Top 5 Nature of Suit, Judgment, Nature of Judgement
DL
March 29, 2018
Three variables in the analysis:
- nature of suit
- nature of judgment
- Judgment
Import data
# Import data
data <- read.csv("data_fjc/data_merged.csv")
# Sturecture of data
str(data)
## 'data.frame': 4200 obs. of 51 variables:
## $ CIRCUIT : int 1 1 1 1 1 1 1 1 1 1 ...
## $ DISTRICT : int 2 2 2 2 2 2 2 2 2 2 ...
## $ OFFICE : int 1 1 1 1 1 1 1 1 1 1 ...
## $ DOCKET : int 265 409 100015 100016 100018 100019 100020 100028 100030 100031 ...
## $ ORIGIN : int 4 4 1 1 5 1 1 5 1 1 ...
## $ FILEDATE : Factor w/ 2566 levels "2001-01-02","2001-01-04",..: 33 40 4 4 5 5 5 8 8 8 ...
## $ FILEYEAR : int 2001 2001 2001 2001 2001 2001 2001 2001 2001 2001 ...
## $ FDATEUSE : Factor w/ 204 levels "1/1/2001","1/1/2002",..: 86 103 1 1 1 1 1 1 1 1 ...
## $ JURIS : int 3 4 1 1 4 3 4 4 4 4 ...
## $ NOS : int 840 190 190 190 190 440 110 365 365 365 ...
## $ TITLE : Factor w/ 33 levels "-8","0","10",..: 5 13 13 13 13 20 13 20 13 13 ...
## $ SECTION : Factor w/ 144 levels "-8","1","10",..: 10 20 27 27 20 73 22 138 20 20 ...
## $ SUBSECT : Factor w/ 73 levels "-8","1","12",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ RESIDENC : int -8 43 -8 -8 25 -8 52 55 15 15 ...
## $ CLASSACT : int -8 -8 -8 -8 -8 -8 -8 -8 -8 -8 ...
## $ DEMANDED : int 0 0 0 0 0 0 0 0 0 0 ...
## $ FILEJUDG : logi NA NA NA NA NA NA ...
## $ FILEMAG : logi NA NA NA NA NA NA ...
## $ COUNTY : int 99999 33015 33013 33013 88888 88888 88888 88888 33007 33015 ...
## $ ARBIT : Factor w/ 4 levels "-8","E","M","V": 1 1 1 1 1 1 1 1 1 1 ...
## $ MDLDOCK : int -8 -8 -8 -8 -8 -8 -8 -8 -8 -8 ...
## $ PLT : Factor w/ 3128 levels "-8","108 DEGREES. LLC",..: 2968 1362 2944 2944 1546 268 85 1813 2166 1767 ...
## $ DEF : Factor w/ 3369 levels "-8",", ET AL",..: 1024 1637 993 2405 3274 649 2845 77 118 119 ...
## $ TRANSDAT : logi NA NA NA NA NA NA ...
## $ TRANSOFF : int -8 -8 -8 -8 -8 -8 -8 -8 -8 -8 ...
## $ TRANSDOC : int -8 -8 -8 -8 -8 -8 -8 -8 -8 -8 ...
## $ TRANSORG : int -8 -8 -8 -8 -8 -8 -8 -8 -8 -8 ...
## $ TERMDATE : Factor w/ 2560 levels "2001-01-25","2001-02-05",..: 6 33 19 7 4 32 29 3 5 2 ...
## $ TDATEUSE : Factor w/ 204 levels "1/1/2001","1/1/2002",..: 86 171 120 86 86 171 154 69 86 69 ...
## $ TRCLACT : int -8 -8 -8 -8 -8 -8 -8 -8 -8 -8 ...
## $ TERMJUDG : logi NA NA NA NA NA NA ...
## $ TERMMAG : logi NA NA NA NA NA NA ...
## $ PROCPROG : int 5 4 2 2 2 2 5 2 1 2 ...
## $ DISP : int 5 13 18 18 14 3 6 14 10 12 ...
## $ NOJ : int 2 -8 0 0 -8 -8 2 -8 -8 -8 ...
## $ AMTREC : int 5 54 0 0 0 0 33 0 0 0 ...
## $ JUDGMENT : int 1 -8 -8 -8 -8 -8 2 -8 -8 -8 ...
## $ DJOINED : Factor w/ 1512 levels "","1/10/2005",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ PRETRIAL : Factor w/ 418 levels "","1/10/2012",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ TRIBEGAN : Factor w/ 40 levels "","1/20/2016",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ TRIALEND : Factor w/ 83 levels "","1/13/2004",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ TRMARB : int -8 -8 -8 -8 -8 -8 -8 -8 -8 -8 ...
## $ PROSE : int 0 0 0 0 0 1 2 0 0 0 ...
## $ IFP : Factor w/ 2 levels "-8","FP": 1 1 1 1 1 1 1 1 1 1 ...
## $ STATUSCD : Factor w/ 1 level "L": 1 1 1 1 1 1 1 1 1 1 ...
## $ TAPEYEAR : int 2001 2001 2001 2001 2001 2001 2001 2001 2001 2001 ...
## $ nature_of_suit: Factor w/ 44 levels "ADMINISTRATIVE PROCEDURE ACT/REVIEW OR APPEAL OF AGENCY DECISION",..: 43 29 29 29 29 28 19 36 36 36 ...
## $ busType_def : Factor w/ 5 levels "CORP","LLC","PARTNERSHIP",..: NA NA NA NA NA NA NA NA NA NA ...
## $ busType_plt : Factor w/ 4 levels "CORP","LLC","PARTNERSHIP",..: NA NA NA NA NA NA NA NA NA NA ...
## $ busType : Factor w/ 3 levels "Both","Neither",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ cause : Factor w/ 173 levels "","05:551 Administrative Procedure Act",..: NA NA NA NA NA NA NA NA NA NA ...
# See the first six rows of the data
head(data)
## CIRCUIT DISTRICT OFFICE DOCKET ORIGIN FILEDATE FILEYEAR FDATEUSE JURIS
## 1 1 2 1 265 4 2001-03-21 2001 3/1/2001 3
## 2 1 2 1 409 4 2001-04-01 2001 4/1/2001 4
## 3 1 2 1 100015 1 2001-01-10 2001 1/1/2001 1
## 4 1 2 1 100016 1 2001-01-10 2001 1/1/2001 1
## 5 1 2 1 100018 5 2001-01-12 2001 1/1/2001 4
## 6 1 2 1 100019 1 2001-01-12 2001 1/1/2001 3
## NOS TITLE SECTION SUBSECT RESIDENC CLASSACT DEMANDED FILEJUDG FILEMAG
## 1 840 15 1114 -8 -8 -8 0 NA NA
## 2 190 28 1332 -8 43 -8 0 NA NA
## 3 190 28 1345 -8 -8 -8 0 NA NA
## 4 190 28 1345 -8 -8 -8 0 NA NA
## 5 190 28 1332 -8 25 -8 0 NA NA
## 6 440 42 1983 -8 -8 -8 0 NA NA
## COUNTY ARBIT MDLDOCK PLT
## 1 99999 -8 -8 VELCRO INDUSTRIES BV, ET AL
## 2 33015 -8 -8 HIGHDATA SOFTWARE
## 3 33013 -8 -8 USA
## 4 33013 -8 -8 USA
## 5 88888 -8 -8 KAPUR
## 6 88888 -8 -8 BICKFORD
## DEF TRANSDAT TRANSOFF TRANSDOC TRANSORG
## 1 FASTECH, ET AL NA -8 -8 -8
## 2 KOTHANDAN NA -8 -8 -8
## 3 EVANS NA -8 -8 -8
## 4 PICUCCI NA -8 -8 -8
## 5 WEBMANAGE TECHNOLOG, ET AL NA -8 -8 -8
## 6 CONCORD DISTRICT CT NA -8 -8 -8
## TERMDATE TDATEUSE TRCLACT TERMJUDG TERMMAG PROCPROG DISP NOJ AMTREC
## 1 2001-03-22 3/1/2001 -8 NA NA 5 5 2 5
## 2 2001-08-15 8/1/2001 -8 NA NA 4 13 -8 54
## 3 2001-05-17 5/1/2001 -8 NA NA 2 18 0 0
## 4 2001-03-23 3/1/2001 -8 NA NA 2 18 0 0
## 5 2001-03-01 3/1/2001 -8 NA NA 2 14 -8 0
## 6 2001-08-10 8/1/2001 -8 NA NA 2 3 -8 0
## JUDGMENT DJOINED PRETRIAL TRIBEGAN TRIALEND TRMARB PROSE IFP STATUSCD
## 1 1 -8 0 -8 L
## 2 -8 -8 0 -8 L
## 3 -8 -8 0 -8 L
## 4 -8 -8 0 -8 L
## 5 -8 -8 0 -8 L
## 6 -8 -8 1 -8 L
## TAPEYEAR nature_of_suit busType_def busType_plt busType cause
## 1 2001 TRADEMARK <NA> <NA> Neither <NA>
## 2 2001 OTHER CONTRACT ACTIONS <NA> <NA> Neither <NA>
## 3 2001 OTHER CONTRACT ACTIONS <NA> <NA> Neither <NA>
## 4 2001 OTHER CONTRACT ACTIONS <NA> <NA> Neither <NA>
## 5 2001 OTHER CONTRACT ACTIONS <NA> <NA> Neither <NA>
## 6 2001 OTHER CIVIL RIGHTS <NA> <NA> Neither <NA>
# Basic descriptive statistics of data
summary(data)
## CIRCUIT DISTRICT OFFICE DOCKET ORIGIN
## Min. :1 Min. :2 Min. :1 Min. : 73 Min. : 1.000
## 1st Qu.:1 1st Qu.:2 1st Qu.:1 1st Qu.: 400138 1st Qu.: 1.000
## Median :1 Median :2 Median :1 Median : 800364 Median : 1.000
## Mean :1 Mean :2 Mean :1 Mean : 855885 Mean : 1.467
## 3rd Qu.:1 3rd Qu.:2 3rd Qu.:1 3rd Qu.:1200343 3rd Qu.: 2.000
## Max. :1 Max. :2 Max. :1 Max. :9900606 Max. :13.000
##
## FILEDATE FILEYEAR FDATEUSE JURIS
## 2002-09-16: 10 Min. :2001 10/1/2002: 50 Min. :1.000
## 2003-11-25: 9 1st Qu.:2004 5/1/2002 : 40 1st Qu.:3.000
## 2002-09-24: 8 Median :2008 9/1/2002 : 40 Median :3.000
## 2004-05-07: 7 Mean :2008 10/1/2003: 36 Mean :3.315
## 2010-11-23: 7 3rd Qu.:2012 4/1/2013 : 36 3rd Qu.:4.000
## 2002-09-09: 6 Max. :2017 6/1/2005 : 34 Max. :4.000
## (Other) :4153 (Other) :3964
## NOS TITLE SECTION SUBSECT
## Min. :110.0 28 :2717 1332 :1147 -8 :1562
## 1st Qu.:350.0 42 : 656 1441 : 912 CV : 430
## Median :440.0 15 : 396 1983 : 355 PI : 269
## Mean :443.9 29 : 112 1331 : 322 BC : 249
## 3rd Qu.:446.0 17 : 63 1692 : 163 ED : 229
## Max. :899.0 47 : 55 2000 : 146 OC : 177
## (Other): 201 (Other):1155 (Other):1284
## RESIDENC CLASSACT DEMANDED FILEJUDG
## Min. :-8.000 Min. :-8.000 Min. : 0.00 Mode:logical
## 1st Qu.:-8.000 1st Qu.:-8.000 1st Qu.: 0.00 NA's:4200
## Median :-8.000 Median :-8.000 Median : 0.00
## Mean : 6.339 Mean :-7.916 Mean : 2.64
## 3rd Qu.:15.000 3rd Qu.:-8.000 3rd Qu.: 0.00
## Max. :64.000 Max. : 1.000 Max. :5000.00
##
## FILEMAG COUNTY ARBIT MDLDOCK
## Mode:logical Min. :33001 -8:4180 Min. : -8.000
## NA's:4200 1st Qu.:33011 E : 7 1st Qu.: -8.000
## Median :33013 M : 5 Median : -8.000
## Mean :46637 V : 8 Mean : 9.216
## 3rd Qu.:33019 3rd Qu.: -8.000
## Max. :99999 Max. :2320.000
##
## PLT DEF TRANSDAT
## USA : 82 -8 : 61 Mode:logical
## -8 : 20 TYCO INTERNATIONAL, ET AL : 34 NA's:4200
## DIRECTV, INC.: 20 USA : 34
## AMATUCCI : 17 GUTIERREZ, ET AL : 12
## WILSON : 15 NH DEPARTMENT OF HEALTH AND HU: 12
## JOHNSON : 13 SEALED : 11
## (Other) :4033 (Other) :4036
## TRANSOFF TRANSDOC TRANSORG TERMDATE TDATEUSE
## Min. :-8 Min. :-8 Min. :-8 2006-03-03: 13 3/1/2006 : 43
## 1st Qu.:-8 1st Qu.:-8 1st Qu.:-8 2015-02-04: 13 12/1/2011: 42
## Median :-8 Median :-8 Median :-8 2004-10-14: 9 4/1/2003 : 35
## Mean :-8 Mean :-8 Mean :-8 2006-03-06: 9 10/1/2003: 34
## 3rd Qu.:-8 3rd Qu.:-8 3rd Qu.:-8 2011-12-19: 8 10/1/2006: 33
## Max. :-8 Max. :-8 Max. :-8 2004-07-01: 7 3/1/2005 : 33
## (Other) :4141 (Other) :3980
## TRCLACT TERMJUDG TERMMAG PROCPROG
## Min. :-8.000 Mode:logical Mode:logical Min. : 1.000
## 1st Qu.:-8.000 NA's:4200 NA's:4200 1st Qu.: 2.000
## Median :-8.000 Median : 5.000
## Mean :-7.854 Mean : 4.229
## 3rd Qu.:-8.000 3rd Qu.: 5.000
## Max. : 3.000 Max. :13.000
##
## DISP NOJ AMTREC JUDGMENT
## Min. : 0.0 Min. :-8.000 Min. : 0.00 Min. :-8.00
## 1st Qu.: 6.0 1st Qu.:-8.000 1st Qu.: 0.00 1st Qu.:-8.00
## Median :13.0 Median : 0.000 Median : 0.00 Median : 0.00
## Mean :10.5 Mean :-3.177 Mean : 35.09 Mean :-3.25
## 3rd Qu.:13.0 3rd Qu.: 0.000 3rd Qu.: 0.00 3rd Qu.: 0.00
## Max. :20.0 Max. : 6.000 Max. :9999.00 Max. : 4.00
##
## DJOINED PRETRIAL TRIBEGAN TRIALEND
## :2163 :3717 :4160 :4118
## 7/1/2013 : 8 10/12/2011: 7 2/17/2016: 2 1/13/2004: 1
## 11/14/2011: 6 10/24/2011: 4 1/20/2016: 1 1/20/2016: 1
## 10/12/2006: 5 3/5/2012 : 4 1/4/2011 : 1 1/23/2007: 1
## 10/22/2004: 5 11/24/2009: 3 1/6/2015 : 1 1/27/2009: 1
## 5/14/2007 : 5 12/16/2011: 3 1/6/2016 : 1 1/27/2016: 1
## (Other) :2008 (Other) : 462 (Other) : 34 (Other) : 77
## TRMARB PROSE IFP STATUSCD TAPEYEAR
## Min. :-8 Min. :0.000 -8:3943 L:4200 Min. :2001
## 1st Qu.:-8 1st Qu.:0.000 FP: 257 1st Qu.:2005
## Median :-8 Median :0.000 Median :2009
## Mean :-8 Mean :0.221 Mean :2009
## 3rd Qu.:-8 3rd Qu.:0.000 3rd Qu.:2013
## Max. :-8 Max. :3.000 Max. :2018
##
## nature_of_suit busType_def busType_plt
## OTHER CONTRACT ACTIONS : 610 CORP : 877 CORP : 409
## OTHER CIVIL RIGHTS : 574 LLC : 390 LLC : 264
## CIVIL RIGHTS JOBS : 437 PARTNERSHIP: 30 PARTNERSHIP: 4
## OTHER PERSONAL INJURY : 356 PC : 6 PC : 9
## OTHER STATUTORY ACTIONS: 344 PLLC : 2 NA's :3514
## INSURANCE : 245 NA's :2895
## (Other) :1634
## busType cause
## Both : 275 42:1983 Civil Rights Act : 183
## Neither :2484 28:1332 Diversity-Personal Injury : 79
## Only one:1441 28:1332 Diversity-Breach of Contract : 78
## 28:1441 Petition for Removal - Employment Discrim: 70
## 28:1331 Federal Question: Other Civil Rights : 68
## (Other) :1250
## NA's :2472Recode variables to plain English
Note that, whe the variables are converted to plain English, their data type is also converted to factor data from numeric data.
# Recode JUDGMENT to plain English
data$JUDGMENT[data$JUDGMENT == 1] <- "plaintiff"
data$JUDGMENT[data$JUDGMENT == 2] <- "defendant"
data$JUDGMENT[data$JUDGMENT == 3] <- "both"
data$JUDGMENT[data$JUDGMENT == 4] <- "unknown"
data$JUDGMENT[data$JUDGMENT %in% c(0,-8)] <- "missing"
# Recode Nauture of Judgment
data$NOJ[data$NOJ == 0] <- "no monetary award"
data$NOJ[data$NOJ == 1] <- "monetary award only"
data$NOJ[data$NOJ == 2] <- "monetary award and other"
data$NOJ[data$NOJ == 3] <- "injunction"
data$NOJ[data$NOJ == 4] <- "forfeiture/foreclosure/condemnation"
data$NOJ[data$NOJ == 5] <- "costs only"
data$NOJ[data$NOJ == 6] <- "costs and attorney fees"
data$NOJ[data$NOJ == -8] <- "missing"Explore
library(dplyr)
data %>%
count(NOJ)
## # A tibble: 7 x 2
## NOJ n
## <chr> <int>
## 1 costs and attorney fees 5
## 2 costs only 2
## 3 injunction 17
## 4 missing 1702
## 5 monetary award and other 44
## 6 monetary award only 95
## 7 no monetary award 2335
data %>%
count(JUDGMENT)
## # A tibble: 5 x 2
## JUDGMENT n
## <chr> <int>
## 1 both 78
## 2 defendant 546
## 3 missing 3322
## 4 plaintiff 243
## 5 unknown 11
# Identify Top 5 Nature of Suit
data_NOS5 <-
data %>%
count(nature_of_suit) %>%
arrange(desc(n)) %>%
top_n(5, n)
data_NOS5
## # A tibble: 5 x 2
## nature_of_suit n
## <fct> <int>
## 1 OTHER CONTRACT ACTIONS 610
## 2 OTHER CIVIL RIGHTS 574
## 3 CIVIL RIGHTS JOBS 437
## 4 OTHER PERSONAL INJURY 356
## 5 OTHER STATUTORY ACTIONS 344
# Add Column n (from data_NOS5) to the existing data
data_NOS5 <- left_join(data, data_NOS5)
# Filter for top 5 NOS
data_NOS5 %>%
filter(!NOJ %in% c("missing","costs and attorney fees","costs only","injunction"),
!JUDGMENT %in% c("missing","unknown"),
!is.na(n)) %>% #!is.na(n) filters for only top 5 NOS
select(nature_of_suit, JUDGMENT, NOJ, n)
## nature_of_suit JUDGMENT NOJ n
## 1 OTHER CIVIL RIGHTS defendant no monetary award 574
## 2 OTHER CIVIL RIGHTS defendant no monetary award 574
## 3 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 4 OTHER CIVIL RIGHTS both no monetary award 574
## 5 CIVIL RIGHTS JOBS defendant no monetary award 437
## 6 CIVIL RIGHTS JOBS plaintiff monetary award only 437
## 7 OTHER STATUTORY ACTIONS plaintiff no monetary award 344
## 8 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 9 OTHER PERSONAL INJURY defendant no monetary award 356
## 10 OTHER CIVIL RIGHTS defendant no monetary award 574
## 11 OTHER CIVIL RIGHTS both no monetary award 574
## 12 OTHER CIVIL RIGHTS defendant no monetary award 574
## 13 OTHER CIVIL RIGHTS defendant no monetary award 574
## 14 OTHER CIVIL RIGHTS defendant no monetary award 574
## 15 OTHER CIVIL RIGHTS defendant no monetary award 574
## 16 OTHER CIVIL RIGHTS plaintiff no monetary award 574
## 17 OTHER STATUTORY ACTIONS plaintiff monetary award only 344
## 18 CIVIL RIGHTS JOBS defendant no monetary award 437
## 19 OTHER PERSONAL INJURY defendant no monetary award 356
## 20 CIVIL RIGHTS JOBS defendant no monetary award 437
## 21 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 22 OTHER CIVIL RIGHTS defendant no monetary award 574
## 23 CIVIL RIGHTS JOBS defendant no monetary award 437
## 24 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 25 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 26 OTHER STATUTORY ACTIONS plaintiff no monetary award 344
## 27 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 28 OTHER STATUTORY ACTIONS plaintiff monetary award only 344
## 29 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 30 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 31 OTHER CIVIL RIGHTS defendant no monetary award 574
## 32 OTHER CIVIL RIGHTS defendant no monetary award 574
## 33 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 34 OTHER PERSONAL INJURY defendant no monetary award 356
## 35 OTHER CIVIL RIGHTS plaintiff monetary award and other 574
## 36 OTHER CIVIL RIGHTS defendant no monetary award 574
## 37 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 38 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 39 OTHER CIVIL RIGHTS defendant no monetary award 574
## 40 CIVIL RIGHTS JOBS defendant no monetary award 437
## 41 OTHER PERSONAL INJURY both no monetary award 356
## 42 OTHER PERSONAL INJURY defendant no monetary award 356
## 43 OTHER CIVIL RIGHTS defendant no monetary award 574
## 44 OTHER CIVIL RIGHTS defendant no monetary award 574
## 45 OTHER PERSONAL INJURY plaintiff monetary award and other 356
## 46 OTHER STATUTORY ACTIONS both no monetary award 344
## 47 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 48 CIVIL RIGHTS JOBS defendant no monetary award 437
## 49 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 50 OTHER CIVIL RIGHTS defendant no monetary award 574
## 51 OTHER CIVIL RIGHTS defendant no monetary award 574
## 52 OTHER CIVIL RIGHTS defendant no monetary award 574
## 53 OTHER CIVIL RIGHTS defendant no monetary award 574
## 54 OTHER CIVIL RIGHTS defendant no monetary award 574
## 55 CIVIL RIGHTS JOBS defendant no monetary award 437
## 56 OTHER CONTRACT ACTIONS both no monetary award 610
## 57 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 58 OTHER STATUTORY ACTIONS both no monetary award 344
## 59 OTHER PERSONAL INJURY defendant no monetary award 356
## 60 OTHER STATUTORY ACTIONS plaintiff monetary award only 344
## 61 OTHER PERSONAL INJURY defendant no monetary award 356
## 62 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 63 OTHER STATUTORY ACTIONS both no monetary award 344
## 64 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 65 CIVIL RIGHTS JOBS defendant no monetary award 437
## 66 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 67 OTHER CIVIL RIGHTS defendant no monetary award 574
## 68 OTHER CIVIL RIGHTS defendant no monetary award 574
## 69 OTHER CIVIL RIGHTS defendant no monetary award 574
## 70 OTHER PERSONAL INJURY defendant no monetary award 356
## 71 OTHER PERSONAL INJURY defendant no monetary award 356
## 72 OTHER STATUTORY ACTIONS plaintiff monetary award only 344
## 73 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 74 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 75 OTHER CIVIL RIGHTS defendant no monetary award 574
## 76 OTHER CIVIL RIGHTS defendant no monetary award 574
## 77 OTHER PERSONAL INJURY defendant no monetary award 356
## 78 OTHER CIVIL RIGHTS defendant no monetary award 574
## 79 OTHER PERSONAL INJURY defendant no monetary award 356
## 80 OTHER STATUTORY ACTIONS defendant monetary award only 344
## 81 OTHER CIVIL RIGHTS defendant no monetary award 574
## 82 OTHER CIVIL RIGHTS defendant no monetary award 574
## 83 OTHER CIVIL RIGHTS defendant no monetary award 574
## 84 OTHER CIVIL RIGHTS defendant no monetary award 574
## 85 OTHER CIVIL RIGHTS defendant no monetary award 574
## 86 CIVIL RIGHTS JOBS defendant no monetary award 437
## 87 OTHER CONTRACT ACTIONS both no monetary award 610
## 88 OTHER CIVIL RIGHTS defendant no monetary award 574
## 89 CIVIL RIGHTS JOBS defendant no monetary award 437
## 90 OTHER CONTRACT ACTIONS plaintiff monetary award and other 610
## 91 CIVIL RIGHTS JOBS defendant no monetary award 437
## 92 OTHER PERSONAL INJURY both no monetary award 356
## 93 OTHER CIVIL RIGHTS defendant no monetary award 574
## 94 OTHER CIVIL RIGHTS defendant no monetary award 574
## 95 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 96 OTHER STATUTORY ACTIONS plaintiff monetary award only 344
## 97 CIVIL RIGHTS JOBS defendant no monetary award 437
## 98 OTHER CIVIL RIGHTS defendant no monetary award 574
## 99 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 100 OTHER CIVIL RIGHTS plaintiff no monetary award 574
## 101 OTHER CIVIL RIGHTS defendant no monetary award 574
## 102 OTHER CIVIL RIGHTS defendant no monetary award 574
## 103 CIVIL RIGHTS JOBS defendant no monetary award 437
## 104 CIVIL RIGHTS JOBS defendant no monetary award 437
## 105 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 106 CIVIL RIGHTS JOBS defendant no monetary award 437
## 107 CIVIL RIGHTS JOBS defendant no monetary award 437
## 108 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 109 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 110 OTHER PERSONAL INJURY defendant no monetary award 356
## 111 OTHER STATUTORY ACTIONS plaintiff monetary award and other 344
## 112 OTHER STATUTORY ACTIONS plaintiff monetary award and other 344
## 113 OTHER STATUTORY ACTIONS plaintiff monetary award only 344
## 114 OTHER CIVIL RIGHTS defendant no monetary award 574
## 115 OTHER CIVIL RIGHTS defendant no monetary award 574
## 116 OTHER CIVIL RIGHTS defendant no monetary award 574
## 117 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 118 OTHER CIVIL RIGHTS defendant no monetary award 574
## 119 OTHER PERSONAL INJURY defendant no monetary award 356
## 120 OTHER CIVIL RIGHTS defendant no monetary award 574
## 121 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 122 OTHER CIVIL RIGHTS defendant no monetary award 574
## 123 OTHER CONTRACT ACTIONS both no monetary award 610
## 124 CIVIL RIGHTS JOBS defendant no monetary award 437
## 125 CIVIL RIGHTS JOBS defendant no monetary award 437
## 126 OTHER PERSONAL INJURY plaintiff no monetary award 356
## 127 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 128 OTHER CIVIL RIGHTS defendant no monetary award 574
## 129 OTHER PERSONAL INJURY defendant no monetary award 356
## 130 OTHER CIVIL RIGHTS defendant no monetary award 574
## 131 OTHER PERSONAL INJURY plaintiff monetary award and other 356
## 132 CIVIL RIGHTS JOBS defendant no monetary award 437
## 133 OTHER CIVIL RIGHTS defendant no monetary award 574
## 134 OTHER STATUTORY ACTIONS plaintiff no monetary award 344
## 135 CIVIL RIGHTS JOBS defendant no monetary award 437
## 136 OTHER CIVIL RIGHTS defendant no monetary award 574
## 137 OTHER CIVIL RIGHTS defendant no monetary award 574
## 138 OTHER PERSONAL INJURY defendant no monetary award 356
## 139 OTHER CIVIL RIGHTS defendant no monetary award 574
## 140 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 141 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 142 OTHER CIVIL RIGHTS defendant no monetary award 574
## 143 CIVIL RIGHTS JOBS defendant no monetary award 437
## 144 CIVIL RIGHTS JOBS defendant no monetary award 437
## 145 OTHER STATUTORY ACTIONS plaintiff no monetary award 344
## 146 OTHER CIVIL RIGHTS defendant no monetary award 574
## 147 OTHER CIVIL RIGHTS defendant no monetary award 574
## 148 OTHER PERSONAL INJURY defendant no monetary award 356
## 149 OTHER STATUTORY ACTIONS plaintiff monetary award and other 344
## 150 OTHER CIVIL RIGHTS defendant no monetary award 574
## 151 CIVIL RIGHTS JOBS defendant no monetary award 437
## 152 OTHER STATUTORY ACTIONS plaintiff no monetary award 344
## 153 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 154 OTHER CIVIL RIGHTS defendant no monetary award 574
## 155 CIVIL RIGHTS JOBS defendant no monetary award 437
## 156 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 157 CIVIL RIGHTS JOBS defendant no monetary award 437
## 158 OTHER PERSONAL INJURY defendant no monetary award 356
## 159 OTHER PERSONAL INJURY both no monetary award 356
## 160 CIVIL RIGHTS JOBS defendant no monetary award 437
## 161 CIVIL RIGHTS JOBS defendant no monetary award 437
## 162 OTHER CIVIL RIGHTS defendant no monetary award 574
## 163 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 164 CIVIL RIGHTS JOBS defendant no monetary award 437
## 165 CIVIL RIGHTS JOBS defendant no monetary award 437
## 166 OTHER CIVIL RIGHTS defendant no monetary award 574
## 167 OTHER STATUTORY ACTIONS both no monetary award 344
## 168 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 169 OTHER CIVIL RIGHTS defendant no monetary award 574
## 170 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 171 OTHER CIVIL RIGHTS both no monetary award 574
## 172 OTHER STATUTORY ACTIONS plaintiff monetary award only 344
## 173 CIVIL RIGHTS JOBS defendant no monetary award 437
## 174 OTHER CIVIL RIGHTS defendant no monetary award 574
## 175 OTHER PERSONAL INJURY defendant no monetary award 356
## 176 OTHER PERSONAL INJURY plaintiff no monetary award 356
## 177 CIVIL RIGHTS JOBS defendant no monetary award 437
## 178 CIVIL RIGHTS JOBS defendant no monetary award 437
## 179 OTHER PERSONAL INJURY plaintiff no monetary award 356
## 180 CIVIL RIGHTS JOBS defendant no monetary award 437
## 181 CIVIL RIGHTS JOBS defendant no monetary award 437
## 182 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 183 CIVIL RIGHTS JOBS defendant no monetary award 437
## 184 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 185 OTHER CIVIL RIGHTS defendant no monetary award 574
## 186 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 187 OTHER CIVIL RIGHTS defendant no monetary award 574
## 188 CIVIL RIGHTS JOBS defendant no monetary award 437
## 189 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 190 CIVIL RIGHTS JOBS plaintiff monetary award only 437
## 191 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 192 OTHER CIVIL RIGHTS defendant no monetary award 574
## 193 OTHER PERSONAL INJURY defendant no monetary award 356
## 194 OTHER CIVIL RIGHTS defendant no monetary award 574
## 195 OTHER PERSONAL INJURY defendant no monetary award 356
## 196 OTHER CIVIL RIGHTS defendant no monetary award 574
## 197 OTHER CONTRACT ACTIONS both no monetary award 610
## 198 OTHER PERSONAL INJURY defendant no monetary award 356
## 199 CIVIL RIGHTS JOBS defendant no monetary award 437
## 200 OTHER CIVIL RIGHTS defendant no monetary award 574
## 201 OTHER PERSONAL INJURY defendant no monetary award 356
## 202 OTHER CIVIL RIGHTS defendant no monetary award 574
## 203 OTHER PERSONAL INJURY defendant no monetary award 356
## 204 OTHER CIVIL RIGHTS defendant no monetary award 574
## 205 OTHER CIVIL RIGHTS defendant no monetary award 574
## 206 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 207 CIVIL RIGHTS JOBS plaintiff monetary award and other 437
## 208 CIVIL RIGHTS JOBS defendant no monetary award 437
## 209 OTHER CIVIL RIGHTS defendant no monetary award 574
## 210 OTHER CIVIL RIGHTS defendant no monetary award 574
## 211 OTHER CIVIL RIGHTS defendant no monetary award 574
## 212 OTHER PERSONAL INJURY plaintiff monetary award only 356
## 213 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 214 OTHER CIVIL RIGHTS defendant no monetary award 574
## 215 OTHER CIVIL RIGHTS defendant no monetary award 574
## 216 OTHER CIVIL RIGHTS defendant no monetary award 574
## 217 CIVIL RIGHTS JOBS plaintiff monetary award only 437
## 218 OTHER CIVIL RIGHTS defendant no monetary award 574
## 219 OTHER CIVIL RIGHTS defendant no monetary award 574
## 220 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 221 OTHER CIVIL RIGHTS defendant no monetary award 574
## 222 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 223 OTHER CIVIL RIGHTS defendant no monetary award 574
## 224 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 225 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 226 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 227 OTHER PERSONAL INJURY defendant no monetary award 356
## 228 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 229 OTHER PERSONAL INJURY both no monetary award 356
## 230 OTHER CIVIL RIGHTS defendant no monetary award 574
## 231 OTHER STATUTORY ACTIONS plaintiff monetary award only 344
## 232 OTHER CIVIL RIGHTS defendant no monetary award 574
## 233 CIVIL RIGHTS JOBS defendant no monetary award 437
## 234 CIVIL RIGHTS JOBS defendant no monetary award 437
## 235 CIVIL RIGHTS JOBS defendant no monetary award 437
## 236 CIVIL RIGHTS JOBS defendant no monetary award 437
## 237 CIVIL RIGHTS JOBS defendant no monetary award 437
## 238 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 239 OTHER CIVIL RIGHTS defendant no monetary award 574
## 240 OTHER CIVIL RIGHTS defendant no monetary award 574
## 241 OTHER STATUTORY ACTIONS plaintiff no monetary award 344
## 242 OTHER CONTRACT ACTIONS both no monetary award 610
## 243 OTHER CIVIL RIGHTS defendant no monetary award 574
## 244 OTHER CONTRACT ACTIONS both no monetary award 610
## 245 OTHER PERSONAL INJURY defendant no monetary award 356
## 246 OTHER CIVIL RIGHTS defendant no monetary award 574
## 247 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 248 OTHER PERSONAL INJURY defendant no monetary award 356
## 249 OTHER PERSONAL INJURY defendant no monetary award 356
## 250 CIVIL RIGHTS JOBS defendant no monetary award 437
## 251 OTHER PERSONAL INJURY defendant no monetary award 356
## 252 OTHER CONTRACT ACTIONS plaintiff monetary award and other 610
## 253 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 254 OTHER CIVIL RIGHTS defendant no monetary award 574
## 255 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 256 OTHER STATUTORY ACTIONS plaintiff monetary award only 344
## 257 OTHER CIVIL RIGHTS defendant no monetary award 574
## 258 OTHER CIVIL RIGHTS defendant no monetary award 574
## 259 OTHER CONTRACT ACTIONS both no monetary award 610
## 260 OTHER CIVIL RIGHTS defendant no monetary award 574
## 261 OTHER STATUTORY ACTIONS both no monetary award 344
## 262 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 263 CIVIL RIGHTS JOBS defendant no monetary award 437
## 264 OTHER PERSONAL INJURY defendant no monetary award 356
## 265 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 266 OTHER CIVIL RIGHTS defendant no monetary award 574
## 267 CIVIL RIGHTS JOBS defendant no monetary award 437
## 268 OTHER CIVIL RIGHTS defendant no monetary award 574
## 269 OTHER CIVIL RIGHTS defendant no monetary award 574
## 270 OTHER CIVIL RIGHTS defendant no monetary award 574
## 271 OTHER CIVIL RIGHTS defendant no monetary award 574
## 272 OTHER CIVIL RIGHTS defendant no monetary award 574
## 273 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 274 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 275 OTHER PERSONAL INJURY defendant no monetary award 356
## 276 OTHER CIVIL RIGHTS defendant no monetary award 574
## 277 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 278 OTHER CIVIL RIGHTS defendant no monetary award 574
## 279 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 280 OTHER PERSONAL INJURY defendant no monetary award 356
## 281 OTHER CIVIL RIGHTS defendant no monetary award 574
## 282 OTHER CIVIL RIGHTS defendant no monetary award 574
## 283 OTHER STATUTORY ACTIONS plaintiff monetary award only 344
## 284 OTHER PERSONAL INJURY defendant no monetary award 356
## 285 OTHER CIVIL RIGHTS defendant no monetary award 574
## 286 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 287 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 288 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 289 CIVIL RIGHTS JOBS defendant no monetary award 437
## 290 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 291 OTHER CIVIL RIGHTS defendant no monetary award 574
## 292 OTHER CIVIL RIGHTS defendant no monetary award 574
## 293 OTHER CIVIL RIGHTS defendant no monetary award 574
## 294 OTHER CIVIL RIGHTS defendant no monetary award 574
## 295 OTHER PERSONAL INJURY defendant no monetary award 356
## 296 OTHER PERSONAL INJURY defendant no monetary award 356
## 297 OTHER CIVIL RIGHTS defendant no monetary award 574
## 298 OTHER CONTRACT ACTIONS defendant monetary award only 610
## 299 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 300 OTHER PERSONAL INJURY defendant no monetary award 356
## 301 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 302 OTHER CONTRACT ACTIONS both no monetary award 610
## 303 OTHER CIVIL RIGHTS defendant no monetary award 574
## 304 OTHER CIVIL RIGHTS defendant no monetary award 574
## 305 OTHER CIVIL RIGHTS defendant no monetary award 574
## 306 OTHER CIVIL RIGHTS defendant no monetary award 574
## 307 OTHER CIVIL RIGHTS defendant no monetary award 574
## 308 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 309 OTHER CIVIL RIGHTS plaintiff no monetary award 574
## 310 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 311 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 312 OTHER PERSONAL INJURY defendant no monetary award 356
## 313 OTHER CIVIL RIGHTS plaintiff no monetary award 574
## 314 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 315 OTHER PERSONAL INJURY plaintiff no monetary award 356
## 316 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 317 OTHER PERSONAL INJURY defendant no monetary award 356
## 318 OTHER CONTRACT ACTIONS plaintiff monetary award and other 610
## 319 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 320 OTHER CIVIL RIGHTS defendant no monetary award 574
## 321 OTHER CIVIL RIGHTS defendant no monetary award 574
## 322 OTHER PERSONAL INJURY defendant no monetary award 356
## 323 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 324 CIVIL RIGHTS JOBS defendant no monetary award 437
## 325 OTHER CIVIL RIGHTS defendant no monetary award 574
## 326 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 327 CIVIL RIGHTS JOBS defendant no monetary award 437
## 328 OTHER CIVIL RIGHTS defendant no monetary award 574
## 329 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 330 OTHER CIVIL RIGHTS defendant no monetary award 574
## 331 OTHER CIVIL RIGHTS defendant no monetary award 574
## 332 CIVIL RIGHTS JOBS defendant no monetary award 437
## 333 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 334 OTHER CONTRACT ACTIONS both monetary award and other 610
## 335 CIVIL RIGHTS JOBS defendant no monetary award 437
## 336 OTHER CIVIL RIGHTS defendant no monetary award 574
## 337 CIVIL RIGHTS JOBS defendant no monetary award 437
## 338 CIVIL RIGHTS JOBS defendant no monetary award 437
## 339 OTHER CIVIL RIGHTS defendant no monetary award 574
## 340 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 341 OTHER PERSONAL INJURY defendant no monetary award 356
## 342 OTHER PERSONAL INJURY defendant no monetary award 356
## 343 OTHER PERSONAL INJURY defendant no monetary award 356
## 344 OTHER CIVIL RIGHTS defendant no monetary award 574
## 345 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 346 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 347 OTHER CIVIL RIGHTS defendant no monetary award 574
## 348 OTHER CIVIL RIGHTS defendant no monetary award 574
## 349 OTHER CIVIL RIGHTS defendant no monetary award 574
## 350 OTHER CIVIL RIGHTS defendant no monetary award 574
## 351 OTHER CIVIL RIGHTS defendant no monetary award 574
## 352 OTHER CIVIL RIGHTS defendant no monetary award 574
## 353 OTHER CIVIL RIGHTS defendant no monetary award 574
## 354 OTHER PERSONAL INJURY both no monetary award 356
## 355 OTHER CIVIL RIGHTS defendant no monetary award 574
## 356 OTHER CIVIL RIGHTS defendant no monetary award 574
## 357 OTHER CIVIL RIGHTS defendant no monetary award 574
## 358 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 359 OTHER CIVIL RIGHTS both no monetary award 574
## 360 OTHER CIVIL RIGHTS defendant no monetary award 574
## 361 CIVIL RIGHTS JOBS defendant no monetary award 437
## 362 CIVIL RIGHTS JOBS defendant no monetary award 437
## 363 CIVIL RIGHTS JOBS defendant no monetary award 437
## 364 OTHER CIVIL RIGHTS defendant no monetary award 574
## 365 CIVIL RIGHTS JOBS defendant no monetary award 437
## 366 OTHER CIVIL RIGHTS defendant no monetary award 574
## 367 OTHER PERSONAL INJURY defendant no monetary award 356
## 368 OTHER CIVIL RIGHTS defendant no monetary award 574
## 369 CIVIL RIGHTS JOBS defendant no monetary award 437
## 370 OTHER CIVIL RIGHTS defendant no monetary award 574
## 371 OTHER PERSONAL INJURY defendant no monetary award 356
## 372 OTHER PERSONAL INJURY defendant no monetary award 356
## 373 OTHER PERSONAL INJURY defendant no monetary award 356
## 374 OTHER CIVIL RIGHTS defendant no monetary award 574
## 375 OTHER CONTRACT ACTIONS plaintiff monetary award and other 610
## 376 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 377 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 378 OTHER PERSONAL INJURY both no monetary award 356
## 379 OTHER CIVIL RIGHTS defendant no monetary award 574
## 380 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 381 CIVIL RIGHTS JOBS defendant no monetary award 437
## 382 OTHER CIVIL RIGHTS defendant no monetary award 574
## 383 OTHER CIVIL RIGHTS defendant no monetary award 574
## 384 OTHER PERSONAL INJURY defendant no monetary award 356
## 385 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 386 CIVIL RIGHTS JOBS defendant no monetary award 437
## 387 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 388 OTHER PERSONAL INJURY plaintiff monetary award only 356
## 389 CIVIL RIGHTS JOBS plaintiff monetary award only 437
## 390 OTHER CIVIL RIGHTS both no monetary award 574
## 391 OTHER CONTRACT ACTIONS both no monetary award 610
## 392 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 393 CIVIL RIGHTS JOBS defendant no monetary award 437
## 394 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 395 OTHER CIVIL RIGHTS defendant no monetary award 574
## 396 OTHER CIVIL RIGHTS defendant no monetary award 574
## 397 CIVIL RIGHTS JOBS defendant no monetary award 437
## 398 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 399 CIVIL RIGHTS JOBS defendant no monetary award 437
## 400 CIVIL RIGHTS JOBS both no monetary award 437
## 401 CIVIL RIGHTS JOBS defendant no monetary award 437
## 402 OTHER CIVIL RIGHTS defendant no monetary award 574
## 403 OTHER CIVIL RIGHTS defendant no monetary award 574
## 404 CIVIL RIGHTS JOBS defendant no monetary award 437
## 405 CIVIL RIGHTS JOBS defendant no monetary award 437
## 406 CIVIL RIGHTS JOBS defendant no monetary award 437
## 407 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 408 OTHER CONTRACT ACTIONS plaintiff monetary award and other 610
## 409 CIVIL RIGHTS JOBS defendant no monetary award 437
## 410 CIVIL RIGHTS JOBS defendant no monetary award 437
## 411 OTHER CIVIL RIGHTS defendant no monetary award 574
## 412 CIVIL RIGHTS JOBS plaintiff monetary award only 437
## 413 OTHER CIVIL RIGHTS defendant no monetary award 574
## 414 OTHER CIVIL RIGHTS defendant no monetary award 574
## 415 OTHER CIVIL RIGHTS defendant no monetary award 574
## 416 OTHER CIVIL RIGHTS defendant no monetary award 574
## 417 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 418 OTHER CIVIL RIGHTS defendant no monetary award 574
## 419 OTHER CIVIL RIGHTS defendant no monetary award 574
## 420 OTHER CIVIL RIGHTS defendant no monetary award 574
## 421 OTHER STATUTORY ACTIONS both no monetary award 344
## 422 OTHER STATUTORY ACTIONS plaintiff no monetary award 344
## 423 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 424 OTHER CIVIL RIGHTS defendant no monetary award 574
## 425 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 426 OTHER CONTRACT ACTIONS both no monetary award 610
## 427 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 428 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 429 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 430 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 431 CIVIL RIGHTS JOBS both no monetary award 437
## 432 OTHER CIVIL RIGHTS defendant no monetary award 574
## 433 OTHER CIVIL RIGHTS defendant no monetary award 574
## 434 CIVIL RIGHTS JOBS defendant no monetary award 437
## 435 CIVIL RIGHTS JOBS defendant no monetary award 437
## 436 OTHER PERSONAL INJURY defendant no monetary award 356
## 437 OTHER CIVIL RIGHTS defendant no monetary award 574
## 438 CIVIL RIGHTS JOBS defendant no monetary award 437
## 439 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 440 OTHER CONTRACT ACTIONS both no monetary award 610
## 441 OTHER PERSONAL INJURY defendant no monetary award 356
## 442 CIVIL RIGHTS JOBS plaintiff monetary award only 437
## 443 CIVIL RIGHTS JOBS defendant no monetary award 437
## 444 OTHER CIVIL RIGHTS both no monetary award 574
## 445 OTHER CONTRACT ACTIONS defendant monetary award only 610
## 446 OTHER CIVIL RIGHTS both no monetary award 574
## 447 OTHER PERSONAL INJURY defendant no monetary award 356
## 448 OTHER PERSONAL INJURY defendant no monetary award 356
## 449 OTHER STATUTORY ACTIONS plaintiff no monetary award 344
## 450 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 451 OTHER PERSONAL INJURY defendant no monetary award 356
## 452 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 453 OTHER CIVIL RIGHTS defendant no monetary award 574
## 454 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 455 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 456 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 457 OTHER PERSONAL INJURY both no monetary award 356
## 458 CIVIL RIGHTS JOBS plaintiff monetary award only 437
## 459 OTHER CIVIL RIGHTS defendant no monetary award 574
## 460 OTHER CIVIL RIGHTS defendant no monetary award 574
## 461 OTHER PERSONAL INJURY defendant no monetary award 356
## 462 OTHER CIVIL RIGHTS defendant no monetary award 574
## 463 OTHER PERSONAL INJURY both no monetary award 356
## 464 OTHER CONTRACT ACTIONS plaintiff monetary award and other 610
## 465 OTHER PERSONAL INJURY defendant no monetary award 356
## 466 OTHER CIVIL RIGHTS defendant no monetary award 574
## 467 OTHER CIVIL RIGHTS defendant no monetary award 574
## 468 OTHER CIVIL RIGHTS defendant no monetary award 574
## 469 CIVIL RIGHTS JOBS plaintiff monetary award only 437
## 470 CIVIL RIGHTS JOBS defendant no monetary award 437
## 471 OTHER CIVIL RIGHTS defendant no monetary award 574
## 472 OTHER CIVIL RIGHTS defendant no monetary award 574
## 473 OTHER CIVIL RIGHTS defendant no monetary award 574
## 474 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 475 CIVIL RIGHTS JOBS defendant no monetary award 437
## 476 OTHER STATUTORY ACTIONS plaintiff monetary award only 344
## 477 OTHER CIVIL RIGHTS defendant no monetary award 574
## 478 OTHER PERSONAL INJURY defendant no monetary award 356
## 479 OTHER CIVIL RIGHTS defendant no monetary award 574
## 480 OTHER CIVIL RIGHTS defendant no monetary award 574
## 481 CIVIL RIGHTS JOBS defendant no monetary award 437
## 482 OTHER CIVIL RIGHTS defendant no monetary award 574
## 483 OTHER CIVIL RIGHTS defendant no monetary award 574
## 484 OTHER CIVIL RIGHTS defendant no monetary award 574
## 485 OTHER CIVIL RIGHTS defendant no monetary award 574
## 486 OTHER PERSONAL INJURY plaintiff no monetary award 356
## 487 OTHER CONTRACT ACTIONS both no monetary award 610
## 488 OTHER PERSONAL INJURY defendant no monetary award 356
## 489 OTHER CONTRACT ACTIONS both no monetary award 610
## 490 OTHER CIVIL RIGHTS defendant no monetary award 574
## 491 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 492 OTHER CIVIL RIGHTS both no monetary award 574
## 493 OTHER STATUTORY ACTIONS both no monetary award 344
## 494 OTHER CIVIL RIGHTS defendant no monetary award 574
## 495 OTHER CIVIL RIGHTS plaintiff no monetary award 574
## 496 CIVIL RIGHTS JOBS defendant no monetary award 437
## 497 OTHER CIVIL RIGHTS defendant no monetary award 574
## 498 OTHER CIVIL RIGHTS defendant no monetary award 574
## 499 OTHER CIVIL RIGHTS defendant no monetary award 574
## 500 OTHER PERSONAL INJURY defendant no monetary award 356
## 501 OTHER CIVIL RIGHTS defendant no monetary award 574
## 502 OTHER CONTRACT ACTIONS both no monetary award 610
## 503 OTHER CIVIL RIGHTS defendant no monetary award 574
## 504 OTHER CIVIL RIGHTS defendant no monetary award 574
## 505 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 506 OTHER CIVIL RIGHTS defendant no monetary award 574
## 507 OTHER CONTRACT ACTIONS defendant no monetary award 610
## 508 OTHER CONTRACT ACTIONS plaintiff no monetary award 610
## 509 OTHER CIVIL RIGHTS defendant no monetary award 574
## 510 OTHER CIVIL RIGHTS plaintiff no monetary award 574
## 511 OTHER STATUTORY ACTIONS plaintiff no monetary award 344
## 512 OTHER PERSONAL INJURY plaintiff monetary award only 356
## 513 OTHER PERSONAL INJURY defendant no monetary award 356
## 514 OTHER CONTRACT ACTIONS plaintiff monetary award only 610
## 515 OTHER STATUTORY ACTIONS defendant no monetary award 344
## 516 OTHER CIVIL RIGHTS defendant no monetary award 574
# Count
data_NOS5 %>%
filter(!NOJ %in% c("missing","costs and attorney fees","costs only","injunction"),
!JUDGMENT %in% c("missing","unknown"),
!is.na(n)) %>% #!is.na(n) filters for only top 5 NOS
count(nature_of_suit, JUDGMENT, NOJ)
## # A tibble: 26 x 4
## nature_of_suit JUDGMENT NOJ nn
## <fct> <chr> <chr> <int>
## 1 CIVIL RIGHTS JOBS both no monetary award 2
## 2 CIVIL RIGHTS JOBS defendant no monetary award 77
## 3 CIVIL RIGHTS JOBS plaintiff monetary award and other 1
## 4 CIVIL RIGHTS JOBS plaintiff monetary award only 8
## 5 OTHER CIVIL RIGHTS both no monetary award 8
## 6 OTHER CIVIL RIGHTS defendant no monetary award 179
## 7 OTHER CIVIL RIGHTS plaintiff monetary award and other 1
## 8 OTHER CIVIL RIGHTS plaintiff no monetary award 6
## 9 OTHER CONTRACT ACTIONS both monetary award and other 1
## 10 OTHER CONTRACT ACTIONS both no monetary award 14
## # ... with 16 more rowsPlot
library(ggplot2)
data_NOS5 %>%
filter(!NOJ %in% c("missing","costs and attorney fees","costs only","injunction"),
!JUDGMENT %in% c("missing","unknown"),
!is.na(n)) %>% #!is.na(n) filters for only top 5 NOS
ggplot(aes(x = NOJ, fill = JUDGMENT)) +
geom_bar() +
facet_wrap(~ nature_of_suit) +
coord_flip()