00000000e+00]])" ] }, "execution_count": 201, "metadata": {}, "output_type": "execute_result" } ], "source": [ "colors = col_map(color_steps)[:,:3] # RGB channels, ignoring any Alpha=opacity channel\n", "colors" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot our RGB channels:" ] }, { "cell_type": "code", "execution_count": 202, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(4,3))\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", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 203, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(2,1))\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", "# let's turn off the axis labels\n", "ax.xaxis.set_visible(False)\n", "ax.yaxis.set_visible(False)\n", "# no tick labels\n", "ax.xaxis.set_ticklabels([])\n", "ax.yaxis.set_ticklabels([])\n", "# also set the x/y axis scales explicity\n", "ax.set_xlim(0,1)\n", "ax.set_ylim(0,1.01)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's tell matplotlib explicity where to put axis" ] }, { "cell_type": "code", "execution_count": 204, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(2,1)) # give me a figure canvas\n", "# first add axis on top, saving room for the colorbar on bottom\n", "ax = fig.add_axes([0.0, 0.15, 1.0, 0.8]) # first set of axis, left, bottom, width, height\n", "\n", "# now we can just use these axis like normal\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", "# let's turn off the axis labels\n", "ax.xaxis.set_visible(False)\n", "ax.yaxis.set_visible(False)\n", "# no tick labels\n", "ax.xaxis.set_ticklabels([])\n", "ax.yaxis.set_ticklabels([])\n", "# also set the x/y axis scales explicity\n", "ax.set_xlim(0,1)\n", "ax.set_ylim(0,1.01)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we'll add in our colorbar on the bottom:" ] }, { "cell_type": "code", "execution_count": 205, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(2,1)) # give me a figure canvas\n", "# first add axis on top, saving room for the colorbar on bottom\n", "ax = fig.add_axes([0.0, 0.15, 1.0, 0.8]) # first set of axis, left, bottom, width, height\n", "\n", "# now we can just use these axis like normal\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", "# let's turn off the axis labels\n", "ax.xaxis.set_visible(False)\n", "ax.yaxis.set_visible(False)\n", "# no tick labels\n", "ax.xaxis.set_ticklabels([])\n", "ax.yaxis.set_ticklabels([])\n", "# also set the x/y axis scales explicity\n", "ax.set_xlim(0,1)\n", "ax.set_ylim(0,1.01)\n", "\n", "# now adding colorbar plot on bottom\n", "ax_colorbar = fig.add_axes([0.0, 0.0, 1.0, 0.2])\n", "col_map = plt.get_cmap('jet')\n", "matplotlib.colorbar.ColorbarBase(ax_colorbar, cmap=col_map, orientation='horizontal')\n", "ax_colorbar.xaxis.set_visible(False)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First step toward interactivity is to make our code into a function so we can call it repeatedly!" ] }, { "cell_type": "code", "execution_count": 206, "metadata": {}, "outputs": [], "source": [ "color_steps = np.linspace(0,1.0, 256) #\"fake\" data ranges, leave this as \"global\" varible\n", "def plot_colormap(colormap_name):\n", " fig = plt.figure(figsize=(2,1)) # give me a figure canvas\n", " # first add axis on top, saving room for the colorbar on bottom\n", " ax = fig.add_axes([0.0, 0.15, 1.0, 0.8]) # first set of axis, left, bottom, width, height\n", "\n", " # now we can just use these axis like normal\n", " col_map = plt.get_cmap(colormap_name)\n", " colors = col_map(color_steps)[:,:3] # RGB channels, ignoring any Alpha=opacity channel\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", " # let's turn off the axis labels\n", " ax.xaxis.set_visible(False)\n", " ax.yaxis.set_visible(False)\n", " # no tick labels\n", " ax.xaxis.set_ticklabels([])\n", " ax.yaxis.set_ticklabels([])\n", " # also set the x/y axis scales explicity\n", " ax.set_xlim(0,1)\n", " ax.set_ylim(0,1.01)\n", "\n", " # now adding colorbar plot on bottom\n", " ax_colorbar = fig.add_axes([0.0, 0.0, 1.0, 0.2])\n", " matplotlib.colorbar.ColorbarBase(ax_colorbar, cmap=col_map, orientation='horizontal')\n", " ax_colorbar.xaxis.set_visible(False)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 207, "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": 208, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_colormap('gist_rainbow')" ] }, { "cell_type": "code", "execution_count": 209, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_colormap('gray')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, let's make this interactive with ipywidgets:" ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "aecc19efb4f74884b108f835174685f2", "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) #\"fake\" data ranges, leave this as \"global\" varible\n", "\n", "@ipywidgets.interact(colormap_name=plt.colormaps())\n", "def plot_colormap(colormap_name):\n", " fig = plt.figure(figsize=(2,1)) # give me a figure canvas\n", " # first add axis on top, saving room for the colorbar on bottom\n", " ax = fig.add_axes([0.0, 0.15, 1.0, 0.8]) # first set of axis, left, bottom, width, height\n", "\n", " # now we can just use these axis like normal\n", " col_map = plt.get_cmap(colormap_name)\n", " colors = col_map(color_steps)[:,:3] # RGB channels, ignoring any Alpha=opacity channel\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", " # let's turn off the axis labels\n", " ax.xaxis.set_visible(False)\n", " ax.yaxis.set_visible(False)\n", " # no tick labels\n", " ax.xaxis.set_ticklabels([])\n", " ax.yaxis.set_ticklabels([])\n", " # also set the x/y axis scales explicity\n", " ax.set_xlim(0,1)\n", " ax.set_ylim(0,1.01)\n", "\n", " # now adding colorbar plot on bottom\n", " ax_colorbar = fig.add_axes([0.0, 0.0, 1.0, 0.2])\n", " matplotlib.colorbar.ColorbarBase(ax_colorbar, cmap=col_map, orientation='horizontal')\n", " ax_colorbar.xaxis.set_visible(False)\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Do a few more colormap things with Palettable" ] }, { "cell_type": "code", "execution_count": 239, "metadata": {}, "outputs": [], "source": [ "#!pip install palettable\n", "import palettable" ] }, { "cell_type": "code", "execution_count": 212, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# grabbing one particular colormap\n", "from palettable.colorbrewer.qualitative import Set1_9 # this is the Set1_9 colormap\n", "Set1_9.show_discrete_image(size=(12,2))\n", "Set1_9.show_continuous_image(size=(12,2))" ] }, { "cell_type": "code", "execution_count": 216, "metadata": {}, "outputs": [], "source": [ "from sys import path\n", "path.append('/Users/jillnaiman/spring2020/week03/')\n", "from palette_colors import get_cb_diverging, get_cb_qualitative, get_cb_sequential, \\\n", " grab_names_palettable" ] }, { "cell_type": "code", "execution_count": 218, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['BrBG',\n", " 'PiYG',\n", " 'PRGn',\n", " 'PuOr',\n", " 'RdBu',\n", " 'RdGy',\n", " 'RdYlBu',\n", " 'RdYlGn',\n", " 'Spectral']" ] }, "execution_count": 218, "metadata": {}, "output_type": "execute_result" } ], "source": [ "names = grab_names_palettable('Diverging') # names of palettes\n", "names" ] }, { "cell_type": "code", "execution_count": 217, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "377ebeed26df4a668f0fef3b2919a622", "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') # names of palettes\n", "ipywidgets.interact(get_cb_diverging, name=names, number=(3,15))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 220, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1dd8b7c226054d26bff725d3103cb957", "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') # names of palettes\n", "ipywidgets.interact(get_cb_sequential, name=names, number=(3,15))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 221, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "d535e1d80e5e495cb44c32cc98fbedb0", "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') # names of palettes\n", "ipywidgets.interact(get_cb_qualitative, name=names, number=(3,15))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# FINALLY let's apply colormaps to data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "mich_filename = '/Users/jillnaiman/Downloads/michigan_lld.flt'\n", "michigan = np.fromfile(mich_filename, dtype='f4').reshape((5365,4201))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(5365, 4201)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "michigan.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's take a quick look at our data:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(michigan.flat)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "-9999.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "michigan.min()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll tag this as a \"weird\" datavalue:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "michigan[michigan==-9999] = np.nan" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "nan" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.nan" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.hist(michigan[~np.isnan(michigan)])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan)\n", "plt.clim(0,100)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 235, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan)\n", "plt.clim(-352,352)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 236, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(michigan, cmap=\"seismic\")\n", "plt.clim(-352,352)\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 237, "metadata": {}, "outputs": [ { "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()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 238, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# for data color transformation\n", "import matplotlib.colors as mpl_colors\n", "\n", "plt.imshow(michigan, cmap=\"terrain\", norm = mpl_colors.SymLogNorm(10))\n", "plt.clim(-352,352)\n", "plt.colorbar()\n", "plt.show()" ] }, { "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": 4 }