Employing Zelig 5 Syntax to Understand Titanic Data

library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(radiant.data)
## Loading required package: magrittr
## Loading required package: ggplot2
## Loading required package: lubridate
## 
## Attaching package: 'lubridate'
## The following object is masked from 'package:base':
## 
##     date
## Loading required package: tidyr
## 
## Attaching package: 'tidyr'
## The following object is masked from 'package:magrittr':
## 
##     extract
## 
## Attaching package: 'radiant.data'
## The following objects are masked from 'package:lubridate':
## 
##     month, wday
## The following object is masked from 'package:ggplot2':
## 
##     diamonds
library(sjmisc)
## Install package "strengejacke" from GitHub (`devtools::install_github("strengejacke/strengejacke")`) to load all sj-packages at once!
## 
## Attaching package: 'sjmisc'
## The following objects are masked from 'package:radiant.data':
## 
##     center, is_empty
## The following object is masked from 'package:tidyr':
## 
##     replace_na
library(snakecase)
library(Zelig)
## Loading required package: survival
## 
## Attaching package: 'Zelig'
## The following object is masked from 'package:ggplot2':
## 
##     stat
data("titanic")
dim(titanic)
## [1] 1043   10
titanic_surv <- titanic %>%
  mutate(surv=as.integer(survived))%>%
  mutate(survival=sjmisc::rec(surv,rec="2=0;1=1"))%>%
  select(pclass, survived, survival, everything())
head(titanic_surv)
## # A tibble: 6 x 12
##   pclass survived survival sex      age sibsp parch  fare name  cabin
##   <fct>  <fct>       <dbl> <fct>  <dbl> <int> <int> <dbl> <chr> <chr>
## 1 1st    Yes             1 fema~ 29         0     0 211.  Alle~ B5   
## 2 1st    Yes             1 male   0.917     1     2 152.  Alli~ C22 ~
## 3 1st    No              0 fema~  2         1     2 152.  Alli~ C22 ~
## 4 1st    No              0 male  30         1     2 152.  Alli~ C22 ~
## 5 1st    No              0 fema~ 25         1     2 152.  Alli~ C22 ~
## 6 1st    Yes             1 male  48         0     0  26.5 Ande~ E12  
## # ... with 2 more variables: embarked <fct>, surv <int>
dim(titanic_surv)
## [1] 1043   12

Slide 5.2: Interaction Model

zelig_surv <- zlogit$new()
zelig_surv <- zelig(survival ~ age + sex*pclass + fare, model = "logit", data = titanic_surv, cite = F)
summary(zelig_surv)
## Model: 
## 
## Call:
## z5$zelig(formula = survival ~ age + sex * pclass + fare, data = titanic_surv)
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -3.0634  -0.6641  -0.4943   0.4336   2.4941  
## 
## Coefficients:
##                     Estimate Std. Error z value Pr(>|z|)
## (Intercept)        4.8978215  0.6131092   7.988 1.37e-15
## age               -0.0387245  0.0068044  -5.691 1.26e-08
## sexmale           -3.8996177  0.5015659  -7.775 7.55e-15
## pclass2nd         -1.5923247  0.6024844  -2.643  0.00822
## pclass3rd         -4.1382715  0.5601819  -7.387 1.50e-13
## fare              -0.0009058  0.0020509  -0.442  0.65874
## sexmale:pclass2nd -0.0600076  0.6372949  -0.094  0.92498
## sexmale:pclass3rd  2.5019110  0.5479901   4.566 4.98e-06
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 1409.99  on 1042  degrees of freedom
## Residual deviance:  931.45  on 1035  degrees of freedom
## AIC: 947.45
## 
## Number of Fisher Scoring iterations: 5
## 
## Next step: Use 'setx' method

Slide 5.3 - 5.4: Introducing Age Effect on Survivors

zelig_surv$setrange(age = min(titanic_surv$age): max(titanic_surv$age))
zelig_surv$sim()
zelig_surv$graph()

Slide 5.5 - 5.6: Introducing Fare Effect on Survivors

zelig_surv$setrange(fare = min(titanic_surv$fare): max(titanic_surv$fare))
zelig_surv$sim()
zelig_surv$graph()

Slide 5.11 - 5.14: The Variance in Classes among Male & Female survivors

#1st Class
surv_1st=zlogit$new()
surv_1st$zelig(survival ~ age + sex*pclass + fare, data = titanic_surv)
surv_1st$setx(sex = "male", pclass ="1st")
surv_1st$setx1(sex = "female", pclass ="1st")
surv_1st$sim()
#Second Class
surv_2nd=zlogit$new()
surv_2nd$zelig(survival ~ age + sex*pclass + fare, data = titanic_surv)
surv_2nd$setx(sex = "male", pclass ="2nd")
surv_2nd$setx1(sex = "female", pclass ="2nd")
surv_2nd$sim()
#Third Class
surv_3rd=zlogit$new()
surv_3rd$zelig(survival ~ age + sex*pclass + fare, data = titanic_surv)
surv_3rd$setx(sex = "male", pclass ="3rd")
surv_3rd$setx1(sex = "female", pclass ="3rd")
surv_3rd$sim()

surv_1st$graph()

surv_2nd$graph()

surv_3rd$graph()

Slide 5.15 - 5.18: Compling Data in One Place

d1 <- surv_1st$get_qi(xvalue="x1", qi="fd")
d2 <- surv_2nd$get_qi(xvalue="x1", qi="fd")
d3 <- surv_3rd$get_qi(xvalue="x1", qi="fd")
dfd <- as.data.frame(cbind(d1, d2, d3))
head(dfd)
##          V1        V2        V3
## 1 0.4325582 0.8088231 0.3146447
## 2 0.5600626 0.7354342 0.1936126
## 3 0.5442618 0.7394465 0.2535320
## 4 0.6487674 0.7574525 0.2315203
## 5 0.5589444 0.7086534 0.2953922
## 6 0.6007780 0.7149902 0.3429736
tidd <- dfd %>%
  gather(class, simv, 1:3)
head(tidd)
##   class      simv
## 1    V1 0.4325582
## 2    V1 0.5600626
## 3    V1 0.5442618
## 4    V1 0.6487674
## 5    V1 0.5589444
## 6    V1 0.6007780
#Grouping Together by Class Standing
tidd %>%
  group_by(class) %>%
  summarise(mean = mean(simv), sd = sd(simv))
## # A tibble: 3 x 3
##   class  mean     sd
##   <chr> <dbl>  <dbl>
## 1 V1    0.518 0.0488
## 2 V2    0.747 0.0428
## 3 V3    0.257 0.0449
#Plotting
ggplot(tidd, aes(simv)) + geom_histogram() + facet_grid(~class)
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.

Introduction:

American football is a billion dollar industry and Americans either play football in college, high-school, even recreationally or tune in especially during the Superbowl (which is the most widely watched television program in the country). With the “Me Too” movement shedding light on egregious crimes committed by celebrities and important figures in American culture, reporters are beginning to take a closer look at the records of NFL players. There is a growing concern that the NFL has covered up arrests or other potential crimes committed by their players. As NFL players often make different salaries depending on the position they play, I am interested in predicting arrests based on position. Quarterbacks have the highest salary on the NFL, second to quarterbacks are runningbacks and linebackers. Their might even be an interesting different in arrests and category of arrests by players on offense versus defense. The independent variable here will be position and the dependent variable is arrests.

Dataset

I selected the nfl_arrest dataset from Kaggle. This dataset includes: Date, Team, Name, Position, Case, Category, Discription, and Outcome of all investigations conducted on players of the NFL.

library(dplyr)
library(readr)
library(texreg)
## Version:  1.36.23
## Date:     2017-03-03
## Author:   Philip Leifeld (University of Glasgow)
## 
## Please cite the JSS article in your publications -- see citation("texreg").
## 
## Attaching package: 'texreg'
## The following object is masked from 'package:tidyr':
## 
##     extract
## The following object is masked from 'package:magrittr':
## 
##     extract
library(visreg)
library(ggplot2)
nfl_arrest <- read_csv("C:/Users/Skippz/Downloads/nfl-arrests.zip")
## Parsed with column specification:
## cols(
##   DATE = col_character(),
##   TEAM = col_character(),
##   NAME = col_character(),
##   POSITION = col_character(),
##   CASE = col_character(),
##   CATEGORY = col_character(),
##   DESCRIPTION = col_character(),
##   OUTCOME = col_character()
## )
dim(nfl_arrest)
## [1] 850   8
nfl <- nfl_arrest

Creating New Variables: Defense, Offense & Quarterback

Offense includes quarterback, runningback, and wide receiver, as they are the highest playing positions for offense on the NFL. Defense includes linebacker, defensive backs, and defensive tackle, as they are highest playing positions for defense on the NFL.

nfl <- nfl %>%
  select (TEAM, NAME, POSITION, CASE, CATEGORY, OUTCOME)%>%
  mutate(arrest = recode(CASE, "Arrested" = 1, "Charged" = 0, "Indicted" = 0, "Cited" = 0, "Surrendered" = 0, "Detained"= 0, "Warrant" = 0, "Died" = 0, "Summoned" = 0, "Jailed" = 0),
         quarterback = recode(POSITION, "QB"=1, "CB" = 0, "TE"= 0, "DT"= 0, "S"= 0, "OT"= 0, "RB"= 0, "DE"= 0, "WR"= 0, "OG"= 0, "LB"= 0, "FB"= 0, "DB"= 0, "K"= 0, "OL"= 0, "C"= 0, "P"= 0, "DE/DT"= 0),
         offense = recode(POSITION, "QB"="QB", "CB" = "Other", "TE"= "Other", "DT"= "Other", "S"= "Other", "OT"= "Other", "RB"= "RB", "DE"= "Other", "WR"= "WR", "OG"= "Other", "LB"= "Other", "FB"= "Other", "DB"= "Other", "K"= "Other", "OL"= "Other", "C"= "Other", "P"= "Other", "DE/DT"= "Other"),
         defense = recode(POSITION, "QB"= "Other", "CB" = "Other", "TE"= "Other", "DT"= "Other", "S"= "Other", "OT"= "Other", "RB"= "Other", "DE"= "Other", "WR"= "Other", "OG"= "Other", "LB"= "LB", "FB"= "Other", "DB"= "DB", "K"= "Other", "OL"= "Other", "C"= "Other", "P"= "Other", "DE/DT"= "DE/DT"))
head(nfl)
## # A tibble: 6 x 10
##   TEAM  NAME  POSITION CASE  CATEGORY OUTCOME arrest quarterback offense
##   <chr> <chr> <chr>    <chr> <chr>    <chr>    <dbl>       <dbl> <chr>  
## 1 SEA   Trev~ QB       Arre~ Drugs    Resolu~      1           1 QB     
## 2 CHI   Deio~ CB       Arre~ Disorde~ Resolu~      1           0 Other  
## 3 GB    Maki~ CB       Arre~ Police ~ Resolu~      1           0 Other  
## 4 KC    Deme~ TE       Arre~ Drugs    Resolu~      1           0 Other  
## 5 LAR   Etha~ DT       Arre~ Domesti~ Resolu~      1           0 Other  
## 6 IND   Davi~ DT       Arre~ DUI, re~ Resolu~      1           0 Other  
## # ... with 1 more variable: defense <chr>
dim(nfl)
## [1] 850  10
Z1<-zlogit$new()
Z1$zelig(arrest ~ offense+defense+quarterback, data = nfl)
Z2<-zlogit$new()
Z2$zelig(arrest ~ offense+defense+quarterback*CATEGORY, data = nfl)
Z3<-zlogit$new()
Z3$zelig(arrest ~ offense*CATEGORY + quarterback*CATEGORY+  defense*CATEGORY, data = nfl)
## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
texreg::htmlreg(list(Z1, Z2, Z3),doctype = FALSE)
Statistical models
Model 1 Model 2 Model 3
(Intercept) 15.57 18.59 174839747096799.53***
(727.70) (5231.73) (70341519.75)
offenseQB -1.63** -39.17 -8882281864669076.00***
(0.50) (12022.60) (77490641.39)
offenseRB -0.85** -0.83* 701216108023.82***
(0.28) (0.35) (51586994.11)
offenseWR -0.38 -0.45 2251424571309512.25***
(0.28) (0.33) (39183134.83)
defenseDE/DT 0.00 1.11 951124478629815.50***
(1627.18) (11959.09) (96266769.25)
defenseLB -13.71 -16.48 5454607700212109.00***
(727.70) (5231.73) (100836554.81)
defenseOther -13.49 -16.33 -174761514840172.03***
(727.70) (5231.73) (67368473.73)
CATEGORYAlcohol, assault -2.25 2251699966343238.25***
(1.61) (51586994.11)
CATEGORYAlcohol, disorderly conduct 17.46 -5629413104347359.00***
(10754.01) (102676761.29)
CATEGORYAlcohol, resisting arrest 17.46 -1125839481662158.88***
(10754.01) (102676761.29)
CATEGORYAnimal abuse -2.98* 2251492171370730.75***
(1.40) (51586994.11)
CATEGORYAnimal cruelty 17.46 -1125817302182287.75***
(10754.01) (102676761.29)
CATEGORYAnimal cruelty, drugs -21.82 -4503708282198250.00***
(10754.01) (70092922.43)
CATEGORYAnimal neglect -21.67 -10133091433638372.00***
(10754.01) (102676761.29)
CATEGORYAssault -1.15 874793118608597.88***
(0.81) (23119648.30)
CATEGORYAssault, alcohol 17.31 4503498506159841.00***
(7604.24) (51586994.11)
CATEGORYAssault, gun 17.36 -52174922413.57***
(4388.69) (39183134.83)
CATEGORYAttempted murder 17.46 -1125808645138983.75***
(10754.01) (102676761.29)
CATEGORYBattery -0.51 48600203693.97***
(1.00) (29321973.17)
CATEGORYBattery, alcohol 17.46 -1125865687673470.50***
(10754.01) (102676761.29)
CATEGORYBattery, resisting arrrest 17.31 4503522467217785.50***
(10754.01) (70092922.43)
CATEGORYBreach of peace 17.77 2252404046363433.50***
(10754.01) (75029990.90)
CATEGORYBurglary 17.78 4502939639159227.50***
(7503.32) (70092922.43)
CATEGORYBurglary, assault 17.31 4503508843010188.00***
(10754.01) (70092922.43)
CATEGORYBurglary, battery 17.77 2251879162341375.50***
(10754.01) (75029990.90)
CATEGORYBurglary, gun 17.31 4503648965688149.00***
(10754.01) (70092922.43)
CATEGORYChild abuse -1.77 -1126662303443680.00***
(1.64) (102676761.29)
CATEGORYChild support 17.39 4504080583769662.00***
(7601.14) (70092922.43)
CATEGORYCoercion, gun -21.82 -4503619837296076.00***
(10754.01) (70092922.43)
CATEGORYCriminal mischief 17.31 4503514361125208.00***
(7604.24) (51586994.11)
CATEGORYDisorderly conduct 0.53 4333201967343009.50***
(0.97) (84851218.11)
CATEGORYDisorderly conduct, alcohol -1.40 4503511116491732.50***
(1.45) (51586994.11)
CATEGORYDisorderly conduct, sex -21.59 -4516256454724952.00***
(6141.03) (51586994.11)
CATEGORYDisturbing the peace 17.31 4503458336276799.00***
(10754.01) (70092922.43)
CATEGORYDogfighting 17.35 4512888477923743.00***
(16130.46) (104488359.54)
CATEGORYDomestic 17.46 -1125904627591831.50***
(10754.01) (102676761.29)
CATEGORYDomestic dispute 17.56 4503682674675336.00***
(7574.14) (70092922.43)
CATEGORYDomestic violence 1.10 4328688064372791.50***
(0.92) (97218974.63)
CATEGORYDomestic violence, alcohol 17.31 4503357465804925.50***
(10754.01) (70092922.43)
CATEGORYDomestic violence, gun -1.84 4502972645669456.00***
(1.64) (70092922.43)
CATEGORYDomestic violence, rape 17.46 -1125773899524542.00***
(10754.01) (102676761.29)
CATEGORYDrugs -0.83 -257932415267196.56***
(0.80) (22100422.34)
CATEGORYDrugs, gun 17.84 4504553817557673.00***
(4344.97) (51586994.11)
CATEGORYDrugs, license 17.31 4503359221564039.00***
(10754.01) (70092922.43)
CATEGORYDrugs, reckless driving 17.31 4503326589878849.50***
(10754.01) (70092922.43)
CATEGORYDrugs, resisting arrest 17.77 2252108712259283.00***
(10754.01) (75029990.90)
CATEGORYDUI 2.57* 4330373379524110.00***
(1.04) (21079131.22)
CATEGORYDUI, assault 17.46 -1125668689603128.75***
(10754.01) (102676761.29)
CATEGORYDUI, drugs 17.56 4503393326418152.50***
(3380.22) (39183134.83)
CATEGORYDUI, drugs, gun 17.77 2251395606205781.00***
(10754.01) (75029990.90)
CATEGORYDUI, gun 17.31 4524925844980329.00***
(10754.01) (70092922.43)
CATEGORYDUI, manslaughter 17.77 2251887952369975.00***
(10754.01) (75029990.90)
CATEGORYDUI, resisting arrest 17.31 4503420502883595.50***
(10754.01) (70092922.43)
CATEGORYDUI,drugs 56.48 13510875852948594.00***
(16130.46) (104488359.54)
CATEGORYEluding police 18.14 4502916978072052.00***
(10754.01) (82191237.01)
CATEGORYEvading arrest 17.46 -1125852131682289.12***
(10754.01) (102676761.29)
CATEGORYEvading police 17.31 4503435361648627.50***
(10754.01) (70092922.43)
CATEGORYFailure to appear 17.66 4502721956895061.00***
(4337.71) (43710616.83)
CATEGORYFailure to Appear 17.77 2251485377327042.25***
(10754.01) (75029990.90)
CATEGORYFailure to appear, gun 17.31 4503458279325733.50***
(10754.01) (70092922.43)
CATEGORYFalse information -2.03 4503420698210294.00***
(1.61) (70092922.43)
CATEGORYFalse name 17.46 -1125847836715629.88***
(10754.01) (102676761.29)
CATEGORYFraud 17.31 4503583144139996.00***
(10754.01) (70092922.43)
CATEGORYGambling, gun 17.31 4503471961529212.00***
(10754.01) (70092922.43)
CATEGORYGun -0.13 3377731240322930.00***
(0.93) (25191231.20)
CATEGORYGun, assault 17.31 4503577574100777.50***
(10754.01) (70092922.43)
CATEGORYGun, drugs 17.59 4503485632104469.50***
(5360.96) (70092922.43)
CATEGORYGun, privacy invasion 17.46 -1125232918194557.88***
(10754.01) (102676761.29)
CATEGORYGun, stolen possession 17.31 4503566494752532.00***
(10754.01) (70092922.43)
CATEGORYGuns 17.31 4503576007433698.50***
(10754.01) (70092922.43)
CATEGORYGuns, drugs 18.14 4502528449444828.50***
(10754.01) (82191237.01)
CATEGORYGuns, drugs, reckless driving 17.46 -1125972088777261.00***
(10754.01) (102676761.29)
CATEGORYHandicap parking 18.14 56020514752.68***
(10754.01) (82191237.01)
CATEGORYHarassment -2.18 -4503610768087226.00***
(1.62) (70092922.43)
CATEGORYHit-and-run -2.18 4503822656071967.00***
(1.62) (70092922.43)
CATEGORYIndecent exposure 17.31 4503298014235205.00***
(7604.24) (51586994.11)
CATEGORYInterfering with police 17.31 4503504127454944.00***
(10754.01) (70092922.43)
CATEGORYLeaving scene. -21.82 -4503681202196973.00***
(10754.01) (70092922.43)
CATEGORYLicense -1.24 1286745340855462.50***
(0.91) (32446718.22)
CATEGORYLicense, guns 17.31 4503499463387694.00***
(10754.01) (70092922.43)
CATEGORYManslaughter -21.82 -4503588180397508.50***
(7604.24) (51586994.11)
CATEGORYManslaughter, child abuse -21.82 -4503476956370133.00***
(10754.01) (70092922.43)
CATEGORYMurder -21.67 -10133064304880208.00***
(10754.01) (102676761.29)
CATEGORYMurder, gun -2.18 4503880427826134.00***
(1.62) (70092922.43)
CATEGORYObstruction 17.42 4503524084262780.00***
(4795.88) (39183134.83)
CATEGORYOutstanding warrant 0.12 4503555710803441.00***
(1.31) (39183134.83)
CATEGORYOutstanding Warrant 17.31 4503552473003637.50***
(10754.01) (70092922.43)
CATEGORYPimping 17.46 -1125917311167159.25***
(10754.01) (102676761.29)
CATEGORYPolice interference 17.31 4499422973003119.00***
(10754.01) (70092922.43)
CATEGORYProbation violation -2.70 -2251844666375580.50***
(1.46) (51586994.11)
CATEGORYProperty destruction 17.35 4503488729921183.50***
(16130.46) (104488359.54)
CATEGORYPublic intoxication 17.44 4503626220398234.00***
(2522.75) (27038931.85)
CATEGORYPublic urination -21.82 -4503616182617814.00***
(7604.24) (51586994.11)
CATEGORYReckless driving -1.47 559696146497422.06***
(0.92) (31182817.41)
CATEGORYReckless driving, drugs 17.77 2251862106519735.00***
(10754.01) (75029990.90)
CATEGORYReckless driving, weapon 17.31 4503537872552496.50***
(10754.01) (70092922.43)
CATEGORYReckless endangerment 18.14 4503562449184599.50***
(10754.01) (82191237.01)
CATEGORYResisting arrest 17.51 4503554477527272.00***
(2850.97) (29321973.17)
CATEGORYResisting Arrest 18.14 4503599272804865.00***
(10754.01) (82191237.01)
CATEGORYResisting officer 17.31 4503686216152017.00***
(10754.01) (70092922.43)
CATEGORYSex -1.97 1501154047521841.75***
(1.12) (43710616.83)
CATEGORYSexual assault 17.31 4503583530132808.50***
(5377.01) (39183134.83)
CATEGORYSexual battery -21.67 -10111353731737674.00***
(10754.01) (102676761.29)
CATEGORYSolicitation 17.68 129686104929.61***
(6140.35) (70092922.43)
CATEGORYStalking 17.31 4503422947403429.00***
(10754.01) (70092922.43)
CATEGORYTheft -1.59 1501240329654697.75***
(0.92) (43710616.83)
CATEGORYTheft, drugs 17.31 -25011009874.03***
(10754.01) (70092922.43)
CATEGORYTheft, gun 17.46 -5629318547958410.00***
(10754.01) (102676761.29)
CATEGORYTraffic warrant 17.77 1787931687925679.50***
(10754.01) (75029990.90)
CATEGORYTraffic warrants 17.31 4503638423976349.00***
(10754.01) (70092922.43)
CATEGORYTrespassing 17.35 4503557466084887.50***
(5375.32) (43710616.83)
CATEGORYViolating court order -0.53 -1125890769611207.38***
(1.34) (39183134.83)
CATEGORYWeapon 17.46 -5629263149591292.00***
(10754.01) (102676761.29)
quarterback:CATEGORYAssault 18.50
(14225.58)
quarterback:CATEGORYDisorderly conduct, sex 38.94
(17259.89)
quarterback:CATEGORYDomestic violence 16.25
(16130.46)
quarterback:CATEGORYDrugs 57.31
(16130.46)
quarterback:CATEGORYDUI 53.92
(12609.48)
quarterback:CATEGORYDUI, gun 39.17
(19386.60)
offenseRB:CATEGORYAnimal abuse -6755448121116185.00***
(84645245.52)
offenseQB:CATEGORYAssault 3627970302576513.50***
(91551620.99)
offenseRB:CATEGORYAssault 1697960434397816.00***
(58563549.47)
offenseWR:CATEGORYAssault -4250718384715568.50***
(45118931.87)
offenseRB:CATEGORYBattery 4503478812743173.50***
(87264984.68)
offenseWR:CATEGORYBattery 2251753685739065.25***
(80556052.81)
offenseRB:CATEGORYBurglary 575420489596.28***
(108020448.14)
offenseRB:CATEGORYChild abuse -3377436005582111.00***
(131521544.82)
offenseRB:CATEGORYDisorderly conduct -3543056024665093.50***
(61233878.46)
offenseWR:CATEGORYDisorderly conduct -1291271280154983.75***
(47811274.74)
offenseWR:CATEGORYDisorderly conduct, alcohol -11258987939227942.00***
(91053377.18)
offenseQB:CATEGORYDisorderly conduct, sex 9007074504564649.00***
(112961050.56)
offenseRB:CATEGORYDisorderly conduct, sex -53073287620.24***
(97039257.02)
offenseWR:CATEGORYDomestic dispute -2251833935753850.50***
(102676761.29)
offenseQB:CATEGORYDomestic violence 849312428187941.75***
(102924111.40)
offenseRB:CATEGORYDomestic violence -1964976185997488.00***
(55024235.72)
offenseWR:CATEGORYDomestic violence -1401999602872652.00***
(45504412.92)
offenseRB:CATEGORYDomestic violence, gun -9006923220675528.00***
(108020448.14)
offenseQB:CATEGORYDrugs 14417428315648838.00***
(102895139.10)
offenseRB:CATEGORYDrugs 253857452195063.22***
(55140443.02)
offenseWR:CATEGORYDrugs -673223443515973.38***
(43350273.35)
offenseRB:CATEGORYDrugs, gun -182602235691.18***
(80088811.02)
offenseWR:CATEGORYDrugs, gun -6755439173724280.00***
(91053377.18)
offenseQB:CATEGORYDUI 9181844884845250.00***
(81256760.22)
offenseRB:CATEGORYDUI 172325855026298.47***
(54739104.50)
offenseWR:CATEGORYDUI -2077021239061125.75***
(41133302.67)
offenseRB:CATEGORYDUI, drugs -116384360289.89***
(91053377.18)
offenseWR:CATEGORYDUI, drugs -2251716801347478.25***
(70092922.43)
offenseQB:CATEGORYDUI, gun 9006882882912382.00***
(122523462.07)
offenseRB:CATEGORYFailure to appear 104611856299.22***
(80088811.02)
offenseWR:CATEGORYFalse information -11258962723024920.00***
(102676761.29)
offenseRB:CATEGORYGun -3377706656929623.00***
(71681223.18)
offenseWR:CATEGORYGun -4128316209197053.50***
(50110856.85)
offenseWR:CATEGORYGun, drugs -2251643222803757.50***
(91053377.18)
offenseRB:CATEGORYLicense -2787964678040374.50***
(69323799.76)
offenseWR:CATEGORYLicense -2037314053521423.50***
(54122909.83)
offenseWR:CATEGORYObstruction -2251735657189676.50***
(84645245.52)
offenseRB:CATEGORYOutstanding warrant 461114595.06***
(91053377.18)
offenseWR:CATEGORYOutstanding warrant -6755298976824731.00***
(64516802.75)
offenseRB:CATEGORYProbation violation -2251831026475399.50***
(97039257.02)
offenseRB:CATEGORYPublic intoxication -130892735424.63***
(86524581.92)
offenseWR:CATEGORYPublic intoxication -2251753759999408.00***
(64099949.74)
offenseRB:CATEGORYReckless driving 941423051974542.50***
(68741310.66)
offenseWR:CATEGORYReckless driving -1310310794946688.75***
(59995565.54)
offenseRB:CATEGORYResisting arrest 14922017743.57***
(73235085.43)
offenseWR:CATEGORYResisting arrest -2251761830032512.50***
(80556052.81)
offenseRB:CATEGORYSex -6004774338294639.00***
(93091446.79)
offenseWR:CATEGORYSex -1501153561709267.50***
(72720820.57)
offenseRB:CATEGORYSolicitation 4503511561372366.50***
(108020448.14)
offenseRB:CATEGORYTheft -2627177311754908.00***
(72720820.57)
offenseWR:CATEGORYTheft -5254217743491074.00***
(61539563.44)
offenseWR:CATEGORYViolating court order 3377758586723998.50***
(84645245.52)
CATEGORYAssault:defenseLB -5218215714709623.00***
(77950530.54)
CATEGORYAssault, gun:defenseLB -1125713419880609.25***
(94906265.62)
CATEGORYBattery:defenseLB -4878901193114017.00***
(82646593.61)
CATEGORYChild support:defenseLB -10132998928017404.00***
(120982225.10)
CATEGORYDisorderly conduct:defenseLB -11084170082242698.00***
(116386040.86)
CATEGORYDomestic violence:defenseLB -5454295198370393.00***
(122548117.71)
CATEGORYDrugs:defenseLB -5880279042386561.00***
(78796637.06)
CATEGORYDUI:defenseLB -6355430341333437.00***
(76449690.28)
CATEGORYDUI, drugs:defenseLB -5629241414791925.00***
(90865831.40)
CATEGORYFailure to appear:defenseLB -5629609209250803.00***
(107862407.90)
CATEGORYGun:defenseLB -10133000295207260.00***
(83549861.89)
CATEGORYGun, drugs:defenseLB -5629342511739573.00***
(120982225.10)
CATEGORYHarassment:defenseLB 3377887351205461.50***
(120982225.10)
CATEGORYHit-and-run:defenseLB -14636726889534870.00***
(120982225.10)
CATEGORYLicense:defenseLB -9164238716547134.00***
(92329143.41)
CATEGORYMurder, gun:defenseLB -14636793871980026.00***
(120982225.10)
CATEGORYOutstanding warrant:defenseLB -5629192272037917.00***
(106108430.71)
CATEGORYPublic intoxication:defenseLB -5629163611508893.00***
(102248642.29)
CATEGORYReckless driving:defenseLB -6189143543474648.00***
(91892596.55)
CATEGORYResisting arrest:defenseLB -5629411206167305.00***
(102875940.45)
CATEGORYSolicitation:defenseLB -1125999735854454.75***
(120982225.10)
CATEGORYTheft:defenseLB -5629494947604180.00***
(92908015.19)
CATEGORYTrespassing:defenseLB -5629431223599288.00***
(107862407.90)
CATEGORYDisorderly conduct:defenseOther -785802851426948.12***
(83534190.91)
CATEGORYDomestic violence:defenseOther -674613294911494.12***
(95535775.80)
AIC 685.17 668.87 10472.22
BIC 718.39 1233.56 11373.82
Log Likelihood -335.59 -215.44 -5046.11
Deviance 671.17 430.87 10092.22
Num. obs. 850 850 850
p < 0.001, p < 0.01, p < 0.05 
#Quarterback vs Runningback
Z3<- zlogit$new()
Z3$zelig(arrest ~ quarterback + offense*CATEGORY + defense, model = "logit", data = nfl)

Argument model is only valid for the Zelig wrapper, but not the Zelig method, and will be ignored.

summary(Z3)

Model:

Call: Z3$zelig(formula = arrest ~ quarterback + offense * CATEGORY + defense, data = nfl)

Deviance Residuals: Min 1Q Median 3Q Max
-2.95158 0.00008 0.16071 0.41466 1.48230

Coefficients: (267 not defined because of singularities) Estimate Std. Error (Intercept) 3.606e+01 6.158e+03 quarterback -3.915e+01 1.202e+04 offenseQB NA NA offenseRB -8.468e-08 8.267e+03 offenseWR -1.957e+01 3.242e+03 CATEGORYAlcohol, assault -1.957e+01 3.242e+03 CATEGORYAlcohol, disorderly conduct 7.331e-02 1.123e+04 CATEGORYAlcohol, resisting arrest 7.331e-02 1.123e+04 CATEGORYAnimal abuse -1.957e+01 3.242e+03 CATEGORYAnimal cruelty 7.331e-02 1.123e+04 CATEGORYAnimal cruelty, drugs -3.913e+01 1.123e+04 CATEGORYAnimal neglect -3.906e+01 1.123e+04 CATEGORYAssault -1.870e+01 3.242e+03 CATEGORYAssault, alcohol 4.394e-07 8.267e+03 CATEGORYAssault, gun 2.485e-02 5.458e+03 CATEGORYAttempted murder 7.331e-02 1.123e+04 CATEGORYBattery -1.807e+01 3.242e+03 CATEGORYBattery, alcohol 7.331e-02 1.123e+04 CATEGORYBattery, resisting arrrest 4.398e-07 1.123e+04 CATEGORYBreach of peace 1.957e+01 1.075e+04 CATEGORYBurglary 4.475e-07 1.123e+04 CATEGORYBurglary, assault 4.409e-07 1.123e+04 CATEGORYBurglary, battery 1.957e+01 1.075e+04 CATEGORYBurglary, gun 4.483e-07 1.123e+04 CATEGORYChild abuse 7.331e-02 1.123e+04 CATEGORYChild support 3.712e-02 8.266e+03 CATEGORYCoercion, gun -3.913e+01 1.123e+04 CATEGORYCriminal mischief 4.407e-07 8.267e+03 CATEGORYDisorderly conduct -1.699e+01 3.242e+03 CATEGORYDisorderly conduct, alcohol 4.454e-07 8.267e+03 CATEGORYDisorderly conduct, sex -3.913e+01 8.267e+03 CATEGORYDisturbing the peace 4.412e-07 1.123e+04 CATEGORYDogfighting 1.868e-02 1.645e+04 CATEGORYDomestic 7.331e-02 1.123e+04 CATEGORYDomestic dispute 4.473e-07 1.123e+04 CATEGORYDomestic violence -1.609e+01 3.242e+03 CATEGORYDomestic violence, alcohol 4.398e-07 1.123e+04 CATEGORYDomestic violence, gun 4.408e-07 1.123e+04 CATEGORYDomestic violence, rape 7.331e-02 1.123e+04 CATEGORYDrugs -1.824e+01 3.242e+03 CATEGORYDrugs, gun 4.394e-07 8.267e+03 CATEGORYDrugs, license 4.472e-07 1.123e+04 CATEGORYDrugs, reckless driving 4.406e-07 1.123e+04 CATEGORYDrugs, resisting arrest 1.957e+01 1.075e+04 CATEGORYDUI -1.522e+01 3.242e+03 CATEGORYDUI, assault 7.331e-02 1.123e+04 CATEGORYDUI, drugs 3.188e-02 5.199e+03 CATEGORYDUI, drugs, gun 1.957e+01 1.075e+04 CATEGORYDUI, gun 4.493e-07 1.123e+04 CATEGORYDUI, manslaughter 1.957e+01 1.075e+04 CATEGORYDUI, resisting arrest 4.409e-07 1.123e+04 CATEGORYDUI,drugs 3.915e+01 1.645e+04 CATEGORYEluding police 5.316e-07 1.317e+04 CATEGORYEvading arrest 7.331e-02 1.123e+04 CATEGORYEvading police 4.435e-07 1.123e+04 CATEGORYFailure to appear 1.868e-02 6.279e+03 CATEGORYFailure to Appear 1.957e+01 1.075e+04 CATEGORYFailure to appear, gun 4.468e-07 1.123e+04 CATEGORYFalse information 4.391e-07 1.123e+04 CATEGORYFalse name 7.331e-02 1.123e+04 CATEGORYFraud 4.483e-07 1.123e+04 CATEGORYGambling, gun 4.445e-07 1.123e+04 CATEGORYGun -1.716e+01 3.242e+03 CATEGORYGun, assault 4.483e-07 1.123e+04 CATEGORYGun, drugs 3.712e-02 8.266e+03 CATEGORYGun, privacy invasion 7.331e-02 1.123e+04 CATEGORYGun, stolen possession 4.478e-07 1.123e+04 CATEGORYGuns 4.408e-07 1.123e+04 CATEGORYGuns, drugs 5.263e-07 1.317e+04 CATEGORYGuns, drugs, reckless driving 7.331e-02 1.123e+04 CATEGORYHandicap parking 5.259e-07 1.317e+04 CATEGORYHarassment -1.953e+01 3.242e+03 CATEGORYHit-and-run -1.953e+01 3.242e+03 CATEGORYIndecent exposure 4.477e-07 8.267e+03 CATEGORYInterfering with police 4.496e-07 1.123e+04 CATEGORYLeaving scene. -3.913e+01 1.123e+04 CATEGORYLicense -1.830e+01 3.242e+03 CATEGORYLicense, guns 4.407e-07 1.123e+04 CATEGORYManslaughter -3.913e+01 8.267e+03 CATEGORYManslaughter, child abuse -3.913e+01 1.123e+04 CATEGORYMurder -3.906e+01 1.123e+04 CATEGORYMurder, gun -1.953e+01 3.242e+03 CATEGORYObstruction 4.395e-07 6.279e+03 CATEGORYOutstanding warrant 1.496e-02 5.800e+03 CATEGORYOutstanding Warrant 4.490e-07 1.123e+04 CATEGORYPimping 7.331e-02 1.123e+04 CATEGORYPolice interference 4.484e-07 1.123e+04 CATEGORYProbation violation -1.957e+01 3.242e+03 CATEGORYProperty destruction 1.868e-02 1.645e+04 CATEGORYPublic intoxication 5.006e-03 4.269e+03 CATEGORYPublic urination -3.913e+01 8.267e+03 CATEGORYReckless driving -1.915e+01 3.242e+03 CATEGORYReckless driving, drugs 1.957e+01 1.075e+04 CATEGORYReckless driving, weapon 4.472e-07 1.123e+04 CATEGORYReckless endangerment 5.241e-07 1.317e+04 CATEGORYResisting arrest 6.822e-03 4.585e+03 CATEGORYResisting Arrest 5.237e-07 1.317e+04 CATEGORYResisting officer 4.483e-07 1.123e+04 CATEGORYSex -1.887e+01 3.242e+03 CATEGORYSexual assault 4.480e-07 6.279e+03 CATEGORYSexual battery -3.906e+01 1.123e+04 CATEGORYSolicitation 3.712e-02 8.266e+03 CATEGORYStalking 4.404e-07 1.123e+04 CATEGORYTheft -1.884e+01 3.242e+03 CATEGORYTheft, drugs 4.411e-07 1.123e+04 CATEGORYTheft, gun 7.331e-02 1.123e+04 CATEGORYTraffic warrant 1.957e+01 1.075e+04 CATEGORYTraffic warrants 4.469e-07 1.123e+04 CATEGORYTrespassing 1.868e-02 6.279e+03 CATEGORYViolating court order -1.816e+01 3.242e+03 CATEGORYWeapon 7.331e-02 1.123e+04 defenseDE/DT 6.592e-01 1.196e+04 defenseLB -1.657e+01 5.235e+03 defenseOther -1.650e+01 5.235e+03 offenseQB:CATEGORYAlcohol, assault NA NA offenseRB:CATEGORYAlcohol, assault NA NA offenseWR:CATEGORYAlcohol, assault NA NA offenseQB:CATEGORYAlcohol, disorderly conduct NA NA offenseRB:CATEGORYAlcohol, disorderly conduct NA NA offenseWR:CATEGORYAlcohol, disorderly conduct NA NA offenseQB:CATEGORYAlcohol, resisting arrest NA NA offenseRB:CATEGORYAlcohol, resisting arrest NA NA offenseWR:CATEGORYAlcohol, resisting arrest NA NA offenseQB:CATEGORYAnimal abuse NA NA offenseRB:CATEGORYAnimal abuse -1.957e+01 1.123e+04 offenseWR:CATEGORYAnimal abuse NA NA offenseQB:CATEGORYAnimal cruelty NA NA offenseRB:CATEGORYAnimal cruelty NA NA offenseWR:CATEGORYAnimal cruelty NA NA offenseQB:CATEGORYAnimal cruelty, drugs NA NA offenseRB:CATEGORYAnimal cruelty, drugs NA NA offenseWR:CATEGORYAnimal cruelty, drugs NA NA offenseQB:CATEGORYAnimal neglect NA NA offenseRB:CATEGORYAnimal neglect NA NA offenseWR:CATEGORYAnimal neglect NA NA offenseQB:CATEGORYAssault 1.872e+01 1.423e+04 offenseRB:CATEGORYAssault 4.825e-02 8.267e+03 offenseWR:CATEGORYAssault 1.980e+01 3.242e+03 offenseQB:CATEGORYAssault, alcohol NA NA offenseRB:CATEGORYAssault, alcohol NA NA offenseWR:CATEGORYAssault, alcohol NA NA offenseQB:CATEGORYAssault, gun NA NA offenseRB:CATEGORYAssault, gun NA NA offenseWR:CATEGORYAssault, gun NA NA offenseQB:CATEGORYAttempted murder NA NA offenseRB:CATEGORYAttempted murder NA NA offenseWR:CATEGORYAttempted murder NA NA offenseQB:CATEGORYBattery NA NA offenseRB:CATEGORYBattery 1.807e+01 1.356e+04 offenseWR:CATEGORYBattery 3.764e+01 1.123e+04 offenseQB:CATEGORYBattery, alcohol NA NA offenseRB:CATEGORYBattery, alcohol NA NA offenseWR:CATEGORYBattery, alcohol NA NA offenseQB:CATEGORYBattery, resisting arrrest NA NA offenseRB:CATEGORYBattery, resisting arrrest NA NA offenseWR:CATEGORYBattery, resisting arrrest NA NA offenseQB:CATEGORYBreach of peace NA NA offenseRB:CATEGORYBreach of peace NA NA offenseWR:CATEGORYBreach of peace NA NA offenseQB:CATEGORYBurglary NA NA offenseRB:CATEGORYBurglary 8.505e-08 1.731e+04 offenseWR:CATEGORYBurglary NA NA offenseQB:CATEGORYBurglary, assault NA NA offenseRB:CATEGORYBurglary, assault NA NA offenseWR:CATEGORYBurglary, assault NA NA offenseQB:CATEGORYBurglary, battery NA NA offenseRB:CATEGORYBurglary, battery NA NA offenseWR:CATEGORYBurglary, battery NA NA offenseQB:CATEGORYBurglary, gun NA NA offenseRB:CATEGORYBurglary, gun NA NA offenseWR:CATEGORYBurglary, gun NA NA offenseQB:CATEGORYChild abuse NA NA offenseRB:CATEGORYChild abuse -3.921e+01 1.731e+04 offenseWR:CATEGORYChild abuse NA NA offenseQB:CATEGORYChild support NA NA offenseRB:CATEGORYChild support NA NA offenseWR:CATEGORYChild support NA NA offenseQB:CATEGORYCoercion, gun NA NA offenseRB:CATEGORYCoercion, gun NA NA offenseWR:CATEGORYCoercion, gun NA NA offenseQB:CATEGORYCriminal mischief NA NA offenseRB:CATEGORYCriminal mischief NA NA offenseWR:CATEGORYCriminal mischief NA NA offenseQB:CATEGORYDisorderly conduct NA NA offenseRB:CATEGORYDisorderly conduct -1.189e+00 8.267e+03 offenseWR:CATEGORYDisorderly conduct 3.656e+01 4.997e+03 offenseQB:CATEGORYDisorderly conduct, alcohol NA NA offenseRB:CATEGORYDisorderly conduct, alcohol NA NA offenseWR:CATEGORYDisorderly conduct, alcohol -1.957e+01 1.356e+04 offenseQB:CATEGORYDisorderly conduct, sex 3.915e+01 1.783e+04 offenseRB:CATEGORYDisorderly conduct, sex 8.480e-08 1.555e+04 offenseWR:CATEGORYDisorderly conduct, sex NA NA offenseQB:CATEGORYDisturbing the peace NA NA offenseRB:CATEGORYDisturbing the peace NA NA offenseWR:CATEGORYDisturbing the peace NA NA offenseQB:CATEGORYDogfighting NA NA offenseRB:CATEGORYDogfighting NA NA offenseWR:CATEGORYDogfighting NA NA offenseQB:CATEGORYDomestic NA NA offenseRB:CATEGORYDomestic NA NA offenseWR:CATEGORYDomestic NA NA offenseQB:CATEGORYDomestic dispute NA NA offenseRB:CATEGORYDomestic dispute NA NA offenseWR:CATEGORYDomestic dispute 1.957e+01 1.555e+04 offenseQB:CATEGORYDomestic violence 1.610e+01 1.613e+04 offenseRB:CATEGORYDomestic violence -1.535e+00 8.267e+03 offenseWR:CATEGORYDomestic violence 3.565e+01 4.699e+03 offenseQB:CATEGORYDomestic violence, alcohol NA NA offenseRB:CATEGORYDomestic violence, alcohol NA NA offenseWR:CATEGORYDomestic violence, alcohol NA NA offenseQB:CATEGORYDomestic violence, gun NA NA offenseRB:CATEGORYDomestic violence, gun -3.913e+01 1.731e+04 offenseWR:CATEGORYDomestic violence, gun NA NA offenseQB:CATEGORYDomestic violence, rape NA NA offenseRB:CATEGORYDomestic violence, rape NA NA offenseWR:CATEGORYDomestic violence, rape NA NA offenseQB:CATEGORYDrugs 5.739e+01 1.613e+04 offenseRB:CATEGORYDrugs -9.169e-01 8.267e+03 offenseWR:CATEGORYDrugs 1.978e+01 3.242e+03 offenseQB:CATEGORYDrugs, gun NA NA offenseRB:CATEGORYDrugs, gun 8.598e-08 1.283e+04 offenseWR:CATEGORYDrugs, gun 1.957e+01 1.356e+04 offenseQB:CATEGORYDrugs, license NA NA offenseRB:CATEGORYDrugs, license NA NA offenseWR:CATEGORYDrugs, license NA NA offenseQB:CATEGORYDrugs, reckless driving NA NA offenseRB:CATEGORYDrugs, reckless driving NA NA offenseWR:CATEGORYDrugs, reckless driving NA NA offenseQB:CATEGORYDrugs, resisting arrest NA NA offenseRB:CATEGORYDrugs, resisting arrest NA NA offenseWR:CATEGORYDrugs, resisting arrest NA NA offenseQB:CATEGORYDUI 5.437e+01 1.261e+04 offenseRB:CATEGORYDUI 1.522e+01 8.721e+03 offenseWR:CATEGORYDUI 3.479e+01 3.693e+03 offenseQB:CATEGORYDUI, assault NA NA offenseRB:CATEGORYDUI, assault NA NA offenseWR:CATEGORYDUI, assault NA NA offenseQB:CATEGORYDUI, drugs NA NA offenseRB:CATEGORYDUI, drugs -3.188e-02 1.416e+04 offenseWR:CATEGORYDUI, drugs 1.953e+01 9.212e+03 offenseQB:CATEGORYDUI, drugs, gun NA NA offenseRB:CATEGORYDUI, drugs, gun NA NA offenseWR:CATEGORYDUI, drugs, gun NA NA offenseQB:CATEGORYDUI, gun 3.915e+01 1.939e+04 offenseRB:CATEGORYDUI, gun NA NA offenseWR:CATEGORYDUI, gun NA NA offenseQB:CATEGORYDUI, manslaughter NA NA offenseRB:CATEGORYDUI, manslaughter NA NA offenseWR:CATEGORYDUI, manslaughter NA NA offenseQB:CATEGORYDUI, resisting arrest NA NA offenseRB:CATEGORYDUI, resisting arrest NA NA offenseWR:CATEGORYDUI, resisting arrest NA NA offenseQB:CATEGORYDUI,drugs NA NA offenseRB:CATEGORYDUI,drugs NA NA offenseWR:CATEGORYDUI,drugs NA NA offenseQB:CATEGORYEluding police NA NA offenseRB:CATEGORYEluding police NA NA offenseWR:CATEGORYEluding police NA NA offenseQB:CATEGORYEvading arrest NA NA offenseRB:CATEGORYEvading arrest NA NA offenseWR:CATEGORYEvading arrest NA NA offenseQB:CATEGORYEvading police NA NA offenseRB:CATEGORYEvading police NA NA offenseWR:CATEGORYEvading police NA NA offenseQB:CATEGORYFailure to appear NA NA offenseRB:CATEGORYFailure to appear -1.868e-02 1.245e+04 offenseWR:CATEGORYFailure to appear NA NA offenseQB:CATEGORYFailure to Appear NA NA offenseRB:CATEGORYFailure to Appear NA NA offenseWR:CATEGORYFailure to Appear NA NA offenseQB:CATEGORYFailure to appear, gun NA NA offenseRB:CATEGORYFailure to appear, gun NA NA offenseWR:CATEGORYFailure to appear, gun NA NA offenseQB:CATEGORYFalse information NA NA offenseRB:CATEGORYFalse information NA 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NA NA offenseRB:CATEGORYLeaving scene. NA NA offenseWR:CATEGORYLeaving scene. 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offenseRB:CATEGORYTraffic warrants NA NA offenseWR:CATEGORYTraffic warrants NA NA offenseQB:CATEGORYTrespassing NA NA offenseRB:CATEGORYTrespassing NA NA offenseWR:CATEGORYTrespassing NA NA offenseQB:CATEGORYViolating court order NA NA offenseRB:CATEGORYViolating court order NA NA offenseWR:CATEGORYViolating court order 3.773e+01 1.123e+04 offenseQB:CATEGORYWeapon NA NA offenseRB:CATEGORYWeapon NA NA offenseWR:CATEGORYWeapon NA NA z value Pr(>|z|) (Intercept) 0.006 0.995 quarterback -0.003 0.997 offenseQB NA NA offenseRB 0.000 1.000 offenseWR -0.006 0.995 CATEGORYAlcohol, assault -0.006 0.995 CATEGORYAlcohol, disorderly conduct 0.000 1.000 CATEGORYAlcohol, resisting arrest 0.000 1.000 CATEGORYAnimal abuse -0.006 0.995 CATEGORYAnimal cruelty 0.000 1.000 CATEGORYAnimal cruelty, drugs -0.003 0.997 CATEGORYAnimal neglect -0.003 0.997 CATEGORYAssault -0.006 0.995 CATEGORYAssault, alcohol 0.000 1.000 CATEGORYAssault, gun 0.000 1.000 CATEGORYAttempted murder 0.000 1.000 CATEGORYBattery -0.006 0.996 CATEGORYBattery, alcohol 0.000 1.000 CATEGORYBattery, resisting arrrest 0.000 1.000 CATEGORYBreach of peace 0.002 0.999 CATEGORYBurglary 0.000 1.000 CATEGORYBurglary, assault 0.000 1.000 CATEGORYBurglary, battery 0.002 0.999 CATEGORYBurglary, gun 0.000 1.000 CATEGORYChild abuse 0.000 1.000 CATEGORYChild support 0.000 1.000 CATEGORYCoercion, gun -0.003 0.997 CATEGORYCriminal mischief 0.000 1.000 CATEGORYDisorderly conduct -0.005 0.996 CATEGORYDisorderly conduct, alcohol 0.000 1.000 CATEGORYDisorderly conduct, sex -0.005 0.996 CATEGORYDisturbing the peace 0.000 1.000 CATEGORYDogfighting 0.000 1.000 CATEGORYDomestic 0.000 1.000 CATEGORYDomestic dispute 0.000 1.000 CATEGORYDomestic violence -0.005 0.996 CATEGORYDomestic violence, alcohol 0.000 1.000 CATEGORYDomestic violence, gun 0.000 1.000 CATEGORYDomestic violence, rape 0.000 1.000 CATEGORYDrugs -0.006 0.996 CATEGORYDrugs, gun 0.000 1.000 CATEGORYDrugs, license 0.000 1.000 CATEGORYDrugs, reckless driving 0.000 1.000 CATEGORYDrugs, resisting arrest 0.002 0.999 CATEGORYDUI -0.005 0.996 CATEGORYDUI, assault 0.000 1.000 CATEGORYDUI, drugs 0.000 1.000 CATEGORYDUI, drugs, gun 0.002 0.999 CATEGORYDUI, gun 0.000 1.000 CATEGORYDUI, manslaughter 0.002 0.999 CATEGORYDUI, resisting arrest 0.000 1.000 CATEGORYDUI,drugs 0.002 0.998 CATEGORYEluding police 0.000 1.000 CATEGORYEvading arrest 0.000 1.000 CATEGORYEvading police 0.000 1.000 CATEGORYFailure to appear 0.000 1.000 CATEGORYFailure to Appear 0.002 0.999 CATEGORYFailure to appear, gun 0.000 1.000 CATEGORYFalse information 0.000 1.000 CATEGORYFalse name 0.000 1.000 CATEGORYFraud 0.000 1.000 CATEGORYGambling, gun 0.000 1.000 CATEGORYGun -0.005 0.996 CATEGORYGun, assault 0.000 1.000 CATEGORYGun, drugs 0.000 1.000 CATEGORYGun, privacy invasion 0.000 1.000 CATEGORYGun, stolen possession 0.000 1.000 CATEGORYGuns 0.000 1.000 CATEGORYGuns, drugs 0.000 1.000 CATEGORYGuns, drugs, reckless driving 0.000 1.000 CATEGORYHandicap parking 0.000 1.000 CATEGORYHarassment -0.006 0.995 CATEGORYHit-and-run -0.006 0.995 CATEGORYIndecent exposure 0.000 1.000 CATEGORYInterfering with police 0.000 1.000 CATEGORYLeaving scene. -0.003 0.997 CATEGORYLicense -0.006 0.995 CATEGORYLicense, guns 0.000 1.000 CATEGORYManslaughter -0.005 0.996 CATEGORYManslaughter, child abuse -0.003 0.997 CATEGORYMurder -0.003 0.997 CATEGORYMurder, gun -0.006 0.995 CATEGORYObstruction 0.000 1.000 CATEGORYOutstanding warrant 0.000 1.000 CATEGORYOutstanding Warrant 0.000 1.000 CATEGORYPimping 0.000 1.000 CATEGORYPolice interference 0.000 1.000 CATEGORYProbation violation -0.006 0.995 CATEGORYProperty destruction 0.000 1.000 CATEGORYPublic intoxication 0.000 1.000 CATEGORYPublic urination -0.005 0.996 CATEGORYReckless driving -0.006 0.995 CATEGORYReckless driving, drugs 0.002 0.999 CATEGORYReckless driving, weapon 0.000 1.000 CATEGORYReckless endangerment 0.000 1.000 CATEGORYResisting arrest 0.000 1.000 CATEGORYResisting Arrest 0.000 1.000 CATEGORYResisting officer 0.000 1.000 CATEGORYSex -0.006 0.995 CATEGORYSexual assault 0.000 1.000 CATEGORYSexual battery -0.003 0.997 CATEGORYSolicitation 0.000 1.000 CATEGORYStalking 0.000 1.000 CATEGORYTheft -0.006 0.995 CATEGORYTheft, drugs 0.000 1.000 CATEGORYTheft, gun 0.000 1.000 CATEGORYTraffic warrant 0.002 0.999 CATEGORYTraffic warrants 0.000 1.000 CATEGORYTrespassing 0.000 1.000 CATEGORYViolating court order -0.006 0.996 CATEGORYWeapon 0.000 1.000 defenseDE/DT 0.000 1.000 defenseLB -0.003 0.997 defenseOther -0.003 0.997 offenseQB:CATEGORYAlcohol, assault NA NA offenseRB:CATEGORYAlcohol, assault NA NA offenseWR:CATEGORYAlcohol, assault NA NA offenseQB:CATEGORYAlcohol, disorderly conduct NA NA offenseRB:CATEGORYAlcohol, disorderly conduct NA NA offenseWR:CATEGORYAlcohol, disorderly conduct NA NA offenseQB:CATEGORYAlcohol, resisting arrest NA NA offenseRB:CATEGORYAlcohol, resisting arrest NA NA offenseWR:CATEGORYAlcohol, resisting arrest NA NA offenseQB:CATEGORYAnimal abuse NA NA offenseRB:CATEGORYAnimal abuse -0.002 0.999 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exposure NA NA offenseWR:CATEGORYIndecent exposure NA NA offenseQB:CATEGORYInterfering with police NA NA offenseRB:CATEGORYInterfering with police NA NA offenseWR:CATEGORYInterfering with police NA NA offenseQB:CATEGORYLeaving scene. NA NA offenseRB:CATEGORYLeaving scene. NA NA offenseWR:CATEGORYLeaving scene. NA NA offenseQB:CATEGORYLicense NA NA offenseRB:CATEGORYLicense 0.000 1.000 offenseWR:CATEGORYLicense 0.006 0.995 offenseQB:CATEGORYLicense, guns NA NA offenseRB:CATEGORYLicense, guns NA NA offenseWR:CATEGORYLicense, guns NA NA offenseQB:CATEGORYManslaughter NA NA offenseRB:CATEGORYManslaughter NA NA offenseWR:CATEGORYManslaughter NA NA offenseQB:CATEGORYManslaughter, child abuse NA NA offenseRB:CATEGORYManslaughter, child abuse NA NA offenseWR:CATEGORYManslaughter, child abuse NA NA offenseQB:CATEGORYMurder NA NA offenseRB:CATEGORYMurder NA NA offenseWR:CATEGORYMurder NA NA offenseQB:CATEGORYMurder, gun NA NA offenseRB:CATEGORYMurder, gun NA NA offenseWR:CATEGORYMurder, gun NA NA offenseQB:CATEGORYObstruction NA NA offenseRB:CATEGORYObstruction NA NA offenseWR:CATEGORYObstruction 0.002 0.999 offenseQB:CATEGORYOutstanding warrant NA NA offenseRB:CATEGORYOutstanding warrant 0.000 1.000 offenseWR:CATEGORYOutstanding warrant 0.000 1.000 offenseQB:CATEGORYOutstanding Warrant NA NA offenseRB:CATEGORYOutstanding Warrant NA NA offenseWR:CATEGORYOutstanding Warrant NA NA offenseQB:CATEGORYPimping NA NA offenseRB:CATEGORYPimping NA NA offenseWR:CATEGORYPimping NA NA offenseQB:CATEGORYPolice interference NA NA offenseRB:CATEGORYPolice interference NA NA offenseWR:CATEGORYPolice interference NA NA offenseQB:CATEGORYProbation violation NA NA offenseRB:CATEGORYProbation violation -0.001 0.999 offenseWR:CATEGORYProbation violation NA NA offenseQB:CATEGORYProperty destruction NA NA offenseRB:CATEGORYProperty destruction NA NA offenseWR:CATEGORYProperty destruction NA NA offenseQB:CATEGORYPublic intoxication NA NA offenseRB:CATEGORYPublic intoxication 0.000 1.000 offenseWR:CATEGORYPublic intoxication 0.002 0.998 offenseQB:CATEGORYPublic urination NA NA offenseRB:CATEGORYPublic urination NA NA offenseWR:CATEGORYPublic urination NA NA offenseQB:CATEGORYReckless driving NA NA offenseRB:CATEGORYReckless driving 0.000 1.000 offenseWR:CATEGORYReckless driving 0.006 0.995 offenseQB:CATEGORYReckless driving, drugs NA NA offenseRB:CATEGORYReckless driving, drugs NA NA offenseWR:CATEGORYReckless driving, drugs NA NA offenseQB:CATEGORYReckless driving, weapon NA NA offenseRB:CATEGORYReckless driving, weapon NA NA offenseWR:CATEGORYReckless driving, weapon NA NA offenseQB:CATEGORYReckless endangerment NA NA offenseRB:CATEGORYReckless endangerment NA NA offenseWR:CATEGORYReckless endangerment NA NA offenseQB:CATEGORYResisting arrest NA NA offenseRB:CATEGORYResisting arrest 0.000 1.000 offenseWR:CATEGORYResisting arrest 0.002 0.999 offenseQB:CATEGORYResisting Arrest NA NA offenseRB:CATEGORYResisting Arrest NA NA offenseWR:CATEGORYResisting Arrest NA NA offenseQB:CATEGORYResisting officer NA NA offenseRB:CATEGORYResisting officer NA NA offenseWR:CATEGORYResisting officer NA NA offenseQB:CATEGORYSex NA NA offenseRB:CATEGORYSex -0.001 0.999 offenseWR:CATEGORYSex 0.006 0.995 offenseQB:CATEGORYSexual assault NA NA offenseRB:CATEGORYSexual assault NA NA offenseWR:CATEGORYSexual assault NA NA offenseQB:CATEGORYSexual battery NA NA offenseRB:CATEGORYSexual battery NA NA offenseWR:CATEGORYSexual battery NA NA offenseQB:CATEGORYSolicitation NA NA offenseRB:CATEGORYSolicitation 0.000 1.000 offenseWR:CATEGORYSolicitation NA NA offenseQB:CATEGORYStalking NA NA offenseRB:CATEGORYStalking NA NA offenseWR:CATEGORYStalking NA NA offenseQB:CATEGORYTheft NA NA offenseRB:CATEGORYTheft 0.000 1.000 offenseWR:CATEGORYTheft 0.006 0.996 offenseQB:CATEGORYTheft, drugs NA NA offenseRB:CATEGORYTheft, drugs NA NA offenseWR:CATEGORYTheft, drugs NA NA offenseQB:CATEGORYTheft, gun NA NA offenseRB:CATEGORYTheft, gun NA NA offenseWR:CATEGORYTheft, gun NA NA offenseQB:CATEGORYTraffic warrant NA NA offenseRB:CATEGORYTraffic warrant NA NA offenseWR:CATEGORYTraffic warrant NA NA offenseQB:CATEGORYTraffic warrants NA NA offenseRB:CATEGORYTraffic warrants NA NA offenseWR:CATEGORYTraffic warrants NA NA offenseQB:CATEGORYTrespassing NA NA offenseRB:CATEGORYTrespassing NA NA offenseWR:CATEGORYTrespassing NA NA offenseQB:CATEGORYViolating court order NA NA offenseRB:CATEGORYViolating court order NA NA offenseWR:CATEGORYViolating court order 0.003 0.997 offenseQB:CATEGORYWeapon NA NA offenseRB:CATEGORYWeapon NA NA offenseWR:CATEGORYWeapon NA NA

(Dispersion parameter for binomial family taken to be 1)

Null deviance: 688.44  on 849  degrees of freedom

Residual deviance: 394.22 on 685 degrees of freedom AIC: 724.22

Number of Fisher Scoring iterations: 18

Next step: Use ‘setx’ method