{ "cells": [ { "cell_type": "markdown", "id": "respective-store", "metadata": {}, "source": [ "# In Class Notebook, Week 04" ] }, { "cell_type": "markdown", "id": "2a597611", "metadata": {}, "source": [ "You can access this notebook in near-real time by going here:\n", "\n", "https://github.com/UIUC-iSchool-DataViz/is445_bcubcg_fall2024/blob/master/week04/inClass_week04.ipynb \n", "\n", "Or by pasting that URL into the nbviewer interface for a plain-text rendering:\n", "\n", "https://kokes.github.io/nbviewer.js/viewer.html" ] }, { "cell_type": "code", "execution_count": 1, "id": "6083231f", "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "a9cc70ac-cb4f-4e25-92e9-e80bdad1ee79", "metadata": {}, "outputs": [], "source": [ "buildings = pd.read_csv('https://github.com/UIUC-iSchool-DataViz/is445_data/raw/main/building_inventory.csv')" ] }, { "cell_type": "code", "execution_count": 3, "id": "2459f213-d804-4358-b364-08ce21580b8f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
0Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use19751975144110UnusualUnusualNot provided
1Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
2Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
3Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
4Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
..................................................................
8857Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte. 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In Use00432100StorageNaNNaN
8858Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In Use00330100StorageNaNNaN
8859Department of TransportationQuincy Maintenance Storage Facility800 Koch's LaneQuincy62305Adams18Darin M. LaHood94Frese Randy E....In Use01987130100StorageHigh HazardNaN
8860Illinois Community College BoardIllinois Valley Community College - Oglesby815 North Orlando Smith AvenueOglesby61348LaSalle16Adam Kinzinger76Long Jerry Lee...In Use1971197149552110EducationEducationNot provided
8861Department of Military AffairsPeoria Army Aviation Support Facility2323 S. Airport RdPeoria61607Peoria17Cheri Bustos92Gordon-Booth Jehan...In Progress02017288100Utiility & MiscellanUtiility & MiscellanNaN
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" ], "text/plain": [ " Agency Name \\\n", "0 Department of Natural Resources \n", "1 Department of Natural Resources \n", "2 Department of Natural Resources \n", "3 Department of Natural Resources \n", "4 Department of Natural Resources \n", "... ... \n", "8857 Department of Transportation \n", "8858 Department of Transportation \n", "8859 Department of Transportation \n", "8860 Illinois Community College Board \n", "8861 Department of Military Affairs \n", "\n", " Location Name \\\n", "0 Anderson Lake Conservation Area - Fulton County \n", "1 Anderson Lake Conservation Area - Fulton County \n", "2 Anderson Lake Conservation Area - Fulton County \n", "3 Anderson Lake Conservation Area - Fulton County \n", "4 Anderson Lake Conservation Area - Fulton County \n", "... ... \n", "8857 Belvidere Maintenance Storage Facility - Boone... \n", "8858 Belvidere Maintenance Storage Facility - Boone... \n", "8859 Quincy Maintenance Storage Facility \n", "8860 Illinois Valley Community College - Oglesby \n", "8861 Peoria Army Aviation Support Facility \n", "\n", " Address City Zip code County \\\n", "0 Anderson Lake C.a. Astoria 61501 Fulton \n", "1 Anderson Lake C.a. Astoria 61501 Fulton \n", "2 Anderson Lake C.a. Astoria 61501 Fulton \n", "3 Anderson Lake C.a. Astoria 61501 Fulton \n", "4 Anderson Lake C.a. Astoria 61501 Fulton \n", "... ... ... ... ... \n", "8857 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8858 9797 Illinois Rte 76 Belvidere 61008 Boone \n", "8859 800 Koch's Lane Quincy 62305 Adams \n", "8860 815 North Orlando Smith Avenue Oglesby 61348 LaSalle \n", "8861 2323 S. Airport Rd Peoria 61607 Peoria \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "0 17 Cheri Bustos 93 Hammond Norine K. \n", "1 17 Cheri Bustos 93 Hammond Norine K. \n", "2 17 Cheri Bustos 93 Hammond Norine K. \n", "3 17 Cheri Bustos 93 Hammond Norine K. \n", "4 17 Cheri Bustos 93 Hammond Norine K. \n", "... ... ... ... ... \n", "8857 16 Adam Kinzinger 69 Sosnowski Joe \n", "8858 16 Adam Kinzinger 69 Sosnowski Joe \n", "8859 18 Darin M. LaHood 94 Frese Randy E. \n", "8860 16 Adam Kinzinger 76 Long Jerry Lee \n", "8861 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "0 ... In Use 1975 1975 144 \n", "1 ... In Use 2004 2004 144 \n", "2 ... In Use 2004 2004 144 \n", "3 ... In Use 2004 2004 144 \n", "4 ... In Use 2004 2004 144 \n", "... ... ... ... ... ... \n", "8857 ... In Use 0 0 432 \n", "8858 ... In Use 0 0 330 \n", "8859 ... In Use 0 1987 130 \n", "8860 ... In Use 1971 1971 49552 \n", "8861 ... In Progress 0 2017 288 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade \\\n", "0 1 1 0 \n", "1 1 1 0 \n", "2 1 1 0 \n", "3 1 1 0 \n", "4 1 1 0 \n", "... ... ... ... \n", "8857 1 0 0 \n", "8858 1 0 0 \n", "8859 1 0 0 \n", "8860 1 1 0 \n", "8861 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "0 Unusual Unusual Not provided \n", "1 Unusual Unusual Not provided \n", "2 Unusual Unusual Not provided \n", "3 Unusual Unusual Not provided \n", "4 Unusual Unusual Not provided \n", "... ... ... ... \n", "8857 Storage NaN NaN \n", "8858 Storage NaN NaN \n", "8859 Storage High Hazard NaN \n", "8860 Education Education Not provided \n", "8861 Utiility & Miscellan Utiility & Miscellan NaN \n", "\n", "[8862 rows x 22 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings" ] }, { "cell_type": "code", "execution_count": 4, "id": "5b292c08-7f23-4f59-907b-d1380a6555fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "RangeIndex(start=0, stop=8862, step=1)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.index" ] }, { "cell_type": "code", "execution_count": 5, "id": "278ef836-3463-4881-986e-5b7cbc529c87", "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
5Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use20042004144110UnusualUnusualNot provided
6Department of Natural ResourcesDixon Springs State Park - Pope CountyRr #2Golconda62938Pope15John Shimkus118Phelps Brandon W....In Use20002000120110UnusualUnusualNot provided
7Department of Natural ResourcesDixon Springs State Park - Pope CountyRr #2Golconda62938Pope15John Shimkus118Phelps Brandon W....In Use20002000120110UnusualUnusualNot provided
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" ], "text/plain": [ " Agency Name \\\n", "5 Department of Natural Resources \n", "6 Department of Natural Resources \n", "7 Department of Natural Resources \n", "\n", " Location Name Address \\\n", "5 Anderson Lake Conservation Area - Fulton County Anderson Lake C.a. \n", "6 Dixon Springs State Park - Pope County Rr #2 \n", "7 Dixon Springs State Park - Pope County Rr #2 \n", "\n", " City Zip code County Congress Dist Congressional Full Name \\\n", "5 Astoria 61501 Fulton 17 Cheri Bustos \n", "6 Golconda 62938 Pope 15 John Shimkus \n", "7 Golconda 62938 Pope 15 John Shimkus \n", "\n", " Rep Dist Rep Full Name ... Bldg Status Year Acquired \\\n", "5 93 Hammond Norine K. ... In Use 2004 \n", "6 118 Phelps Brandon W. ... In Use 2000 \n", "7 118 Phelps Brandon W. ... In Use 2000 \n", "\n", " Year Constructed Square Footage Total Floors Floors Above Grade \\\n", "5 2004 144 1 1 \n", "6 2000 120 1 1 \n", "7 2000 120 1 1 \n", "\n", " Floors Below Grade Usage Description Usage Description 2 \\\n", "5 0 Unusual Unusual \n", "6 0 Unusual Unusual \n", "7 0 Unusual Unusual \n", "\n", " Usage Description 3 \n", "5 Not provided \n", "6 Not provided \n", "7 Not provided \n", "\n", "[3 rows x 22 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.iloc[5:8] # like grabbing a subset of a list" ] }, { "cell_type": "code", "execution_count": 6, "id": "b3b34314-e51f-436e-8d2a-4f1df5d9b0a6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5 Department of Natural Resources\n", "6 Department of Natural Resources\n", "7 Department of Natural Resources\n", "Name: Agency Name, dtype: object" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.iloc[5:8][\"Agency Name\"]" ] }, { "cell_type": "code", "execution_count": 7, "id": "3b9b82fe-ff2b-4910-975e-47cd4da7f163", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "35" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Agency Name'].nunique()" ] }, { "cell_type": "code", "execution_count": 8, "id": "ca18c389-6e59-43a9-ab35-33d3b7636831", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['In Use', 'Abandon', 'In Progress'], dtype=object)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Bldg Status'].unique()" ] }, { "cell_type": "code", "execution_count": 9, "id": "3f373004-ee21-4694-abcf-1f80ff59f8b8", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Zip codeCongress DistRep DistSenate DistYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below Grade
count8862.0000008862.0000008862.0000008862.0000008862.0000008862.0000008.862000e+038862.0000008862.0000008862.000000
mean61821.07684513.40408592.30331846.4085991913.2676601906.1351841.147603e+041.6360871.4493340.161589
std1095.2033574.03793623.56845711.781038337.024796351.1806423.817263e+041.5376031.2868980.392717
min1235.0000000.0000000.0000000.0000000.0000000.0000000.000000e+000.0000000.0000000.000000
25%61105.00000012.00000079.00000040.0000001957.0000001953.0000002.330000e+021.0000001.0000000.000000
50%62023.00000014.00000097.00000049.0000001975.0000001974.0000001.600000e+031.0000001.0000000.000000
75%62650.00000016.000000110.00000055.0000001992.0000001991.0000006.426500e+032.0000001.0000000.000000
max68297.00000018.000000119.00000060.0000002019.0000002019.0000001.200000e+0631.00000030.0000004.000000
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" ], "text/plain": [ " Zip code Congress Dist Rep Dist Senate Dist Year Acquired \\\n", "count 8862.000000 8862.000000 8862.000000 8862.000000 8862.000000 \n", "mean 61821.076845 13.404085 92.303318 46.408599 1913.267660 \n", "std 1095.203357 4.037936 23.568457 11.781038 337.024796 \n", "min 1235.000000 0.000000 0.000000 0.000000 0.000000 \n", "25% 61105.000000 12.000000 79.000000 40.000000 1957.000000 \n", "50% 62023.000000 14.000000 97.000000 49.000000 1975.000000 \n", "75% 62650.000000 16.000000 110.000000 55.000000 1992.000000 \n", "max 68297.000000 18.000000 119.000000 60.000000 2019.000000 \n", "\n", " Year Constructed Square Footage Total Floors Floors Above Grade \\\n", "count 8862.000000 8.862000e+03 8862.000000 8862.000000 \n", "mean 1906.135184 1.147603e+04 1.636087 1.449334 \n", "std 351.180642 3.817263e+04 1.537603 1.286898 \n", "min 0.000000 0.000000e+00 0.000000 0.000000 \n", "25% 1953.000000 2.330000e+02 1.000000 1.000000 \n", "50% 1974.000000 1.600000e+03 1.000000 1.000000 \n", "75% 1991.000000 6.426500e+03 2.000000 1.000000 \n", "max 2019.000000 1.200000e+06 31.000000 30.000000 \n", "\n", " Floors Below Grade \n", "count 8862.000000 \n", "mean 0.161589 \n", "std 0.392717 \n", "min 0.000000 \n", "25% 0.000000 \n", "50% 0.000000 \n", "75% 0.000000 \n", "max 4.000000 " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.describe()" ] }, { "cell_type": "code", "execution_count": 10, "id": "194a6ac2-65f8-45c5-ad65-280d04d58dde", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 False\n", "1 False\n", "2 False\n", "3 False\n", "4 False\n", " ... \n", "8857 False\n", "8858 False\n", "8859 False\n", "8860 False\n", "8861 False\n", "Name: Square Footage, Length: 8862, dtype: bool" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Square Footage'] == 0" ] }, { "cell_type": "code", "execution_count": 11, "id": "de3cfa64-d575-4f91-bf21-05275b0d067e", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
74Department of Natural ResourcesRock Island Trail State Park - Stark CountyRr #1, Box 64Wyoming61491Stark18Darin M. LaHood73Spain Ryan...In Use198819880110AssemblyAssemblyNot provided
76Department of Natural ResourcesRock Island Trail State Park - Stark CountyRr #1, Box 64Wyoming61491Stark18Darin M. LaHood73Spain Ryan...In Use198819880110BusinessBusinessNot provided
181Department of CorrectionsVandalia Correctional Center - Fayette CountyP.o. Box 500, Rte. 51 N.Vandalia62471Fayette15John Shimkus107Cavaletto John...In Use200120010110IndustrialIndustrialNot provided
333Department of TransportationGurnee - Lake County3516 West Washington StreetGurnee60031Lake18Darin M. LaHood99Wojcicki Jimene Sara...In Use200120010110StorageStorageNot provided
421Northern Illinois UniversityNorthern Illinois University - DeKalbNorthern Illinois UniversityDekalb60115DeKalb16Adam Kinzinger70Pritchard Robert W....In Use199919990211EducationEducationNot provided
422Northern Illinois UniversityNorthern Illinois University - DeKalb1805 West Lincoln HwyDekalb60115DeKalb16Adam Kinzinger70Pritchard Robert W....In Use199719200431StorageStorageNot provided
507Department of Natural ResourcesChain O'Lakes CA and SP - McHenry County39947 North State Park RoadSpring Grove60081McHenry14Randy Hultgren64Wheeler Barbara...In Use200120010110ResidentialResidentialNot provided
540Department of AgricultureDuQuoin State Fairgrounds - Perry CountyRoute #2, Box 306Duquoin62832Perry12Mike Bost115Bryant Terri...In Use198819880110StorageStorageNot provided
551Department of Natural ResourcesNauvoo State Park - Hancock CountySo SidneyNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Use000110StorageStorageNot provided
552Department of Natural ResourcesNauvoo State Park - Hancock CountyKimball StreetNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Use000110ResidentialResidentialNot provided
805Department of Natural ResourcesRice Lake Conservation Area - Fulton CountyR. R. #3Canton61520Fulton17Cheri Bustos91Unes Michael D....In Use000110IndustrialStorageNot provided
1064Department of TransportationDixon Springs Maintenance Storage Facility - P...Rt. 145 1 Mi. S Of Rt. 146Dixon Springs62943Pope15John Shimkus118Phelps Brandon W....In Use000110StorageStorageNot provided
1148Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use196319630110StorageStorageNot provided
1149Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use196819680110StorageStorageNot provided
1151Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use198519850110AssemblyAssemblyNot provided
1163Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use196019600110UnusualUnusualNot provided
1473Department of Natural ResourcesGolconda MarinaOhio River Rec AreaGolconda62938Pope15John Shimkus118Phelps Brandon W....In Use199019900110UnusualUnusualNot provided
1827Department of Natural ResourcesSiloam Springs State Park - Adams CountyRr #1, Box 204Clayton62324Adams18Darin M. LaHood94Frese Randy E....In Use000110IndustrialIndustrialNot provided
2289Department of Human ServicesTinley Park Mental Health Center - Cook County7400 West 183rd StreetTinley Park60477Cook1Bobby L. Rush38Riley Al...In Use000110IndustrialIndustrialNot provided
2290Department of Human ServicesTinley Park Mental Health Center - Cook County7400 West 183rd StreetTinley Park60477Cook1Bobby L. Rush38Riley Al...In Use000110IndustrialIndustrialNot provided
2291Department of Human ServicesTinley Park Mental Health Center - Cook County7400 West 183rd StreetTinley Park60477Cook1Bobby L. Rush38Riley Al...In Use000110IndustrialIndustrialNot provided
2384Department of Natural ResourcesGiant City State Park & Lodge - Jackson CountyP.o. Box 70Makanda62958Jackson12Mike Bost118Phelps Brandon W....Abandon000110ResidentialResidentialNot provided
2385Department of Natural ResourcesGiant City State Park & Lodge - Jackson CountyP.o. Box 70Makanda62958Jackson12Mike Bost118Phelps Brandon W....Abandon000110StorageStorageNot provided
2391Historic Preservation AgencyShawneetown Bank Historic Site - Gallatin CountyRr #1Old Shawneetown62984Gallatin15John Shimkus118Phelps Brandon W....Abandon000110StorageStorageNot provided
2392Department of Natural ResourcesStarved Rock State Park & Lodge - LaSalle CountyStarved Rock SpUtica61373LaSalle16Adam Kinzinger76Long Jerry Lee...Abandon000110IndustrialIndustrialNot provided
2402Department of Natural ResourcesPere Marquette State Park - Jersey CountyP.o. Box 158Grafton62037Jersey13Rodney L. Davis100Davidsmeyer C. D....Abandon000110UnusualUnusualNot provided
2407Department of Veterans' AffairsIllinois Veterans' Home at MantenoOne Veterans DriveManteno60950Kankakee2Robin Kelly34Sims, Jr. Elgie R....Abandon000110IndustrialIndustrialNot provided
2408Department of Veterans' AffairsIllinois Veterans' Home at MantenoOne Veterans DriveManteno60950Kankakee2Robin Kelly34Sims, Jr. Elgie R....Abandon000110Health CareHealth CareNot provided
2410Department of Veterans' AffairsIllinois Veterans' Home at MantenoOne Veterans DriveManteno60950Kankakee2Robin Kelly34Sims, Jr. Elgie R....Abandon000110IndustrialIndustrialNot provided
2413Department of Human ServicesAlton Mental Health Center - Madison County4500 College AveAlton62202Madison12Mike Bost111Beiser Daniel V....In Use000110IndustrialIndustrialNot provided
2414Department of Human ServicesLincoln Developmental Center - Logan County861 South State StreetLincoln62656Logan18Darin M. LaHood87Butler Tim...Abandon195119510110IndustrialIndustrialEducation
2422Department of CorrectionsStateville Correctional Center - JolietRt 53 & Division StJoliet60434Will11Bill Foster86Walsh, Jr. Lawrence M....Abandon000110Detention & CorrecDetention & CorrecNot provided
2426Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2427Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2430Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2431Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2432Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2442Southern Illinois UniversitySouthern Illinois University - CarbondaleCabondale CampusCarbondale62901Jackson12Mike Bost115Bryant Terri...Abandon000110Not providedNot providedNot provided
2443Southern Illinois UniversitySouthern Illinois University - CarbondaleCarbondale CampusCarbondale62901Jackson12Mike Bost115Bryant Terri...Abandon000110Not providedNot providedNot provided
2457Department of Natural ResourcesFranklin Creek Natural Area - Lee County1872 Twist RoadFranklin Grove61031Lee16Adam Kinzinger90Demmer Tom...In Use199019900110UnusualUnusualNot provided
2943Department of Natural ResourcesIllini State Park - LaSalle CountyRural Route 1Marseilles61341LaSalle16Adam Kinzinger76Long Jerry Lee...In Use199019900110StorageStorageNot provided
3525Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199719970110StorageStorageNot provided
3530Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199119910110UnusualUnusualNot provided
3533Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199419940110UnusualUnusualNot provided
3534Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199419940110BusinessBusinessNot provided
3535Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199619960110MercantileMercantileNot provided
5679Department of CorrectionsRobinson Correctional Center - Crawford County13423 East 1150th AvenueRobinson62454Crawford15John Shimkus110Phillips Reginald...In Use199019900110IndustrialIndustrialNot provided
5706Department of CorrectionsBig Muddy Correctional Center - Jefferson CountyRt. 37, P. O. Box 1000Ina62846Jefferson12Mike Bost115Bryant Terri...In Use199219920110IndustrialIndustrialNot provided
5750Department of CorrectionsPinckneyville Correctional Center - Perry CountyRoute #154 EastPinckneyville62274Perry12Mike Bost116Costello, II Jerry...In Use199719970110Detention & CorrecBusinessNot provided
8662Department of Natural ResourcesHorseshoe Lake State Park - Madison County3321 State Route 111Granite City62040Madison12Mike Bost112Stuart Katie...In Use000000UnusualNot providedNot provided
8676Department of Natural ResourcesKankakee River Conservation Area and State ParkKankakee River Conservation Area and State ParkBourbonnais60914Kankakee2Robin Kelly79Parkhurst Lindsay...In Use020150100Utiility & MiscellanNot providedNot provided
8677Department of Natural ResourcesKankakee River Conservation Area and State ParkKankakee River Conservation Area and State ParkKankakee60914Kankakee2Robin Kelly79Parkhurst Lindsay...Abandon000100Utiility & MiscellanNot providedNot provided
8686Department of TransportationMissouri Avenue Pump Station200 Missouri AvenueEast St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In Use000100UnusualUnusualNot provided
8687Department of Transportation42nd Street Pump Station4301 St. Clair AvenueEast St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In Use000100UnusualUnusualNot provided
8688Department of TransportationMcCambridge Pump Station300 IL Route 203Madison62060Madison12Mike Bost113Hoffman Jay...In Use000100UnusualUnusualNot provided
8790Department of TransportationFrankfortUSE THIS NUMBER FOR THE NEXT NEW BUILDING # AT...SPRINGFIELD62703Will1Bobby L. Rush80DeLuca Anthony...In Progress000000Not providedNaNNaN
8802Department of Military AffairsSparta Armory - Randolph County1803 North Hill Crest DrSparta62286Randolph12Mike Bost116Costello, II Jerry...In Progress000100Utiility & MiscellanNaNNaN
\n", "

57 rows × 22 columns

\n", "
" ], "text/plain": [ " Agency Name \\\n", "74 Department of Natural Resources \n", "76 Department of Natural Resources \n", "181 Department of Corrections \n", "333 Department of Transportation \n", "421 Northern Illinois University \n", "422 Northern Illinois University \n", "507 Department of Natural Resources \n", "540 Department of Agriculture \n", "551 Department of Natural Resources \n", "552 Department of Natural Resources \n", "805 Department of Natural Resources \n", "1064 Department of Transportation \n", "1148 Department of Natural Resources \n", "1149 Department of Natural Resources \n", "1151 Department of Natural Resources \n", "1163 Department of Natural Resources \n", "1473 Department of Natural Resources \n", "1827 Department of Natural Resources \n", "2289 Department of Human Services \n", "2290 Department of Human Services \n", "2291 Department of Human Services \n", "2384 Department of Natural Resources \n", "2385 Department of Natural Resources \n", "2391 Historic Preservation Agency \n", "2392 Department of Natural Resources \n", "2402 Department of Natural Resources \n", "2407 Department of Veterans' Affairs \n", "2408 Department of Veterans' Affairs \n", "2410 Department of Veterans' Affairs \n", "2413 Department of Human Services \n", "2414 Department of Human Services \n", "2422 Department of Corrections \n", "2426 Department of Corrections \n", "2427 Department of Corrections \n", "2430 Department of Corrections \n", "2431 Department of Corrections \n", "2432 Department of Corrections \n", "2442 Southern Illinois University \n", "2443 Southern Illinois University \n", "2457 Department of Natural Resources \n", "2943 Department of Natural Resources \n", "3525 Department of Natural Resources \n", "3530 Department of Natural Resources \n", "3533 Department of Natural Resources \n", "3534 Department of Natural Resources \n", "3535 Department of Natural Resources \n", "5679 Department of Corrections \n", "5706 Department of Corrections \n", "5750 Department of Corrections \n", "8662 Department of Natural Resources \n", "8676 Department of Natural Resources \n", "8677 Department of Natural Resources \n", "8686 Department of Transportation \n", "8687 Department of Transportation \n", "8688 Department of Transportation \n", "8790 Department of Transportation \n", "8802 Department of Military Affairs \n", "\n", " Location Name \\\n", "74 Rock Island Trail State Park - Stark County \n", "76 Rock Island Trail State Park - Stark County \n", "181 Vandalia Correctional Center - Fayette County \n", "333 Gurnee - Lake County \n", "421 Northern Illinois University - DeKalb \n", "422 Northern Illinois University - DeKalb \n", "507 Chain O'Lakes CA and SP - McHenry County \n", "540 DuQuoin State Fairgrounds - Perry County \n", "551 Nauvoo State Park - Hancock County \n", "552 Nauvoo State Park - Hancock County \n", "805 Rice Lake Conservation Area - Fulton County \n", "1064 Dixon Springs Maintenance Storage Facility - P... \n", "1148 Saline County Conservation Area - Saline County \n", "1149 Saline County Conservation Area - Saline County \n", "1151 Saline County Conservation Area - Saline County \n", "1163 Saline County Conservation Area - Saline County \n", "1473 Golconda Marina \n", "1827 Siloam Springs State Park - Adams County \n", "2289 Tinley Park Mental Health Center - Cook County \n", "2290 Tinley Park Mental Health Center - Cook County \n", "2291 Tinley Park Mental Health Center - Cook County \n", "2384 Giant City State Park & Lodge - Jackson County \n", "2385 Giant City State Park & Lodge - Jackson County \n", "2391 Shawneetown Bank Historic Site - Gallatin County \n", "2392 Starved Rock State Park & Lodge - LaSalle County \n", "2402 Pere Marquette State Park - Jersey County \n", "2407 Illinois Veterans' Home at Manteno \n", "2408 Illinois Veterans' Home at Manteno \n", "2410 Illinois Veterans' Home at Manteno \n", "2413 Alton Mental Health Center - Madison County \n", "2414 Lincoln Developmental Center - Logan County \n", "2422 Stateville Correctional Center - Joliet \n", "2426 East Moline Correctional Center - Rock Island ... \n", "2427 East Moline Correctional Center - Rock Island ... \n", "2430 East Moline Correctional Center - Rock Island ... \n", "2431 East Moline Correctional Center - Rock Island ... \n", "2432 East Moline Correctional Center - Rock Island ... \n", "2442 Southern Illinois University - Carbondale \n", "2443 Southern Illinois University - Carbondale \n", "2457 Franklin Creek Natural Area - Lee County \n", "2943 Illini State Park - LaSalle County \n", "3525 Moraine View State Park - McLean County \n", "3530 Moraine View State Park - McLean County \n", "3533 Moraine View State Park - McLean County \n", "3534 Moraine View State Park - McLean County \n", "3535 Moraine View State Park - McLean County \n", "5679 Robinson Correctional Center - Crawford County \n", "5706 Big Muddy Correctional Center - Jefferson County \n", "5750 Pinckneyville Correctional Center - Perry County \n", "8662 Horseshoe Lake State Park - Madison County \n", "8676 Kankakee River Conservation Area and State Park \n", "8677 Kankakee River Conservation Area and State Park \n", "8686 Missouri Avenue Pump Station \n", "8687 42nd Street Pump Station \n", "8688 McCambridge Pump Station \n", "8790 Frankfort \n", "8802 Sparta Armory - Randolph County \n", "\n", " Address City \\\n", "74 Rr #1, Box 64 Wyoming \n", "76 Rr #1, Box 64 Wyoming \n", "181 P.o. Box 500, Rte. 51 N. Vandalia \n", "333 3516 West Washington Street Gurnee \n", "421 Northern Illinois University Dekalb \n", "422 1805 West Lincoln Hwy Dekalb \n", "507 39947 North State Park Road Spring Grove \n", "540 Route #2, Box 306 Duquoin \n", "551 So Sidney Nauvoo \n", "552 Kimball Street Nauvoo \n", "805 R. R. #3 Canton \n", "1064 Rt. 145 1 Mi. S Of Rt. 146 Dixon Springs \n", "1148 R.r. #1 Box 30 Equality \n", "1149 R.r. #1 Box 30 Equality \n", "1151 R.r. #1 Box 30 Equality \n", "1163 R.r. #1 Box 30 Equality \n", "1473 Ohio River Rec Area Golconda \n", "1827 Rr #1, Box 204 Clayton \n", "2289 7400 West 183rd Street Tinley Park \n", "2290 7400 West 183rd Street Tinley Park \n", "2291 7400 West 183rd Street Tinley Park \n", "2384 P.o. Box 70 Makanda \n", "2385 P.o. Box 70 Makanda \n", "2391 Rr #1 Old Shawneetown \n", "2392 Starved Rock Sp Utica \n", "2402 P.o. Box 158 Grafton \n", "2407 One Veterans Drive Manteno \n", "2408 One Veterans Drive Manteno \n", "2410 One Veterans Drive Manteno \n", "2413 4500 College Ave Alton \n", "2414 861 South State Street Lincoln \n", "2422 Rt 53 & Division St Joliet \n", "2426 100 Hillcrest Road East Moline \n", "2427 100 Hillcrest Road East Moline \n", "2430 100 Hillcrest Road East Moline \n", "2431 100 Hillcrest Road East Moline \n", "2432 100 Hillcrest Road East Moline \n", "2442 Cabondale Campus Carbondale \n", "2443 Carbondale Campus Carbondale \n", "2457 1872 Twist Road Franklin Grove \n", "2943 Rural Route 1 Marseilles \n", "3525 R.r. #2, Box 110 Leroy \n", "3530 R.r. #2, Box 110 Leroy \n", "3533 R.r. #2, Box 110 Leroy \n", "3534 R.r. #2, Box 110 Leroy \n", "3535 R.r. #2, Box 110 Leroy \n", "5679 13423 East 1150th Avenue Robinson \n", "5706 Rt. 37, P. O. Box 1000 Ina \n", "5750 Route #154 East Pinckneyville \n", "8662 3321 State Route 111 Granite City \n", "8676 Kankakee River Conservation Area and State Park Bourbonnais \n", "8677 Kankakee River Conservation Area and State Park Kankakee \n", "8686 200 Missouri Avenue East St. Louis \n", "8687 4301 St. Clair Avenue East St. Louis \n", "8688 300 IL Route 203 Madison \n", "8790 USE THIS NUMBER FOR THE NEXT NEW BUILDING # AT... SPRINGFIELD \n", "8802 1803 North Hill Crest Dr Sparta \n", "\n", " Zip code County Congress Dist Congressional Full Name Rep Dist \\\n", "74 61491 Stark 18 Darin M. LaHood 73 \n", "76 61491 Stark 18 Darin M. LaHood 73 \n", "181 62471 Fayette 15 John Shimkus 107 \n", "333 60031 Lake 18 Darin M. LaHood 99 \n", "421 60115 DeKalb 16 Adam Kinzinger 70 \n", "422 60115 DeKalb 16 Adam Kinzinger 70 \n", "507 60081 McHenry 14 Randy Hultgren 64 \n", "540 62832 Perry 12 Mike Bost 115 \n", "551 62354 Hancock 18 Darin M. LaHood 94 \n", "552 62354 Hancock 18 Darin M. LaHood 94 \n", "805 61520 Fulton 17 Cheri Bustos 91 \n", "1064 62943 Pope 15 John Shimkus 118 \n", "1148 62934 Saline 15 John Shimkus 118 \n", "1149 62934 Saline 15 John Shimkus 118 \n", "1151 62934 Saline 15 John Shimkus 118 \n", "1163 62934 Saline 15 John Shimkus 118 \n", "1473 62938 Pope 15 John Shimkus 118 \n", "1827 62324 Adams 18 Darin M. LaHood 94 \n", "2289 60477 Cook 1 Bobby L. Rush 38 \n", "2290 60477 Cook 1 Bobby L. Rush 38 \n", "2291 60477 Cook 1 Bobby L. Rush 38 \n", "2384 62958 Jackson 12 Mike Bost 118 \n", "2385 62958 Jackson 12 Mike Bost 118 \n", "2391 62984 Gallatin 15 John Shimkus 118 \n", "2392 61373 LaSalle 16 Adam Kinzinger 76 \n", "2402 62037 Jersey 13 Rodney L. Davis 100 \n", "2407 60950 Kankakee 2 Robin Kelly 34 \n", "2408 60950 Kankakee 2 Robin Kelly 34 \n", "2410 60950 Kankakee 2 Robin Kelly 34 \n", "2413 62202 Madison 12 Mike Bost 111 \n", "2414 62656 Logan 18 Darin M. LaHood 87 \n", "2422 60434 Will 11 Bill Foster 86 \n", "2426 61244 Rock Island 17 Cheri Bustos 72 \n", "2427 61244 Rock Island 17 Cheri Bustos 72 \n", "2430 61244 Rock Island 17 Cheri Bustos 72 \n", "2431 61244 Rock Island 17 Cheri Bustos 72 \n", "2432 61244 Rock Island 17 Cheri Bustos 72 \n", "2442 62901 Jackson 12 Mike Bost 115 \n", "2443 62901 Jackson 12 Mike Bost 115 \n", "2457 61031 Lee 16 Adam Kinzinger 90 \n", "2943 61341 LaSalle 16 Adam Kinzinger 76 \n", "3525 61752 McLean 18 Darin M. LaHood 101 \n", "3530 61752 McLean 18 Darin M. LaHood 101 \n", "3533 61752 McLean 18 Darin M. LaHood 101 \n", "3534 61752 McLean 18 Darin M. LaHood 101 \n", "3535 61752 McLean 18 Darin M. LaHood 101 \n", "5679 62454 Crawford 15 John Shimkus 110 \n", "5706 62846 Jefferson 12 Mike Bost 115 \n", "5750 62274 Perry 12 Mike Bost 116 \n", "8662 62040 Madison 12 Mike Bost 112 \n", "8676 60914 Kankakee 2 Robin Kelly 79 \n", "8677 60914 Kankakee 2 Robin Kelly 79 \n", "8686 62201 St. Clair 12 Mike Bost 114 \n", "8687 62201 St. Clair 12 Mike Bost 114 \n", "8688 62060 Madison 12 Mike Bost 113 \n", "8790 62703 Will 1 Bobby L. Rush 80 \n", "8802 62286 Randolph 12 Mike Bost 116 \n", "\n", " Rep Full Name ... Bldg Status Year Acquired Year Constructed \\\n", "74 Spain Ryan ... In Use 1988 1988 \n", "76 Spain Ryan ... In Use 1988 1988 \n", "181 Cavaletto John ... In Use 2001 2001 \n", "333 Wojcicki Jimene Sara ... In Use 2001 2001 \n", "421 Pritchard Robert W. ... In Use 1999 1999 \n", "422 Pritchard Robert W. ... In Use 1997 1920 \n", "507 Wheeler Barbara ... In Use 2001 2001 \n", "540 Bryant Terri ... In Use 1988 1988 \n", "551 Frese Randy E. ... In Use 0 0 \n", "552 Frese Randy E. ... In Use 0 0 \n", "805 Unes Michael D. ... In Use 0 0 \n", "1064 Phelps Brandon W. ... In Use 0 0 \n", "1148 Phelps Brandon W. ... In Use 1963 1963 \n", "1149 Phelps Brandon W. ... In Use 1968 1968 \n", "1151 Phelps Brandon W. ... In Use 1985 1985 \n", "1163 Phelps Brandon W. ... In Use 1960 1960 \n", "1473 Phelps Brandon W. ... In Use 1990 1990 \n", "1827 Frese Randy E. ... In Use 0 0 \n", "2289 Riley Al ... In Use 0 0 \n", "2290 Riley Al ... In Use 0 0 \n", "2291 Riley Al ... In Use 0 0 \n", "2384 Phelps Brandon W. ... Abandon 0 0 \n", "2385 Phelps Brandon W. ... Abandon 0 0 \n", "2391 Phelps Brandon W. ... Abandon 0 0 \n", "2392 Long Jerry Lee ... Abandon 0 0 \n", "2402 Davidsmeyer C. D. ... Abandon 0 0 \n", "2407 Sims, Jr. Elgie R. ... Abandon 0 0 \n", "2408 Sims, Jr. Elgie R. ... Abandon 0 0 \n", "2410 Sims, Jr. Elgie R. ... Abandon 0 0 \n", "2413 Beiser Daniel V. ... In Use 0 0 \n", "2414 Butler Tim ... Abandon 1951 1951 \n", "2422 Walsh, Jr. Lawrence M. ... Abandon 0 0 \n", "2426 Halpin Michael ... In Use 0 0 \n", "2427 Halpin Michael ... In Use 0 0 \n", "2430 Halpin Michael ... In Use 0 0 \n", "2431 Halpin Michael ... In Use 0 0 \n", "2432 Halpin Michael ... In Use 0 0 \n", "2442 Bryant Terri ... Abandon 0 0 \n", "2443 Bryant Terri ... Abandon 0 0 \n", "2457 Demmer Tom ... In Use 1990 1990 \n", "2943 Long Jerry Lee ... In Use 1990 1990 \n", "3525 Mitchell Bill ... In Use 1997 1997 \n", "3530 Mitchell Bill ... In Use 1991 1991 \n", "3533 Mitchell Bill ... In Use 1994 1994 \n", "3534 Mitchell Bill ... In Use 1994 1994 \n", "3535 Mitchell Bill ... In Use 1996 1996 \n", "5679 Phillips Reginald ... In Use 1990 1990 \n", "5706 Bryant Terri ... In Use 1992 1992 \n", "5750 Costello, II Jerry ... In Use 1997 1997 \n", "8662 Stuart Katie ... In Use 0 0 \n", "8676 Parkhurst Lindsay ... In Use 0 2015 \n", "8677 Parkhurst Lindsay ... Abandon 0 0 \n", "8686 Greenwood LaToya ... In Use 0 0 \n", "8687 Greenwood LaToya ... In Use 0 0 \n", "8688 Hoffman Jay ... In Use 0 0 \n", "8790 DeLuca Anthony ... In Progress 0 0 \n", "8802 Costello, II Jerry ... In Progress 0 0 \n", "\n", " Square Footage Total Floors Floors Above Grade Floors Below Grade \\\n", "74 0 1 1 0 \n", "76 0 1 1 0 \n", "181 0 1 1 0 \n", "333 0 1 1 0 \n", "421 0 2 1 1 \n", "422 0 4 3 1 \n", "507 0 1 1 0 \n", "540 0 1 1 0 \n", "551 0 1 1 0 \n", "552 0 1 1 0 \n", "805 0 1 1 0 \n", "1064 0 1 1 0 \n", "1148 0 1 1 0 \n", "1149 0 1 1 0 \n", "1151 0 1 1 0 \n", "1163 0 1 1 0 \n", "1473 0 1 1 0 \n", "1827 0 1 1 0 \n", "2289 0 1 1 0 \n", "2290 0 1 1 0 \n", "2291 0 1 1 0 \n", "2384 0 1 1 0 \n", "2385 0 1 1 0 \n", "2391 0 1 1 0 \n", "2392 0 1 1 0 \n", "2402 0 1 1 0 \n", "2407 0 1 1 0 \n", "2408 0 1 1 0 \n", "2410 0 1 1 0 \n", "2413 0 1 1 0 \n", "2414 0 1 1 0 \n", "2422 0 1 1 0 \n", "2426 0 1 1 0 \n", "2427 0 1 1 0 \n", "2430 0 1 1 0 \n", "2431 0 1 1 0 \n", "2432 0 1 1 0 \n", "2442 0 1 1 0 \n", "2443 0 1 1 0 \n", "2457 0 1 1 0 \n", "2943 0 1 1 0 \n", "3525 0 1 1 0 \n", "3530 0 1 1 0 \n", "3533 0 1 1 0 \n", "3534 0 1 1 0 \n", "3535 0 1 1 0 \n", "5679 0 1 1 0 \n", "5706 0 1 1 0 \n", "5750 0 1 1 0 \n", "8662 0 0 0 0 \n", "8676 0 1 0 0 \n", "8677 0 1 0 0 \n", "8686 0 1 0 0 \n", "8687 0 1 0 0 \n", "8688 0 1 0 0 \n", "8790 0 0 0 0 \n", "8802 0 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "74 Assembly Assembly Not provided \n", "76 Business Business Not provided \n", "181 Industrial Industrial Not provided \n", "333 Storage Storage Not provided \n", "421 Education Education Not provided \n", "422 Storage Storage Not provided \n", "507 Residential Residential Not provided \n", "540 Storage Storage Not provided \n", "551 Storage Storage Not provided \n", "552 Residential Residential Not provided \n", "805 Industrial Storage Not provided \n", "1064 Storage Storage Not provided \n", "1148 Storage Storage Not provided \n", "1149 Storage Storage Not provided \n", "1151 Assembly Assembly Not provided \n", "1163 Unusual Unusual Not provided \n", "1473 Unusual Unusual Not provided \n", "1827 Industrial Industrial Not provided \n", "2289 Industrial Industrial Not provided \n", "2290 Industrial Industrial Not provided \n", "2291 Industrial Industrial Not provided \n", "2384 Residential Residential Not provided \n", "2385 Storage Storage Not provided \n", "2391 Storage Storage Not provided \n", "2392 Industrial Industrial Not provided \n", "2402 Unusual Unusual Not provided \n", "2407 Industrial Industrial Not provided \n", "2408 Health Care Health Care Not provided \n", "2410 Industrial Industrial Not provided \n", "2413 Industrial Industrial Not provided \n", "2414 Industrial Industrial Education \n", "2422 Detention & Correc Detention & Correc Not provided \n", "2426 Industrial Industrial Not provided \n", "2427 Industrial Industrial Not provided \n", "2430 Industrial Industrial Not provided \n", "2431 Industrial Industrial Not provided \n", "2432 Industrial Industrial Not provided \n", "2442 Not provided Not provided Not provided \n", "2443 Not provided Not provided Not provided \n", "2457 Unusual Unusual Not provided \n", "2943 Storage Storage Not provided \n", "3525 Storage Storage Not provided \n", "3530 Unusual Unusual Not provided \n", "3533 Unusual Unusual Not provided \n", "3534 Business Business Not provided \n", "3535 Mercantile Mercantile Not provided \n", "5679 Industrial Industrial Not provided \n", "5706 Industrial Industrial Not provided \n", "5750 Detention & Correc Business Not provided \n", "8662 Unusual Not provided Not provided \n", "8676 Utiility & Miscellan Not provided Not provided \n", "8677 Utiility & Miscellan Not provided Not provided \n", "8686 Unusual Unusual Not provided \n", "8687 Unusual Unusual Not provided \n", "8688 Unusual Unusual Not provided \n", "8790 Not provided NaN NaN \n", "8802 Utiility & Miscellan NaN NaN \n", "\n", "[57 rows x 22 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.loc[buildings['Square Footage'] == 0]" ] }, { "cell_type": "code", "execution_count": 12, "id": "fafe3088-39d2-4918-931a-f2f0222134c0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
74Department of Natural ResourcesRock Island Trail State Park - Stark CountyRr #1, Box 64Wyoming61491Stark18Darin M. LaHood73Spain Ryan...In Use198819880110AssemblyAssemblyNot provided
76Department of Natural ResourcesRock Island Trail State Park - Stark CountyRr #1, Box 64Wyoming61491Stark18Darin M. LaHood73Spain Ryan...In Use198819880110BusinessBusinessNot provided
181Department of CorrectionsVandalia Correctional Center - Fayette CountyP.o. Box 500, Rte. 51 N.Vandalia62471Fayette15John Shimkus107Cavaletto John...In Use200120010110IndustrialIndustrialNot provided
333Department of TransportationGurnee - Lake County3516 West Washington StreetGurnee60031Lake18Darin M. LaHood99Wojcicki Jimene Sara...In Use200120010110StorageStorageNot provided
421Northern Illinois UniversityNorthern Illinois University - DeKalbNorthern Illinois UniversityDekalb60115DeKalb16Adam Kinzinger70Pritchard Robert W....In Use199919990211EducationEducationNot provided
422Northern Illinois UniversityNorthern Illinois University - DeKalb1805 West Lincoln HwyDekalb60115DeKalb16Adam Kinzinger70Pritchard Robert W....In Use199719200431StorageStorageNot provided
507Department of Natural ResourcesChain O'Lakes CA and SP - McHenry County39947 North State Park RoadSpring Grove60081McHenry14Randy Hultgren64Wheeler Barbara...In Use200120010110ResidentialResidentialNot provided
540Department of AgricultureDuQuoin State Fairgrounds - Perry CountyRoute #2, Box 306Duquoin62832Perry12Mike Bost115Bryant Terri...In Use198819880110StorageStorageNot provided
551Department of Natural ResourcesNauvoo State Park - Hancock CountySo SidneyNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Use000110StorageStorageNot provided
552Department of Natural ResourcesNauvoo State Park - Hancock CountyKimball StreetNauvoo62354Hancock18Darin M. LaHood94Frese Randy E....In Use000110ResidentialResidentialNot provided
805Department of Natural ResourcesRice Lake Conservation Area - Fulton CountyR. R. #3Canton61520Fulton17Cheri Bustos91Unes Michael D....In Use000110IndustrialStorageNot provided
1064Department of TransportationDixon Springs Maintenance Storage Facility - P...Rt. 145 1 Mi. S Of Rt. 146Dixon Springs62943Pope15John Shimkus118Phelps Brandon W....In Use000110StorageStorageNot provided
1148Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use196319630110StorageStorageNot provided
1149Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use196819680110StorageStorageNot provided
1151Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use198519850110AssemblyAssemblyNot provided
1163Department of Natural ResourcesSaline County Conservation Area - Saline CountyR.r. #1 Box 30Equality62934Saline15John Shimkus118Phelps Brandon W....In Use196019600110UnusualUnusualNot provided
1473Department of Natural ResourcesGolconda MarinaOhio River Rec AreaGolconda62938Pope15John Shimkus118Phelps Brandon W....In Use199019900110UnusualUnusualNot provided
1827Department of Natural ResourcesSiloam Springs State Park - Adams CountyRr #1, Box 204Clayton62324Adams18Darin M. LaHood94Frese Randy E....In Use000110IndustrialIndustrialNot provided
2289Department of Human ServicesTinley Park Mental Health Center - Cook County7400 West 183rd StreetTinley Park60477Cook1Bobby L. Rush38Riley Al...In Use000110IndustrialIndustrialNot provided
2290Department of Human ServicesTinley Park Mental Health Center - Cook County7400 West 183rd StreetTinley Park60477Cook1Bobby L. Rush38Riley Al...In Use000110IndustrialIndustrialNot provided
2291Department of Human ServicesTinley Park Mental Health Center - Cook County7400 West 183rd StreetTinley Park60477Cook1Bobby L. Rush38Riley Al...In Use000110IndustrialIndustrialNot provided
2384Department of Natural ResourcesGiant City State Park & Lodge - Jackson CountyP.o. Box 70Makanda62958Jackson12Mike Bost118Phelps Brandon W....Abandon000110ResidentialResidentialNot provided
2385Department of Natural ResourcesGiant City State Park & Lodge - Jackson CountyP.o. Box 70Makanda62958Jackson12Mike Bost118Phelps Brandon W....Abandon000110StorageStorageNot provided
2391Historic Preservation AgencyShawneetown Bank Historic Site - Gallatin CountyRr #1Old Shawneetown62984Gallatin15John Shimkus118Phelps Brandon W....Abandon000110StorageStorageNot provided
2392Department of Natural ResourcesStarved Rock State Park & Lodge - LaSalle CountyStarved Rock SpUtica61373LaSalle16Adam Kinzinger76Long Jerry Lee...Abandon000110IndustrialIndustrialNot provided
2402Department of Natural ResourcesPere Marquette State Park - Jersey CountyP.o. Box 158Grafton62037Jersey13Rodney L. Davis100Davidsmeyer C. D....Abandon000110UnusualUnusualNot provided
2407Department of Veterans' AffairsIllinois Veterans' Home at MantenoOne Veterans DriveManteno60950Kankakee2Robin Kelly34Sims, Jr. Elgie R....Abandon000110IndustrialIndustrialNot provided
2408Department of Veterans' AffairsIllinois Veterans' Home at MantenoOne Veterans DriveManteno60950Kankakee2Robin Kelly34Sims, Jr. Elgie R....Abandon000110Health CareHealth CareNot provided
2410Department of Veterans' AffairsIllinois Veterans' Home at MantenoOne Veterans DriveManteno60950Kankakee2Robin Kelly34Sims, Jr. Elgie R....Abandon000110IndustrialIndustrialNot provided
2413Department of Human ServicesAlton Mental Health Center - Madison County4500 College AveAlton62202Madison12Mike Bost111Beiser Daniel V....In Use000110IndustrialIndustrialNot provided
2414Department of Human ServicesLincoln Developmental Center - Logan County861 South State StreetLincoln62656Logan18Darin M. LaHood87Butler Tim...Abandon195119510110IndustrialIndustrialEducation
2422Department of CorrectionsStateville Correctional Center - JolietRt 53 & Division StJoliet60434Will11Bill Foster86Walsh, Jr. Lawrence M....Abandon000110Detention & CorrecDetention & CorrecNot provided
2426Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2427Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2430Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2431Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2432Department of CorrectionsEast Moline Correctional Center - Rock Island ...100 Hillcrest RoadEast Moline61244Rock Island17Cheri Bustos72Halpin Michael...In Use000110IndustrialIndustrialNot provided
2442Southern Illinois UniversitySouthern Illinois University - CarbondaleCabondale CampusCarbondale62901Jackson12Mike Bost115Bryant Terri...Abandon000110Not providedNot providedNot provided
2443Southern Illinois UniversitySouthern Illinois University - CarbondaleCarbondale CampusCarbondale62901Jackson12Mike Bost115Bryant Terri...Abandon000110Not providedNot providedNot provided
2457Department of Natural ResourcesFranklin Creek Natural Area - Lee County1872 Twist RoadFranklin Grove61031Lee16Adam Kinzinger90Demmer Tom...In Use199019900110UnusualUnusualNot provided
2943Department of Natural ResourcesIllini State Park - LaSalle CountyRural Route 1Marseilles61341LaSalle16Adam Kinzinger76Long Jerry Lee...In Use199019900110StorageStorageNot provided
3525Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199719970110StorageStorageNot provided
3530Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199119910110UnusualUnusualNot provided
3533Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199419940110UnusualUnusualNot provided
3534Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199419940110BusinessBusinessNot provided
3535Department of Natural ResourcesMoraine View State Park - McLean CountyR.r. #2, Box 110Leroy61752McLean18Darin M. LaHood101Mitchell Bill...In Use199619960110MercantileMercantileNot provided
5679Department of CorrectionsRobinson Correctional Center - Crawford County13423 East 1150th AvenueRobinson62454Crawford15John Shimkus110Phillips Reginald...In Use199019900110IndustrialIndustrialNot provided
5706Department of CorrectionsBig Muddy Correctional Center - Jefferson CountyRt. 37, P. O. Box 1000Ina62846Jefferson12Mike Bost115Bryant Terri...In Use199219920110IndustrialIndustrialNot provided
5750Department of CorrectionsPinckneyville Correctional Center - Perry CountyRoute #154 EastPinckneyville62274Perry12Mike Bost116Costello, II Jerry...In Use199719970110Detention & CorrecBusinessNot provided
8662Department of Natural ResourcesHorseshoe Lake State Park - Madison County3321 State Route 111Granite City62040Madison12Mike Bost112Stuart Katie...In Use000000UnusualNot providedNot provided
8676Department of Natural ResourcesKankakee River Conservation Area and State ParkKankakee River Conservation Area and State ParkBourbonnais60914Kankakee2Robin Kelly79Parkhurst Lindsay...In Use020150100Utiility & MiscellanNot providedNot provided
8677Department of Natural ResourcesKankakee River Conservation Area and State ParkKankakee River Conservation Area and State ParkKankakee60914Kankakee2Robin Kelly79Parkhurst Lindsay...Abandon000100Utiility & MiscellanNot providedNot provided
8686Department of TransportationMissouri Avenue Pump Station200 Missouri AvenueEast St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In Use000100UnusualUnusualNot provided
8687Department of Transportation42nd Street Pump Station4301 St. Clair AvenueEast St. Louis62201St. Clair12Mike Bost114Greenwood LaToya...In Use000100UnusualUnusualNot provided
8688Department of TransportationMcCambridge Pump Station300 IL Route 203Madison62060Madison12Mike Bost113Hoffman Jay...In Use000100UnusualUnusualNot provided
8790Department of TransportationFrankfortUSE THIS NUMBER FOR THE NEXT NEW BUILDING # AT...SPRINGFIELD62703Will1Bobby L. Rush80DeLuca Anthony...In Progress000000Not providedNaNNaN
8802Department of Military AffairsSparta Armory - Randolph County1803 North Hill Crest DrSparta62286Randolph12Mike Bost116Costello, II Jerry...In Progress000100Utiility & MiscellanNaNNaN
\n", "

57 rows × 22 columns

\n", "
" ], "text/plain": [ " Agency Name \\\n", "74 Department of Natural Resources \n", "76 Department of Natural Resources \n", "181 Department of Corrections \n", "333 Department of Transportation \n", "421 Northern Illinois University \n", "422 Northern Illinois University \n", "507 Department of Natural Resources \n", "540 Department of Agriculture \n", "551 Department of Natural Resources \n", "552 Department of Natural Resources \n", "805 Department of Natural Resources \n", "1064 Department of Transportation \n", "1148 Department of Natural Resources \n", "1149 Department of Natural Resources \n", "1151 Department of Natural Resources \n", "1163 Department of Natural Resources \n", "1473 Department of Natural Resources \n", "1827 Department of Natural Resources \n", "2289 Department of Human Services \n", "2290 Department of Human Services \n", "2291 Department of Human Services \n", "2384 Department of Natural Resources \n", "2385 Department of Natural Resources \n", "2391 Historic Preservation Agency \n", "2392 Department of Natural Resources \n", "2402 Department of Natural Resources \n", "2407 Department of Veterans' Affairs \n", "2408 Department of Veterans' Affairs \n", "2410 Department of Veterans' Affairs \n", "2413 Department of Human Services \n", "2414 Department of Human Services \n", "2422 Department of Corrections \n", "2426 Department of Corrections \n", "2427 Department of Corrections \n", "2430 Department of Corrections \n", "2431 Department of Corrections \n", "2432 Department of Corrections \n", "2442 Southern Illinois University \n", "2443 Southern Illinois University \n", "2457 Department of Natural Resources \n", "2943 Department of Natural Resources \n", "3525 Department of Natural Resources \n", "3530 Department of Natural Resources \n", "3533 Department of Natural Resources \n", "3534 Department of Natural Resources \n", "3535 Department of Natural Resources \n", "5679 Department of Corrections \n", "5706 Department of Corrections \n", "5750 Department of Corrections \n", "8662 Department of Natural Resources \n", "8676 Department of Natural Resources \n", "8677 Department of Natural Resources \n", "8686 Department of Transportation \n", "8687 Department of Transportation \n", "8688 Department of Transportation \n", "8790 Department of Transportation \n", "8802 Department of Military Affairs \n", "\n", " Location Name \\\n", "74 Rock Island Trail State Park - Stark County \n", "76 Rock Island Trail State Park - Stark County \n", "181 Vandalia Correctional Center - Fayette County \n", "333 Gurnee - Lake County \n", "421 Northern Illinois University - DeKalb \n", "422 Northern Illinois University - DeKalb \n", "507 Chain O'Lakes CA and SP - McHenry County \n", "540 DuQuoin State Fairgrounds - Perry County \n", "551 Nauvoo State Park - Hancock County \n", "552 Nauvoo State Park - Hancock County \n", "805 Rice Lake Conservation Area - Fulton County \n", "1064 Dixon Springs Maintenance Storage Facility - P... \n", "1148 Saline County Conservation Area - Saline County \n", "1149 Saline County Conservation Area - Saline County \n", "1151 Saline County Conservation Area - Saline County \n", "1163 Saline County Conservation Area - Saline County \n", "1473 Golconda Marina \n", "1827 Siloam Springs State Park - Adams County \n", "2289 Tinley Park Mental Health Center - Cook County \n", "2290 Tinley Park Mental Health Center - Cook County \n", "2291 Tinley Park Mental Health Center - Cook County \n", "2384 Giant City State Park & Lodge - Jackson County \n", "2385 Giant City State Park & Lodge - Jackson County \n", "2391 Shawneetown Bank Historic Site - Gallatin County \n", "2392 Starved Rock State Park & Lodge - LaSalle County \n", "2402 Pere Marquette State Park - Jersey County \n", "2407 Illinois Veterans' Home at Manteno \n", "2408 Illinois Veterans' Home at Manteno \n", "2410 Illinois Veterans' Home at Manteno \n", "2413 Alton Mental Health Center - Madison County \n", "2414 Lincoln Developmental Center - Logan County \n", "2422 Stateville Correctional Center - Joliet \n", "2426 East Moline Correctional Center - Rock Island ... \n", "2427 East Moline Correctional Center - Rock Island ... \n", "2430 East Moline Correctional Center - Rock Island ... \n", "2431 East Moline Correctional Center - Rock Island ... \n", "2432 East Moline Correctional Center - Rock Island ... \n", "2442 Southern Illinois University - Carbondale \n", "2443 Southern Illinois University - Carbondale \n", "2457 Franklin Creek Natural Area - Lee County \n", "2943 Illini State Park - LaSalle County \n", "3525 Moraine View State Park - McLean County \n", "3530 Moraine View State Park - McLean County \n", "3533 Moraine View State Park - McLean County \n", "3534 Moraine View State Park - McLean County \n", "3535 Moraine View State Park - McLean County \n", "5679 Robinson Correctional Center - Crawford County \n", "5706 Big Muddy Correctional Center - Jefferson County \n", "5750 Pinckneyville Correctional Center - Perry County \n", "8662 Horseshoe Lake State Park - Madison County \n", "8676 Kankakee River Conservation Area and State Park \n", "8677 Kankakee River Conservation Area and State Park \n", "8686 Missouri Avenue Pump Station \n", "8687 42nd Street Pump Station \n", "8688 McCambridge Pump Station \n", "8790 Frankfort \n", "8802 Sparta Armory - Randolph County \n", "\n", " Address City \\\n", "74 Rr #1, Box 64 Wyoming \n", "76 Rr #1, Box 64 Wyoming \n", "181 P.o. Box 500, Rte. 51 N. Vandalia \n", "333 3516 West Washington Street Gurnee \n", "421 Northern Illinois University Dekalb \n", "422 1805 West Lincoln Hwy Dekalb \n", "507 39947 North State Park Road Spring Grove \n", "540 Route #2, Box 306 Duquoin \n", "551 So Sidney Nauvoo \n", "552 Kimball Street Nauvoo \n", "805 R. R. #3 Canton \n", "1064 Rt. 145 1 Mi. S Of Rt. 146 Dixon Springs \n", "1148 R.r. #1 Box 30 Equality \n", "1149 R.r. #1 Box 30 Equality \n", "1151 R.r. #1 Box 30 Equality \n", "1163 R.r. #1 Box 30 Equality \n", "1473 Ohio River Rec Area Golconda \n", "1827 Rr #1, Box 204 Clayton \n", "2289 7400 West 183rd Street Tinley Park \n", "2290 7400 West 183rd Street Tinley Park \n", "2291 7400 West 183rd Street Tinley Park \n", "2384 P.o. Box 70 Makanda \n", "2385 P.o. Box 70 Makanda \n", "2391 Rr #1 Old Shawneetown \n", "2392 Starved Rock Sp Utica \n", "2402 P.o. Box 158 Grafton \n", "2407 One Veterans Drive Manteno \n", "2408 One Veterans Drive Manteno \n", "2410 One Veterans Drive Manteno \n", "2413 4500 College Ave Alton \n", "2414 861 South State Street Lincoln \n", "2422 Rt 53 & Division St Joliet \n", "2426 100 Hillcrest Road East Moline \n", "2427 100 Hillcrest Road East Moline \n", "2430 100 Hillcrest Road East Moline \n", "2431 100 Hillcrest Road East Moline \n", "2432 100 Hillcrest Road East Moline \n", "2442 Cabondale Campus Carbondale \n", "2443 Carbondale Campus Carbondale \n", "2457 1872 Twist Road Franklin Grove \n", "2943 Rural Route 1 Marseilles \n", "3525 R.r. #2, Box 110 Leroy \n", "3530 R.r. #2, Box 110 Leroy \n", "3533 R.r. #2, Box 110 Leroy \n", "3534 R.r. #2, Box 110 Leroy \n", "3535 R.r. #2, Box 110 Leroy \n", "5679 13423 East 1150th Avenue Robinson \n", "5706 Rt. 37, P. O. Box 1000 Ina \n", "5750 Route #154 East Pinckneyville \n", "8662 3321 State Route 111 Granite City \n", "8676 Kankakee River Conservation Area and State Park Bourbonnais \n", "8677 Kankakee River Conservation Area and State Park Kankakee \n", "8686 200 Missouri Avenue East St. Louis \n", "8687 4301 St. Clair Avenue East St. Louis \n", "8688 300 IL Route 203 Madison \n", "8790 USE THIS NUMBER FOR THE NEXT NEW BUILDING # AT... SPRINGFIELD \n", "8802 1803 North Hill Crest Dr Sparta \n", "\n", " Zip code County Congress Dist Congressional Full Name Rep Dist \\\n", "74 61491 Stark 18 Darin M. LaHood 73 \n", "76 61491 Stark 18 Darin M. LaHood 73 \n", "181 62471 Fayette 15 John Shimkus 107 \n", "333 60031 Lake 18 Darin M. LaHood 99 \n", "421 60115 DeKalb 16 Adam Kinzinger 70 \n", "422 60115 DeKalb 16 Adam Kinzinger 70 \n", "507 60081 McHenry 14 Randy Hultgren 64 \n", "540 62832 Perry 12 Mike Bost 115 \n", "551 62354 Hancock 18 Darin M. LaHood 94 \n", "552 62354 Hancock 18 Darin M. LaHood 94 \n", "805 61520 Fulton 17 Cheri Bustos 91 \n", "1064 62943 Pope 15 John Shimkus 118 \n", "1148 62934 Saline 15 John Shimkus 118 \n", "1149 62934 Saline 15 John Shimkus 118 \n", "1151 62934 Saline 15 John Shimkus 118 \n", "1163 62934 Saline 15 John Shimkus 118 \n", "1473 62938 Pope 15 John Shimkus 118 \n", "1827 62324 Adams 18 Darin M. LaHood 94 \n", "2289 60477 Cook 1 Bobby L. Rush 38 \n", "2290 60477 Cook 1 Bobby L. Rush 38 \n", "2291 60477 Cook 1 Bobby L. Rush 38 \n", "2384 62958 Jackson 12 Mike Bost 118 \n", "2385 62958 Jackson 12 Mike Bost 118 \n", "2391 62984 Gallatin 15 John Shimkus 118 \n", "2392 61373 LaSalle 16 Adam Kinzinger 76 \n", "2402 62037 Jersey 13 Rodney L. Davis 100 \n", "2407 60950 Kankakee 2 Robin Kelly 34 \n", "2408 60950 Kankakee 2 Robin Kelly 34 \n", "2410 60950 Kankakee 2 Robin Kelly 34 \n", "2413 62202 Madison 12 Mike Bost 111 \n", "2414 62656 Logan 18 Darin M. LaHood 87 \n", "2422 60434 Will 11 Bill Foster 86 \n", "2426 61244 Rock Island 17 Cheri Bustos 72 \n", "2427 61244 Rock Island 17 Cheri Bustos 72 \n", "2430 61244 Rock Island 17 Cheri Bustos 72 \n", "2431 61244 Rock Island 17 Cheri Bustos 72 \n", "2432 61244 Rock Island 17 Cheri Bustos 72 \n", "2442 62901 Jackson 12 Mike Bost 115 \n", "2443 62901 Jackson 12 Mike Bost 115 \n", "2457 61031 Lee 16 Adam Kinzinger 90 \n", "2943 61341 LaSalle 16 Adam Kinzinger 76 \n", "3525 61752 McLean 18 Darin M. LaHood 101 \n", "3530 61752 McLean 18 Darin M. LaHood 101 \n", "3533 61752 McLean 18 Darin M. LaHood 101 \n", "3534 61752 McLean 18 Darin M. LaHood 101 \n", "3535 61752 McLean 18 Darin M. LaHood 101 \n", "5679 62454 Crawford 15 John Shimkus 110 \n", "5706 62846 Jefferson 12 Mike Bost 115 \n", "5750 62274 Perry 12 Mike Bost 116 \n", "8662 62040 Madison 12 Mike Bost 112 \n", "8676 60914 Kankakee 2 Robin Kelly 79 \n", "8677 60914 Kankakee 2 Robin Kelly 79 \n", "8686 62201 St. Clair 12 Mike Bost 114 \n", "8687 62201 St. Clair 12 Mike Bost 114 \n", "8688 62060 Madison 12 Mike Bost 113 \n", "8790 62703 Will 1 Bobby L. Rush 80 \n", "8802 62286 Randolph 12 Mike Bost 116 \n", "\n", " Rep Full Name ... Bldg Status Year Acquired Year Constructed \\\n", "74 Spain Ryan ... In Use 1988 1988 \n", "76 Spain Ryan ... In Use 1988 1988 \n", "181 Cavaletto John ... In Use 2001 2001 \n", "333 Wojcicki Jimene Sara ... In Use 2001 2001 \n", "421 Pritchard Robert W. ... In Use 1999 1999 \n", "422 Pritchard Robert W. ... In Use 1997 1920 \n", "507 Wheeler Barbara ... In Use 2001 2001 \n", "540 Bryant Terri ... In Use 1988 1988 \n", "551 Frese Randy E. ... In Use 0 0 \n", "552 Frese Randy E. ... In Use 0 0 \n", "805 Unes Michael D. ... In Use 0 0 \n", "1064 Phelps Brandon W. ... In Use 0 0 \n", "1148 Phelps Brandon W. ... In Use 1963 1963 \n", "1149 Phelps Brandon W. ... In Use 1968 1968 \n", "1151 Phelps Brandon W. ... In Use 1985 1985 \n", "1163 Phelps Brandon W. ... In Use 1960 1960 \n", "1473 Phelps Brandon W. ... In Use 1990 1990 \n", "1827 Frese Randy E. ... In Use 0 0 \n", "2289 Riley Al ... In Use 0 0 \n", "2290 Riley Al ... In Use 0 0 \n", "2291 Riley Al ... In Use 0 0 \n", "2384 Phelps Brandon W. ... Abandon 0 0 \n", "2385 Phelps Brandon W. ... Abandon 0 0 \n", "2391 Phelps Brandon W. ... Abandon 0 0 \n", "2392 Long Jerry Lee ... Abandon 0 0 \n", "2402 Davidsmeyer C. D. ... Abandon 0 0 \n", "2407 Sims, Jr. Elgie R. ... Abandon 0 0 \n", "2408 Sims, Jr. Elgie R. ... Abandon 0 0 \n", "2410 Sims, Jr. Elgie R. ... Abandon 0 0 \n", "2413 Beiser Daniel V. ... In Use 0 0 \n", "2414 Butler Tim ... Abandon 1951 1951 \n", "2422 Walsh, Jr. Lawrence M. ... Abandon 0 0 \n", "2426 Halpin Michael ... In Use 0 0 \n", "2427 Halpin Michael ... In Use 0 0 \n", "2430 Halpin Michael ... In Use 0 0 \n", "2431 Halpin Michael ... In Use 0 0 \n", "2432 Halpin Michael ... In Use 0 0 \n", "2442 Bryant Terri ... Abandon 0 0 \n", "2443 Bryant Terri ... Abandon 0 0 \n", "2457 Demmer Tom ... In Use 1990 1990 \n", "2943 Long Jerry Lee ... In Use 1990 1990 \n", "3525 Mitchell Bill ... In Use 1997 1997 \n", "3530 Mitchell Bill ... In Use 1991 1991 \n", "3533 Mitchell Bill ... In Use 1994 1994 \n", "3534 Mitchell Bill ... In Use 1994 1994 \n", "3535 Mitchell Bill ... In Use 1996 1996 \n", "5679 Phillips Reginald ... In Use 1990 1990 \n", "5706 Bryant Terri ... In Use 1992 1992 \n", "5750 Costello, II Jerry ... In Use 1997 1997 \n", "8662 Stuart Katie ... In Use 0 0 \n", "8676 Parkhurst Lindsay ... In Use 0 2015 \n", "8677 Parkhurst Lindsay ... Abandon 0 0 \n", "8686 Greenwood LaToya ... In Use 0 0 \n", "8687 Greenwood LaToya ... In Use 0 0 \n", "8688 Hoffman Jay ... In Use 0 0 \n", "8790 DeLuca Anthony ... In Progress 0 0 \n", "8802 Costello, II Jerry ... In Progress 0 0 \n", "\n", " Square Footage Total Floors Floors Above Grade Floors Below Grade \\\n", "74 0 1 1 0 \n", "76 0 1 1 0 \n", "181 0 1 1 0 \n", "333 0 1 1 0 \n", "421 0 2 1 1 \n", "422 0 4 3 1 \n", "507 0 1 1 0 \n", "540 0 1 1 0 \n", "551 0 1 1 0 \n", "552 0 1 1 0 \n", "805 0 1 1 0 \n", "1064 0 1 1 0 \n", "1148 0 1 1 0 \n", "1149 0 1 1 0 \n", "1151 0 1 1 0 \n", "1163 0 1 1 0 \n", "1473 0 1 1 0 \n", "1827 0 1 1 0 \n", "2289 0 1 1 0 \n", "2290 0 1 1 0 \n", "2291 0 1 1 0 \n", "2384 0 1 1 0 \n", "2385 0 1 1 0 \n", "2391 0 1 1 0 \n", "2392 0 1 1 0 \n", "2402 0 1 1 0 \n", "2407 0 1 1 0 \n", "2408 0 1 1 0 \n", "2410 0 1 1 0 \n", "2413 0 1 1 0 \n", "2414 0 1 1 0 \n", "2422 0 1 1 0 \n", "2426 0 1 1 0 \n", "2427 0 1 1 0 \n", "2430 0 1 1 0 \n", "2431 0 1 1 0 \n", "2432 0 1 1 0 \n", "2442 0 1 1 0 \n", "2443 0 1 1 0 \n", "2457 0 1 1 0 \n", "2943 0 1 1 0 \n", "3525 0 1 1 0 \n", "3530 0 1 1 0 \n", "3533 0 1 1 0 \n", "3534 0 1 1 0 \n", "3535 0 1 1 0 \n", "5679 0 1 1 0 \n", "5706 0 1 1 0 \n", "5750 0 1 1 0 \n", "8662 0 0 0 0 \n", "8676 0 1 0 0 \n", "8677 0 1 0 0 \n", "8686 0 1 0 0 \n", "8687 0 1 0 0 \n", "8688 0 1 0 0 \n", "8790 0 0 0 0 \n", "8802 0 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "74 Assembly Assembly Not provided \n", "76 Business Business Not provided \n", "181 Industrial Industrial Not provided \n", "333 Storage Storage Not provided \n", "421 Education Education Not provided \n", "422 Storage Storage Not provided \n", "507 Residential Residential Not provided \n", "540 Storage Storage Not provided \n", "551 Storage Storage Not provided \n", "552 Residential Residential Not provided \n", "805 Industrial Storage Not provided \n", "1064 Storage Storage Not provided \n", "1148 Storage Storage Not provided \n", "1149 Storage Storage Not provided \n", "1151 Assembly Assembly Not provided \n", "1163 Unusual Unusual Not provided \n", "1473 Unusual Unusual Not provided \n", "1827 Industrial Industrial Not provided \n", "2289 Industrial Industrial Not provided \n", "2290 Industrial Industrial Not provided \n", "2291 Industrial Industrial Not provided \n", "2384 Residential Residential Not provided \n", "2385 Storage Storage Not provided \n", "2391 Storage Storage Not provided \n", "2392 Industrial Industrial Not provided \n", "2402 Unusual Unusual Not provided \n", "2407 Industrial Industrial Not provided \n", "2408 Health Care Health Care Not provided \n", "2410 Industrial Industrial Not provided \n", "2413 Industrial Industrial Not provided \n", "2414 Industrial Industrial Education \n", "2422 Detention & Correc Detention & Correc Not provided \n", "2426 Industrial Industrial Not provided \n", "2427 Industrial Industrial Not provided \n", "2430 Industrial Industrial Not provided \n", "2431 Industrial Industrial Not provided \n", "2432 Industrial Industrial Not provided \n", "2442 Not provided Not provided Not provided \n", "2443 Not provided Not provided Not provided \n", "2457 Unusual Unusual Not provided \n", "2943 Storage Storage Not provided \n", "3525 Storage Storage Not provided \n", "3530 Unusual Unusual Not provided \n", "3533 Unusual Unusual Not provided \n", "3534 Business Business Not provided \n", "3535 Mercantile Mercantile Not provided \n", "5679 Industrial Industrial Not provided \n", "5706 Industrial Industrial Not provided \n", "5750 Detention & Correc Business Not provided \n", "8662 Unusual Not provided Not provided \n", "8676 Utiility & Miscellan Not provided Not provided \n", "8677 Utiility & Miscellan Not provided Not provided \n", "8686 Unusual Unusual Not provided \n", "8687 Unusual Unusual Not provided \n", "8688 Unusual Unusual Not provided \n", "8790 Not provided NaN NaN \n", "8802 Utiility & Miscellan NaN NaN \n", "\n", "[57 rows x 22 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings[buildings['Square Footage'] == 0]" ] }, { "cell_type": "code", "execution_count": 13, "id": "073cb338-96c6-4c47-9177-030add2374f8", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 14, "id": "d93ed5dc-1ee7-450a-b90a-78c7c7d1b1d5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buildings['Square Footage'].plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "id": "8ddf8ae7-6112-4301-bdc0-270c777db1a1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buildings['Square Footage'].plot(figsize=(10,2))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "1808980f-b5d4-419b-a73d-3b7ed6a85300", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#buildings['Square Footage'].plot(figsize=(10,2))\n", "buildings.plot(x='Address', y='Square Footage', figsize=(10,2))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "id": "f5a32662-2def-40e5-8b6b-f7a0b6ef83e8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buildings.plot(x='Address', y='Square Footage', figsize=(10,2), rot=90)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "b9f64f7a-8570-4ad3-ac3f-09bbb6e802d5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buildings.plot(x='Year Acquired', y='Square Footage', figsize=(10,2), kind='scatter')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "id": "2b4e65ce-7fd5-4a44-ba7f-4a3b1cca6fed", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = buildings.plot(x='Year Acquired', y='Square Footage', figsize=(10,2), kind='scatter')\n", "ax.set_xlim(1750,2024)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "id": "6e415f38-3df6-4ebf-b295-91f8aee68832", "metadata": {}, "outputs": [], "source": [ "buildings = pd.read_csv('https://github.com/UIUC-iSchool-DataViz/is445_data/raw/main/building_inventory.csv',\n", " na_values = {'Square Footage':0, # we probably want to look into this in detail!\n", " 'Year Acquired':0,\n", " 'Year Constructed':0\n", " })" ] }, { "cell_type": "code", "execution_count": 22, "id": "991859f3-59cc-41d7-ac1a-205065ee8667", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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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": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.describe()" ] }, { "cell_type": "code", "execution_count": 24, "id": "6b9eeaf2-2cf5-4e6d-b836-a2f07dcfeb56", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['In Use', 'Abandon', 'In Progress'], dtype=object)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Bldg Status'].unique()" ] }, { "cell_type": "code", "execution_count": 25, "id": "612c7fc9-3335-43b2-b33d-5169ccdcef28", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.groupby('Bldg Status')" ] }, { "cell_type": "code", "execution_count": 26, "id": "21728c0b-5073-45a5-9ed7-95ebd5dd52c2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "('Abandon', Agency Name \\\n", "381 Department of Human Services \n", "449 Department of Natural Resources \n", "1050 Department of Natural Resources \n", "1139 Department of Central Management Services \n", "1172 Department of Natural Resources \n", "... ... \n", "8682 Department of Military Affairs \n", "8683 Department of Military Affairs \n", "8760 Historic Preservation Agency \n", "8800 Department of Military Affairs \n", "8801 Department of Military Affairs \n", "\n", " Location Name \\\n", "381 Lincoln Developmental Center - Logan County \n", "449 Clinton Lake Recreation Area - DeWitt County \n", "1050 Jim Edgar Panther Creek F&WA - Cass Co. \n", "1139 Statewide Program \n", "1172 Saline County Conservation Area - Saline County \n", "... ... \n", "8682 Rantoul Military Affairs \n", "8683 Rantoul Military Affairs \n", "8760 Shawneetown Bank Historic Site - Gallatin County \n", "8800 Peoria Army Aviation Support Facility \n", "8801 Peoria Army Aviation Support Facility \n", "\n", " Address City Zip code County \\\n", "381 861 South State Street Lincoln 62656 Logan \n", "449 Rr #1 Clinton 61735 DeWitt \n", "1050 P.o. Box 646 Chandlerville 62627 Cass \n", "1139 4200 North Oak Park Ave Chicago 60634 Statewide \n", "1172 Tipple Road Carrier Mills 62917 Saline \n", "... ... ... ... ... \n", "8682 205 W Dodge Ave Rantoul 61866 Champaign \n", "8683 205 W Dodge Ave Rantoul 61866 Champaign \n", "8760 280 Washington Street Old Shawneetown 62984 Gallatin \n", "8800 12.0 Peoria 62702 Peoria \n", "8801 2323 South Airport Road Peoria 61607 Peoria \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "381 18 Darin M. LaHood 87 Butler Tim \n", "449 13 Rodney L. Davis 101 Mitchell Bill \n", "1050 18 Darin M. LaHood 93 Hammond Norine K. \n", "1139 0 NaN 119 District Multiple \n", "1172 15 John Shimkus 118 Phelps Brandon W. \n", "... ... ... ... ... \n", "8682 15 John Shimkus 104 Hays Chad \n", "8683 15 John Shimkus 104 Hays Chad \n", "8760 15 John Shimkus 118 Phelps Brandon W. \n", "8800 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "8801 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "381 ... Abandon 2001.0 2001.0 1650.0 \n", "449 ... Abandon 1986.0 1986.0 306.0 \n", "1050 ... Abandon 1993.0 1964.0 2688.0 \n", "1139 ... Abandon 1974.0 1974.0 2000.0 \n", "1172 ... Abandon 2004.0 1965.0 5640.0 \n", "... ... ... ... ... ... \n", "8682 ... Abandon NaN NaN 1000.0 \n", "8683 ... Abandon NaN NaN 32000.0 \n", "8760 ... Abandon 1940.0 1931.0 3000.0 \n", "8800 ... Abandon NaN 1941.0 2600.0 \n", "8801 ... Abandon NaN NaN 2600.0 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade Usage Description \\\n", "381 1 1 0 Storage \n", "449 1 1 0 Business \n", "1050 1 1 0 Storage \n", "1139 1 1 0 Unusual \n", "1172 2 2 0 Storage \n", "... ... ... ... ... \n", "8682 1 0 0 Storage \n", "8683 3 0 1 Storage \n", "8760 2 0 1 Storage \n", "8800 1 0 0 Storage \n", "8801 1 0 0 Storage \n", "\n", " Usage Description 2 Usage Description 3 \n", "381 Storage Storage \n", "449 Business Not provided \n", "1050 Storage Not provided \n", "1139 Unusual Unusual \n", "1172 Storage Not provided \n", "... ... ... \n", "8682 Not provided Not provided \n", "8683 Not provided Not provided \n", "8760 Utiility & Miscellan Not provided \n", "8800 Storage NaN \n", "8801 Storage NaN \n", "\n", "[226 rows x 22 columns])\n", "('In Progress', Agency Name \\\n", "772 Department of Veterans' Affairs \n", "792 Chicago State University \n", "796 Department of Natural Resources \n", "797 Department of Natural Resources \n", "798 Department of Natural Resources \n", "... ... \n", "8851 Department of Transportation \n", "8852 Department of Transportation \n", "8853 Department of Transportation \n", "8854 Department of Transportation \n", "8861 Department of Military Affairs \n", "\n", " Location Name \\\n", "772 Quincy Veterans' Home - Adams County \n", "792 Chicago State University - Cook County \n", "796 Nauvoo State Park - Hancock County \n", "797 Nauvoo State Park - Hancock County \n", "798 Nauvoo State Park - Hancock County \n", "... ... \n", "8851 Biggsville - Henderson County \n", "8852 Decatur Maintenance Facility - Macon County \n", "8853 Marion Maintenance Facility - Williamson County \n", "8854 Marion Maintenance Facility - Williamson County \n", "8861 Peoria Army Aviation Support Facility \n", "\n", " Address City Zip code County \\\n", "772 1707 North 12th Street Quincy 62301 Adams \n", "792 95th & King Dirve Chicago 60628 Cook \n", "796 Kimball Street Nauvoo 62354 Hancock \n", "797 Kimball Street Nauvoo 62354 Hancock \n", "798 Kimball Street Nauvoo 62354 Hancock \n", "... ... ... ... ... \n", "8851 Route 1 Biggsville 61418 Henderson \n", "8852 4142 N. Westlawn Avenue Decatur 62526 Macon \n", "8853 Interstate 57 Milepost 46 Marion 62959 Williamson \n", "8854 Intersate 57 Milepost 46 Marion 62959 Williamson \n", "8861 2323 S. Airport Rd Peoria 61607 Peoria \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name \\\n", "772 18 Darin M. LaHood 94 Frese Randy E. \n", "792 1 Bobby L. Rush 34 Sims, Jr. Elgie R. \n", "796 18 Darin M. LaHood 94 Frese Randy E. \n", "797 18 Darin M. LaHood 94 Frese Randy E. \n", "798 18 Darin M. LaHood 94 Frese Randy E. \n", "... ... ... ... ... \n", "8851 17 Cheri Bustos 94 Frese Randy E. \n", "8852 4 Luis Gutierrez 4 Soto Cynthia \n", "8853 12 Mike Bost 117 Severin Dave \n", "8854 12 Mike Bost 117 Severin Dave \n", "8861 17 Cheri Bustos 92 Gordon-Booth Jehan \n", "\n", " ... Bldg Status Year Acquired Year Constructed Square Footage \\\n", "772 ... In Progress 2010.0 2010.0 5200.0 \n", "792 ... In Progress 2010.0 2010.0 30000.0 \n", "796 ... In Progress 2011.0 2011.0 144.0 \n", "797 ... In Progress 2011.0 2011.0 144.0 \n", "798 ... In Progress 2011.0 2011.0 144.0 \n", "... ... ... ... ... ... \n", "8851 ... In Progress 2018.0 2018.0 1455.0 \n", "8852 ... In Progress 2017.0 2017.0 6720.0 \n", "8853 ... In Progress 2019.0 2019.0 760.0 \n", "8854 ... In Progress 2019.0 2019.0 760.0 \n", "8861 ... In Progress NaN 2017.0 288.0 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade \\\n", "772 1 1 0 \n", "792 2 2 0 \n", "796 1 1 0 \n", "797 1 1 0 \n", "798 1 1 0 \n", "... ... ... ... \n", "8851 1 0 0 \n", "8852 1 0 0 \n", "8853 1 0 0 \n", "8854 1 0 0 \n", "8861 1 0 0 \n", "\n", " Usage Description Usage Description 2 Usage Description 3 \n", "772 Storage Storage Not provided \n", "792 Education Education Not provided \n", "796 Unusual Unusual Not provided \n", "797 Unusual Unusual Not provided \n", "798 Unusual Unusual Not provided \n", "... ... ... ... \n", "8851 Storage Storage NaN \n", "8852 Storage Utiility & Miscellan NaN \n", "8853 Business Business NaN \n", "8854 Business Business NaN \n", "8861 Utiility & Miscellan Utiility & Miscellan NaN \n", "\n", "[113 rows x 22 columns])\n", "('In Use', Agency Name \\\n", "0 Department of Natural Resources \n", "1 Department of Natural Resources \n", "2 Department of Natural Resources \n", "3 Department of Natural Resources \n", "4 Department of Natural Resources \n", "... ... \n", "8856 Department of Transportation \n", "8857 Department of Transportation \n", "8858 Department of Transportation \n", "8859 Department of Transportation \n", "8860 Illinois Community College Board \n", "\n", " Location Name \\\n", "0 Anderson Lake Conservation Area - Fulton County \n", "1 Anderson Lake Conservation Area - Fulton County \n", "2 Anderson Lake Conservation Area - Fulton County \n", "3 Anderson Lake Conservation Area - Fulton County \n", "4 Anderson Lake Conservation Area - Fulton County \n", "... ... \n", "8856 Belvidere Maintenance Storage Facility - Boone... \n", "8857 Belvidere Maintenance Storage Facility - Boone... \n", "8858 Belvidere Maintenance Storage Facility - Boone... \n", "8859 Quincy Maintenance Storage Facility \n", "8860 Illinois Valley Community College - Oglesby \n", "\n", " Address City Zip code County \\\n", "0 Anderson Lake C.a. Astoria 61501 Fulton \n", "1 Anderson Lake C.a. Astoria 61501 Fulton \n", "2 Anderson Lake C.a. Astoria 61501 Fulton \n", "3 Anderson Lake C.a. Astoria 61501 Fulton \n", "4 Anderson Lake C.a. Astoria 61501 Fulton \n", "... ... ... ... ... \n", "8856 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8857 9797 Illinois Rte. 76 Belvidere 61008 Boone \n", "8858 9797 Illinois Rte 76 Belvidere 61008 Boone \n", "8859 800 Koch's Lane Quincy 62305 Adams \n", "8860 815 North Orlando Smith Avenue Oglesby 61348 LaSalle \n", "\n", " Congress Dist Congressional Full Name Rep Dist Rep Full Name ... \\\n", "0 17 Cheri Bustos 93 Hammond Norine K. ... \n", "1 17 Cheri Bustos 93 Hammond Norine K. ... \n", "2 17 Cheri Bustos 93 Hammond Norine K. ... \n", "3 17 Cheri Bustos 93 Hammond Norine K. ... \n", "4 17 Cheri Bustos 93 Hammond Norine K. ... \n", "... ... ... ... ... ... \n", "8856 16 Adam Kinzinger 69 Sosnowski Joe ... \n", "8857 16 Adam Kinzinger 69 Sosnowski Joe ... \n", "8858 16 Adam Kinzinger 69 Sosnowski Joe ... \n", "8859 18 Darin M. LaHood 94 Frese Randy E. ... \n", "8860 16 Adam Kinzinger 76 Long Jerry Lee ... \n", "\n", " Bldg Status Year Acquired Year Constructed Square Footage \\\n", "0 In Use 1975.0 1975.0 144.0 \n", "1 In Use 2004.0 2004.0 144.0 \n", "2 In Use 2004.0 2004.0 144.0 \n", "3 In Use 2004.0 2004.0 144.0 \n", "4 In Use 2004.0 2004.0 144.0 \n", "... ... ... ... ... \n", "8856 In Use NaN NaN 1500.0 \n", "8857 In Use NaN NaN 432.0 \n", "8858 In Use NaN NaN 330.0 \n", "8859 In Use NaN 1987.0 130.0 \n", "8860 In Use 1971.0 1971.0 49552.0 \n", "\n", " Total Floors Floors Above Grade Floors Below Grade Usage Description \\\n", "0 1 1 0 Unusual \n", "1 1 1 0 Unusual \n", "2 1 1 0 Unusual \n", "3 1 1 0 Unusual \n", "4 1 1 0 Unusual \n", "... ... ... ... ... \n", "8856 1 0 0 Storage \n", "8857 1 0 0 Storage \n", "8858 1 0 0 Storage \n", "8859 1 0 0 Storage \n", "8860 1 1 0 Education \n", "\n", " Usage Description 2 Usage Description 3 \n", "0 Unusual Not provided \n", "1 Unusual Not provided \n", "2 Unusual Not provided \n", "3 Unusual Not provided \n", "4 Unusual Not provided \n", "... ... ... \n", "8856 NaN NaN \n", "8857 NaN NaN \n", "8858 NaN NaN \n", "8859 High Hazard NaN \n", "8860 Education Not provided \n", "\n", "[8523 rows x 22 columns])\n" ] } ], "source": [ "for group in buildings.groupby('Bldg Status'):\n", " print(group)" ] }, { "cell_type": "code", "execution_count": 27, "id": "8ab4e4b6-7407-42a8-9c7a-43991cea268d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Abandon (226, 22)\n", "In Progress (113, 22)\n", "In Use (8523, 22)\n" ] } ], "source": [ "for group_name, group_df in buildings.groupby('Bldg Status'):\n", " #print(group)\n", " print(group_name, group_df.shape)" ] }, { "cell_type": "code", "execution_count": 28, "id": "0626c462-dddc-406e-a4cd-0eaf4f31573e", "metadata": {}, "outputs": [], "source": [ "buildings2 = buildings.sort_values('Year Constructed')" ] }, { "cell_type": "code", "execution_count": 29, "id": "4eefccc6-f049-4156-a625-e1b6559556c7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Agency Name Historic Preservation Agency\n", "Location Name Fort De Chartres Historic Site - Prairie Du Ro...\n", "Address 1350 State Hwy 155\n", "City Prairie Du Rocher\n", "Zip code 62241\n", "County Randolph\n", "Congress Dist 12\n", "Congressional Full Name Mike Bost\n", "Rep Dist 116\n", "Rep Full Name Costello, II Jerry\n", "Senate Dist 58\n", "Senator Full Name Paul Schimpf\n", "Bldg Status In Use\n", "Year Acquired 1930.0\n", "Year Constructed 1753.0\n", "Square Footage 2580.0\n", "Total Floors 1\n", "Floors Above Grade 1\n", "Floors Below Grade 0\n", "Usage Description Assembly\n", "Usage Description 2 Residential\n", "Usage Description 3 Not provided\n", "Name: 119, dtype: object" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings2.iloc[0]" ] }, { "cell_type": "code", "execution_count": 30, "id": "ca084ca7-127e-469c-b0a0-3a70ac995b56", "metadata": {}, "outputs": [], "source": [ "agg = buildings.groupby('Year Acquired')['Square Footage'].sum()\n", "# grouped over year acquired\n", "# looking at the column of square footage in each year acquired\n", "# in particular -- what is the total square footage in that year (.sum())" ] }, { "cell_type": "code", "execution_count": 31, "id": "89555983-8644-472a-925c-741c93f8407a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Year Acquired\n", "1753.0 1200.0\n", "1802.0 4440.0\n", "1810.0 4033.0\n", "1832.0 120000.0\n", "1837.0 10302.0\n", " ... \n", "2015.0 305093.0\n", "2016.0 304839.0\n", "2017.0 6720.0\n", "2018.0 17160.0\n", "2019.0 1520.0\n", "Name: Square Footage, Length: 171, dtype: float64" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "agg" ] }, { "cell_type": "code", "execution_count": 32, "id": "878431d5-ad32-42bd-a0e0-a36db114ab48", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(buildings)" ] }, { "cell_type": "code", "execution_count": 33, "id": "b6ef962a-f083-400b-a774-abe603196b54", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.series.Series" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(agg)" ] }, { "cell_type": "code", "execution_count": 34, "id": "100c171f-a33b-4ecf-a2b2-3e32d1318dc3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index([1753.0, 1802.0, 1810.0, 1832.0, 1837.0, 1838.0, 1839.0, 1840.0, 1841.0,\n", " 1843.0,\n", " ...\n", " 2010.0, 2011.0, 2012.0, 2013.0, 2014.0, 2015.0, 2016.0, 2017.0, 2018.0,\n", " 2019.0],\n", " dtype='float64', name='Year Acquired', length=171)" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "agg.index" ] }, { "cell_type": "code", "execution_count": 35, "id": "49302604-1a32-4f59-b104-e65ca449cdfe", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([1.200000e+03, 4.440000e+03, 4.033000e+03, 1.200000e+05,\n", " 1.030200e+04, 2.010000e+03, 1.175200e+04, 3.691800e+04,\n", " 3.256000e+03, 9.000000e+02, 4.088000e+03, 6.584600e+04,\n", " 2.129200e+04, 2.267000e+03, 2.550000e+05, 2.140000e+03,\n", " 6.615400e+04, 7.500000e+02, 1.812400e+04, 2.236700e+04,\n", " 4.847000e+03, 2.741700e+04, 1.579500e+04, 2.234940e+05,\n", " 2.700000e+03, 2.864000e+03, 6.403000e+03, 1.490000e+04,\n", " 1.100000e+04, 6.600000e+03, 3.808000e+03, 4.042800e+05,\n", " 3.307100e+04, 1.798330e+05, 6.671000e+03, 5.926600e+04,\n", " 8.725000e+03, 3.015700e+04, 1.683700e+05, 1.948230e+05,\n", " 8.492400e+04, 8.633400e+04, 2.325000e+03, 1.514800e+05,\n", " 3.959000e+04, 8.500000e+04, 2.256770e+05, 2.901650e+05,\n", " 1.329070e+05, 3.676000e+04, 1.214750e+05, 3.358350e+05,\n", " 1.094860e+05, 2.697250e+05, 1.605840e+05, 4.096400e+04,\n", " 3.128860e+05, 2.037400e+04, 1.332850e+05, 3.602520e+05,\n", " 2.982830e+05, 2.314110e+05, 2.377220e+05, 4.228120e+05,\n", " 1.587100e+05, 3.341060e+05, 5.320510e+05, 2.100130e+05,\n", " 3.297600e+04, 4.260300e+04, 6.487800e+04, 4.020590e+05,\n", " 1.875100e+05, 1.715940e+05, 5.493600e+05, 1.263370e+05,\n", " 5.691980e+05, 1.088997e+06, 6.376450e+05, 5.281220e+05,\n", " 7.923290e+05, 8.418690e+05, 1.018630e+06, 4.140730e+05,\n", " 6.896300e+04, 1.760490e+05, 6.925300e+05, 6.634000e+05,\n", " 9.262960e+05, 1.113321e+06, 3.515730e+05, 1.292200e+06,\n", " 3.458100e+05, 2.430700e+05, 5.761800e+04, 4.460200e+04,\n", " 1.900790e+05, 5.880000e+04, 1.647300e+05, 3.784070e+05,\n", " 9.035580e+05, 1.191430e+06, 5.855330e+05, 1.153988e+06,\n", " 4.914960e+05, 7.639320e+05, 8.142210e+05, 1.160035e+06,\n", " 9.264810e+05, 9.451260e+05, 1.473793e+06, 9.547100e+05,\n", " 8.323360e+05, 1.283527e+06, 2.426638e+06, 2.511989e+06,\n", " 4.236653e+06, 2.172950e+06, 2.379212e+06, 1.666198e+06,\n", " 2.205873e+06, 1.983743e+06, 2.575624e+06, 1.889175e+06,\n", " 1.218179e+06, 9.599560e+05, 1.395013e+06, 1.413192e+06,\n", " 1.176456e+06, 9.597440e+05, 3.811810e+05, 4.134740e+05,\n", " 1.759081e+06, 8.129910e+05, 6.805660e+05, 1.952554e+06,\n", " 2.011732e+06, 9.622470e+05, 1.355701e+06, 4.862230e+05,\n", " 2.185700e+06, 2.209048e+06, 1.653847e+06, 9.006100e+05,\n", " 3.519980e+05, 4.356570e+05, 8.773960e+05, 1.351591e+06,\n", " 1.110664e+06, 7.313940e+05, 3.644170e+05, 1.248787e+06,\n", " 1.329954e+06, 1.036110e+06, 1.041629e+06, 5.752510e+05,\n", " 1.494411e+06, 6.217100e+05, 9.955260e+05, 1.602230e+05,\n", " 2.597240e+05, 3.787250e+05, 1.529530e+05, 2.501130e+05,\n", " 3.914850e+05, 6.642980e+05, 3.050930e+05, 3.048390e+05,\n", " 6.720000e+03, 1.716000e+04, 1.520000e+03])" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "agg.values" ] }, { "cell_type": "code", "execution_count": 36, "id": "d44a9146-d6af-4771-ac19-17b19c5283c0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,2))\n", "\n", "ax.plot(agg.index, agg.values)\n", "ax.set_xlabel('Year Acquired')\n", "ax.set_ylabel('Total (Sum) of Square Footage')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 37, "id": "3d4d3dc9-daaa-43eb-adbf-d90a46d0c7d5", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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countmeanstdmin25%50%75%max
Year Acquired
1753.01.01200.000000NaN1200.01200.01200.01200.001200.0
1802.02.02220.0000001943.129435846.01533.02220.02907.003594.0
1810.03.01344.3333331809.945948216.0300.5385.01908.503432.0
1832.01.0120000.000000NaN120000.0120000.0120000.0120000.00120000.0
1837.01.010302.000000NaN10302.010302.010302.010302.0010302.0
...........................
2015.020.015254.65000029153.085290144.0696.03152.010590.25105000.0
2016.010.030483.90000061864.1804911152.02464.03352.53793.00184000.0
2017.01.06720.000000NaN6720.06720.06720.06720.006720.0
2018.04.04290.0000005153.6443421455.01455.01852.54687.5012000.0
2019.02.0760.0000000.000000760.0760.0760.0760.00760.0
\n", "

171 rows × 8 columns

\n", "
" ], "text/plain": [ " count mean std min 25% \\\n", "Year Acquired \n", "1753.0 1.0 1200.000000 NaN 1200.0 1200.0 \n", "1802.0 2.0 2220.000000 1943.129435 846.0 1533.0 \n", "1810.0 3.0 1344.333333 1809.945948 216.0 300.5 \n", "1832.0 1.0 120000.000000 NaN 120000.0 120000.0 \n", "1837.0 1.0 10302.000000 NaN 10302.0 10302.0 \n", "... ... ... ... ... ... \n", "2015.0 20.0 15254.650000 29153.085290 144.0 696.0 \n", "2016.0 10.0 30483.900000 61864.180491 1152.0 2464.0 \n", "2017.0 1.0 6720.000000 NaN 6720.0 6720.0 \n", "2018.0 4.0 4290.000000 5153.644342 1455.0 1455.0 \n", "2019.0 2.0 760.000000 0.000000 760.0 760.0 \n", "\n", " 50% 75% max \n", "Year Acquired \n", "1753.0 1200.0 1200.00 1200.0 \n", "1802.0 2220.0 2907.00 3594.0 \n", "1810.0 385.0 1908.50 3432.0 \n", "1832.0 120000.0 120000.00 120000.0 \n", "1837.0 10302.0 10302.00 10302.0 \n", "... ... ... ... \n", "2015.0 3152.0 10590.25 105000.0 \n", "2016.0 3352.5 3793.00 184000.0 \n", "2017.0 6720.0 6720.00 6720.0 \n", "2018.0 1852.5 4687.50 12000.0 \n", "2019.0 760.0 760.00 760.0 \n", "\n", "[171 rows x 8 columns]" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats" ] }, { "cell_type": "code", "execution_count": 40, "id": "3b9d5148-64d2-4fba-972d-27311d08bf4e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stats.plot(y='count', figsize=(10,2))" ] }, { "cell_type": "code", "execution_count": 41, "id": "8a5bdf01-f821-4eb7-bf33-68b974b92056", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Zip code\n", "62702 264\n", "62901 259\n", "62037 235\n", "61801 215\n", "62958 199\n", " ... \n", "62012 1\n", "62844 1\n", "62882 1\n", "62418 1\n", "61073 1\n", "Name: count, Length: 461, dtype: int64" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Zip code'].value_counts()" ] }, { "cell_type": "code", "execution_count": 42, "id": "34449af6-d9f0-4ca2-b57a-7671c7c11305", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Zip code\n", "62702 264\n", "62901 259\n", "62037 235\n", "61801 215\n", "62958 199\n", "Name: count, dtype: int64" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Zip code'].value_counts().iloc[0:5]" ] }, { "cell_type": "code", "execution_count": 43, "id": "a378a867-d15a-4979-8fd8-424e829bf015", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index([62702, 62901, 62037, 61801, 62958], dtype='int64', name='Zip code')" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Zip code'].value_counts().iloc[0:5].index # the \"names\" of the 5 most popular zipcodes\n", "# hint for lab: check out the \".isin\" function :)" ] }, { "cell_type": "code", "execution_count": 44, "id": "80255649-d37c-4dc5-a2e3-587646d00882", "metadata": {}, "outputs": [], "source": [ "gb1 = buildings.groupby('Bldg Status')['Year Acquired'].min()" ] }, { "cell_type": "code", "execution_count": 45, "id": "62da5d89-b651-4720-b6e3-4610ce5c223d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Bldg Status\n", "Abandon 1880.0\n", "In Progress 2008.0\n", "In Use 1753.0\n", "Name: Year Acquired, dtype: float64" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gb1" ] }, { "cell_type": "code", "execution_count": 46, "id": "3f171d72-a7ed-476c-a2a3-7b53452138ba", "metadata": {}, "outputs": [ { "data": { "image/png": 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ADhQkAAAAAHCgIAEAAACAAwUJAAAAABwoSAAAAADgQEECAAAAAAcKEgAAAAA4XPKClJycLIvF4vKw2WzO/YZhKDk5WeHh4fL391efPn20e/dul/eoqKjQ6NGj1bx5cwUEBCgxMVGHDh261FEBAAAAwEWdHEHq2LGj8vPznY9du3Y5902ZMkVTp07VzJkztXXrVtlsNvXv31/Hjh1zzowZM0bLli3T0qVLlZmZqdLSUiUkJKiqqqou4gIAAACAJMm7Tt7U29vlqNFphmFo+vTpeu655zRo0CBJ0nvvvafQ0FAtWbJEI0eOlN1u17x587Ro0SLFxMRIklJTUxUREaG1a9fqjjvuqIvIAAAAAFA3R5D27t2r8PBwtW7dWn/729+0f/9+SVJubq4KCgoUGxvrnPXz89Ntt92mTZs2SZK2bdumkydPusyEh4crKirKOXM2FRUVKikpcXkAAAAAQG1c8oLUvXt3LVy4UKtXr9bcuXNVUFCgXr166bffflNBQYEkKTQ01OU1oaGhzn0FBQXy9fVV06ZNzzlzNpMnT5bVanU+IiIiLvEnAwAAAODpLnlBiouL07333qvo6GjFxMTo888/l/T7qXSnWSwWl9cYhlFj25n+aGbChAmy2+3OR15e3p/4FAAAAAAuR3W+zHdAQICio6O1d+9e53VJZx4JKiwsdB5VstlsqqysVFFR0TlnzsbPz09BQUEuDwAAAACojTovSBUVFdqzZ4/CwsLUunVr2Ww2paenO/dXVlYqIyNDvXr1kiR16dJFPj4+LjP5+fnKzs52zgAAAABAXbjkq9iNHz9ed911l1q2bKnCwkK9/PLLKikp0dChQ2WxWDRmzBhNmjRJkZGRioyM1KRJk9SkSRMNGTJEkmS1WvXII49o3LhxatasmYKDgzV+/HjnKXsAAAAAUFcueUE6dOiQ/uM//kNHjhxRixYt1KNHD23evFmtWrWSJD3zzDMqLy/XY489pqKiInXv3l1r1qxRYGCg8z2mTZsmb29vDR48WOXl5erXr59SUlLk5eV1qeMCAAAAgNMlL0hLly49736LxaLk5GQlJyefc6Zx48aaMWOGZsyYcYnTAQAAAMC51fk1SAAAAADQUFCQAAAAAMCBggQAAAAADhQkAAAAAHCgIAEAAACAAwUJAAAAABwoSAAAAADgQEECAAAAAAcKEgAAAAA4UJAAAAAAwIGCBAAAAAAOFCQAAAAAcKAgAQAAAIADBQkAAAAAHChIAAAAAOBAQQIAAAAABwoSAAAAADhQkAAAAADAgYIEAAAAAA4UJAAAAABwoCABAAAAgAMFCQAAAAAcKEgAAAAA4EBBAgAAAAAHChIAAAAAOFCQAAAAAMCh3hekt99+W61bt1bjxo3VpUsXbdy40exIAAAAADxUvS5I77//vsaMGaPnnntO33//vW699VbFxcXp4MGDZkcDAAAA4IG8zQ5wPlOnTtUjjzyiYcOGSZKmT5+u1atXa9asWZo8ebLLbEVFhSoqKpzP7Xa7JKmkpMR9geuh6orjZkeAyS73/wbA9wD4HgDfA/jd5fxdcPqzG4bxh7MW40KmTFBZWakmTZroww8/1MCBA53bn3rqKWVlZSkjI8NlPjk5WRMnTnR3TAAAAAANRF5enq6++urzztTbI0hHjhxRVVWVQkNDXbaHhoaqoKCgxvyECRM0duxY5/Pq6modPXpUzZo1k8ViqfO8qH9KSkoUERGhvLw8BQUFmR0HgEn4LgDA9wAMw9CxY8cUHh7+h7P1tiCddma5MQzjrIXHz89Pfn5+LtuuvPLKuoyGBiIoKIgvQwB8FwDge+AyZ7VaL2iu3i7S0Lx5c3l5edU4WlRYWFjjqBIAAAAAXAr1tiD5+vqqS5cuSk9Pd9menp6uXr16mZQKAAAAgCer16fYjR07VklJSeratat69uypd955RwcPHtSoUaPMjoYGwM/PTy+88EKNUy8BXF74LgDA9wBqo96uYnfa22+/rSlTpig/P19RUVGaNm2aevfubXYsAAAAAB6o3hckAAAAAHCXensNEgAAAAC4GwUJAAAAABwoSAAAAADgQEECAAAAAAcKEgDAo6SlpSkzM9P5/K233lLnzp01ZMgQFRUVmZgMgLvt27dPq1evVnl5uSSJtclwIShIAACP8o9//EMlJSWSpF27dmncuHGKj4/X/v37NXbsWJPTAXCH3377TTExMbruuusUHx+v/Px8SdKwYcM0btw4k9OhvqvXN4oFaqOqqkopKSlat26dCgsLVV1d7bJ//fr1JiUD4E65ubnq0KGDJOnjjz9WQkKCJk2apO3btys+Pt7kdADc4emnn5a3t7cOHjyo66+/3rn9vvvu09NPP6033njDxHSo7yhI8BhPPfWUUlJSdOeddyoqKkoWi8XsSABM4Ovrq+PHj0uS1q5dqwcffFCSFBwc7DyyBMCzrVmzRqtXr9bVV1/tsj0yMlI///yzSanQUFCQ4DGWLl2qDz74gJ8QA5e5W265RWPHjtXNN9+sLVu26P3335ck/fjjjzX+sQTAM5WVlalJkyY1th85ckR+fn4mJEJDwjVI8Bi+vr5q27at2TEAmGzmzJny9vbWRx99pFmzZumqq66SJH3xxRcaMGCAyekAuEPv3r21cOFC53OLxaLq6mr993//t/r27WtiMjQEFoPlPOAh3njjDe3fv18zZ87k9DoAAC5j//rXv9SnTx916dJF69evV2Jionbv3q2jR4/q66+/1rXXXmt2RNRjFCR4jIEDB2rDhg0KDg5Wx44d5ePj47L/k08+MSkZAHfavn27fHx8FB0dLUn69NNPtWDBAnXo0EHJycny9fU1OSEAdygoKNCsWbO0bds2VVdX68Ybb9Tjjz+usLAws6OhnqMgwWM8/PDD592/YMECNyUBYKabbrpJ//znP3Xvvfdq//796tixowYOHKitW7fqzjvv1PTp082OCACoxyhIAACPYrVatX37dl177bV67bXXtH79eq1evVpff/21/va3vykvL8/siADqWFpamq644grdcsstkn6/YfTcuXPVoUMHvfXWW2ratKnJCVGfsUgDPM7hw4eVmZmpr7/+WocPHzY7DgA3MwzDeR+0tWvXOle2jIiI0JEjR8yMBsBNzrxh9NixY7lhNC4Yy3zDY5SVlWn06NFauHCh8x9HXl5eevDBBzVjxoyzLvcJwPN07dpVL7/8smJiYpSRkaFZs2ZJ+v0GsqGhoSanA+AOZ94w+q677uKG0bhgHEGCxxg7dqwyMjK0cuVKFRcXq7i4WJ9++qkyMjI0btw4s+MBcJPp06dr+/bteuKJJ/Tcc885l///6KOP1KtXL5PTAXCHM28YHRsbK4kbRuPCcA0SPEbz5s310UcfqU+fPi7bN2zYoMGDB3O6HXCZO3HihLy8vGqscAnA8yQmJqqyslI333yzXnrpJeXm5uqqq67SmjVr9MQTT+jHH380OyLqMY4gwWMcP378rKfPhISEOH+KBODyUFxcrHfffVcTJkzQ0aNHJf1+X5TCwkKTkwFwB24YjT+DI0jwGP369VOzZs20cOFCNW7cWJJUXl6uoUOH6ujRo1q7dq3JCQG4w86dO9WvXz9deeWVOnDggHJyctSmTRs9//zz+vnnn7Vw4UKzIwIA6jEKEjxGdna2BgwYoBMnTuiGG26QxWJRVlaWGjdurNWrV6tjx45mRwTgBjExMbrxxhs1ZcoUBQYGaseOHWrTpo02bdqkIUOG6MCBA2ZHBFBHDh48eNbtVqtVVqvVzWnQUFGQ4FHKy8uVmpqqH374QYZhqEOHDrr//vvl7+9vdjQAbvLv90H694L0888/q127djpx4oTZEQHUkUaNGslisZx1X4sWLfTMM8+wzDf+EMt8w6P4+/tr+PDhZscAYKLGjRufdZWqnJwctWjRwoREANzl+++/P+v24uJibdmyRa+88oqaNGmiUaNGuTkZGhKOIKFBW7FixQXPJiYm1mESAPXFiBEjdPjwYX3wwQcKDg7Wzp075eXlpXvuuUe9e/fW9OnTzY4IwCSpqal6/fXXlZWVZXYU1GMUJDRojRq5LsRosVh05l/p04faq6qq3JYLgHlKSkoUHx+v3bt369ixYwoPD1dBQYF69uypVatWKSAgwOyIAEyyf/9+de7cmXsh4bxY5hsNWnV1tfOxZs0ade7cWV988YWKi4tlt9v1xRdf6MYbb1RaWprZUQG4SVBQkDIzM/Xxxx/r1Vdf1RNPPKFVq1YpIyODcgRc5oqKinTllVeaHQP1HEeQ4DGioqI0e/Zs3XLLLS7bN27cqBEjRmjPnj0mJQPgLqdOnVLjxo2VlZWlqKgos+MAqEcqKyuVlJQkwzD0wQcfmB0H9RiLNMBj/PTTT2ddwtNqtbKsL3CZ8Pb2VqtWrTilFrhMDRo06Kzb7Xa7srOz5e3trY0bN7o5FRoajiDBY/Tu3Vs+Pj5KTU1VWFiYJKmgoEBJSUmqrKxURkaGyQkBuMOCBQv04YcfKjU1VcHBwWbHAeBGDz/88Fm3BwUFqX379rr//vsVFBTk5lRoaChI8Bj79u3TwIEDlZOTo5YtW0r6/YZx1113nZYvX662bduanBCAO/zlL3/Rvn37dPLkSbVq1arGdUfbt283KRkAoCHgFDt4jLZt22rnzp1KT093uVFsTEzMOW8aB8Dz3HPPPWZHAAA0YBxBAgAAAAAHjiDBo6xbt07r1q1TYWGhqqurXfbNnz/fpFQAAABoKChI8BgTJ07Uiy++qK5duyosLIzT6oDLVNOmTc/637/FYlHjxo3Vtm1bPfTQQ+e8mBsAcHmjIMFjzJ49WykpKUpKSjI7CgAT/dd//ZdeeeUVxcXFqVu3bjIMQ1u3blVaWpoef/xx5ebm6tFHH9WpU6c0fPhws+MCAOoZChI8RmVlpXr16mV2DAAmy8zM1Msvv6xRo0a5bJ8zZ47WrFmjjz/+WJ06ddKbb75JQQI8GKfd42I1MjsAcKkMGzZMS5YsMTsGAJOtXr1aMTExNbb369dPq1evliTFx8dr//797o4GwE0mTpyo2NhYrVu3TkeOHFFRUZHLAzgfjiDBY5w4cULvvPOO1q5dq06dOsnHx8dl/9SpU01KBsCdgoODtXLlSj399NMu21euXOm8cWxZWZkCAwPNiAfADTjtHn8GBQkeY+fOnercubMkKTs722UfCzYAl4/nn39ejz76qDZs2KBu3brJYrFoy5YtWrVqlWbPni1JSk9P12233WZyUgB1hdPu8WdwHyQAgMf5+uuvNXPmTOXk5MgwDLVv316jR4/mH0zAZeLZZ5/VFVdcoeeff97sKGiAKEgAAADwKE899ZQWLlyoTp06cdo9ao2CBI+ydetWffjhhzp48KAqKytd9n3yyScmpQLgblVVVVq+fLn27Nkji8WiDh06KDExUV5eXmZHA+AGffv2Pec+i8Wi9evXuzENGhquQYLHWLp0qR588EHFxsYqPT1dsbGx2rt3rwoKCjRw4ECz4wFwk3379ik+Pl7/93//p3bt2skwDP3444+KiIjQ559/rmuvvdbsiADq2IYNG8yOgAaMI0jwGJ06ddLIkSP1+OOPKzAwUDt27FDr1q01cuRIhYWFaeLEiWZHBOAG8fHxMgxDixcvdq5a99tvv+mBBx5Qo0aN9Pnnn5ucEABQn1GQ4DECAgK0e/duXXPNNWrevLk2bNig6Oho7dmzR7fffrvy8/PNjgjADQICArR582ZFR0e7bN+xY4duvvlmlZaWmpQMQF0bNGjQBc1x2j3Oh1Ps4DGCg4N17NgxSdJVV12l7OxsRUdHq7i4WMePHzc5HQB38fPzc34X/LvS0lL5+vqakAiAu1itVrMjwANQkOAxbr31VqWnpys6OlqDBw/WU089pfXr1ys9PV39+vUzOx4AN0lISNCIESM0b948devWTZL07bffatSoUUpMTDQ5HYC6tGDBArMjwANwih08xtGjR3XixAmFh4erurpar7/+ujIzM9W2bVs9//zzatq0qdkRAbhBcXGxhg4dqpUrVzqX9j116pQSExOVkpLCT5gBAOdFQQIAeAzDMHTw4EG1aNFCv/zyi/bs2SPDMNShQwe1bdvW7HgAgAaAggSPUlVVpWXLljnvfXL99dfr7rvvlrc3Z5MCl4Pq6mo1btxYu3fvVmRkpNlxAAANEP9qhMfIzs7W3XffrYKCArVr106S9OOPP6pFixZasWJFjRWtAHieRo0aKTIyUr/99hsFCQBwURqZHQC4VIYNG6aOHTvq0KFD2r59u7Zv3668vDx16tRJI0aMMDseADeZMmWK/vGPfyg7O9vsKACABohT7OAx/P399d1336ljx44u27Ozs3XTTTepvLzcpGQA3Klp06Y6fvy4Tp06JV9fX/n7+7vsP3r0qEnJAAANAafYwWO0a9dOv/76a42CVFhYyMXZwGVk2rRpslgsZscAADRQHEFCg1ZSUuL8dWZmpp555hklJyerR48ekqTNmzfrxRdf1Kuvvqr4+HizYgJwo4qKCp06dUoBAQFmRwEANEAUJDRojRo1cvlJ8em/zqe3/fvzqqoq9wcE4DZHjhzR0KFDtWbNGlVXV6t79+5KTU1VmzZtzI4GAGhAOMUODdqGDRsuaO7777+v4yQAzDZhwgRt27ZNEydOVOPGjTV79myNHDlS6enpZkcDADQgHEGCx7Lb7Vq8eLHeffdd7dixgyNIgIdr2bKlZs+e7Tyd9ocfflBUVJTKy8vl4+NjcjoAQEPBMt/wOOvXr9cDDzygsLAwzZgxQ/Hx8fruu+/MjgWgjv3yyy/6y1/+4nzevn17+fr66pdffjExFQCgoeEUO3iEQ4cOKSUlRfPnz1dZWZkGDx6skydP6uOPP1aHDh3MjgfADQzDkLe36//WvL29VV1dbVIiAEBDxCl2aPDi4+OVmZmphIQE3X///RowYIC8vLzk4+OjHTt2UJCAy0SjRo0UFRXlUpJ27tzpPJJ02vbt282IBwBoIDiChAZvzZo1evLJJ/Xoo48qMjLS7DgATPLCCy/U2Hb33XebkAQA0JBRkNDgbdy4UfPnz1fXrl3Vvn17JSUl6b777jM7FgA3O1tBAgCgtjjFDh7j+PHjWrp0qebPn68tW7aoqqpKU6dO1d///ncFBgaaHQ8AAAANAAUJHiknJ0fz5s3TokWLVFxcrP79+2vFihVmxwIAAEA9R0GCR6uqqtLKlSs1f/58ChIAAAD+EAUJAAAAABy4USwAAAAAOLCKHQDA46xbt07r1q1TYWFhjRvFzp8/36RUAICGgIIEAPAoEydO1IsvvqiuXbsqLCxMFovF7EgAgAaEa5AAAB4lLCxMU6ZMUVJSktlRAAANENcgAQA8SmVlpXr16mV2DABAA0VBAgB4lGHDhmnJkiVmxwAANFBcgwQA8CgnTpzQO++8o7Vr16pTp07y8fFx2T916lSTkgEAGgKuQQIAeJS+ffuec5/FYtH69evdmAYA0NBQkAAAAADAgWuQAAAAAMCBa5AAAB5h0KBBFzT3ySef1HESAEBDRkECAHgEq9VqdgQAgAfgGiQAAAAAcOAaJAAAAABwoCABAAAAgAMFCQAAAAAcKEgAAAAA4EBBAgAAAAAHChIAwG0OHDggi8WirKysc858+eWXslgsKi4udlsuAABOoyABAC6Jhx56SBaLxflo1qyZBgwYoJ07d5qSZ8OGDerbt6+Cg4PVpEkTRUZGaujQoTp16pQkKSUlRVdeeWWt35cCBwCejYIEALhkBgwYoPz8fOXn52vdunXy9vZWQkKC23Ps3r1bcXFxuummm/TVV19p165dmjFjhnx8fFRdXe32PACAhoOCBAC4ZPz8/GSz2WSz2dS5c2c9++yzysvL0+HDh8/5mlWrVum6666Tv7+/+vbtqwMHDtSYmTt3riIiItSkSRMNHDhQU6dOPe/Rn/T0dIWFhWnKlCmKiorStddeqwEDBujdd9+Vr6+vvvzySz388MOy2+3OI17JycmSpNTUVHXt2lWBgYGy2WwaMmSICgsLJf1+imDfvn0lSU2bNpXFYtFDDz0kSbrmmms0ffp0lxydO3d2vq8kJScnq2XLlvLz81N4eLiefPLJP/wzBQC4FwUJAFAnSktLtXjxYrVt21bNmjU760xeXp4GDRqk+Ph4ZWVladiwYfrnP//pMvP1119r1KhReuqpp5SVlaX+/fvrlVdeOe/vbbPZlJ+fr6+++uqs+3v16qXp06crKCjIecRr/PjxkqTKykq99NJL2rFjh5YvX67c3FxnCYqIiNDHH38sScrJyVF+fr7+53/+54L+PD766CNNmzZNc+bM0d69e7V8+XJFR0df0GsBAO7jbXYAAIDn+Oyzz3TFFVdIksrKyhQWFqbPPvtMjRqd/edxs2bNUps2bTRt2jRZLBa1a9dOu3bt0muvveacmTFjhuLi4pwF5rrrrtOmTZv02WefnTPHX//6V61evVq33XabbDabevTooX79+unBBx9UUFCQfH19ZbVaZbFYZLPZXF7797//3fnrNm3a6M0331S3bt1UWlqqK664QsHBwZKkkJCQWl3DdPDgQdlsNsXExMjHx0ctW7ZUt27dLvj1AAD34AgSAOCS6du3r7KyspSVlaVvv/1WsbGxiouL088//3zW+T179qhHjx6yWCzObT179nSZycnJqVEk/qhYeHl5acGCBTp06JCmTJmi8PBwvfLKK+rYsaPy8/PP+9rvv/9ed999t1q1aqXAwED16dNH0u8F58/461//qvLycrVp00bDhw/XsmXLnAtGAADqDwoSAOCSCQgIUNu2bdW2bVt169ZN8+bNU1lZmebOnXvWecMw/vA9DcNwKVAX+jpJuuqqq5SUlKS33npL//rXv3TixAnNnj37nPNlZWWKjY3VFVdcodTUVG3dulXLli2T9Pupd+fTqFGjGrlOnjzp/HVERIRycnL01ltvyd/fX4899ph69+7tMgMAMB8FCQBQZywWixo1aqTy8vKz7u/QoYM2b97ssu3M5+3bt9eWLVtctn333Xe1ztK0aVOFhYWprKxMkuTr66uqqiqXmR9++EFHjhzRq6++qltvvVXt27d3LtBwmq+vryTVeG2LFi1cjk6VlJQoNzfXZcbf31+JiYl688039eWXX+qbb77Rrl27av1ZAAB1h4IEALhkKioqVFBQoIKCAu3Zs0ejR49WaWmp7rrrrrPOjxo1Sj/99JPGjh2rnJwcLVmyRCkpKS4zo0eP1qpVqzR16lTt3btXc+bM0RdffFHjqNK/mzNnjh599FGtWbNGP/30k3bv3q1nn31Wu3fvdma55pprVFpaqnXr1unIkSM6fvy4WrZsKV9fX82YMUP79+/XihUr9NJLL7m8d6tWrWSxWPTZZ5/p8OHDKi0tlSTdfvvtWrRokTZu3Kjs7GwNHTpUXl5eztelpKRo3rx5ys7O1v79+7Vo0SL5+/urVatWF/NHDQCoKwYAAJfA0KFDDUnOR2BgoHHTTTcZH330kXMmNzfXkGR8//33zm0rV6402rZta/j5+Rm33nqrMX/+fEOSUVRU5Jx55513jKuuusrw9/c37rnnHuPll182bDbbObNs377deOCBB4zWrVsbfn5+RrNmzYzevXsbK1ascJkbNWqU0axZM0OS8cILLxiGYRhLliwxrrnmGsPPz8/o2bOnsWLFihqZX3zxRcNmsxkWi8UYOnSoYRiGYbfbjcGDBxtBQUFGRESEkZKSYtxwww3O9122bJnRvXt3IygoyAgICDB69OhhrF279qL+rAEAdcdiGBd4IjcAAPXE8OHD9cMPP2jjxo1mRwEAeBiW+QYA1Huvv/66+vfvr4CAAH3xxRd677339Pbbb5sdCwDggTiCBACo9wYPHqwvv/xSx44dU5s2bTR69GiNGjXK7FgAAA9EQQIAAAAAB1axAwAAAAAHChIAAAAAOFCQAAAAAMCBggQAAAAADhQkAAAAAHCgIAEAAACAAwUJAAAAABwoSAAAAADg8P8AQWU1Z1f5S2QAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,2))\n", "gb1.plot(kind='bar', ax=ax) # setting up axis before plotting with pandas and then using those axis\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 47, "id": "67247c04-a26c-40d2-afa9-437d4d1d6308", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,2))\n", "ax.plot(stats['max'], marker='.')\n", "ax.set_xlabel('Year (Acquired)')\n", "ax.set_ylabel('Square Footage (Max)')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 48, "id": "217ec867-254a-4ab4-b620-e4de74b7e622", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,2))\n", "ax.plot(stats['max'], marker='.')\n", "ax.plot(stats['min'], marker='.')\n", "ax.set_xlabel('Year (Acquired)')\n", "ax.set_ylabel('Square Footage')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 49, "id": "6ca2ced8-fdb3-4461-8c21-3ff7409af7b6", "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "cell_type": "code", "execution_count": 50, "id": "0fd59fd1-9ed9-4c8b-84c4-ccf838613f08", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(750.0, 1200000.0)" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(stats['max']), np.max(stats['max'])" ] }, { "cell_type": "code", "execution_count": 51, "id": "54767c0e-3fce-4b0e-b118-c18571492ad9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(9.0, 255000.0)" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.min(stats['min']), np.max(stats['min'])" ] }, { "cell_type": "code", "execution_count": 52, "id": "59085ad2-4d7f-45c6-b3d3-5b711d5ec6a5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,2))\n", "ax.plot(stats['max'], marker='.')\n", "ax.plot(stats['min'], marker='.')\n", "ax.set_xlabel('Year (Acquired)')\n", "ax.set_ylabel('Square Footage')\n", "ax.set_yscale('log')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 53, "id": "605085c6-e8ec-4cf2-91ca-772475b218b2", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10,2))\n", "ax.plot(stats['max'], marker='.', label='Max')\n", "ax.plot(stats['min'], marker='.', label='Min')\n", "ax.set_xlabel('Year (Acquired)')\n", "ax.set_ylabel('Square Footage')\n", "ax.set_yscale('log')\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 54, "id": "7791376f-ccd8-4da9-b160-c2fa62040c8d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.style.use('ggplot')\n", "fig, ax = plt.subplots(figsize=(10,2))\n", "ax.plot(stats['max'], marker='.', label='Max')\n", "ax.plot(stats['min'], marker='.', label='Min')\n", "ax.set_xlabel('Year (Acquired)')\n", "ax.set_ylabel('Square Footage')\n", "ax.set_yscale('log')\n", "ax.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 55, "id": "8730c7b1-c0bb-4efb-9702-b22c1981d72e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with plt.style.context('ggplot'): # use ggplot only in this context\n", " plt.plot([1,2,3], [4,5,6])" ] }, { "cell_type": "code", "execution_count": 59, "id": "f19e2b27-1347-4c7b-9fe7-c3cb41804f3a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot([1,2,3], [4,5,6])" ] }, { "cell_type": "code", "execution_count": 60, "id": "0036dcd0-5322-4e9d-8375-406e6d9f177b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Solarize_Light2',\n", " '_classic_test_patch',\n", " '_mpl-gallery',\n", " '_mpl-gallery-nogrid',\n", " 'bmh',\n", " 'classic',\n", " 'dark_background',\n", " 'fast',\n", " 'fivethirtyeight',\n", " 'ggplot',\n", " 'grayscale',\n", " 'seaborn',\n", " 'seaborn-bright',\n", " 'seaborn-colorblind',\n", " 'seaborn-dark',\n", " 'seaborn-dark-palette',\n", " 'seaborn-darkgrid',\n", " 'seaborn-deep',\n", " 'seaborn-muted',\n", " 'seaborn-notebook',\n", " 'seaborn-paper',\n", " 'seaborn-pastel',\n", " 'seaborn-poster',\n", " 'seaborn-talk',\n", " 'seaborn-ticks',\n", " 'seaborn-white',\n", " 'seaborn-whitegrid',\n", " 'tableau-colorblind10']" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plt.style.available" ] }, { "cell_type": "code", "execution_count": 61, "id": "ac84a9d7-73df-480c-9856-6875f24c7d39", "metadata": {}, "outputs": [], "source": [ "import ipywidgets" ] }, { "cell_type": "code", "execution_count": 65, "id": "c168c468-6c64-4bbe-a7a2-a3b721ba36c6", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "98629976a28a413cbdf5168334a91788", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='style', options=('Solarize_Light2', '_classic_test_patch', '_mpl-g…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#plt.style.use('ggplot')\n", "@ipywidgets.interact(style=plt.style.available)\n", "def make_plot(style):\n", " with plt.style.context(style):\n", " # CMD + ]\n", " fig, ax = plt.subplots(figsize=(10,2))\n", " ax.plot(stats['max'], marker='.', label='Max')\n", " ax.plot(stats['min'], marker='.', label='Min')\n", " ax.set_xlabel('Year (Acquired)')\n", " ax.set_ylabel('Square Footage')\n", " ax.set_yscale('log')\n", " ax.legend()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 64, "id": "f550a2d8-b2de-4509-9ac7-7316a3cb8b5c", "metadata": {}, "outputs": [], "source": [ "#!jupyter labextension install @jupyter-widgets/jupyterlab-manager" ] }, { "cell_type": "code", "execution_count": 66, "id": "a94e57fe-8c97-4e15-9dcb-06e2df46f129", "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "c0903d73aee742879e24335ba476e646", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(Dropdown(description='style', options=('Solarize_Light2', '_classic_test_patch', '_mpl-g…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# @ipywidgets.interact(style = plt.style.available)\n", "# def make_plot(style):\n", "# with plt.style.context(style):\n", "# fig, ax = plt.subplots(figsize=(8,6))\n", "# ax.plot(stats[\"max\"], marker='.', linewidth = 1.0, label = \"Max\")\n", "# ax.plot(stats[\"min\"], marker='.', linewidth = 1.0, label = \"Min\")\n", "# ax.fill_between(stats.index, stats[\"min\"], stats[\"max\"], color = \"lightgray\")\n", "# ax.set_xlabel(\"Year\")\n", "# ax.set_ylabel(\"Square Footage\")\n", "# ax.set_yscale(\"log\")\n", "# ax.legend() " ] }, { "cell_type": "code", "execution_count": null, "id": "3d1ce914-f5ec-470b-92a8-6887b9c5e6e0", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }