{ "cells": [ { "cell_type": "markdown", "id": "respective-store", "metadata": {}, "source": [ "# In Class Notebook, Week 03" ] }, { "cell_type": "markdown", "id": "2a597611", "metadata": {}, "source": [ "You can access this notebook in near-realy time by going here:\n", "\n", "https://github.com/UIUC-iSchool-DataViz/is445_bcubcg_fall2023/blob/master/week03/inClass_week03.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": "85fc372a", "metadata": {}, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 2, "id": "fd178038", "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": "b41fa002", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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
\n", "

8862 rows × 22 columns

\n", "
" ], "text/plain": [ " Agency Name \\\n", "0 Department of Natural Resources \n", "1 Department of Natural Resources \n", "2 Department of Natural Resources \n", "3 Department of Natural Resources \n", "4 Department of Natural Resources \n", "... ... \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": "05c1fac8", "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": "86a1c780", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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
\n", "

3 rows × 22 columns

\n", "
" ], "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]" ] }, { "cell_type": "code", "execution_count": 6, "id": "dbc349f2", "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": "6ef31f47", "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": "cf9d5c4e", "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": "651a2973", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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
\n", "
" ], "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() # for R users this is like the \"summary\"" ] }, { "cell_type": "code", "execution_count": 10, "id": "ee54cec4", "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": "49f77695", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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": "09186cac", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 13, "id": "654c3cb0", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buildings['Square Footage'].plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "id": "5da9ef00", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAzoAAAEhCAYAAAC3P9XFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABJE0lEQVR4nO3deXxU1f3/8XdIIAhCFJBVwNBKpYKKwYXNrUqL1NbWVr51wQX7K8UFpGqlbkhVsBWKqIAoiygiRVHBsoV9SQAJBIGEfUkgCSEBshDINvf3B2aYySyZO5k9r+fjkQfkzrl3zkzOvfd87tmiDMMwBAAAAAARpF6wMwAAAAAAvkagAwAAACDiEOgAAAAAiDgEOgAAAAAiDoEOAAAAgIhDoAMAAAAg4hDoAAAAAIg4BDoAAAAAIg6BDgAAAICIQ6ADAAAAIOKEVaCzdu1a3XPPPWrbtq2ioqL0zTffmD6GYRh655131LlzZ8XGxqp9+/Z66623fJ9ZAAAAAEETE+wMmHHmzBlde+21euyxx3Tfffd5dYxhw4Zp2bJleuedd9StWzcVFBQoLy/PxzkFAAAAEExRhmEYwc6EN6KiovT111/r3nvvtW4rKyvTyy+/rNmzZ+v06dPq2rWr3n77bd12222SpPT0dF1zzTXauXOnfvaznwUn4wAAAAD8Lqy6rtXkscce04YNG/TFF1/ohx9+0B//+Ef96le/0r59+yRJCxcuVKdOnfTdd98pPj5eV1xxhZ544gmdPHkyyDkHAAAA4EsRE+gcOHBAc+bM0bx589S3b1/95Cc/0XPPPac+ffpoxowZkqSDBw/qyJEjmjdvnmbNmqWZM2cqJSVFf/jDH4KcewAAAAC+FFZjdNzZunWrDMNQ586d7baXlpaqefPmkiSLxaLS0lLNmjXLmm7atGlKSEjQnj176M4GAAAARIiICXQsFouio6OVkpKi6Ohou9cuvvhiSVKbNm0UExNjFwx16dJFkpSRkUGgAwAAAESIiAl0unfvrsrKSuXm5qpv375O0/Tu3VsVFRU6cOCAfvKTn0iS9u7dK0nq2LFjwPIKAAAAwL/Cata14uJi7d+/X9L5wGb8+PG6/fbb1axZM3Xo0EEPPfSQNmzYoHHjxql79+7Ky8vTypUr1a1bN919992yWCy64YYbdPHFF2vChAmyWCx68skn1bRpUy1btizInw4AAACAr4RVoLN69WrdfvvtDtsfeeQRzZw5U+Xl5XrjjTc0a9YsHTt2TM2bN1fPnj31+uuvq1u3bpKkrKwsPf3001q2bJkaN26s/v37a9y4cWrWrFmgPw4AAAAAPwmrQAcAAAAAPBEx00sDAAAAQJWwmIzAYrEoKytLTZo0UVRUVLCzAwAAACBIDMNQUVGR2rZtq3r1XLfbhEWgk5WVpfbt2wc7GwAAAABCRGZmpi6//HKXr4dFoNOkSRNJ5z9M06ZNg5wbAAAAAMFSWFio9u3bW2MEV8Ii0Knqrta0aVMCHQAAAAA1DmlhMgIAAAAAEYdABwAAAEDEIdABAAAAEHEIdAAAAABEHNOBztq1a3XPPfeobdu2ioqK0jfffOM2/fz583XXXXfpsssuU9OmTdWzZ08tXbrU2/wCAAAAQI1MBzpnzpzRtddeq/fff9+j9GvXrtVdd92lRYsWKSUlRbfffrvuuecebdu2zXRmAQAAAMATUYZhGF7vHBWlr7/+Wvfee6+p/a6++moNHDhQr776qkfpCwsLFRcXp4KCAqaXBgAAMCnzZImaNW6gxrFhsbII4JansUHAS7vFYlFRUZGaNWvmMk1paalKS0utvxcWFgYiawAAABHn4Ili3TFujZrExmjH678MdnaAgAn4ZATjxo3TmTNndP/997tMM2bMGMXFxVl/2rdvH8AcAgAARI61e09IkopKK4KcEyCwAhrozJkzR6NGjdLcuXPVsmVLl+lGjhypgoIC609mZmYAcwkAAAAg3AWs69rcuXM1ePBgzZs3T3feeafbtLGxsYqNjQ1QzgAAAABEmoC06MyZM0ePPvqoPv/8cw0YMCAQbwkAAACgDjPdolNcXKz9+/dbfz906JBSU1PVrFkzdejQQSNHjtSxY8c0a9YsSeeDnEGDBundd9/VzTffrJycHEnSRRddpLi4OB99DAAAAAC4wHSLzpYtW9S9e3d1795dkjRixAh1797dOlV0dna2MjIyrOk//PBDVVRU6Mknn1SbNm2sP8OGDfPRRwAAAIArUVFRwc4CEBSmW3Ruu+02uVt6Z+bMmXa/r1692uxbAAAAAECtBHx6aQAAAADwNwIdAAAAABGHQAcAAABAxCHQAQAAABBxCHQAAAAARBwCHQAAAAARh0AHAAAAQMQh0AEAAAAQcQh0AAAAIlhUVLBzAAQHgQ4AAACAiEOgAwAAACDiEOgAAAAAiDgEOgAAAAAiDoEOAAAAgIhDoAMAAAAg4hDoAAAAAIg4BDoAAAAAIg6BDgAAAICIQ6ADAAAQwaKCnQEgSAh0AAAAAEQcAh0AAAAAEYdABwAAAEDEIdABAAAAEHEIdAAAACJZFNMRoG4yHeisXbtW99xzj9q2bauoqCh98803Ne6zZs0aJSQkqGHDhurUqZOmTJniTV4BAABglmEEOwdAUJgOdM6cOaNrr71W77//vkfpDx06pLvvvlt9+/bVtm3b9I9//EPPPPOMvvrqK9OZBQAAAABPxJjdoX///urfv7/H6adMmaIOHTpowoQJkqQuXbpoy5Yteuedd3TfffeZfXsAAAAAqJHfx+gkJyerX79+dtt++ctfasuWLSovL3e6T2lpqQoLC+1+AAAAAMBTfg90cnJy1KpVK7ttrVq1UkVFhfLy8pzuM2bMGMXFxVl/2rdv7+9sAgAARCYmI0AdFZBZ16KqnWDGj4Piqm+vMnLkSBUUFFh/MjMz/Z5HAAAAAJHD9Bgds1q3bq2cnBy7bbm5uYqJiVHz5s2d7hMbG6vY2Fh/Zw0AAABAhPJ7i07Pnj2VmJhot23ZsmXq0aOH6tev7++3BwAAAFAHmQ50iouLlZqaqtTUVEnnp49OTU1VRkaGpPPdzgYNGmRNP2TIEB05ckQjRoxQenq6pk+frmnTpum5557zzScAAAAAgGpMd13bsmWLbr/9duvvI0aMkCQ98sgjmjlzprKzs61BjyTFx8dr0aJFevbZZ/XBBx+obdu2mjhxIlNLAwAABABTEaCuMh3o3HbbbdbJBJyZOXOmw7Zbb71VW7duNftWAAAAqCXXtTYgsgVk1jUAAAAACCQCHQAAAAARh0AHAAAAQMQh0AEAAIhgTEaAuopABwAAAEDEIdABAAAAEHEIdAAAACJYRaUl2FkAgoJABwAAIEIdOFGsUQvTgp0NICgIdAAAACLUhOX7gp0FIGgIdAAAAABEHAIdAAAAABGHQAcAAABAxCHQAQAAiFAsFoq6jEAHAAAAQMQh0AEAAAAQcQh0AAAAAEQcAh0AAAAAEYdABwAAAEDEIdABAAAAEHEIdAAAAABEHAIdAACACBXFQjqowwh0AAAAAEQcAh0AAAAAEYdABwAAAEDE8SrQmTRpkuLj49WwYUMlJCRo3bp1btPPnj1b1157rRo1aqQ2bdroscceU35+vlcZBgAAAICamA505s6dq+HDh+ull17Stm3b1LdvX/Xv318ZGRlO069fv16DBg3S4MGDtWvXLs2bN0/ff/+9nnjiiVpnHgAAAACcMR3ojB8/XoMHD9YTTzyhLl26aMKECWrfvr0mT57sNP3GjRt1xRVX6JlnnlF8fLz69Omjv/zlL9qyZUutMw8AAAAAzpgKdMrKypSSkqJ+/frZbe/Xr5+SkpKc7tOrVy8dPXpUixYtkmEYOn78uL788ksNGDDA5fuUlpaqsLDQ7gcAAAAAPGUq0MnLy1NlZaVatWplt71Vq1bKyclxuk+vXr00e/ZsDRw4UA0aNFDr1q11ySWX6L333nP5PmPGjFFcXJz1p3379mayCQAAAEkso4O6zKvJCKKqrT5lGIbDtippaWl65pln9OqrryolJUVLlizRoUOHNGTIEJfHHzlypAoKCqw/mZmZ3mQTAAAAQB0VYyZxixYtFB0d7dB6k5ub69DKU2XMmDHq3bu3nn/+eUnSNddco8aNG6tv375644031KZNG4d9YmNjFRsbayZrAAAAiBAzNxxScWmFnrrjymBnBWHMVItOgwYNlJCQoMTERLvtiYmJ6tWrl9N9SkpKVK+e/dtER0dLOt8SBAAAAFSxWAyNWpimd5bt1dFTJcHODsKY6a5rI0aM0Mcff6zp06crPT1dzz77rDIyMqxd0UaOHKlBgwZZ099zzz2aP3++Jk+erIMHD2rDhg165plndOONN6pt27a++yQAAAAIe7aPwc+VVwYtHwh/prquSdLAgQOVn5+v0aNHKzs7W127dtWiRYvUsWNHSVJ2drbdmjqPPvqoioqK9P777+tvf/ubLrnkEt1xxx16++23ffcpAAAAAMBGlBEG/ccKCwsVFxengoICNW3aNNjZAQAACAvDv9imb1KzrL8fHut6eY9QUWkx9JN/LJIkLR9xi37askmQc4RQ42ls4NWsawAAAAh9rmbFBeoCAh0AAAAAEYdABwAAAEDEIdABAAAAEHEIdAAAAABEHAIdAAAAABGHQAcAAABAxCHQAQAAABBxCHQAAAAiFKvooC4j0AEAAEDIMAwj2FlAhCDQAQAAABBxCHQAAAAARBwCHQAAAAARh0AHAAAAQMQh0AEAAEBIKi6tDHYWEMYIdAAAABCS3l+5P9hZQBgj0AEAAIhUYbiQju3k0scLzwUtHwh/BDoAAAAAIg6BDgAAAICIQ6ADAAAAIOIQ6AAAAACIOAQ6AAAAACIOgQ4AAACAiEOgAwAAEKGiwnB+acOoOQ3gCa8CnUmTJik+Pl4NGzZUQkKC1q1b5zZ9aWmpXnrpJXXs2FGxsbH6yU9+ounTp3uVYQAAAACoSYzZHebOnavhw4dr0qRJ6t27tz788EP1799faWlp6tChg9N97r//fh0/flzTpk3TT3/6U+Xm5qqioqLWmQcAAEDkigq/BimEENOBzvjx4zV48GA98cQTkqQJEyZo6dKlmjx5ssaMGeOQfsmSJVqzZo0OHjyoZs2aSZKuuOKK2uUaAAAAEY9ubKgNU13XysrKlJKSon79+tlt79evn5KSkpzus2DBAvXo0UP/+te/1K5dO3Xu3FnPPfeczp496/J9SktLVVhYaPcDAAAAc3zRIpJy5KQ+3XhEBlEHwoypFp28vDxVVlaqVatWdttbtWqlnJwcp/scPHhQ69evV8OGDfX1118rLy9PQ4cO1cmTJ12O0xkzZoxef/11M1kDAABANb6ITe6bnCxJuvzSi3T7z1rW/oBAgHg1GUFUtccDhmE4bKtisVgUFRWl2bNn68Ybb9Tdd9+t8ePHa+bMmS5bdUaOHKmCggLrT2ZmpjfZBAAAgI8cOnEm4O/JGB3UhqkWnRYtWig6Otqh9SY3N9ehladKmzZt1K5dO8XFxVm3denSRYZh6OjRo7ryyisd9omNjVVsbKyZrAEAACACGKKLHHzDVItOgwYNlJCQoMTERLvtiYmJ6tWrl9N9evfuraysLBUXF1u37d27V/Xq1dPll1/uRZYBAADgCVpEUJeZ7ro2YsQIffzxx5o+fbrS09P17LPPKiMjQ0OGDJF0vtvZoEGDrOkfeOABNW/eXI899pjS0tK0du1aPf/883r88cd10UUX+e6TAAAAIKIw/wFqw/T00gMHDlR+fr5Gjx6t7Oxsde3aVYsWLVLHjh0lSdnZ2crIyLCmv/jii5WYmKinn35aPXr0UPPmzXX//ffrjTfe8N2nAAAAAAAbpgMdSRo6dKiGDh3q9LWZM2c6bLvqqqscursBAAAAgL94NesaAAAAQl+4D9FhjBFqg0AHAAAgQjHEBXUZgQ4AAABCBhMQwFcIdAAAABCSCHpQGwQ6AAAAEYohLqjLCHQAAAAQkpiMALVBoAMAAAAg4hDoAAAAAIg4BDoAAAARKty7fjEZAWqDQAcAACBCESiYs35fnp6es00nz5QFOyvwgZhgZwAAAABwJtAtUg9N2yRJqh8dpfH3XxfYN4fP0aIDAAAA2Mg6fTbYWYAPEOgAAABEqHAfowPUBoEOAAAAQhJxGmqDQAcAAABAxCHQAQAAiFBRYdgmYjtTHJPGoTYIdAAAABAU+cWl+tPUjfp43UEZzIUNH2N6aQAAgAhlVGsT2Z55WsWlFer90xZBypG9d5btUfLBfCUfzFfW6XN69Z6fBztLiCC06AAAANQRv/1ggx78eJNOl4TGgpgFZ8ut/5++4VAQc4JIRKADAAAQoVyN0TlTVhngnDhX0xii8BthhFBCoAMAAFDHEECgLiDQAQAAQEhiegLUBoEOAAAAQkb1CRQAbxHoAAAARKgoF33UCCVQF3gV6EyaNEnx8fFq2LChEhIStG7dOo/227Bhg2JiYnTdddd587YAAACoQxhLhNowHejMnTtXw4cP10svvaRt27apb9++6t+/vzIyMtzuV1BQoEGDBukXv/iF15kFAACA51ytwRkyAUTIZASRyHSgM378eA0ePFhPPPGEunTpogkTJqh9+/aaPHmy2/3+8pe/6IEHHlDPnj29ziwAAAAAeMJUoFNWVqaUlBT169fPbnu/fv2UlJTkcr8ZM2bowIEDeu211zx6n9LSUhUWFtr9AAAAwJxwH6MTLvlEaDIV6OTl5amyslKtWrWy296qVSvl5OQ43Wffvn168cUXNXv2bMXExHj0PmPGjFFcXJz1p3379mayCQAAgDBAzzX4k1eTEURVezxgGIbDNkmqrKzUAw88oNdff12dO3f2+PgjR45UQUGB9SczM9ObbAIAAMAJw9XgnRBgmzUCIdSGZ00sP2rRooWio6MdWm9yc3MdWnkkqaioSFu2bNG2bdv01FNPSZIsFosMw1BMTIyWLVumO+64w2G/2NhYxcbGmskaAAAAPBQqcY6zB+WAr5hq0WnQoIESEhKUmJhotz0xMVG9evVySN+0aVPt2LFDqamp1p8hQ4boZz/7mVJTU3XTTTfVLvcAAABwKdzjiBCJxxCmTLXoSNKIESP08MMPq0ePHurZs6emTp2qjIwMDRkyRNL5bmfHjh3TrFmzVK9ePXXt2tVu/5YtW6phw4YO2wEAAABbYR6nIchMBzoDBw5Ufn6+Ro8erezsbHXt2lWLFi1Sx44dJUnZ2dk1rqkDAAAA/wuVLmpeC/cmKQSV6UBHkoYOHaqhQ4c6fW3mzJlu9x01apRGjRrlzdsCAADAB8ImAAqbjCIUeTXrGgAAAEJfqDeIOMteeaUl4PlAZCLQAQAAqGOMIA7zX7IzW1szTrl8ve+/VjlsO11Spg9W7dfRUyX+zBoiDIEOADvFpRW6+911Gr9sT7CzAgCIMHuPF2nIZ1v1+0lJLtMUnatw2PbClz/o30v3uN0PqI5AB2Fp9MI0/d/UZFXQvO1zX2zOUFp2oSau3B/srACIIOWVFm3Yn6eSMsdKLPzJed+1YA19GVftIZonXev25xZpefpxSVJuUak/soUIRaCDsDR9wyFtPHhS6/bnBTsrEae8koGfAHzvP4l79eDHm/SXT1OCnRUoeOvTLN113FT67UcLdOf4tbJwa4IXCHQQ1iqplPtcqA9cRXga8d9UvfzNjmBnA0H02cYjkqR1+3hAFa4CcX8wmGUNPkSgg6ArKCnX7e+s1jtLGRMCRKKjp0o0f+sxfbYxQ6UVlcHODoIkiqcoIcWbgCIQMciG/fn+fxPUGQQ6CLoZSYd0KO+M3l/FmJBQQFUEvlZp0+ckFB/W8gQZCJ7q95zconNByQciE4EOgq6SjrdARIsK4fD5g1X7lfDGch3OOxPsrAABFap3Xhr+4EsEOgg6rmlAZLOtuIRa48m/l+7RyTNlGrM4PdhZiXhUYGtvxoZDmrhiX7Cz4Veh8mAkSlGaueGQRs7f4bbVNz27UAu2ZwUwZzAjJtgZABBaqIzAn4K5SCEQzgzD0OsL0yRJv7++nS6/tFEtj+eLXNVeqI7dMmRo1I/f9z3XtFGvn7Zwmq7/u+skSc0bN1BvF2kQPLToAAD8KkTrMUBYsQ1MzpV7PqmH6/MvRCKdMFBcWvPaT+nZhQHICcyiRQfBRy0IqDNC5SlydaGar0jClb52glFExy7eHfAFXi2cjPAhAh0AdkKlfzQih23XlFCtwoRqvuAfMzcc0tFTZ/XSgC4h23WqOl/PDljT4coqLJqy5oBP39OZ6q0l45bt9ft7esL2Xsj1IXwR6CCscfEBQl94VCPhb6EUUFSNvbi3ezt1bRcX5Nx4xv5+5//vMlDj6RLTjtv9fuz02YC8b00YTxgZGKMDwE4I1UUQgVizBqGk6Fxgu2XVhq9PnZoO56x1f+2+E77NRJjgthi+CHQQdLW5gHDxAUKf3fTSwcuGW8RfCHWh0MKwes8J/ff7TD35+VaVVrifEGFPTpG+SjnKww0EFV3XEHS0IAB1B3WeuisUL/WhEDx4yv7cqX2+3Z2LBWfLNWj6ZqevvfDVD5Kkmzs118M3d3R5jF9OWCtJahwbo191be19RoOkpvGqmSdL9JdPU6y/Hz0VGl3uYI8WHXitvNIS7CwACAN2FYaQrVeGbMbgT/zZnfpwzQFtzzztNk3h2XKPjrXzWIEPchR4tkGws2Ly+sJdSrOZUnpm0mH/ZwqmEejAK98fPqkrX1qsSav3Bzsr8LFQGjCMyGDfdY2aZV3FpaV27FtgPP8yXaV0dy6e8WDdmLruTKnnaxkheAh04JUXf2y6/teSPbU+FtMZA5HN9gyn6xoQGtydi7584BUJDzecfRsE7uGBQAcA4F82FYJQXQwwRLMFWEVCwBBObB/CHsw7ozGL05VfXHrh9QAHOsWlFfr30t1KyyqsOTGsCHTglVDp3sRlHwgvnLN1WWjcN2yFU3n0NhhfVm2dmtoez5dyi84FOwseGbt4tz5cc1DPf/mDdVuge6O8vXi3Plh1QHdPXBfQ9w13BDoA7IReVQSRJBQqV86EaLYAK9syauZZ44mi0poT+ZG7c94X3d/9xVkL2raMU9b/e/o3MAxD58prP55nZ5bvJnWotNSdK55Xgc6kSZMUHx+vhg0bKiEhQevWuY4u58+fr7vuukuXXXaZmjZtqp49e2rp0qVeZxihwZeV4do0DlEp970QaaxDJDFs/1t3brAIfaEaeDvj6/VoXvhqu0+P542Sssif9OCvn23VVa8sUdbp2k0/7atb86vf7tR1ry/T8cLwaE2rLdOBzty5czV8+HC99NJL2rZtm/r27av+/fsrIyPDafq1a9fqrrvu0qJFi5SSkqLbb79d99xzj7Zt21brzAMAwkwYVSzhW6H4ECWcAm9f53TnMddjPXz5t3KX73AKNKXqrWqefUlLduVIkuZ+n+mHHJk3K/mIikorNH39oWBnJSBMBzrjx4/X4MGD9cQTT6hLly6aMGGC2rdvr8mTJztNP2HCBL3wwgu64YYbdOWVV+qtt97SlVdeqYULF9Y68wieULxhwT/eW7FPH6xiGnH4RqjWa1i9HaGOIhpYNY3BcTltt5/+UKEyNjrcmAp0ysrKlJKSon79+tlt79evn5KSkjw6hsViUVFRkZo1a+YyTWlpqQoLC+1+ELk4dUPXyTNlGpe4V/9eukdF5zxbHA6ozva2T2Wt7uJaX0sBPHd8OdDe3TkfytcDZ619tvl1Fndsyzil7v9M1H+3OLbehNpHDbX8+IupQCcvL0+VlZVq1aqV3fZWrVopJyfHo2OMGzdOZ86c0f333+8yzZgxYxQXF2f9ad++vZlsIgB8eRHkIUVosf1zlFdarP+vqKwrl0X4U6h2FQrNXAEXhOq5M3/rUb23Yp9X+/rzM63de0KvfLPTJxMBOOOs6vLk7K06XVKuF2xmZ/PH+83edMTnx49UXk1GUL35zDAMj5rU5syZo1GjRmnu3Llq2bKly3QjR45UQUGB9SczMzT6NVZ3KO+McgrqxmAu1E3EoPC1UH2CG6r5gn+F0989VPM64r/bNS5xr3YcdT4rmLtgxp+fadD0zfp04xF9vO5gjWmnrDmgj9bWnM62W5qzeq/bycx8+GFf+nqnx2nX78vT9szTHqdfuD1Lr3yzM2JmZosxk7hFixaKjo52aL3Jzc11aOWpbu7cuRo8eLDmzZunO++8023a2NhYxcbGmslawJ06U6bb31ktSTo8dkBwM+OBT5MPa19usV7/zdU+6edJK0wdYfN3joxLHoLB9v5OOaq7uG/UTiieO7YV/9Nny0zvH4i69NFT7mc7O11SprGLd0uSHripg3W7N2N0/NlC5c35k1NwTg9N2yTJsa7qaizR03POTxaW0PFS3du9nfk3DTGmWnQaNGighIQEJSYm2m1PTExUr169XO43Z84cPfroo/r88881YEDoBwWeOJx/JthZMOWVb3dpVvIRLdnpWRdD1F22gbDthT5UV7RHeGHQf90V6AUWPRFOpTGQ544nleqCs+VauTvXYfvZskrl2k5d7Dbb/v9MNX1t58ptumjbRF5Ox+jY/N9s4BGMspZd4DrI23O82O2+ecXBXX/JV0y16EjSiBEj9PDDD6tHjx7q2bOnpk6dqoyMDA0ZMkTS+W5nx44d06xZsySdD3IGDRqkd999VzfffLO1Neiiiy5SXFycDz9KYIXr7Bd/nb015FqgwvW7jFSr9ly4cdn+aaifwlu2FYZQLUchmi34WTgF3naV7KDl4oKpaw8qpt6FnHx/+JT6XnmZer+9UifPeNa6E4gWndIK92N0bK9PZqojtgFSIPj6QUFJaeSvYSR5MUZn4MCBmjBhgkaPHq3rrrtOa9eu1aJFi9SxY0dJUnZ2tt2aOh9++KEqKir05JNPqk2bNtafYcOG+e5ToM4Kn1tU+Fi954T1//VsrvqhOhAW4SWM6pVASPFHF1BPxqW4ExN9oRo58ccJCaoHOe6Hrfj/gvBNapbb1+1mUqvpYD+mPXb6rNbvz3N7LDOvBUNN2Qm1/HrLdIuOJA0dOlRDhw51+trMmTPtfl+9erU3bxHyAvk0xTAMZRecU5u4hiHT+hEq+Qinp3HhyO6vzFcNHwjVgJlrSd0Urn91XxXXNxel68+3dHLY7ukdvqDE/LgcW/5q0TltIl+2Wdie6XxChermOZk+uvqxfC40ql1hx6tZ11C9S4/zol1QUq5Pkw973ITrysQV+9Vr7EpNWn2gVseJRAt/yA52FiLKdz/YP/kyXPwfMMPuSTQFqc4KkedjYcsI0BU55cgp7ct1P36jyifJoTnN8ZH8Eo/T2tbhqgbuS1J6dpFj2h//ddWNzG2LjpO/mcViBG0sTE0Pd0L1oZRZBDpesi3krsrK8Lnb9Mq3u/TEJ9/X6r3+s3yvJOnfS/fU6ji+5Mv7lbOb377jRZq69kCN89+v23fC7esw56nPt9n9bnshpIIKX6AY1V3EObUUgJPneOE53Tc5SWv2+u7e6q5CHajrwYQf61FO8+AiEwVnHRfJrk3Lr7NdH//ke/V4Y7m2HD5Z4/7enD9uuw16cbxwRKDjJbsWHRdpVv041mFrxmmfvveWwyf15OdbvV7D5+k522rdyuTvJ3N3/Wet3lq0W5NraMWi8h04kfJ0B8HlaUVh1e5cPTNnm9PKRqDygDogjIqCXXuOn/KdedLzlhBfCNS5OGG5dwuaVlfV1c6TOtCBE8U6W3bhYa2zT1o1JjYUW8Yi5TLp1Rgd2LMYhqID+KzqD1OSJUmFZ8v16eCbTO+/cHuWYupF6T8Dr/Nxznxva8Ypt69TYfGvZWnHrf/nq4a3vOlw89jM8y3hzRo30KjfXO2zvBw7fVZ/nJykh3teob/e9hOfHRfwt0CsR+WPmcSyC85p+Bfb9EivK9S9w6V2r4XCfcVMHsorz38/mw7luzqa9X+/GLdGnVo09ui4ntQgvXnA7G6XUPjuA4EWHR8IVmGpzZOXYzUsoFUT+lrXDSPn77D+n3V04AuuitG2jFN6Zs42h3UfvG25dmXc0j3KKjint5fs9ihf8J1QmcTGVji1VAdimvZ/Ld1dcyKTvvshW9+kZul3k5IcXgvk9787p9DpdjN5qFpnZ8N+54FO9b/LwTzP1lz016lB1zUCHZ8I1oWyvLIWfUVDqIi7mxu+soYpWULnU0Q+KoLwDecF6XeTkrRge5aenZvq13cvD8TCHQhp4doTwF22U46cUqJNC7y3fjjq2axjvhLIP8X3h533EDGbhww3Ex24n0r7/L+lFZXKLbJ/gONRi46Pew5tzzytTQddtUxFTv2KQMdLobCQ4rHT7ltl/vH1Dg38MNlpsFDbPAdqhesaWxEi5UwMA2FaN0AIMDOpxSEPn4D6Ii9AOBUH+y6g9hm/b3KS/jxri9tKeCgKhe/fbBb+62JqaU/98j9rdeObK3TYz9c6yT6AcnbtGzh1o9/zEGwEOj4QCieqM59vytCmQyed9iUN0Sw7IM4JnJoqgHRdgy94UoqCEYy4auW2WAzNSj7s0axICA/heinz5IFBTQ9Ag812cL4U2N4lrh7Pmr3eeJvnqv0O/xiM2rbAedKt05vubdVzauazhut5Uh2Bjpfsppf244laU9ctb49R24qEL/uTujtWsE+0wnPlSjqQJwvdXQh04DUz6+gYhvTyNzsv/C5Dq3bnKstHFTizpXj+tmN69dtd+sOUZBWd8/0McICnPDmPQqlbujNjF6fb/R4Kt1azeXC7Vo6J+6Rt3ScQfWTGLN7t8fpIkYRAx0vOuq6tSD+uIZ+mOAymrY2zNawj4wln510IXFs8UtNF299Pfu+fkqwHPtqkTzeG3tSPvlbTVxkKNySEvoKz5Vq2K0dlFc5nb6rpnM4tKtXsTRnW35en5+qxmd+r19iVvsmgqwqii+1J+/Os/8867duJEXzp3eX7dMc7q2u9dIA/heBcBEF7mPbu8n3686wt1lm8zHJ5HoX4dbr6OKLqLTz+5Kr8mW/R8e41ty+6feBrqNJi1Pr8mbr2oPr9Z63D9l1ZzsdlhXrQ7CkCHS85W0dn1MJdWrIrR/9e4ruFPX1xXwjnohrsyQh255xfGfnrbcf8/E7BV/N3Gc4lCbVhGIbSswutlbKyCosGTFynF77c7pB20LRN+n+fpmhcovProMVkvc5sq3alxVBBieuWF1c3b8NQWLfc/mf5Xh3MO6Opaw/65Hgj5+/QM3O2ReSYplD4RP9ZvleJacf1vx+yPd7Hkz9FKHw2dyqrfYgdxwI3+YGrscW+bNE57eba45Afm4qku3HPf56Vor5vr1SpH6b+lqQBE9f75bihgkDHB6q69GSePN+Sc+CE75oGffEEzNmNKpTuXe4+YqjUOyLxZl9dzWN0ApQRhJwZGw6r/7vrNOyLbZKktXtPaFdWof675ahD2u0/ztr0jYuHA/5+Sjjww2RdO3qZDrq4Drsq5skH83Xt6GXaWa3i5W4AuDfOlVfqD5OTNG6Z7x6I2arwsoXAVlmFRXM2Z2jB9iwdreVSBKEukJe1w3lntL9a1yHb7pAWi6H9uUUyDEOGYTjMzOVseuk5mzM0Zc2FhbVX7c71Q859JxTvI2a7ZXs/Rqfa+3r4ZSxPP66sgnPacsT5rHH+MmPD4YC+n78Q6HjJNvpeveeEXvv2Qp9yX57IvqhfOztEbQ8bqB4IhmFo9Z5cHT3lfCaZQMUfvn6bzJMlOlNa4eOj+hdjdOquqorUoh05kjwrCy7HEPi5GFVVBr5JzTL9/kXnKvT8lz+4fN1sa5QzC7dnacuRU3pv5f7aH8wJd19vSVmFnp+3vcbZnmz/vpF43gfjwVWlxdBt76zWnePX2F37bXPy6oKdunP8Wk1afUCvLdilG99coW9TLzwwqJ7tc+WVGjl/h8YuvrD2zcfrD/nrI/hEoFpNzXThNF3GvfwI1cvdm4sujFcKxW6dJ4pKg50Fn4gJdgbClW2hfGbONrvXfHlj8NslIYRuXu5O8O1HC/TojPMrpB8eO0CS7IKeQPUh9eXXtT+3SHeOX6tLG9XXtlf7+e7AtVTTR/RFJQ/hKTdEb3gVlRbFRJt7XlebcX/FpRU6W1apixpEm3pPW4XnfPuAo7i0Qh+vu9Bdzd216uevLpUkzUs5ar2eOuPr24NhGErLLnQ5bsuZnIJz2nLkpH51dWvTf2OzeQsE27E4+cUXKuG2Ff/PNp4fm/bOsj3Wv8G/luzRb69rJ+l8IF7FMC4sXhlOfFE/ahBTc3mYvsEx4HM9Rsfc+3v7CUKo2lWn0KLjB76YKa2KTy7C/piMIIiPH6pf7APB24Aq82SJZm86otKKCwMuV+85IUk6ZaIvr7+t2pOrJ2dvdZsmEp/swn9yi0qt3cDMzLrmqU+TD+tnryxR0oE8p6+fLilTwVnHc8z2/Ys9aFW1vdLd/2Gyrn19mdms2vnnd2m12r+6MYvSNWH5PuvvvjhPbcdR+OLv9W1qlgZMXO9RwPxJ0mG9tShdd4xbrac+32Y3MYWvBONK5up7POtk3IX9+XLhl0dmbL6wXYZP6xqB4pM8ezJWycTbmD1nUjNPm0rviRBs0IkYBDp+4Mv6oC8O5aySbiaPhmHoVIjO5BOwQMfL97n9ndV66eudmrLaNwOE/eWxGd9rWQ2ratsGa4AzPxw9bff7r99b79BF01etsK98u0uVFkPDv0h1+vqs5CO69vVlysgv0RvfpemOcavV5+2VduX85a93OOxX/VyvntsyH4yBqfJVylHlFXveWlZQUq7kA/l2rQApPu63v+NogfKr5emDVfs1zUmXqEqLoS2HT+qczeygecWl1lmcKiot+nrbUb1jYjzSawt2aeragyr5cTautXtPePMxPBaoUKH6IPwqby/Z7XR7Fdu9qnfHWpHu/podigIVmzm7zrgKJszmafMh79bUcjvpmheRji/G49UFdF3zkrsy6eqC5g3DB+XY+fTSnudx1IJd+iT5iKY+nKB+V7eW5NunD+5mG3HG9vMEqpXB27ep6lqw4UCeht15pSSpXih2xvXA2TIuqr5iGIaSDuSrS5umata4QUDe83jhOS1LO67fd2+nxrH+ufR/52QGqWOnzyrWpquJs3PJ3MxThtMnqq99u1NZBY7TP3+beszluAVn43g8G39keLTAX03+Nm+7urWL08Kn+3iU/rcfrNfh/BL9+w/X6I892tf6/atLOXJK901Osqt0ZZ0+q38vPR+oPNKzo103sndX7NPEFfvUsXkjPXxzRz3WO1493lguSfr99e30vx+yVWqiu5ozzv4aBSXlWp5+XL/q2tpvZdnXbFsy/rsl0+F1V7033I11K3TSYimdH7vTsL733Sv9yZNW1Jo4e9hQm3OyMoD9snccdT7LnNl6kHQ+8G3ZtGFtsxTxaNHxA9+O0bE/ljeDw0pqOU/9J8nn15D51483u/MXlFod0mcC1Ue5tu9iexMLle/OrHM+WNMJ532bmqUHP96kX05wXNPAX+6bnKRXvtmpN/7n2HWqotKiHUcLat2txHasSJWnP7cfwzhlzQG7FoO9x4v05Ofuu01WWbIzR6v3ntDvJiVZt1Xl+JPkIw5rdEjmn9Z6sq6JLy87ZqbXrVpRfcH2CwFa9duNxa7bmaFdWQVOW2OX7MxxeCK8aEe2wzFtu5tVf4g3ccX5LnNH8kv0xv/SNff7CxX4+VuP1TrIceUvn23R3+Zt19+/cj1xhDvB6IVr2wr3/ir7iSiGfJqie953PsWvq/qEu/t6foj2wPAl27L7xndpuumtFXbXFTN/40A1jBiGXP6d/VUv2He8yD8HDiMEOn5w8MQZpzd8b1Q/WW94c7npYzxdbbIEZ8d1fN1wePKyP7dYCf9M1DWjlukHF08lJGnL4ZO65V+rtHJ3+DWru1LbsVK2u4danFPo4Wrvvli8FuctSzs/e1kgZ7WpmiZ4Rbrj9LOjFu7SPe+vd1i1XKq57Nu+7iwA2HO8SNsyTlt/X7wzRwlvLLd+9syTzmdUdGbIZylaujPHVB7NPngqr7yQPi2r0OkaWtXfr6CkXG8tStfd767TyPmO3eF8zd2saLa/zttyVAMmrtcTn2xxOMaQz1I0auEuu23Opq8dPjfV+v/ffZCk/37v2BpRxR/dzJxdLzcePN91yFkLolneXtorLYZG/DdVM50Menea3s0bLdmVo53HCp2+5mqvP3200foQsrpok7Xm/bnFum9ykt+7CfqS7bXm4/WHlFtUqplJh63bnH3drr6WcBzr5M7OYwUa9sU2ZZ4s0VdbfbcG4LaMU7pr/JqwKicSgY7Xajot3vifY4XBH+/jcr9aronS5+1V6vraUn33g33XjvwzZSoqrXB7YXh42mZlnCzR4zMdb67OhEMLR22fAFrsWnScf+ADJ4o1YflejwMPX/F0EbKCs+Watv6QqYopnPNFt6fqdh4r0NDZKTpU49TBjtuqZnv6aJ3zcRjV2W5ZuitHt/xrldsBus4mDKjq5262K2f1BzAnikp1w5srXKY3+5DCtkXn7onrnKZJyy7Un2dtUVpWoTJPluif/0vT1LUHlZZdqDmbM/w+dXyFTTC2r9q6LLa9AD5JPixJWrfP+YQNn23MkMVi6E9TN2qETUDjSlp2oV5w04pyMM93a8hV8UVr+nsr9mnVngsBfm3Hic3ZnKFfjFut+VuPadRCzyaX8HZa5ariu93J+eXqXF+0I1tF58r13Q9Z6vP2yhrf46nPtyrlyCkNmr45LO7Hkvu/4bnySiUfzPf4WIEKdNw9dPHl9/7r99br29Qsj1vKJVnH4Lkrp4Ombda+3GINmr7ZZZpQFB6dW+uogpJyrweb1bZifuz0+ae/T1XrduKJ2jz5HzE3VS/efZXbNMG4ENf2xmh77XCV/1/+Z60qLIaOnjqrd/54ba3ez4x6Hn6fo79LU1mFRRNX7NP212o3LXZxaYVmbzyi/l3bqEPzRi7TVVVS/REYBJM/Ps2v3zvfJWJ3TpFW/u02u9dsgwOzFf/q3UPLKix23RiHfHb+Zuqs1aCKs4VFq2ZEq+dpAfyRs6f47gb0+6Pr2h+nJKu0wuK0q5zk+um9r6YyrqowOXsoYvt5oz34btOyC62Vwm7t4mqVL9sALFRMW39I4xL3SpKLKbXN59mbVjtXZeKOq1pqpZtFPqvKzMPTNnn8XqO/S9PafSesM3zWxPb8iVJwZqUzy92p9PI3O51ud3Uf8eW4andsW5yqW73nhM/HVu09XqRrLr/Eo7T//C5N17WP08kzrh+0FoXZ2n9VaNHxkr/Pi4z8El07eplufMv1k0p3aspeMBZM88T8bcf00tfOL1LBVNuvy3Z3Vxfbqgrl1gCvfuxpEFG1BkbB2XK96WSchxljF6drzOLd+tW7rseoGIah+z9M1h+nJIdsefWWPyekOHjC8Slv19eWWv9f/ZssKXN/86o+8Lfzy4s1zMlMZ8Wl5loi//HjjGcm4xzTqo+HqIkna73UNPbE1SQyVWNsqjte6DiJgnR+za37pyQraX+eXV/7qtNh6hrHLtIni8v0yjc7tfNYgely5kmQdyEPjudkuYlB3c5m8vTHeV5T7wp/Xlpsy5KrVoOG9d1Xw6r2Mrv+kqdBjiTl2azrU9uvY3kNs3f6yus/dru0/Y6r/pZfpjg+WJGkF778QUucdH0N1CKm7mQXnNOoBbtqTmiC2TkWjp0+53KCi3BGoOMlM1OCStK/l+7WJ26i+eqczcpiRrhUDNOzCx1uRKE4eM6nkxH4+b3M8qasOOviZCu36JyyC87abbNYzg+MLimrsHaVcjWg9qGPNyl+5CJ9f/iUthw5FdKDa8+VV2pXVoGp79Fs5d4wDO04WuB0QgjDMHS6xPX3U/1aVT2f/1rifurfa0Z5tm7MOQ+7QFYXarMQVo3RqU0XTVcV/qdcdCUZsyhdyQfyNWDiOi3ZmW39Gw35bKs2Hz6pBz7epLv+c+GhwJYjp/TYjM3KP+N4H1qyK0efbjyiX7+33qNyZvv921Z43flwzQGnYz/zijw/Twd/cn4h6NMlZXrhy+3adDA/KMsF/LXa+mHllRb99bMUp9Npuz6eY8bHJ+5V55cX68Ufu/q5qnQu2uFY8bZlsbZqe5ydWqnt3+CJWZ51Wa+tOZsz1e8/a9T55cXWbZ9vrnnNpSGfpThsC5WFV79wM/7NG2Zbqp6Zsy0ix+IS6HihotKiBz/2vBlZkj5YdUCvLdhl9/T0XHmlFu3Idtr9ICbas6va1oxTGrVgl4qqHaPmFh2PDu93v31/g8M2V089qwSjYlTbwNG2b25N+T+Ud8bUCuLVlVVY9OdZWzRqwS59m3pM2zJO6U9TN1oXb6zO1832FouhG99coZ5jVtqV93GJezRg4nrr6uyulJRVaP1++zEFtfmL5xae0xOfbNHqH/voZ54s0dS1B3wyzakkPTpjswZMXK/5JgZ9mi3DX3yfqXvedz6o/Pkvf9B1oxNd7vtNtcH01e/pa9wMLN0bgIcOoRXmnG/BOlFUqodMdBWqrqoLV3FphR6bsVlfphzVh2sOaFeW8wHnp8+W608fbdSurEIN+Wyrvkk9/zc7duqs0/SStGrPCV1bQ7eUrTaTQKxy0T3q/316oUx5+gBvzOLdTrsQmqkkbc04rcdmbNbbS/bov1uOauDUjUrLdv79mGUYhnYeK9DYxe7XqKli29qyZGeOFu/M0T+/S9MVL/7PbmyPK84m56make6L7zN19FSJ19fZqt1C5Z4dSvYetx8TVn2dIU+F62QENeXaYhimn5xW7143dvHusJt8oDqvAp1JkyYpPj5eDRs2VEJCgtatcz5gs8qaNWuUkJCghg0bqlOnTpoyZYpXmQ0V2U7WavDUv5bssT59Hf1dmobO3ur0iamn593vJyVpZtJhvbPU/qlsjbOqOSn9VRVCdxUfp8eqxRXYzOJ7638cUGvb7zxQa5DUvkXnwv89qeMOnJrs1fskph1X55cXKzHtuGYmHdawL1L1u0lJSj6Y7zI4Lyn17glO1d8982SJXUuDbQXxeOGFitMHqw44Pc6MDYesY8Lyiks1Z7Nvn2qN+O92LU8/rkdnnH+CfO8HG/TWot2mut/tPFagU2fKlF1wVtPWH1LhuXJrd4eqGaA8eZp44ESx7hy/Rt9ud1y/xZ1ZP86uVD0AlBy7aVQvX/Wj7S/zBWfL7YI8d61Bp0v8143hJ5c1lhSa469ueHO5jtTwwMWdH46e1tmySn245oBW7Tmh5+Zt1xg3le7qFa3xiXuVnl1YY+DwoomxIo/N/N7p9qNugil/W7XnhN2EN1XjzGyt3J1rN1a1+mKNn248ogc+2mh9YLhkZ47iRy7Sr99brylr7K85Vdes6t1znpy9VSlHTmr+1qMOLVWPzfhehmEot8j1fb/IplvZx+sO6ooX/2f3+qkz5U4nE/CEYRjKqEVZrGvmfl/zdbikrEKbDuZbz7vqD4rDRU1dTb2pmlVfLHjKmgN6fOb3NXZxDmWmJyOYO3euhg8frkmTJql379768MMP1b9/f6WlpalDhw4O6Q8dOqS7775bf/7zn/XZZ59pw4YNGjp0qC677DLdd999PvkQ4WRm0mHlFJxThcWi5TbTvJ48U6ajp0q081ihDBmmTzzbmXeyC87q0kbuAwDDkDYdzNeI/27X10/20mUXx+rtJXu0PP24lptcbfm2d1ZrzfO3O32tvNLiUNHy1kPTNumSRvXtTt5mjRto0ur9alQ/Wo/2jrduf2fpHkVFSX/r9zNJ5ysSaVmF6nRZY48XmFu6y6ZLgYkLxivf7FR0vSiN+s3V1m0W43xLx9nySrvuJB+tPag/39LJ4RjbMk5re+ZpXdv+Es/fWNKf3XQbKDhbroenbdIfEi7Xb69rJ+l8Bd5Z5cITE1fsV8fmjazTz97a+TLd9fNWSjrgONuNu/L8+sI0vbdyv7a+cpd+N2mDMk86VrzcBf7vrdin737I1ty/3KxLGjWwDugsKavQvuPFdsFBXnGptRvcnM2ZeuPebqoXdb6yXVFp0crduSo4W25djLGi0qIdxwr0u0lJuvzSi9Qgpp4Onjijf36Xpq7tmurbJz1b6LHKqAW7tD/X85mpzpZVKiY6SvU9bOGtYhiGDueXqEFMPacD0kcv3KW/9fuZWjVtqFMugplz5ZUOFUVfOvDjWCJ/j9EJhv/3qWP3GHeqt+Bmnjyr/u+6f4AYKYo8GHvy05cWu3ztlR8Hnl8zapkaN4jWGTfry8SPXOR0+5JdOVqyy3UXsjvGrXE7m+FD0zbphisu1W0/a2ldXNWWq7VTPFF4rkK3/HuV1/vXNX//qubgf/DMLUo+mK9Xf/1z/bxtUz3/pXfrMfnDmr0ndOzUWa1IP673H7je7RiuaesP6bV7LtQzxi7erZPVurNuOXKy+m5uObsfVFiMGntihLIow+Tj+JtuuknXX3+9Jk+ebN3WpUsX3XvvvRozZoxD+r///e9asGCB0tMvjMMYMmSItm/fruRkz55aFxYWKi4uTgUFBWratKmZ7Prc6j25OpJfotd8PGjMF65rf4nbKV796ZPHb7T+/xGbqQcH94lXt3Zxiq4XpZh6USo8V675W48p/0yZqQqfr13SqL7Lp9W/va6tis9VaIWLrh59r2yhJ/p20oTle+3WB6nu5QFd7MYfdWsXZ2pxQFf+3Dde0zccVqXF0K2dL9OavSfUv2tr/apra6eDxCPVz9s09VlXl+q6d7hEp0vKa5yq2Z1bO1+mFhfH6qut51tcht95pSYs3+eQrl6UNPCG9rq6bZwaRNfTgRPF+nCtb9bhqknrpg2VU20gfN8rW6h+dD23M0H5yvUdLlHRuQqHKZIBADX7acuLg1KXcj6DYWB5GhuYCnTKysrUqFEjzZs3T7/73e+s24cNG6bU1FStWbPGYZ9bbrlF3bt317vvvmvd9vXXX+v+++9XSUmJ6tev77BPaWmpSksvRKWFhYVq3759SAQ6nV9eXKvxEwBQlw24po3+54OFHgF4p2en5qbWmanywE0d9PmmmruGIfKFU6BjqutaXl6eKisr1apVK7vtrVq1Uk6O82bfnJwcp+krKiqUl5enNm3aOOwzZswYvf7662ayFjDd2sWpvNLidPBhJGnaMMbUdJZXt71QyMorLdp7vFgx9aLU+6ctZDEMlVdaVGkxdLqkPCKe3l7Vuol257gfqH1126YuBx/7Q6umsXZjYhBeLqofHbAZb8b98VqdPluujs0a6cjJEv3zu/Pjlf52V2e1u/QiVVQaKrdY1KhBtFak59oNPP908I16b+V+h7ESktTcZszc433idfRUiX7epqlGf5em8kpDCR0v1ft/6q6ubeMUUy9KHX9cQ+lw/hmVllus651UGfv7brq3ezsdyjtj15Wr75Ut1L5ZI3299ZgG94l3mEK6e4dLFN+isakJIrq0aap0P7UQ2vJFa6FZA65po5XpuQ7l64MHrje1qKAvJHS8VCkBnkJfUo3d2jxxWZNYnSi6cI29ODamxklN7uzSyq47+PyhvXR9h0u1J6dI+cWlesDkxEa19c/fXq2Hbu6o91fudzjfbN3S+TLrIPQJA6/Tvd3Pd3d+63fdNGZRuj5ce1B/u6uz9RjXd7jEOvnFgzd10Gw3AVHbuIbqdNnFDmMOJz94vcMseJMfvF79u7XRufJKjV282+1aNL5wSaP66tyyifafKNbjva/QLZ0vU7d2cXrl253W2UKrPPOLK60ThlS13Nt6vHe8tmacClpPG3/p37V1sLNgiqkWnaysLLVr105JSUnq2bOndfubb76pTz/9VLt3Ow627Ny5sx577DGNHDnSum3Dhg3q06ePsrOz1bq14xcWyi06AAAAAILHLy06LVq0UHR0tEPrTW5urkOrTZXWrVs7TR8TE6PmzZs73Sc2NlaxsbFmsgYAAAAAVqamw2rQoIESEhKUmGi/ZkNiYqJ69erldJ+ePXs6pF+2bJl69OjhdHwOAAAAANSW6Xl/R4wYoY8//ljTp09Xenq6nn32WWVkZGjIkCGSpJEjR2rQoEHW9EOGDNGRI0c0YsQIpaena/r06Zo2bZqee+45330KAAAAALBheh2dgQMHKj8/X6NHj1Z2dra6du2qRYsWqWPHjpKk7OxsZWRcGLAVHx+vRYsW6dlnn9UHH3ygtm3bauLEiXVyDR0AAAAAgWF6HZ1gCKV1dAAAAAAEj6exgW+WrAcAAACAEEKgAwAAACDimB6jEwxVvesKCwO3+CIAAACA0FMVE9Q0AicsAp2iovMr0Ldv3z7IOQEAAAAQCoqKihQXF+fy9bCYjMBisSgrK0tNmjRRVFRUUPNSWFio9u3bKzMzk4kREFCUPQQLZQ/BQtlDsFD2QpthGCoqKlLbtm1Vr57rkThh0aJTr149XX755cHOhp2mTZtS8BEUlD0EC2UPwULZQ7BQ9kKXu5acKkxGAAAAACDiEOgAAAAAiDgEOibFxsbqtddeU2xsbLCzgjqGsodgoewhWCh7CBbKXmQIi8kIAAAAAMAMWnQAAAAARBwCHQAAAAARh0AHAAAAQMQh0AEAAAAQcQh0AAAAAEQcAh2TJk2apPj4eDVs2FAJCQlat25dsLOEMDFmzBjdcMMNatKkiVq2bKl7771Xe/bssUtjGIZGjRqltm3b6qKLLtJtt92mXbt22aUpLS3V008/rRYtWqhx48b6zW9+o6NHj9qlOXXqlB5++GHFxcUpLi5ODz/8sE6fPu3vj4gwMWbMGEVFRWn48OHWbZQ9+MuxY8f00EMPqXnz5mrUqJGuu+46paSkWF+n7MEfKioq9PLLLys+Pl4XXXSROnXqpNGjR8tisVjTUPbqAAMe++KLL4z69esbH330kZGWlmYMGzbMaNy4sXHkyJFgZw1h4Je//KUxY8YMY+fOnUZqaqoxYMAAo0OHDkZxcbE1zdixY40mTZoYX331lbFjxw5j4MCBRps2bYzCwkJrmiFDhhjt2rUzEhMTja1btxq33367ce211xoVFRXWNL/61a+Mrl27GklJSUZSUpLRtWtX49e//nVAPy9C0+bNm40rrrjCuOaaa4xhw4ZZt1P24A8nT540OnbsaDz66KPGpk2bjEOHDhnLly839u/fb01D2YM/vPHGG0bz5s2N7777zjh06JAxb9484+KLLzYmTJhgTUPZi3wEOibceOONxpAhQ+y2XXXVVcaLL74YpBwhnOXm5hqSjDVr1hiGYRgWi8Vo3bq1MXbsWGuac+fOGXFxccaUKVMMwzCM06dPG/Xr1ze++OILa5pjx44Z9erVM5YsWWIYhmGkpaUZkoyNGzda0yQnJxuSjN27dwfioyFEFRUVGVdeeaWRmJho3HrrrdZAh7IHf/n73/9u9OnTx+XrlD34y4ABA4zHH3/cbtvvf/9746GHHjIMg7JXV9B1zUNlZWVKSUlRv3797Lb369dPSUlJQcoVwllBQYEkqVmzZpKkQ4cOKScnx66MxcbG6tZbb7WWsZSUFJWXl9uladu2rbp27WpNk5ycrLi4ON10003WNDfffLPi4uIoq3Xck08+qQEDBujOO++0207Zg78sWLBAPXr00B//+Ee1bNlS3bt310cffWR9nbIHf+nTp49WrFihvXv3SpK2b9+u9evX6+6775ZE2asrYoKdgXCRl5enyspKtWrVym57q1atlJOTE6RcIVwZhqERI0aoT58+6tq1qyRZy5GzMnbkyBFrmgYNGujSSy91SFO1f05Ojlq2bOnwni1btqSs1mFffPGFtm7dqu+//97hNcoe/OXgwYOaPHmyRowYoX/84x/avHmznnnmGcXGxmrQoEGUPfjN3//+dxUUFOiqq65SdHS0Kisr9eabb+pPf/qTJK57dQWBjklRUVF2vxuG4bANqMlTTz2lH374QevXr3d4zZsyVj2Ns/SU1borMzNTw4YN07Jly9SwYUOX6Sh78DWLxaIePXrorbfekiR1795du3bt0uTJkzVo0CBrOsoefG3u3Ln67LPP9Pnnn+vqq69Wamqqhg8frrZt2+qRRx6xpqPsRTa6rnmoRYsWio6OdojOc3NzHZ4GAO48/fTTWrBggVatWqXLL7/cur1169aS5LaMtW7dWmVlZTp16pTbNMePH3d43xMnTlBW66iUlBTl5uYqISFBMTExiomJ0Zo1azRx4kTFxMRYywVlD77Wpk0b/fznP7fb1qVLF2VkZEjiugf/ef755/Xiiy/q//7v/9StWzc9/PDDevbZZzVmzBhJlL26gkDHQw0aNFBCQoISExPtticmJqpXr15ByhXCiWEYeuqppzR//nytXLlS8fHxdq/Hx8erdevWdmWsrKxMa9assZaxhIQE1a9f3y5Ndna2du7caU3Ts2dPFRQUaPPmzdY0mzZtUkFBAWW1jvrFL36hHTt2KDU11frTo0cPPfjgg0pNTVWnTp0oe/CL3r17O0yjv3fvXnXs2FES1z34T0lJierVs6/mRkdHW6eXpuzVEUGYACFsVU0vPW3aNCMtLc0YPny40bhxY+Pw4cPBzhrCwF//+lcjLi7OWL16tZGdnW39KSkpsaYZO3asERcXZ8yfP9/YsWOH8ac//cnpVJeXX365sXz5cmPr1q3GHXfc4XSqy2uuucZITk42kpOTjW7dujHVJezYzrpmGJQ9+MfmzZuNmJgY48033zT27dtnzJ4922jUqJHx2WefWdNQ9uAPjzzyiNGuXTvr9NLz5883WrRoYbzwwgvWNJS9yEegY9IHH3xgdOzY0WjQoIFx/fXXW6cGBmoiyenPjBkzrGksFovx2muvGa1btzZiY2ONW265xdixY4fdcc6ePWs89dRTRrNmzYyLLrrI+PWvf21kZGTYpcnPzzcefPBBo0mTJkaTJk2MBx980Dh16lQAPiXCRfVAh7IHf1m4cKHRtWtXIzY21rjqqquMqVOn2r1O2YM/FBYWGsOGDTM6dOhgNGzY0OjUqZPx0ksvGaWlpdY0lL3IF2UYhhHMFiUAAAAA8DXG6AAAAACIOAQ6AAAAACIOgQ4AAACAiEOgAwAAACDiEOgAAAAAiDgEOgAAAAAiDoEOAAAAgIhDoAMAAAAg4hDoAAAAAIg4BDoAAAAAIg6BDgAAAICI8/8Bd5r7ovsvMygAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "buildings['Square Footage'].plot(figsize=(10,3))\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "id": "87959b4d", "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=(10,3), rot=90)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "e0526d68", "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', \n", " figsize=(10,3),kind='scatter')\n", "ax.set_xlim(1750,2020)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "id": "5f282fba", "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,\n", " 'Year Acquired':0,\n", " 'Year Constructed':0})" ] }, { "cell_type": "code", "execution_count": 18, "id": "7414af69", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA04AAAE1CAYAAADQ2rCqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABaNElEQVR4nO3deVxU9f4/8NdhkUVklEUURQRB01BDXEKUtJSycqluGfUNM6rrrbQ0b+W9LdqvtEVtsVxKtChTr/eqWdevybdQFHeEFCWVTRRBFmU31vP7w2ZimOXMGWaYhdfz8eChc9bPnHPmzHnP5/N5fwRRFEUQERERERGRTg6WLgAREREREZG1Y+BEREREREQkgYETERERERGRBAZOREREREREEhg4ERERERERSWDgREREREREJIGBExERERERkQQGTkRERERERBIYOBEREREREUlg4ERERERERCShUwdOKSkpmDp1Kvz9/SEIAnbu3Cl7G6IoYvny5Rg4cCBcXFwQEBCApUuXmr6wRERERERkMU6WLoAl1dbWYvjw4Zg9ezYeeugho7bx4osvYu/evVi+fDmGDh2KyspKlJWVmbikRERERERkSYIoiqKlC2ENBEHAjh07MGPGDNW0hoYGvP7669i0aRMqKioQFhaG999/HxMmTAAAZGVlYdiwYcjMzMSgQYMsU3AiIiIiIjK7Tt1UT8rs2bORmpqKLVu24NSpU3j44Ydxzz334MKFCwCAH374AcHBwfjxxx8RFBSE/v374+mnn8a1a9csXHIiIiIiIjIlBk465OTkYPPmzdi2bRvGjx+PAQMGYOHChRg3bhw2btwIAMjNzcXFixexbds2JCYm4quvvkJaWhr+8pe/WLj0RERERERkSp26j5M+J0+ehCiKGDhwoNr0+vp6eHt7AwBaWlpQX1+PxMRE1XIJCQmIiIjAuXPn2HyPiIiIiMhOMHDSoaWlBY6OjkhLS4Ojo6PaPA8PDwBA79694eTkpBZcDR48GABQUFDAwImIiIiIyE4wcNIhPDwczc3NKCkpwfjx47UuExUVhaamJuTk5GDAgAEAgPPnzwMAAgMDO6ysRERERERkXp06q15NTQ2ys7MB3AyUVq5ciYkTJ8LLywv9+vXD//zP/yA1NRUrVqxAeHg4ysrK8Msvv2Do0KG499570dLSglGjRsHDwwMff/wxWlpa8Pzzz8PT0xN79+618LsjIiIiIiJT6dSB0759+zBx4kSN6bNmzcJXX32FxsZGvPPOO0hMTERhYSG8vb0RGRmJJUuWYOjQoQCAK1euYO7cudi7dy+6du2KKVOmYMWKFfDy8urot0NERERERGbSqQMnIiIiIiIiQzAdORERERERkQQGTkRERERERBI6XVa9lpYWXLlyBd26dYMgCJYuDhERERERWYgoiqiuroa/vz8cHPTXKXW6wOnKlSsICAiwdDGIiIiIiMhKXLp0CX379tW7TKcLnLp16wbg5sHx9PS0cGmIiIiIiMhSqqqqEBAQoIoR9Ol0gZOyeZ6npycDJyIiIiIiMqgLD5NDEBERERERSWDgREREREREJIGBExERERERkQSLBk4pKSmYOnUq/P39IQgCdu7cqXf57du3Y/LkyfD19YWnpyciIyPx008/dUxhiYiIiMiu5ZbWIPlcCfLKai1dFLJCFg2camtrMXz4cHz22WcGLZ+SkoLJkydj9+7dSEtLw8SJEzF16lSkp6ebuaREREREZK8q6hoQl3AMd67Yj9kbj2Pi8n2ISziGyrpGSxeNrIggiqJo6UIANzNZ7NixAzNmzJC13q233oqZM2fizTffNGj5qqoqKBQKVFZWMqseERERESEu4RhSs8vQ3Oqx2FEQEBXig8T40RYsGZmbnNjAptORt7S0oLq6Gl5eXjqXqa+vR319vep1VVVVRxSNiIiIiGxAbmkNUi6UakxvFkWkXChFXlktgny6WqBkZG1sOjnEihUrUFtbi0ceeUTnMsuWLYNCoVD9BQQEdGAJiYiIiMiaXbxWp3d+fjn7O9FNNhs4bd68GYsXL8bWrVvRs2dPncstWrQIlZWVqr9Lly51YCmJiIiIyJoFernrnd/fm7VNdJNNNtXbunUr4uPjsW3bNkyaNEnvsi4uLnBxcemgkhERERGRLQn29UB0qK/OPk5spkdKNlfjtHnzZjz55JP47rvvcN9991m6OERERERk41bFhiMqxEdtWlSID1bFhluoRGSNLFrjVFNTg+zsbNXrvLw8ZGRkwMvLC/369cOiRYtQWFiIxMREADeDpri4OHzyySe4/fbbUVxcDABwc3ODQqGwyHsgIiIiItumcHdGYvxo5JXVIr+8Fv29u7KmiTRYNB35vn37MHHiRI3ps2bNwldffYUnn3wS+fn52LdvHwBgwoQJ2L9/v87lDcF05EREREREBMiLDaxmHKeOwsCJiIiIiIgAebGBzfVxIiIiIiIi6mgMnIiIiIiIiCQwcCIiIiIiIpLAwImIiIiIiEgCAyciIiIiIiIJDJyIiIiIiIgkMHAiIiIiIiKSwMCJiIiIiIhIAgMnIiIiIiIiCQyciIiIiIiIJDBwIiIiIiIiksDAiYiIiIiISAIDJyIiIiIiIgkMnIiIiIiIiCQwcCIiIiIiIpLAwImIiIiIiEgCAyciIiIiIiIJDJyIiIiIiIgkMHAiIiIiIiKSwMCJiIiIiIhIAgMnIiIiIiIiCQyciIiIiIiIJDBwIiIiIiIiksDAiYiIiIiISIJFA6eUlBRMnToV/v7+EAQBO3fulFxn//79iIiIgKurK4KDg7F27VrzF5SIiIiIiDo1iwZOtbW1GD58OD777DODls/Ly8O9996L8ePHIz09Hf/4xz8wb948/Oc//zFzSYmIiIiIqDNzsuTOp0yZgilTphi8/Nq1a9GvXz98/PHHAIDBgwfjxIkTWL58OR566CEzlZKIiIiIiDo7m+rjdPjwYcTExKhNu/vuu3HixAk0NjZqXae+vh5VVVVqf0RERERERHLYVOBUXFwMPz8/tWl+fn5oampCWVmZ1nWWLVsGhUKh+gsICOiIohIRERERkR2xqcAJAARBUHstiqLW6UqLFi1CZWWl6u/SpUtmLyMREREREdkXi/ZxkqtXr14oLi5Wm1ZSUgInJyd4e3trXcfFxQUuLi4dUTwiIiIiIrJTNlXjFBkZiaSkJLVpe/fuxciRI+Hs7GyhUhERERERkb2zaOBUU1ODjIwMZGRkALiZbjwjIwMFBQUAbjazi4uLUy0/Z84cXLx4EQsWLEBWVhY2bNiAhIQELFy40BLFJyIiIiKiTsKiTfVOnDiBiRMnql4vWLAAADBr1ix89dVXKCoqUgVRABAUFITdu3dj/vz5+Pzzz+Hv749PP/2UqciJiIiIiMisBFGZXaGTqKqqgkKhQGVlJTw9PS1dHCIiIiIishA5sYFN9XEiIiIiIiKyBAZOREREREREEhg4ERERERERSWDgREREREREJMGmBsAlIiIiIjKl3NIaXLxWh/7eXRHk09XSxSErxsCJiIiIiDqdiroGzNucgZQLpapp0aG+WBUbDoW7swVLRtaKTfWIiIiIqNOZtzkDqdllatNSs8swd3O6hUpE1o6BExERERF1KrmlNUi5UIrmNsOZNosiUi6UIq+s1kIlI2vGwImIiIiIOpWL1+r0zs8vZ+BEmhg4EREREVGnEujlrnd+f28miSBNRgVOOTk5eP311xEbG4uSkhIAwJ49e3DmzBmTFo6IiIiIyNSCfT0QHeoLR0FQm+4oCIgO9WV2PdJKduC0f/9+DB06FEePHsX27dtRU1MDADh16hTeeustkxeQiIiIiMjUVsWGIyrER21aVIgPVsWGW6hEZO0EUWzTK05CZGQkHn74YSxYsADdunXDr7/+iuDgYBw/fhwzZsxAYWGhucpqElVVVVAoFKisrISnp6eli0NEREREFpRXVov88lqO49RJyYkNZI/jdPr0aXz33Xca0319fVFeXi53c0REREREFhPkw4CJDCO7qV737t1RVFSkMT09PR19+vQxSaGIiIiIiIisiezA6bHHHsOrr76K4uJiCIKAlpYWpKamYuHChYiLizNHGYmIiIiIiCxKduD07rvvol+/fujTpw9qamowZMgQREdHY+zYsXj99dfNUUYiIiIiIiKLkp0cQiknJwfp6eloaWlBeHg4QkNDTV02s2ByCCIiIiIiAsycHEJpwIABGDBggLGrExERERER2QzZgdOCBQu0ThcEAa6urggJCcH06dPh5eXV7sIRERERERFZA9lN9SZOnIiTJ0+iubkZgwYNgiiKuHDhAhwdHXHLLbfg3LlzEAQBBw8exJAhQ8xVbqOxqR4REREREQHyYgPZySGmT5+OSZMm4cqVK0hLS8PJkydRWFiIyZMnIzY2FoWFhYiOjsb8+fONfgNERERERETWRHaNU58+fZCUlKRRm3TmzBnExMSgsLAQJ0+eRExMDMrKykxaWFNgjRMREREREQFmrnGqrKxESUmJxvTS0lJUVVUBuDlIbkNDg9xNExERERERWSWjmuo99dRT2LFjBy5fvozCwkLs2LED8fHxmDFjBgDg2LFjGDhwoEHbW716NYKCguDq6oqIiAgcOHBA7/KbNm3C8OHD4e7ujt69e2P27NkoLy+X+zaIiIiIiIgMJjtwWrduHe666y48+uijCAwMRL9+/fDoo4/irrvuwtq1awEAt9xyC9avXy+5ra1bt+Kll17CP//5T6Snp2P8+PGYMmUKCgoKtC5/8OBBxMXFIT4+HmfOnMG2bdtw/PhxPP3003LfBhERERERkcGMHgC3pqYGubm5EEURAwYMgIeHh+xtjBkzBiNGjMCaNWtU0wYPHowZM2Zg2bJlGssvX74ca9asQU5OjmraqlWr8MEHH+DSpUsG7ZN9nIiIiIiICDBzHyclDw8PDBs2DMOHDzcqaGpoaEBaWhpiYmLUpsfExODQoUNa1xk7diwuX76M3bt3QxRFXL16Ff/+979x33336dxPfX09qqqq1P6IiIiIiIjkkD0ALgAcP34c27ZtQ0FBgUYSiO3btxu0jbKyMjQ3N8PPz09tup+fH4qLi7WuM3bsWGzatAkzZ87E77//jqamJkybNg2rVq3SuZ9ly5ZhyZIlBpWJiIiIiMhYuaU1uHitDv29uyLIp6uli0MmJrvGacuWLYiKisLZs2exY8cONDY24uzZs/jll1+gUChkF0AQBLXXoihqTFM6e/Ys5s2bhzfffBNpaWnYs2cP8vLyMGfOHJ3bX7RoESorK1V/hjbpIyIiIiIyREVdA+ISjuHOFfsxe+NxTFy+D3EJx1BZ12jpopEJya5xWrp0KT766CM8//zz6NatGz755BMEBQXhr3/9K3r37m3wdnx8fODo6KhRu1RSUqJRC6W0bNkyREVF4e9//zsAYNiwYejatSvGjx+Pd955R+v+XVxc4OLiIuMdEhEREREZbt7mDKRmq49fmppdhrmb05EYP9pCpSJTk13jlJOTo+pT5OLigtraWgiCgPnz5+OLL74weDtdunRBREQEkpKS1KYnJSVh7NixWtepq6uDg4N6kR0dHQHcrKkiIiIiIupIuaU1SLlQiuY2z6LNooiUC6XIK6u1UMnI1GQHTl5eXqiurgYA9OnTB5mZmQCAiooK1NXVydrWggULsH79emzYsAFZWVmYP38+CgoKVE3vFi1ahLi4ONXyU6dOxfbt27FmzRrk5uYiNTUV8+bNw+jRo+Hv7y/3rRARERERtcvFa/qff/PLGTjZC9lN9caPH4+kpCQMHToUjzzyCF588UX88ssvSEpKwl133SVrWzNnzkR5eTnefvttFBUVISwsDLt370ZgYCAAoKioSG1MpyeffBLV1dX47LPP8PLLL6N79+6488478f7778t9G0RERERE7Rbo5a53fn9vJomwF7LHcbp27Rp+//13+Pv7o6WlBcuXL8fBgwcREhKCN954Az169DBXWU2C4zgRERERkSnFJRxDanaZWnM9R0FAVIgP+zhZOTmxgdED4NoqBk5EREREZEqVdY2YuzkdKRdKVdOiQ32xKjYcCndnC5aMpMiJDWQ31XN0dERRURF69uypNr28vBw9e/ZEc3Oz3E0SEREREdkshbszEuNHI6+sFvnltRzHyU7JDpx0VVDV19ejS5cu7S4QEREREZEtCvJhwGTPDA6cPv30UwA3B6xdv349PDw8VPOam5uRkpKCW265xfQlJCIiIiIisjCDA6ePPvoIwM0ap7Vr16rGTwJujsnUv39/rF271vQlJCIiIiIisjCDA6e8vDwAwMSJE7F9+3arz55HRERERERkKrL7OCUnJ6v+r+zvJAiC6UpERERERERkZRyMWSkxMRFDhw6Fm5sb3NzcMGzYMHzzzTemLhsREREREZFVkF3jtHLlSrzxxht44YUXEBUVBVEUkZqaijlz5qCsrAzz5883RzmJiIiIiIgsRvYAuEFBQViyZAni4uLUpn/99ddYvHixqi+UteIAuEREREREBMiLDWQ31SsqKsLYsWM1po8dOxZFRUVyN0dERERERGT1ZAdOISEh+Ne//qUxfevWrQgNDTVJoYiIiIiIiKyJ7D5OS5YswcyZM5GSkoKoqCgIgoCDBw/i559/1hpQERERERGZWm5pDS5eq0N/764I8ulq6eJQJyA7cHrooYdw9OhRfPTRR9i5cydEUcSQIUNw7NgxhIeHm6OMREREREQAgIq6BszbnIGUC6WqadGhvlgVGw6Fu7MFS0b2TnZyCFvH5BBEREREtisu4RhSs8vQ3OoR1lEQEBXig8T40RYsGdkiObGB7BonAGhubsbOnTuRlZUFQRAwZMgQTJs2DY6OjkYVmIiIiIhISm5pjVpNk1KzKCLlQinyymrZbI/MRnbglJ2djfvuuw+XL1/GoEGDIIoizp8/j4CAAPz3v//FgAEDzFFOIiIiIurkLl6r0zs/v5yBE5mP7Kx68+bNQ3BwMC5duoSTJ08iPT0dBQUFCAoKwrx588xRRiIiIiIiBHq5653f35tBE5mP7Bqn/fv348iRI/Dy8lJN8/b2xnvvvYeoqCiTFo6IiIiISCnY1wPRob46+zixtonMSXaNk4uLC6qrqzWm19TUoEuXLiYpFBERERGRNqtiwxEV4qM2LSrEB6timd2ZzEt2jdP999+PZ599FgkJCRg9+mbmkqNHj2LOnDmYNm2ayQtIRERERKSkcHdGYvxo5JXVIr+8luM4UYeRHTh9+umnmDVrFiIjI+HsfDNXflNTE6ZNm4ZPPvnE5AUkIiIiImoryIcBE3Us2YFT9+7d8f333+PChQv47bffVAPghoSEmKN8REREREREFmdwH6c333wTdXV/poD08fHB1KlTMW3aNAZNRERERERk1wwOnN59913U1NSoXgcGBiI3N7fdBVi9ejWCgoLg6uqKiIgIHDhwQO/y9fX1+Oc//4nAwEC4uLhgwIAB2LBhQ7vLQUREREREpIvBTfXEVikftb02xtatW/HSSy9h9erViIqKwrp16zBlyhScPXsW/fr107rOI488gqtXryIhIQEhISEoKSlBU1NTu8tCRERE1ie3tAYXr9UxAQARWZwgGhgBOTg4oLi4GD179gQAdOvWDb/++iuCg4ON3vmYMWMwYsQIrFmzRjVt8ODBmDFjBpYtW6ax/J49e/Doo48iNzdXbRwpOaqqqqBQKFBZWQlPT0+jy05ERETmU1HXgHmbM5ByoVQ1LTrUF6tiw6Fwd7ZgyYjInsiJDQxuqicIAqqrq1FVVYXKykoIgoCamhpUVVWp/RmqoaEBaWlpiImJUZseExODQ4cOaV1n165dGDlyJD744AP06dMHAwcOxMKFC3Hjxg2d+6mvrze6jERERGQZ8zZnIDW7TG1aanYZ5m5Ot1CJiKizk9VUb+DAgWqvw8PD1V4LgoDm5maDtldWVobm5mb4+fmpTffz80NxcbHWdXJzc3Hw4EG4urpix44dKCsrw3PPPYdr167p7Oe0bNkyLFmyxKAyERERkeXlltao1TQpNYsiUi6UIq+sls32iKjDGRw4JScnm6UAgiCovVYGYNq0tLRAEARs2rQJCoUCALBy5Ur85S9/weeffw43NzeNdRYtWoQFCxaoXldVVSEgIMCE74CIiIhM6eK1Or3z88sZOBFRxzM4cLrjjjtMumMfHx84Ojpq1C6VlJRo1EIp9e7dG3369FEFTcDNPlGiKOLy5csIDQ3VWMfFxQUuLi4mLTsRERGZT6CXu975/b0ZNBFRxzO4j5OpdenSBREREUhKSlKbnpSUhLFjx2pdJyoqCleuXFFLi37+/Hk4ODigb9++Zi0vERERdYxgXw9Eh/rCsU0LFEdBQHSoL2ubiMgiLBY4AcCCBQuwfv16bNiwAVlZWZg/fz4KCgowZ84cADeb2cXFxamWf+yxx+Dt7Y3Zs2fj7NmzSElJwd///nc89dRTWpvpERERkW1aFRuOqBAftWlRIT5YFRuuYw0iIvMyuKmeOcycORPl5eV4++23UVRUhLCwMOzevRuBgYEAgKKiIhQUFKiW9/DwQFJSEubOnYuRI0fC29sbjzzyCN555x1LvQUiIiIyA4W7MxLjRyOvrBb55bUcx4mILM7gcZzsBcdxIiIiIiIiwEzjOLWVnZ2Nn376STWGUieLv4iIiIiIqBORHTiVl5dj0qRJGDhwIO69914UFRUBAJ5++mm8/PLLJi8gERERERGRpckOnObPnw8nJycUFBTA3f3PdKEzZ87Enj17TFo4IiIiIiIiayA7OcTevXvx008/aaT/Dg0NxcWLF01WMCIiIiIiImshu8aptrZWraZJqaysjAPNEhERERGRXZIdOEVHRyMxMVH1WhAEtLS04MMPP8TEiRNNWjgiIiIiIiJrILup3ocffogJEybgxIkTaGhowCuvvIIzZ87g2rVrSE1NNUcZiYiIiIiILEp2jdOQIUNw6tQpjB49GpMnT0ZtbS0efPBBpKenY8CAAeYoIxERERHZmdzSGiSfK0FeWa2li0JkEFk1To2NjYiJicG6deuwZMkSc5WJiIiIiOxURV0D5m3OQMqFUtW06FBfrIoNh8Ld2YIlI9JPVo2Ts7MzMjMzIQiCucpDRERERHZs3uYMpGaXqU1LzS7D3M3pFioRkWFkN9WLi4tDQkKCOcpCRERERHYst7QGKRdK0SyKatObRREpF0rZbI+smuzkEA0NDVi/fj2SkpIwcuRIdO3aVW3+ypUrTVY4IiIiIrIfF6/V6Z2fX16LIJ+uepchshTZgVNmZiZGjBgBADh//rzaPDbhIyIiIiJdAr00xwJtrb83gyayXrIDp+TkZHOUg4iIiIjsXLCvB6JDfZGaXabWXM9REBAV4sPaJrJqsvs4ERERERHJSSfeetlVseGICvFRmx8V4oNVseHmKiqRSciucQKA48ePY9u2bSgoKEBDQ4PavO3bt5ukYERERERScktrcPFaHfp7d2VtxR/MfUzkpBPXt+y1ugbkl9fy3JHNkB04bdmyBXFxcYiJiUFSUhJiYmJw4cIFFBcX44EHHjBHGYmIiIjUcCwgTR11TPSlE0+MHy1rWQZMZEtkN9VbunQpPvroI/z444/o0qULPvnkE2RlZeGRRx5Bv379zFFGIiIiIjUcC0hTRxwTOenE7T31uJymimQfZAdOOTk5uO+++wAALi4uqK2thSAImD9/Pr744guTF5CIiIioNXt/IDdGRx0TQ9KJG7OsLamoa0BcwjHcuWI/Zm88jonL9yEu4Rgq6xotXTQyM9mBk5eXF6qrqwEAffr0QWZmJgCgoqICdXX6PyBERERE7WWvD+Tt0VHHRE46cXtNPc7azs5LduA0fvx4JCUlAQAeeeQRvPjii3jmmWcQGxuLu+66y+QFJCIiImrNXh/I26Ojjokynbhjm7E7HQUB0aG+an2W5CxrK1jb2bnJDpw+++wzPProowCARYsWYeHChbh69SoefPBBJCQkmLyAREREZL+M6Sdijw/k7dWRx0ROOnF7Sz3O2s7OTRDFNiGznauqqoJCoUBlZSU8PT0tXRwiIqJOqb0Z4CrrGjF3czqz6rXS0cckr6zW4HTicpa1ZrmlNbhzxX6d85MXTrDp99cZyYkNZAdOBQUFeudbe2Y9Bk5ERESWF5dwDKnZZWpNnhwFAVEhPhoprfWxlwdyU+IxMS9TXbtkHeTEBrKb6vXv3x9BQUE6/+RavXo1goKC4OrqioiICBw4cMCg9VJTU+Hk5ITbbrtN9j6JiIjIckzZTyTIpysmDurJAKEVHhPzsrfmh2Q42QPgpqerZwxpbGxEeno6Vq5ciXfffVfWtrZu3YqXXnoJq1evRlRUFNatW4cpU6bg7NmzemuuKisrERcXh7vuugtXr16V+xaIiIjIggzpJ8KHfrJWCndnJMaPZs1eJ2SyPk7//e9/8eGHH2Lfvn0GrzNmzBiMGDECa9asUU0bPHgwZsyYgWXLlulc79FHH0VoaCgcHR2xc+dOZGRkGLxPNtUjIiKyLPYTISJrYdameroMHDgQx48fN3j5hoYGpKWlISYmRm16TEwMDh06pHO9jRs3IicnB2+99ZZB+6mvr0dVVZXaHxEREVkOs+IRkS2SHTi1DUIqKyvx22+/4Y033kBoaKjB2ykrK0NzczP8/PzUpvv5+aG4uFjrOhcuXMBrr72GTZs2wcnJsFaGy5Ytg0KhUP0FBAQYXEYiIiIyD/YTISJbI7uPU/fu3SG0+YVIFEUEBARgy5YtsgugbVttpwFAc3MzHnvsMSxZsgQDBw40ePuLFi3CggULVK+rqqoYPBEREVkY+4kQka2RHTglJyervXZwcICvry9CQkIMrgUCAB8fHzg6OmrULpWUlGjUQgFAdXU1Tpw4gfT0dLzwwgsAgJaWFoiiCCcnJ+zduxd33nmnxnouLi5wcXExuFxERGQ5uaU1uHitjg/RnUiQD881EdkG2YHTHXfcYZIdd+nSBREREUhKSsIDDzygmp6UlITp06drLO/p6YnTp0+rTVu9ejV++eUX/Pvf/zYqFToREVmH9g6GSkREZG6yA6ddu3YZvOy0adP0zl+wYAGeeOIJjBw5EpGRkfjiiy9QUFCAOXPmALjZzK6wsBCJiYlwcHBAWFiY2vo9e/aEq6urxnQiIrIt8zZnIDW7TG1aanYZ5m5O54CSRERkFWQHTjNmzIAgCGibxbztNEEQ0NzcrHdbM2fORHl5Od5++20UFRUhLCwMu3fvRmBgIACgqKgIBQUFcotIREQ2RDkYalutB0NlUy4i+8ZmumQLZI/j9H//93949dVXsXTpUkRGRkIQBBw6dAivv/46li5dismTJ5urrCbBcZyIiKxL8rkSzN6oeziLjbNHYeKgnh1YIqLOwRqCFVtopmsNx4nMR05sILvG6aWXXsLatWsxbtw41bS7774b7u7uePbZZ5GVlSW/xERE1GkFernrnd/fmw8qZF1s/UHamGDFXO/Zmpvp2kJQRx1LduCUk5MDhUKhMV2hUCA/P98UZSIiok5EORhqanYZmls1gnAUBESF+NjkgynZJ1t7kNYV7MgJVsz5ntvbTNfcAaw1B3Vy2Hqgb01kB06jRo3CSy+9hG+//Ra9e/cGABQXF+Pll1/G6NG2cxEREZH1WBUbjrmb09UeojgYKlkbW3mQ1hfslNfWywpWzPmeL16r0zs/v1x74NQRAaw99L20tUDfFjjIXWHDhg0oKSlBYGAgQkJCEBISgn79+qGoqAgJCQnmKCMREdk55WCoyQsnYOPsUUheOAGJ8aP55U5WQ/kg3dyma3jrB2lroS/YkQpWjuaWq/5v7vdsbDNdfe/PVAwJ6qxRbmkNks+VIK+stkOOU2cju8YpJCQEp06dQlJSEn777TeIooghQ4Zg0qRJEATBHGUkIqJOgoOhkrUytnako0nVlDw9Xv+4l69tP43dp4uxKjbc7O852NcDYwd441BOuca8sQO8tW67o2qCbK3vpbbaJW1sqcbMGskOnICbqcZjYmIQExNj6vIQERERWR1beZCWCnaaRVFrn8LWlLUSi6cN0bstU7xnXbmddU3vqADW2vtetu23pK12SR9rCfRtjcFN9Y4ePYr//d//VZuWmJiIoKAg9OzZE88++yzq6+tNXkAiIiIiS1M+SDu2aV3jKAiIDvW1modQQwK8VbHhiArx0bmMslZC+OO9mes955bW4HCuZm0TABzOLdfaFLAjA1htx8nSfS8r6hoQl3AMd67Yj9kbj2Pi8n14eO0hrU0q9bGWQN/WGBw4LV68GKdOnVK9Pn36NOLj4zFp0iS89tpr+OGHH7Bs2TKzFJKIiIjIUK37eZiSNT5It2VIgKfsU7jswaF6t5VfXmuy96ztnBjbjyjM31PjAdYcAaw19r3UVrOUdvG6wetbW6BvawxuqpeRkYH/9//+n+r1li1bMGbMGHz55ZcAgICAALz11ltYvHixyQtJREREJMXcWcSUD9J5ZbXIL6+12vTOhmapHBPkpXc7/b27tvs96zsncmqPpPrwmDOAtZa+l7r6d7UYXtFkdYG+rTE4cLp+/Tr8/PxUr/fv34977rlH9XrUqFG4dOmSaUtHREREZKCOShduLQ/Suhga7Mjpx2Pse5Y6J4buX9t2HARgiL8nVsWOsOrzYSpSNXQOAFpavVYexyXTb7XqQN+WGNxUz8/PD3l5eQCAhoYGnDx5EpGRkar51dXVcHZm2lgiIiJ7Yq5mb6ZmS+nC28vQcxLk0xUTB/XU+7BszuaHhpwTQ/avazstIpBZWNXuctoKqRq6iMAeaq+Vx9GQ64AMY3CN0z333IPXXnsN77//Pnbu3Al3d3eMHz9eNf/UqVMYMGCAWQpJREREHcvWBs+0lXTh7WGOc9KepnhtM7u1dTRPe+IHJeU50bV/5favVv5u0HbsnVQNoS00I7V1BgdO77zzDh588EHccccd8PDwwNdff40uXbqo5m/YsIHpyYmIiOxERzV7MxVbSRfeHuY8J3Ka4kkFcIaOKdT6nLTev6Hra9uOvZPqv2btzUhtncGBk6+vLw4cOIDKykp4eHjA0dFRbf62bdvg4eFh8gISERFRx+qoQUZNydrH3WkvazonUgGc1JhCUufE0DGJ7OXcymErCUrslcF9nJQUCoVG0AQAXl5eajVQREREZJuMTRNtabaQLlyO1n2ZrOWcSPVbSjlfIjmmkKebE96dESZr+9qYKi26LWK/JcswuMaJiIg6llT/ASJzsdVmb6b6Nd7Snz1tTdVGtun435Y5zknr4yCKIi5eq0OxRH+j9EsVktututGEf+7M1Nq8UCpAXPbgUPRSuJo0Lbo19tkj68TAiYjIyvALnizN1pu9GdvPw1o+e9qaqqUXVKCHuzOqbjSZ/ZzI7WPUmlObgXe10de8UCpovz3Y2yxp0e2ZpX8IsCeym+oREZF56fuCJ+oo9tbszRDW8NnT1xTuel0jRgR2V5uuPCembIJmaB8jbZoMaGKndCS3TKPMyqDdsU0A5igIiA71NboG0ZpT1Zur+WBFXQPiEo7hzhX7MXvjcUxcvg9xCcdQWddo0v10JqxxIiKyItbUAZw6t87WCd1aPntSTdWemxiC/t5dVeekh7uzRpa19tSS6ToOhgoP6G7wsou2Z6r+37rMUpnj5LLWVPXmruHszLVs5sLAiYjIiljrFzx1Xp0lvbG1fPYM6V/W+pzEJRwz6cOx1HHQRdlksG8Pd4T5e+LslSq0yFi/dZn1Be3GNDuz1j575gxszP1DQGdt/sfAiYjIiljrFzyRvZPz2TPnQ6Oc/mXmeDiWOg66DO3jidLq33Hniv1Gra+tzFJjOxlaO2PuPnvGXA/mDmzM9UOAtfQDtBT2cSIisiLmaN9PRNIM+ex1VJ8RQ/uXmSNFua7j0JrymCQvnIBVj4VjVP8eyLhciaziarXlHAQgrI8nkhdOwLfxo+DhojmcjaFlbm//s5djBmJw725q09rbZ68914O508ub60c4a+gHaEkMnIiIrExn7JRPutnLuDO2QOqz11EPjcqmaskLJ2Dj7FFIXjhB1YStNXM9HGs7Dq0pj0mQT1dsO34ZafnXtS7XIgKZhVUAgLmbM1BT3yy5b21lbk9yB2VwM/3zVGReuVmWsD6e2PVClNZjKkd7rgepB3AnB+nshPp0xiQbHYFN9YiIrExn65RP2nX2JjGWINW3pqOTR0j1LzNXEzRtxwGAwcekrR9+LcR1iVoYfWVuT7MzbcFN1pVqLP/pfLv6EbX3epDq/9XUYnh2Ql06S5KNjmTxGqfVq1cjKCgIrq6uiIiIwIEDB3Quu337dkyePBm+vr7w9PREZGQkfvrppw4sLRFRx+HI8J1bZ24SY+laNm2fPXM3rTKWOWuoWx8HY46J0rXaBsll9JXZ2Jo1c9aQtPd66Ij+rPpqLo35jLEProVrnLZu3YqXXnoJq1evRlRUFNatW4cpU6bg7Nmz6Nevn8byKSkpmDx5MpYuXYru3btj48aNmDp1Ko4ePYrwcDZhISIi+2AtqbE7mjXXslnrQ2NH1VBrS4AgdUwcBGBciC8mDuqJrw5d1Lnch38ZhodHBuicb2zNmjlrSNrb1K4jB5m2lSQbtsCiNU4rV65EfHw8nn76aQwePBgff/wxAgICsGbNGq3Lf/zxx3jllVcwatQohIaGYunSpQgNDcUPP/zQwSUnIiIyH2ut3TC3v317UiNgTLlQijnfpsnajjlqrKw9cYucGmrl8Uk5XyJ5nKQSIIT5e+p8mBwXcvOB/I5BPdFDx0N5D3dnvUGT0jszwuDppv57v6ebE96dEaZzHXMGu6ZoameJ/qztrcnu7H1wLVbj1NDQgLS0NLz22mtq02NiYnDo0CGDttHS0oLq6mp4eXnpXKa+vh719fWq11VVVcYVmIiIqINYa+2GOeWW1uBwbrnWeYdzyw2qZTN3jZWp+4zoYqp05223o+34KLU+Tq3Xe+v7MxoP2gezSzH+g19Q9XuT1v2G+Xti6QNDMazVYLifxYbjr9+mqSWI6OHujF3PjzPovb++MxNVN9T3V3WjCf/cmWmRwVxN8RltT22hpVKgG1pmex3nyWKBU1lZGZqbm+Hn56c23c/PD8XFxQZtY8WKFaitrcUjjzyic5lly5ZhyZIl7SorERFRR+qMTWKO5l3TO/9Ibrnk+zbngKKA+ZvFmSrw07WdxuYWHNNxnFOzy/C3TWlwcnCQTPjQIkIjaHIQgCH+nnjl7kFoFoFubs46yxLo5YZFUwZjYK9uyC6rQZMoooe7s873Xl5bb9QDvzmb6pnyMypnkOn2XCOmPB66ymzNzW1NweJZ9YQ2Vd6iKGpM02bz5s1YvHgxvv/+e/Ts2VPncosWLcKCBQtUr6uqqhAQIF0lTEREZEkdVbthPfQ3bZJ6MujIfmFyHnTlMFXgp207B7NLoa/1WLMo4lBOudF9OJSpx+M2HFdN0xWsXbp2A4t2nFbLtNfD3RlVN9Qz7ynf++xx/fXuW9cDv7lrbrV9RsP7dcfMkX3N1g/RmGskt7QGZ69U4dOfz+vddntToBtbPltiscDJx8cHjo6OGrVLJSUlGrVQbW3duhXx8fHYtm0bJk2apHdZFxcXuLi4tLu8REREHcmSnf4tYUyQt/75wfrn23qqZGMCP23nTtd2DM1uLdV3Rw5dwVoLoJGeXFu6cuV7f3p8kN796AqAgn09MHaANw7laDYBHTvAu93XQ+vPaOaVSiQeysfx/Os4cfHmuFamrmmRe43oa5qpTXtToHeGpDYWC5y6dOmCiIgIJCUl4YEHHlBNT0pKwvTp03Wut3nzZjz11FPYvHkz7rvvvo4oKhERkcWYq3bD2prUtPch19wDipqbnMBP37kzNEV4RzDBUEQAbj54j+rfA2kXr6tt05BmcaKOMuiabgxRFLFufw7OXlHvR2/qmha5Pw5oq/3Rp701cLb+44UhLJpVb8GCBVi/fj02bNiArKwszJ8/HwUFBZgzZw6Am83s4uLiVMtv3rwZcXFxWLFiBW6//XYUFxejuLgYlZWVlnoLRERENskax4la83gEokN91aZFh/pizeMRkut2xICi5iTVrMxREFQZ8PSdO6ntWHf4qN3qX7JxPP+6RiAm1XTVkIQj7dE642BmYZVG+UwxXlRrcpoebj1WoHUMK20cBJgkM2RnSGpj0T5OM2fORHl5Od5++20UFRUhLCwMu3fvRmBgIACgqKgIBQUFquXXrVuHpqYmPP/883j++edV02fNmoWvvvqqo4tPRERkk4xtUmPuZn36midK7dvWH9p0JRtQittwTO/6ynMnCILOmrvR/b1Q19iEzELdGYYdYNrmeu3hKAjwdHPCyYIKtekOACICe0jW5EjVgBzJLW9XM1hDa3RMVdNiSEKKA+dL8LdNJ9WyF0qJCOyhEYAa81nvDEltLJ4c4rnnnsNzzz2ndV7bYGjfvn3mLxAREZGdUj4MFVf+rne5tg96Hd2sz5gBO+3hoU1bsgG58strdTZDc3QQ8Omj4bhzxX6d60cE9sDxP/roWNqIwO44nq9ZlhYAxy9eVwvwjRmgd9H206r/y72edf34oI0pm4nqShrzzowwxCUck3XtKAPQ9x8ahpOXrqO/d1e92Q0NOTb2ntTG4oETERERmZfcTuJta2csmSnr6a9P4GSbB3ld+7b1hzaFuzMWTxuiN7CR4ihAb/M04Y8Be3UFmK1r/Eqqfser/zmtdVuG8HJ3wrU67WM9SfF0dcJzE0Mwe+Nxncvkl9fqfdCXqsVrTe71LKcvmVQzUTm1O9pqZUVRxHOb0pB5Rd5YpWOCvSEIULve9GU3TIwfLVnWjkpqYykMnIiIiDqIOZq6GbJNQ5sUaaudsVSmrIq6BjyTeEKVocyQfZvjoW3rsQIczitH1AAfPDzy5nAm5myyaGxyBwcBGBfii2aJLi355bWSAaayxm/zsQJdmzGIsUETcHOcqLOF+vuw9/fuiqe/1rxGUi6U4umvj2Pb38ZiVWw44r8+rvU6ak3u9SxVm9W2nNoYU5Pb+toLD+gu6wcRAHB0AN68bwiiB/XUOrixvuyGD689pFYDqK+s5kpqY2kMnIiIiMzMHE3dDN2mnCZF2mpnLJUpa97mDKRJPOzq2rcpHtpOX67AA6sPqWoLdqZfwaLtpzCsT3ecvFShWs7UTRblPJC3NsTfUzVYrD79vbvqrLXQ11zLEj7cq33cIQfhZhMzURR1BkStm/I9f6f+mqvWTHk9SzUT1Tre1oVSPL7+CFY9NkKyuWwPd2dUagl09GluAT7++QLGD/SVfX7bfh7taXwmQzFwIiKbZi1j0BDpY46mboZuUyrwee/BofBTuFpV0gVDgz1zphhvHTQpNbVALWgCTPvwWFHXgMW7zhq17qrYERAh6lzfQbgZXLUW5KM9SDLmgbwjtYjA8fzrmL1Rf8KMH09dwdw7Q01SO9SWITWD+gbD1TneFoDMK1WYuHyfWlCu7fOurXbIENfrGrHpyEXZ6+nLGthZvn8ZOBGRTbK2MWiIdDFHUzc525R6aBwTrH+MJEskXTC0uZq5UoxvPVZg8LZN+fAod9wdQP08xCUc07l+iwhkFpr3gbyjXbx2Q+/8azUNAKQzFgL6r2djEk8M7eOJExe1D4Z78/tLOu3/wexSPJ5wBK/cfYvJa/8SUvMNXlYq0+LczSexKf72TvHda9FxnIiIjGWNY9BQ55JbWqMaV0ff/GN51/RuJ7/8z/WltqlkSPM5JeVDo6OgXjvj+EeSAEMe9lfFhiMqxEdtmjmTLhhaQ9Dfu6vBx0yOw3nakyvo0/qYG0MZDOt6sP8mfjQ+jw3HqMAeatOV50Fq/daU90o569iiOwf3VP1f2zXcmrbrufU4TbM3HsfE5fsQl3AMlXWNCPb1QA8dgYKTg4CzV6rVprX+fpq3OUNjsFxtlMGuVCp6U3IANN7XiDbXXFtnr1R1mu9e1jgRkc2xVGd1IkC6ttOYDHZya1DlNJ/LLa3BzJF9caOhSS3NtJzAp6MzZUnVEDgKAkYHeeGt78+YpdY5MsgbO9OvyFqnvU0WpYLhphYR9w33x33D/bWeh5OXDE8hrrxXGtNcy1Z0d3PG+FaDKWu7hgHovZ6fSTyhs1/P4mlDdNbMaautVB7zlPMlFu87ps+4Pz5D1+oa1I5NXMIxHLxQqrXmqUWE6rtXFEW7bj7PwImIbI6lOqsTAdJ9i4zJYKetiZW+vjOGNJ/TFoyN6t8Ds8b2x63+CqMGuDUm6YLUNnXN1zemUVSID5paWnQes8XThrTr4W1UkJfByxraZLG9A/g6CgKSz5WoEjkAwKVrdaqHW2OSSshprmXNPF2dUPX7nxn8erg7Y9fz47QuK7b6vIg6atoq6hq0ZusD/gyA/vrNCaPKmt6mj1x7OAqAp5tzu5tWCgJwq7/nzX5yrZKETBykXmP3+PojelOez/3upNr8MH9PLH1gKIYFdG9X+awJAycisjmW6KxOBEjXdqacL5Wdwc7YGlSplNLaAriTFyvg5nwZifH+atMtkfVPan7bGgInBwFNLaIqcNA21pHymLWeJxUsaiMnJbinmxPenRGmc76pjq1Uc63oUF9EBnvjWN41u21615YyBXti/Gj863gBDuWqp41vTaomuPVD/rzNGRpjh7V1ocS4ppnhJgwiBvT0QFGF/n5ehhD/aBL4yrZf1Wql234eP43VP3jymTZBVeaVKkz7PNWu+h+zjxMR2RxT9Nkgas1UfYt++e2q3vmhfl3xeWw4khdOQGL8aCjcnSW3eVTHYKbKwCJ54QRsnD1KbZu6+q60DsZaM0efQaltGrrPIJ+bv3yPD/XFxEE9EeTTVVZgczz/Ol74Ll2tf4oUObU3lXWN+NumNJ3XjqHv86hEXzgpqdllEATo7cdjb4b4e+KdGWGISziGV/5zGjvTr+Dv/z6l9Tw/k3gCB7N1/6ihfMh/eO0hpOhokmYIB+FmjZeu76fogT0RGext5NaBNY+HI+yP7Ijnr9agur7Z6G21patZopKu714lXeH6wexSu+kDxcCJiGxSR3dWJ/ukr/O3NlIP1F8d0t9nJKekFltPXFYL7qW2+dr203rLpAwsWm9TTvIIuUGWIaS2qeznYcg+tQW1xo51pC1gaW9yidbpo9ueJ3nHtn21RM2iiEM55Vgy/VZVML3swaHt2qa1WxU7Aq9tP6VRi5RyoRR/25SG3NIa/HDqCqauOoDj+dc10mlrIzVQrpQBvh7Y9fw4vd9PzUZkg1QGXhtS83G2SDqxhDHaBovarlOpJBtat9uqD5StY1M9IrJJHd1ZneyT3PGVDElrrE/rBwjl9WrINuWOFSSnOaucPoOGjpsmtU2pfh755bVaxxcK6/NHc6q+3Y06D60fBLVu/4/mWuV1DQZvs7W250nOsR0TZHwtRGtHc8vx6Oh+CPK5mXHQHrRNh+2APwfAPZSjvUb2UE653mZlurS3leO02/wR4O2u8/spt7QGx/Ll1y6OCfZC1Y0GZFyuNHidyGBvCALUjpGjw81BcOVofZ0qv3tTzpcgboNhgwpr246tYuBERDbNmM7qZJj950qQcbkCI/r1UMtOZS9M2bdIrrYPEFLbbF1T0yxC40GsbTAjZ+wlQ4IsU2f9k+rn0d+7K/727UkcbtNMMbOwCtM+S8Wo/j3w8Mi+uNHYhOP58msI8str8Y/tuZrb/6O51kiJ9Mu6tL12LNEf87Xtp7H7dDFWxYYj2NdD1TfMlkUE9lDre9MC4PjF6/jrN2mWK5QOrRuxaUs+cdSIVPfLHhyKXRlXZAVNr9w9CM9NDAEAVQDnKEB2sANov06bjbik7KH/MQMnIiJSc7G8FjM+T1XL1KTMUhXgbVwTKWtkbHbGtrWdVyt/x2vbT8vad9sHCOU2V/1yHiv2XtC5XuuHHm2/JrcOZqSSR8hhTM3c2AHeWmsDBvfqhgCvrnoDO1EUNYKa1o7nX1cFTN1cnFBd36RzWW0cBejdftrF63AQYFDTLm2UA4LKCWDl9NuSojw39w3tZfNB09gB3vjumdvx8NpDSLuo3twuu8T6atS+z7iCacP74PWdmVp/aFAPrQzTp7ur3utVmw9+OocjudewKjYcBeW1OHW5QmffJCl/3/YrZo/tjyF9/kywUlL5u8HrO+BmmnN7+JGTgRMRkQkY2oTJFkz/LBUVN9T701yva8TUzw4i460YC5XK9NpbG6Cs7TRFcyi5Yz8B2h/8WwczrZvUpF/SXXMo9cB+JLfcqJo5XU2esoqrMXH5PtzSqxuG9VWoNdtTBna7M4v0lqk1uUFTD3dnZFzS/8u9iPY12cosrMLfNqXhu2duNziANbbfljaqGkorHi/IUKJ48/6qrWbRGkPC7JIaTPkkBbUN6kkblP2u3tGTgVGbwb26SV6vuqRcKMWI/7fXqNqh1k5cvK7q+zUysAdmj+2PrGLD+1lFBPawm/7HDJyIiNrBHGmcLWn/uRKNoEmp4kYjDlwotZpme+0NVoN9PdDDXfcYKG99f8ag82hMv6e2/YbmbU7HWT3joxhKqg+PtmtT6oFd6jfqud+dxKanb1fbZm5pjeQv5L8VVwPQni68tNrwX7Plul7XiJVJ5822faVDOeWqoNKQ/pjt7T9nrw7nluMuI/oqWYoIaARNSodyyiEIAka1aXqoT1ZxNbL++KwYo71BU1utgygpDsLNoGnbnLGmLYQFMaseEVE7mCONs5T2ZgHTJ/lcid75v2Tpn98R5GbC02X/uRK9A0cevGB4Cl25maacHAS195F5pcro9Mfa5JfX4skNx7VmG5vzbZraNRTs64Hb+iq0bie8rwKjJQaDPXulSuM4yU0XnnjoIoJ8uiKj4DruX3UAK5N0N1e0Ja1Tybfu76I8/innS9U+y8ZkLOsM7CmMTDyUj0ITjL1kC8aF+GJ93ChLF8OkWONERGQkY5MLGKsjare8urron+/RxST7aQ99weriaUMka6EMbRbXAs0MeLrI7ffU1CJqfR+msnLvOZwu1F6DdThXPdtYdKgvThdqbwp06kolLkkEQdqOk9xmZ8fyr+HhNYcM/hXeVogw/HpTfpYXTxtiVDY4sg0bD+Vbuggd4pv40VbTOsGUGDgRERnJ2OQCxpLbQd8Y9w/rrbcZ0/3D/E2yH7mUzfIcBegNVtsGBNqCSrkBi67zqK2poKH9nhwFwWz9T5wcBGTKaPanrxzNLcCsjYZl4Wp9nKSaQWpjb0ETANwe7G3w9ZZyoRQTlyfDrYtjB5SMSJMgtD8du5KtJyXRhYETEZGROjLVcEfVbgX7euhsfz8qsEeHJ74wJmmCkragcv+5EtnbchQEJJ8rUQVIUjV/FXUNWLzrrM7tje7fAx/s+U32+zGUpR5YyqrrVf+XagbZGUQGe0P84/NpqGt1jUAnP25kOSG+HrhgokyF9pB6XBsGTkRERpKTari9OrJ2a/2sURpZwP5MpWtebWtx2tOcTSpRgiEUbk6I23BM9To61BeNzS04lqc+gGXrIE2qzOeu1qBaRwIOQ/1lRB/8+2Rhu7Zhan//9ylsP1mokSK9Mwrr44m1/xOBk5fsrxbNlsRH9UdCar6li9HpuDgJuHy9zuYzzGrDwImIqA052dpMOVaOPu2t3ZJ6T23nG5IFzJS01eKMDOxhcPYmffLLa/HW9/lGBWCVN9RTXUsPUCudArqynUETAKsLmpTkjjVjr54YE4ivDueht8LV0kXp1PacMTytPcFktU31TSKeSDhml+P/MXAiok5HWxCRW1qDs1eq8PWhfLVmalLJF9omBTA0MJFLqnZLFEVVczJRFFX7kkpJra/ZmbZR7431Zx8lAc2iqHEctNXSnDRRnxdz9idqK90KahgE2FYWsh7uzgjy7oqTrcZzsnWvyhwQmcyjsKJeeiEym+t1jbj/swP49a27VdNsfcxDQTTlN6MNqKqqgkKhQGVlJTw9PS1dHCLqQNqChLEDvCGKun8pVwYmUskXdH0ZmDITXmVdo0btVmSwt96mUR4ujqitb1Z7kG79nuISjmkEYw64GRC27qNibJn19VFSjt/j6eqs1hzOlDxcHPH6fUP0ZrgzJVcnAb83daqv1XZLfGo0Xt95GgXXOkeKZqLO5oO/DIW7s5PsHyY7ipzYwOKB0+rVq/Hhhx+iqKgIt956Kz7++GOMHz9e5/L79+/HggULcObMGfj7++OVV17BnDlzDN6ftQVOth55U/vtP1eCjMsVGNGvh0lTd249VoDDeeWIGuCDh0cGmGy7tkxbkGCo1qlVW39uK+sa8Pr3mchslfq59ZdB7BdHtAZlkcHe2Pzs7Qaf/9zSGhzPu4Z3d2eh6vc/m485CkCLaFwNQ+JTo2UFLGMHeOO7Z243uNnfjxlX8L+ZRahrbN8IRQ5/vEd74gCYdNwmIiJbIwAI8/fED/N0P/d3BJsJnLZu3YonnngCq1evRlRUFNatW4f169fj7Nmz6Nevn8byeXl5CAsLwzPPPIO//vWvSE1NxXPPPYfNmzfjoYceMmif1hI4dcR4LGTdLpbXYsbnqWq/6puiPfDpyxV4YPUhtcxaTg4Cdj0fhSF9tA9y2Rnklta0e2wUqdqptsu+MyNM7z49XZ3UgiBt5789WeWkzJ8cio9kDjTaNuOeVLM/UxjVvweO51u+CZwpde3iiNqGZksXg4jI4jxdnfDfueMt1hfKZgKnMWPGYMSIEVizZo1q2uDBgzFjxgwsW7ZMY/lXX30Vu3btQlZWlmranDlz8Ouvv+Lw4cMG7dNaAidtv3wb2iSI7EP423u1puvt4e6M9DdjjN5uyD92a01H7OQgIHvpvUZv19YlnyvBbAPHozGVBZMH6h0TSZu25789tWRS5NY4AZr9Z6Sa/ZnCN/Gj0beHO/LLa+EoAHEbOvY8moOt9UMiIjKn9j77tIec2MChg8qkoaGhAWlpaYiJUT9IMTExOHTokNZ1Dh8+rLH83XffjRMnTqCxUXuWovr6elRVVan9WZpyPJa2DxetU+eSfdM3xsn1ukYcMPIX+63HCnSO4dLUImLbiUtGbdceSGWlM4ejRqRkbn3+dd0rTCXlfCmiQ33hKAgGr9O2JG2zyZmjrL9klSDIpysmDuqJoorfTb59S2DQRET0p/Y8+3QkiwVOZWVlaG5uhp+fn9p0Pz8/FBcXa12nuLhY6/JNTU0oK9OeZnbZsmVQKBSqv4AAy/f1MGQ8FrJvGZcr9M4/WWBcs6TDefof1FNzjBsPxx4os9LJCRLaq8XIx2Pl+Ze6V7TXwexSrIoNR1SIT7u3Zc5scl4eXVT/l7rGTcFREODVlU2miYg6krHPPh3JYoGTktDmIUYURY1pUstrm660aNEiVFZWqv4uXbL8L+7tHY+FbN9tfbvrnT+iXw+jthsZ5K13ftSA9j8g2zJTBQmGmnFbH6PWU55/c9eSjQvxVaVTT144ARtnj0L82P5GbSs8wLhr1hD3D/NX/V/qGjeFqBAfzJ0YapZte7pyFBAiIm2MffbpSBYLnHx8fODo6KhRu1RSUqJRq6TUq1cvrcs7OTnB21v7l6mLiws8PT3V/ixN1y/fjoKA6FBfZtfrBO4Y1BM9dCQB6eHubHR2vZmj+8HJQfuPCE4OQqfPrtc6SAjz9zTrDTAy2BszR/eDwk3eg3Lr82/uWrLX7x+i+r+yKdwb027Vu46u+1b0QF+DyvpN/Gh8HhuOUYGGfUGOCuyhdk/Ud40rKdyMry1KXjgBifGjMXtcEByNPOzdXBwR3eYzHOjlhrWPj8CpxXd3eM0nEZG1a8+zT0eyWODUpUsXREREICkpSW16UlISxo4dq3WdyMhIjeX37t2LkSNHwtnZtppVaPvlOyrEB6tiwy1UIupou54fpxE8KbOqtW+7URoPlsqsenRTkE9XbHr6doxrc5Me5Oehd72xA7wRGSxd4xEd6ou1/xMBAPjxhfFaz/PWZ2436PwbU0s2KrAHPo8Nxzfxo/HSnSFal0mIG6lz/a3P3K5zHX33LamyJsSNxPhQX9w33B/b/jYWyQsnYMnUIXDU8U0UHeqL9bNGaUzXdo07CsCSqUOQvHACUv4+USNwGRGgkAy4tj5zu1qQ9sML4/SuM9TfE127OKpN6+HujN3zotVq8ZIXTsD+V+7EPUN7A9B+nDxdDA+k5k4coHOeowPw2t2DDA5MTcHRAXj1nkEY1d/6fy0mIsu4Z0hPnT9GmeLZp6NYRTrytWvXIjIyEl988QW+/PJLnDlzBoGBgVi0aBEKCwuRmJgI4M905H/961/xzDPP4PDhw5gzZ45NpiNXyiurRX55Lcdx6sQOXCjFyYLrJh/HaduJS0jNKeM4ThK0fQb/vu1XHM4tQ2SwD56bGKIxv/U6wM1+iU4OAppaRJ2fZV3n2dDz33qfJ/KvITWnDAN7dsNgf0+1cuja/zs/nsXB7FKMC/FVq2nSZ3VyNg5cKMX4UF88N/HPAEzqvqWcv/tUEU4XVhi0T+X12vo9Sd0Tpa5xbeVsvU5pdb3W96dvPyP7e2ls09jPsLbyhb3xv6hpbIGHswN+eDEa+eW12HqsAJlXKhEZ7IMPHx6uWl95fhRuznDt4qhxHJTbL6uux5XKGxjRr4cqO+GKPb8hp6wWt/b2xIuTB6rKr5yvbZ3W11nWlSqcL6nWuc/Wn4fJy/ehCYATgNv6dceZoiq4OTnA3dUJkcE+yLpSifMlNRjY0wOrHo9AfnktUi+U4cyVStXxbPs+d2UUIuNyBW7r2x3pF6+jps1YYQoXR1TWN6v+VbqllwfGhfji8vU6HL94DaMCvbDnzFWNc9N6/QAvd5wvqUFDs6g2T8nLzQnXbjSprfvwqH6qz1vljUYczi1D0fXf0QzAw9kBU4b543BuGa5V1+P3ZhEB3d1w8foNjf3r0sUBaJAxEBizOJI+I//4XN7a2xMF5bUoqW2EgJs/igR5d0Xh9TrUNYlwdxLg7OiAyvpmOAvAAL+bn6eMguuq9StvNCKvvBZOAuDs7Ijb+nbHN0//+WOc8n7q09UF3dycTP7sYwybSUcO3BwA94MPPkBRURHCwsLw0UcfITo6GgDw5JNPIj8/H/v27VMtv3//fsyfP181AO6rr75q0wPgEhERERGRZdhU4NTRGDgRERERERFgI+M4ERERERER2QoGTkRERERERBIYOBEREREREUnodCPxKbt0VVVVWbgkRERERERkScqYwJC0D50ucKqurgYABAQwPTMREREREd2MERQKhd5lOl1WvZaWFly5cgXdunWD0AEjt1dVVSEgIACXLl1iFj/i9UAaeE1Qa7weqDVeD9QWrwnTE0UR1dXV8Pf3h4OD/l5Mna7GycHBAX379u3w/Xp6evICJxVeD9QWrwlqjdcDtcbrgdriNWFaUjVNSkwOQUREREREJIGBExERERERkQQGTmbm4uKCt956Cy4uLpYuClkBXg/UFq8Jao3XA7XG64Ha4jVhWZ0uOQQREREREZFcrHEiIiIiIiKSwMCJiIiIiIhIAgMnIiIiIiIiCQyciIiIiIiIJDBwkpCSkoKpU6fC398fgiBg586davMFQdD69+GHH6qWmTBhgsb8Rx99VG07169fxxNPPAGFQgGFQoEnnngCFRUVHfAOSS6pa6KmpgYvvPAC+vbtCzc3NwwePBhr1qxRW6a+vh5z586Fj48PunbtimnTpuHy5ctqy/CasA2muB54j7AvUtfE1atX8eSTT8Lf3x/u7u645557cOHCBbVleI+wH6a4HniPsB/Lli3DqFGj0K1bN/Ts2RMzZszAuXPn1JYRRRGLFy+Gv78/3NzcMGHCBJw5c0ZtGd4jLIOBk4Ta2loMHz4cn332mdb5RUVFan8bNmyAIAh46KGH1JZ75pln1JZbt26d2vzHHnsMGRkZ2LNnD/bs2YOMjAw88cQTZntfZDypa2L+/PnYs2cPvv32W2RlZWH+/PmYO3cuvv/+e9UyL730Enbs2IEtW7bg4MGDqKmpwf3334/m5mbVMrwmbIMprgeA9wh7ou+aEEURM2bMQG5uLr7//nukp6cjMDAQkyZNQm1trWo53iPshymuB4D3CHuxf/9+PP/88zhy5AiSkpLQ1NSEmJgYtfP9wQcfYOXKlfjss89w/Phx9OrVC5MnT0Z1dbVqGd4jLEQkgwEQd+zYoXeZ6dOni3feeafatDvuuEN88cUXda5z9uxZEYB45MgR1bTDhw+LAMTffvutPUUmM9N2Tdx6663i22+/rTZtxIgR4uuvvy6KoihWVFSIzs7O4pYtW1TzCwsLRQcHB3HPnj2iKPKasFXGXA+iyHuEPWt7TZw7d04EIGZmZqqmNTU1iV5eXuKXX34piiLvEfbMmOtBFHmPsGclJSUiAHH//v2iKIpiS0uL2KtXL/G9995TLfP777+LCoVCXLt2rSiKvEdYEmucTOjq1av473//i/j4eI15mzZtgo+PD2699VYsXLhQ7VeDw4cPQ6FQYMyYMappt99+OxQKBQ4dOtQhZSfTGTduHHbt2oXCwkKIoojk5GScP38ed999NwAgLS0NjY2NiImJUa3j7++PsLAw1fnmNWE/pK4HJd4jOof6+noAgKurq2qao6MjunTpgoMHDwLgPaIzMeR6UOI9wj5VVlYCALy8vAAAeXl5KC4uVvv8u7i44I477lCdS94jLMfJ0gWwJ19//TW6deuGBx98UG36448/jqCgIPTq1QuZmZlYtGgRfv31VyQlJQEAiouL0bNnT43t9ezZE8XFxR1SdjKdTz/9FM888wz69u0LJycnODg4YP369Rg3bhyAm+e7S5cu6NGjh9p6fn5+qvPNa8J+SF0PAO8Rncktt9yCwMBALFq0COvWrUPXrl2xcuVKFBcXo6ioCADvEZ2JIdcDwHuEvRJFEQsWLMC4ceMQFhYGAKrz5efnp7asn58fLl68qFqG9wjLYOBkQhs2bMDjjz+u9ssRcLNdslJYWBhCQ0MxcuRInDx5EiNGjABwM8lEW6Ioap1O1u3TTz/FkSNHsGvXLgQGBiIlJQXPPfccevfujUmTJulcr+355jVhHwy5HniP6DycnZ3xn//8B/Hx8fDy8oKjoyMmTZqEKVOmSK7Le4T9MfR64D3CPr3wwgs4deqURu0ioHk+DTmXvEeYH5vqmciBAwdw7tw5PP3005LLjhgxAs7OzqqsOb169cLVq1c1listLdX4xYGs240bN/CPf/wDK1euxNSpUzFs2DC88MILmDlzJpYvXw7g5vluaGjA9evX1dYtKSlRnW9eE/bBkOtBG94j7FtERAQyMjJQUVGBoqIi7NmzB+Xl5QgKCgLAe0RnI3U9aMN7hO2bO3cudu3aheTkZPTt21c1vVevXgCgUSvU9vPPe4RlMHAykYSEBERERGD48OGSy545cwaNjY3o3bs3ACAyMhKVlZU4duyYapmjR4+isrISY8eONVuZyfQaGxvR2NgIBwf1j5ajoyNaWloA3PySdHZ2VjWxAG5mZ8zMzFSdb14T9sGQ60Eb3iM6B4VCAV9fX1y4cAEnTpzA9OnTAfAe0Vnpuh604T3CdomiiBdeeAHbt2/HL7/8ohEgK5tktv78NzQ0YP/+/apzyXuEBVkiI4Utqa6uFtPT08X09HQRgLhy5UoxPT1dvHjxomqZyspK0d3dXVyzZo3G+tnZ2eKSJUvE48ePi3l5eeJ///tf8ZZbbhHDw8PFpqYm1XL33HOPOGzYMPHw4cPi4cOHxaFDh4r3339/h7xHkkfqmrjjjjvEW2+9VUxOThZzc3PFjRs3iq6uruLq1atV25gzZ47Yt29f8f/+7//EkydPinfeeac4fPhwXhM2qL3XA+8R9kfqmvjXv/4lJicnizk5OeLOnTvFwMBA8cEHH1TbBu8R9qO91wPvEfblb3/7m6hQKMR9+/aJRUVFqr+6ujrVMu+9956oUCjE7du3i6dPnxZjY2PF3r17i1VVVapleI+wDAZOEpKTk0UAGn+zZs1SLbNu3TrRzc1NrKio0Fi/oKBAjI6OFr28vMQuXbqIAwYMEOfNmyeWl5erLVdeXi4+/vjjYrdu3cRu3bqJjz/+uHj9+nUzvzsyhtQ1UVRUJD755JOiv7+/6OrqKg4aNEhcsWKF2NLSotrGjRs3xBdeeEH08vIS3dzcxPvvv18sKChQ2w+vCdvQ3uuB9wj7I3VNfPLJJ2Lfvn1FZ2dnsV+/fuLrr78u1tfXq22D9wj70d7rgfcI+6LtWgAgbty4UbVMS0uL+NZbb4m9evUSXVxcxOjoaPH06dNq2+E9wjIEURRF89ZpERERERER2Tb2cSIiIiIiIpLAwImIiIiIiEgCAyciIiIiIiIJDJyIiIiIiIgkMHAiIiIiIiKSwMCJiIiIiIhIAgMnIiIiIiIiCQyciIiITGjx4sW47bbbzLLtJ598EjNmzDDLtomISD8GTkREZDRRFDFp0iTcfffdGvNWr14NhUKBgoKCDi3T0qVL4ejoiPfee69D96u0cOFC/PzzzxbZNxERmQ8DJyIiMpogCNi4cSOOHj2KdevWqabn5eXh1VdfxSeffIJ+/fqZdJ+NjY1652/cuBGvvPIKNmzYYNL9GsrDwwPe3t465zc0NHRgaYiIyFQYOBERUbsEBATgk08+wcKFC5GXlwdRFBEfH4+77roLo0ePxr333gsPDw/4+fnhiSeeQFlZmWrdPXv2YNy4cejevTu8vb1x//33IycnRzU/Pz8fgiDgX//6FyZMmABXV1d8++23Osuyf/9+3LhxA2+//TZqa2uRkpKiNr+lpQXvv/8+QkJC4OLign79+uHdd99VzT927BjCw8Ph6uqKkSNHYseOHRAEARkZGQCAr776Ct27d1fb5s6dOyEIgup126Z6yuZ1y5Ytg7+/PwYOHAgAKCwsxMyZM9GjRw94e3tj+vTpyM/PV63X3NyMBQsWqI7NK6+8AlEUJc8HERGZBwMnIiJqt1mzZuGuu+7C7Nmz8dlnnyEzMxOffPIJ7rjjDtx22204ceIE9uzZg6tXr+KRRx5RrVdbW4sFCxbg+PHj+Pnnn+Hg4IAHHngALS0tatt/9dVXMW/ePGRlZWltFqiUkJCA2NhYODs7IzY2FgkJCWrzFy1ahPfffx9vvPEGzp49i++++w5+fn6qstx///0YNGgQ0tLSsHjxYixcuNAkx+fnn39GVlYWkpKS8OOPP6Kurg4TJ06Eh4cHUlJScPDgQXh4eOCee+5R1UitWLECGzZsQEJCAg4ePIhr165hx44dJikPEREZQSQiIjKBq1evir6+vqKDg4O4fft28Y033hBjYmLUlrl06ZIIQDx37pzWbZSUlIgAxNOnT4uiKIp5eXkiAPHjjz+W3H9lZaXo7u4uZmRkiKIoiunp6aK7u7tYWVkpiqIoVlVViS4uLuKXX36pdf1169aJXl5eYm1trWramjVrRABienq6KIqiuHHjRlGhUKitt2PHDrH11+lbb70lDh8+XPV61qxZop+fn1hfX6+alpCQIA4aNEhsaWlRTauvrxfd3NzEn376SRRFUezdu7f43nvvqeY3NjaKffv2FadPny55LIiIyPRY40RERCbRs2dPPPvssxg8eDAeeOABpKWlITk5GR4eHqq/W265BQBUzfFycnLw2GOPITg4GJ6enggKCgIAjYQSI0eOlNz/d999h+DgYAwfPhwAcNtttyE4OBhbtmwBAGRlZaG+vh533XWX1vWzsrIwfPhwuLu7q6ZFRkbKPAraDR06FF26dFG9TktLQ3Z2Nrp166Y6Nl5eXvj999+Rk5ODyspKFBUVqe3fycnJoONARETm4WTpAhARkf1wcnKCk9PNr5aWlhZMnToV77//vsZyvXv3BgBMnToVAQEB+PLLL+Hv74+WlhaEhYVpJFDo2rWr5L43bNiAM2fOqPavLENCQgKeffZZuLm56V1fNKD/kIODg8ZyUskqAM3yt7S0ICIiAps2bdJY1tfXV3J7RETU8Rg4ERGRWYwYMQL/+c9/0L9/f7VgRqm8vBxZWVlYt24dxo8fDwA4ePCgUfs6ffo0Tpw4gX379sHLy0s1vaKiAtHR0cjMzERoaCjc3Nzw888/4+mnn9bYxpAhQ/DNN9/gxo0bqiDryJEjasv4+vqiuroatbW1qmBImThCjhEjRmDr1q3o2bMnPD09tS7Tu3dvHDlyBNHR0QCApqYmpKWlYcSIEbL3R0RE7cemekREZBbPP/88rl27htjYWBw7dgy5ubnYu3cvnnrqKTQ3N6uyyX3xxRfIzs7GL7/8ggULFhi1r4SEBIwePRrR0dEICwtT/Y0bNw6RkZFISEiAq6srXn31VbzyyitITExETk4Ojhw5okog8dhjj8HBwQHx8fE4e/Ysdu/ejeXLl6vtZ8yYMXB3d8c//vEPZGdn47vvvsNXX30lu7yPP/44fHx8MH36dBw4cAB5eXnYv38/XnzxRVy+fBkA8OKLL+K9997Djh078Ntvv+G5555DRUWFUceHiIjaj4ETERGZhb+/P1JTU9Hc3Iy7774bYWFhePHFF6FQKODg4AAHBwds2bIFaWlpCAsLw/z58/Hhhx/K3k9DQwO+/fZbPPTQQ1rnP/TQQ/j222/R0NCAN954Ay+//DLefPNNDB48GDNnzkRJSQmAm+Mv/fDDDzh79izCw8Pxz3/+U6OZoZeXF7799lvs3r0bQ4cOxebNm7F48WLZZXZ3d0dKSgr69euHBx98EIMHD8ZTTz2FGzduqGqgXn75ZcTFxeHJJ59EZGQkunXrhgceeED2voiIyDQE0ZBG3URERJ1Qfn4+goKCkJ6erjY2ExERdT6scSIiIiIiIpLAwImIiIiIiEgCm+oRERERERFJYI0TERERERGRBAZOREREREREEhg4ERERERERSWDgREREREREJIGBExERERERkQQGTkRERERERBIYOBEREREREUlg4ERERERERCSBgRMREREREZGE/w/IptBTzfQwGAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = buildings.plot(x='Year Acquired', y='Square Footage', \n", " figsize=(10,3),kind='scatter')\n", "#ax.set_xlim(1750,2020)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "id": "b427839a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.describe()" ] }, { "cell_type": "code", "execution_count": 20, "id": "65c6ca6e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['In Use', 'Abandon', 'In Progress'], dtype=object)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Bldg Status'].unique()" ] }, { "cell_type": "code", "execution_count": 21, "id": "1b84bf69", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings.groupby('Bldg Status')" ] }, { "cell_type": "code", "execution_count": 22, "id": "f8df3b4b", "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": 23, "id": "b97859df", "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_name, group_df.shape)" ] }, { "cell_type": "code", "execution_count": 24, "id": "4e6a528d", "metadata": {}, "outputs": [], "source": [ "buildings2 = buildings.sort_values(\"Year Constructed\")" ] }, { "cell_type": "code", "execution_count": 25, "id": "1fa80c30", "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": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings2.iloc[0]" ] }, { "cell_type": "code", "execution_count": 32, "id": "2c166d90", "metadata": {}, "outputs": [], "source": [ "agg = buildings.groupby(\"Year Acquired\")['Square Footage'].sum()\n", "# for each Year Acquired, what is the total (sum) of the Square Footage\n", "\n", "#agg = buildings.groupby(\"Year Acquired\")['Square Footage'].mean()\n", "# for each Year Acquired, what is the average (mean) of the Square Footage" ] }, { "cell_type": "code", "execution_count": 33, "id": "cd7aa61a", "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": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "agg" ] }, { "cell_type": "code", "execution_count": 34, "id": "17e00c7d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.series.Series" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(agg)" ] }, { "cell_type": "code", "execution_count": 35, "id": "6b22d02f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(buildings)" ] }, { "cell_type": "code", "execution_count": 36, "id": "51744f3f", "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": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "agg.index" ] }, { "cell_type": "code", "execution_count": 37, "id": "2594d117", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.200000e+03, 4.440000e+03, 4.033000e+03, 1.200000e+05,\n", " 1.030200e+04, 2.010000e+03, 1.175200e+04, 3.691800e+04,\n", " 3.256000e+03, 9.000000e+02, 4.088000e+03, 6.584600e+04,\n", " 2.129200e+04, 2.267000e+03, 2.550000e+05, 2.140000e+03,\n", " 6.615400e+04, 7.500000e+02, 1.812400e+04, 2.236700e+04,\n", " 4.847000e+03, 2.741700e+04, 1.579500e+04, 2.234940e+05,\n", " 2.700000e+03, 2.864000e+03, 6.403000e+03, 1.490000e+04,\n", " 1.100000e+04, 6.600000e+03, 3.808000e+03, 4.042800e+05,\n", " 3.307100e+04, 1.798330e+05, 6.671000e+03, 5.926600e+04,\n", " 8.725000e+03, 3.015700e+04, 1.683700e+05, 1.948230e+05,\n", " 8.492400e+04, 8.633400e+04, 2.325000e+03, 1.514800e+05,\n", " 3.959000e+04, 8.500000e+04, 2.256770e+05, 2.901650e+05,\n", " 1.329070e+05, 3.676000e+04, 1.214750e+05, 3.358350e+05,\n", " 1.094860e+05, 2.697250e+05, 1.605840e+05, 4.096400e+04,\n", " 3.128860e+05, 2.037400e+04, 1.332850e+05, 3.602520e+05,\n", " 2.982830e+05, 2.314110e+05, 2.377220e+05, 4.228120e+05,\n", " 1.587100e+05, 3.341060e+05, 5.320510e+05, 2.100130e+05,\n", " 3.297600e+04, 4.260300e+04, 6.487800e+04, 4.020590e+05,\n", " 1.875100e+05, 1.715940e+05, 5.493600e+05, 1.263370e+05,\n", " 5.691980e+05, 1.088997e+06, 6.376450e+05, 5.281220e+05,\n", " 7.923290e+05, 8.418690e+05, 1.018630e+06, 4.140730e+05,\n", " 6.896300e+04, 1.760490e+05, 6.925300e+05, 6.634000e+05,\n", " 9.262960e+05, 1.113321e+06, 3.515730e+05, 1.292200e+06,\n", " 3.458100e+05, 2.430700e+05, 5.761800e+04, 4.460200e+04,\n", " 1.900790e+05, 5.880000e+04, 1.647300e+05, 3.784070e+05,\n", " 9.035580e+05, 1.191430e+06, 5.855330e+05, 1.153988e+06,\n", " 4.914960e+05, 7.639320e+05, 8.142210e+05, 1.160035e+06,\n", " 9.264810e+05, 9.451260e+05, 1.473793e+06, 9.547100e+05,\n", " 8.323360e+05, 1.283527e+06, 2.426638e+06, 2.511989e+06,\n", " 4.236653e+06, 2.172950e+06, 2.379212e+06, 1.666198e+06,\n", " 2.205873e+06, 1.983743e+06, 2.575624e+06, 1.889175e+06,\n", " 1.218179e+06, 9.599560e+05, 1.395013e+06, 1.413192e+06,\n", " 1.176456e+06, 9.597440e+05, 3.811810e+05, 4.134740e+05,\n", " 1.759081e+06, 8.129910e+05, 6.805660e+05, 1.952554e+06,\n", " 2.011732e+06, 9.622470e+05, 1.355701e+06, 4.862230e+05,\n", " 2.185700e+06, 2.209048e+06, 1.653847e+06, 9.006100e+05,\n", " 3.519980e+05, 4.356570e+05, 8.773960e+05, 1.351591e+06,\n", " 1.110664e+06, 7.313940e+05, 3.644170e+05, 1.248787e+06,\n", " 1.329954e+06, 1.036110e+06, 1.041629e+06, 5.752510e+05,\n", " 1.494411e+06, 6.217100e+05, 9.955260e+05, 1.602230e+05,\n", " 2.597240e+05, 3.787250e+05, 1.529530e+05, 2.501130e+05,\n", " 3.914850e+05, 6.642980e+05, 3.050930e+05, 3.048390e+05,\n", " 6.720000e+03, 1.716000e+04, 1.520000e+03])" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "agg.values" ] }, { "cell_type": "code", "execution_count": 39, "id": "dba74c1a", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,4))\n", "\n", "ax.plot(agg.index, agg.values)\n", "ax.set_xlabel('Year Constructed')\n", "ax.set_ylabel('Total (sum) Square Footage')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 40, "id": "d885a3a1", "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": [ "agg.plot()" ] }, { "cell_type": "code", "execution_count": 43, "id": "3e48a57f", "metadata": {}, "outputs": [], "source": [ "stats = buildings.groupby('Year Acquired')['Square Footage'].describe()" ] }, { "cell_type": "code", "execution_count": 44, "id": "e51b3ecf", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countmeanstdmin25%50%75%max
Year Acquired
1753.01.01200.000000NaN1200.01200.01200.01200.001200.0
1802.02.02220.0000001943.129435846.01533.02220.02907.003594.0
1810.03.01344.3333331809.945948216.0300.5385.01908.503432.0
1832.01.0120000.000000NaN120000.0120000.0120000.0120000.00120000.0
1837.01.010302.000000NaN10302.010302.010302.010302.0010302.0
...........................
2015.020.015254.65000029153.085290144.0696.03152.010590.25105000.0
2016.010.030483.90000061864.1804911152.02464.03352.53793.00184000.0
2017.01.06720.000000NaN6720.06720.06720.06720.006720.0
2018.04.04290.0000005153.6443421455.01455.01852.54687.5012000.0
2019.02.0760.0000000.000000760.0760.0760.0760.00760.0
\n", "

171 rows × 8 columns

\n", "
" ], "text/plain": [ " count mean std min 25% \\\n", "Year Acquired \n", "1753.0 1.0 1200.000000 NaN 1200.0 1200.0 \n", "1802.0 2.0 2220.000000 1943.129435 846.0 1533.0 \n", "1810.0 3.0 1344.333333 1809.945948 216.0 300.5 \n", "1832.0 1.0 120000.000000 NaN 120000.0 120000.0 \n", "1837.0 1.0 10302.000000 NaN 10302.0 10302.0 \n", "... ... ... ... ... ... \n", "2015.0 20.0 15254.650000 29153.085290 144.0 696.0 \n", "2016.0 10.0 30483.900000 61864.180491 1152.0 2464.0 \n", "2017.0 1.0 6720.000000 NaN 6720.0 6720.0 \n", "2018.0 4.0 4290.000000 5153.644342 1455.0 1455.0 \n", "2019.0 2.0 760.000000 0.000000 760.0 760.0 \n", "\n", " 50% 75% max \n", "Year Acquired \n", "1753.0 1200.0 1200.00 1200.0 \n", "1802.0 2220.0 2907.00 3594.0 \n", "1810.0 385.0 1908.50 3432.0 \n", "1832.0 120000.0 120000.00 120000.0 \n", "1837.0 10302.0 10302.00 10302.0 \n", "... ... ... ... \n", "2015.0 3152.0 10590.25 105000.0 \n", "2016.0 3352.5 3793.00 184000.0 \n", "2017.0 6720.0 6720.00 6720.0 \n", "2018.0 1852.5 4687.50 12000.0 \n", "2019.0 760.0 760.00 760.0 \n", "\n", "[171 rows x 8 columns]" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats" ] }, { "cell_type": "code", "execution_count": 45, "id": "083e10ee", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "pandas.core.frame.DataFrame" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(stats)" ] }, { "cell_type": "code", "execution_count": 49, "id": "4d477a26", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "stats.plot(y='count')" ] }, { "cell_type": "code", "execution_count": 48, "id": "ad08e008", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['count', 'mean', 'std', 'min', '25%', '50%', '75%', 'max'], dtype='object')" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stats.columns" ] }, { "cell_type": "code", "execution_count": 50, "id": "1a572e8c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Agency NameLocation NameAddressCityZip codeCountyCongress DistCongressional Full NameRep DistRep Full Name...Bldg StatusYear AcquiredYear ConstructedSquare FootageTotal FloorsFloors Above GradeFloors Below GradeUsage DescriptionUsage Description 2Usage Description 3
0Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use1975.01975.0144.0110UnusualUnusualNot provided
1Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
2Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
3Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
4Department of Natural ResourcesAnderson Lake Conservation Area - Fulton CountyAnderson Lake C.a.Astoria61501Fulton17Cheri Bustos93Hammond Norine K....In Use2004.02004.0144.0110UnusualUnusualNot provided
..................................................................
8857Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte. 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN432.0100StorageNaNNaN
8858Department of TransportationBelvidere Maintenance Storage Facility - Boone...9797 Illinois Rte 76Belvidere61008Boone16Adam Kinzinger69Sosnowski Joe...In UseNaNNaN330.0100StorageNaNNaN
8859Department of TransportationQuincy Maintenance Storage Facility800 Koch's LaneQuincy62305Adams18Darin M. LaHood94Frese Randy E....In UseNaN1987.0130.0100StorageHigh HazardNaN
8860Illinois Community College BoardIllinois Valley Community College - Oglesby815 North Orlando Smith AvenueOglesby61348LaSalle16Adam Kinzinger76Long Jerry Lee...In Use1971.01971.049552.0110EducationEducationNot provided
8861Department of Military AffairsPeoria Army Aviation Support Facility2323 S. Airport RdPeoria61607Peoria17Cheri Bustos92Gordon-Booth Jehan...In ProgressNaN2017.0288.0100Utiility & MiscellanUtiility & MiscellanNaN
\n", "

8862 rows × 22 columns

\n", "
" ], "text/plain": [ " Agency Name \\\n", "0 Department of Natural Resources \n", "1 Department of Natural Resources \n", "2 Department of Natural Resources \n", "3 Department of Natural Resources \n", "4 Department of Natural Resources \n", "... ... \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 1975.0 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", "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", "8861 ... In Progress NaN 2017.0 288.0 \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": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings" ] }, { "cell_type": "code", "execution_count": 51, "id": "8245b2ed", "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": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Zip code'].value_counts()" ] }, { "cell_type": "code", "execution_count": 52, "id": "3d809272", "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": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Zip code'].value_counts().iloc[0:5]" ] }, { "cell_type": "code", "execution_count": 53, "id": "fca39381", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index([62702, 62901, 62037, 61801, 62958], dtype='int64', name='Zip code')" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "buildings['Zip code'].value_counts().iloc[0:5].index # 5 most common zipcodes in my dataframe" ] }, { "cell_type": "code", "execution_count": 54, "id": "808adad1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index([62702, 62901, 62037, 61801, 62958], dtype='int64', name='Zip code')" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "most_common_zips = buildings['Zip code'].value_counts().iloc[0:5].index\n", "most_common_zips" ] }, { "cell_type": "code", "execution_count": 55, "id": "c53a9a98", "metadata": {}, "outputs": [], "source": [ "# Check out the \".isin\" function for some examples that might be useful <-- HINT" ] }, { "cell_type": "code", "execution_count": 56, "id": "e06431c9", "metadata": {}, "outputs": [], "source": [ "gb1 = buildings.groupby('Bldg Status')['Year Acquired'].min()" ] }, { "cell_type": "code", "execution_count": 57, "id": "1f975714", "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": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gb1" ] }, { "cell_type": "code", "execution_count": 59, "id": "17173cd4", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_gb1, ax_gb1 = plt.subplots()\n", "gb1.plot(kind='bar', ax=ax_gb1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 60, "id": "eef40366", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig_gb1, ax_gb1 = plt.subplots()\n", "ax_gb1.bar(gb1.index, gb1.values)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 61, "id": "eb43cfce", "metadata": {}, "outputs": [], "source": [ "ax_gb1.bar?" ] }, { "cell_type": "code", "execution_count": null, "id": "6083231f", "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": "3.8.17" } }, "nbformat": 4, "nbformat_minor": 5 }