Agency Funds Exploration

Code
knitr::opts_chunk$set(warning = FALSE, message = FALSE)

library(tidyverse)
Warning: package 'ggplot2' was built under R version 4.5.3
── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
✔ dplyr     1.1.4     ✔ readr     2.1.5
✔ forcats   1.0.0     ✔ stringr   1.5.1
✔ ggplot2   4.0.2     ✔ tibble    3.2.1
✔ lubridate 1.9.4     ✔ tidyr     1.3.1
✔ purrr     1.0.4     
── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
✖ dplyr::filter() masks stats::filter()
✖ dplyr::lag()    masks stats::lag()
ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors
Code
library(ptaxsim)
PTAXSIM requires a downloaded database file to work correctly.
Please download the PTAXSIM DB and assign a SQLite DB connection to ptaxsim_db_conn before using this package
Code
library(DBI)
Code
ptaxsim_db_conn <- DBI::dbConnect(RSQLite::SQLite(), 
  "C:/Users/aleaw/OneDrive/Documents/PhD Fall 2021 - Spring 2022/Merriman RA/ptax/ptaxsim.db/ptaxsim-2023.0.0.db")

agency_fund <- DBI::dbGetQuery(
  ptaxsim_db_conn,
  "SELECT *
  FROM agency_fund
  "
  )


agency_names <- DBI::dbGetQuery(
  ptaxsim_db_conn,
  "SELECT DISTINCT *
  FROM agency_info
  "
  )


agency_fund_info <- DBI::dbGetQuery(
  ptaxsim_db_conn,
  "SELECT *
  FROM agency_fund_info
  "
  )

agency_funds <- left_join(agency_fund, agency_fund_info)

agency_funds <- left_join(agency_funds, agency_names)

agency_funds %>% write_csv("agency_funds.csv")
Code
agency_funds <- read_csv("agency_funds.csv")

table(agency_funds$fund_name, agency_funds$year)
                                        
                                         2006 2007 2008 2009 2010 2011 2012
  1996 EQUIPMENT NOTES                      1    1    1    1    1    1    1
  1997 EQUIPMENT NOTES                      1    1    1    1    1    1    1
  1998 EQUIPMENT NOTES                      1    1    1    1    1    1    1
  A/C ANNEX                                 1    1    1    1    1    1    1
  AGRICULTURAL SCIENCE SCHOOL               1    1    1    1    1    1    1
  AMBULANCE NOTES                           1    1    1    1    1    1    1
  AMBULANCE SERVICE                        51   50   50   50   50   50   50
  AQUARIUM & MUSEUM                         1    1    1    1    1    1    1
  AUDITING                                306  307  306  305  305  305  305
  BOND NOTE                                 2    2    2    2    2    2    2
  BONDS & INTEREST                        493  491  503  509  512  503  507
  BOTANICAL GARDENS                         1    1    1    1    1    1    1
  BUILDING                                167  167  167  167  167  167  167
  BUILDING BONDS (BONDS & INT. SCHOOL)    163  163  162  162  162  163  163
  BUILDING FUND NOTES                       2    2    2    2    2    2    2
  CAL SAG BONDS & INTEREST 2                1    1    1    1    1    1    1
  CAPITAL IMPROVEMENT                      18   18   18   18   18   18   18
  CAPITAL IMPROVEMENT PA 92-547             0    0    0    0    0    0    0
  CBOE MEDICARE                             2    2    2    2    2    2    2
  CITY RELIEF                               1    1    1    1    1    1    1
  CIVIL DEFENSE                            74   74   74   74   74   74   74
  CLORINATION OF SEWAGE                     3    3    3    3    3    3    3
  CONSERVANCY FUND                          1    1    1    1    1    1    1
  CONSERVATORY                              1    1    1    1    1    1    1
  CONSTRUCTION & DEVELOPMENT                2    2    2    2    2    2    2
  CONSTRUCTION & DEVELOPMENT NOTES          1    1    1    1    1    1    1
  CONSTRUCTION WORKING CASH                 1    1    1    1    1    1    1
  CORP. NOTES                              22   22   22   22   22   22   22
  CORPORATE                               680  705  701  664  680  696  702
  CORPORATE NOTES 1988C                     1    1    1    1    1    1    1
  CORPORATE NOTES 1990C&D                   1    1    1    1    1    1    1
  CORPORATE NOTES 1991C                     1    1    1    1    1    1    1
  CORPORATE NOTES 1992C                     1    1    1    1    1    1    1
  CORPORATE NOTES 1993C                     1    1    1    1    1    1    1
  CORPORATE NOTES 1994C                     1    1    1    1    1    1    1
  CORPORATE NOTES 1995C                     1    1    1    1    1    1    1
  COUNTY HIGHWAY                            1    1    1    1    1    1    1
  COUNTY HIGHWAY NOTES                      1    1    1    1    1    1    1
  CROSSING GUARDS                          61   61   61   61   61   61   61
  DEF. OF FOREST LANDS                      1    1    1    1    1    1    1
  DEFICIENCY IN TAX LEVY                    4    2    3    5    6    6    5
  DEMAND NOTES                              1    1    1    1    1    1    1
  ED. GEN. OBLIG. NOTES                     2    2    2    2    2    2    2
  EDUCATION                               166  166  166  166  166  166  166
  EDUCATIONAL FUND NOTES                    6    6    6    6    6    6    6
  ELECTION                                  2    2    2    2    2    2    2
  ELECTION NOTES                            2    2    2    2    2    2    2
  EMERGENCY AND RESCUE                     10   10   10   11   11   11   11
  EMPLOYEE A & B                            3    3    3    3    3    3    3
  EQUIP. & BLDG.                            5    5    5    5    5    5    5
  FIRE A & B                                1    1    1    1    1    1    1
  FIRE PENSION                            106  105  105  106  106  106  106
  FIRE PENSION-P.A. 93-0689 CONTRIBUTION   23   23   23   27   31   31   31
  FIRE PROTECTION                          89   89   89   89   89   89   89
  FORESTRY                                 10   10   10   10   10   10   10
  GARBAGE                                  82   82   82   82   82   82   82
  GENERAL ASSISTANCE                        0    0    0    0    0    0    0
  HANDICAPPED FUND                         90   92   92   92   92   92   92
  HEALTH & HOSP. COMM. NOTES                1    1    1    1    1    1    1
  HEALTH & HOSPITAL COMM.                   1    1    1    1    1    1    1
  HEALTH, SAFETY AND REPAIRS                1    1    1    1    1    1    1
  HOSPITALIZATION INSURANCE                 1    1    1    1    1    1    1
  I.E.P.A. LOAN AGREEMENT                   2    2    2    2    3    3    3
  I.M.R.F.                                466  465  466  465  465  465  466
  IMRF & SOCIAL SECURITY                    5    5    5    5    5    5    5
  JUDGMENT FUND                            14   13   13   13   13   13   13
  L. R. B. A & B                            1    1    1    1    1    1    1
  LABOR RET. A & B                          2    2    2    2    2    2    2
  LEASING EDUCATIONAL FACILITIES           64   64   64   64   64   64   64
  LEVY ADJUSTMENT PA 102-0519               0    0    0    0    0    0    0
  LIABILITY INSURANCE                     479  479  478  477  477  477  477
  LIBRARY                                  65   65   65   64   64   64   65
  LIBRARY BUILDING AND SITES               77   77   77   76   76   76   76
  LIBRARY BUILDING NOTES                    2    2    2    2    2    2    2
  LIBRARY MAINT                             6    6    6    6    6    6    6
  LIBRARY MUN EMP A & B                     0    0    1    1    1    1    1
  LIBRARY NOTE REDEMPTION                   1    1    1    1    1    1    1
  LIBRARY WORKING CASH                      2    2    2    2    2    2    2
  LIFE SAFETY                             157  158  158  158  158  158  158
  LIFE SAFETY BOND                        138  138  138  138  138  138  138
  LIFE SAFETY LIMITED BONDS                47   50   51   52   52   53   53
  LIMITED BONDS                           235  241  240  243  245  248  249
  MAINT. OF PUBLIC BLDG PROP.               1    1    1    1    1    1    1
  MAINTENANCE PUB BLDG COMM PROP #1         1    1    1    1    1    1    1
  MEDICARE                                  0    0    0    0    0    0    0
  MENTAL HEALTH                             5    5    5    5    5    5    5
  MUN. EMP. A & B                           3    3    3    3    3    3    3
  MUNICIPAL BAND                            3    3    3    3    3    3    3
  MUSEUM FUND                              41   41   41   41   41   41   41
  MUSEUM MAINTENANCE                       20   20   20   20   20   20   20
  NOTE REDEMPTION & INTEREST FUND           1    1    1    1    1    1    1
  OPERATION & MAINTENANCE PUB. BLDG. COM    3    3    3    3    3    3    3
  PARK EMP. A & B                           2    2    2    2    2    2    2
  PARK MAINTENANCE                          3    3    3    3    3    3    3
  PARK NOTE                                 1    1    1    1    1    1    1
  PAVING AND LIGHTING                      56   55   55   55   55   55   55
  PERMANENT ROAD FUND                       5    5    5    5    5    5    5
  PLAY GROUND FUND NOTES                    1    1    1    1    1    1    1
  PLAY GROUNDS & REC                       32   32   32   32   32   32   32
  POLICE A & B                              1    1    1    1    1    1    1
  POLICE FUND                               1    1    1    1    1    1    1
  POLICE PENSION                          119  119  119  121  121  121  121
  POLICE PROTECTION                       141  140  139  139  139  139  139
  PUBLIC BENEFIT                           55   55   55   55   55   55   55
  PUBLIC BUILDING COMM                      4    3    3    3    3    3    3
  PUBLIC BUILDING COMM RENTAL 1             2    2    2    2    2    2    2
  PUBLIC BUILDING COMM RENTAL 2             2    2    2    2    2    2    2
  PUBLIC BUILDING COMM RENTAL 3             1    1    1    1    1    1    1
  PUBLIC BUILDING COMMISSION                4    4    4    4    4    4    4
  PUBLIC BUILDING COMMISSION-AUDIE HOME     1    1    1    1    1    1    1
  PUBLIC SAFETY                             1    1    1    1    1    1    1
  PUBLIC SAFETY NOTES                       1    1    1    1    1    1    1
  PURCHASE AGREEMENT                       69   72   73   73   73   74   74
  RECREATION                              119  119  118  118  118  118  118
  RECREATIONAL NOTES                        1    1    1    1    1    1    1
  RENTAL                                   48   48   48   48   48   48   48
  RENTAL BLDG COMM 1                        2    2    2    2    2    2    2
  RENTAL PUBLIC BLDG COMM 1                 1    1    1    1    1    1    1
  RESERVE FUND                              1    1    1    1    1    1    1
  SENIOR CITIZENS SERVICES                  2    2    2    2    2    2    2
  SEWER MAINTENANCE                         9    9    9    9    9    9    9
  SFA BOND & INTEREST 1985                  1    1    1    0    0    0    0
  SFA BOND & INTEREST 1986                  1    1    1    0    0    0    0
  SFA BOND & INTEREST 1986B                 1    1    1    0    0    0    0
  SFA BOND & INTEREST 1992A                 1    1    1    0    0    0    0
  SFA BOND & INTEREST 1993A                 1    1    1    0    0    0    0
  SFA BOND & INTEREST 1994A                 1    1    1    0    0    0    0
  SFA BOND AND INTEREST 2004A               1    1    1    0    0    0    0
  SFA BOND AND INTEREST 2004B               1    1    1    0    0    0    0
  SFA BOND AND INTEREST 2004C               1    1    1    0    0    0    0
  SMALL PARKS                               2    2    2    2    2    2    2
  SOCIAL SECURITY                         420  420  422  422  422  423  425
  SPEC EDUC DIST OF LAKE CO.-I.M.R.F.       1    1    1    1    1    1    1
  SPECIAL EDUCATION                       151  151  151  151  151  151  151
  STATE AUTHORITY                           2    2    2    2    2    2    2
  STORMWATER MANAGEMENT                     1    1    1    1    1    1    1
  STREET & BRIDGE                          96   96   96   97   97   97   97
  STREET LIGHTING                          38   38   38   38   38   38   38
  TAX ANTICIPATION NOTES                    1    1    1    1    1    1    1
  TEACHER PENSION PA 99-0521                0    0    0    0    0    0    0
  TEACHERS PENSION                          1    1    1    1    1    1    1
  TEXT BOOK FUND NOTES                      1    1    1    1    1    1    1
  TEXT BOOKS                                1    1    1    1    1    1    1
  TORT JUDGEMENT                            2    2    2    2    2    2    2
  TRANSPORTATION                          153  153  153  153  153  153  153
  UNEMPLOYMENT INSURANCE                  127  127  127  126  126  126  126
  VOCATIONAL EDUCATION                      1    1    1    1    1    1    1
  WATER AND SEWAGE                         14   14   14   14   14   14   14
  WATER FUND                                7    7    7    7    7    7    7
  WORKING CAPITAL                           2    2    2    2    2    2    2
  WORKING CASH FUNDS                      291  290  290  289  289  289  289
  WORKMEN'S COMPENSATION                  135  135  134  133  133  133  133
  YOUTH SERVICES                            2    2    2    2    2    2    2
  ZOO PARK                                  1    1    1    1    1    1    1
                                        
                                         2013 2014 2015 2016 2017 2018 2019
  1996 EQUIPMENT NOTES                      1    1    1    1    1    1    1
  1997 EQUIPMENT NOTES                      1    1    1    1    1    1    1
  1998 EQUIPMENT NOTES                      1    1    1    1    1    1    1
  A/C ANNEX                                 1    1    1    1    1    1    1
  AGRICULTURAL SCIENCE SCHOOL               1    1    1    1    1    1    1
  AMBULANCE NOTES                           1    1    1    1    1    1    1
  AMBULANCE SERVICE                        50   50   50   51   51   50   50
  AQUARIUM & MUSEUM                         1    1    1    1    1    1    1
  AUDITING                                305  305  305  305  306  306  306
  BOND NOTE                                 2    2    2    2    2    2    2
  BONDS & INTEREST                        504  475  442  440  445  434  431
  BOTANICAL GARDENS                         1    1    1    1    1    1    1
  BUILDING                                167  167  167  167  167  167  167
  BUILDING BONDS (BONDS & INT. SCHOOL)    163  163  163  163  163  163  163
  BUILDING FUND NOTES                       2    2    2    2    2    2    2
  CAL SAG BONDS & INTEREST 2                1    1    1    1    1    1    1
  CAPITAL IMPROVEMENT                      18   18   18   18   19   19   19
  CAPITAL IMPROVEMENT PA 92-547             0    0    1    1    1    1    1
  CBOE MEDICARE                             2    2    2    2    2    2    2
  CITY RELIEF                               1    1    1    1    1    1    1
  CIVIL DEFENSE                            74   74   74   74   74   74   74
  CLORINATION OF SEWAGE                     3    3    3    3    3    3    3
  CONSERVANCY FUND                          1    1    1    1    1    1    1
  CONSERVATORY                              1    1    1    1    1    1    1
  CONSTRUCTION & DEVELOPMENT                2    2    2    2    2    2    2
  CONSTRUCTION & DEVELOPMENT NOTES          1    1    1    1    1    1    1
  CONSTRUCTION WORKING CASH                 1    1    1    1    1    1    1
  CORP. NOTES                              22   22   22   22   22   22   22
  CORPORATE                               706  676  673  669  670  667  649
  CORPORATE NOTES 1988C                     1    1    1    1    1    1    1
  CORPORATE NOTES 1990C&D                   1    1    1    1    1    1    1
  CORPORATE NOTES 1991C                     1    1    1    1    1    1    1
  CORPORATE NOTES 1992C                     1    1    1    1    1    1    1
  CORPORATE NOTES 1993C                     1    1    1    1    1    1    1
  CORPORATE NOTES 1994C                     1    1    1    1    1    1    1
  CORPORATE NOTES 1995C                     1    1    1    1    1    1    1
  COUNTY HIGHWAY                            1    1    1    1    1    1    1
  COUNTY HIGHWAY NOTES                      1    1    1    1    1    1    1
  CROSSING GUARDS                          61   61   61   61   61   61   61
  DEF. OF FOREST LANDS                      1    1    1    1    1    1    1
  DEFICIENCY IN TAX LEVY                    5    5    5    5    5    5    4
  DEMAND NOTES                              1    1    1    1    1    1    1
  ED. GEN. OBLIG. NOTES                     2    2    2    2    2    2    2
  EDUCATION                               166  166  166  165  165  165  165
  EDUCATIONAL FUND NOTES                    6    6    6    6    6    6    6
  ELECTION                                  2    2    2    2    2    2    2
  ELECTION NOTES                            2    2    2    2    2    2    2
  EMERGENCY AND RESCUE                     11   12   12   12   12   11   11
  EMPLOYEE A & B                            3    3    3    3    3    3    3
  EQUIP. & BLDG.                            5    5    5    5    5    5    5
  FIRE A & B                                1    1    1    1    1    1    1
  FIRE PENSION                            106  106  106  109  109  109  109
  FIRE PENSION-P.A. 93-0689 CONTRIBUTION   31   31   33   34   34   36   37
  FIRE PROTECTION                          89   89   92   92   92   92   92
  FORESTRY                                 10   10   10   10   10   10   10
  GARBAGE                                  82   82   82   82   83   83   83
  GENERAL ASSISTANCE                        0    1    1    1    1    1    1
  HANDICAPPED FUND                         91   92   92   93   93   95   96
  HEALTH & HOSP. COMM. NOTES                1    1    1    1    1    1    1
  HEALTH & HOSPITAL COMM.                   1    1    1    1    1    1    1
  HEALTH, SAFETY AND REPAIRS                1    1    1    1    1    1    1
  HOSPITALIZATION INSURANCE                 1    1    1    1    1    1    1
  I.E.P.A. LOAN AGREEMENT                   3    3    3    3    3    3    3
  I.M.R.F.                                466  466  466  466  466  466  466
  IMRF & SOCIAL SECURITY                    5    5    5    5    5    5    5
  JUDGMENT FUND                            13   13   13   13   13   13   13
  L. R. B. A & B                            1    1    1    1    1    1    1
  LABOR RET. A & B                          2    2    2    2    2    2    2
  LEASING EDUCATIONAL FACILITIES           64   64   64   64   64   64   64
  LEVY ADJUSTMENT PA 102-0519               0    0    0    0    0    0    0
  LIABILITY INSURANCE                     477  477  477  477  477  477  477
  LIBRARY                                  65   65   65   64   64   64   64
  LIBRARY BUILDING AND SITES               76   76   76   76   76   76   76
  LIBRARY BUILDING NOTES                    2    2    2    2    2    2    2
  LIBRARY MAINT                             6    6    6    6    6    6    6
  LIBRARY MUN EMP A & B                     1    1    1    1    1    1    1
  LIBRARY NOTE REDEMPTION                   1    1    1    1    1    1    1
  LIBRARY WORKING CASH                      2    2    2    2    2    2    2
  LIFE SAFETY                             158  158  158  158  158  158  158
  LIFE SAFETY BOND                        138  138  138  138  138  138  137
  LIFE SAFETY LIMITED BONDS                54   54   55   57   58   59   60
  LIMITED BONDS                           251  252  254  255  255  257  257
  MAINT. OF PUBLIC BLDG PROP.               1    1    1    1    1    1    1
  MAINTENANCE PUB BLDG COMM PROP #1         1    1    1    1    1    1    1
  MEDICARE                                  0    2    2    2    2    2    2
  MENTAL HEALTH                             5    5    5    5    5    5    5
  MUN. EMP. A & B                           3    3    3    3    3    3    3
  MUNICIPAL BAND                            3    3    3    3    3    3    3
  MUSEUM FUND                              41   41   41   41   41   41   41
  MUSEUM MAINTENANCE                       20   20   20   20   20   20   20
  NOTE REDEMPTION & INTEREST FUND           1    1    1    1    1    1    1
  OPERATION & MAINTENANCE PUB. BLDG. COM    3    3    3    3    3    3    3
  PARK EMP. A & B                           2    2    2    2    2    2    2
  PARK MAINTENANCE                          3    3    3    3    3    3    3
  PARK NOTE                                 1    1    1    1    1    1    1
  PAVING AND LIGHTING                      55   55   55   55   55   55   55
  PERMANENT ROAD FUND                       5    5    5    5    5    5    5
  PLAY GROUND FUND NOTES                    1    1    1    1    1    1    1
  PLAY GROUNDS & REC                       32   32   32   32   32   32   32
  POLICE A & B                              1    1    1    1    1    1    1
  POLICE FUND                               1    1    1    1    1    1    1
  POLICE PENSION                          121  121  121  121  121  121  121
  POLICE PROTECTION                       139  139  141  141  141  141  141
  PUBLIC BENEFIT                           55   55   55   55   55   55   55
  PUBLIC BUILDING COMM                      3    3    3    3    3    3    3
  PUBLIC BUILDING COMM RENTAL 1             2    2    2    2    2    2    2
  PUBLIC BUILDING COMM RENTAL 2             2    2    2    2    2    2    2
  PUBLIC BUILDING COMM RENTAL 3             1    1    1    1    1    1    1
  PUBLIC BUILDING COMMISSION                4    4    4    4    4    4    4
  PUBLIC BUILDING COMMISSION-AUDIE HOME     1    1    1    1    1    1    1
  PUBLIC SAFETY                             1    1    1    1    1    1    1
  PUBLIC SAFETY NOTES                       1    1    1    1    1    1    1
  PURCHASE AGREEMENT                       74   74   74   75   76   76   76
  RECREATION                              118  118  118  118  118  118  118
  RECREATIONAL NOTES                        1    1    1    1    1    1    1
  RENTAL                                   48   48   48   48   48   48   48
  RENTAL BLDG COMM 1                        2    2    2    2    2    2    2
  RENTAL PUBLIC BLDG COMM 1                 1    1    1    1    1    1    1
  RESERVE FUND                              1    1    1    1    1    1    1
  SENIOR CITIZENS SERVICES                  2    2    2    2    2    2    2
  SEWER MAINTENANCE                         9    9    9    9    9    9    9
  SFA BOND & INTEREST 1985                  0    0    0    0    0    0    0
  SFA BOND & INTEREST 1986                  0    0    0    0    0    0    0
  SFA BOND & INTEREST 1986B                 0    0    0    0    0    0    0
  SFA BOND & INTEREST 1992A                 0    0    0    0    0    0    0
  SFA BOND & INTEREST 1993A                 0    0    0    0    0    0    0
  SFA BOND & INTEREST 1994A                 0    0    0    0    0    0    0
  SFA BOND AND INTEREST 2004A               0    0    0    0    0    0    0
  SFA BOND AND INTEREST 2004B               0    0    0    0    0    0    0
  SFA BOND AND INTEREST 2004C               0    0    0    0    0    0    0
  SMALL PARKS                               2    2    2    2    2    2    2
  SOCIAL SECURITY                         425  428  432  435  435  437  438
  SPEC EDUC DIST OF LAKE CO.-I.M.R.F.       1    1    1    1    1    1    1
  SPECIAL EDUCATION                       151  151  151  151  151  151  151
  STATE AUTHORITY                           2    2    2    1    1    1    1
  STORMWATER MANAGEMENT                     1    1    1    1    1    1    1
  STREET & BRIDGE                          97   97   97   97   97   97   97
  STREET LIGHTING                          38   38   38   38   38   38   38
  TAX ANTICIPATION NOTES                    1    1    1    1    1    1    1
  TEACHER PENSION PA 99-0521                0    0    0    1    1    1    1
  TEACHERS PENSION                          1    1    1    1    1    1    1
  TEXT BOOK FUND NOTES                      1    1    1    1    1    1    1
  TEXT BOOKS                                1    1    1    1    1    1    1
  TORT JUDGEMENT                            2    2    2    2    2    2    2
  TRANSPORTATION                          153  153  153  153  153  153  153
  UNEMPLOYMENT INSURANCE                  125  125  125  125  125  125  125
  VOCATIONAL EDUCATION                      1    1    1    1    1    1    1
  WATER AND SEWAGE                         14   14   14   14   14   14   14
  WATER FUND                                7    7    7    7    7    7    7
  WORKING CAPITAL                           2    2    2    2    2    2    2
  WORKING CASH FUNDS                      290  290  290  290  290  290  290
  WORKMEN'S COMPENSATION                  132  132  132  132  132  132  132
  YOUTH SERVICES                            2    2    2    2    2    2    2
  ZOO PARK                                  1    1    1    1    1    1    1
                                        
                                         2020 2021 2022
  1996 EQUIPMENT NOTES                      1    1    1
  1997 EQUIPMENT NOTES                      1    1    1
  1998 EQUIPMENT NOTES                      1    1    1
  A/C ANNEX                                 1    1    1
  AGRICULTURAL SCIENCE SCHOOL               1    1    1
  AMBULANCE NOTES                           1    1    1
  AMBULANCE SERVICE                        50   50   50
  AQUARIUM & MUSEUM                         1    1    1
  AUDITING                                305  305  305
  BOND NOTE                                 2    2    2
  BONDS & INTEREST                        432  431  428
  BOTANICAL GARDENS                         1    1    1
  BUILDING                                167  167  167
  BUILDING BONDS (BONDS & INT. SCHOOL)    163  163  163
  BUILDING FUND NOTES                       2    2    2
  CAL SAG BONDS & INTEREST 2                1    1    1
  CAPITAL IMPROVEMENT                      19   19   19
  CAPITAL IMPROVEMENT PA 92-547             1    1    1
  CBOE MEDICARE                             2    2    2
  CITY RELIEF                               1    1    1
  CIVIL DEFENSE                            74   74   74
  CLORINATION OF SEWAGE                     3    3    3
  CONSERVANCY FUND                          1    1    1
  CONSERVATORY                              1    1    1
  CONSTRUCTION & DEVELOPMENT                2    2    2
  CONSTRUCTION & DEVELOPMENT NOTES          1    1    1
  CONSTRUCTION WORKING CASH                 1    1    1
  CORP. NOTES                              22   22   22
  CORPORATE                               646  644  641
  CORPORATE NOTES 1988C                     1    1    1
  CORPORATE NOTES 1990C&D                   1    1    1
  CORPORATE NOTES 1991C                     1    1    1
  CORPORATE NOTES 1992C                     1    1    1
  CORPORATE NOTES 1993C                     1    1    1
  CORPORATE NOTES 1994C                     1    1    1
  CORPORATE NOTES 1995C                     1    1    1
  COUNTY HIGHWAY                            1    1    1
  COUNTY HIGHWAY NOTES                      1    1    1
  CROSSING GUARDS                          61   61   61
  DEF. OF FOREST LANDS                      1    1    1
  DEFICIENCY IN TAX LEVY                    4    4    4
  DEMAND NOTES                              1    1    1
  ED. GEN. OBLIG. NOTES                     2    2    2
  EDUCATION                               165  165  165
  EDUCATIONAL FUND NOTES                    6    6    6
  ELECTION                                  2    2    2
  ELECTION NOTES                            2    2    2
  EMERGENCY AND RESCUE                     11   11   11
  EMPLOYEE A & B                            3    3    3
  EQUIP. & BLDG.                            5    5    5
  FIRE A & B                                1    1    1
  FIRE PENSION                            109  109  109
  FIRE PENSION-P.A. 93-0689 CONTRIBUTION   37   37   37
  FIRE PROTECTION                          92   92   92
  FORESTRY                                 10   10   10
  GARBAGE                                  83   83   83
  GENERAL ASSISTANCE                        1    1    1
  HANDICAPPED FUND                         95   95   95
  HEALTH & HOSP. COMM. NOTES                1    1    1
  HEALTH & HOSPITAL COMM.                   1    1    1
  HEALTH, SAFETY AND REPAIRS                0    0    0
  HOSPITALIZATION INSURANCE                 1    1    1
  I.E.P.A. LOAN AGREEMENT                   3    3    3
  I.M.R.F.                                466  466  466
  IMRF & SOCIAL SECURITY                    5    5    5
  JUDGMENT FUND                            12   12   12
  L. R. B. A & B                            1    1    1
  LABOR RET. A & B                          2    2    2
  LEASING EDUCATIONAL FACILITIES           64   64   64
  LEVY ADJUSTMENT PA 102-0519               0  493  519
  LIABILITY INSURANCE                     476  476  476
  LIBRARY                                  64   64   64
  LIBRARY BUILDING AND SITES               76   76   76
  LIBRARY BUILDING NOTES                    2    2    2
  LIBRARY MAINT                             6    6    6
  LIBRARY MUN EMP A & B                     1    1    1
  LIBRARY NOTE REDEMPTION                   1    1    1
  LIBRARY WORKING CASH                      2    2    2
  LIFE SAFETY                             158  158  158
  LIFE SAFETY BOND                        137  137  137
  LIFE SAFETY LIMITED BONDS                60   60   60
  LIMITED BONDS                           257  258  259
  MAINT. OF PUBLIC BLDG PROP.               1    1    1
  MAINTENANCE PUB BLDG COMM PROP #1         1    1    1
  MEDICARE                                  2    2    2
  MENTAL HEALTH                             5    5    5
  MUN. EMP. A & B                           3    3    3
  MUNICIPAL BAND                            3    3    3
  MUSEUM FUND                              40   40   40
  MUSEUM MAINTENANCE                       20   20   20
  NOTE REDEMPTION & INTEREST FUND           1    1    1
  OPERATION & MAINTENANCE PUB. BLDG. COM    3    3    3
  PARK EMP. A & B                           2    2    2
  PARK MAINTENANCE                          3    3    3
  PARK NOTE                                 1    1    1
  PAVING AND LIGHTING                      54   54   54
  PERMANENT ROAD FUND                       5    5    5
  PLAY GROUND FUND NOTES                    1    1    1
  PLAY GROUNDS & REC                       32   32   32
  POLICE A & B                              1    1    1
  POLICE FUND                               1    1    1
  POLICE PENSION                          121  121  121
  POLICE PROTECTION                       140  140  140
  PUBLIC BENEFIT                           55   55   55
  PUBLIC BUILDING COMM                      3    3    3
  PUBLIC BUILDING COMM RENTAL 1             2    2    2
  PUBLIC BUILDING COMM RENTAL 2             2    2    2
  PUBLIC BUILDING COMM RENTAL 3             1    1    1
  PUBLIC BUILDING COMMISSION                4    4    4
  PUBLIC BUILDING COMMISSION-AUDIE HOME     1    1    1
  PUBLIC SAFETY                             1    1    1
  PUBLIC SAFETY NOTES                       1    1    1
  PURCHASE AGREEMENT                       76   69   69
  RECREATION                              117  118  118
  RECREATIONAL NOTES                        1    1    1
  RENTAL                                   48   48   48
  RENTAL BLDG COMM 1                        2    2    2
  RENTAL PUBLIC BLDG COMM 1                 1    1    1
  RESERVE FUND                              1    1    1
  SENIOR CITIZENS SERVICES                  2    2    2
  SEWER MAINTENANCE                         9    9    9
  SFA BOND & INTEREST 1985                  0    0    0
  SFA BOND & INTEREST 1986                  0    0    0
  SFA BOND & INTEREST 1986B                 0    0    0
  SFA BOND & INTEREST 1992A                 0    0    0
  SFA BOND & INTEREST 1993A                 0    0    0
  SFA BOND & INTEREST 1994A                 0    0    0
  SFA BOND AND INTEREST 2004A               0    0    0
  SFA BOND AND INTEREST 2004B               0    0    0
  SFA BOND AND INTEREST 2004C               0    0    0
  SMALL PARKS                               2    2    2
  SOCIAL SECURITY                         437  437  437
  SPEC EDUC DIST OF LAKE CO.-I.M.R.F.       1    1    1
  SPECIAL EDUCATION                       151  151  151
  STATE AUTHORITY                           1    1    1
  STORMWATER MANAGEMENT                     1    1    1
  STREET & BRIDGE                          97   97   97
  STREET LIGHTING                          38   38   38
  TAX ANTICIPATION NOTES                    1    1    1
  TEACHER PENSION PA 99-0521                1    1    1
  TEACHERS PENSION                          1    1    1
  TEXT BOOK FUND NOTES                      1    1    1
  TEXT BOOKS                                1    1    1
  TORT JUDGEMENT                            2    2    2
  TRANSPORTATION                          153  153  153
  UNEMPLOYMENT INSURANCE                  125  125  125
  VOCATIONAL EDUCATION                      1    1    1
  WATER AND SEWAGE                         14   14   14
  WATER FUND                                7    7    7
  WORKING CAPITAL                           2    2    2
  WORKING CASH FUNDS                      289  289  289
  WORKMEN'S COMPENSATION                  132  132  132
  YOUTH SERVICES                            2    2    2
  ZOO PARK                                  1    1    1
Code
agency_funds %>% 
  filter(major_type != "COOK COUNTY" & minor_type != "SSA") %>%
  filter(year == 2022 & levy > 0) %>%
  group_by(fund_name, capped_ind) %>%
  summarize(n = n()) %>% arrange(desc(n)) %>%
  pivot_wider(names_from = capped_ind, values_from = n)
# A tibble: 69 × 3
# Groups:   fund_name [69]
   fund_name                     `1`   `0`
   <chr>                       <int> <int>
 1 LEVY ADJUSTMENT PA 102-0519   495    NA
 2 CORPORATE                     425    NA
 3 I.M.R.F.                      371    NA
 4 SOCIAL SECURITY               365    NA
 5 LIABILITY INSURANCE           317    NA
 6 LIMITED BONDS                  NA   210
 7 AUDITING                      192    NA
 8 EDUCATION                     164    NA
 9 BUILDING                      163    NA
10 TRANSPORTATION                150    NA
# ℹ 59 more rows
Code
agency_funds %>% 
  filter(major_type != "COOK COUNTY" & minor_type != "SSA") %>%
  filter(year == 2022 & levy > 0) %>%
  group_by(major_type, fund_name) %>%
  summarize(n = n())
# A tibble: 101 × 3
# Groups:   major_type [3]
   major_type    fund_name                      n
   <chr>         <chr>                      <int>
 1 MISCELLANEOUS AMBULANCE SERVICE             31
 2 MISCELLANEOUS AQUARIUM & MUSEUM              1
 3 MISCELLANEOUS AUDITING                     129
 4 MISCELLANEOUS BONDS & INTEREST              33
 5 MISCELLANEOUS CONSERVATORY                   1
 6 MISCELLANEOUS CONSTRUCTION & DEVELOPMENT     1
 7 MISCELLANEOUS CORPORATE                    223
 8 MISCELLANEOUS EMERGENCY AND RESCUE          10
 9 MISCELLANEOUS EMPLOYEE A & B                 1
10 MISCELLANEOUS FIRE PENSION                  20
# ℹ 91 more rows
Code
agency_funds %>% 
  filter(major_type != "COOK COUNTY" & minor_type != "SSA") %>%
  filter(year == 2022 & levy > 0) %>%
  group_by(minor_type, fund_name) %>%
  summarize(n = n())
# A tibble: 205 × 3
# Groups:   minor_type [18]
   minor_type fund_name                                n
   <chr>      <chr>                                <int>
 1 BOND       BONDS & INTEREST                         3
 2 COMM COLL  AUDITING                                10
 3 COMM COLL  BUILDING                                11
 4 COMM COLL  BUILDING BONDS (BONDS & INT. SCHOOL)     5
 5 COMM COLL  EDUCATION                               11
 6 COMM COLL  LEVY ADJUSTMENT PA 102-0519             11
 7 COMM COLL  LIABILITY INSURANCE                     10
 8 COMM COLL  LIFE SAFETY                              3
 9 COMM COLL  LIMITED BONDS                            5
10 COMM COLL  SOCIAL SECURITY                          5
# ℹ 195 more rows
Code
agency_funds %>% 
  filter(fund_name == "I.M.R.F.") %>%
  filter(levy > 0 & year == 2022) %>%
  group_by(minor_type, fund_name) %>%
  summarize(n = n(),
            amount = sum(levy, na.rm = TRUE))
# A tibble: 13 × 4
# Groups:   minor_type [13]
   minor_type fund_name     n   amount
   <chr>      <chr>     <int>    <dbl>
 1 ELEMENTARY I.M.R.F.    117 46411580
 2 FIRE       I.M.R.F.      8   435024
 3 GEN ASST   I.M.R.F.      2    39500
 4 HEALTH     I.M.R.F.      3   587329
 5 INFRA      I.M.R.F.      6   249396
 6 LIBRARY    I.M.R.F.     59  8166411
 7 MOSQUITO   I.M.R.F.      1    21626
 8 MUNI       I.M.R.F.     64 26020245
 9 PARK       I.M.R.F.     70 14230005
10 SANITARY   I.M.R.F.      1    46000
11 SECONDARY  I.M.R.F.     28 22021242
12 TOWNSHIP   I.M.R.F.      7  1077721
13 UNIFIED    I.M.R.F.      5  8288606

Inspect Library funds - are they library agencies or muni agencies?

Code
agency_funds %>% 
 # filter(year == 2022) %>%
  filter(fund_name == "LIBRARY BUILDING AND SITES" & levy > 0) %>%
  select(agency_name, everything()) %>% arrange(agency_name)
# A tibble: 821 × 20
   agency_name           year agency_num fund_num   levy loss_pct levy_plus_loss
   <chr>                <dbl> <chr>      <chr>     <dbl>    <dbl>          <dbl>
 1 ACORN PUBLIC LIBRAR…  2006 060010000  254      105000     0.03         108150
 2 ACORN PUBLIC LIBRAR…  2007 060010000  254      100000     0.03         103000
 3 ACORN PUBLIC LIBRAR…  2008 060010000  254      102950     0.03         106039
 4 ACORN PUBLIC LIBRAR…  2009 060010000  254      103920     0.03         107038
 5 ACORN PUBLIC LIBRAR…  2010 060010000  254      125020     0.03         128771
 6 ACORN PUBLIC LIBRAR…  2011 060010000  254      129052     0.03         132924
 7 ACORN PUBLIC LIBRAR…  2012 060010000  254      135000     0.03         139050
 8 ACORN PUBLIC LIBRAR…  2013 060010000  254      117000     0.03         120510
 9 ACORN PUBLIC LIBRAR…  2014 060010000  254      117000     0.03         120510
10 ACORN PUBLIC LIBRAR…  2015 060010000  254      120000     0.03         123600
# ℹ 811 more rows
# ℹ 13 more variables: rate_ceiling <dbl>, max_levy <dbl>, prelim_rate <dbl>,
#   ptell_reduced_levy <dbl>, ptell_reduced_ind <dbl>, final_levy <dbl>,
#   final_rate <dbl>, fund_name <chr>, capped_ind <dbl>,
#   agency_name_short <chr>, agency_name_original <chr>, major_type <chr>,
#   minor_type <chr>
Code
agency_funds %>% 
  group_by(year, agency_name, agency_num, major_type, minor_type, capped_ind) %>%
  summarize(fundcount = n(),
            levy=sum(levy, na.rm=TRUE) ) %>%
  select(agency_name, everything()) %>% 
  arrange(agency_name)
# A tibble: 26,192 × 8
# Groups:   year, agency_name, agency_num, major_type, minor_type [17,294]
   agency_name        year agency_num major_type minor_type capped_ind fundcount
   <chr>             <dbl> <chr>      <chr>      <chr>           <dbl>     <int>
 1 ACORN PUBLIC LIB…  2006 060010000  MISCELLAN… LIBRARY             0         1
 2 ACORN PUBLIC LIB…  2006 060010000  MISCELLAN… LIBRARY             1         9
 3 ACORN PUBLIC LIB…  2007 060010000  MISCELLAN… LIBRARY             0         1
 4 ACORN PUBLIC LIB…  2007 060010000  MISCELLAN… LIBRARY             1         9
 5 ACORN PUBLIC LIB…  2008 060010000  MISCELLAN… LIBRARY             0         1
 6 ACORN PUBLIC LIB…  2008 060010000  MISCELLAN… LIBRARY             1         9
 7 ACORN PUBLIC LIB…  2009 060010000  MISCELLAN… LIBRARY             0         1
 8 ACORN PUBLIC LIB…  2009 060010000  MISCELLAN… LIBRARY             1         9
 9 ACORN PUBLIC LIB…  2010 060010000  MISCELLAN… LIBRARY             0         1
10 ACORN PUBLIC LIB…  2010 060010000  MISCELLAN… LIBRARY             1         9
# ℹ 26,182 more rows
# ℹ 1 more variable: levy <dbl>
Code
agency_funds %>% 
  filter(agency_name == "VILLAGE ") %>%
  select(agency_name, everything()) %>% arrange(agency_name)
# A tibble: 0 × 20
# ℹ 20 variables: agency_name <chr>, year <dbl>, agency_num <chr>,
#   fund_num <chr>, levy <dbl>, loss_pct <dbl>, levy_plus_loss <dbl>,
#   rate_ceiling <dbl>, max_levy <dbl>, prelim_rate <dbl>,
#   ptell_reduced_levy <dbl>, ptell_reduced_ind <dbl>, final_levy <dbl>,
#   final_rate <dbl>, fund_name <chr>, capped_ind <dbl>,
#   agency_name_short <chr>, agency_name_original <chr>, major_type <chr>,
#   minor_type <chr>