{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Start by importing all the libraries we need" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 118, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "pd.DataFrame" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Now, a quick review of what we covered last week\n", "* we are going to use the library \"pandas\" to read and manipulate data" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [], "source": [ "# I heard some folks had some errors doing this - lets check around, does this work for everybody?\n", "buildings = pd.read_csv(\"/Users/jillnaiman1/Downloads/building_inventory.csv\",\n", " na_values = {'Year Acquired': 0, \n", " 'Year Constructed': 0, \n", " 'Square Footage': 0})\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
0Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use1975.01975.0144.0110UnusualUnusualNot provided
1Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
2Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
3Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
4Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
5Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
6Department of Natural ResourcesDixon Springs State Park - Pope CountyRr #2Golconda62938Pope15John Shimkus118Phelps Brandon W....In Use2000.02000.0120.0110UnusualUnusualNot provided
7Department of Natural ResourcesDixon Springs State Park - Pope CountyRr #2Golconda62938Pope15John Shimkus118Phelps Brandon W....In Use2000.02000.0120.0110UnusualUnusualNot provided
8Department of Natural ResourcesMatthiessen State Park - LaSalle CountyR. R. 178, Box 509Utica61373LaSalle16Adam Kinzinger76Long Jerry Lee...In Use2000.02000.0144.0110UnusualUnusualNot provided
9Department of Natural ResourcesMatthiessen State Park - LaSalle CountyR. R. 178, Box 509Utica61373LaSalle16Adam Kinzinger76Long Jerry Lee...In Use2000.02000.0144.0110UnusualUnusualNot provided
10Department of Natural ResourcesMatthiessen State Park - LaSalle CountyR. R. 178, Box 509Utica61373LaSalle16Adam Kinzinger76Long Jerry Lee...In Use2000.02000.0144.0110UnusualUnusualNot provided
11Department of Natural ResourcesMatthiessen State Park - LaSalle CountyR. R. 178, Box 509Utica61373LaSalle16Adam Kinzinger76Long Jerry Lee...In Use2000.02000.0144.0110UnusualUnusualNot provided
12Department of Natural ResourcesEldon Hazlet State Park - Clinton CountyKeyesport RoadCarlyle62231Clinton15John Shimkus107Cavaletto John...In Use1999.01999.096.0110StorageStorageNot provided
13Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use1980.01980.0625.0110AssemblyAssemblyNot provided
14Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use2000.02000.0144.0110UnusualUnusualNot provided
15Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use2000.02000.0144.0110UnusualUnusualNot provided
16Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use1997.01997.0740.0110AssemblyAssemblyNot provided
17Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use2000.02000.0320.0110AssemblyAssemblyNot provided
18Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use2000.02000.0144.0110UnusualUnusualNot provided
19Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use1976.01976.0625.0110AssemblyAssemblyNot provided
20Department of Natural ResourcesWeinberg-King State Park - Schuyler CountyP.o. Box 203Augusta62311Schuyler18Darin M. LaHood93Hammond Norine K....In Use2000.02000.0144.0110UnusualUnusualNot provided
21Department of Natural ResourcesWolf Creek State ParkR.r. 1 Box 99Windsor62534Shelby15John Shimkus102Halbrook Brad...In Use1980.01980.0144.0110StorageStorageNot provided
22Department of Natural ResourcesWolf Creek State ParkR.r. 1 Box 99Windsor62534Shelby15John Shimkus102Halbrook Brad...In Use1994.01994.02000.0110StorageStorageNot provided
23Department of CorrectionsDwight Correctional Center - Livingston CountyRoute 17 WestDwight60420Livingston16Adam Kinzinger90Demmer Tom...In Use2001.02001.02048.0110IndustrialIndustrialNot provided
24Department of Human ServicesJoliet Sexually Violent Persons Facility1125 North Collins StreetJoliet60432Will11Bill Foster86Walsh, Jr. Lawrence M....In Use2001.02001.022000.0220Health CareDetention & CorrecNot provided
25Department of CorrectionsSouthwestern Correctional Center - E. St. Louis950 Kingshighway P.o. Box 50East St Louis62203St. Clair12Mike Bost113Hoffman Jay...In Use2000.02000.0120.0110StorageStorageNot provided
26Department of TransportationFithian Maintenance Storage Facility - Vermili...1518 East 1800 North RoadFithian61844Vermilion15John Shimkus104Hays Chad...In Use2000.02000.04860.0110StorageStorageNot provided
27Department of State PoliceEffingham District 12 - Effingham County2 Miles East Of MasonEffingham62454Effingham15John Shimkus107Cavaletto John...In Use2000.02000.0156.0110IndustrialIndustrialNot provided
28Department of Military AffairsMarseilles Armory (Training Area) - LaSalle Co.2515 N. 23rd. RoadMarseilles61341LaSalle16Adam Kinzinger75Welter David A....In Use2000.02000.01080.0110UnusualUnusualNot provided
29Department of AgricultureDuQuoin State Fairgrounds - Perry CountyRoute #2, Box 306Duquoin62832Perry12Mike Bost115Bryant Terri...In Use2000.02000.02020.0110StorageStorageNot provided
..................................................................
8832Department of TransportationAshkum Team Section Headquarters849 E. State Rt. 116Ashkum60911Iroquois16Adam Kinzinger106Bennett Thomas M....In ProgressNaNNaN10000.0100StorageStorageNaN
8833Department of TransportationLitchfield Weigh Station, I-55 Montgomery County13456 Old Route 66Litchfield62056Montgomery16Adam Kinzinger106Bennett Thomas M....In ProgressNaNNaN703.0100BusinessBusinessNaN
8834Department of TransportationLitchfield Weigh Station, I-55 Montgomery County13456 Old Route 66Litchfield62056Montgomery16Adam Kinzinger106Bennett Thomas M....In ProgressNaNNaN6300.0100BusinessBusinessNaN
8835Department of TransportationHarrisburg Maintenance Storage Facility - Sali...1700 South Feazel StreetHarrisburg62946Saline15John Shimkus118Phelps Brandon W....In UseNaNNaN256.0100StorageStorageNaN
8836Department of TransportationHarrisburg Maintenance Storage Facility - Sali...1700 South Feazel StreetHarrisburg62946Saline15John Shimkus118Phelps Brandon W....In UseNaNNaN56.0100Utiility & MiscellanUtiility & MiscellanNaN
8837Department of TransportationHarrisburg Maintenance Storage Facility - Sali...1700 South Feazel StreetHarrisburg62946Saline15John Shimkus118Phelps Brandon W....In UseNaNNaN72.0100StorageStorageNaN
8838Department of TransportationE. St. Louis Maintenance Storage Facility - St...728 Exchange Ave.East St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In UseNaNNaN160.0100Utiility & MiscellanUtiility & MiscellanNaN
8839Department of TransportationE. St. Louis Maintenance Storage Facility - St...728 Exchange Ave.East St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In UseNaNNaN32.0100StorageStorageNaN
8840Department of TransportationE. St. Louis Maintenance Storage Facility - St...728 Exchange Ave.East St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In UseNaNNaN1100.0100StorageStorageNaN
8841Department of TransportationE. St. Louis Maintenance Storage Facility - St...728 Exchange Ave.East St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In UseNaNNaN64.0100Utiility & MiscellanUtiility & MiscellanNaN
8842Department of TransportationE. St. Louis Maintenance Storage Facility - St...728 Exchange Ave.East St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In UseNaNNaN80.0100Utiility & MiscellanUtiility & MiscellanNaN
8843Department of TransportationE. St. Louis Maintenance Storage Facility - St...728 Exchange Ave.East St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In UseNaNNaN90.0100StorageStorageNaN
8844Department of TransportationE. St. Louis Maintenance Storage Facility - St...728 Exchange Ave.East St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In UseNaNNaN1270.0000Utiility & MiscellanUtiility & MiscellanNaN
8845Department of TransportationMorton Maintenance Storage Facility - Tazewell...1971 Morton AvenueMorton61550Tazewell18Darin M. LaHood88Sommer Keith P....In Progress2018.02018.02250.0100StorageStorageNaN
8846Department of TransportationDan Ryan Field Office900 S. Desplaines St.Chicago60607Cook7Danny K. Davis9Turner Arthur L....In Progress2018.02018.012000.0100BusinessStorageNaN
8847Department of TransportationElgin/O'Hare Expressway - Kane Co.1480 Rodenburg RoadSchaumburg60193Kane8Tammy Duckworth43Moeller Anna...In UseNaNNaN36.0100Utiility & MiscellanUtiility & MiscellanNaN
8848Department of TransportationWenona Maintenance Storage Facility - Marshall...3095 County Rd 800 NorthWenona61377Marshall18Darin M. LaHood73Spain Ryan...In Use2016.02016.01152.0100StorageStorageNaN
8849Department of Military AffairsGalesburg Readiness Center - Knox County362 N. Linwood RoadGalesburg61401Knox17Cheri Bustos74Swanson Daniel...In ProgressNaN2018.03200.0100StorageStorageNaN
8850Department of TransportationAledo Salt Storage Building - Mercer County1610 3rd StreetAledd61231Mercer17Cheri Bustos74Swanson Daniel...In Progress2018.02018.01455.0100StorageStorageNaN
8851Department of TransportationBiggsville - Henderson CountyRoute 1Biggsville61418Henderson17Cheri Bustos94Frese Randy E....In Progress2018.02018.01455.0100StorageStorageNaN
8852Department of TransportationDecatur Maintenance Facility - Macon County4142 N. Westlawn AvenueDecatur62526Macon4Luis Gutierrez4Soto Cynthia...In Progress2017.02017.06720.0100StorageUtiility & MiscellanNaN
8853Department of TransportationMarion Maintenance Facility - Williamson CountyInterstate 57 Milepost 46Marion62959Williamson12Mike Bost117Severin Dave...In Progress2019.02019.0760.0100BusinessBusinessNaN
8854Department of TransportationMarion Maintenance Facility - Williamson CountyIntersate 57 Milepost 46Marion62959Williamson12Mike Bost117Severin Dave...In Progress2019.02019.0760.0100BusinessBusinessNaN
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
8859Department of TransportationQuincy Maintenance Storage Facility800 Koch's LaneQuincy62305Adams18Darin M. LaHood94Frese Randy E....In UseNaN1987.0130.0100StorageHigh HazardNaN
8860Illinois Community College BoardIllinois Valley Community College - Oglesby815 North Orlando Smith AvenueOglesby61348LaSalle16Adam Kinzinger76Long Jerry Lee...In Use1971.01971.049552.0110EducationEducationNot provided
8861Department of Military AffairsPeoria Army Aviation Support Facility2323 S. Airport RdPeoria61607Peoria17Cheri Bustos92Gordon-Booth Jehan...In ProgressNaN2017.0288.0100Utiility & MiscellanUtiility & MiscellanNaN
\n", "

8862 rows × 22 columns

\n", "
" ], "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", "5 Department of Natural Resources \n", "6 Department of Natural Resources \n", "7 Department of Natural Resources \n", "8 Department of Natural Resources \n", "9 Department of Natural Resources \n", "10 Department of Natural Resources \n", "11 Department of Natural Resources \n", "12 Department of Natural Resources \n", "13 Department of Natural Resources \n", "14 Department of Natural Resources \n", "15 Department of Natural Resources \n", "16 Department of Natural Resources \n", "17 Department of Natural Resources \n", "18 Department of Natural Resources \n", "19 Department of Natural Resources \n", "20 Department of Natural Resources \n", "21 Department of Natural Resources \n", "22 Department of Natural Resources \n", "23 Department of Corrections \n", "24 Department of Human Services \n", "25 Department of Corrections \n", "26 Department of Transportation \n", "27 Department of State Police \n", "28 Department of Military Affairs \n", "29 Department of Agriculture \n", "... ... \n", "8832 Department of Transportation \n", "8833 Department of Transportation \n", "8834 Department of Transportation \n", "8835 Department of Transportation \n", "8836 Department of Transportation \n", "8837 Department of Transportation \n", "8838 Department of Transportation \n", "8839 Department of Transportation \n", "8840 Department of Transportation \n", "8841 Department of Transportation \n", "8842 Department of Transportation \n", "8843 Department of Transportation \n", "8844 Department of Transportation \n", "8845 Department of Transportation \n", "8846 Department of Transportation \n", "8847 Department of Transportation \n", "8848 Department of Transportation \n", "8849 Department of Military Affairs \n", "8850 Department of Transportation \n", "8851 Department of Transportation \n", "8852 Department of Transportation \n", "8853 Department of Transportation \n", "8854 Department of Transportation \n", "8855 Department of Transportation \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", "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", "5 Anderson Lake Conservation Area - Fulton County \n", "6 Dixon Springs State Park - Pope County \n", "7 Dixon Springs State Park - Pope County \n", "8 Matthiessen State Park - LaSalle County \n", "9 Matthiessen State Park - LaSalle County \n", "10 Matthiessen State Park - LaSalle County \n", "11 Matthiessen State Park - LaSalle County \n", "12 Eldon Hazlet State Park - Clinton County \n", "13 Weinberg-King State Park - Schuyler County \n", "14 Weinberg-King State Park - Schuyler County \n", "15 Weinberg-King State Park - Schuyler County \n", "16 Weinberg-King State Park - Schuyler County \n", "17 Weinberg-King State Park - Schuyler County \n", "18 Weinberg-King State Park - Schuyler County \n", "19 Weinberg-King State Park - Schuyler County \n", "20 Weinberg-King State Park - Schuyler County \n", "21 Wolf Creek State Park \n", "22 Wolf Creek State Park \n", "23 Dwight Correctional Center - Livingston County \n", "24 Joliet Sexually Violent Persons Facility \n", "25 Southwestern Correctional Center - E. St. Louis \n", "26 Fithian Maintenance Storage Facility - Vermili... \n", "27 Effingham District 12 - Effingham County \n", "28 Marseilles Armory (Training Area) - LaSalle Co. \n", "29 DuQuoin State Fairgrounds - Perry County \n", "... ... \n", "8832 Ashkum Team Section Headquarters \n", "8833 Litchfield Weigh Station, I-55 Montgomery County \n", "8834 Litchfield Weigh Station, I-55 Montgomery County \n", "8835 Harrisburg Maintenance Storage Facility - Sali... \n", "8836 Harrisburg Maintenance Storage Facility - Sali... \n", "8837 Harrisburg Maintenance Storage Facility - Sali... \n", "8838 E. St. Louis Maintenance Storage Facility - St... \n", "8839 E. St. Louis Maintenance Storage Facility - St... \n", "8840 E. St. Louis Maintenance Storage Facility - St... \n", "8841 E. St. Louis Maintenance Storage Facility - St... \n", "8842 E. St. Louis Maintenance Storage Facility - St... \n", "8843 E. St. Louis Maintenance Storage Facility - St... \n", "8844 E. St. Louis Maintenance Storage Facility - St... \n", "8845 Morton Maintenance Storage Facility - Tazewell... \n", "8846 Dan Ryan Field Office \n", "8847 Elgin/O'Hare Expressway - Kane Co. \n", "8848 Wenona Maintenance Storage Facility - Marshall... \n", "8849 Galesburg Readiness Center - Knox County \n", "8850 Aledo Salt Storage Building - Mercer County \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", "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", "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", "5 Anderson Lake C.a. Astoria 61501 Fulton \n", "6 Rr #2 Golconda 62938 Pope \n", "7 Rr #2 Golconda 62938 Pope \n", "8 R. R. 178, Box 509 Utica 61373 LaSalle \n", "9 R. R. 178, Box 509 Utica 61373 LaSalle \n", "10 R. R. 178, Box 509 Utica 61373 LaSalle \n", "11 R. R. 178, Box 509 Utica 61373 LaSalle \n", "12 Keyesport Road Carlyle 62231 Clinton \n", "13 P.o. Box 203 Augusta 62311 Schuyler \n", "14 P.o. Box 203 Augusta 62311 Schuyler \n", "15 P.o. Box 203 Augusta 62311 Schuyler \n", "16 P.o. Box 203 Augusta 62311 Schuyler \n", "17 P.o. Box 203 Augusta 62311 Schuyler \n", "18 P.o. Box 203 Augusta 62311 Schuyler \n", "19 P.o. Box 203 Augusta 62311 Schuyler \n", "20 P.o. Box 203 Augusta 62311 Schuyler \n", "21 R.r. 1 Box 99 Windsor 62534 Shelby \n", "22 R.r. 1 Box 99 Windsor 62534 Shelby \n", "23 Route 17 West Dwight 60420 Livingston \n", "24 1125 North Collins Street Joliet 60432 Will \n", "25 950 Kingshighway P.o. Box 50 East St Louis 62203 St. Clair \n", "26 1518 East 1800 North Road Fithian 61844 Vermilion \n", "27 2 Miles East Of Mason Effingham 62454 Effingham \n", "28 2515 N. 23rd. Road Marseilles 61341 LaSalle \n", "29 Route #2, Box 306 Duquoin 62832 Perry \n", "... ... ... ... ... \n", "8832 849 E. State Rt. 116 Ashkum 60911 Iroquois \n", "8833 13456 Old Route 66 Litchfield 62056 Montgomery \n", "8834 13456 Old Route 66 Litchfield 62056 Montgomery \n", "8835 1700 South Feazel Street Harrisburg 62946 Saline \n", "8836 1700 South Feazel Street Harrisburg 62946 Saline \n", "8837 1700 South Feazel Street Harrisburg 62946 Saline \n", "8838 728 Exchange Ave. East St. Louis 62201 St. Clair \n", "8839 728 Exchange Ave. East St. Louis 62201 St. Clair \n", "8840 728 Exchange Ave. East St. Louis 62201 St. Clair \n", "8841 728 Exchange Ave. East St. Louis 62201 St. Clair \n", "8842 728 Exchange Ave. East St. Louis 62201 St. Clair \n", "8843 728 Exchange Ave. East St. Louis 62201 St. Clair \n", "8844 728 Exchange Ave. East St. Louis 62201 St. Clair \n", "8845 1971 Morton Avenue Morton 61550 Tazewell \n", "8846 900 S. Desplaines St. Chicago 60607 Cook \n", "8847 1480 Rodenburg Road Schaumburg 60193 Kane \n", "8848 3095 County Rd 800 North Wenona 61377 Marshall \n", "8849 362 N. Linwood Road Galesburg 61401 Knox \n", "8850 1610 3rd Street Aledd 61231 Mercer \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", "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", "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", "5 17 Cheri Bustos 93 Hammond Norine K. \n", "6 15 John Shimkus 118 Phelps Brandon W. \n", "7 15 John Shimkus 118 Phelps Brandon W. \n", "8 16 Adam Kinzinger 76 Long Jerry Lee \n", "9 16 Adam Kinzinger 76 Long Jerry Lee \n", "10 16 Adam Kinzinger 76 Long Jerry Lee \n", "11 16 Adam Kinzinger 76 Long Jerry Lee \n", "12 15 John Shimkus 107 Cavaletto John \n", "13 18 Darin M. LaHood 93 Hammond Norine K. \n", "14 18 Darin M. LaHood 93 Hammond Norine K. \n", "15 18 Darin M. LaHood 93 Hammond Norine K. \n", "16 18 Darin M. LaHood 93 Hammond Norine K. \n", "17 18 Darin M. LaHood 93 Hammond Norine K. \n", "18 18 Darin M. LaHood 93 Hammond Norine K. \n", "19 18 Darin M. LaHood 93 Hammond Norine K. \n", "20 18 Darin M. LaHood 93 Hammond Norine K. \n", "21 15 John Shimkus 102 Halbrook Brad \n", "22 15 John Shimkus 102 Halbrook Brad \n", "23 16 Adam Kinzinger 90 Demmer Tom \n", "24 11 Bill Foster 86 Walsh, Jr. Lawrence M. \n", "25 12 Mike Bost 113 Hoffman Jay \n", "26 15 John Shimkus 104 Hays Chad \n", "27 15 John Shimkus 107 Cavaletto John \n", "28 16 Adam Kinzinger 75 Welter David A. \n", "29 12 Mike Bost 115 Bryant Terri \n", "... ... ... ... ... \n", "8832 16 Adam Kinzinger 106 Bennett Thomas M. \n", "8833 16 Adam Kinzinger 106 Bennett Thomas M. \n", "8834 16 Adam Kinzinger 106 Bennett Thomas M. \n", "8835 15 John Shimkus 118 Phelps Brandon W. \n", "8836 15 John Shimkus 118 Phelps Brandon W. \n", "8837 15 John Shimkus 118 Phelps Brandon W. \n", "8838 12 Mike Bost 114 Greenwood LaToya \n", "8839 12 Mike Bost 114 Greenwood LaToya \n", "8840 12 Mike Bost 114 Greenwood LaToya \n", "8841 12 Mike Bost 114 Greenwood LaToya \n", "8842 12 Mike Bost 114 Greenwood LaToya \n", "8843 12 Mike Bost 114 Greenwood LaToya \n", "8844 12 Mike Bost 114 Greenwood LaToya \n", "8845 18 Darin M. LaHood 88 Sommer Keith P. \n", "8846 7 Danny K. Davis 9 Turner Arthur L. \n", "8847 8 Tammy Duckworth 43 Moeller Anna \n", "8848 18 Darin M. LaHood 73 Spain Ryan \n", "8849 17 Cheri Bustos 74 Swanson Daniel \n", "8850 17 Cheri Bustos 74 Swanson Daniel \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", "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", "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 \\\n", "0 ... In Use 1975.0 1975.0 \n", "1 ... In Use 2004.0 2004.0 \n", "2 ... In Use 2004.0 2004.0 \n", "3 ... In Use 2004.0 2004.0 \n", "4 ... In Use 2004.0 2004.0 \n", "5 ... In Use 2004.0 2004.0 \n", "6 ... In Use 2000.0 2000.0 \n", "7 ... In Use 2000.0 2000.0 \n", "8 ... In Use 2000.0 2000.0 \n", "9 ... In Use 2000.0 2000.0 \n", "10 ... In Use 2000.0 2000.0 \n", "11 ... In Use 2000.0 2000.0 \n", "12 ... In Use 1999.0 1999.0 \n", "13 ... In Use 1980.0 1980.0 \n", "14 ... In Use 2000.0 2000.0 \n", "15 ... In Use 2000.0 2000.0 \n", "16 ... In Use 1997.0 1997.0 \n", "17 ... In Use 2000.0 2000.0 \n", "18 ... In Use 2000.0 2000.0 \n", "19 ... In Use 1976.0 1976.0 \n", "20 ... In Use 2000.0 2000.0 \n", "21 ... In Use 1980.0 1980.0 \n", "22 ... In Use 1994.0 1994.0 \n", "23 ... In Use 2001.0 2001.0 \n", "24 ... In Use 2001.0 2001.0 \n", "25 ... In Use 2000.0 2000.0 \n", "26 ... In Use 2000.0 2000.0 \n", "27 ... In Use 2000.0 2000.0 \n", "28 ... In Use 2000.0 2000.0 \n", "29 ... In Use 2000.0 2000.0 \n", "... ... ... ... ... \n", "8832 ... In Progress NaN NaN \n", "8833 ... In Progress NaN NaN \n", "8834 ... In Progress NaN NaN \n", "8835 ... In Use NaN NaN \n", "8836 ... In Use NaN NaN \n", "8837 ... In Use NaN NaN \n", "8838 ... In Use NaN NaN \n", "8839 ... In Use NaN NaN \n", "8840 ... In Use NaN NaN \n", "8841 ... In Use NaN NaN \n", "8842 ... In Use NaN NaN \n", "8843 ... In Use NaN NaN \n", "8844 ... In Use NaN NaN \n", "8845 ... In Progress 2018.0 2018.0 \n", "8846 ... In Progress 2018.0 2018.0 \n", "8847 ... In Use NaN NaN \n", "8848 ... In Use 2016.0 2016.0 \n", "8849 ... In Progress NaN 2018.0 \n", "8850 ... In Progress 2018.0 2018.0 \n", "8851 ... In Progress 2018.0 2018.0 \n", "8852 ... In Progress 2017.0 2017.0 \n", "8853 ... In Progress 2019.0 2019.0 \n", "8854 ... In Progress 2019.0 2019.0 \n", "8855 ... In Use NaN NaN \n", "8856 ... In Use NaN NaN \n", "8857 ... In Use NaN NaN \n", "8858 ... In Use NaN NaN \n", "8859 ... In Use NaN 1987.0 \n", "8860 ... In Use 1971.0 1971.0 \n", "8861 ... In Progress NaN 2017.0 \n", "\n", " Square Footage Total Floors Floors Above Grade Floors Below Grade \\\n", "0 144.0 1 1 0 \n", "1 144.0 1 1 0 \n", "2 144.0 1 1 0 \n", "3 144.0 1 1 0 \n", "4 144.0 1 1 0 \n", "5 144.0 1 1 0 \n", "6 120.0 1 1 0 \n", "7 120.0 1 1 0 \n", "8 144.0 1 1 0 \n", "9 144.0 1 1 0 \n", "10 144.0 1 1 0 \n", "11 144.0 1 1 0 \n", "12 96.0 1 1 0 \n", "13 625.0 1 1 0 \n", "14 144.0 1 1 0 \n", "15 144.0 1 1 0 \n", "16 740.0 1 1 0 \n", "17 320.0 1 1 0 \n", "18 144.0 1 1 0 \n", "19 625.0 1 1 0 \n", "20 144.0 1 1 0 \n", "21 144.0 1 1 0 \n", "22 2000.0 1 1 0 \n", "23 2048.0 1 1 0 \n", "24 22000.0 2 2 0 \n", "25 120.0 1 1 0 \n", "26 4860.0 1 1 0 \n", "27 156.0 1 1 0 \n", "28 1080.0 1 1 0 \n", "29 2020.0 1 1 0 \n", "... ... ... ... ... \n", "8832 10000.0 1 0 0 \n", "8833 703.0 1 0 0 \n", "8834 6300.0 1 0 0 \n", "8835 256.0 1 0 0 \n", "8836 56.0 1 0 0 \n", "8837 72.0 1 0 0 \n", "8838 160.0 1 0 0 \n", "8839 32.0 1 0 0 \n", "8840 1100.0 1 0 0 \n", "8841 64.0 1 0 0 \n", "8842 80.0 1 0 0 \n", "8843 90.0 1 0 0 \n", "8844 1270.0 0 0 0 \n", "8845 2250.0 1 0 0 \n", "8846 12000.0 1 0 0 \n", "8847 36.0 1 0 0 \n", "8848 1152.0 1 0 0 \n", "8849 3200.0 1 0 0 \n", "8850 1455.0 1 0 0 \n", "8851 1455.0 1 0 0 \n", "8852 6720.0 1 0 0 \n", "8853 760.0 1 0 0 \n", "8854 760.0 1 0 0 \n", "8855 1550.0 1 0 0 \n", "8856 1500.0 1 0 0 \n", "8857 432.0 1 0 0 \n", "8858 330.0 1 0 0 \n", "8859 130.0 1 0 0 \n", "8860 49552.0 1 1 0 \n", "8861 288.0 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", "5 Unusual Unusual Not provided \n", "6 Unusual Unusual Not provided \n", "7 Unusual Unusual Not provided \n", "8 Unusual Unusual Not provided \n", "9 Unusual Unusual Not provided \n", "10 Unusual Unusual Not provided \n", "11 Unusual Unusual Not provided \n", "12 Storage Storage Not provided \n", "13 Assembly Assembly Not provided \n", "14 Unusual Unusual Not provided \n", "15 Unusual Unusual Not provided \n", "16 Assembly Assembly Not provided \n", "17 Assembly Assembly Not provided \n", "18 Unusual Unusual Not provided \n", "19 Assembly Assembly Not provided \n", "20 Unusual Unusual Not provided \n", "21 Storage Storage Not provided \n", "22 Storage Storage Not provided \n", "23 Industrial Industrial Not provided \n", "24 Health Care Detention & Correc Not provided \n", "25 Storage Storage Not provided \n", "26 Storage Storage Not provided \n", "27 Industrial Industrial Not provided \n", "28 Unusual Unusual Not provided \n", "29 Storage Storage Not provided \n", "... ... ... ... \n", "8832 Storage Storage NaN \n", "8833 Business Business NaN \n", "8834 Business Business NaN \n", "8835 Storage Storage NaN \n", "8836 Utiility & Miscellan Utiility & Miscellan NaN \n", "8837 Storage Storage NaN \n", "8838 Utiility & Miscellan Utiility & Miscellan NaN \n", "8839 Storage Storage NaN \n", "8840 Storage Storage NaN \n", "8841 Utiility & Miscellan Utiility & Miscellan NaN \n", "8842 Utiility & Miscellan Utiility & Miscellan NaN \n", "8843 Storage Storage NaN \n", "8844 Utiility & Miscellan Utiility & Miscellan NaN \n", "8845 Storage Storage NaN \n", "8846 Business Storage NaN \n", "8847 Utiility & Miscellan Utiility & Miscellan NaN \n", "8848 Storage Storage NaN \n", "8849 Storage Storage NaN \n", "8850 Storage Storage NaN \n", "8851 Storage Storage NaN \n", "8852 Storage Utiility & Miscellan NaN \n", "8853 Business Business NaN \n", "8854 Business Business NaN \n", "8855 Storage NaN NaN \n", "8856 Storage NaN NaN \n", "8857 Storage NaN NaN \n", "8858 Storage NaN NaN \n", "8859 Storage High Hazard NaN \n", "8860 Education Education Not provided \n", "8861 Utiility & Miscellan Utiility & Miscellan NaN \n", "\n", "[8862 rows x 22 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# lets also print out what this looks like\n", "buildings\n", "# neat! a cool table!" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RangeIndex(start=0, stop=8862, step=1)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# how many building entries do we have?\n", "buildings.index" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "100 Department of Natural Resources\n", "101 Department of Natural Resources\n", "102 Department of Natural Resources\n", "103 Department of Natural Resources\n", "104 Department of Natural Resources\n", "105 Department of Natural Resources\n", "106 Department of Natural Resources\n", "107 Department of Natural Resources\n", "108 Department of Natural Resources\n", "109 Department of Juvenile Justice\n", "110 Department of Juvenile Justice\n", "Name: Agency Name, dtype: object" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we can look up a few agency names\n", "# as a way to look at how we access data\n", "buildings.loc[100:110][\"Agency Name\"]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Zip codeCongress DistRep DistSenate DistYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below Grade
count8862.0000008862.0000008862.0000008862.0000008597.0000008573.0000008.805000e+038862.0000008862.0000008862.000000
mean61821.07684513.40408592.30331846.4085991972.2435731970.3919281.155032e+041.6360871.4493340.161589
std1095.2033574.03793623.56845711.78103827.54938029.3262563.828480e+041.5376031.2868980.392717
min1235.0000000.0000000.0000000.0000001753.0000001753.0000009.000000e+000.0000000.0000000.000000
25%61105.00000012.00000079.00000040.0000001959.0000001957.0000002.400000e+021.0000001.0000000.000000
50%62023.00000014.00000097.00000049.0000001976.0000001975.0000001.664000e+031.0000001.0000000.000000
75%62650.00000016.000000110.00000055.0000001993.0000001991.0000006.528000e+032.0000001.0000000.000000
max68297.00000018.000000119.00000060.0000002019.0000002019.0000001.200000e+0631.00000030.0000004.000000
\n", "
" ], "text/plain": [ " Zip code Congress Dist Rep Dist Senate Dist Year Acquired \\\n", "count 8862.000000 8862.000000 8862.000000 8862.000000 8597.000000 \n", "mean 61821.076845 13.404085 92.303318 46.408599 1972.243573 \n", "std 1095.203357 4.037936 23.568457 11.781038 27.549380 \n", "min 1235.000000 0.000000 0.000000 0.000000 1753.000000 \n", "25% 61105.000000 12.000000 79.000000 40.000000 1959.000000 \n", "50% 62023.000000 14.000000 97.000000 49.000000 1976.000000 \n", "75% 62650.000000 16.000000 110.000000 55.000000 1993.000000 \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 8573.000000 8.805000e+03 8862.000000 8862.000000 \n", "mean 1970.391928 1.155032e+04 1.636087 1.449334 \n", "std 29.326256 3.828480e+04 1.537603 1.286898 \n", "min 1753.000000 9.000000e+00 0.000000 0.000000 \n", "25% 1957.000000 2.400000e+02 1.000000 1.000000 \n", "50% 1975.000000 1.664000e+03 1.000000 1.000000 \n", "75% 1991.000000 6.528000e+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": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# there are also ways to print out statistics \n", "# of this data\n", "# last week we used the \"summary-like\" function\n", "buildings.describe()\n", "# note here of course that things like talking \n", "# about the \"mean\" congressional district doesn't make\n", "# a whole lot of sense, but the \"mean\" of total floors\n", "# might be of interest" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['Department of Natural Resources', 'Department of Corrections',\n", " 'Department of Human Services', 'Department of Transportation',\n", " 'Department of State Police', 'Department of Military Affairs',\n", " 'Department of Agriculture', 'Governors State University',\n", " 'Department of Central Management Services',\n", " 'Illinois State University', 'Historic Preservation Agency',\n", " 'Department of Juvenile Justice', 'Southern Illinois University',\n", " 'Illinois Medical District Commission', 'University of Illinois',\n", " \"Department of Veterans' Affairs\", 'Chicago State University',\n", " 'Northern Illinois University', 'Office of the Secretary of State',\n", " 'Illinois Emergency Management Agency',\n", " 'Western Illinois University', 'Eastern Illinois University',\n", " 'Northeastern Illinois University',\n", " 'Illinois Community College Board',\n", " 'Illinois Board of Higher Education',\n", " 'IL State Board of Education', 'Department of Revenue',\n", " \"Governor's Office\", 'Office of the Attorney General',\n", " 'Appellate Court / Fourth District', 'Department of Public Health',\n", " 'Illinois Courts', 'Appellate Court / Third District',\n", " 'Appellate Court / Fifth District',\n", " 'Appellate Court / Second District'], dtype=object)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we can also do things like see how many unique agency names there are\n", "buildings[\"Agency Name\"].unique()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Agency Name\n", "Appellate Court / Fifth District 15124.0\n", "Appellate Court / Fourth District 16400.0\n", "Appellate Court / Second District 43330.0\n", "Appellate Court / Third District 18700.0\n", "Chicago State University 1219492.0\n", "Department of Agriculture 2608398.0\n", "Department of Central Management Services 4260911.0\n", "Department of Corrections 15120750.0\n", "Department of Human Services 8466774.0\n", "Department of Juvenile Justice 1147982.0\n", "Department of Military Affairs 4579470.0\n", "Department of Natural Resources 3937319.0\n", "Department of Public Health 7160.0\n", "Department of Revenue 913236.0\n", "Department of State Police 828851.0\n", "Department of Transportation 5659737.0\n", "Department of Veterans' Affairs 1483981.0\n", "Eastern Illinois University 1164674.0\n", "Governor's Office 45120.0\n", "Governors State University 1055971.0\n", "Historic Preservation Agency 1667954.0\n", "IL State Board of Education 19147.0\n", "Illinois Board of Higher Education 545816.0\n", "Illinois Community College Board 486473.0\n", "Illinois Courts 54540.0\n", "Illinois Emergency Management Agency 55650.0\n", "Illinois Medical District Commission 46200.0\n", "Illinois State University 2960272.0\n", "Northeastern Illinois University 1110103.0\n", "Northern Illinois University 3751095.0\n", "Office of the Attorney General 60500.0\n", "Office of the Secretary of State 2273828.0\n", "Southern Illinois University 8709473.0\n", "University of Illinois 25018006.0\n", "Western Illinois University 2348109.0\n", "Name: Square Footage, dtype: float64" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we can also create new data objects\n", "# here we use the \"group by\" subset to \n", "# look at how much square footage each \n", "# agency has\n", "buildings.groupby(\"Agency Name\")[\"Square Footage\"].sum()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Agency Name\n", "University of Illinois 25018006.0\n", "Department of Corrections 15120750.0\n", "Southern Illinois University 8709473.0\n", "Department of Human Services 8466774.0\n", "Department of Transportation 5659737.0\n", "Department of Military Affairs 4579470.0\n", "Department of Central Management Services 4260911.0\n", "Department of Natural Resources 3937319.0\n", "Northern Illinois University 3751095.0\n", "Illinois State University 2960272.0\n", "Department of Agriculture 2608398.0\n", "Western Illinois University 2348109.0\n", "Office of the Secretary of State 2273828.0\n", "Historic Preservation Agency 1667954.0\n", "Department of Veterans' Affairs 1483981.0\n", "Chicago State University 1219492.0\n", "Eastern Illinois University 1164674.0\n", "Department of Juvenile Justice 1147982.0\n", "Northeastern Illinois University 1110103.0\n", "Governors State University 1055971.0\n", "Department of Revenue 913236.0\n", "Department of State Police 828851.0\n", "Illinois Board of Higher Education 545816.0\n", "Illinois Community College Board 486473.0\n", "Office of the Attorney General 60500.0\n", "Illinois Emergency Management Agency 55650.0\n", "Illinois Courts 54540.0\n", "Illinois Medical District Commission 46200.0\n", "Governor's Office 45120.0\n", "Appellate Court / Second District 43330.0\n", "IL State Board of Education 19147.0\n", "Appellate Court / Third District 18700.0\n", "Appellate Court / Fourth District 16400.0\n", "Appellate Court / Fifth District 15124.0\n", "Department of Public Health 7160.0\n", "Name: Square Footage, dtype: float64" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we can use something like numpy to order these as well\n", "sorted_index = np.argsort(buildings.groupby(\"Agency Name\")[\"Square Footage\"].sum())\n", "# lets take a look\n", "buildings.groupby(\"Agency Name\")[\"Square Footage\"].sum()[sorted_index]\n", "# lets reverse sort so we can see top square footage users\n", "buildings.groupby(\"Agency Name\")[\"Square Footage\"].sum()[sorted_index[::-1]]\n", "# so we can see that U of I and the department of corrections are the \n", "# front runners when it comes to square footage" ] }, { "cell_type": "code", "execution_count": 23, "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", "1838.0 2010.0\n", "1839.0 11752.0\n", "1840.0 36918.0\n", "1841.0 3256.0\n", "1843.0 900.0\n", "1844.0 4088.0\n", "1845.0 65846.0\n", "1848.0 21292.0\n", "1850.0 2267.0\n", "1853.0 255000.0\n", "1854.0 2140.0\n", "1855.0 66154.0\n", "1856.0 750.0\n", "1857.0 18124.0\n", "1858.0 22367.0\n", "1859.0 4847.0\n", "1860.0 27417.0\n", "1863.0 15795.0\n", "1865.0 223494.0\n", "1867.0 2700.0\n", "1870.0 2864.0\n", "1871.0 6403.0\n", "1872.0 14900.0\n", "1873.0 11000.0\n", "1874.0 6600.0\n", " ... \n", "1990.0 2209048.0\n", "1991.0 1653847.0\n", "1992.0 900610.0\n", "1993.0 351998.0\n", "1994.0 435657.0\n", "1995.0 877396.0\n", "1996.0 1351591.0\n", "1997.0 1110664.0\n", "1998.0 731394.0\n", "1999.0 364417.0\n", "2000.0 1248787.0\n", "2001.0 1329954.0\n", "2002.0 1036110.0\n", "2003.0 1041629.0\n", "2004.0 575251.0\n", "2005.0 1494411.0\n", "2006.0 621710.0\n", "2007.0 995526.0\n", "2008.0 160223.0\n", "2009.0 259724.0\n", "2010.0 378725.0\n", "2011.0 152953.0\n", "2012.0 250113.0\n", "2013.0 391485.0\n", "2014.0 664298.0\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": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# as we did last time, \n", "# we can also look at how much square \n", "# footage was created in different years\n", "buildings.groupby(\"Year Acquired\")[\"Square Footage\"].sum()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# we can now also look at statistics of our subset\n", "# from different years using \"describe\" as we've done before\n", "stats = buildings.groupby(\"Year Acquired\")[\"Square Footage\"].describe()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "count 22.000000\n", "mean 17214.772727\n", "std 34147.046575\n", "min 24.000000\n", "25% 495.000000\n", "50% 4000.000000\n", "75% 10937.750000\n", "max 148183.000000\n", "Name: 2010.0, dtype: float64" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# lets check out some data from the year 2010\n", "stats.loc[2010]" ] }, { "cell_type": "code", "execution_count": 28, "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": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we can also check out the statistics by\n", "# index, in this case we look at the very first\n", "# entry\n", "stats.iloc[0]\n", "# since we have only the one entry, the STD is meaningless" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# alright, so this is in fact a data viz class\n", "# so lets make some plots then!\n", "\n", "# lets first start by plotting the maximum square footage\n", "# of any buildings created in a particular year\n", "# (1)\n", "plt.plot(stats[\"max\"], marker='.', linewidth = 1.0)\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Square Footage\")\n", "# (2)\n", "# we can see that there is a large range \n", "# of square footages - from around 0 to \n", "# millions. We'd like to see this better, \n", "# so lets apply a \"mutation\" to our data\n", "# in the form of how we visualize it\n", "plt.yscale(\"log\") # take the log scale on the yaxis\n", "# now we can see a wider range of values \n", "# from very small to very large on this log-scale\n", "\n", "# what this visualization is showing is out of all the \n", "# buildings built in a given year, what is the largest\n", "# building (in square footage) that has been built" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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Hw+OnpvClp8fBONa0gzls1rfRGYTHGLa3JDB2eakoeOUdho6mRDAHIQNEKR2EMSBt6qXnIHihi4mI8B9u3oeWRKF9NhxwNmJ+Q6FYCxWJ1ESUBrCXc35ylcf/HIC/AfAPoWPpAO4F8A4A4wCeJKKvAugBcAJAapXvodgERsZnKjboCzM8lsVfffcUbJfhzLRoAy21cW0lrKDERKj0ZlsEiJVN9sKDd+HgdcPeDuRdD9tCba7zfomp1LCe5wvRpcz6GJNzEBwLeRfNSTH0J6euZcBZzspDoag2K2YQRHQbgGcAfN3//LX+BX1FOOffB3A59vBNAE5xzkc55zaAfwLwbgBvBTAI4E4AHyaiuip/KaJUugMiztDodLAPwmMcpk6446a9q77wyUE5YxUZhO2yihb9uB5Hc9IItAEZvCyXwdQ0NCeNQKSWAaJkBsE5kqYGxy0RPJgIHi5jWLA8tKQM6BoVMgj/eMtZeSgU1aaSDOJPIC7qjwIA5/wZItq/jvfsAXA29Pk4gJs55x8FACL6IIApznnJ32QiugfAPQCwd+/edZyGYq1wzjEyPoP/673Xrfq14TZS09DgMo7bjnSv+q5YDsppq+hislyvohIT4xxtKRNvOrQdadPAh9/cj4G+DGaXHCRNDWlTD0pM82U0CM45OAdSpl5S95BzEK7HkXcctCZNP0CwyPEG+zuFYy3nq86yFIr1UsldusM5j/tqV01B45x/jnP+tWW+fh/n/Cjn/OiOHTuqdRqKZRjP5pAwNOxqW301cKAvg7//4I3QNcKDH7oZrsfhrmGhg8wgVqNB2C4rWe6J4zIOXSNc19uBK7tag+CVd8Xu6KaEXpRBxA/rMQ6NgISulbX7Tpoa8o4HxxNitigxiePKHUgDfRm88VAn3nrFDlVeUtScSgLE80R0JwCdiA4R0X8D8IN1vOcEgD2hz3v9xypG7YPYXI6v0sE1zmB/JzzGcbhblKicNWyEs11PBIhVdDFVLlKLANHVnsa5kPNs3vGQMjWkYhmEqRc7yjIOaESB31LxewBJQ4fLOJoTOohIBIhYBgEA7ekEbtpfPEuhUFSbSgLExwBcDcAC8BCAOQC/uY73fBLAISLaT0QJAB8AUJGmIeGcH+Oc39PevvoauGL9rHWCWqJp4sIp5wzWlEGERGqgtAZQ6jWVBAjXEwGiuyOFcyHn2bzDkDJ0pEMZxFzeRXs6URSkGOfQNIK5TAYhd2jIOQmdKNhYF/5+PM43ZI+3QrFaVgwQnPMlzvnvc85v9Es7v885r8ivmYgeAvAEgCuIaJyIPsQ5dwF8FMA3ALwA4Auc8+dXc9Iqg9hcjp+dwbXryCAAUZufyZVfqLMSlsuQ0MXMgBEz7CvXFmq5HlzGVwwm0oq7pyONc7OFDCLneEgndDSZ4RKTg0yTWTJA6ERIGKUDhOuJ9zA0CobjDJ3g+MEyfDzGOBw1F6HYBFYUqYnoGIo1h1kATwH4zHLBgnN+R5nHHwbw8CrOM/56tVFuk/AYx/Pn5nBdz/qyt5SpYWZJZBBrCRAygwBERiI6onw31vuHkHcZUjE3Vqk/2B5DStPLHttlTJSYOkSJSTrP5h0vyCBkm+vY9BKWbDewyJAEGkS5EhPn0Ihg6ISWlPg11EIzJeGA5zGVQSiWt6GvFpWUmEYBLAC43/8zB2AewGv8zxWvIl6eWsC25gQyzYl1HSdl6kGAWI9IDSDo8gF8N1b/YhpvC5X1ffl3OWQG0ZI0oBPhU998EcNjWeQdD0lTC3SFJ1+5jKHRaUzM5PGtFy5GMhbGsHyJyX8PU9cKGUTIFTec5TDOgzkLNTT36kTa0K/FdWA9VNLm+nrO+Y2hz48R0ZOc8xuJaFWloY3Cn8247eDByhfVKDaG42fXNv8QJ23qmJMaxBpEatnmCiCyVW6wvxOGf1GOu7HKwGF5HoBifySJEKk1DI9lsWR7+O+PnsIDj4/i199+CClTCMppU8fjL00FQ3rS0lve2TEudIykoZVsc/VCGoUMEJq2XAbBg6E5q0R2pNjaSBv68DxMLf7tK8kgWogoGDjwP5YbYtZn6r9GlEi9eax1gjpO0tSRXZIaxNoyiKDERIU77oG+DH7rna8BAPzG2w9Gfoksh4EIKwrVMoMYGp0GR2Ga+sT5ucArqSmh47redhB8S2+KWnrLEpKpi2wjvt9BdkpFNIhwgIiI1CKIDo1OB+UqNTT36kLe+ACrdx1YD5UEiP8DwONE9AgRPQrgMQC/RUTNAP5HNU9OUX+sdYI6TsrQMBN0Ma1Ng5AlJkPXIhfUHa1iz4SmRf972x5DS9JYMUC4jEPXKdg3Laep925LI+W/Z8rUcWhnK3a0JvC6A51446HOoo1xmt+6qlHx3myPCRHb1LWCBuEHiIShIZxUeYzB8fimXSQUm89AXwZ/9K7DNc8cVywxcc4fJqJDAK70HzoZEqb/smpntgyqxLQ52C7DyQvzuGadAjUApBN6oc11DR06luuFMohoF9PskoOEoeGVqcXoa3yr7pWG5eTFe6Avg2u623HF7lZ84Ka9eHZ8BguWEKflsJzHgLdfuRPPTkQ76hgH/Gt5MCxn6lr0PTRfpI5lEElDKylSD/Rl8Inbr8Z//tKz+PsP3qjKS68y+jqFc3It/90r9Ts6BOAKAEcAvI+Ifql6p7QyqsS0Obx4cR57tqXRnFz/IsKUoWM26GJaS4BgSPptrrqGyB33bM7F4a42vDIdDRCrySDkxbqzJYFbr92Ngb6M3xkl3jPtt7ou2i5aU0ZRm6ssMQGAqVNRJ5PUKMIlJp1kgNBjba6FIHpwp6ju7t9e+R5wJWxvDfIOQ95hFc38bBSVtLn+MYSR3mGI1tRbATyOkEOr4tXBeieow6RMDZMLFoC1t7kmzUIXU/iOey7v4EhvO44dP497HzmFwf5OXL+nQ0wtJ0vbb4fx/DZXAL7gLY4t2lwLJaZFy4XtMjQnjeJJalYIEAmj+D1dFhKp/RKTHsogwsfzOA9+RrLjK7tkY3f7ylYnsvtFtgUrYbtxkTYslsuQTpRv095IKskg3gvgpwBc4Jz/J4gsYlNv3dWg3OYwskEdTIAoMRXaXFcXIDjnQqTWQ3MQoSxkNucgndBxeckO2gJ/+PI0ErqGpKGv6OjqMg5DL9z9yy6rvMOQDInU04s20qZe0lFWZgiAuODH35P5ZSzbZfjBqSkMj2WD56fMqKYiu5jkxwCCn91KDI1Ow3KUG+xWQBo5yiHNWlBJgMj5zqouEbUBuISol1LNUSWmzWEjM4ikUQgQq50SdjxxcZWirh6bpJ7NOcHgmrwwPnF6GglDKzvZHIaxwsVddiEB0ovJLzEldEwvWEgnDKGBlDHrE8colJhkuefSXB4T2SW8PL2Irz17Hnc9MITLi3bwsymeg/AzCP/vmaXKGggH+zuhaQSCErYbHWkFn69hgKikmPwUEXVADMUNQwzNPVHVs1LUHTnbwyvTi7iqq3VDjpcyhUitUXEGsdLEaHhIDkCRo+tszsEbDnbiy8+cg+53IF23pwNJQ+yAriiD8DugDE0LNBLLFWZ9AJA2DUwv2MGin2KzPh7pSrI9Fplj0Imw5HgAFzYFjsuCklvSjIrUrseLLDhmSuzLLsVAXwZvu2IHXI/jYz91SJWXGhj5/7aWGUQlXUy/6n/4aSL6OoA2zvlIdU9LUW+cOD+LQztbkTQ2pvaZNnUsWC7aUkZEpJY1c8sRGkOpmrnlFDqYgOgkNQDM5RzcuG8bWlMGful1fXj7lbuwszWJpMwgKuliCi7uhbv/nC2sNgAgndAwvWghberQtOI2VsYLorPMWsJzDB7n0AB/oZDYjdHdnsKP4Xcxlc0gVldiAoBMUwL7dzSr4NDgyMxBOgnXgko2yn1Hfsw5f4VzPhJ+bDNQGkTt2agJaom8E29NmZFJajkxyiEG2/7y2y8Wdd+Eh+SA0hlEe9pE0tDxH1+3DwN9mSDrSJaxvgjjhgKEoWlB/T/vFMTBpoSBqQUbzUkDhkZFnSUeC3cxiTLVYH9ncFyNgJv6O/Hg3YP4+DuvwIN3D6KrPQ1AiNos1uZalEFUUGIKylnz+TXZmSjqC5lB1EWJiYhSAJoAbCeiDMTAKAC0QWyF2zSUWV/tGRmfwesPbN+w48lafkvSiFy8whvnOIB/PzWFJ1+5HDXdc6MBQqPSAULXCpYV0pqjEg3CK6dBhEpMKVNoEM2+X1NRmysLlZj87+f1B7bj/Uf34ks/HseR3nYc2imWEcnv65snLkDXCKYW1TTCdt/LZRDh0hznHO/7jKgEEwg717DcSVFfWDKDqIcAAeAjEHsfugE8HXp8DsDfVPOkFPXHyPgsfvmtBzbsePJC25zU4fg+Q/Li9ie3X43/8rUTWLS9kt4zYoq6UOoKZxCOJ/ZOt8Qu3EEGYWiw3eV/waQVNyAF5nCba7SLaUdrUnRRFa0cDQ3KhYKSXJPa5gewMDqJuQgtlhExVjDr85j4PqRVukS62Noeg6ERujvSKByC48z00rLfs6L+2YwSU9kAwTn/KwB/RUQf45z/t5qdkaLumM05uDCXx8EdlQ9nrUSQQaRMXJrPBxe3hKHh9269Evu2N+GF8/MAirtvxC6IWInJv0DP5hy0pQyQ3+Ukq1dSt6hEpI7OQVBw9x5uc02buhCpE4YQqZcZlEvoBaF7csFC3vEiJSiJdHeNaypiDkJ87noc21uSyMYyiKHR6SDrsj2OV/yAIDuplpuZ2AwbacXqqUuRGsBniOjXAbzZ//xRiD0QlatkiobmuYlZHO5qC3yANoJCiUnHqUsLwcXNcRmeHZ/FztYUruvpwOnJBfzurVdFTffcYg1CXqB/cHoKHAjmCmTgEBmEXlmJiXMk/C6m4jZX2cUkRPZ0Qi+y+gCiGkT4PSfn83AZF51MWjRAaL71RlxTYazQ6eUxju0tiWAKXSJ8mqhoKv36vR1I6Bo6m5Mlv9fhsSw+cN8T8BhXg3R1Tt7xYOpUUw2ikt/4/w5gwP9bfvy31TwpRX2xkfMPkrAG0Z42I736+zqbkU7oeNeRbjBe7D0TNuoDEJSShsey+K1/GcHMkoO7HhiC47LgQhtoELpetotJirrj2Rz0cICQxwhbbfhidXPSKLqgA2KYT4+0uYpf6sl50cqas72iACE2zIk1quEMwmUsKDGJIT4N49mliHg/0JfBr771INrTBkx/yI8A/Ieb96EtbcIrY6kuOqu4GqRrACyXoaMpUR8lphA3cs6PhD7/LhEdr9YJVYIy66stI2dnceu1uzf0mGn/QtuaMtGSNPCmg9txYS6PP/35a/Hy1CJenl7EkT0deP7cXJEoHTbqAwDNF6OfGp0O7rQdlyHvsuBCKzWIhKFhackNXivKK1PIOR4+/ehoIC53pMW+CFMnOG6hzTUdKjEBQosoK1IHg3IaHN+uY3LegqERFksECGG9QdApZvfNCnYkr0wt4pkzM/A4xwfuewLvO7oH77mhFwN9GfRm0mhJmvg/f+4a/PFXnkdr0sSVXa14+LnzZYcRB/s7g5KWGqSrb/KOh460idwKC682kkoChEdEBzjnpwGAiPoB1C6ElUB1MdWWZydm8bu3XrnyE1dBQaQ24DKOtrSJdsfEQF8GJ87PIW3qaEka2L+9Gc+fm8X1ewtZRFEG4WsNso2UeeJi1xrqkJJBJaxByPJKvCzDGMeZrNhFbWhacPcuupgKgUH+XSqDiGgQ/tKgvOMh7zDsaE1i0XKDOQmJ1CCKRGpesNo4PbUYlLMcj+PzPzyDLz49jgfvHoTLOBYsF3u3NWPPtiY4Hofn7+D2yrS5DvRl8MZDnQAIv64G6eqavMPQ0WTWndXGbwN4hIgeJaLvAfguxI4IxauAqQUL83kH+3yr4Y1CXmhbk4boPHI8TPmTxPnQnfpAX6bkHES0i0mDy1hQZrlydysevHswYqIng0p4UE6WVwDxiyBv6DWNcGB7MwBR8iqlQaRC8xClJqlFF1NBpLZdhqkFC9tbEkibOpZsN7JBDkCwo7pIpGaFQbk9mTR0vxwHFKawh/zsacFyMZ930JoyhMst50LkXmZrX3s6gZv2b1PBoc6xXA/t6UTQ7loLKpmk/o6/D+IK/6GTnHOruqelqBdGfP1hZ36dAAAgAElEQVSBYne760UGgGb/Lj/vsEJ93vGCGv8NfR341omLkdeG140CgE4ILqi72lI40tuBgb5M5M5eCtvJkGA82N8pNsKRuMt/39E9ePylKRzY0YJ9MkBoFGyEs1wWaXOVf+saypSYChmE4zE89tJUcMFetLzIBjnAzyA0zT/vwuOMcUhJend7Cu+6rgvNSQP//KOzkdLQyPgMPMYxOW+hJWlgIe+KDIIXn18Yl9XWQlqxNvIOQ6bGGUQldt8mxExE0MVERKqL6VXCRk9QS6RVd0vKEPVxx8Nc3kXe8ZBzvGBHwsDebfjzf/sJOOdBkAo7uQLAfN7FsePn0Z5ORIJLeD5Bzk6EnVUH+jJoCdlxLNkuRicXkWk2g4u3oYtJastlMH0BGQhrEMKsL359lTunAZFBvDK1iC8+PQ7H4yASGUY8g5ALhOJzFR7nYHKS2uPozaTx2z9zJa7tacef/9sLeNd13QAKVuDnZ/NoSZrQNAuMixLTcpPUjseLurAU9Ufe9ZBpTiC7WLtNz5WUmP4WqovpVctIFTqYgGibq+sx5P3htelFOyIG79mWhseAiZlc8NrwLojhsSyePpPFl388gbseGMLpS/PB3b0e2lUtMwhR7incgVkuw8feLmrvshTkMYQmqQm2xwJvKEmhi0loEG6shMM5h99MJLbbTS8GF2l5LY5rELqmwfDnIHisxOSEuphkh9XBnS2Yzbl46EdncNcDQ8GCpAuzebSmCoFLlqjKLQ5yPZVBNAKWw9CerrMMAnXYxaSoDZxzjIzP4s/es/EZhAwA3zpxCXM5B0lTR9rUMTkvBsnkBZiIMNDXgeGxLHozQgexXC/IIIZGp4O7d8dlOD25iDcdEp5G8RJToEH4GYTjiTZYKXibvpjsMRbaByEyiFzI6jt8/k3+HES8xO8xRLyYdrWlgjkFjeRK0niAABIl5iBEmajgxSTLaz96+TKAgqX5mD8cd342j6u6WoPuKsY5phds3Hn/UBBcw/MObmhSW1G/WK6HTFOi7uYgPCIKPBbqoYtJURsmZnIgIuyugo/PyLgwWvznJ89gPJvDbM5GbyaNyXlLlIlCF+OBvgx+fGYm+Dzc9io7l+QMRWdLAumEuO8JD7CFu5ikSL1ke2hK6EHpKqELZ9XwXbqpCwE8HzuncInJ0FfwYjI0ZJoS+ODr9+G1e9px0/5tAEoFCE3MQcTaZj0udARpuSFfN9jfCY2EuG4aGrraxTDc+dmcyCA08RrGOaYX7cAEMT7v4HhMlZgaAGsTNIiG7GJSbq61YWR8Fkd62zdcoAbEnb+8k+YAFi0PvZk0phYsYasduhjfsDfayRQOEAN9GbxvoBc392/Dg3cPojVpFkpMIasNqUHIMhIALNkumhOFJDrpBw8vtJPa0Am2xyNGfeJxDYZG+NLT43h+Yq6EFxOP2H07HsOuthRu2LstcG0tlUGISeqC6M45B+dCwHYZh8dYMAgnjf5uP9KNB+8exPZWEcgv+BqEnCT3GEdLUi9kRbF5B9kKq6hv8q6H9iazvuy+OeffAXAIwK8D+BiAKzjnj1T7xFY4J7VRrgZUY4JaMtjf6RvXic85B/ZsaypkEKGdu9f0tOPUpQUs2WLAzYqZ9V23pwN7tzVhoC+DJceLBIhCBuF3MZmF/dCLloumZOE4ph883LBVt6YJjcRhkaA1PJaFyzg++/jL+LXPP13UeihEavFxQherRS2/vCMDTdyLaWx6CRMzOVyat4IuJuksa/irT8PZDQDsbE3hpw/vwkBfJhgSnF60IxoE4yLT+ZW3HEBvR7rITkPMS6z4T6bYRDw/e2xL1XZQrmyAIKI/C336Zs75iP9Htbi+Snh2fBbX7alOEB7oy+DBuwfxy285gPa0Ccdj2JNpCjSIplCASJk69mxL4xPHTmB4LFvkxbSjJYmpBdHZkbPdoPwjtIHYHIRe6GJatArdUkDhTj+cQch1oWEnVyCaAbkeK7LvKPJi8pjIfPy92AAiba5SQB6dXMS/jpzH2azQEzw/EzH9zXbhcwufH4DIwF+LDBB+icllHD2ZNHa0JYvmHVzGiuY4FPWF5XpIGhqaEnrdaBC3hD7+r9U+EUV9wRjHsxOzOFKlDAIQQeLuN/WLSV/O0dWRwtSChSU7Wu8fHsvi9OQivvDkWdz1wBAmZnKRALG9NRnMUAhdQVz0ZVkGKC1SL9puJBDJr7mMQ9cLba6Ox5F3vEgXk8yAdBLP0RDNBqKDcnpgQy6yGHGccIlpaHQ60B08VrDnZkxYiUhX2bAGAUgzQdnhxILvpy1V8IiSd5+2V7rd1fUDj6J+kRlsOqHXV4lJ8erk5elFtKdNbGtOVPV9DJ2wYLtIGTp2tCSDElO4nDM0Og3GeCCwnp/JRaw2drQmgynsJTs2BxFkEJ5/917IIJYsL6JBmLrUIFhwl57w3VzzsXOSGdDH33kFPvvBGxGLD7GNcqLEJLMYmYmE5yDCAUfXCN0dKQyPZfHp750CuD+P4VtmhDMII+Q263ocmSbx79WSNAORXmY5jsuC54ZRInX9Y7kig33xwjxmcnZRq3K1WK7NdScRfRziv778OIBz/v9U9cwUm8rI+ExVswdJQtfAufBmkhd622URDSJsZW0aGtqbEpEA0dmcwNSCBc45cnZIgwhZVsj6f7iLadF20ZSMidS+A2x0H4SY9A5nNUBBJJb7HcIUeTG5DLYnygSOWTi/8LEevHsQQ6PTOHt5CS5jgQ0340AL43BKZBCJkJmg43F0NJmYmMkVrDZ8AZoTgtfHcZVIXffkHQaA4yP/cxh5l+GuB4ZqYs2+XAZxP4BWAC2hj8N/FFuYak1Qx5F3wylTx47WZNk21z9612H0dKTw4N2DaEnqkUnqlKkjZeqYzTlYctyoSB3SIBJ6tItJaBAxkdpj/ka5sN03i/gwxdGolBcTj2yUc+SwnaEHx4l3MQ30ZfBrbzuIPduacPZyLrDhBgDHn4YOz2jI8ytYgbNCBhEelOMiuDgeC4TsMK6n5iDqnbzj+WXCgltxLazZl9so94mqv7uibhkZn8HPXL2xDq6l0EMBosV3ds3lnKK79Tce2oH7H3sZA32ZyCS1RGYfuViJqWQGEWpzbQqVmHSNoJGYnNZLidSxcwq/rngOotClJIOS3Jjn8UIAK4VGFGyAk0J4c1Iv2cVk6IWMyPUzCABoThiBZYe027A9jrhzLaC8mBoByxVT1AuWi7zDYOi1sWZ/VWoQ5SwHFALHY3jh/Dyu6Wmr+nsRiR0ISUMDEWFHaxKMI1JCAoCdrUlcnMsHpnkJPXqx3t6SxKV5KyJSh/cqFDqIQiUmy0NzInqchK5hKbSrQXoxnZ5cxAvn50r+nwnmOWL+SeFBOWnXkTAKba5xqw2Jronv19AI7x3oRUeTidakWbKLSZSYpP23yBISuoZnzs6IEptfPnI8WaIqnUEoDaK+GRmfgeUw/NG7rkZXewp/fNvhmrjvVmK1UROI6CoAvwFgO4DvcM6r4vc0PJbFHfeJ/cdEwOD+bbimpx09HWn0ZJrE3x1ptKWNqgyINQIvXpxHd0cKrSmzJu9naFpw1y8zgbiRXXPSgKlrmMu7RQuEAMAgwud/eCbSARUWqS1XdCEZugbOOVyPYcl2kYmJ8KZOyNlepM11yRZ+Rx7jJWu/RATND0ay/FM0KOfyYGmR/M60MrdnGlFgf3HLNbvx2EtTgRZSqotJBrzpRRvHz87A9c/zpv3bRBeTPyznuKxkF5Ns7VXUJ8NjWfyXr52A7XF88mvP49qedmwrs0J2o6lqgCCivwPwLgCXOOfXhB6/BcBfAdABPMA5/3PO+QsAfpmINAD/gCoZAg6NTgd3UQSgsyWJTHMCpyYX8L0XJzExk8NEVlhMiKCRRndHCj0dTejJiODRm0ljR0uy6CK2VXh2vLrtrXEMnYLOnu0tyaLykmRnWxKX5vJBqUYyPJbFD1+5HJRJnjk7I+y+Q9qAzCCAwh39guWid1t0z0XC0JFzChmEqWnIO+ICGrapiN+9yaE8+QsV3ygXzEEYWlB6MspECF0r7B3OO8zfEyG0kHgGYegaFvwBwukFK7jQOy7D9IItSkxMlJFkhhHHDXk9KeqP8N4Sxx+4lF171aYSu+9dAP4MQDfn/FYiOgzgdZzzz1Zw/M8B+BuIC748ng7gXgDvADAO4Eki+irn/AQR3Q7gVwD8z1V/JxUi2wkdl8E0NPynN+wv+mXnnGM25wTBQv797MRM8PlczsXu9lQoiKTR63/c05FGV0cqMu3bSBwfr41ALTH1QtllR+syAaJVlJGE2Fu4uIbbYOXnhX0Q4jGhQYjjSk1gyS5VYiJkl9xCBmEUpp6XW8sZN+yLeDH57yeGnXTomnhiuQxC1yjodc/7wcrUymUQhRJTi59leUz8397VmgTnhUE5u4wYreYg6pt4F98Vu1qCuZ9qU0kG8TkAfw/g9/3PXwTwzwBWDBCc8+8T0b7YwzcBOMU5HwUAIvonAO8GcIJz/lUAXyWifwXw+QrObdWE2wkH+ztL1vGICB1NCXQ0JXB1d+kLZd7xcG4mFwkiQ6PT4vOZHC7O5dHRlAgCSG+HCCLy855MGm01KuGslpHxGfzi0d6avZ+pUyAAb29JBtva4uxqS+FiiQwi/AtE/udA8T6IQgYh7DYWrahILb6mRTIIQyNwDgz2b0OmOVHyhkI+L1zH57ygMUjdQ2YQBhePl9MgiAhLfoCwXFaw2ghmNArfu+yQAoSdxh++6yrM5V0M9nfiX546C4/5Ng1SgygjUiurjfploC+Dj7zlAB554RI++XPX4MS5WfzkwnxN3ruSALGdc/4FIvrPAMA5d4loPaN8PQDOhj4fB3AzEb0VwHsAJAE8XO7FRHQPgHsAYO/evWs6Adm/vh5Spo7+HS3o39FS8use47g4lw+CyHg2h5MX5/HIyUtBQNE1CjQPmXl0hwLK9k0oY+UdD6cnF3C4q/oCtcTQtCBA5BwPC3kXw2PZon8jmUGEL/aA+Pf81PuO4DceegbdHangdYZG8PwrnxXqfJLDcku2h+ZkLIPwA0+8zdXQNbznhp6y/2/ie6TDIrUZZBDR8y7XxaQTBY6dluNBI3E+stU1/DrDX7cKAA5jONzdHpzjF58eLwzK+SWmuEjNgo1zKkLUM93taVzbK/5tL83lMTk/VZP3rSRALBJRJ4TpJohoEMCG26hyzh8F8GgFz7sPwH0AcPTo0brNi8U0rLjgHy3xdc45ZpacIOOQQePHZ2ZwblZ8Pm+56G5PRTOPcBmrPV0k1gKiJr9chrQcJ87P4cCOlrItndVAZBAahsey+Ny/vwzHKy0G72pLYWImFwjOYW65uguadjwi3olJYvFxOQ0inkGY/nOk1Ya0Ep/NOWhJls/4hHNsdIdDxItJTlKbQqTWCGWbIHQNQYmpOIPgsTkIgu2XmFyPB06vAApdTLyQQUjbcBm85K7qZRbOKeoA27erB6LOAdWmkgDxcQBfBXCAiP4dwA4A713He04A2BP6vNd/rGKI6DYAtx08eHAdp7G5EBEyzQlkmhO4pqd0GStne0EAOecHkR+cng6CyaX5PLY1JyKZB2Mcn/vBK8FimdVOW46crZ6DazkM38Au7EdUSgze0ZrEj8/MiGxAL77z35NJRyaw5UWbsUIHEVCYmF6y3YhZnzwOEC3/GLqGmSW76LlhdKJIfb/koJwfpE6cnwOAklkSIALbkh0TqX2zvqJJ6lCJyfGi5aciLya3kGkkNfFzkiUnNQdR30gvMUCUYSfrIUD4HUUpAG8BcAVE48/Jde6jfhLAISLaDxEYPgDgztUcgHN+DMCxo0ePfngd51H3pBM6Du5swcGdpctYrsdwcd7CRDYXlLK+8fyFSMdDqY6b5RgZn8WN/kKbWmFoQoOINxDExeBdbSlcms+XbHMFgP3bmxG+zMnOIrnDmmJ39ItW1DUWQJBlRO0sNGSXHLSmyv+6hIfygOignNQn8o6Hkxfn8esP/RiMo6xdgq4VSkx514Ohi1kRt1QXU6jE5LJoBkEk9krI88o7hYE6GetkgFAidX0T/j+/vTWJi7MW7n3kJQz2b6/qPMSyAYJzzojoXs759QCeX+3BieghAG8FsJ2IxgH8Mef8s0T0UQDfgGhz/TvO+aqOvRUyiI3A0LVAw5AM9nfirgeGkHcYdG3105bHx2fwoTft3+hTXRbZxbRSA4EYlrOKRGpJc8LAi5fmgztzuZktfPcF+F1F/hxEc5kMItpKSn6JafkMInyRZSEvJjEMqGHecjFydqZwx79My2xQYnIYdL/NtVwXU6HExCJfk22+MjuQQScsVLtBiUkFiHpG3OSIm5mT5+dgewyf+uaLSBinqurJVMkk9XeI6BdoDVNjnPM7OOddnHOTc94rW2M55w9zzl/DOT/AOf/TNRxXLQwqg7zIvu2KHXjjwdVpEPN5B+dm8njNrtpabRmhLibpR1TqvHe2pXB+NgedqEjgHR7L4hsnLuDFiwu464EhDI9lA7O6eMaRMDRYzgoZRMzviHMUBZMwcbsNxqMX8qQvVIddW5drmS0sR/Kg+W2uTokuJjNSYuKBhlI4JzHlTYSgbOWEBGlZFpNBRLkM1Cdhe5mh2C7yanoyVaJBfARCh3CJKA9RZuKc89q1uShWxUBfBn/+C9fhnf/v94Pe+0p4bmIOV3W1Ri4ytcDUNaRKZARxWpIGkoZecqirlH6h+3bXctmKJGFoWLRdMM6LLD3k9x5ZyqNRsM+6HHpRialQxgH8eQoLuLm/c8U260iJKcggCtPVkQwiUmKKGvnJspfHORK6FgzfhTMIGVw8zjE8lsVdDwwFAbUWbqGKygh3wA32dyJlli/FbiQrBgjOed05t6oS08rsakvhqq5WPHpyEj9z9e6KXjNSxRWjyxGeg1iJna1JZJfsosdL6RePvTRZOoPwReemhF7USRSI1OGLsKGhdZnsQT4/mkFE9z0k/B3WukYrtllrRIGOJDMIUWIq1iDCg3JhF1pxnILddzqhB1lJeJo6rEEMjU7DdlnkzlQFiPogvEWxklmujaIiqw0iykDspU7Jxzjn36/WSa3Eq0WkXi+3H+nBV4+fW0WAmMVPH95Z5bMqZtHy8NhLUzi0q3XF/+w725JY9C90YUr90vzg1BQczop2WCdNHdklp2TJKD4HIT4mtCwjUAPSsC9WYqJot1E8WylHODhZLvNXjoqgEZ+DMEPmg47HitpcpZtr0tACXSPcbRVoEIz7A4eiFFbtO1PF6ojf5GzELFclrPg/lojuBvB9CFH5E/7ff1Ld01JsBLdesxvff3ESi1bxBbUUxzchgxgey2JkfAYPP3s+0A6WY2drqmypJ65faH4NvlQGkfUziDiyxBSWOExdW1agBsRFPXzhDc9BiGPQsiWq6LEKH0urDbFRrsQcRKyLyQi9WJNtvlx8z3JCPLwTwgllEAN9GXzi9qvRlNBVeanOiJdJa0Ul7/gbAG4EMMY5fxuA6wHMVPWsVoCIbiOi+2ZnN3xeb0uRaU7gxn3b8K0TF1d87vSChdmcg/2dzTU4swJSYAsb4S3HrrZkZBp5OQyN4DFW3MVkaMgulp5rSBqaGI6jqEi9UoDQSnUxReYV9IoDRDiwWE5hUK7UHIRpxEtM0QzCYRxEhd3aTaYe2QkhS1Yy+9nX2QzDL4Mp6gc79n+4VlTyjnnOeR4AiCjJOf8JxEzEpqG6mCrn9iPd+Orxcys+b2RiFtf2tNfc2qOSrp4wtssw71txrIReJoNIGmKuIT5FDYjgEe+QMnRaMUAYetSsjzGO0I0+EjpV3CwQLTFJsz7NH3qLdTGFdlI7jEUaDDRNrCPViYLAkU7oEbsNxx8gDNuiq+1y9Ue51u5qU8k7jhNRB4AvA/gWEX0FwFh1T0uxUbzj8C48+cplZBeLhd0wI2dncW0NHVwlUjv4+DuvWLGsMTyWxed/dAaX5q2KylHSgbVUF1N20S7yYQJEKciIBQhT11bUIGS9X+IVZRDLd0HFjyWxXDFJfWk+jydOTwXWG8G5aQUbcCAaXOReCc3vggKApkQ0g3AZR9LUg9WmllvaElyxuch1tbWmki6mn/c//BMiegRAO4CvV/WsVkB1MVVOc9LAm1+zA//23AXceXN5c8OR8Rn8wkDtHFzDVCq4rWTFEUd2FpXTILpDA4aFr+lFGYRZQQYRN+tjPFoqWo1ILQNLyhStqfN5G4+evBTspHhuYhZvOLhdnJtfYnI8BjPmH65rIkPQNARrStMJI6ZBRDOIvOPB8Tg456/ahVn1SN1mEES0V/4B8DKAZwBU1hZTJVSJaXWIMlN5uyvOec13QKyF1ZajpN13vIsp4ZeYSnUxmcbaM4hIF1OJzW+Vi9TidS1JA5bLkF1yguAAAE+9cjlyXOHSGhWvAdku63dBhTKISBeTx5Ey9VCJqSB4K+qHuINxraikzfVfITREgmhz3Q/gJICrq3heig3krVfswO/8fyO4MJvH7vZU0dcv+Luee0rcUdcTq+3/lm6mpTSImSW7aFkQILILPXYnbmgrz0Fo/kIfSXijnDxupb/gMvNoThqYz7vob0ni5alFuJ4IEq87UAiMpuYHCI8VBTbdPyctNHkuSkzhSWpx4Qm7xwKyZfZVubK+LinlYFwLVnxHzvm1nPPr/L8PQSz8eaL6p6bYKJKGjnce3oWvjZQWq4+fFdlDI5QUlrPiiKNr8L2YijUIxoGmMl1M8QvtguXgx2dmltU8ijKIUiWmCocB5cW8OWEg73jY3prEr73tIF6zW8ys3rivYKZoGoXupvgFXdcItsd8qw7xfZm+p5PE9TiSphboJ5Y/bS07owBlv1EPbFYGsep35Jw/DeDmKpyLoorc/try3UybNUFdbTQqlJjiXkwASmYQph7tYhoey+LJl7P47k8uLSuMG/ryXkyrySCkSN2SFAFCJ8K1Pe3Y2Zos2YIrN8XFS0xEFAzW6X5wMDSKdDG5TAzRsViJSQ7fDY9lcdf9Q/jUN09W1BigqA7lHIyrTSUaxMdDf36LiD4PYOW+ySqi5iBWz+v6O3FuJo+XpxaLvjYyPosje+pbf1gLch9EkQbhX6hLZRDxNteh0Wlw8BXnNLR4F1NsUE5kEJWK1OLv5qToLtI1QnPSwGzOKW7B9Qf04rsgALmjgomNdL5luOnPQ0iESK0XMgi34Oskv38rZr9RKSrz2Dhsb3O6mCr5H9sa+pOE0CTeXc2TWgklUq8eQ9fws9fuxrFYFsE5x8j4DK7t2XoZhNgHUWKS2v+4pUSbayJWYqpUGI9vlCselNOQrDSD0AoahPy8xQ8Q8fIX+QJ0zvGKMghdA2xfgzB8w0FDj2UQHo/OQcRKTIP9ndD8rXqrsd8YHsvifZ9+QmUeG4TlbE4GUUmb6ydqcSKK6nP7a7vxu198Fh97+8GgTPHK9BJakgZ2tCZXeHXjoYcmqcPLfqQeUWpQLl5iqlQYLzVJrcdKQaudg5CttVooQJTaY23qGpZsryh4aOQPyvlWHaLEpMXmIISNdLkS00BfBm882AnGgN98x2sqnrAeGp0OshJl/Ld+LG9zJqlXDBBEdAxA2Z43zvntG3pGiqpxw94McraHF87P43C3cGvfqvoDUFjiE7cpKGgQlU1SVzKnIQVxSbyL6fKijbHpxbJrRsNo8QyCRIlpLuegPV28F9vwFwzFRWotKDFRIFCbOsXsvnmsxCQN/QpZRkvKxMEdYqvhvY+cqqiDTGYaq808FMVwzuu6zXUUYu7hH/3P7wBwEWKyWtFAEBFu8603ZIA4fnYW121B/QEomPXFu5hkLbepRIlpbGoR2SW7ogt5GLneVBK2+x4ey+LY8XPwGC+7ZjRyLCpdYhJ6RPFFImFoyDluiRKT6HDSNPgZBEVKTMNjWTxy8hIICJWY5La7wvdiOQxnLy/hrgeGAm+oT777mmUHL2/YK246btq/Db9zy5Uqe1gHtu/SW2sbHKAyDeINnPP3+3X/Y5zzOwG8iXP+Pc7596p9gqVQIvXauf1IN44dPwfuX8xGxmdwZAtnEIyX3igHoGg6engsiz97+Ce4OFeZlUeYohITK5SY5AR4pYaEhTZXPTh2ytSE2LxsiSmWQWiFQTmZQcgS0/BYFnfcN4TvvnAJj5ycDLKKeIlJfnw2uwTLYeAQnU9/9JXnlv35yO11u9tTGOjLKMF6HWxW9gBUFiCaiahffkJE+wHU1vIzhhKp185VXa1IJ3Q8fSYL12M4cX4O1/RszZ+jtNoo28UUa3MdGp0O7q5X27ETdkQFpBeT+HiwvxNJc3UT4ACC6W1dE9lfc9IoqUEYuiwxxTIIKgzKSZFalJjE92Z74oLP/ODFfd8qABE7Dtv1sKM1ifCYDON82Z/Pgm8xP57NBZvqlGC9NjarxRWorMT0vwN4lIhGIUqKfQDuqepZKaoGEQnrjWfOoTlpYHdbqmRdeysgV26WyyDiGkSprXSrea+wx114UG4tE+BAIcORZaWWpFFURgJEBpFzijOIghcT+W2umr9XggclIPE80SrLuFhxCiAiZFsuQ6Ypgfcf3YOHnjwLQPwMl/v5zOddpE0dE9mcaJX1sw8lWK+e+A1OLamki+nrRHQIwJX+Qz/hnFvVPS1FNbn9SDfe++kncGVXW937L60HKVKXmqQGijWI9axylLYekrgX02o2gMnrvOyyktWF5qQRlAbDJGSJqcSgnMMYmnTDH5STm+kYutqFrUpncwJvv2on/tfTE8HPKm7HYbtiEO91Bzpx4vwcTl6cX1FHWbBc7N/ejFOXFnC0LxMEISVYr57NzCDKvisR3UhEuwHADwhHAHwSwF8Q0bZyr1PUP/u2N6O7I4UHHhvdsh1MgLjQeowXOWG+eGEeGgHPTcwVvWY1Vh5hVtoot6pjxTOIkGgdzxKAcImpxKCc5y8M0rRCBuFxnJvNARB6wt5MU4ftBUoAACAASURBVJBtWS5DS9KIBAhpAW77gcXQtKKfT1xjWMi76Ggy0d5k4NsvXMRPX7ULh3a2qE11a2CznFyB5TWIzwCwAYCI3gzgzwH8A4BZAPdV/9QU1eSGvR04PbmI1CYYgNUKKVKHvfSHx7L4zX9+BoxjQ+vhWlEX0zoChBYNEIEmkSy2IgfCJaZSXUz+HIRGSOhiUM5hDBdm8wAghu90rZBtOQwtKSNSYrJdBsef1m5OGrDd6L6I4bEs7ozZcSxYLlyPYXrBxmcffxnffuEiWlKGCg5rQPz/rb8AoXPOpa/w+wHcxzn/Iuf8DwGoRQwNzPBYFg/9SNSSP3nsxJYVDYN9EKE7sKHR6cIGtlUK0cu+V7zEFPNiWg3PTojuvJenF4JjA0IzKadBLNlu8RyERrBjg3KmJjKI87P5QKQ3/ADi+iWmeAZhuwyO/6c5qQtxOxQMh0anYcfsOBYsF4u2B8aFHuMxjql5VZleC7bn1WUGoROR1Ch+CsB3Q1+rRNxW1CmRi6S3cRfJeiPoYgrdga12p8Rq30sSH5SrlOGxLD78P54CAPz2v4wACGcQpbuYTJ2Qs1nxHIS/UY5km6u02vAYzs3kcFWXmIUx/B57xjjyjigx2ZESkweXMTgeR8Kfpwh/fbC/Mzgv+TNdyDvYu60JGkH80QipCt1sFVGsTWxzXe5C/xCA7xHRFIAcgMcAgIgOQpSZNg21UW59rKdbp5GQw2vhDGI9QvRK78W4mC8YGp3GfN5d02CTbD8FCq2mYW+mcnMQOcdF2oz+OmskvJb0kFmfoWtwGMeF2Tyu7m7D8FhWlJiC5Uoig3BjJSbbEz9H0xCutHaos2agL4Ofu74bz47P4c/ecy0G+jJ44vQU+nc04y2v2YGkqUMn4PRksVGkYmVsl1VsFb/RlA0QnPM/JaLvAOgC8E1eyCk1AB+rxcmVg3N+DMCxo0ePfngzz6NRqdZFst4Qw2vCgC5cw11NR1Gl6BphbHoJf/GNk6JGT8BLF+dxw97VvU84eBu6Bs9lEZG6rAZhe2hLRduVNX8fhK4RLs3lceriAna1JnFhNodnJ+Zwlb9fwtRI7O/2Z0aEBhETqV0G22WBp1RYowCAjnQCe7alg5/rvOWiI51AV0caV3W14Sfn52C586v6WSgE9ZpBgHM+VOKxF6t3OopaUY2LZL0hHVZr0QWiEeGV6cVgEhkceH5iDrhxdccJB+/retvxv332RyHRWi/ZxWTqhHMzeVxejFqEyNctWC6+8NQ4XMbx/PlZcF8XuP/xlwHAzyAQ7M5oDWkQjIllRKLExNCU0JEwtCKhOud4he8dooupN9OEpP9c22XI+06xitUR9xKrJUpLUGxZgrKJU/1BI10Dzs/kgs8JWLPHlQze8oIaLjGVyiDm8y5OnJ8H9zuzZCup7KJazHuBPsJYwXnT84OAqRN0ouCin0roQYYgy122J7qYEoYJU68gQFguWpNGEEwcTwWItVKXcxAKRaMTlE1qYJV8aS6PU5OLeP+Ne5AyNezJNK3bwkTqDVLLmFqwMJ5dKuo6m8jmIAvA4c4sGUw6mszA6kPTRPAChKCcMoQ/k6YRlmxRikv4W+qAgnmf6wmRWpaYbC96sc87XiRoLORdtCQNJP1gYnssmNIOozyayiN/No+9NInTlxY25WekMgjFlkUOrzledWu4w2NZ/K8fi0VMX/nxBFzGkTC1Nc9BSOQFXifC8FgW931/FI4XdYQdHsvilemC+KvrhaYDmWy0N5lB2YoI+Ktvv4SdrUn85Qeux6/841P41okLcD2GJdv1d3KHAoQfCOSgnKlLkTqqQeTsaAYxb7loSRm+06wH2+XIux4458EuErnOVJYA1RBdAelfJS1KAFTkBLzRqAxCsWXRiWC5YoCsmlbJQ6PTgVGf4zHROeWydQcIIjHcpmsFR1ggmiWEW5QJwHsHeoMLiHx/XaNgQvzK3a2wXIaj+4QZwuSCja88cw4X5yw8c3YGSUOHaVBQYipkEByOL5YmDS2ys/reR05hct4KjP6AQgaRMDRYDvNnJ6IusUOj08iXWWf6as8shkankQ8FB2Bj53YqRWUQii2LpsEvm1RXf4i3DWsgLFjumgflwhi66DAq15ocf/wXbugNXivfPxyopMjd1Z4SFxte0CSeHZ9FyoyWmGQXlO0JHcE0KNAg5F2u7YoL2faWRPA+C5aL1pQhsg2PwfaDRz6kBw32dwZZTvh7Gh7L4o77h+CuM7OQLceN2KkXXrgk/302oyVdBQjFlkXXCHnHQ2uqum618bbhX31wGJcX7TUNysUxNAoygFKtycu1LJcMEP4wXVdHGoe72pA0RXBhHOjrbMIL5+dh+BYdgBBI5WR1RINwGY6Pz0R0hSWrkEFkl2x84amz8Dzui9Shnde+e/BAXwZXd7ehuyONt7xmZyQrknrGWt1fG718ta+zCQDwc9f3YDZnI+cw/NY7r6j596AChGLLIjeq1aJFMNw23JwwcHHOWneJCYiuQC3XmlzucRmgwvKLtOPoaktFgsu/PHUWO9tSSJoazNCcgzTvyzteQYPwRerB/k6U+g5/9LIYFPzbR09D1wivP9AZXPDjQnXaNNDbkcYnjj3vd0lp+MOfPSzOex3T7rJ8BTSmxfipS8Jm5R2Hd+H5c7NIm/qmnH9dBQgi+jkAPwugDcBnOeff3ORTUjQwcsCs1i2Cad/jaENKTFrxjuxKkQEqWmKSGUQKQCG4fP25C3jp4jymFyycm8lFMoimhI65vBOI/VKkHujLoL3JxMDeDJ4+k0XOb2P94tPjAMSsBRjHhTkrCCR5N9r9ZHsMpyYXgzKV4zJMLQjPpv/4hv342Wu71nRhlMGLNthSpVa85AcImbm1prZomysR/R0RXSKi52KP30JEJ4noFBH9HgBwzr/MOf8wgF+GMAhUKNaMvLDWeshILiLaiAzC8GcU1oIea5MFCnemkzHjvJzj4R+HzmBiJo/7vj+Ki3PC7dX2J6vdYA5CZhAMHuOYyzl47Z4OuEyUkoZfuYzjZ2ehE0EncQ6tvgNsU0LHM2ei4rPjMexqS0a8nK7fIwLCu490r/mueaAvgx2tCbx3oLfhyksA8IPTUwBEoHD8zG0zqMW7fg7ALeEHiEgHcC+AWwEcBnAHER0OPeUP/K8rFGtGXhhrnUHIRUQlhp5XTULX1tyBFXQxhdpK/+DL4j7tl/9xONIhtGS5QZeUx3gQIMLuroHVhi9STy9aYFy0tOYd4dx612d/iJ9cmAdpwAdu2ovfueVKNPnmf0lDwx98+fmILbjjMXS2JPHegV7syaTx4N2DuLJLWIAs+mtL1w7hlmt2N1xwGB7L4uvPXQAAfOZ7p3FuJodECRffWlD13xzO+fcBXI49fBOAU5zzUc65DeCfALybBP8VwL9xzp8udTwiuoeIniKipyYnJ6t78oqGRl4Ya72uUdpor/XOP8yGZBD+y5ezOm9Pm0Eg0jUK1tDKO3+ZIZg6BSL1pTmRhWQXbXiMw9AK09iccXR3pHF1Vxts1wvafh0v2tbqeBx5x0OmOSHKVX2ZYJ5i0V7f5LXtsaBNt56Jt/SKtmnxNdfjODeTh1GPXkxVpAfA2dDn4wBuhjAB/GkA7UR0kHP+6fgLOef3wV9YdPTo0eL9iwqFj7xA1trorGkjS0wboUH4r1/Oxbe9ycTrD3RiZsnGbUe68YPTInjIfciGP2ld6GLyMOlrBZfmLaRNHUSA7RZcXwf7O8H9mRDbY9jVlsJszoHLOAx/oO/zPzwj+v05sOh3Qcl5ivVmEHL+op4p1dIb/nfRNcK2ZnPTSkx1JVJzzv8awF9v9nkotgbyApms8da85oQsMa0/QNiuh3999jza0uaqSyWyxCUzkJVaYhO6hhv2ZnBVVxu+9+Kk//6iNGT6e68TgRUHx+Sche0tSREgEmLb3Ufe3IfP/+gM/ubOGzDQl8Gz47NihsJl6GpPYXdbEt97cQp33rwXA30ZOB7zAwLHfF4EBNnptLCOAMF96/J6zyCGRqfhhAT6odFp/NrbDsLQCNf1tuPq7nbM5ByYm1Ri2qwAMQFgT+jzXv+xilD7IBSVsFkZRNrPINbbxTQ8lsXpqUWMTi3iayPnVi226iW6mMq3xIrhvnTCgKmH2lz9O1tDp2BrnemL1Jfm8ziwoxmnJxeQNHRoGtDRnMCBHS3Be4QnqdtSJi7O5dGaMnD87AzufeQUlmwXlsPAGMeC5Yj39EtMS/baA4TLOBgX518PlBvak8uWPMaDrMv1p/Ffd6ATKUPH5Ly1aXbfm2W18SSAQ0S0n4gSAD4A4KuVvphzfoxzfk97+/rM0BRbG3l9rvWylSCDWOdNn5x0LmVFUQmlupiWe+6i7SJt6n6AkGZ9YhI9oWtYtD2hQegaLJdhct7CgZ0tmF60kU7oSBo6sos2mpOFn3fCEM91PI6WlIGJmRxu7Mvg6TMz+NQ3T2LB8nBxLo+c4yHvsFBGASxYa9cgZJCx6sBBVu7s/r+/cbJoD/pAXwbvvHoXrupqDW4Aco4X+XdwPLZpGkQt2lwfAvAEgCuIaJyIPsQ5dwF8FMA3ALwA4Auc8+dXcczbiOi+2dlNXWynqHOICBptggaR3BgNYrC/M3BhXUsvf0F0Xvm5OhEW8i6aEjpMnSJWGzKDsH0vJilSn7w4j/Mzwkk2bepIGhouL9pBmy8gAoTIPAhpU8f52TzkriEpxE7OW8j5paBFyy2I1OsoMcnAUA8ahJwM5wBsh+Evv/1iJEi0p03s2dYUZBY5x/P/HcT2P4fxrVti4pzfUebxhwE8vMZjqo1yioowNK3mGkTTBg3KrXfzX6lBubLP1QgLloeUf2FyQ2Z9CV+DAMQFP2loeOHyEn74cqE50fUYUgkd2SU7stkuoWuYz7tI6BpSpgaPcVzb247vvTgJnQCPi8FCuStiwXKDi/t6SkwyyMT3VmwGg/2dgakSA/Dvp6bw5CuXCxmD7UUmzHO2h3RCZG2Ov83v1VZiWhcqg1BUiqZtRheTLDGt/65PurCupZe/lAax3HMXLCcobdihDCIZChCmLj4e9zMHuYci54vZlxdtNCejGYTlL7xJyR3WezPY3pz4/9s78+A4rjOx/77unhM3QfCmIFKXI1ErS6Rkrk/ZsSXZlY2vtWKvqtaOtNF6U5uydpOq+IpT3q0ku5vYuWzHK0uKV2VLlizbWsmRspJsxS4dIAlIokiJOkhKIEGCBAEMMDjmnpc/XnejB5ghBgQGgwHfrwqFQU93z/tmMP31d3Pbe7f75yxREPkiIotzMXmKIbNMCuJs3WeT6ZxrZVlYMtdlmMoV/Cp00A0mYyEbx7XkVrWLqRaYGIShWmyROmQxeS6mZX3ZOfhZTNXEIGwhnSvOdTH5WUxupbPrYups0p1bPc/H+pYwYcd2XUwzMQivij1kW0TdWFBnc5iWWIiPX70J0MOGUlldkDeZ1kHrjnh4cS6mZbQgvBhDsAAw+Nzt9/YCkMoVSz6Lk2Mp+voTpHKl0/ZSucJMskCdXUwNqSAMhmqxLCFSBwvCEvzBOPVixoKofl/PgvBdTPmCP0QI8IPUzVEHS+COj1zKupYwG9tiRBzLDVIHLIiAayrqKurO5ggRx2LSS2vNF0jnC3S1RJjI5MnkC3TEQ4tUEKU1FbXEizGUSyboOTriv5cAH92xAdBWxP17j3HLXT2cSaZJBYoCU9kC8VCpi2k1t9pYcoyLyVAttiXLnsUUjzhL4l5aLLML5c6Gd2cbC5dmMXnzkEOuFSGiK6lHJrUi+FcfuoSulijRkE3YsRidLs1isizxlYr3OXQ2hbWCcBVAJlcklS3S1RzRFkS+SGdThKkGiUF4qaowN5lg9/ZOLEv8ZoXvv7SLruYwbh9Dcvkio9PZuS6mcKmLySiIBWBcTIZqsd2pbMtJU9iu6QS7avGzmKoJUpdYEFLiw484NiFLSuIQZyYytMd1MLol6hB1s5jSuWKJBQH4mU/RkE1zxNvXZiKt02rTuQLpXIG1LWE/i2lNU9ivrD4XvAK55YhB7Ozu4EPvWMeG1sicWpWd3R184JK1fOgd6wjZQndnE53NEUS0ZRdyLJxADAY8F5OnqJWrIIyLyWBYcixr+WMQR85MUiyqFTEu07akuiC1+xYFL0wAp5Npfv3aEOlcwVcQEcdiaCJNe0zHIVqiIbcOQj8/R0G4HWBPJKZxbD1fOxKymHCnzmXy2gff1Rzxs5g6mhYbg3DTXJcpSF1UWu5yyQQhx+JT12whX1RMpvOsa43ynovWctOODfz4j3aDYpaLKU+8pA5CGQvCYKgFy21B9PUn+NJPXiJfVHMClvXAlurmcfsuJj+LqcBXf3GAPW+N8uj+k7w6mPT3DTsWiemcb0Fk8wUODIwzntKV0ME6CG//TL7If33yTcamc9xyVw+pbEHPrXYVBEBbPMyE72JafJA6aAmVYynnXg9NpCtaPBPpPG2xEFHHZngyQ1PYZsdm3UZDNyfUWUzKTQnzXExhp/4uphXVi6laTKsNQ7XYy2xBlOuYWs9205a1QBdT2ObAwBiFIty/55g/D1kpKLqVbV779LZYiL7+BM8cHqFYVL4iCsYgQHfTTWUK5Isz78tEOs9EOqertN3+Ti0Rh1PJNIWioqslwnSuUHLehZDN69YelVxMff0Jbv7b51FKLclI0lPjpYHmIMl0jtaYQzxsMzyZJR522Nwe5dCpCUBbD0XlpRTbvovJsYyL6ZwwMQhDtegmdMsXpPY6pi5mXOZSYrnV5PMRtCB63AI4TzkI2l/uXfg9i6w9HqLn6AhKKR10dRVIOQtiTXO45H3Z0KbdSWFbiHrxiajjxiAKxMMOUcdm+hxbZWTyBVqiTkULoufoCAW3X9O5tDEJki8UGZ3KMpXN+1ZAkIl03nfDnZnI0BSx2dgW4+RYCqWUXzmdzuq16iwmx3cx5Qu6T1M9aEgLwmCoFtuSZZ0ot9jq56XmXFxMnlLzKp1v2rGBZCrHkDuFznN3tMfCJS3ERYR8UZUNUq9tjpS8Lw/1HWcyrZv/RUI20ZAOfL94fIwNrRF2da8h7Fh87+nD/ON/tH7B72MmX6QlGqqY5urJaC2BIh+ezNLRFGYinXMv9qXyJ1M5WqOeBZFhU3uMTe1aQWQLRRzLojnikMoVaCPEdLbA+lbHdzFlC/WrpDYKwrCqsWT5J8pV6phaDyxLqiuUE61ILUvY2d3BmniYm6/dwiP7T/Kvb7iM7z19mMS0jjF472e7O+DHu/CfTqa59/l+mssEqSOOVfK+PLr/JMOTWbeAzkIp+M6v3yRbULx5eoKNbTGSqRzf/80R7nn2rQW7gDK5Ii1Rh9GpbNnnd3Z3ELaFG3ds4Avv3raoz+t0Ms361ghKKSYz+RIFoZQKWBAOw5MZLlnXzOb2GINjadLZItGQVdJuxCuUC7qYnDplxTWki8nUQRiqJZsv8tiBwboHi+uFzmKqbr94oAK6LR7i5l1bwe2V5Njiuzk8i6zVnTrntQO5qKsZS/AL4jzCgUpsD69QLuS24MgXiuRdF1VRwcsD4yW1Agt1Ac3nYtJDjBTvu6RrQcqhXGD7uSPDpLIFHEvmBKpTuQKOO4UvHtIWRDzi0BrTY1z/+6/ewLZ0I0OvFsIrlAvZFpl8AcXi+3qdKw2pIEwMwlANff0JBhIpHuw9viIyiuqBjkFU16wvFiptkZHKFUjni0TdXkzeXGTfgoiFSs4Rdiyaws6cCvKIm+Y6e5sXg4iELDqawr7ryhJ41/YOLDl3F1BmniD1RFpbQ5UCy+Xo609wy12lLTX6+hN864k3OHJmitPJDL1vl05X9qwHwA9SN4VtXjg2RiZf5H8/+zZj03rKXirQpNDLYvKm+NWrKr8hFYTBUA3eXedSBCIbFX2Rrc7FFA1YENrlUfQ7i3pN+iAQg4iHS84Rcaw58Qdv+xwFEbKZzOgYRNSx6WqJcvcXriVkC5etb+GmKzbyzq3tfOLqzeeUYTQTgyivIJJum4/pBSiIci01vGA36KD+7JsQL/4A+j1NTOsK9J6jIyj3GIVuT57Oei6mop/FlMoWCNWx6NLEIAyrFm+eQrkZzOcLdpUxCGuWiykWsnUb6nyBqKOrq4MtvwG/DsIj4tjEI3MzxoLtwmf21W3AvSZ+sZDFey7qxHID3ZGQzcb2GB+4dGEuII9svkhbLES2QpB6xoKovtZi9/ZO1+2j6xL8QLclFIsKEdi2tqnkmOQsC0IpnQ22e3sntghFpUCgqyUScDG5hXKOHvO63IWeQYyCMKxaVlpGUT2wqs1iklIXUzRkk0znCFk6cO0ELAgvo+bhF0+UZBgdT0wzncnT158oea+9VhtBtIspp7OYHItYyEZEWNsc4eRYimjIojnsLOgOP0gmX6A1Fq84MCiZWrgFsbO7g2/8k8v52sMH+dbNV/ky7upuZ0NrjOHJDBvaov7+ff0J7tvb7//tBa/jYV1x/YmrN7HvrQStMYcNbdGAi8mz2oRUrkBztH6XaaMgDKualZRRVA+qD1Ljt+MGbUEkprN+wNm7kAMcGBgDKMkwAvj2E2+QLRS55a6eEreQVwgXJOz2bQo7QjRkl7QCPzGWIuLYNEWcc66m9rKYMvkiSqk5PnzPglhoncW6Vq0AgoqgUIRbdnfz8xcG/AaEff0J/tnfPk/BtSz6+hPEXAvNqxO5ams7zx8ZYV2rbnaYys5kMcXDNiGvg24dXUwNGYMwWUwGQ3XYllRVSW1bVomLKRrS86W9C3fI7coK0PPW6JzBNz1HR0oqpYPxnvFUjhePjZX45yPOTNFdJBSYFeHOmdDxDNu/4C6UTL7otl0XPzsqSDKd03foC7RQxqZ12uzw5Ez67MhUls7mcIlC+83rQ+SLuoBQKR2/iLsyem64dS1RBpNpYiHbb1oI3kQ5x88aq1eRHDSogjBZTAZDdYhU1+57cDzF8dFp/yIeDel+S95d79BEhsNDk/T1J8pWi1eqIO/rT/DUoSGePTxckkkWHCQ0kcpzaDBJX3+CzuaI/3xTpNTFVE3vJG+f08k0EUc3ECwXqJ5I51nXEp0z1nS+1xhza0FGAgpieDLD2qYITRHHn4J3YjzlP29Zwu7tnXMsiHWtEZTCjcEE0lxzBb+rrvce1QvjYjIYVjF2FWmuff0J7ttzzG8w+OM/2k0sZDM6nSXq2PT1J7h/b+nz5WI75bYFW3EEe1N5gdeRqSy/fn2IonvuG6/QA3UiIe1iOjY67a/xlrt6/PkU5TKbgvsAHBudIuxY7Ht7lFdPJkvWlUzlWNcamaOA5nuNxHQW2xJGJnVVeSavW5W3xhyaIzYvD4zz1V8c4OcvnPCP2dYZBwIxCNeCWO+6q2JhXSh3ZGiKr/7iAMlUjtdPJXnXNq1kjYIwGAw1QWcxnX2fnqMjOpuGmYt4LGwzNpwjGrLKPl9uTna5eE+wFUfQsvBcTKeSaYrFGQUy7t6hRxyLprDtu2zKpZjOfq3gPgBvnp5EgD++t5d8sbQpXzKdZ0NrlDNu+5BqX2MslaO7M86IW6E9OpVlTVMYEWFkMsvjB05RmNWP6fCZKW65q4c/fv9FAL6rqcu1lmIhm5GpLD/tO+6v/fP37OP+23djB1x79aAhXUwGg6E6qimUK+ceivpBantRDQi9TLI/v+Gykjtyz8W0rTNOJDRz7iu3tGEJOJa4Pv2Cv8ZKU9uCcgRlvWprO0WlyBbmNuVLpnOsb42WWBDB4x27/GuMTWe5qKuZYdeCGJnM0tmkL/QnxlJzlINHLl+kf2SKaEgPCAL82d7RkM3geJpgqCRX0GsNphfXA6MgDIZVjGXNXyhX7iIeDdmMTeeIhuyKF/lq8VpxBI/zLIjuzqY55444OuW1ORD03dndwe3v307Ilopr2NndwZVb2vw77qu2tJf0hQoqlol0nvWt0ZJRnzu7O3jn1nZCtvAn119U9jUSUzkuXtfsxyCGJzN0NuvA+pWbdUxUgLAt3HD5+hLF+jtb2uZ0uvUymC5b11yy3VurLlA0hXIGg6EG2FJdodxs95CX5nrZ+payzy+WSCB9Nnjun/YeR6Gn8cXDNlNZXVfRc3SE6WyBXEFxxaZWQMcMfvbCAAJ6YluhyCsnknzk8vU8duAUkZBFWyzMibE0bbEQ93zh2pIYxPrWiB+k7utP8FDfcfYPjPGRy9eTyhX81w3GLhLTWS7uauZXh07T15/gwX3H8fSvl4n1sSs3cut7dQPA4DleP5UkXyyW1IlEQxZ9/QnWNocQ4IOXdbGxPcanrtnCzu6Okgr2emAUhMGwirGqHDk6m1jYYjyVm9N4b6mIlEnh7OtP8PWHD5LJ61qKv/7U7zA8mfHrCTxFl5jOcnIsze//r+f8mRUP9B5HgFxB8eSrp/3X8BoFpnIF/w4ftAWxwXUx6eFBz+HV1D3xymm618T5wW+PApTELsZT2oI4OZbiM99/jqLScZ779hzjPz52CIBfvXaaW9+7DZhRrH39Cb756Ku+bF7tyMsD436rDoDnjo6UWEj1djE1pIIwE+UMhuqwqxwYNJuoo9tCxMK1GbY0Uwcxs7jZ0/gOnUqSTOX9OgbvQjoymfV7GXnkCzN/efvdt+cY2XyBC9bEyRcVx0anudh15ZyZTPPUa0NMZ/NuPyVKjj8yPOX/nc0V+YtHX2HH5jZGJjNs62ry01m9/R/Yd+yskwTLTRoE5gwYmn1svV1MDRmDMHUQBkN1VDsPYjZe4z7vQr7UBOsgPGYHw9+9fa3f4whmYimjU1mu3tpecj7HlVPcx6ArvV87NUFHPMy2tU287V70nzk8zJmJLD989i0KRWiLOiVKdPb7VQT2D4zz4z3HyBYUv3zp5Bx5XhlM4tiVA/lnqx3x3oFynWtD9kxQux40pAVhMBiqYyqT47GDg7THwwuKIXh9mYLtN5YSLwYR7NE0u3fWVVvaSOcLdMbDtMVDrG+JBhiFCwAADI5JREFUsvftURLTWa7Y1MbGtigffEcXD/We4MYd6xlKZmiKOGxsi3L/3mN+VtDgeIoL7DjfffowD/Ye52W3VYj3/NBEhndubac56rC1Q9csBI+fzQO9x/1Kcg9VVPz+dVvZ3B4r2/erUl8wb1tHPExiOjvn2JAtdZsmB0ZBGAyrlr7+BIcGJzg0OMH/eXlwQRlInmKI1UhBeBe92f712cHwkG0xMp3lgs44ti1sXRNnZDLLybEU27ua+PQ1W3lg7wC/3D+ICPybGy/jXds6+dkLA2RzRYrAibE0J8bSc9bgXeSv3NzOE6+e5i8/sYMrNrX5we9svohSMFtPeNZCPq/P7935f9oNLFeiXKB/vuB/vV1MRkEYDKuUcvMwqlUQMxZEbe5eHdvCsea/O26KOGSmsoxN5ygquGBNnNEprSA2tcX8Ij6v59Gp8bR/t/7fnnqDZ94cnnOB93jPxWt58/QEF61r4sRYis3tMWDmbv/hF0/wzOEzDCUzXLi2iVdOJoFSa6HSnf9SYbKYDAZDTahUxVwNnoKoVZAadBxivotfU8SmKRIjMZ1FBK7a0sbodBbLEja57pyQY/ntNT74jnWAvsjf8eFL2ff2qG9JBAk7Fnd8+FK+/vBBhiYyFIqKtsCEvJ3dHVywJs6DvccJOxZ/8U+v4Ja79/jv5XzWwlJhspgMBkNNWMw8DM9yiNYoSA2639J87pOmsEN3Z5ynDg3h2BYXdDax761Rsvki116o3TM/uu06/uAHe7AErr+0yz82KH9HPMzBk+MMT2Toaon4dQbxsM2RM5NsbIvOaQne2RRGoYcA7bxwTV1mixgXk8FgqBnnWuDmZzHVcJqZAI/sP4njFsuVQ6GzliKOxfBkhnyhyMGT44RtQQQuXtfCdds62d7VxJmJDC8cGys513zy5wtF7n3+babKDDqyLGFNPEQuP1PcttyzRertYmrINFeDwVBbYjUOUvf1JxidynL/3mMlbcBn7/Pm6Ql6306QyhZQCr795BsMJFIcHZ7mod4Bbrmrh/v2HOPImSkS07mK56q0hpcHxnn91CSnkhk+94PSY/v6EwxNZHjt1MSCzruUhGypa5rrilEQIrJdRO4WkYfqvRaD4XwnZFvYltQszdUrdJvdRG/OPm4WkULXJ+QCFW1eB9jHDw76BWeVznW2NXjMPjb4+gs571ISsq2SYsLlpqYKQkTuEZEhETk4a/tNIvK6iBwWkS8DKKWOKqVuq+V6DAZD9cRCds2C1Lpj7Nk7xO7e3ul3erUEmiN22cKyj+7YeE7dZndv7yy5+M4+Nvj6Cw3yLxX1djHVOgbxQ+A7wL3eBhGxge8CHwEGgH0i8ohS6tUar8VgMCwA2xIefekklsiS+96rCaAH99lzdIShiQz/4ZNXli0su2xDy4IDyDu7O7j/9t8tafg3O35Rj8B0kPFUlp63Rtl14Zq6vH5NFYRS6rcicuGszdcBh5VSRwFE5CfAxwGjIAyGFUJff4JkKseP9vTzYN/xc2rzPR/VBH29fc5MZEjnihWPOdcA8nzH1SMw7dHXn+CZwyMUi4rnjwzX5DOYj3rYLpuB44G/B4DNItIpIt8HrhaRr1Q6WERuF5FeEek9c+ZMrddqMJyX9BwdQeTsMYLlJJUtMDKVqUuguF6UG9e63KyYILVSakQp9UWl1EVKqf90lv3uVErtUkrt6urqqrSbwWBYBIuZIrfUeK0vjrijO88XJbESPoN61EGcALYG/t7ibqsa0+7bYKgtK8H/7lFuJnY917NcrITPoB4KYh9wiYhsQyuGzwJ/sJATKKUeBR7dtWvXv6jB+gwGA/X1vwdZTMuQRqfen0FNFYSI3A9cD6wVkQHg3yul7haRPwX+AbCBe5RSryzwvMaCMBjOE1bCnfT5isyeaNRI7Nq1S/X29tZ7GQaDwdBQiEifUmrXfPutmCC1wWAwGFYWDakgROT3ROTO8fHxei/FYDAYVi0NqSDMTGqDwWCoPQ2pIAwGg8FQexpSQRgXk8FgMNSehlQQxsVkMBgMtaeh01xF5AzQv4BD1gLDNVrOSsHIuDo4H2SE80POlShjt1Jq3l5FDa0gFoqI9FaT+9vIGBlXB+eDjHB+yNnIMjaki8lgMBgMtccoCIPBYDCU5XxTEHfWewHLgJFxdXA+yAjnh5wNK+N5FYMwGAwGQ/WcbxaEwWAwGKqkoRWEiNwjIkMicjCw7QERecn9eVtEXnK3XygiqcBz3w8cs1NEDojIYRH5HyIi9ZCnEhXkfKeI9Liy9IrIde52cWU4LCIvi8g1gWM+LyJvuj+fr4cslVigjNeLyHjgs/xG4JibROR1V/4v10OWSlSQ8SoRed79/3tURFoDz33FleN1EbkxsH1VyNio30kR2SoiT4vIqyLyioh8yd2+RkSedL9fT4pIh7u9Ib+TAHrmaYP+AO8HrgEOVnj+W8A33McXnmW/vcBuQIDHgY/WW7b55ASe8NYJfAz4f4HHj7uy7Ab2uNvXAEfd3x3u4456y3aOMl4P/LLMOWzgCLAdCAP7gcvrLds8Mu4DPuA+vhX4S/fx5e76I8A2Vy57lcnYkN9JYCNwjfu4BXjD/bz+Bviyu/3LwF8H/ncb7juplGpsC0Ip9VtgtNxz7h3HzcD9ZzuHiGwEWpVSPUp/avcCn1jqtS6GCnIqwLvbbANOuo8/DtyrND1AuyvjjcCTSqlRpVQCeBK4qfarr44FyliJ64DDSqmjSqks8BP0+7EiqCDjpcBv3cdPAp92H38c+IlSKqOUegs4jJZvNclYlpX+nVRKDSqlXnAfTwCHgM3oz+Hv3N3+jpk1N+R3EhrcxTQP7wNOK6XeDGzbJiIvishvROR97rbNwEBgnwF320rnDuA/i8hx4L8AX3G3bwaOB/bz5Km0fSVTSUaA3xWR/SLyuIhc4W5rRBlfYeYC/xlm5rWvps+xkozQ4N9JEbkQuBrYA6xXSg26T50C1ruPG/azXM0K4nOUWg+DwAVKqauBPwfuC/p7G5A/Af5MKbUV+DPg7jqvpxZUkvEFdKuAq4D/CTxcp/UtBbcC/1JE+tDuimyd11MLKsnY0N9JEWkGfgbcoZRKBp9zLZ+GTxFdlQpCRBzgU8AD3jbXVB9xH/eh/biXAieALYHDt7jbVjqfB37uPv4p2vUAeu3BOzRPnkrbVzJlZVRKJZVSk+7jx4CQiKylAWVUSr2mlLpBKbUTfUNzxH1q1XyOlWRs5O+kiITQyuHHSinvf/S06zry3GRD7vaG/SxXpYIAPgy8ppTyzVQR6RIR2328HbgEOOqahEkR2e3GLf4Q+Pt6LHqBnAQ+4D7+EOC50h4B/tDNnNgNjLsy/gNwg4h0uNkVN7jbVjJlZRSRDV5Wi5vZZAEj6GDoJSKyTUTCwGfR78eKRUTWub8t4OuAl8nzCPBZEYmIyDb0/+teVpGMjfqddNd0N3BIKfXtwFOPoG9qcH//fWB7Y34n6x0lX8wP+m5kEMih/Xe3udt/CHxx1r6fRvtCX0K7KH4v8Nwu4CD6DuY7uAWEK+WnnJzAe4E+dBbLHmCnu68A33VlOQDsCpznVnSw8zDwz+st1yJk/FP3s9wP9ADvDpznY+iskiPA1+otVxUyfsld7xvAXwX/94CvuXK8TiCLZ7XI2KjfSff/UgEvu2t/yf1MOoFfoW9kngLWuPs35HdSKWUqqQ0Gg8FQntXqYjIYDAbDIjEKwmAwGAxlMQrCYDAYDGUxCsJgMBgMZTEKwmAwGAxlMQrCYKgSN4/9GRH5aGDbZ0Tk/9ZzXQZDrTBprgbDAhCRHeiq7qsBB3gRuEkpdeSsB579nI5SKr9ESzQYlgxjQRgMC0ApdRB4FPi3wDfQXTqPuH3997pzDb7nVg0jIneKnmXxipTOrRgQkb8SkReBT9ZFGINhHpx6L8BgaEC+ia78zQK7XKvik+iK7ryI3IlugXEfej7AqNsf7GkReUgp9ap7niGlG9UZDCsSoyAMhgWilJoSkQeASaVURkQ+DFwL9LotomLMtHH+nIjchv6ubUIPlvEUxAMYDCsYoyAMhnOj6P6A7rVzj1Lq3wV3EJFL0H2IrlNKjYnIj4BoYJepZVmpwXCOmBiEwbB4ngJudluOIyKdInIBehreBLozqTdBzGBoGIwFYTAsEqXUARH5JvCUG5zOAV8EetHupNeAfuDZ+q3SYFg4Js3VYDAYDGUxLiaDwWAwlMUoCIPBYDCUxSgIg8FgMJTFKAiDwWAwlMUoCIPBYDCUxSgIg8FgMJTFKAiDwWAwlMUoCIPBYDCU5f8DeZiYK9B9wOoAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# we can make a similar plot for the minimum value \n", "# of the square footage of buildings built in \n", "# a year\n", "plt.plot(stats[\"min\"], marker='.', linewidth = 1.0)\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Square Footage\")\n", "plt.yscale(\"log\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Take away\n", "* so far we have now played a bit with how to read in a dataset, look at different values in nicely formatted pandas tables, or by hand by checking out different values at different indicies\n", "* We also started making some simple plots: the above plots show two different values from the same dataset - the maximum and minimum values for the square footage built in a year.\n", "* Now we are going to get into some methods to combine the plots of these two different values (the min & max square footage), and some ways to \"fancyify\" our plots with things like interactive widgets" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# lets start by plotting both datasets on the same axis:\n", "# (1)\n", "plt.plot(stats[\"max\"], marker='.', linewidth = 1.0)\n", "plt.plot(stats[\"min\"], marker='.', linewidth = 1.0)\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Square Footage\")\n", "plt.yscale(\"log\")" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# lets start by plotting both datasets on the same axis:\n", "# (2) ok, but which is which? Lets make a legend!\n", "plt.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", "plt.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Square Footage\")\n", "plt.yscale(\"log\")\n", "plt.legend()\n", "\n", "# (3) but lets say what I really want to highlight in my visualization\n", "# is to hightlight the difference between the maximum & minimum square \n", "# footage of buildings aquired in a year - this might be a good measure of the \n", "# diversity of buildings thate are built in a year, but there are \n", "# certainly other factors\n", "plt.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"#dddddd\")\n", "# so with this fill in we can see something interesting - as the \n", "# years progress we are getting a greater diversity of buildings sq footage\n", "# - the bigger things are getting bigger & smaller things getting smaller\n", "# though, this difference seems to peak around 1975 (not sure why)\n", "\n", "# we can also see that it seems like more square footage started being built\n", "# in ~1850 - this makes sense since UIUC was founded in 1868\n", "# there were also large expansions around the early 1900's\n", "# Willard airport was completed in 1954 after a period of large expansion after WWII\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [], "source": [ "# ok, this figure is a little small & at low resolution\n", "# lets embiggen it in the next round!\n", "plt.rcParams[\"figure.dpi\"] = 200\n", "# for plotting on my zoomed in screen I'll make it smaller though\n", "plt.rcParams[\"figure.dpi\"] = 100" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", "plt.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", "plt.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"#dddddd\")\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Square Footage\")\n", "plt.yscale(\"log\")\n", "plt.legend()\n", "\n", "# woohoo!" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# now, lets play with something called the \"style\" of the plot\n", "# if you've used R, you might have used the \"ggplot\" package\n", "# we can make plots in this style with Python too:\n", "with plt.style.context(\"ggplot\"):\n", " plt.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", " plt.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", " plt.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"#aaaaaa\")\n", " plt.xlabel(\"Year\")\n", " plt.ylabel(\"Square Footage\")\n", " plt.yscale(\"log\")\n", " plt.legend()" ] }, { "cell_type": "code", "execution_count": 50, "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": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# now, lets check out which plotting styles might be available\n", "plt.style.available" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [], "source": [ "# but what if we want to see how our plot would look with each\n", "# of these styles? We could just make a bunch of plots\n", "# OR we can play with this interactively with ipywidgets:\n", "import ipywidgets" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1642bedb3d0640d7aea149c7a7a17696", "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": [ "# lets tell jupyter ipywidgets that we want to \n", "# mess around with the style of the plot\n", "@ipywidgets.interact(style = plt.style.available)\n", "def make_plot(style):\n", " with plt.style.context(style):\n", " plt.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", " plt.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", " plt.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"#aaaaaa\")\n", " plt.xlabel(\"Year\")\n", " plt.ylabel(\"Square Footage\")\n", " plt.yscale(\"log\")\n", " plt.legend()\n", " \n", "# so now you can see that we get a little dropdown menu that lists\n", "# all the different styles!\n", "# **play with this a bit!!**" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1a5f6917c09f43b9882453b3702e3494", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=10, description='x', max=30, min=-10), Output()), _dom_classes=('widget-…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ok, but what did we just do?\n", "# we made something in Jupyter interactive\n", "# we'll have a lot of opportunities to mess around with \n", "# widgets in this class, but I'll just show a few\n", "# quick examples. Read more on the docs:\n", "# https://ipywidgets.readthedocs.io/en/stable/examples/Using%20Interact.html\n", "\n", "# basically what ipywidgets.interact does is looks for a function with \n", "# inputs and makes a little interactive option for those inputs, \n", "# so like we did with the \"make_plot\" function above we can do \n", "# for other things like change the value of a print statement:\n", "@ipywidgets.interact(x=10)\n", "def f(x):\n", " print(\"my value = \" + str(x))\n", "\n", "# note this is a little different to the format in the \n", "# docs and you can use what you'd like\n", "# the \"@\" symbol is a \"decorator\" and essentially\n", "# its a way to sort of \"extend\" the interact function\n", "# without modifying it to much.\n", "# At any rate, the take away is that you can call it \n", "# like this, or how they do it in the docs, its up \n", "# to you!\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ok, lets go back to our original plot and look at a few more ways\n", "# to fancify it\n", "with plt.style.context(\"ggplot\"):\n", " plt.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", " plt.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", " plt.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"#aaaaaa\")\n", " plt.xlabel(\"Year\")\n", " plt.ylabel(\"Square Footage\")\n", " plt.yscale(\"log\")\n", " plt.legend()" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# maybe we want to highlight a particular measurement, lets say \n", "# when UIUC was officially opened\n", "# (1)\n", "plt.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", "plt.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", "plt.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"#aaaaaa\")\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Square Footage\")\n", "plt.yscale(\"log\")\n", "plt.legend()\n", "\n", "# (2) now, lets highligh our date of interest with a solid black line\n", "plt.plot([1868, 1868], [10, 10**6], color = 'black', linewidth = 2.0)\n" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [], "source": [ "# so that is all well and good, but \n", "# maybe we don't like the line being stubby\n", "# and we want to extend it to the full length of the window\n", "# we can do this by trying to figure out the min & max y\n", "# for our plot, or we can transform between the window's \n", "# coordinates & the plots with the matplotlib.transforms library\n", "import matplotlib.transforms as mpt" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# just redoing plot here\n", "# (1)\n", "plt.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", "plt.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", "plt.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"#aaaaaa\")\n", "plt.xlabel(\"Year\")\n", "plt.ylabel(\"Square Footage\")\n", "plt.yscale(\"log\")\n", "plt.legend()\n", "\n", "# (2) now I've been using plt directly instead of \n", "# building a figure with: fig,ax = plt.subplots(figsize=(sizex,sizey))\n", "# but! I can still access the axes object:\n", "ax = plt.gca()\n", "# we'll need this to do our transform\n", "\n", "# (3) now, I'm going to store a simple transform from the \n", "# data space to the plot window space:\n", "new_transform = mpt.blended_transform_factory(ax.transData, ax.transAxes)\n", "# and now the call is very much the same but I apply the transformation\n", "# and note that my y-extent is 0-1 which is the bottom of the plot window \n", "# to the top\n", "plt.plot([1868, 1868], [0.0, 1.0], color = 'black', linewidth = 2.0, transform = new_transform)\n", "\n", "# we can see now that the line extends the full plot window\n", "\n", "# for this example it would have been probably pretty easy to \n", "# just guess what the max & min data axis where, but there \n", "# can be cases where we want to highlight a certain region\n", "# of the plot window for our visualization and in that \n", "# case it is usually much easier to do it in window \n", "# coordinates" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Take away\n", "* We have now made some fancyfied plots. Hurray!\n", "* We have also seen how to use ipywidgets to make some aspects of our plots interactive\n", "* Next, we are going to apply these to some histograming options we discussed in lecture\n", "\n", "# Interactive binning & histogramming of data! Woo!" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1753., 1802., 1810., 1832., 1837., 1838., 1839., 1840., 1841.,\n", " 1843., 1844., 1845., 1848., 1850., 1853., 1854., 1855., 1856.,\n", " 1857., 1858., 1859., 1860., 1863., 1865., 1867., 1870., 1871.,\n", " 1872., 1873., 1874., 1875., 1876., 1878., 1880., 1881., 1882.,\n", " 1883., 1885., 1886., 1887., 1888., 1890., 1891., 1892., 1893.,\n", " 1894., 1895., 1896., 1897., 1898., 1899., 1900., 1901., 1902.,\n", " 1903., 1904., 1905., 1906., 1907., 1908., 1909., 1910., 1911.,\n", " 1912., 1913., 1914., 1915., 1916., 1917., 1918., 1919., 1920.,\n", " 1921., 1922., 1923., 1924., 1925., 1926., 1927., 1928., 1929.,\n", " 1930., 1931., 1932., 1933., 1934., 1935., 1936., 1937., 1938.,\n", " 1939., 1940., 1941., 1942., 1943., 1944., 1945., 1946., 1947.,\n", " 1948., 1949., 1950., 1951., 1952., 1953., 1954., 1955., 1956.,\n", " 1957., 1958., 1959., 1960., 1961., 1962., 1963., 1964., 1965.,\n", " 1966., 1967., 1968., 1969., 1970., 1971., 1972., 1973., 1974.,\n", " 1975., 1976., 1977., 1978., 1979., 1980., 1981., 1982., 1983.,\n", " 1984., 1985., 1986., 1987., 1988., 1989., 1990., 1991., 1992.,\n", " 1993., 1994., 1995., 1996., 1997., 1998., 1999., 2000., 2001.,\n", " 2002., 2003., 2004., 2005., 2006., 2007., 2008., 2009., 2010.,\n", " 2011., 2012., 2013., 2014., 2015., 2016., 2017., 2018., 2019.,\n", " nan])" ] }, "execution_count": 85, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# lets apply our ipywidet knowledge to rebinning the mean\n", "# square footage as a function of year aquired from \n", "# our building data\n", "\n", "# we talked in the lecture about rebinning things, so lets mess with that!\n", "\n", "# lets look at the mean of the square footage\n", "mean_sq = stats[\"mean\"]\n", "mean_sq\n", "\n", "# so, for every year this is telling us the mean sq footage\n", "# of aquired buildings" ] }, { "cell_type": "code", "execution_count": 123, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(50,)" ] }, "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# now lets rebin this into a smaller number of time bins\n", "# there are a few ways to do this, first lets do \n", "# something simple by interpolating the array\n", "# to a smaller year array\n", "\n", "# first, lets choose the number of bins - was 171\n", "nbins = 50 # 171/3 = 57\n", "# now lets make an array to store our bin locations\n", "# (1) first, grab all the years\n", "years = buildings[\"Year Acquired\"].unique()\n", "years.sort()\n", "# take out nans\n", "years = years[~pd.isnull(years)]\n", "years\n", "# (2)\n", "# then make new year bins\n", "year_bins = np.linspace(years.min(),years.max(), nbins)\n", "year_bins\n", "# (3) rebin\n", "mean_sq_avg = np.interp(year_bins, years, mean_sq)\n", "mean_sq_avg.shape\n", "# note: this is just doing a linear interpolation between points\n", "# this is close to the (sum(values)/N) as discussed in the lecture" ] }, { "cell_type": "code", "execution_count": 125, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Mean Square Footage')" ] }, "execution_count": 125, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# now, lets plot both!\n", "plt.plot(years,mean_sq)\n", "plt.plot(year_bins,mean_sq_avg)\n", "plt.yscale(\"log\")\n", "plt.xlabel(\"Years\")\n", "plt.ylabel(\"Mean Square Footage\")" ] }, { "cell_type": "code", "execution_count": 129, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "25dc7325b9f14f199e50b34fd83d035b", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=50, description='nbins', min=2, step=2), Output()), _dom_classes=('widge…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ok, but now lets make the rebinning interactive!\n", "@ipywidgets.interact(nbins=(2,100,2)) # note, this is just saying bins from 2 to 100 in units of 2\n", "def make_plot(nbins):\n", " # then make new year bins\n", " year_bins = np.linspace(years.min(),years.max(), nbins)\n", " # rebin\n", " mean_sq_avg = np.interp(year_bins, years, mean_sq)\n", " # plot\n", " plt.plot(years,mean_sq)\n", " plt.plot(year_bins,mean_sq_avg)\n", " plt.yscale(\"log\")\n", " plt.xlabel(\"Years\")\n", " plt.ylabel(\"Mean Square Footage\")" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "1770bb350c8b4ffaa4edac1aac6effdb", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=5, description='window', max=10, min=1), Output()), _dom_classes=('widge…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# we will cover smoothing a bit more in later lectures\n", "# but we can do this too interactively\n", "@ipywidgets.interact(window = (1, 10, 1))\n", "def make_plot(window):\n", " mean_sq_avg = mean_sq.rolling(window=window).mean()\n", " plt.plot(mean_sq, marker = '.', linewidth = 0.5, alpha = 0.5)\n", " plt.plot(mean_sq_avg, marker = '.', linewidth = 1.5)\n", " plt.yscale(\"log\")\n", " \n", "# this is now choosing a rolling average over which to do\n", "# an averaging - it takes nearby bins and averages\n", "# this is like (sum(values)/N)\n", "mean_sq.rolling?\n", "# note in the docs we can also specify a weighing for these\n", "# we'll talk about the types of windows they list here\n", "# (like hamming, triang, etc) later in the course probably" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Year Acquired\n", "1753.0 NaN\n", "1802.0 NaN\n", "1810.0 9673.0\n", "1832.0 128473.0\n", "1837.0 134335.0\n", "1838.0 132312.0\n", "1839.0 24064.0\n", "1840.0 50680.0\n", "1841.0 51926.0\n", "1843.0 41074.0\n", "1844.0 8244.0\n", "1845.0 70834.0\n", "1848.0 91226.0\n", "1850.0 89405.0\n", "1853.0 278559.0\n", "1854.0 259407.0\n", "1855.0 323294.0\n", "1856.0 69044.0\n", "1857.0 85028.0\n", "1858.0 41241.0\n", "1859.0 45338.0\n", "1860.0 54631.0\n", "1863.0 48059.0\n", "1865.0 266706.0\n", "1867.0 241989.0\n", "1870.0 229058.0\n", "1871.0 11967.0\n", "1872.0 24167.0\n", "1873.0 32303.0\n", "1874.0 32500.0\n", " ... \n", "1990.0 4880971.0\n", "1991.0 6048595.0\n", "1992.0 4763505.0\n", "1993.0 2906455.0\n", "1994.0 1688265.0\n", "1995.0 1665051.0\n", "1996.0 2664644.0\n", "1997.0 3339651.0\n", "1998.0 3193649.0\n", "1999.0 2206475.0\n", "2000.0 2344598.0\n", "2001.0 2943158.0\n", "2002.0 3614851.0\n", "2003.0 3407693.0\n", "2004.0 2652990.0\n", "2005.0 3111291.0\n", "2006.0 2691372.0\n", "2007.0 3111647.0\n", "2008.0 1777459.0\n", "2009.0 1415473.0\n", "2010.0 798672.0\n", "2011.0 791402.0\n", "2012.0 781791.0\n", "2013.0 794551.0\n", "2014.0 1305896.0\n", "2015.0 1360876.0\n", "2016.0 1274230.0\n", "2017.0 616652.0\n", "2018.0 328719.0\n", "2019.0 25400.0\n", "Name: Square Footage, Length: 171, dtype: float64" ] }, "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we can also look at these different windows directly\n", "# here for example the sum over a rolling window of 3\n", "buildings.groupby(\"Year Acquired\")[\"Square Footage\"].sum().rolling(3).sum()" ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['Agency Name', 'Location Name', 'Address', 'City', 'Zip code', 'County',\n", " 'Congress Dist', 'Congressional Full Name', 'Rep Dist', 'Rep Full Name',\n", " 'Senate Dist', 'Senator Full Name', 'Bldg Status', 'Year Acquired',\n", " 'Year Constructed', 'Square Footage', 'Total Floors',\n", " 'Floors Above Grade', 'Floors Below Grade', 'Usage Description',\n", " 'Usage Description 2', 'Usage Description 3'],\n", " dtype='object')" ] }, "execution_count": 138, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.keys()" ] }, { "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": "3.7.9" } }, "nbformat": 4, "nbformat_minor": 2 }