Poly Drug_Fatal

library(dplyr)
library(summarytools)
library(fst)
library(DT)

dat= read.fst("2016_2023_FARS_Vehicle_CatLimWithDisVioManImpVisFac.fst")

dim(dat)
## [1] 713485    205
names(dat)
##   [1] "CRASH_NUM1"        "STATE"             "STATENAME"        
##   [4] "ST_CASE"           "VE_TOTAL"          "COUNTY"           
##   [7] "COUNTYNAME"        "CITY"              "CITYNAME"         
##  [10] "DAY"               "MONTH"             "MONTHNAME"        
##  [13] "YEAR"              "DAY_WEEKNAME"      "HOUR"             
##  [16] "HOURNAME"          "NHSNAME"           "ROUTENAME"        
##  [19] "TWAY_ID"           "TWAY_ID2"          "RUR_URBNAME"      
##  [22] "FUNC_SYSNAME"      "RD_OWNERNAME"      "LATITUDE"         
##  [25] "LATITUDENAME"      "LONGITUD"          "LONGITUDNAME"     
##  [28] "SP_JURNAME"        "HARM_EVNAME"       "MAN_COLLNAME"     
##  [31] "RELJCT1NAME"       "RELJCT2NAME"       "TYP_INTNAME"      
##  [34] "WRK_ZONENAME"      "REL_ROADNAME"      "LGT_CONDNAME"     
##  [37] "WEATHER1NAME"      "WEATHER2NAME"      "WEATHERNAME"      
##  [40] "SCH_BUSNAME"       "RAILNAME"          "NOT_HOURNAME"     
##  [43] "ARR_HOUR"          "ARR_HOURNAME"      "ARR_MIN"          
##  [46] "ARR_MINNAME"       "HOSP_HR"           "HOSP_HRNAME"      
##  [49] "CF1NAME"           "CF2NAME"           "CF3NAME"          
##  [52] "FATALS"            "DRUNK_DR"          "VEH_NO"           
##  [55] "CRASH_VEH_NUM1"    "NUMOCCS"           "UNITTYPENAME"     
##  [58] "HIT_RUNNAME"       "REG_STATNAME"      "OWNERNAME"        
##  [61] "MAKENAME"          "MAK_MODNAME"       "BODY_TYPNAME"     
##  [64] "MOD_YEAR"          "VINNAME"           "TOW_VEHNAME"      
##  [67] "J_KNIFENAME"       "MCARR_I1NAME"      "MCARR_I2NAME"     
##  [70] "MCARR_IDNAME"      "GVWRNAME"          "V_CONFIGNAME"     
##  [73] "CARGO_BTNAME"      "HAZ_INVNAME"       "HAZ_PLACNAME"     
##  [76] "HAZ_IDNAME"        "HAZ_CNONAME"       "HAZ_RELNAME"      
##  [79] "BUS_USENAME"       "SPEC_USENAME"      "EMER_USENAME"     
##  [82] "TRAV_SPNAME"       "UNDERIDENAME"      "ROLLOVERNAME"     
##  [85] "ROLINLOCNAME"      "IMPACT1NAME"       "DEFORMEDNAME"     
##  [88] "TOWEDNAME"         "M_HARMNAME"        "VEH_SC1NAME"      
##  [91] "VEH_SC2NAME"       "FIRE_EXPNAME"      "DR_PRESNAME"      
##  [94] "L_STATENAME"       "DR_ZIPNAME"        "L_STATUSNAME"     
##  [97] "L_TYPENAME"        "CDL_STATNAME"      "L_ENDORSNAME"     
## [100] "L_COMPLNAME"       "L_RESTRINAME"      "DR_HGT"           
## [103] "DR_WGTNAME"        "PREV_ACCNAME"      "PREV_SUSNAME"     
## [106] "PREV_DWINAME"      "PREV_SPDNAME"      "PREV_OTHNAME"     
## [109] "FIRST_MONAME"      "FIRST_YRNAME"      "LAST_MONAME"      
## [112] "LAST_YRNAME"       "SPEEDRELNAME"      "DR_SF1NAME"       
## [115] "DR_SF2NAME"        "DR_SF3NAME"        "DR_SF4NAME"       
## [118] "VTRAFWAYNAME"      "VNUM_LANNAME"      "VSPD_LIMNAME"     
## [121] "VALIGNNAME"        "VPROFILENAME"      "VPAVETYPNAME"     
## [124] "VSURCONDNAME"      "VTRAFCONNAME"      "VTCONT_FNAME"     
## [127] "P_CRASH1NAME"      "P_CRASH2NAME"      "P_CRASH3NAME"     
## [130] "PCRASH4NAME"       "PCRASH5NAME"       "ACC_TYPENAME"     
## [133] "DEATHS"            "DR_DRINKNAME"      "TRLR1VINNAME"     
## [136] "TRLR2VINNAME"      "TRLR3VINNAME"      "PREV_SUS1NAME"    
## [139] "PREV_SUS2NAME"     "PREV_SUS3NAME"     "MDRDSTRDNAME"     
## [142] "DRDISTRACTNAME"    "DRIMPAIRNAME"      "MDRMANAVNAME"     
## [145] "MANEUVERNAME"      "MFACTORNAME"       "VEHICLECCNAME"    
## [148] "MVIOLATNNAME"      "VIOLATIONNAME"     "MVISOBSCNAME"     
## [151] "VISIONNAME"        "CRASH_VehPer_NUM1" "PER_NO"           
## [154] "STR_VEH"           "MAK_MOD"           "MOD_YEARNAME"     
## [157] "AGENAME"           "SEXNAME"           "PER_TYPNAME"      
## [160] "INJ_SEVNAME"       "SEAT_POSNAME"      "REST_USENAME"     
## [163] "REST_MISNAME"      "AIR_BAGNAME"       "EJECTIONNAME"     
## [166] "EJ_PATHNAME"       "EXTRICATNAME"      "DRINKINGNAME"     
## [169] "ALC_DETNAME"       "ALC_STATUSNAME"    "ATST_TYPNAME"     
## [172] "ALC_RESNAME"       "DRUGSNAME"         "DRUG_DETNAME"     
## [175] "DSTATUSNAME"       "DRUGTST1NAME"      "DRUGTST2NAME"     
## [178] "DRUGTST3NAME"      "DRUGRES1NAME"      "DRUGRES2NAME"     
## [181] "DRUGRES3NAME"      "HOSPITALNAME"      "DOANAME"          
## [184] "DEATH_DANAME"      "DEATH_MONAME"      "DEATH_YRNAME"     
## [187] "DEATH_HRNAME"      "DEATH_MNNAME"      "DEATH_TMNAME"     
## [190] "LAG_HRSNAME"       "LAG_MINSNAME"      "P_SF1NAME"        
## [193] "P_SF2NAME"         "P_SF3NAME"         "WORK_INJNAME"     
## [196] "HISPANICNAME"      "RACENAME"          "LOCATIONNAME"     
## [199] "HELM_USENAME"      "HELM_MISNAME"      "VPICMAKENAME"     
## [202] "VPICMODEL"         "VPICMODELNAME"     "VPICBODYCLASSNAME"
## [205] "ICFINALBODYNAME"
dat <- dat %>%
  mutate(across(where(is.character), ~ iconv(., from = "", to = "UTF-8", sub = "byte")))

dat12 <- dat %>%
  group_by(CRASH_NUM1) %>%
  filter(any(DRUGSNAME=="Yes (drugs involved)")) %>%
  ungroup()
dim(dat12)
## [1] 103653    205
non_drug_vals <- c(
  "Test Not Given",
  "Tested, No Drugs Found/Negative",
  "Not Reported",
  "Unknown if Tested",
  "Reported as Unknown",
  "No (drugs not involved)",
  "Not Reported",
  "Unknown",
  "",
  NA
)


dat13 <- dat12 %>%
  mutate(across(c(DRUGRES1NAME, DRUGRES2NAME, DRUGRES3NAME),
                ~ ifelse(!. %in% non_drug_vals, 1, 0),
                .names = "has_drug_{col}")) %>%
  # Sum the valid drug indicators
  mutate(drug_count = has_drug_DRUGRES1NAME + has_drug_DRUGRES2NAME + has_drug_DRUGRES3NAME,
         POLYDRUG = ifelse(drug_count >= 2, 1, 0))  # 1 = 
table(dat13$POLYDRUG)
## 
##     0     1 
## 99431  4222
dat14= subset(dat13, POLYDRUG==1)
dat1= dat14[, -c(206:210)]

#dat1_65plus <- dat1 %>%
 # mutate(AGE_NUM = as.numeric(gsub(" .*", "", AGENAME))) %>%
#  filter(AGE_NUM >= 65)

#table(dat1_65plus$AGENAME)

#dim(dat1_65plus)


#dat1=dat1_65plus



dat2= dat1[, c("CRASH_NUM1", "CRASH_VEH_NUM1", 
                              "CRASH_VehPer_NUM1", "YEAR", "STATENAME", 
                              "COUNTYNAME", "CITYNAME", "LATITUDE", 
                              "LONGITUD", "DAY", "MONTHNAME", "DAY_WEEKNAME", 
                              "HOUR", "HOURNAME", "VE_TOTAL", "VEH_NO", "PER_NO", 
                              "NUMOCCS", "ROUTENAME", "RUR_URBNAME", "FUNC_SYSNAME", 
                              "RD_OWNERNAME", "HARM_EVNAME", "MAN_COLLNAME", 
                              "TYP_INTNAME", "LGT_CONDNAME", "WEATHERNAME", 
                              "CF1NAME", "BODY_TYPNAME", "TRAV_SPNAME", "M_HARMNAME", 
                              "L_RESTRINAME", "SPEEDRELNAME", "DR_SF1NAME", 
                              "VTRAFWAYNAME", "VNUM_LANNAME", "VSPD_LIMNAME", 
                              "VALIGNNAME", "VPROFILENAME", "VSURCONDNAME", 
                              "VTRAFCONNAME", "VTCONT_FNAME", "P_CRASH1NAME", 
                              "ACC_TYPENAME", "AGENAME", "SEXNAME", "ALC_RESNAME", 
                              "WORK_INJNAME", "HISPANICNAME", "RACENAME")]
dim(dat2)
## [1] 4222   50
##datatable(
 ## dat2, extensions = 'Buttons', options = list(
  ## dom = 'Bfrtip',
  ##  buttons = c('csv', 'excel')
 ## )
##)

library(openxlsx)

# Create a new workbook
wb <- createWorkbook()

# Add sheets and write data
addWorksheet(wb, "Sheet1")
writeData(wb, "Sheet1", dat1)

addWorksheet(wb, "Sheet2")
writeData(wb, "Sheet2", dat2)
# Save workbook
saveWorkbook(wb, "2016_2023_PolyDrug_Fatal.xlsx", overwrite = TRUE)

Descriptive Stat

# Step 1: Filter to variables with ≤ 80 unique values
unique_counts <- sapply(dat1, function(x) length(unique(x)))
filtered_vars <- names(unique_counts[unique_counts <= 50])
dat_filtered <- dat1[, filtered_vars]

# Step 2: Reorder all values within each variable by frequency (even numeric treated as categorical)
dat_reordered <- as.data.frame(lapply(dat_filtered, function(x) {
  if (is.numeric(x)) {
    x <- factor(x)  # treat numeric as categorical
  }
  if (is.factor(x) || is.character(x)) {
    freq_order <- names(sort(table(x), decreasing = TRUE))
    x <- factor(x, levels = freq_order)
  }
  return(x)
}))


# Step 3: Show summary
dfSummary(dat_reordered,
          style = "grid",
          plain.ascii = FALSE,
          graph.col = FALSE, max.distinct.values = 50)
## ### Data Frame Summary  
## #### dat_reordered  
## **Dimensions:** 4222 x 166  
## **Duplicates:** 0  
## 
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | No  | Variable           | Stats / Values                  | Freqs (% of Valid) | Valid    | Missing  |
## +=====+====================+=================================+====================+==========+==========+
## | 1   | VE_TOTAL\          | 1\. 1\                          | 2362 (55.9%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 2\                          | 1504 (35.6%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. 3\                          | 253 ( 6.0%)\       |          |          |
## |     |                    | 4\. 4\                          | 57 ( 1.4%)\        |          |          |
## |     |                    | 5\. 5\                          | 27 ( 0.6%)\        |          |          |
## |     |                    | 6\. 6\                          | 6 ( 0.1%)\         |          |          |
## |     |                    | 7\. 7\                          | 5 ( 0.1%)\         |          |          |
## |     |                    | 8\. 9\                          | 3 ( 0.1%)\         |          |          |
## |     |                    | 9\. 12\                         | 2 ( 0.0%)\         |          |          |
## |     |                    | 10\. 8\                         | 1 ( 0.0%)\         |          |          |
## |     |                    | 11\. 10\                        | 1 ( 0.0%)\         |          |          |
## |     |                    | 12\. 11                         | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 2   | DAY\               | 1\. 17\                         | 161 (3.8%)\        | 4222\    | 0\       |
## |     | [factor]           | 2\. 13\                         | 158 (3.7%)\        | (100.0%) | (0.0%)   |
## |     |                    | 3\. 24\                         | 153 (3.6%)\        |          |          |
## |     |                    | 4\. 21\                         | 150 (3.6%)\        |          |          |
## |     |                    | 5\. 4\                          | 148 (3.5%)\        |          |          |
## |     |                    | 6\. 28\                         | 148 (3.5%)\        |          |          |
## |     |                    | 7\. 2\                          | 146 (3.5%)\        |          |          |
## |     |                    | 8\. 14\                         | 146 (3.5%)\        |          |          |
## |     |                    | 9\. 9\                          | 145 (3.4%)\        |          |          |
## |     |                    | 10\. 15\                        | 144 (3.4%)\        |          |          |
## |     |                    | 11\. 1\                         | 143 (3.4%)\        |          |          |
## |     |                    | 12\. 5\                         | 143 (3.4%)\        |          |          |
## |     |                    | 13\. 23\                        | 142 (3.4%)\        |          |          |
## |     |                    | 14\. 8\                         | 141 (3.3%)\        |          |          |
## |     |                    | 15\. 25\                        | 140 (3.3%)\        |          |          |
## |     |                    | 16\. 27\                        | 140 (3.3%)\        |          |          |
## |     |                    | 17\. 12\                        | 139 (3.3%)\        |          |          |
## |     |                    | 18\. 3\                         | 137 (3.2%)\        |          |          |
## |     |                    | 19\. 30\                        | 137 (3.2%)\        |          |          |
## |     |                    | 20\. 19\                        | 136 (3.2%)\        |          |          |
## |     |                    | 21\. 7\                         | 135 (3.2%)\        |          |          |
## |     |                    | 22\. 16\                        | 135 (3.2%)\        |          |          |
## |     |                    | 23\. 6\                         | 134 (3.2%)\        |          |          |
## |     |                    | 24\. 11\                        | 128 (3.0%)\        |          |          |
## |     |                    | 25\. 26\                        | 126 (3.0%)\        |          |          |
## |     |                    | 26\. 18\                        | 124 (2.9%)\        |          |          |
## |     |                    | 27\. 22\                        | 120 (2.8%)\        |          |          |
## |     |                    | 28\. 29\                        | 118 (2.8%)\        |          |          |
## |     |                    | 29\. 20\                        | 116 (2.7%)\        |          |          |
## |     |                    | 30\. 10\                        | 109 (2.6%)\        |          |          |
## |     |                    | 31\. 31                         | 80 (1.9%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 3   | MONTH\             | 1\. 8\                          | 405 (9.6%)\        | 4222\    | 0\       |
## |     | [factor]           | 2\. 9\                          | 392 (9.3%)\        | (100.0%) | (0.0%)   |
## |     |                    | 3\. 10\                         | 380 (9.0%)\        |          |          |
## |     |                    | 4\. 7\                          | 375 (8.9%)\        |          |          |
## |     |                    | 5\. 5\                          | 356 (8.4%)\        |          |          |
## |     |                    | 6\. 4\                          | 352 (8.3%)\        |          |          |
## |     |                    | 7\. 11\                         | 351 (8.3%)\        |          |          |
## |     |                    | 8\. 1\                          | 348 (8.2%)\        |          |          |
## |     |                    | 9\. 3\                          | 348 (8.2%)\        |          |          |
## |     |                    | 10\. 6\                         | 320 (7.6%)\        |          |          |
## |     |                    | 11\. 2\                         | 307 (7.3%)\        |          |          |
## |     |                    | 12\. 12                         | 288 (6.8%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 4   | MONTHNAME\         | 1\. August\                     | 405 (9.6%)\        | 4222\    | 0\       |
## |     | [factor]           | 2\. September\                  | 392 (9.3%)\        | (100.0%) | (0.0%)   |
## |     |                    | 3\. October\                    | 380 (9.0%)\        |          |          |
## |     |                    | 4\. July\                       | 375 (8.9%)\        |          |          |
## |     |                    | 5\. May\                        | 356 (8.4%)\        |          |          |
## |     |                    | 6\. April\                      | 352 (8.3%)\        |          |          |
## |     |                    | 7\. November\                   | 351 (8.3%)\        |          |          |
## |     |                    | 8\. January\                    | 348 (8.2%)\        |          |          |
## |     |                    | 9\. March\                      | 348 (8.2%)\        |          |          |
## |     |                    | 10\. June\                      | 320 (7.6%)\        |          |          |
## |     |                    | 11\. February\                  | 307 (7.3%)\        |          |          |
## |     |                    | 12\. December                   | 288 (6.8%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 5   | YEAR\              | 1\. 2017\                       | 2237 (53.0%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 2016                        | 1985 (47.0%)       | (100.0%) | (0.0%)   |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 6   | DAY_WEEKNAME\      | 1\. Saturday\                   | 758 (18.0%)\       | 4222\    | 0\       |
## |     | [factor]           | 2\. Sunday\                     | 680 (16.1%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Friday\                     | 640 (15.2%)\       |          |          |
## |     |                    | 4\. Thursday\                   | 585 (13.9%)\       |          |          |
## |     |                    | 5\. Tuesday\                    | 534 (12.6%)\       |          |          |
## |     |                    | 6\. Monday\                     | 516 (12.2%)\       |          |          |
## |     |                    | 7\. Wednesday                   | 509 (12.1%)        |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 7   | HOUR\              | 1\. 20\                         | 267 (6.3%)\        | 4222\    | 0\       |
## |     | [factor]           | 2\. 21\                         | 245 (5.8%)\        | (100.0%) | (0.0%)   |
## |     |                    | 3\. 22\                         | 235 (5.6%)\        |          |          |
## |     |                    | 4\. 19\                         | 227 (5.4%)\        |          |          |
## |     |                    | 5\. 18\                         | 223 (5.3%)\        |          |          |
## |     |                    | 6\. 17\                         | 213 (5.0%)\        |          |          |
## |     |                    | 7\. 23\                         | 210 (5.0%)\        |          |          |
## |     |                    | 8\. 0\                          | 197 (4.7%)\        |          |          |
## |     |                    | 9\. 2\                          | 192 (4.5%)\        |          |          |
## |     |                    | 10\. 15\                        | 191 (4.5%)\        |          |          |
## |     |                    | 11\. 16\                        | 189 (4.5%)\        |          |          |
## |     |                    | 12\. 14\                        | 170 (4.0%)\        |          |          |
## |     |                    | 13\. 1\                         | 167 (4.0%)\        |          |          |
## |     |                    | 14\. 3\                         | 161 (3.8%)\        |          |          |
## |     |                    | 15\. 6\                         | 155 (3.7%)\        |          |          |
## |     |                    | 16\. 13\                        | 154 (3.6%)\        |          |          |
## |     |                    | 17\. 5\                         | 149 (3.5%)\        |          |          |
## |     |                    | 18\. 4\                         | 148 (3.5%)\        |          |          |
## |     |                    | 19\. 12\                        | 144 (3.4%)\        |          |          |
## |     |                    | 20\. 7\                         | 131 (3.1%)\        |          |          |
## |     |                    | 21\. 11\                        | 121 (2.9%)\        |          |          |
## |     |                    | 22\. 10\                        | 108 (2.6%)\        |          |          |
## |     |                    | 23\. 9\                         | 104 (2.5%)\        |          |          |
## |     |                    | 24\. 8\                         | 91 (2.2%)\         |          |          |
## |     |                    | 25\. 99                         | 30 (0.7%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 8   | HOURNAME\          | 1\. 8:00pm-8:59pm\              | 267 (6.3%)\        | 4222\    | 0\       |
## |     | [factor]           | 2\. 9:00pm-9:59pm\              | 245 (5.8%)\        | (100.0%) | (0.0%)   |
## |     |                    | 3\. 10:00pm-10:59pm\            | 235 (5.6%)\        |          |          |
## |     |                    | 4\. 7:00pm-7:59pm\              | 227 (5.4%)\        |          |          |
## |     |                    | 5\. 6:00pm-6:59pm\              | 223 (5.3%)\        |          |          |
## |     |                    | 6\. 5:00pm-5:59pm\              | 213 (5.0%)\        |          |          |
## |     |                    | 7\. 11:00pm-11:59pm\            | 210 (5.0%)\        |          |          |
## |     |                    | 8\. 0:00am-0:59am\              | 197 (4.7%)\        |          |          |
## |     |                    | 9\. 2:00am-2:59am\              | 192 (4.5%)\        |          |          |
## |     |                    | 10\. 3:00pm-3:59pm\             | 191 (4.5%)\        |          |          |
## |     |                    | 11\. 4:00pm-4:59pm\             | 189 (4.5%)\        |          |          |
## |     |                    | 12\. 2:00pm-2:59pm\             | 170 (4.0%)\        |          |          |
## |     |                    | 13\. 1:00am-1:59am\             | 167 (4.0%)\        |          |          |
## |     |                    | 14\. 3:00am-3:59am\             | 161 (3.8%)\        |          |          |
## |     |                    | 15\. 6:00am-6:59am\             | 155 (3.7%)\        |          |          |
## |     |                    | 16\. 1:00pm-1:59pm\             | 154 (3.6%)\        |          |          |
## |     |                    | 17\. 5:00am-5:59am\             | 149 (3.5%)\        |          |          |
## |     |                    | 18\. 4:00am-4:59am\             | 148 (3.5%)\        |          |          |
## |     |                    | 19\. 12:00pm-12:59pm\           | 144 (3.4%)\        |          |          |
## |     |                    | 20\. 7:00am-7:59am\             | 131 (3.1%)\        |          |          |
## |     |                    | 21\. 11:00am-11:59am\           | 121 (2.9%)\        |          |          |
## |     |                    | 22\. 10:00am-10:59am\           | 108 (2.6%)\        |          |          |
## |     |                    | 23\. 9:00am-9:59am\             | 104 (2.5%)\        |          |          |
## |     |                    | 24\. 8:00am-8:59am\             | 91 (2.2%)\         |          |          |
## |     |                    | 25\. Unknown Hours              | 30 (0.7%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 9   | NHSNAME\           | 1\. This section IS NOT on th\  | 2479 (58.7%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. This section IS ON the NH\  | 1713 (40.6%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. Unknown if this section i   | 30 ( 0.7%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 10  | ROUTENAME\         | 1\. State Highway\              | 1216 (28.8%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Local Street - Municipali\  | 772 (18.3%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. U.S. Highway\               | 624 (14.8%)\       |          |          |
## |     |                    | 4\. County Road\                | 577 (13.7%)\       |          |          |
## |     |                    | 5\. Interstate\                 | 537 (12.7%)\       |          |          |
## |     |                    | 6\. Other\                      | 220 ( 5.2%)\       |          |          |
## |     |                    | 7\. Local Street - Township\    | 151 ( 3.6%)\       |          |          |
## |     |                    | 8\. Unknown\                    | 77 ( 1.8%)\        |          |          |
## |     |                    | 9\. Local Street - Frontage R   | 48 ( 1.1%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 11  | RUR_URBNAME\       | 1\. Urban\                      | 2351 (55.7%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Rural\                      | 1855 (43.9%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. Trafficway Not in State I\  | 13 ( 0.3%)\        |          |          |
## |     |                    | 4\. Unknown                     | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 12  | FUNC_SYSNAME\      | 1\. Principal Arterial - Othe\  | 1228 (29.1%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Minor Arterial\             | 929 (22.0%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Major Collector\            | 618 (14.6%)\       |          |          |
## |     |                    | 4\. Interstate\                 | 561 (13.3%)\       |          |          |
## |     |                    | 5\. Local\                      | 513 (12.2%)\       |          |          |
## |     |                    | 6\. Principal Arterial - Othe\  | 218 ( 5.2%)\       |          |          |
## |     |                    | 7\. Minor Collector\            | 138 ( 3.3%)\       |          |          |
## |     |                    | 8\. Trafficway Not in State I\  | 13 ( 0.3%)\        |          |          |
## |     |                    | 9\. Unknown\                    | 3 ( 0.1%)\         |          |          |
## |     |                    | 10\. Not Reported               | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 13  | RD_OWNERNAME\      | 1\. State Highway Agency\       | 2232 (52.9%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Not Reported\               | 734 (17.4%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. City or Municipal Highway\  | 569 (13.5%)\       |          |          |
## |     |                    | 4\. County Highway Agency\      | 465 (11.0%)\       |          |          |
## |     |                    | 5\. Town or Township Highway \  | 109 ( 2.6%)\       |          |          |
## |     |                    | 6\. State Toll Road\            | 37 ( 0.9%)\        |          |          |
## |     |                    | 7\. Other Local Agency\         | 33 ( 0.8%)\        |          |          |
## |     |                    | 8\. Unknown\                    | 19 ( 0.5%)\        |          |          |
## |     |                    | 9\. Trafficway Not in State I\  | 13 ( 0.3%)\        |          |          |
## |     |                    | 10\. Bureau of Indian Affairs\  | 2 ( 0.0%)\         |          |          |
## |     |                    | 11\. State Park, Forest, or Re\ | 2 ( 0.0%)\         |          |          |
## |     |                    | 12\. Indian Tribe Nation\       | 1 ( 0.0%)\         |          |          |
## |     |                    | 13\. Local Park, Forest or Res\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 14\. National Park Service\     | 1 ( 0.0%)\         |          |          |
## |     |                    | 15\. Other Federal Agency\      | 1 ( 0.0%)\         |          |          |
## |     |                    | 16\. Other State Agency\        | 1 ( 0.0%)\         |          |          |
## |     |                    | 17\. Private (other than Railr\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 18\. Railroad                   | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 14  | SP_JURNAME\        | 1\. No Special Jurisdiction\    | 4188 (99.2%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Indian Reservation\         | 24 ( 0.6%)\        | (100.0%) | (0.0%)   |
## |     |                    | 3\. National Park Service\      | 6 ( 0.1%)\         |          |          |
## |     |                    | 4\. Unknown\                    | 3 ( 0.1%)\         |          |          |
## |     |                    | 5\. Military                    | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 15  | HARM_EVNAME\       | 1\. Motor Vehicle In-Transpor\  | 1608 (38.1%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Pedestrian\                 | 629 (14.9%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Rollover/Overturn\          | 308 ( 7.3%)\       |          |          |
## |     |                    | 4\. Tree (Standing Only)\       | 288 ( 6.8%)\       |          |          |
## |     |                    | 5\. Curb\                       | 205 ( 4.9%)\       |          |          |
## |     |                    | 6\. Embankment\                 | 118 ( 2.8%)\       |          |          |
## |     |                    | 7\. Guardrail Face\             | 95 ( 2.3%)\        |          |          |
## |     |                    | 8\. Pedalcyclist\               | 94 ( 2.2%)\        |          |          |
## |     |                    | 9\. Utility Pole/Light Suppor\  | 93 ( 2.2%)\        |          |          |
## |     |                    | 10\. Fence\                     | 81 ( 1.9%)\        |          |          |
## |     |                    | 11\. Traffic Sign Support\      | 74 ( 1.8%)\        |          |          |
## |     |                    | 12\. Ditch\                     | 72 ( 1.7%)\        |          |          |
## |     |                    | 13\. Culvert\                   | 67 ( 1.6%)\        |          |          |
## |     |                    | 14\. Parked Motor Vehicle\      | 66 ( 1.6%)\        |          |          |
## |     |                    | 15\. Mail Box\                  | 46 ( 1.1%)\        |          |          |
## |     |                    | 16\. Concrete Traffic Barrier\  | 44 ( 1.0%)\        |          |          |
## |     |                    | 17\. Other Object (not fixed)\  | 36 ( 0.9%)\        |          |          |
## |     |                    | 18\. Post, Pole or Other Suppo\ | 35 ( 0.8%)\        |          |          |
## |     |                    | 19\. Guardrail End\             | 30 ( 0.7%)\        |          |          |
## |     |                    | 20\. Other Fixed Object\        | 25 ( 0.6%)\        |          |          |
## |     |                    | 21\. Bridge Rail (Includes par\ | 21 ( 0.5%)\        |          |          |
## |     |                    | 22\. Non-Motorist on Personal \ | 21 ( 0.5%)\        |          |          |
## |     |                    | 23\. Fell/Jumped from Vehicle\  | 19 ( 0.5%)\        |          |          |
## |     |                    | 24\. Wall\                      | 19 ( 0.5%)\        |          |          |
## |     |                    | 25\. Traffic Signal Support\    | 17 ( 0.4%)\        |          |          |
## |     |                    | 26\. Ground\                    | 14 ( 0.3%)\        |          |          |
## |     |                    | 27\. Bridge Pier or Support\    | 13 ( 0.3%)\        |          |          |
## |     |                    | 28\. Boulder\                   | 11 ( 0.3%)\        |          |          |
## |     |                    | 29\. Railway Vehicle\           | 11 ( 0.3%)\        |          |          |
## |     |                    | 30\. Cable Barrier\             | 8 ( 0.2%)\         |          |          |
## |     |                    | 31\. Live Animal\               | 8 ( 0.2%)\         |          |          |
## |     |                    | 32\. Building\                  | 7 ( 0.2%)\         |          |          |
## |     |                    | 33\. Other Traffic Barrier\     | 7 ( 0.2%)\         |          |          |
## |     |                    | 34\. Impact Attenuator/Crash C\ | 5 ( 0.1%)\         |          |          |
## |     |                    | 35\. Shrubbery\                 | 5 ( 0.1%)\         |          |          |
## |     |                    | 36\. Fire Hydrant\              | 4 ( 0.1%)\         |          |          |
## |     |                    | 37\. Immersion or Partial Imme\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 38\. Motor Vehicle In-Transpor\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 39\. Other Non-Collision\       | 3 ( 0.1%)\         |          |          |
## |     |                    | 40\. Snow Bank\                 | 2 ( 0.0%)\         |          |          |
## |     |                    | 41\. Unknown Fixed Object\      | 2 ( 0.0%)\         |          |          |
## |     |                    | 42\. Working Motor Vehicle\     | 2 ( 0.0%)\         |          |          |
## |     |                    | 43\. Cargo/Equipment Loss or S\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 44\. Pavement Surface Irregula\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 45\. Ridden Animal or Animal D  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 16  | MAN_COLLNAME\      | 1\. Not a Collision with Moto\  | 2611 (61.8%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Angle\                      | 595 (14.1%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Front-to-Front\             | 592 (14.0%)\       |          |          |
## |     |                    | 4\. Front-to-Rear\              | 267 ( 6.3%)\       |          |          |
## |     |                    | 5\. Sideswipe - Same Directio\  | 67 ( 1.6%)\        |          |          |
## |     |                    | 6\. Sideswipe - Opposite Dire\  | 66 ( 1.6%)\        |          |          |
## |     |                    | 7\. Other\                      | 12 ( 0.3%)\        |          |          |
## |     |                    | 8\. Rear-to-Side\               | 6 ( 0.1%)\         |          |          |
## |     |                    | 9\. Unknown\                    | 4 ( 0.1%)\         |          |          |
## |     |                    | 10\. Not Reported               | 2 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 17  | RELJCT1NAME\       | 1\. No\                         | 4029 (95.4%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Yes                         | 193 ( 4.6%)        | (100.0%) | (0.0%)   |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 18  | RELJCT2NAME\       | 1\. Non-Junction\               | 3090 (73.2%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Intersection\               | 474 (11.2%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Intersection-Related\       | 349 ( 8.3%)\       |          |          |
## |     |                    | 4\. Driveway Access Related\    | 105 ( 2.5%)\       |          |          |
## |     |                    | 5\. Entrance/Exit Ramp Relate\  | 69 ( 1.6%)\        |          |          |
## |     |                    | 6\. Other location within Int\  | 55 ( 1.3%)\        |          |          |
## |     |                    | 7\. Through Roadway\            | 48 ( 1.1%)\        |          |          |
## |     |                    | 8\. Railway Grade Crossing\     | 11 ( 0.3%)\        |          |          |
## |     |                    | 9\. Driveway Access\            | 8 ( 0.2%)\         |          |          |
## |     |                    | 10\. Entrance/Exit Ramp\        | 6 ( 0.1%)\         |          |          |
## |     |                    | 11\. Not Reported\              | 4 ( 0.1%)\         |          |          |
## |     |                    | 12\. Crossover-Related\         | 2 ( 0.0%)\         |          |          |
## |     |                    | 13\. Acceleration/Deceleration  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 19  | TYP_INTNAME\       | 1\. Not an Intersection\        | 3396 (80.4%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Four-Way Intersection\      | 497 (11.8%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. T-Intersection\             | 302 ( 7.2%)\       |          |          |
## |     |                    | 4\. Y-Intersection\             | 15 ( 0.4%)\        |          |          |
## |     |                    | 5\. L-Intersection\             | 4 ( 0.1%)\         |          |          |
## |     |                    | 6\. Not Reported\               | 3 ( 0.1%)\         |          |          |
## |     |                    | 7\. Roundabout\                 | 3 ( 0.1%)\         |          |          |
## |     |                    | 8\. Five Point, or More         | 2 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 20  | WRK_ZONENAME\      | 1\. None\                       | 4112 (97.4%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Construction\               | 78 ( 1.8%)\        | (100.0%) | (0.0%)   |
## |     |                    | 3\. Work Zone, Type Unknown\    | 23 ( 0.5%)\        |          |          |
## |     |                    | 4\. Maintenance\                | 8 ( 0.2%)\         |          |          |
## |     |                    | 5\. Utility                     | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 21  | REL_ROADNAME\      | 1\. On Roadway\                 | 2396 (56.8%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. On Roadside\                | 1324 (31.4%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. On Median\                  | 192 ( 4.5%)\       |          |          |
## |     |                    | 4\. Outside Trafficway\         | 141 ( 3.3%)\       |          |          |
## |     |                    | 5\. On Shoulder\                | 101 ( 2.4%)\       |          |          |
## |     |                    | 6\. Gore\                       | 23 ( 0.5%)\        |          |          |
## |     |                    | 7\. Separator\                  | 16 ( 0.4%)\        |          |          |
## |     |                    | 8\. In Parking Lane/Zone\       | 12 ( 0.3%)\        |          |          |
## |     |                    | 9\. Off Roadway-Location Unkn\  | 11 ( 0.3%)\        |          |          |
## |     |                    | 10\. Continuous Left - Turn La\ | 5 ( 0.1%)\         |          |          |
## |     |                    | 11\. Unknown                    | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 22  | LGT_CONDNAME\      | 1\. Daylight\                   | 1744 (41.3%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Dark - Not Lighted\         | 1303 (30.9%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. Dark - Lighted\             | 942 (22.3%)\       |          |          |
## |     |                    | 4\. Dusk\                       | 109 ( 2.6%)\       |          |          |
## |     |                    | 5\. Dawn\                       | 84 ( 2.0%)\        |          |          |
## |     |                    | 6\. Unknown\                    | 20 ( 0.5%)\        |          |          |
## |     |                    | 7\. Dark - Unknown Lighting\    | 18 ( 0.4%)\        |          |          |
## |     |                    | 8\. Not Reported\               | 1 ( 0.0%)\         |          |          |
## |     |                    | 9\. Other                       | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 23  | WEATHER1NAME\      | 1\. Clear\                      | 3043 (72.1%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Cloudy\                     | 635 (15.0%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Rain\                       | 258 ( 6.1%)\       |          |          |
## |     |                    | 4\. Not Reported\               | 197 ( 4.7%)\       |          |          |
## |     |                    | 5\. Fog, Smog, Smoke\           | 44 ( 1.0%)\        |          |          |
## |     |                    | 6\. Snow\                       | 26 ( 0.6%)\        |          |          |
## |     |                    | 7\. Unknown\                    | 10 ( 0.2%)\        |          |          |
## |     |                    | 8\. Other\                      | 3 ( 0.1%)\         |          |          |
## |     |                    | 9\. Severe Crosswinds\          | 3 ( 0.1%)\         |          |          |
## |     |                    | 10\. Blowing Snow\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 11\. Freezing Rain or Drizzle\  | 1 ( 0.0%)\         |          |          |
## |     |                    | 12\. Sleet or Hail              | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 24  | WEATHER2NAME\      | 1\. No Additional Atmospheric\  | 4179 (99.0%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Cloudy\                     | 25 ( 0.6%)\        | (100.0%) | (0.0%)   |
## |     |                    | 3\. Rain\                       | 13 ( 0.3%)\        |          |          |
## |     |                    | 4\. Sleet or Hail\              | 2 ( 0.0%)\         |          |          |
## |     |                    | 5\. Snow\                       | 2 ( 0.0%)\         |          |          |
## |     |                    | 6\. Fog, Smog, Smoke            | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 25  | WEATHERNAME\       | 1\. Clear\                      | 3043 (72.1%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Cloudy\                     | 620 (14.7%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Rain\                       | 269 ( 6.4%)\       |          |          |
## |     |                    | 4\. Not Reported\               | 197 ( 4.7%)\       |          |          |
## |     |                    | 5\. Fog, Smog, Smoke\           | 45 ( 1.1%)\        |          |          |
## |     |                    | 6\. Snow\                       | 28 ( 0.7%)\        |          |          |
## |     |                    | 7\. Unknown\                    | 10 ( 0.2%)\        |          |          |
## |     |                    | 8\. Other\                      | 3 ( 0.1%)\         |          |          |
## |     |                    | 9\. Severe Crosswinds\          | 3 ( 0.1%)\         |          |          |
## |     |                    | 10\. Sleet or Hail\             | 2 ( 0.0%)\         |          |          |
## |     |                    | 11\. Blowing Snow\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 12\. Freezing Rain or Drizzle   | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 26  | SCH_BUSNAME\       | 1\. No\                         | 4213 (99.8%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Yes                         | 9 ( 0.2%)          | (100.0%) | (0.0%)   |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 27  | RAILNAME\          | 1\. Not Applicable\             | 4205 (99.6%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 179791M\                    | 2 ( 0.0%)\         | (100.0%) | (0.0%)   |
## |     |                    | 3\. 745870K\                    | 2 ( 0.0%)\         |          |          |
## |     |                    | 4\. 787996H\                    | 2 ( 0.0%)\         |          |          |
## |     |                    | 5\. 341219S\                    | 1 ( 0.0%)\         |          |          |
## |     |                    | 6\. 425772L\                    | 1 ( 0.0%)\         |          |          |
## |     |                    | 7\. 447798A\                    | 1 ( 0.0%)\         |          |          |
## |     |                    | 8\. 534423B\                    | 1 ( 0.0%)\         |          |          |
## |     |                    | 9\. 620931B\                    | 1 ( 0.0%)\         |          |          |
## |     |                    | 10\. 624908V\                   | 1 ( 0.0%)\         |          |          |
## |     |                    | 11\. 748335J\                   | 1 ( 0.0%)\         |          |          |
## |     |                    | 12\. 804855W\                   | 1 ( 0.0%)\         |          |          |
## |     |                    | 13\. 841956G\                   | 1 ( 0.0%)\         |          |          |
## |     |                    | 14\. 852042N\                   | 1 ( 0.0%)\         |          |          |
## |     |                    | 15\. Unknown                    | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 28  | NOT_HOURNAME\      | 1\. Unknown\                    | 2165 (51.3%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 8:00pm-8:59pm\              | 127 ( 3.0%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. 7:00pm-7:59pm\              | 111 ( 2.6%)\       |          |          |
## |     |                    | 4\. 10:00pm-10:59pm\            | 107 ( 2.5%)\       |          |          |
## |     |                    | 5\. 4:00pm-4:59pm\              | 104 ( 2.5%)\       |          |          |
## |     |                    | 6\. 5:00pm-5:59pm\              | 102 ( 2.4%)\       |          |          |
## |     |                    | 7\. 6:00pm-6:59pm\              | 102 ( 2.4%)\       |          |          |
## |     |                    | 8\. 9:00pm-9:59pm\              | 100 ( 2.4%)\       |          |          |
## |     |                    | 9\. 0:00am-0:59am\              | 96 ( 2.3%)\        |          |          |
## |     |                    | 10\. 3:00pm-3:59pm\             | 96 ( 2.3%)\        |          |          |
## |     |                    | 11\. 11:00pm-11:59pm\           | 93 ( 2.2%)\        |          |          |
## |     |                    | 12\. 1:00pm-1:59pm\             | 84 ( 2.0%)\        |          |          |
## |     |                    | 13\. 2:00am-2:59am\             | 81 ( 1.9%)\        |          |          |
## |     |                    | 14\. 2:00pm-2:59pm\             | 79 ( 1.9%)\        |          |          |
## |     |                    | 15\. 6:00am-6:59am\             | 78 ( 1.8%)\        |          |          |
## |     |                    | 16\. 4:00am-4:59am\             | 73 ( 1.7%)\        |          |          |
## |     |                    | 17\. 7:00am-7:59am\             | 72 ( 1.7%)\        |          |          |
## |     |                    | 18\. 5:00am-5:59am\             | 69 ( 1.6%)\        |          |          |
## |     |                    | 19\. 3:00am-3:59am\             | 68 ( 1.6%)\        |          |          |
## |     |                    | 20\. 11:00am-11:59am\           | 66 ( 1.6%)\        |          |          |
## |     |                    | 21\. 10:00am-10:59am\           | 64 ( 1.5%)\        |          |          |
## |     |                    | 22\. 12:00pm-12:59pm\           | 64 ( 1.5%)\        |          |          |
## |     |                    | 23\. 1:00am-1:59am\             | 62 ( 1.5%)\        |          |          |
## |     |                    | 24\. Not Applicable (Not Notif\ | 58 ( 1.4%)\        |          |          |
## |     |                    | 25\. 8:00am-8:59am\             | 56 ( 1.3%)\        |          |          |
## |     |                    | 26\. 9:00am-9:59am              | 45 ( 1.1%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 29  | ARR_HOUR\          | 1\. 99\                         | 2167 (51.3%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 20\                         | 129 ( 3.1%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. 22\                         | 112 ( 2.7%)\       |          |          |
## |     |                    | 4\. 17\                         | 111 ( 2.6%)\       |          |          |
## |     |                    | 5\. 19\                         | 107 ( 2.5%)\       |          |          |
## |     |                    | 6\. 21\                         | 104 ( 2.5%)\       |          |          |
## |     |                    | 7\. 15\                         | 102 ( 2.4%)\       |          |          |
## |     |                    | 8\. 18\                         | 100 ( 2.4%)\       |          |          |
## |     |                    | 9\. 0\                          | 95 ( 2.3%)\        |          |          |
## |     |                    | 10\. 16\                        | 91 ( 2.2%)\        |          |          |
## |     |                    | 11\. 23\                        | 86 ( 2.0%)\        |          |          |
## |     |                    | 12\. 13\                        | 85 ( 2.0%)\        |          |          |
## |     |                    | 13\. 2\                         | 84 ( 2.0%)\        |          |          |
## |     |                    | 14\. 14\                        | 77 ( 1.8%)\        |          |          |
## |     |                    | 15\. 4\                         | 74 ( 1.8%)\        |          |          |
## |     |                    | 16\. 6\                         | 74 ( 1.8%)\        |          |          |
## |     |                    | 17\. 7\                         | 73 ( 1.7%)\        |          |          |
## |     |                    | 18\. 11\                        | 72 ( 1.7%)\        |          |          |
## |     |                    | 19\. 1\                         | 69 ( 1.6%)\        |          |          |
## |     |                    | 20\. 5\                         | 66 ( 1.6%)\        |          |          |
## |     |                    | 21\. 12\                        | 64 ( 1.5%)\        |          |          |
## |     |                    | 22\. 8\                         | 62 ( 1.5%)\        |          |          |
## |     |                    | 23\. 3\                         | 58 ( 1.4%)\        |          |          |
## |     |                    | 24\. 88\                        | 58 ( 1.4%)\        |          |          |
## |     |                    | 25\. 10\                        | 55 ( 1.3%)\        |          |          |
## |     |                    | 26\. 9                          | 47 ( 1.1%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 30  | ARR_HOURNAME\      | 1\. Unknown EMS Scene Arrival\  | 2167 (51.3%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 8:00pm-8:59pm\              | 129 ( 3.1%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. 10:00pm-10:59pm\            | 112 ( 2.7%)\       |          |          |
## |     |                    | 4\. 5:00pm-5:59pm\              | 111 ( 2.6%)\       |          |          |
## |     |                    | 5\. 7:00pm-7:59pm\              | 107 ( 2.5%)\       |          |          |
## |     |                    | 6\. 9:00pm-9:59pm\              | 104 ( 2.5%)\       |          |          |
## |     |                    | 7\. 3:00pm-3:59pm\              | 102 ( 2.4%)\       |          |          |
## |     |                    | 8\. 6:00pm-6:59pm\              | 100 ( 2.4%)\       |          |          |
## |     |                    | 9\. 0:00am-0:59am\              | 95 ( 2.3%)\        |          |          |
## |     |                    | 10\. 4:00pm-4:59pm\             | 91 ( 2.2%)\        |          |          |
## |     |                    | 11\. 11:00pm-11:59pm\           | 86 ( 2.0%)\        |          |          |
## |     |                    | 12\. 1:00pm-1:59pm\             | 85 ( 2.0%)\        |          |          |
## |     |                    | 13\. 2:00am-2:59am\             | 84 ( 2.0%)\        |          |          |
## |     |                    | 14\. 2:00pm-2:59pm\             | 77 ( 1.8%)\        |          |          |
## |     |                    | 15\. 4:00am-4:59am\             | 74 ( 1.8%)\        |          |          |
## |     |                    | 16\. 6:00am-6:59am\             | 74 ( 1.8%)\        |          |          |
## |     |                    | 17\. 7:00am-7:59am\             | 73 ( 1.7%)\        |          |          |
## |     |                    | 18\. 11:00am-11:59am\           | 72 ( 1.7%)\        |          |          |
## |     |                    | 19\. 1:00am-1:59am\             | 69 ( 1.6%)\        |          |          |
## |     |                    | 20\. 5:00am-5:59am\             | 66 ( 1.6%)\        |          |          |
## |     |                    | 21\. 12:00pm-12:59pm\           | 64 ( 1.5%)\        |          |          |
## |     |                    | 22\. 8:00am-8:59am\             | 62 ( 1.5%)\        |          |          |
## |     |                    | 23\. 3:00am-3:59am\             | 58 ( 1.4%)\        |          |          |
## |     |                    | 24\. Not Applicable\            | 58 ( 1.4%)\        |          |          |
## |     |                    | 25\. 10:00am-10:59am\           | 55 ( 1.3%)\        |          |          |
## |     |                    | 26\. 9:00am-9:59am              | 47 ( 1.1%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 31  | HOSP_HR\           | 1\. 88\                         | 1544 (36.6%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 99\                         | 1480 (35.1%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. 19\                         | 84 ( 2.0%)\        |          |          |
## |     |                    | 4\. 17\                         | 75 ( 1.8%)\        |          |          |
## |     |                    | 5\. 20\                         | 68 ( 1.6%)\        |          |          |
## |     |                    | 6\. 18\                         | 66 ( 1.6%)\        |          |          |
## |     |                    | 7\. 21\                         | 63 ( 1.5%)\        |          |          |
## |     |                    | 8\. 22\                         | 62 ( 1.5%)\        |          |          |
## |     |                    | 9\. 23\                         | 59 ( 1.4%)\        |          |          |
## |     |                    | 10\. 13\                        | 57 ( 1.4%)\        |          |          |
## |     |                    | 11\. 15\                        | 55 ( 1.3%)\        |          |          |
## |     |                    | 12\. 16\                        | 54 ( 1.3%)\        |          |          |
## |     |                    | 13\. 1\                         | 52 ( 1.2%)\        |          |          |
## |     |                    | 14\. 0\                         | 49 ( 1.2%)\        |          |          |
## |     |                    | 15\. 14\                        | 48 ( 1.1%)\        |          |          |
## |     |                    | 16\. 3\                         | 44 ( 1.0%)\        |          |          |
## |     |                    | 17\. 7\                         | 44 ( 1.0%)\        |          |          |
## |     |                    | 18\. 5\                         | 43 ( 1.0%)\        |          |          |
## |     |                    | 19\. 11\                        | 43 ( 1.0%)\        |          |          |
## |     |                    | 20\. 8\                         | 42 ( 1.0%)\        |          |          |
## |     |                    | 21\. 12\                        | 39 ( 0.9%)\        |          |          |
## |     |                    | 22\. 2\                         | 34 ( 0.8%)\        |          |          |
## |     |                    | 23\. 6\                         | 34 ( 0.8%)\        |          |          |
## |     |                    | 24\. 9\                         | 31 ( 0.7%)\        |          |          |
## |     |                    | 25\. 4\                         | 30 ( 0.7%)\        |          |          |
## |     |                    | 26\. 10                         | 22 ( 0.5%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 32  | HOSP_HRNAME\       | 1\. Not Applicable (Not Trans\  | 1544 (36.6%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Unknown\                    | 1480 (35.1%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. 7:00pm-7:59pm\              | 84 ( 2.0%)\        |          |          |
## |     |                    | 4\. 5:00pm-5:59pm\              | 75 ( 1.8%)\        |          |          |
## |     |                    | 5\. 8:00pm-8:59pm\              | 68 ( 1.6%)\        |          |          |
## |     |                    | 6\. 6:00pm-6:59pm\              | 66 ( 1.6%)\        |          |          |
## |     |                    | 7\. 9:00pm-9:59pm\              | 63 ( 1.5%)\        |          |          |
## |     |                    | 8\. 10:00pm-10:59pm\            | 62 ( 1.5%)\        |          |          |
## |     |                    | 9\. 11:00pm-11:59pm\            | 59 ( 1.4%)\        |          |          |
## |     |                    | 10\. 1:00pm-1:59pm\             | 57 ( 1.4%)\        |          |          |
## |     |                    | 11\. 3:00pm-3:59pm\             | 55 ( 1.3%)\        |          |          |
## |     |                    | 12\. 4:00pm-4:59pm\             | 54 ( 1.3%)\        |          |          |
## |     |                    | 13\. 1:00am-1:59am\             | 52 ( 1.2%)\        |          |          |
## |     |                    | 14\. 0:00am-0:59am\             | 49 ( 1.2%)\        |          |          |
## |     |                    | 15\. 2:00pm-2:59pm\             | 48 ( 1.1%)\        |          |          |
## |     |                    | 16\. 3:00am-3:59am\             | 44 ( 1.0%)\        |          |          |
## |     |                    | 17\. 7:00am-7:59am\             | 44 ( 1.0%)\        |          |          |
## |     |                    | 18\. 11:00am-11:59am\           | 43 ( 1.0%)\        |          |          |
## |     |                    | 19\. 5:00am-5:59am\             | 43 ( 1.0%)\        |          |          |
## |     |                    | 20\. 8:00am-8:59am\             | 42 ( 1.0%)\        |          |          |
## |     |                    | 21\. 12:00pm-12:59pm\           | 39 ( 0.9%)\        |          |          |
## |     |                    | 22\. 2:00am-2:59am\             | 34 ( 0.8%)\        |          |          |
## |     |                    | 23\. 6:00am-6:59am\             | 34 ( 0.8%)\        |          |          |
## |     |                    | 24\. 9:00am-9:59am\             | 31 ( 0.7%)\        |          |          |
## |     |                    | 25\. 4:00am-4:59am\             | 30 ( 0.7%)\        |          |          |
## |     |                    | 26\. 10:00am-10:59am            | 22 ( 0.5%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 33  | CF1NAME\           | 1\. None\                       | 3869 (91.6%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Police Pursuit Involved\    | 104 ( 2.5%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Motor Vehicle struck by f\  | 91 ( 2.2%)\        |          |          |
## |     |                    | 4\. Recent/Previous Crash sce\  | 36 ( 0.9%)\        |          |          |
## |     |                    | 5\. Indication of a Stalled/D\  | 34 ( 0.8%)\        |          |          |
## |     |                    | 6\. Backup Due to Regular Con\  | 12 ( 0.3%)\        |          |          |
## |     |                    | 7\. Other Maintenance or Cons\  | 12 ( 0.3%)\        |          |          |
## |     |                    | 8\. Unknown\                    | 12 ( 0.3%)\        |          |          |
## |     |                    | 9\. Non-occupant struck by fa\  | 10 ( 0.2%)\        |          |          |
## |     |                    | 10\. Non-occupant struck vehic\ | 9 ( 0.2%)\         |          |          |
## |     |                    | 11\. Speed Limit is a Statutor\ | 8 ( 0.2%)\         |          |          |
## |     |                    | 12\. Date of Crash and Date of\ | 7 ( 0.2%)\         |          |          |
## |     |                    | 13\. Aggressive Driving / Road\ | 4 ( 0.1%)\         |          |          |
## |     |                    | 14\. Backup Due to Prior Crash\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 15\. Unstabalized Situation Be\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 16\. Toll Booth/Plaza Related\  | 2 ( 0.0%)\         |          |          |
## |     |                    | 17\. Backup Due to Prior Non-R\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 18\. Inadequate Construction o\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 19\. No or Obscured Pavement M\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 20\. Shoulder Design or Condit\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 21\. Surface Washed Out(caved-\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 22\. Within Designated School   | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 34  | CF2NAME\           | 1\. None\                       | 4191 (99.3%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Unknown\                    | 12 ( 0.3%)\        | (100.0%) | (0.0%)   |
## |     |                    | 3\. Motor Vehicle struck by f\  | 6 ( 0.1%)\         |          |          |
## |     |                    | 4\. Backup Due to Prior Crash\  | 3 ( 0.1%)\         |          |          |
## |     |                    | 5\. Police Pursuit Involved\    | 3 ( 0.1%)\         |          |          |
## |     |                    | 6\. Indication of a Stalled/D\  | 2 ( 0.0%)\         |          |          |
## |     |                    | 7\. No or Obscured Pavement M\  | 2 ( 0.0%)\         |          |          |
## |     |                    | 8\. Backup Due to Prior Non-R\  | 1 ( 0.0%)\         |          |          |
## |     |                    | 9\. Recent/Previous Crash sce\  | 1 ( 0.0%)\         |          |          |
## |     |                    | 10\. Speed Limit is a Statutor  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 35  | CF3NAME\           | 1\. None\                       | 4209 (99.7%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Unknown\                    | 12 ( 0.3%)\        | (100.0%) | (0.0%)   |
## |     |                    | 3\. Indication of a Stalled/D   | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 36  | FATALS\            | 1\. 1\                          | 3704 (87.7%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 2\                          | 394 ( 9.3%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. 3\                          | 89 ( 2.1%)\        |          |          |
## |     |                    | 4\. 4\                          | 20 ( 0.5%)\        |          |          |
## |     |                    | 5\. 5\                          | 14 ( 0.3%)\        |          |          |
## |     |                    | 6\. 13                          | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 37  | DRUNK_DR\          | 1\. 0\                          | 2618 (62.0%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 1\                          | 1523 (36.1%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. 2\                          | 79 ( 1.9%)\        |          |          |
## |     |                    | 4\. 3                           | 2 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 38  | VEH_NO\            | 1\. 1\                          | 3107 (73.6%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 0\                          | 635 (15.0%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. 2\                          | 448 (10.6%)\       |          |          |
## |     |                    | 4\. 3\                          | 26 ( 0.6%)\        |          |          |
## |     |                    | 5\. 4\                          | 4 ( 0.1%)\         |          |          |
## |     |                    | 6\. 5\                          | 1 ( 0.0%)\         |          |          |
## |     |                    | 7\. 8                           | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 39  | NUMOCCS\           | 1\. 1\                          | 2266 (63.3%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. 2\                          | 822 (22.9%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. 3\                          | 278 ( 7.8%)\       |          |          |
## |     |                    | 4\. 4\                          | 122 ( 3.4%)\       |          |          |
## |     |                    | 5\. 5\                          | 52 ( 1.5%)\        |          |          |
## |     |                    | 6\. 99\                         | 21 ( 0.6%)\        |          |          |
## |     |                    | 7\. 6\                          | 13 ( 0.4%)\        |          |          |
## |     |                    | 8\. 7\                          | 4 ( 0.1%)\         |          |          |
## |     |                    | 9\. 8\                          | 1 ( 0.0%)\         |          |          |
## |     |                    | 10\. 9\                         | 1 ( 0.0%)\         |          |          |
## |     |                    | 11\. 16\                        | 1 ( 0.0%)\         |          |          |
## |     |                    | 12\. 23                         | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 40  | UNITTYPENAME\      | 1\. Motor Vehicle In-Transpor   | 3582 (100.0%)      | 3582\    | 640\     |
## |     | [factor]           |                                 |                    | (84.8%)  | (15.2%)  |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 41  | HIT_RUNNAME\       | 1\. No\                         | 3466 (96.8%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Yes\                        | 113 ( 3.2%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Unknown                     | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 42  | OWNERNAME\         | 1\. Driver (in this crash) wa\  | 1699 (47.4%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Driver (in this crash) No\  | 1507 (42.1%)\      | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Not Applicable, Vehicle N\  | 143 ( 4.0%)\       |          |          |
## |     |                    | 4\. Vehicle Registered as Bus\  | 142 ( 4.0%)\       |          |          |
## |     |                    | 5\. Vehicle was Stolen (repor\  | 47 ( 1.3%)\        |          |          |
## |     |                    | 6\. Vehicle Registered as Ren\  | 23 ( 0.6%)\        |          |          |
## |     |                    | 7\. Unknown\                    | 19 ( 0.5%)\        |          |          |
## |     |                    | 8\. Driverless/Motor Vehicle    | 2 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 43  | BODY_TYPNAME\      | 1\. 4-door sedan, hardtop\      | 1268 (35.4%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Compact Utility (Utility \  | 465 (13.0%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Light Pickup\               | 279 ( 7.8%)\       |          |          |
## |     |                    | 4\. 2-door sedan,hardtop,coup\  | 236 ( 6.6%)\       |          |          |
## |     |                    | 5\. Two Wheel Motorcycle (exc\  | 217 ( 6.1%)\       |          |          |
## |     |                    | 6\. Standard pickup (GVWR 4,5\  | 183 ( 5.1%)\       |          |          |
## |     |                    | 7\. Motorcycle\                 | 177 ( 4.9%)\       |          |          |
## |     |                    | 8\. Large utility (ANSI D16.1\  | 138 ( 3.9%)\       |          |          |
## |     |                    | 9\. Station Wagon (excluding \  | 102 ( 2.8%)\       |          |          |
## |     |                    | 10\. Minivan (Chrysler Town an\ | 82 ( 2.3%)\        |          |          |
## |     |                    | 11\. 3-door/2-door hatchback\   | 64 ( 1.8%)\        |          |          |
## |     |                    | 12\. Compact pickup (GVWR <4,5\ | 62 ( 1.7%)\        |          |          |
## |     |                    | 13\. 5-door/4-door hatchback\   | 55 ( 1.5%)\        |          |          |
## |     |                    | 14\. Convertible(excludes sun-\ | 42 ( 1.2%)\        |          |          |
## |     |                    | 15\. Truck-tractor (Cab only, \ | 40 ( 1.1%)\        |          |          |
## |     |                    | 16\. Utility station wagon (in\ | 24 ( 0.7%)\        |          |          |
## |     |                    | 17\. Large Van-Includes van-ba\ | 23 ( 0.6%)\        |          |          |
## |     |                    | 18\. ATV/ATC [All-Terrain Cycl\ | 16 ( 0.4%)\        |          |          |
## |     |                    | 19\. Medium/heavy Pickup (>10,\ | 13 ( 0.4%)\        |          |          |
## |     |                    | 20\. Single-unit straight truc\ | 10 ( 0.3%)\        |          |          |
## |     |                    | 21\. Cab Chassis Based (includ\ | 8 ( 0.2%)\         |          |          |
## |     |                    | 22\. Off-road Motorcycle\       | 8 ( 0.2%)\         |          |          |
## |     |                    | 23\. Single-unit straight truc\ | 8 ( 0.2%)\         |          |          |
## |     |                    | 24\. Moped (motorized bicycle)\ | 7 ( 0.2%)\         |          |          |
## |     |                    | 25\. Single-unit straight truc\ | 6 ( 0.2%)\         |          |          |
## |     |                    | 26\. Moped or motorized bicycl\ | 5 ( 0.1%)\         |          |          |
## |     |                    | 27\. Motor Scooter\             | 5 ( 0.1%)\         |          |          |
## |     |                    | 28\. Farm equipment other than\ | 4 ( 0.1%)\         |          |          |
## |     |                    | 29\. Other motored cycle type \ | 4 ( 0.1%)\         |          |          |
## |     |                    | 30\. Other or Unknown automobi\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 31\. Other vehicle type (inclu\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 32\. Sedan/Hardtop, number of \ | 3 ( 0.1%)\         |          |          |
## |     |                    | 33\. Unknown motored cycle typ\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 34\. Golf Cart\                 | 2 ( 0.1%)\         |          |          |
## |     |                    | 35\. Three-wheel Motorcycle (2\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 36\. Unknown body type\         | 2 ( 0.1%)\         |          |          |
## |     |                    | 37\. 3-door coupe\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 38\. Camper or motorhome, unkn\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 39\. Off-road Motorcycle (2-wh\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 40\. Other motored cycle type \ | 1 ( 0.0%)\         |          |          |
## |     |                    | 41\. Other van type (Hi-Cube V\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 42\. Single-unit straight truc\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 43\. Snowmobile\                | 1 ( 0.0%)\         |          |          |
## |     |                    | 44\. Step-van or walk-in van (\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 45\. Three-wheel Motorcycle or\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 46\. Transit Bus (City Bus)\    | 1 ( 0.0%)\         |          |          |
## |     |                    | 47\. Unknown (pickup style) li\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 48\. Unknown if single unit or\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 49\. Unknown light vehicle typ  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 44  | MOD_YEAR\          | 1\. 2005\                       | 250 (7.0%)\        | 3582\    | 640\     |
## |     | [factor]           | 2\. 2002\                       | 240 (6.7%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. 2003\                       | 229 (6.4%)\        |          |          |
## |     |                    | 4\. 2000\                       | 228 (6.4%)\        |          |          |
## |     |                    | 5\. 2004\                       | 211 (5.9%)\        |          |          |
## |     |                    | 6\. 2006\                       | 206 (5.8%)\        |          |          |
## |     |                    | 7\. 2007\                       | 204 (5.7%)\        |          |          |
## |     |                    | 8\. 2001\                       | 197 (5.5%)\        |          |          |
## |     |                    | 9\. 2008\                       | 157 (4.4%)\        |          |          |
## |     |                    | 10\. 1999\                      | 149 (4.2%)\        |          |          |
## |     |                    | 11\. 2015\                      | 138 (3.9%)\        |          |          |
## |     |                    | 12\. 1998\                      | 129 (3.6%)\        |          |          |
## |     |                    | 13\. 2010\                      | 121 (3.4%)\        |          |          |
## |     |                    | 14\. 2013\                      | 111 (3.1%)\        |          |          |
## |     |                    | 15\. 2012\                      | 106 (3.0%)\        |          |          |
## |     |                    | 16\. 2014\                      | 104 (2.9%)\        |          |          |
## |     |                    | 17\. 2011\                      | 101 (2.8%)\        |          |          |
## |     |                    | 18\. 2009\                      | 99 (2.8%)\         |          |          |
## |     |                    | 19\. 1997\                      | 95 (2.7%)\         |          |          |
## |     |                    | 20\. 2016\                      | 95 (2.7%)\         |          |          |
## |     |                    | 21\. 1995\                      | 77 (2.1%)\         |          |          |
## |     |                    | 22\. 1994\                      | 64 (1.8%)\         |          |          |
## |     |                    | 23\. 1996\                      | 57 (1.6%)\         |          |          |
## |     |                    | 24\. 2017\                      | 39 (1.1%)\         |          |          |
## |     |                    | 25\. 1993\                      | 35 (1.0%)\         |          |          |
## |     |                    | 26\. 1992\                      | 24 (0.7%)\         |          |          |
## |     |                    | 27\. 1989\                      | 17 (0.5%)\         |          |          |
## |     |                    | 28\. 1991\                      | 16 (0.4%)\         |          |          |
## |     |                    | 29\. 1990\                      | 15 (0.4%)\         |          |          |
## |     |                    | 30\. 9999\                      | 14 (0.4%)\         |          |          |
## |     |                    | 31\. 1988\                      | 10 (0.3%)\         |          |          |
## |     |                    | 32\. 1985\                      | 7 (0.2%)\          |          |          |
## |     |                    | 33\. 1986\                      | 7 (0.2%)\          |          |          |
## |     |                    | 34\. 1987\                      | 7 (0.2%)\          |          |          |
## |     |                    | 35\. 1984\                      | 5 (0.1%)\          |          |          |
## |     |                    | 36\. 1979\                      | 3 (0.1%)\          |          |          |
## |     |                    | 37\. 1973\                      | 2 (0.1%)\          |          |          |
## |     |                    | 38\. 1974\                      | 2 (0.1%)\          |          |          |
## |     |                    | 39\. 1976\                      | 2 (0.1%)\          |          |          |
## |     |                    | 40\. 1981\                      | 2 (0.1%)\          |          |          |
## |     |                    | 41\. 1982\                      | 2 (0.1%)\          |          |          |
## |     |                    | 42\. 1955\                      | 1 (0.0%)\          |          |          |
## |     |                    | 43\. 1977\                      | 1 (0.0%)\          |          |          |
## |     |                    | 44\. 1980\                      | 1 (0.0%)\          |          |          |
## |     |                    | 45\. 1983\                      | 1 (0.0%)\          |          |          |
## |     |                    | 46\. 2018                       | 1 (0.0%)           |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 45  | TOW_VEHNAME\       | 1\. No Trailing Units\          | 3516 (98.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. One Trailing Unit\          | 63 ( 1.8%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Unknown\                    | 2 ( 0.1%)\         |          |          |
## |     |                    | 4\. Vehicle Towing Another Mo   | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 46  | J_KNIFENAME\       | 1\. Not an Articulated Vehicl\  | 3518 (98.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. No\                         | 56 ( 1.6%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Yes - Subsequent Event      | 8 ( 0.2%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 47  | MCARR_I1NAME\      | 1\. Not Applicable\             | 3498 (97.7%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. US DOT\                     | 50 ( 1.4%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. None\                       | 21 ( 0.6%)\        |          |          |
## |     |                    | 4\. Not Reported\               | 4 ( 0.1%)\         |          |          |
## |     |                    | 5\. Florida\                    | 3 ( 0.1%)\         |          |          |
## |     |                    | 6\. California\                 | 2 ( 0.1%)\         |          |          |
## |     |                    | 7\. Illinois\                   | 1 ( 0.0%)\         |          |          |
## |     |                    | 8\. Louisiana\                  | 1 ( 0.0%)\         |          |          |
## |     |                    | 9\. MC/MX (ICC)\                | 1 ( 0.0%)\         |          |          |
## |     |                    | 10\. Texas                      | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 48  | GVWRNAME\          | 1\. Not Applicable\             | 3496 (97.6%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. 26,001 lbs. or more\        | 51 ( 1.4%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. 10,001 lbs - 26,000 lbs\    | 32 ( 0.9%)\        |          |          |
## |     |                    | 4\. 10,000 lbs. or less         | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 49  | V_CONFIGNAME\      | 1\. Not Applicable\             | 3498 (97.7%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Truck Tractor/Semi-Traile\  | 39 ( 1.1%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Single-Unit Truck (2- axl\  | 28 ( 0.8%)\        |          |          |
## |     |                    | 4\. Truck Pulling Trailer(s)\   | 7 ( 0.2%)\         |          |          |
## |     |                    | 5\. Single-Unit Truck (3 or m\  | 6 ( 0.2%)\         |          |          |
## |     |                    | 6\. Bus (seats for more than \  | 1 ( 0.0%)\         |          |          |
## |     |                    | 7\. Bus/Large Van (seats for \  | 1 ( 0.0%)\         |          |          |
## |     |                    | 8\. Truck More Than 10,000 lb\  | 1 ( 0.0%)\         |          |          |
## |     |                    | 9\. Truck Tractor (Bobtail)     | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 50  | CARGO_BTNAME\      | 1\. Not Applicable (N/A)\       | 3498 (97.7%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Van/Enclosed Box\           | 26 ( 0.7%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Flatbed\                    | 15 ( 0.4%)\        |          |          |
## |     |                    | 4\. Other\                      | 15 ( 0.4%)\        |          |          |
## |     |                    | 5\. Unknown Cargo Body Type\    | 8 ( 0.2%)\         |          |          |
## |     |                    | 6\. Dump\                       | 5 ( 0.1%)\         |          |          |
## |     |                    | 7\. No Cargo Body Type\         | 4 ( 0.1%)\         |          |          |
## |     |                    | 8\. Cargo Tank\                 | 3 ( 0.1%)\         |          |          |
## |     |                    | 9\. Bus\                        | 2 ( 0.1%)\         |          |          |
## |     |                    | 10\. Garbage/Refuse\            | 2 ( 0.1%)\         |          |          |
## |     |                    | 11\. Auto Transporter\          | 1 ( 0.0%)\         |          |          |
## |     |                    | 12\. Grain/ Chips/ Gravel\      | 1 ( 0.0%)\         |          |          |
## |     |                    | 13\. Intermodal Container Chas\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 14\. Vehicle Towing Another Mo  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 51  | HAZ_INVNAME\       | 1\. No\                         | 3580 (99.9%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Yes                         | 2 ( 0.1%)          | (84.8%)  | (15.2%)  |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 52  | HAZ_PLACNAME\      | 1\. Not Applicable\             | 3580 (99.9%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Not Reported\               | 1 ( 0.0%)\         | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Yes                         | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 53  | HAZ_IDNAME\        | 1\. Not Applicable\             | 3580 (99.9%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. 1203\                       | 1 ( 0.0%)\         | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Not Reported                | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 54  | HAZ_CNONAME\       | 1\. Not Applicable\             | 3580 (99.9%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. 3\                          | 1 ( 0.0%)\         | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Not Reported                | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 55  | HAZ_RELNAME\       | 1\. Not Applicable\             | 3580 (99.9%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Not Reported\               | 1 ( 0.0%)\         | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Yes                         | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 56  | BUS_USENAME\       | 1\. Not a Bus\                  | 3580 (99.9%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Charter/Tour\               | 1 ( 0.0%)\         | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Shuttle                     | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 57  | SPEC_USENAME\      | 1\. No Special Use\             | 3576 (99.8%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Vehicle Used as Other Bus\  | 2 ( 0.1%)\         | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Ambulance\                  | 1 ( 0.0%)\         |          |          |
## |     |                    | 4\. Fire Truck\                 | 1 ( 0.0%)\         |          |          |
## |     |                    | 5\. Taxi\                       | 1 ( 0.0%)\         |          |          |
## |     |                    | 6\. Unknown                     | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 58  | EMER_USENAME\      | 1\. Not Applicable\             | 3580 (99.9%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Non-Emergency Transport     | 2 ( 0.1%)          | (84.8%)  | (15.2%)  |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 59  | UNDERIDENAME\      | 1\. No Underride or Override \  | 3530 (98.5%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Underriding a Motor Vehic\  | 19 ( 0.5%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Underriding a Motor Vehic\  | 13 ( 0.4%)\        |          |          |
## |     |                    | 4\. Overriding a Motor Vehicl\  | 12 ( 0.3%)\        |          |          |
## |     |                    | 5\. Underriding a Motor Vehic\  | 3 ( 0.1%)\         |          |          |
## |     |                    | 6\. Underriding a Motor Vehic\  | 2 ( 0.1%)\         |          |          |
## |     |                    | 7\. Unknown if Underride or O\  | 2 ( 0.1%)\         |          |          |
## |     |                    | 8\. Underriding a Motor Vehic   | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 60  | ROLLOVERNAME\      | 1\. No Rollover\                | 2598 (72.5%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Rollover, Tripped by Obje\  | 784 (21.9%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Rollover, Untripped\        | 145 ( 4.0%)\       |          |          |
## |     |                    | 4\. Rollover, Unknown Type      | 55 ( 1.5%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 61  | ROLINLOCNAME\      | 1\. No Rollover\                | 2598 (72.5%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. On Roadside\                | 615 (17.2%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. On Roadway\                 | 162 ( 4.5%)\       |          |          |
## |     |                    | 4\. Outside of Trafficway\      | 86 ( 2.4%)\        |          |          |
## |     |                    | 5\. On Median/Separator\        | 78 ( 2.2%)\        |          |          |
## |     |                    | 6\. In Gore\                    | 18 ( 0.5%)\        |          |          |
## |     |                    | 7\. On Shoulder\                | 17 ( 0.5%)\        |          |          |
## |     |                    | 8\. Unknown                     | 8 ( 0.2%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 62  | IMPACT1NAME\       | 1\. 12 Clock Point\             | 2000 (55.8%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Non-Collision\              | 331 ( 9.2%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Not Reported\               | 175 ( 4.9%)\       |          |          |
## |     |                    | 4\. 11 Clock Point\             | 126 ( 3.5%)\       |          |          |
## |     |                    | 5\. 3 Clock Point\              | 126 ( 3.5%)\       |          |          |
## |     |                    | 6\. 1 Clock Point\              | 121 ( 3.4%)\       |          |          |
## |     |                    | 7\. 9 Clock Point\              | 105 ( 2.9%)\       |          |          |
## |     |                    | 8\. Right\                      | 89 ( 2.5%)\        |          |          |
## |     |                    | 9\. Left\                       | 80 ( 2.2%)\        |          |          |
## |     |                    | 10\. 6 Clock Point\             | 68 ( 1.9%)\        |          |          |
## |     |                    | 11\. 2 Clock Point\             | 57 ( 1.6%)\        |          |          |
## |     |                    | 12\. Left-Front Side\           | 53 ( 1.5%)\        |          |          |
## |     |                    | 13\. Right-Front Side\          | 45 ( 1.3%)\        |          |          |
## |     |                    | 14\. 10 Clock Point\            | 43 ( 1.2%)\        |          |          |
## |     |                    | 15\. Undercarriage\             | 41 ( 1.1%)\        |          |          |
## |     |                    | 16\. Unknown\                   | 41 ( 1.1%)\        |          |          |
## |     |                    | 17\. 5 Clock Point\             | 19 ( 0.5%)\        |          |          |
## |     |                    | 18\. 7 Clock Point\             | 18 ( 0.5%)\        |          |          |
## |     |                    | 19\. 8 Clock Point\             | 12 ( 0.3%)\        |          |          |
## |     |                    | 20\. Right-Back Side\           | 11 ( 0.3%)\        |          |          |
## |     |                    | 21\. 4 Clock Point\             | 7 ( 0.2%)\         |          |          |
## |     |                    | 22\. Top\                       | 6 ( 0.2%)\         |          |          |
## |     |                    | 23\. Left-Back Side\            | 5 ( 0.1%)\         |          |          |
## |     |                    | 24\. Other Objects Set-In-Moti  | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 63  | DEFORMEDNAME\      | 1\. Disabling Damage\           | 3204 (89.4%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Functional Damage\          | 142 ( 4.0%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Not Reported\               | 120 ( 3.4%)\       |          |          |
## |     |                    | 4\. Minor Damage\               | 80 ( 2.2%)\        |          |          |
## |     |                    | 5\. No Damage\                  | 21 ( 0.6%)\        |          |          |
## |     |                    | 6\. Unknown                     | 15 ( 0.4%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 64  | TOWEDNAME\         | 1\. Towed Due to Disabling Da\  | 3303 (92.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Towed Not Due to Disablin\  | 193 ( 5.4%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Not Towed\                  | 72 ( 2.0%)\        |          |          |
## |     |                    | 4\. Not Reported\               | 11 ( 0.3%)\        |          |          |
## |     |                    | 5\. Unknown                     | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 65  | M_HARMNAME\        | 1\. Motor Vehicle In-Transpor\  | 1542 (43.0%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Rollover/Overturn\          | 695 (19.4%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Tree (Standing Only)\       | 439 (12.3%)\       |          |          |
## |     |                    | 4\. Pedestrian\                 | 133 ( 3.7%)\       |          |          |
## |     |                    | 5\. Utility Pole/Light Suppor\  | 127 ( 3.5%)\       |          |          |
## |     |                    | 6\. Fire/Explosion\             | 51 ( 1.4%)\        |          |          |
## |     |                    | 7\. Parked Motor Vehicle\       | 50 ( 1.4%)\        |          |          |
## |     |                    | 8\. Embankment\                 | 41 ( 1.1%)\        |          |          |
## |     |                    | 9\. Guardrail Face\             | 39 ( 1.1%)\        |          |          |
## |     |                    | 10\. Culvert\                   | 38 ( 1.1%)\        |          |          |
## |     |                    | 11\. Concrete Traffic Barrier\  | 32 ( 0.9%)\        |          |          |
## |     |                    | 12\. Immersion or Partial Imme\ | 28 ( 0.8%)\        |          |          |
## |     |                    | 13\. Fence\                     | 27 ( 0.8%)\        |          |          |
## |     |                    | 14\. Bridge Pier or Support\    | 25 ( 0.7%)\        |          |          |
## |     |                    | 15\. Curb\                      | 25 ( 0.7%)\        |          |          |
## |     |                    | 16\. Pedalcyclist\              | 25 ( 0.7%)\        |          |          |
## |     |                    | 17\. Wall\                      | 24 ( 0.7%)\        |          |          |
## |     |                    | 18\. Building\                  | 23 ( 0.6%)\        |          |          |
## |     |                    | 19\. Ditch\                     | 23 ( 0.6%)\        |          |          |
## |     |                    | 20\. Traffic Sign Support\      | 22 ( 0.6%)\        |          |          |
## |     |                    | 21\. Traffic Signal Support\    | 21 ( 0.6%)\        |          |          |
## |     |                    | 22\. Fell/Jumped from Vehicle\  | 20 ( 0.6%)\        |          |          |
## |     |                    | 23\. Guardrail End\             | 17 ( 0.5%)\        |          |          |
## |     |                    | 24\. Post, Pole or Other Suppo\ | 14 ( 0.4%)\        |          |          |
## |     |                    | 25\. Railway Vehicle\           | 13 ( 0.4%)\        |          |          |
## |     |                    | 26\. Bridge Rail (Includes par\ | 12 ( 0.3%)\        |          |          |
## |     |                    | 27\. Other Fixed Object\        | 12 ( 0.3%)\        |          |          |
## |     |                    | 28\. Motor Vehicle In-Transpor\ | 9 ( 0.3%)\         |          |          |
## |     |                    | 29\. Other Object (not fixed)\  | 9 ( 0.3%)\         |          |          |
## |     |                    | 30\. Mail Box\                  | 7 ( 0.2%)\         |          |          |
## |     |                    | 31\. Non-Motorist on Personal \ | 7 ( 0.2%)\         |          |          |
## |     |                    | 32\. Boulder\                   | 5 ( 0.1%)\         |          |          |
## |     |                    | 33\. Other Traffic Barrier\     | 5 ( 0.1%)\         |          |          |
## |     |                    | 34\. Ground\                    | 4 ( 0.1%)\         |          |          |
## |     |                    | 35\. Live Animal\               | 4 ( 0.1%)\         |          |          |
## |     |                    | 36\. Fire Hydrant\              | 3 ( 0.1%)\         |          |          |
## |     |                    | 37\. Cable Barrier\             | 2 ( 0.1%)\         |          |          |
## |     |                    | 38\. Cargo/Equipment Loss or S\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 39\. Impact Attenuator/Crash C\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 40\. Working Motor Vehicle\     | 2 ( 0.1%)\         |          |          |
## |     |                    | 41\. Bridge Overhead Structure\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 42\. Object That Had Fallen Fr\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 43\. Other Non-Collision        | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 66  | VEH_SC1NAME\       | 1\. None\                       | 3543 (98.9%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Vehicle Registration for \  | 28 ( 0.8%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Unknown\                    | 4 ( 0.1%)\         |          |          |
## |     |                    | 4\. Other Working Vehicle (No\  | 3 ( 0.1%)\         |          |          |
## |     |                    | 5\. Adaptive Equipment\         | 2 ( 0.1%)\         |          |          |
## |     |                    | 6\. Reconstructed/Altered Veh   | 2 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 67  | VEH_SC2NAME\       | 1\. None\                       | 3578 (99.9%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Unknown                     | 4 ( 0.1%)          | (84.8%)  | (15.2%)  |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 68  | FIRE_EXPNAME\      | 1\. No or Not Reported\         | 3378 (94.3%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Yes                         | 204 ( 5.7%)        | (84.8%)  | (15.2%)  |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 69  | DR_PRESNAME\       | 1\. Yes\                        | 3579 (99.9%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. No Driver Present/Not App   | 3 ( 0.1%)          | (84.8%)  | (15.2%)  |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 70  | L_STATUSNAME\      | 1\. Valid\                      | 2477 (69.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Suspended\                  | 582 (16.2%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Not licensed\               | 275 ( 7.7%)\       |          |          |
## |     |                    | 4\. Revoked\                    | 129 ( 3.6%)\       |          |          |
## |     |                    | 5\. Expired\                    | 76 ( 2.1%)\        |          |          |
## |     |                    | 6\. Unknown License Status\     | 24 ( 0.7%)\        |          |          |
## |     |                    | 7\. Canceled or denied\         | 16 ( 0.4%)\        |          |          |
## |     |                    | 8\. No Driver Present/Unknown   | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 71  | L_TYPENAME\        | 1\. Full Driver License\        | 3198 (89.3%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Not Licensed\               | 275 ( 7.7%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Intermediate Driver Licen\  | 58 ( 1.6%)\        |          |          |
## |     |                    | 4\. Learner`s Permit\           | 23 ( 0.6%)\        |          |          |
## |     |                    | 5\. Unknown License Type\       | 22 ( 0.6%)\        |          |          |
## |     |                    | 6\. No Driver Present/Unknown\  | 3 ( 0.1%)\         |          |          |
## |     |                    | 7\. Temporary License           | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 72  | CDL_STATNAME\      | 1\. No (CDL)\                   | 3374 (94.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Valid\                      | 123 ( 3.4%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Disqualified\               | 30 ( 0.8%)\        |          |          |
## |     |                    | 4\. Unknown License Status\     | 23 ( 0.6%)\        |          |          |
## |     |                    | 5\. Suspended\                  | 20 ( 0.6%)\        |          |          |
## |     |                    | 6\. Expired\                    | 4 ( 0.1%)\         |          |          |
## |     |                    | 7\. No Driver Present/Unknown\  | 3 ( 0.1%)\         |          |          |
## |     |                    | 8\. Other Not-Valid\            | 2 ( 0.1%)\         |          |          |
## |     |                    | 9\. Revoked\                    | 2 ( 0.1%)\         |          |          |
## |     |                    | 10\. Cancelled or Denied        | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 73  | L_ENDORSNAME\      | 1\. No Endorsements required \  | 3542 (98.9%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Unknown, if required\       | 20 ( 0.6%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Endorsement(s) Required, \  | 11 ( 0.3%)\        |          |          |
## |     |                    | 4\. Endorsement(s) Required, \  | 5 ( 0.1%)\         |          |          |
## |     |                    | 5\. No Driver Present/Unknown\  | 3 ( 0.1%)\         |          |          |
## |     |                    | 6\. Endorsement(s) Required,    | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 74  | L_COMPLNAME\       | 1\. Valid license for this cl\  | 2373 (66.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. No valid license for this\  | 883 (24.7%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Not licensed\               | 274 ( 7.6%)\       |          |          |
## |     |                    | 4\. Unknown\                    | 26 ( 0.7%)\        |          |          |
## |     |                    | 5\. No license required for t\  | 23 ( 0.6%)\        |          |          |
## |     |                    | 6\. No Driver Present/Unknown   | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 75  | L_RESTRINAME\      | 1\. No Restrictions or Not Ap\  | 2771 (77.4%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Restrictions, Compliance \  | 615 (17.2%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Restrictions Complied Wit\  | 105 ( 2.9%)\       |          |          |
## |     |                    | 4\. Restrictions Not Complied\  | 55 ( 1.5%)\        |          |          |
## |     |                    | 5\. Unknown\                    | 33 ( 0.9%)\        |          |          |
## |     |                    | 6\. No Driver Present/Unknown   | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 76  | DR_HGT\            | 1\. 999\                        | 483 (13.5%)\       | 3582\    | 640\     |
## |     | [factor]           | 2\. 72\                         | 335 ( 9.4%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. 70\                         | 324 ( 9.0%)\       |          |          |
## |     |                    | 4\. 71\                         | 304 ( 8.5%)\       |          |          |
## |     |                    | 5\. 69\                         | 279 ( 7.8%)\       |          |          |
## |     |                    | 6\. 67\                         | 266 ( 7.4%)\       |          |          |
## |     |                    | 7\. 68\                         | 264 ( 7.4%)\       |          |          |
## |     |                    | 8\. 73\                         | 213 ( 5.9%)\       |          |          |
## |     |                    | 9\. 66\                         | 212 ( 5.9%)\       |          |          |
## |     |                    | 10\. 65\                        | 165 ( 4.6%)\       |          |          |
## |     |                    | 11\. 74\                        | 141 ( 3.9%)\       |          |          |
## |     |                    | 12\. 64\                        | 132 ( 3.7%)\       |          |          |
## |     |                    | 13\. 63\                        | 108 ( 3.0%)\       |          |          |
## |     |                    | 14\. 62\                        | 91 ( 2.5%)\        |          |          |
## |     |                    | 15\. 75\                        | 76 ( 2.1%)\        |          |          |
## |     |                    | 16\. 61\                        | 51 ( 1.4%)\        |          |          |
## |     |                    | 17\. 76\                        | 44 ( 1.2%)\        |          |          |
## |     |                    | 18\. 60\                        | 31 ( 0.9%)\        |          |          |
## |     |                    | 19\. 77\                        | 25 ( 0.7%)\        |          |          |
## |     |                    | 20\. 59\                        | 15 ( 0.4%)\        |          |          |
## |     |                    | 21\. 78\                        | 8 ( 0.2%)\         |          |          |
## |     |                    | 22\. 58\                        | 5 ( 0.1%)\         |          |          |
## |     |                    | 23\. 79\                        | 4 ( 0.1%)\         |          |          |
## |     |                    | 24\. 998\                       | 3 ( 0.1%)\         |          |          |
## |     |                    | 25\. 51\                        | 1 ( 0.0%)\         |          |          |
## |     |                    | 26\. 56\                        | 1 ( 0.0%)\         |          |          |
## |     |                    | 27\. 57                         | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 77  | PREV_ACCNAME\      | 1\. None\                       | 2579 (72.0%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. 1\                          | 568 (15.9%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Crashes Not Reported on D\  | 158 ( 4.4%)\       |          |          |
## |     |                    | 4\. 2\                          | 145 ( 4.0%)\       |          |          |
## |     |                    | 5\. Unknown\                    | 53 ( 1.5%)\        |          |          |
## |     |                    | 6\. 3\                          | 49 ( 1.4%)\        |          |          |
## |     |                    | 7\. 4\                          | 19 ( 0.5%)\        |          |          |
## |     |                    | 8\. 5\                          | 4 ( 0.1%)\         |          |          |
## |     |                    | 9\. 6\                          | 3 ( 0.1%)\         |          |          |
## |     |                    | 10\. No Driver Present/Unknown\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 11\. 8                          | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 78  | PREV_SUSNAME\      | 1\. None\                       | 2433 (67.9%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. 1\                          | 474 (13.2%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. 2\                          | 238 ( 6.6%)\       |          |          |
## |     |                    | 4\. 3\                          | 134 ( 3.7%)\       |          |          |
## |     |                    | 5\. 4\                          | 81 ( 2.3%)\        |          |          |
## |     |                    | 6\. Unknown\                    | 53 ( 1.5%)\        |          |          |
## |     |                    | 7\. 5\                          | 38 ( 1.1%)\        |          |          |
## |     |                    | 8\. 6\                          | 28 ( 0.8%)\        |          |          |
## |     |                    | 9\. 7\                          | 22 ( 0.6%)\        |          |          |
## |     |                    | 10\. 8\                         | 14 ( 0.4%)\        |          |          |
## |     |                    | 11\. 10\                        | 9 ( 0.3%)\         |          |          |
## |     |                    | 12\. 13\                        | 9 ( 0.3%)\         |          |          |
## |     |                    | 13\. 9\                         | 8 ( 0.2%)\         |          |          |
## |     |                    | 14\. 11\                        | 7 ( 0.2%)\         |          |          |
## |     |                    | 15\. 12\                        | 7 ( 0.2%)\         |          |          |
## |     |                    | 16\. 14\                        | 4 ( 0.1%)\         |          |          |
## |     |                    | 17\. 16\                        | 3 ( 0.1%)\         |          |          |
## |     |                    | 18\. 17\                        | 3 ( 0.1%)\         |          |          |
## |     |                    | 19\. 21\                        | 3 ( 0.1%)\         |          |          |
## |     |                    | 20\. No Driver Present/Unknown\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 21\. 23\                        | 2 ( 0.1%)\         |          |          |
## |     |                    | 22\. 28\                        | 2 ( 0.1%)\         |          |          |
## |     |                    | 23\. 15\                        | 1 ( 0.0%)\         |          |          |
## |     |                    | 24\. 18\                        | 1 ( 0.0%)\         |          |          |
## |     |                    | 25\. 19\                        | 1 ( 0.0%)\         |          |          |
## |     |                    | 26\. 22\                        | 1 ( 0.0%)\         |          |          |
## |     |                    | 27\. 29\                        | 1 ( 0.0%)\         |          |          |
## |     |                    | 28\. 34\                        | 1 ( 0.0%)\         |          |          |
## |     |                    | 29\. 35                         | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 79  | PREV_DWINAME\      | 1\. None\                       | 3263 (91.1%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. 1\                          | 209 ( 5.8%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Unknown\                    | 53 ( 1.5%)\        |          |          |
## |     |                    | 4\. 2\                          | 46 ( 1.3%)\        |          |          |
## |     |                    | 5\. 3\                          | 6 ( 0.2%)\         |          |          |
## |     |                    | 6\. No Driver Present/Unknown\  | 3 ( 0.1%)\         |          |          |
## |     |                    | 7\. 4                           | 2 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 80  | PREV_SPDNAME\      | 1\. None\                       | 2615 (73.0%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. 1\                          | 588 (16.4%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. 2\                          | 195 ( 5.4%)\       |          |          |
## |     |                    | 4\. 3\                          | 74 ( 2.1%)\        |          |          |
## |     |                    | 5\. Unknown\                    | 53 ( 1.5%)\        |          |          |
## |     |                    | 6\. 4\                          | 29 ( 0.8%)\        |          |          |
## |     |                    | 7\. 5\                          | 13 ( 0.4%)\        |          |          |
## |     |                    | 8\. 6\                          | 5 ( 0.1%)\         |          |          |
## |     |                    | 9\. 7\                          | 4 ( 0.1%)\         |          |          |
## |     |                    | 10\. No Driver Present/Unknown\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 11\. 14\                        | 2 ( 0.1%)\         |          |          |
## |     |                    | 12\. 10                         | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 81  | PREV_OTHNAME\      | 1\. None\                       | 2407 (67.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. 1\                          | 613 (17.1%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. 2\                          | 250 ( 7.0%)\       |          |          |
## |     |                    | 4\. 3\                          | 115 ( 3.2%)\       |          |          |
## |     |                    | 5\. Unknown\                    | 53 ( 1.5%)\        |          |          |
## |     |                    | 6\. 4\                          | 51 ( 1.4%)\        |          |          |
## |     |                    | 7\. 5\                          | 37 ( 1.0%)\        |          |          |
## |     |                    | 8\. 7\                          | 17 ( 0.5%)\        |          |          |
## |     |                    | 9\. 6\                          | 13 ( 0.4%)\        |          |          |
## |     |                    | 10\. 8\                         | 8 ( 0.2%)\         |          |          |
## |     |                    | 11\. 10\                        | 4 ( 0.1%)\         |          |          |
## |     |                    | 12\. 11\                        | 4 ( 0.1%)\         |          |          |
## |     |                    | 13\. No Driver Present/Unknown\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 14\. 59\                        | 2 ( 0.1%)\         |          |          |
## |     |                    | 15\. 9\                         | 2 ( 0.1%)\         |          |          |
## |     |                    | 16\. 13\                        | 1 ( 0.0%)\         |          |          |
## |     |                    | 17\. 14\                        | 1 ( 0.0%)\         |          |          |
## |     |                    | 18\. 19                         | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 82  | FIRST_MONAME\      | 1\. No Record\                  | 1309 (36.5%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. September\                  | 214 ( 6.0%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. July\                       | 197 ( 5.5%)\       |          |          |
## |     |                    | 4\. March\                      | 197 ( 5.5%)\       |          |          |
## |     |                    | 5\. May\                        | 190 ( 5.3%)\       |          |          |
## |     |                    | 6\. April\                      | 187 ( 5.2%)\       |          |          |
## |     |                    | 7\. February\                   | 187 ( 5.2%)\       |          |          |
## |     |                    | 8\. October\                    | 183 ( 5.1%)\       |          |          |
## |     |                    | 9\. January\                    | 179 ( 5.0%)\       |          |          |
## |     |                    | 10\. November\                  | 178 ( 5.0%)\       |          |          |
## |     |                    | 11\. June\                      | 176 ( 4.9%)\       |          |          |
## |     |                    | 12\. August\                    | 165 ( 4.6%)\       |          |          |
## |     |                    | 13\. December\                  | 163 ( 4.6%)\       |          |          |
## |     |                    | 14\. Unknown\                   | 54 ( 1.5%)\        |          |          |
## |     |                    | 15\. No Driver Present/Unknown  | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 83  | FIRST_YRNAME\      | 1\. No Record\                  | 1309 (36.5%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. 2013\                       | 474 (13.2%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. 2012\                       | 428 (11.9%)\       |          |          |
## |     |                    | 4\. 2015\                       | 403 (11.3%)\       |          |          |
## |     |                    | 5\. 2014\                       | 398 (11.1%)\       |          |          |
## |     |                    | 6\. 2016\                       | 291 ( 8.1%)\       |          |          |
## |     |                    | 7\. 2011\                       | 139 ( 3.9%)\       |          |          |
## |     |                    | 8\. 2017\                       | 84 ( 2.3%)\        |          |          |
## |     |                    | 9\. Unknown\                    | 53 ( 1.5%)\        |          |          |
## |     |                    | 10\. No Driver Present/Unknown  | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 84  | LAST_MONAME\       | 1\. No Record\                  | 1309 (36.5%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. September\                  | 218 ( 6.1%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. March\                      | 201 ( 5.6%)\       |          |          |
## |     |                    | 4\. May\                        | 200 ( 5.6%)\       |          |          |
## |     |                    | 5\. January\                    | 198 ( 5.5%)\       |          |          |
## |     |                    | 6\. July\                       | 184 ( 5.1%)\       |          |          |
## |     |                    | 7\. October\                    | 182 ( 5.1%)\       |          |          |
## |     |                    | 8\. April\                      | 181 ( 5.1%)\       |          |          |
## |     |                    | 9\. December\                   | 175 ( 4.9%)\       |          |          |
## |     |                    | 10\. November\                  | 175 ( 4.9%)\       |          |          |
## |     |                    | 11\. June\                      | 171 ( 4.8%)\       |          |          |
## |     |                    | 12\. February\                  | 168 ( 4.7%)\       |          |          |
## |     |                    | 13\. August\                    | 163 ( 4.6%)\       |          |          |
## |     |                    | 14\. Unknown\                   | 54 ( 1.5%)\        |          |          |
## |     |                    | 15\. No Driver Present/Unknown  | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 85  | LAST_YRNAME\       | 1\. No Record\                  | 1309 (36.5%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. 2016\                       | 710 (19.8%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. 2015\                       | 537 (15.0%)\       |          |          |
## |     |                    | 4\. 2017\                       | 356 ( 9.9%)\       |          |          |
## |     |                    | 5\. 2014\                       | 266 ( 7.4%)\       |          |          |
## |     |                    | 6\. 2013\                       | 212 ( 5.9%)\       |          |          |
## |     |                    | 7\. 2012\                       | 106 ( 3.0%)\       |          |          |
## |     |                    | 8\. Unknown\                    | 53 ( 1.5%)\        |          |          |
## |     |                    | 9\. 2011\                       | 30 ( 0.8%)\        |          |          |
## |     |                    | 10\. No Driver Present/Unknown  | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 86  | SPEEDRELNAME\      | 1\. No\                         | 2232 (62.3%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Yes, Exceeded Speed Limit\  | 563 (15.7%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Yes, Too Fast for Conditi\  | 474 (13.2%)\       |          |          |
## |     |                    | 4\. Unknown\                    | 171 ( 4.8%)\       |          |          |
## |     |                    | 5\. Yes, Specifics Unknown\     | 133 ( 3.7%)\       |          |          |
## |     |                    | 6\. Yes, Racing\                | 6 ( 0.2%)\         |          |          |
## |     |                    | 7\. No Driver Present/Unknown   | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 87  | DR_SF1NAME\        | 1\. None\                       | 1293 (36.1%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Improper Lane Usage\        | 482 (13.5%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Careless Driving\           | 377 (10.5%)\       |          |          |
## |     |                    | 4\. Operating the Vehicle in \  | 274 ( 7.6%)\       |          |          |
## |     |                    | 5\. Failure to Obey Actual Tr\  | 149 ( 4.2%)\       |          |          |
## |     |                    | 6\. Overcorrecting\             | 145 ( 4.0%)\       |          |          |
## |     |                    | 7\. Failure to Yield Right-of\  | 119 ( 3.3%)\       |          |          |
## |     |                    | 8\. Driving on Wrong Side of \  | 106 ( 3.0%)\       |          |          |
## |     |                    | 9\. Improper or Erratic Lane \  | 102 ( 2.8%)\       |          |          |
## |     |                    | 10\. Non-Traffic Violation Cha\ | 97 ( 2.7%)\        |          |          |
## |     |                    | 11\. Unknown\                   | 96 ( 2.7%)\        |          |          |
## |     |                    | 12\. Aggressive Driving / Road\ | 48 ( 1.3%)\        |          |          |
## |     |                    | 13\. Police Pursuing this Driv\ | 35 ( 1.0%)\        |          |          |
## |     |                    | 14\. Following Improperly\      | 30 ( 0.8%)\        |          |          |
## |     |                    | 15\. Passing with Insufficient\ | 29 ( 0.8%)\        |          |          |
## |     |                    | 16\. Passing where Prohibited \ | 22 ( 0.6%)\        |          |          |
## |     |                    | 17\. Driver Has a Driving Reco\ | 19 ( 0.5%)\        |          |          |
## |     |                    | 18\. Making Other Improper Tur\ | 17 ( 0.5%)\        |          |          |
## |     |                    | 19\. Driver Has Not Complied W\ | 15 ( 0.4%)\        |          |          |
## |     |                    | 20\. Ice, Snow, Slush, Water, \ | 14 ( 0.4%)\        |          |          |
## |     |                    | 21\. Driving Wrong Way on One-\ | 13 ( 0.4%)\        |          |          |
## |     |                    | 22\. Operating without Require\ | 10 ( 0.3%)\        |          |          |
## |     |                    | 23\. Reaction to or Failure to\ | 10 ( 0.3%)\        |          |          |
## |     |                    | 24\. Driver has not complied w\ | 9 ( 0.3%)\         |          |          |
## |     |                    | 25\. Stopped in Roadway (Vehic\ | 9 ( 0.3%)\         |          |          |
## |     |                    | 26\. Passing on Right Side\     | 8 ( 0.2%)\         |          |          |
## |     |                    | 27\. Operator Inexperience\     | 6 ( 0.2%)\         |          |          |
## |     |                    | 28\. Failing to Dim Lights or \ | 5 ( 0.1%)\         |          |          |
## |     |                    | 29\. Vehicle in Road\           | 5 ( 0.1%)\         |          |          |
## |     |                    | 30\. Intentional Illegal Drivi\ | 4 ( 0.1%)\         |          |          |
## |     |                    | 31\. Tire Blowout or Flat\      | 4 ( 0.1%)\         |          |          |
## |     |                    | 32\. Driving Less than Posted \ | 3 ( 0.1%)\         |          |          |
## |     |                    | 33\. Live Animals in Road\      | 3 ( 0.1%)\         |          |          |
## |     |                    | 34\. Starting or Backing Impro\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 35\. Traveling on Prohibited T\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 36\. Alcohol and/or Drug Test \ | 2 ( 0.1%)\         |          |          |
## |     |                    | 37\. Driving with Tire-Related\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 38\. Failure to Observe Warnin\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 39\. Overloading or Improper L\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 40\. Passing Through or Around\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 41\. Slippery or Loose Surface\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 42\. Unfamiliar with Roadway\   | 2 ( 0.1%)\         |          |          |
## |     |                    | 43\. Making Improper Entry to \ | 1 ( 0.0%)\         |          |          |
## |     |                    | 44\. Mentally Challenged\       | 1 ( 0.0%)\         |          |          |
## |     |                    | 45\. Pedestrian, Pedal Cyclist\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 46\. Severe Crosswind           | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 88  | DR_SF2NAME\        | 1\. None\                       | 2766 (77.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Operating the Vehicle in \  | 123 ( 3.4%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Unknown\                    | 96 ( 2.7%)\        |          |          |
## |     |                    | 4\. Improper Lane Usage\        | 87 ( 2.4%)\        |          |          |
## |     |                    | 5\. Overcorrecting\             | 66 ( 1.8%)\        |          |          |
## |     |                    | 6\. Non-Traffic Violation Cha\  | 65 ( 1.8%)\        |          |          |
## |     |                    | 7\. Driving on Wrong Side of \  | 58 ( 1.6%)\        |          |          |
## |     |                    | 8\. Failure to Obey Actual Tr\  | 44 ( 1.2%)\        |          |          |
## |     |                    | 9\. Careless Driving\           | 40 ( 1.1%)\        |          |          |
## |     |                    | 10\. Improper or Erratic Lane \ | 34 ( 0.9%)\        |          |          |
## |     |                    | 11\. Police Pursuing this Driv\ | 25 ( 0.7%)\        |          |          |
## |     |                    | 12\. Failure to Yield Right-of\ | 22 ( 0.6%)\        |          |          |
## |     |                    | 13\. Aggressive Driving / Road\ | 21 ( 0.6%)\        |          |          |
## |     |                    | 14\. Operating without Require\ | 14 ( 0.4%)\        |          |          |
## |     |                    | 15\. Passing where Prohibited \ | 11 ( 0.3%)\        |          |          |
## |     |                    | 16\. Ice, Snow, Slush, Water, \ | 10 ( 0.3%)\        |          |          |
## |     |                    | 17\. Driver Has Not Complied W\ | 9 ( 0.3%)\         |          |          |
## |     |                    | 18\. Following Improperly\      | 8 ( 0.2%)\         |          |          |
## |     |                    | 19\. Passing with Insufficient\ | 8 ( 0.2%)\         |          |          |
## |     |                    | 20\. Driver Has a Driving Reco\ | 7 ( 0.2%)\         |          |          |
## |     |                    | 21\. Passing on Right Side\     | 7 ( 0.2%)\         |          |          |
## |     |                    | 22\. Making Other Improper Tur\ | 6 ( 0.2%)\         |          |          |
## |     |                    | 23\. Operator Inexperience\     | 6 ( 0.2%)\         |          |          |
## |     |                    | 24\. Driver has not complied w\ | 5 ( 0.1%)\         |          |          |
## |     |                    | 25\. Vehicle in Road\           | 5 ( 0.1%)\         |          |          |
## |     |                    | 26\. Driving with Tire-Related\ | 4 ( 0.1%)\         |          |          |
## |     |                    | 27\. Failing to Dim Lights or \ | 4 ( 0.1%)\         |          |          |
## |     |                    | 28\. Failure to Observe Warnin\ | 4 ( 0.1%)\         |          |          |
## |     |                    | 29\. Tire Blowout or Flat\      | 4 ( 0.1%)\         |          |          |
## |     |                    | 30\. Intentional Illegal Drivi\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 31\. Phantom Vehicle\           | 3 ( 0.1%)\         |          |          |
## |     |                    | 32\. Unfamiliar with Roadway\   | 3 ( 0.1%)\         |          |          |
## |     |                    | 33\. Alcohol and/or Drug Test \ | 2 ( 0.1%)\         |          |          |
## |     |                    | 34\. Driving Wrong Way on One-\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 35\. Making Right Turn From Le\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 36\. Traveling on Prohibited T\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 37\. Getting Off/Out of a Vehi\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 38\. Live Animals in Road\      | 1 ( 0.0%)\         |          |          |
## |     |                    | 39\. Making Improper Entry to \ | 1 ( 0.0%)\         |          |          |
## |     |                    | 40\. Pedestrian, Pedal Cyclist\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 41\. Reaction to or Failure to\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 42\. Slippery or Loose Surface  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 89  | DR_SF3NAME\        | 1\. None\                       | 3289 (91.8%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Unknown\                    | 96 ( 2.7%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Operating the Vehicle in \  | 39 ( 1.1%)\        |          |          |
## |     |                    | 4\. Non-Traffic Violation Cha\  | 28 ( 0.8%)\        |          |          |
## |     |                    | 5\. Overcorrecting\             | 20 ( 0.6%)\        |          |          |
## |     |                    | 6\. Failure to Obey Actual Tr\  | 13 ( 0.4%)\        |          |          |
## |     |                    | 7\. Improper Lane Usage\        | 12 ( 0.3%)\        |          |          |
## |     |                    | 8\. Driver Has Not Complied W\  | 10 ( 0.3%)\        |          |          |
## |     |                    | 9\. Police Pursuing this Driv\  | 10 ( 0.3%)\        |          |          |
## |     |                    | 10\. Improper or Erratic Lane \ | 8 ( 0.2%)\         |          |          |
## |     |                    | 11\. Driving on Wrong Side of \ | 7 ( 0.2%)\         |          |          |
## |     |                    | 12\. Aggressive Driving / Road\ | 6 ( 0.2%)\         |          |          |
## |     |                    | 13\. Careless Driving\          | 6 ( 0.2%)\         |          |          |
## |     |                    | 14\. Following Improperly\      | 6 ( 0.2%)\         |          |          |
## |     |                    | 15\. Driver has not complied w\ | 5 ( 0.1%)\         |          |          |
## |     |                    | 16\. Operator Inexperience\     | 5 ( 0.1%)\         |          |          |
## |     |                    | 17\. Passing where Prohibited \ | 4 ( 0.1%)\         |          |          |
## |     |                    | 18\. Failure to Yield Right-of\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 19\. Passing with Insufficient\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 20\. Live Animals in Road\      | 2 ( 0.1%)\         |          |          |
## |     |                    | 21\. Unfamiliar with Roadway\   | 2 ( 0.1%)\         |          |          |
## |     |                    | 22\. Alcohol and/or Drug Test \ | 1 ( 0.0%)\         |          |          |
## |     |                    | 23\. Debris or Objects in Road\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 24\. Driver Has a Driving Reco\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 25\. Failure to Signal Intenti\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 26\. Getting Off/Out of a Vehi\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 27\. Ice, Snow, Slush, Water, \ | 1 ( 0.0%)\         |          |          |
## |     |                    | 28\. Improper Management of Ve\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 29\. Making Other Improper Tur  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 90  | DR_SF4NAME\        | 1\. None\                       | 3443 (96.1%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Unknown\                    | 96 ( 2.7%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Non-Traffic Violation Cha\  | 8 ( 0.2%)\         |          |          |
## |     |                    | 4\. Careless Driving\           | 7 ( 0.2%)\         |          |          |
## |     |                    | 5\. Operating the Vehicle in \  | 5 ( 0.1%)\         |          |          |
## |     |                    | 6\. Failure to Obey Actual Tr\  | 4 ( 0.1%)\         |          |          |
## |     |                    | 7\. Overcorrecting\             | 4 ( 0.1%)\         |          |          |
## |     |                    | 8\. Ice, Snow, Slush, Water, \  | 3 ( 0.1%)\         |          |          |
## |     |                    | 9\. Improper or Erratic Lane \  | 2 ( 0.1%)\         |          |          |
## |     |                    | 10\. Police Pursuing this Driv\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 11\. Aggressive Driving / Road\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 12\. Driver Has a Driving Reco\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 13\. Driving on Wrong Side of \ | 1 ( 0.0%)\         |          |          |
## |     |                    | 14\. Improper Lane Usage\       | 1 ( 0.0%)\         |          |          |
## |     |                    | 15\. Operating without Require\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 16\. Overloading or Improper L\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 17\. Passing Through or Around\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 18\. Passing with Insufficient  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 91  | VTRAFWAYNAME\      | 1\. Two-Way, Not Divided\       | 2191 (61.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Two-Way,  Divided, Positi\  | 471 (13.1%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Two-Way, Divided, Unprote\  | 331 ( 9.2%)\       |          |          |
## |     |                    | 4\. Two-Way,  Divided, Unprot\  | 270 ( 7.5%)\       |          |          |
## |     |                    | 5\. Two-Way, Not Divided With\  | 215 ( 6.0%)\       |          |          |
## |     |                    | 6\. Entrance/Exit Ramp\         | 52 ( 1.5%)\        |          |          |
## |     |                    | 7\. One-Way Trafficway\         | 39 ( 1.1%)\        |          |          |
## |     |                    | 8\. Non-Trafficway or Drivewa\  | 8 ( 0.2%)\         |          |          |
## |     |                    | 9\. Not Reported\               | 4 ( 0.1%)\         |          |          |
## |     |                    | 10\. Unknown                    | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 92  | VNUM_LANNAME\      | 1\. Two lanes\                  | 2498 (69.7%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Three lanes\                | 397 (11.1%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Four lanes\                 | 289 ( 8.1%)\       |          |          |
## |     |                    | 4\. Five lanes\                 | 245 ( 6.8%)\       |          |          |
## |     |                    | 5\. One lane\                   | 56 ( 1.6%)\        |          |          |
## |     |                    | 6\. Six lanes\                  | 47 ( 1.3%)\        |          |          |
## |     |                    | 7\. Seven or more lanes\        | 34 ( 0.9%)\        |          |          |
## |     |                    | 8\. Non-Trafficway or Drivewa\  | 8 ( 0.2%)\         |          |          |
## |     |                    | 9\. Not Reported                | 8 ( 0.2%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 93  | VSPD_LIMNAME\      | 1\. 55 MPH\                     | 936 (26.1%)\       | 3582\    | 640\     |
## |     | [factor]           | 2\. 45 MPH\                     | 517 (14.4%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. 35 MPH\                     | 381 (10.6%)\       |          |          |
## |     |                    | 4\. 65 MPH\                     | 331 ( 9.2%)\       |          |          |
## |     |                    | 5\. 40 MPH\                     | 267 ( 7.5%)\       |          |          |
## |     |                    | 6\. 70 MPH\                     | 261 ( 7.3%)\       |          |          |
## |     |                    | 7\. 50 MPH\                     | 234 ( 6.5%)\       |          |          |
## |     |                    | 8\. 25 MPH\                     | 181 ( 5.1%)\       |          |          |
## |     |                    | 9\. 30 MPH\                     | 161 ( 4.5%)\       |          |          |
## |     |                    | 10\. 60 MPH\                    | 143 ( 4.0%)\       |          |          |
## |     |                    | 11\. 75 MPH\                    | 77 ( 2.1%)\        |          |          |
## |     |                    | 12\. Not Reported\              | 43 ( 1.2%)\        |          |          |
## |     |                    | 13\. 80 MPH\                    | 19 ( 0.5%)\        |          |          |
## |     |                    | 14\. No Statutory Limit/Non-Tr\ | 11 ( 0.3%)\        |          |          |
## |     |                    | 15\. 20 MPH\                    | 9 ( 0.3%)\         |          |          |
## |     |                    | 16\. Unknown\                   | 8 ( 0.2%)\         |          |          |
## |     |                    | 17\. 15 MPH\                    | 2 ( 0.1%)\         |          |          |
## |     |                    | 18\. 10 MPH                     | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 94  | VALIGNNAME\        | 1\. Straight\                   | 2477 (69.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Curve Left\                 | 512 (14.3%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Curve Right\                | 440 (12.3%)\       |          |          |
## |     |                    | 4\. Not Reported\               | 97 ( 2.7%)\        |          |          |
## |     |                    | 5\. Curve - Unknown Direction\  | 47 ( 1.3%)\        |          |          |
## |     |                    | 6\. Non-Trafficway or Drivewa\  | 8 ( 0.2%)\         |          |          |
## |     |                    | 7\. Unknown                     | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 95  | VPROFILENAME\      | 1\. Level\                      | 2380 (66.4%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Grade, Unknown Slope\       | 333 ( 9.3%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Not Reported\               | 295 ( 8.2%)\       |          |          |
## |     |                    | 4\. Downhill\                   | 273 ( 7.6%)\       |          |          |
## |     |                    | 5\. Uphill\                     | 192 ( 5.4%)\       |          |          |
## |     |                    | 6\. Hillcrest\                  | 82 ( 2.3%)\        |          |          |
## |     |                    | 7\. Sag (Bottom)\               | 16 ( 0.4%)\        |          |          |
## |     |                    | 8\. Non-Trafficway or Drivewa\  | 8 ( 0.2%)\         |          |          |
## |     |                    | 9\. Unknown                     | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 96  | VPAVETYPNAME\      | 1\. Blacktop, Bituminous, or \  | 2438 (68.1%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Not Reported\               | 776 (21.7%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Concrete\                   | 299 ( 8.3%)\       |          |          |
## |     |                    | 4\. Slag, Gravel or Stone\      | 39 ( 1.1%)\        |          |          |
## |     |                    | 5\. Dirt\                       | 17 ( 0.5%)\        |          |          |
## |     |                    | 6\. Non-Trafficway or Drivewa\  | 8 ( 0.2%)\         |          |          |
## |     |                    | 7\. Unknown\                    | 3 ( 0.1%)\         |          |          |
## |     |                    | 8\. Brick or Block\             | 1 ( 0.0%)\         |          |          |
## |     |                    | 9\. Other                       | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 97  | VSURCONDNAME\      | 1\. Dry\                        | 3130 (87.4%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Wet\                        | 368 (10.3%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Snow\                       | 21 ( 0.6%)\        |          |          |
## |     |                    | 4\. Not Reported\               | 18 ( 0.5%)\        |          |          |
## |     |                    | 5\. Ice/Frost\                  | 14 ( 0.4%)\        |          |          |
## |     |                    | 6\. Non-Trafficway or Drivewa\  | 8 ( 0.2%)\         |          |          |
## |     |                    | 7\. Mud, Dirt or Gravel\        | 7 ( 0.2%)\         |          |          |
## |     |                    | 8\. Slush\                      | 6 ( 0.2%)\         |          |          |
## |     |                    | 9\. Unknown\                    | 6 ( 0.2%)\         |          |          |
## |     |                    | 10\. Water (Standing or Moving\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 11\. Oil                        | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 98  | VTRAFCONNAME\      | 1\. No Controls\                | 2995 (83.6%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Traffic control signal(on\  | 171 ( 4.8%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Stop Sign\                  | 154 ( 4.3%)\       |          |          |
## |     |                    | 4\. Traffic control signal (o\  | 83 ( 2.3%)\        |          |          |
## |     |                    | 5\. Warning Sign\               | 69 ( 1.9%)\        |          |          |
## |     |                    | 6\. Other Regulatory Sign\      | 33 ( 0.9%)\        |          |          |
## |     |                    | 7\. Traffic control signal (o\  | 20 ( 0.6%)\        |          |          |
## |     |                    | 8\. Other\                      | 13 ( 0.4%)\        |          |          |
## |     |                    | 9\. Railway Crossing Device\    | 13 ( 0.4%)\        |          |          |
## |     |                    | 10\. Not Reported\              | 6 ( 0.2%)\         |          |          |
## |     |                    | 11\. Yield Sign\                | 6 ( 0.2%)\         |          |          |
## |     |                    | 12\. Flashing Traffic Control \ | 5 ( 0.1%)\         |          |          |
## |     |                    | 13\. Unknown\                   | 5 ( 0.1%)\         |          |          |
## |     |                    | 14\. Unknown Regulatory Sign\   | 4 ( 0.1%)\         |          |          |
## |     |                    | 15\. Other Highway Traffic Sig\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 16\. Person\                    | 2 ( 0.1%)\         |          |          |
## |     |                    | 17\. School Zone Sign/Device    | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 99  | VTCONT_FNAME\      | 1\. No Controls\                | 2995 (83.6%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Device Functioning Proper\  | 574 (16.0%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Not Reported\               | 6 ( 0.2%)\         |          |          |
## |     |                    | 4\. Device Not Functioning\     | 3 ( 0.1%)\         |          |          |
## |     |                    | 5\. Unknown\                    | 3 ( 0.1%)\         |          |          |
## |     |                    | 6\. Device Functioning-Functi   | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 100 | P_CRASH1NAME\      | 1\. Going Straight\             | 2244 (62.6%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Negotiating a Curve\        | 864 (24.1%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Passing or Overtaking Ano\  | 128 ( 3.6%)\       |          |          |
## |     |                    | 4\. Turning Left\               | 117 ( 3.3%)\       |          |          |
## |     |                    | 5\. Changing Lanes\             | 82 ( 2.3%)\        |          |          |
## |     |                    | 6\. Stopped in Roadway\         | 23 ( 0.6%)\        |          |          |
## |     |                    | 7\. Unknown\                    | 20 ( 0.6%)\        |          |          |
## |     |                    | 8\. Other(specify:)\            | 18 ( 0.5%)\        |          |          |
## |     |                    | 9\. Turning Right\              | 18 ( 0.5%)\        |          |          |
## |     |                    | 10\. Decelerating in Road\      | 16 ( 0.4%)\        |          |          |
## |     |                    | 11\. Accelerating in Road\      | 13 ( 0.4%)\        |          |          |
## |     |                    | 12\. Successful Avoidance Mane\ | 9 ( 0.3%)\         |          |          |
## |     |                    | 13\. Making a U-turn\           | 8 ( 0.2%)\         |          |          |
## |     |                    | 14\. Merging\                   | 8 ( 0.2%)\         |          |          |
## |     |                    | 15\. Backing Up (other than fo\ | 6 ( 0.2%)\         |          |          |
## |     |                    | 16\. Disabled or ""Parked"" in\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 17\. No Driver Present / Unkno\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 18\. Starting in Road           | 2 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 101 | P_CRASH2NAME\      | 1\. Off the edge of the road \  | 700 (19.5%)\       | 3582\    | 640\     |
## |     | [factor]           | 2\. Over the lane line on lef\  | 514 (14.3%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Off the edge of the road \  | 506 (14.1%)\       |          |          |
## |     |                    | 4\. Traveling too fast for co\  | 333 ( 9.3%)\       |          |          |
## |     |                    | 5\. Crossing over (passing th\  | 183 ( 5.1%)\       |          |          |
## |     |                    | 6\. From opposite direction  \  | 163 ( 4.6%)\       |          |          |
## |     |                    | 7\. Traveling in opposite dir\  | 131 ( 3.7%)\       |          |          |
## |     |                    | 8\. Traveling in same directi\  | 126 ( 3.5%)\       |          |          |
## |     |                    | 9\. Unknown cause of control \  | 109 ( 3.0%)\       |          |          |
## |     |                    | 10\. Over the lane line on rig\ | 92 ( 2.6%)\        |          |          |
## |     |                    | 11\. Turning Left\              | 89 ( 2.5%)\        |          |          |
## |     |                    | 12\. Pedestrian in road\        | 78 ( 2.2%)\        |          |          |
## |     |                    | 13\. Other vehicle stopped\     | 74 ( 2.1%)\        |          |          |
## |     |                    | 14\. Traveling in same directi\ | 63 ( 1.8%)\        |          |          |
## |     |                    | 15\. From crossing street, acr\ | 58 ( 1.6%)\        |          |          |
## |     |                    | 16\. Other critical precrash e\ | 47 ( 1.3%)\        |          |          |
## |     |                    | 17\. Other cause of control lo\ | 35 ( 1.0%)\        |          |          |
## |     |                    | 18\. Traveling in same directi\ | 29 ( 0.8%)\        |          |          |
## |     |                    | 19\. End departure\             | 28 ( 0.8%)\        |          |          |
## |     |                    | 20\. From crossing street, tur\ | 26 ( 0.7%)\        |          |          |
## |     |                    | 21\. Pedalcyclist or other non\ | 26 ( 0.7%)\        |          |          |
## |     |                    | 22\. Unknown\                   | 18 ( 0.5%)\        |          |          |
## |     |                    | 23\. Animal in road\            | 16 ( 0.4%)\        |          |          |
## |     |                    | 24\. From adjacent lane (same \ | 15 ( 0.4%)\        |          |          |
## |     |                    | 25\. From adjacent lane (same \ | 12 ( 0.3%)\        |          |          |
## |     |                    | 26\. From driveway, turning in\ | 12 ( 0.3%)\        |          |          |
## |     |                    | 27\. Unknown travel direction\  | 11 ( 0.3%)\        |          |          |
## |     |                    | 28\. In crossover\              | 10 ( 0.3%)\        |          |          |
## |     |                    | 29\. Blow out/flat tire\        | 9 ( 0.3%)\         |          |          |
## |     |                    | 30\. Object in road\            | 9 ( 0.3%)\         |          |          |
## |     |                    | 31\. Disabling vehicle failure\ | 6 ( 0.2%)\         |          |          |
## |     |                    | 32\. Turning Right\             | 6 ( 0.2%)\         |          |          |
## |     |                    | 33\. Backing\                   | 5 ( 0.1%)\         |          |          |
## |     |                    | 34\. From opposite direction  \ | 5 ( 0.1%)\         |          |          |
## |     |                    | 35\. Object approaching road\   | 5 ( 0.1%)\         |          |          |
## |     |                    | 36\. Poor road conditions (pud\ | 5 ( 0.1%)\         |          |          |
## |     |                    | 37\. Encroachment by other veh\ | 4 ( 0.1%)\         |          |          |
## |     |                    | 38\. From crossing street, tur\ | 4 ( 0.1%)\         |          |          |
## |     |                    | 39\. From parking Lane/Shoulde\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 40\. Making a U-Turn\           | 3 ( 0.1%)\         |          |          |
## |     |                    | 41\. Pedestrian unknown locati\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 42\. From driveway, intended p\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 43\. Non-disabling vehicle pro\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 44\. Unknown travel direction \ | 2 ( 0.1%)\         |          |          |
## |     |                    | 45\. Animal approaching road\   | 1 ( 0.0%)\         |          |          |
## |     |                    | 46\. From crossing street, int\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 47\. From driveway, across pat\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 48\. From driveway, turning in\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 49\. Pedestrian approaching ro  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 102 | P_CRASH3NAME\      | 1\. Unknown/Not Reported\       | 2096 (58.5%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. No Avoidance Maneuver\      | 781 (21.8%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Steering left\              | 231 ( 6.4%)\       |          |          |
## |     |                    | 4\. Steering right\             | 197 ( 5.5%)\       |          |          |
## |     |                    | 5\. Braking\                    | 153 ( 4.3%)\       |          |          |
## |     |                    | 6\. Braking and steering righ\  | 39 ( 1.1%)\        |          |          |
## |     |                    | 7\. Braking and steering left\  | 36 ( 1.0%)\        |          |          |
## |     |                    | 8\. Other actions (specify:)\   | 17 ( 0.5%)\        |          |          |
## |     |                    | 9\. Braking and Unknown Steer\  | 14 ( 0.4%)\        |          |          |
## |     |                    | 10\. Accelerating\              | 7 ( 0.2%)\         |          |          |
## |     |                    | 11\. Accelerating and steering\ | 6 ( 0.2%)\         |          |          |
## |     |                    | 12\. No Driver Present / Unkno\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 13\. Releasing brakes           | 2 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 103 | PCRASH4NAME\       | 1\. Tracking\                   | 2407 (67.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Precrash stability unknow\  | 431 (12.0%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Skidding longitudinally  \  | 272 ( 7.6%)\       |          |          |
## |     |                    | 4\. Skidding laterally counte\  | 222 ( 6.2%)\       |          |          |
## |     |                    | 5\. Skidding laterally clockw\  | 200 ( 5.6%)\       |          |          |
## |     |                    | 6\. Skidding Laterally, Rotat\  | 43 ( 1.2%)\        |          |          |
## |     |                    | 7\. Other vehicle loss-of-con\  | 4 ( 0.1%)\         |          |          |
## |     |                    | 8\. No Driver Present / Unkno   | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 104 | PCRASH5NAME\       | 1\. Departed roadway\           | 1765 (49.3%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Stayed in original travel\  | 1017 (28.4%)\      | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Stayed on roadway, but le\  | 663 (18.5%)\       |          |          |
## |     |                    | 4\. Returned to roadway\        | 59 ( 1.6%)\        |          |          |
## |     |                    | 5\. Stayed on roadway, not kn\  | 38 ( 1.1%)\        |          |          |
## |     |                    | 6\. Unknown\                    | 18 ( 0.5%)\        |          |          |
## |     |                    | 7\. Remained off roadway\       | 12 ( 0.3%)\        |          |          |
## |     |                    | 8\. Entered roadway\            | 7 ( 0.2%)\         |          |          |
## |     |                    | 9\. No Driver Present / Unkno   | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 105 | DEATHS\            | 1\. 1\                          | 2638 (73.6%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. 0\                          | 621 (17.3%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. 2\                          | 247 ( 6.9%)\       |          |          |
## |     |                    | 4\. 3\                          | 56 ( 1.6%)\        |          |          |
## |     |                    | 5\. 4\                          | 19 ( 0.5%)\        |          |          |
## |     |                    | 6\. 5                           | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 106 | DR_DRINKNAME\      | 1\. No\                         | 2168 (60.5%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Yes                         | 1414 (39.5%)       | (84.8%)  | (15.2%)  |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 107 | TRLR1VINNAME\      | 1\. No Trailing Units\          | 3519 (98.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Not Reported\               | 28 ( 0.8%)\        | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Unknown\                    | 6 ( 0.2%)\         |          |          |
## |     |                    | 4\. 16HPB14217K0\               | 1 ( 0.0%)\         |          |          |
## |     |                    | 5\. 16VNX1426G20\               | 1 ( 0.0%)\         |          |          |
## |     |                    | 6\. 1G9VT4028AH0\               | 1 ( 0.0%)\         |          |          |
## |     |                    | 7\. 1GRAA06215W7\               | 1 ( 0.0%)\         |          |          |
## |     |                    | 8\. 1HLS4M7B0P7T\               | 1 ( 0.0%)\         |          |          |
## |     |                    | 9\. 1JJU372FXYS6\               | 1 ( 0.0%)\         |          |          |
## |     |                    | 10\. 1JJV532D2EL8\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 11\. 1JJV532D5HL9\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 12\. 1JJV532W08L1\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 13\. 1KKVE53267L2\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 14\. 1M9CSFC2XXT4\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 15\. 1M9CU1211CA6\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 16\. 1M9ZN4029WA1\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 17\. 1PLE04223SPD\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 18\. 1TDH430297B1\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 19\. 1TKJ0533X5B0\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 20\. 1UYVS2535H29\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 21\. 1UYVS2537FM4\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 22\. 4P5P81828G12\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 23\. 4U3J048239L0\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 24\. 5htab442867h\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 25\. 5JYFB4824FE0\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 26\. 5MAPA5349JB0\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 27\. 5VNBU2027ET1\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 28\. ARKAVTL06704\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 29\. JN8F423620\                | 1 ( 0.0%)\         |          |          |
## |     |                    | 30\. No VIN Required\           | 1 ( 0.0%)\         |          |          |
## |     |                    | 31\. NOVIN0200549\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 32\. WFN5RUGM7D21               | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 108 | TRLR2VINNAME\      | 1\. No Trailing Units           | 3582 (100.0%)      | 3582\    | 640\     |
## |     | [factor]           |                                 |                    | (84.8%)  | (15.2%)  |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 109 | TRLR3VINNAME\      | 1\. No Trailing Units           | 3582 (100.0%)      | 3582\    | 640\     |
## |     | [factor]           |                                 |                    | (84.8%)  | (15.2%)  |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 110 | PREV_SUS1NAME\     | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 111 | PREV_SUS2NAME\     | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 112 | PREV_SUS3NAME\     | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 113 | MDRDSTRDNAME\      | 1\. Not Distracted\             | 1461 (40.8%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Not Reported\               | 1005 (28.1%)\      | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Unknown if Distracted\      | 797 (22.3%)\       |          |          |
## |     |                    | 4\. Inattention (Inattentive)\  | 94 ( 2.6%)\        |          |          |
## |     |                    | 5\. Other Distraction\          | 29 ( 0.8%)\        |          |          |
## |     |                    | 6\. Distracted by Outside Per\  | 26 ( 0.7%)\        |          |          |
## |     |                    | 7\. By Other Occupant(s)\       | 25 ( 0.7%)\        |          |          |
## |     |                    | 8\. Other Cellular Phone Rela\  | 25 ( 0.7%)\        |          |          |
## |     |                    | 9\. Distraction (Distracted),\  | 20 ( 0.6%)\        |          |          |
## |     |                    | 10\. While Manipulating Cellul\ | 20 ( 0.6%)\        |          |          |
## |     |                    | 11\. Distraction/Inattention\   | 18 ( 0.5%)\        |          |          |
## |     |                    | 12\. While Talking or Listenin\ | 13 ( 0.4%)\        |          |          |
## |     |                    | 13\. While Using or Reaching f\ | 10 ( 0.3%)\        |          |          |
## |     |                    | 14\. Looked But Did Not See\    | 9 ( 0.3%)\         |          |          |
## |     |                    | 15\. Eating or Drinking\        | 8 ( 0.2%)\         |          |          |
## |     |                    | 16\. Adjusting Audio Or Climat\ | 5 ( 0.1%)\         |          |          |
## |     |                    | 17\. Distraction/Careless\      | 4 ( 0.1%)\         |          |          |
## |     |                    | 18\. By a Moving Object in Veh\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 19\. Careless/Inattentive\      | 3 ( 0.1%)\         |          |          |
## |     |                    | 20\. No Driver Present/Unknown\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 21\. Smoking Related\           | 2 ( 0.1%)\         |          |          |
## |     |                    | 22\. While Using Other Compone  | 2 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 114 | DRDISTRACTNAME\    | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 115 | DRIMPAIRNAME\      | 1\. Under the Influence of Al\  | 2028 (56.6%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Unknown if Impaired\        | 659 (18.4%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. None/Apparently Normal\     | 452 (12.6%)\       |          |          |
## |     |                    | 4\. Not Reported\               | 267 ( 7.5%)\       |          |          |
## |     |                    | 5\. Asleep or Fatigued\         | 76 ( 2.1%)\        |          |          |
## |     |                    | 6\. Other Physical Impairment\  | 36 ( 1.0%)\        |          |          |
## |     |                    | 7\. Ill, Blackout\              | 29 ( 0.8%)\        |          |          |
## |     |                    | 8\. Emotional (depressed, ang\  | 21 ( 0.6%)\        |          |          |
## |     |                    | 9\. Physical Impairment - No \  | 10 ( 0.3%)\        |          |          |
## |     |                    | 10\. No Driver Present/Unknown\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 11\. Paraplegic or in a Wheelc  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 116 | MDRMANAVNAME\      | 1\. Not Reported\               | 2184 (61.0%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Driver Did Not Maneuver t\  | 1068 (29.8%)\      | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Motor Vehicle\              | 177 ( 4.9%)\       |          |          |
## |     |                    | 4\. Unknown\                    | 71 ( 2.0%)\        |          |          |
## |     |                    | 5\. Phantom/Non-Contact Motor\  | 49 ( 1.4%)\        |          |          |
## |     |                    | 6\. Pedestrian, Pedalcyclist \  | 14 ( 0.4%)\        |          |          |
## |     |                    | 7\. Live Animal\                | 11 ( 0.3%)\        |          |          |
## |     |                    | 8\. Object\                     | 4 ( 0.1%)\         |          |          |
## |     |                    | 9\. No Driver Present/Unknown\  | 3 ( 0.1%)\         |          |          |
## |     |                    | 10\. Poor Road Conditions (Pud  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 117 | MANEUVERNAME\      | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 118 | MFACTORNAME\       | 1\. None\                       | 3133 (87.5%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Not Reported\               | 175 ( 4.9%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Unknown\                    | 175 ( 4.9%)\       |          |          |
## |     |                    | 4\. Tires\                      | 68 ( 1.9%)\        |          |          |
## |     |                    | 5\. Brake System\               | 9 ( 0.3%)\         |          |          |
## |     |                    | 6\. Head Lights\                | 7 ( 0.2%)\         |          |          |
## |     |                    | 7\. Other\                      | 5 ( 0.1%)\         |          |          |
## |     |                    | 8\. Other Lights\               | 3 ( 0.1%)\         |          |          |
## |     |                    | 9\. Body, Doors\                | 1 ( 0.0%)\         |          |          |
## |     |                    | 10\. Mirrors\                   | 1 ( 0.0%)\         |          |          |
## |     |                    | 11\. Power Train\               | 1 ( 0.0%)\         |          |          |
## |     |                    | 12\. Safety Systems\            | 1 ( 0.0%)\         |          |          |
## |     |                    | 13\. Suspension\                | 1 ( 0.0%)\         |          |          |
## |     |                    | 14\. Vehicle Contributing Fact\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 15\. Windows/Windshield         | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 119 | VEHICLECCNAME\     | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 120 | MVIOLATNNAME\      | 1\. None\                       | 2885 (80.5%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Manslaughter or homicide\   | 293 ( 8.2%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Driving while intoxicated\  | 114 ( 3.2%)\       |          |          |
## |     |                    | 4\. Unknown Violation(s)\       | 66 ( 1.8%)\        |          |          |
## |     |                    | 5\. Unsafe reckless (not will\  | 31 ( 0.9%)\        |          |          |
## |     |                    | 6\. Willful reckless driving;\  | 25 ( 0.7%)\        |          |          |
## |     |                    | 7\. Not Reported\               | 22 ( 0.6%)\        |          |          |
## |     |                    | 8\. Inattentive, careless, im\  | 19 ( 0.5%)\        |          |          |
## |     |                    | 9\. Hit-and-run, fail to stop\  | 16 ( 0.4%)\        |          |          |
## |     |                    | 10\. Driving while impaired\    | 14 ( 0.4%)\        |          |          |
## |     |                    | 11\. Speed related violations,\ | 10 ( 0.3%)\        |          |          |
## |     |                    | 12\. Serious violation resulti\ | 8 ( 0.2%)\         |          |          |
## |     |                    | 13\. Alcohol, drug, or impairm\ | 7 ( 0.2%)\         |          |          |
## |     |                    | 14\. Driving while license wit\ | 6 ( 0.2%)\         |          |          |
## |     |                    | 15\. Lane violations, generall\ | 6 ( 0.2%)\         |          |          |
## |     |                    | 16\. Speeding (above the speed\ | 6 ( 0.2%)\         |          |          |
## |     |                    | 17\. Driving uninsured vehicle\ | 5 ( 0.1%)\         |          |          |
## |     |                    | 18\. Illegal possession of alc\ | 5 ( 0.1%)\         |          |          |
## |     |                    | 19\. Speed greater than reason\ | 5 ( 0.1%)\         |          |          |
## |     |                    | 20\. Fleeing or eluding police\ | 4 ( 0.1%)\         |          |          |
## |     |                    | 21\. Other driver license viol\ | 4 ( 0.1%)\         |          |          |
## |     |                    | 22\. Driving on left, wrong si\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 23\. Failure to require restra\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 24\. No Driver Present/Unknown\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 25\. Turn, yield, signaling vi\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 26\. Driving wrong way on one-\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 27\. Fail to obey traffic cont\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 28\. Fail to yield generally\   | 2 ( 0.1%)\         |          |          |
## |     |                    | 29\. Use of Telecommunications\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 30\. Wrong side, passing, foll\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 31\. Brake violations\          | 1 ( 0.0%)\         |          |          |
## |     |                    | 32\. Fail to give aid, info., \ | 1 ( 0.0%)\         |          |          |
## |     |                    | 33\. Fail to obey stop sign\    | 1 ( 0.0%)\         |          |          |
## |     |                    | 34\. Fail to stop for red sign\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 35\. Improper method & positio\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 36\. Motorcycle equipment viol\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 37\. Non-moving violations gen\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 38\. Other moving violation (c\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 39\. Vehicle registration viol  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 121 | VIOLATIONNAME\     | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 122 | MVISOBSCNAME\      | 1\. No Obstruction Noted\       | 3410 (95.2%)\      | 3582\    | 640\     |
## |     | [factor]           | 2\. Unknown\                    | 119 ( 3.3%)\       | (84.8%)  | (15.2%)  |
## |     |                    | 3\. Rain, Snow, Fog, Smoke, S\  | 15 ( 0.4%)\        |          |          |
## |     |                    | 4\. Curve, Hill or Other Road\  | 8 ( 0.2%)\         |          |          |
## |     |                    | 5\. In-Transport Motor Vehicl\  | 7 ( 0.2%)\         |          |          |
## |     |                    | 6\. Reflected Glare, Bright S\  | 7 ( 0.2%)\         |          |          |
## |     |                    | 7\. Other Visual Obstruction\   | 5 ( 0.1%)\         |          |          |
## |     |                    | 8\. No Driver Present/Unknown\  | 3 ( 0.1%)\         |          |          |
## |     |                    | 9\. Trees, Crops, Vegetation\   | 3 ( 0.1%)\         |          |          |
## |     |                    | 10\. Vision Obscured - No Deta\ | 2 ( 0.1%)\         |          |          |
## |     |                    | 11\. Broken or Improperly Clea\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 12\. Inadequate Vehicle Lighti\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 13\. Not In-Transport Motor Ve  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 123 | VISIONNAME\        | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 124 | PER_NO\            | 1\. 1\                          | 3838 (90.9%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 2\                          | 285 ( 6.8%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. 3\                          | 66 ( 1.6%)\        |          |          |
## |     |                    | 4\. 4\                          | 22 ( 0.5%)\        |          |          |
## |     |                    | 5\. 5\                          | 9 ( 0.2%)\         |          |          |
## |     |                    | 6\. 6                           | 2 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 125 | STR_VEH\           | 1\. 0\                          | 3587 (85.0%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 1\                          | 627 (14.9%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. 2                           | 8 ( 0.2%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 126 | MOD_YEARNAME\      | 1\. (Empty string)\             | 635 (15.0%)\       | 4222\    | 0\       |
## |     | [factor]           | 2\. 2005\                       | 250 ( 5.9%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. 2002\                       | 240 ( 5.7%)\       |          |          |
## |     |                    | 4\. 2003\                       | 229 ( 5.4%)\       |          |          |
## |     |                    | 5\. 2000\                       | 228 ( 5.4%)\       |          |          |
## |     |                    | 6\. 2004\                       | 211 ( 5.0%)\       |          |          |
## |     |                    | 7\. 2006\                       | 206 ( 4.9%)\       |          |          |
## |     |                    | 8\. 2007\                       | 206 ( 4.9%)\       |          |          |
## |     |                    | 9\. 2001\                       | 198 ( 4.7%)\       |          |          |
## |     |                    | 10\. 2008\                      | 157 ( 3.7%)\       |          |          |
## |     |                    | 11\. 1999\                      | 149 ( 3.5%)\       |          |          |
## |     |                    | 12\. 2015\                      | 138 ( 3.3%)\       |          |          |
## |     |                    | 13\. 1998\                      | 129 ( 3.1%)\       |          |          |
## |     |                    | 14\. 2010\                      | 121 ( 2.9%)\       |          |          |
## |     |                    | 15\. 2013\                      | 111 ( 2.6%)\       |          |          |
## |     |                    | 16\. 2012\                      | 106 ( 2.5%)\       |          |          |
## |     |                    | 17\. 2014\                      | 104 ( 2.5%)\       |          |          |
## |     |                    | 18\. 2011\                      | 101 ( 2.4%)\       |          |          |
## |     |                    | 19\. 2009\                      | 99 ( 2.3%)\        |          |          |
## |     |                    | 20\. 1997\                      | 95 ( 2.3%)\        |          |          |
## |     |                    | 21\. 2016\                      | 95 ( 2.3%)\        |          |          |
## |     |                    | 22\. 1995\                      | 77 ( 1.8%)\        |          |          |
## |     |                    | 23\. 1994\                      | 65 ( 1.5%)\        |          |          |
## |     |                    | 24\. 1996\                      | 57 ( 1.4%)\        |          |          |
## |     |                    | 25\. 2017\                      | 39 ( 0.9%)\        |          |          |
## |     |                    | 26\. 1993\                      | 35 ( 0.8%)\        |          |          |
## |     |                    | 27\. 1992\                      | 24 ( 0.6%)\        |          |          |
## |     |                    | 28\. 1989\                      | 17 ( 0.4%)\        |          |          |
## |     |                    | 29\. 1991\                      | 16 ( 0.4%)\        |          |          |
## |     |                    | 30\. 1990\                      | 15 ( 0.4%)\        |          |          |
## |     |                    | 31\. Unknown\                   | 14 ( 0.3%)\        |          |          |
## |     |                    | 32\. 1988\                      | 10 ( 0.2%)\        |          |          |
## |     |                    | 33\. 1985\                      | 8 ( 0.2%)\         |          |          |
## |     |                    | 34\. 1986\                      | 7 ( 0.2%)\         |          |          |
## |     |                    | 35\. 1987\                      | 7 ( 0.2%)\         |          |          |
## |     |                    | 36\. 1984\                      | 5 ( 0.1%)\         |          |          |
## |     |                    | 37\. 1979\                      | 3 ( 0.1%)\         |          |          |
## |     |                    | 38\. 1973\                      | 2 ( 0.0%)\         |          |          |
## |     |                    | 39\. 1974\                      | 2 ( 0.0%)\         |          |          |
## |     |                    | 40\. 1976\                      | 2 ( 0.0%)\         |          |          |
## |     |                    | 41\. 1981\                      | 2 ( 0.0%)\         |          |          |
## |     |                    | 42\. 1982\                      | 2 ( 0.0%)\         |          |          |
## |     |                    | 43\. 1955\                      | 1 ( 0.0%)\         |          |          |
## |     |                    | 44\. 1977\                      | 1 ( 0.0%)\         |          |          |
## |     |                    | 45\. 1980\                      | 1 ( 0.0%)\         |          |          |
## |     |                    | 46\. 1983\                      | 1 ( 0.0%)\         |          |          |
## |     |                    | 47\. 2018                       | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 127 | SEXNAME\           | 1\. Male\                       | 3109 (73.6%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Female\                     | 1110 (26.3%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. Unknown                     | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 128 | PER_TYPNAME\       | 1\. Driver of a Motor Vehicle\  | 3202 (75.8%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Pedestrian\                 | 547 (13.0%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Passenger of a Motor Vehi\  | 371 ( 8.8%)\       |          |          |
## |     |                    | 4\. Bicyclist\                  | 70 ( 1.7%)\        |          |          |
## |     |                    | 5\. Unknown Occupant Type in \  | 9 ( 0.2%)\         |          |          |
## |     |                    | 6\. Person on Personal Convey\  | 8 ( 0.2%)\         |          |          |
## |     |                    | 7\. Persons on Personal Conve\  | 8 ( 0.2%)\         |          |          |
## |     |                    | 8\. Occupant of a Motor Vehic\  | 5 ( 0.1%)\         |          |          |
## |     |                    | 9\. Occupant of a Non-Motor V\  | 1 ( 0.0%)\         |          |          |
## |     |                    | 10\. Persons In/On Buildings    | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 129 | INJ_SEVNAME\       | 1\. Fatal Injury (K)\           | 3268 (77.4%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. No Apparent Injury (O)\     | 254 ( 6.0%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Suspected Serious Injury(\  | 157 ( 3.7%)\       |          |          |
## |     |                    | 4\. Suspected Minor Injury(B)\  | 139 ( 3.3%)\       |          |          |
## |     |                    | 5\. Suspected Serious Injury \  | 136 ( 3.2%)\       |          |          |
## |     |                    | 6\. Suspected Minor Injury (B\  | 131 ( 3.1%)\       |          |          |
## |     |                    | 7\. Possible Injury (C)\        | 111 ( 2.6%)\       |          |          |
## |     |                    | 8\. Unknown/Not Reported\       | 20 ( 0.5%)\        |          |          |
## |     |                    | 9\. Injured, Severity Unknown   | 6 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 130 | SEAT_POSNAME\      | 1\. Front Seat, Left Side\      | 3206 (75.9%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Not a Motor Vehicle Occup\  | 635 (15.0%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Front Seat, Right Side\     | 226 ( 5.4%)\       |          |          |
## |     |                    | 4\. Second Seat, Left Side\     | 59 ( 1.4%)\        |          |          |
## |     |                    | 5\. Second Seat, Right Side\    | 44 ( 1.0%)\        |          |          |
## |     |                    | 6\. Unknown\                    | 17 ( 0.4%)\        |          |          |
## |     |                    | 7\. Riding on Exterior of Veh\  | 8 ( 0.2%)\         |          |          |
## |     |                    | 8\. Second Seat, Middle\        | 7 ( 0.2%)\         |          |          |
## |     |                    | 9\. Front Seat, Unknown\        | 4 ( 0.1%)\         |          |          |
## |     |                    | 10\. Other Passenger in enclos\ | 4 ( 0.1%)\         |          |          |
## |     |                    | 11\. Front Seat, Middle\        | 3 ( 0.1%)\         |          |          |
## |     |                    | 12\. Not Reported\              | 2 ( 0.0%)\         |          |          |
## |     |                    | 13\. Second Seat, Unknown\      | 2 ( 0.0%)\         |          |          |
## |     |                    | 14\. Trailing Unit\             | 2 ( 0.0%)\         |          |          |
## |     |                    | 15\. Other Passenger in unencl\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 16\. Sleeper Section of Cab (T\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 17\. Third Seat, Middle         | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 131 | REST_USENAME\      | 1\. Shoulder and Lap Belt Use\  | 1344 (31.8%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. None Used / Not Applicabl\  | 758 (18.0%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. None Used\                  | 694 (16.4%)\       |          |          |
## |     |                    | 4\. Not a Motor Vehicle Occup\  | 635 (15.0%)\       |          |          |
## |     |                    | 5\. Unknown\                    | 266 ( 6.3%)\       |          |          |
## |     |                    | 6\. No Helmet\                  | 174 ( 4.1%)\       |          |          |
## |     |                    | 7\. Helmet, Unknown if DOT Co\  | 122 ( 2.9%)\       |          |          |
## |     |                    | 8\. DOT-Compliant Motorcycle \  | 113 ( 2.7%)\       |          |          |
## |     |                    | 9\. Restraint Used - Type Unk\  | 40 ( 0.9%)\        |          |          |
## |     |                    | 10\. Helmet, Other than DOT-Co\ | 26 ( 0.6%)\        |          |          |
## |     |                    | 11\. Not Reported\              | 15 ( 0.4%)\        |          |          |
## |     |                    | 12\. Unknown if Helmet Worn\    | 11 ( 0.3%)\        |          |          |
## |     |                    | 13\. Lap Belt Only Used\        | 9 ( 0.2%)\         |          |          |
## |     |                    | 14\. Shoulder Belt Only Used\   | 6 ( 0.1%)\         |          |          |
## |     |                    | 15\. Not Applicable\            | 4 ( 0.1%)\         |          |          |
## |     |                    | 16\. Other\                     | 4 ( 0.1%)\         |          |          |
## |     |                    | 17\. Booster Seat               | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 132 | REST_MISNAME\      | 1\. No\                         | 3570 (84.6%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Not a Motor Vehicle Occup\  | 635 (15.0%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Yes                         | 17 ( 0.4%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 133 | AIR_BAGNAME\       | 1\. Not Deployed\               | 1231 (29.2%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Deployed- Front\            | 1080 (25.6%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. Not a Motor Vehicle Occup\  | 635 (15.0%)\       |          |          |
## |     |                    | 4\. Deployed- Combination\      | 456 (10.8%)\       |          |          |
## |     |                    | 5\. Not Applicable\             | 309 ( 7.3%)\       |          |          |
## |     |                    | 6\. Deployment- Unknown Locat\  | 256 ( 6.1%)\       |          |          |
## |     |                    | 7\. Deployment Unknown\         | 124 ( 2.9%)\       |          |          |
## |     |                    | 8\. Deployed- Side (door, sea\  | 70 ( 1.7%)\        |          |          |
## |     |                    | 9\. Not Reported\               | 41 ( 1.0%)\        |          |          |
## |     |                    | 10\. Deployed- Curtain (roof)\  | 18 ( 0.4%)\        |          |          |
## |     |                    | 11\. Deployed- Other (Knee, ai  | 2 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 134 | EJECTIONNAME\      | 1\. Not Ejected\                | 2474 (58.6%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Not Applicable\             | 1074 (25.4%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. Totally Ejected\            | 503 (11.9%)\       |          |          |
## |     |                    | 4\. Partially Ejected\          | 146 ( 3.5%)\       |          |          |
## |     |                    | 5\. Unknown if Ejected\         | 16 ( 0.4%)\        |          |          |
## |     |                    | 6\. Not Reported\               | 5 ( 0.1%)\         |          |          |
## |     |                    | 7\. Ejected - Unknown Degree    | 4 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 135 | EJ_PATHNAME\       | 1\. Ejection Path Not Applica\  | 3569 (84.5%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Ejection Path Unknown\      | 427 (10.1%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Through Side Window\        | 116 ( 2.7%)\       |          |          |
## |     |                    | 4\. Through Side Door Opening\  | 39 ( 0.9%)\        |          |          |
## |     |                    | 5\. Through Windshield\         | 24 ( 0.6%)\        |          |          |
## |     |                    | 6\. Other Path (e.g., back of\  | 18 ( 0.4%)\        |          |          |
## |     |                    | 7\. Through Back Window\        | 16 ( 0.4%)\        |          |          |
## |     |                    | 8\. Through Roof Opening (sun\  | 12 ( 0.3%)\        |          |          |
## |     |                    | 9\. Through roof (convertible   | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 136 | EXTRICATNAME\      | 1\. Not Extricated or Not App\  | 3518 (83.3%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Extricated\                 | 656 (15.5%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Unknown                     | 48 ( 1.1%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 137 | DRINKINGNAME\      | 1\. No (Alcohol Not Involved)\  | 2076 (49.2%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Yes (Alcohol Involved)\     | 1487 (35.2%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. Not Reported\               | 409 ( 9.7%)\       |          |          |
## |     |                    | 4\. Unknown (Police Reported)   | 250 ( 5.9%)        |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 138 | ALC_DETNAME\       | 1\. Evidential Test (breath, \  | 2479 (58.7%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Not Reported\               | 1500 (35.5%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. Observed\                   | 183 ( 4.3%)\       |          |          |
## |     |                    | 4\. Preliminary Breath Test (\  | 25 ( 0.6%)\        |          |          |
## |     |                    | 5\. Behavioral\                 | 22 ( 0.5%)\        |          |          |
## |     |                    | 6\. Passive Alcohol Sensor (P\  | 8 ( 0.2%)\         |          |          |
## |     |                    | 7\. Other (e.g., Saliva test)   | 5 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 139 | ALC_STATUSNAME\    | 1\. Test Given\                 | 4026 (95.4%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Test Not Given\             | 172 ( 4.1%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. UnKnown if Tested\          | 12 ( 0.3%)\        |          |          |
## |     |                    | 4\. Not Reported\               | 11 ( 0.3%)\        |          |          |
## |     |                    | 5\. Test Refused                | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 140 | ATST_TYPNAME\      | 1\. Blood\                      | 3880 (91.9%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Test Not Given\             | 173 ( 4.1%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Urine\                      | 36 ( 0.9%)\        |          |          |
## |     |                    | 4\. Preliminary Breath Test (\  | 26 ( 0.6%)\        |          |          |
## |     |                    | 5\. Not Reported\               | 24 ( 0.6%)\        |          |          |
## |     |                    | 6\. Vitreous\                   | 21 ( 0.5%)\        |          |          |
## |     |                    | 7\. Other Test Type\            | 19 ( 0.5%)\        |          |          |
## |     |                    | 8\. Breath Test (AC)\           | 12 ( 0.3%)\        |          |          |
## |     |                    | 9\. Unknown if Tested\          | 12 ( 0.3%)\        |          |          |
## |     |                    | 10\. Unknown Test Type\         | 8 ( 0.2%)\         |          |          |
## |     |                    | 11\. Blood Plasma/Serum\        | 7 ( 0.2%)\         |          |          |
## |     |                    | 12\. Liver                      | 4 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 141 | DRUGSNAME\         | 1\. Yes (drugs involved)\       | 3838 (90.9%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Not Reported\               | 232 ( 5.5%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. No (drugs not involved)\    | 103 ( 2.4%)\       |          |          |
## |     |                    | 4\. Unknown                     | 49 ( 1.2%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 142 | DRUG_DETNAME\      | 1\. Evidential Test (Blood, U\  | 2772 (65.7%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Not Reported\               | 1093 (25.9%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. Other\                      | 273 ( 6.5%)\       |          |          |
## |     |                    | 4\. Drug Recognition Expert (\  | 49 ( 1.2%)\        |          |          |
## |     |                    | 5\. Behavioral                  | 35 ( 0.8%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 143 | DSTATUSNAME\       | 1\. Test Given                  | 4222 (100.0%)      | 4222\    | 0\       |
## |     | [factor]           |                                 |                    | (100.0%) | (0.0%)   |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 144 | DRUGTST1NAME\      | 1\. Blood\                      | 3777 (89.5%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Both: Blood and Urine Tes\  | 203 ( 4.8%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Urine\                      | 169 ( 4.0%)\       |          |          |
## |     |                    | 4\. Other Test Type\            | 38 ( 0.9%)\        |          |          |
## |     |                    | 5\. Not Reported\               | 25 ( 0.6%)\        |          |          |
## |     |                    | 6\. Unknown Test Type\          | 9 ( 0.2%)\         |          |          |
## |     |                    | 7\. Test Not Given              | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 145 | DRUGTST2NAME\      | 1\. Blood\                      | 3726 (88.3%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Urine\                      | 214 ( 5.1%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Both: Blood and Urine Tes\  | 198 ( 4.7%)\       |          |          |
## |     |                    | 4\. Other Test Type\            | 41 ( 1.0%)\        |          |          |
## |     |                    | 5\. Not Reported\               | 25 ( 0.6%)\        |          |          |
## |     |                    | 6\. Test Not Given\             | 11 ( 0.3%)\        |          |          |
## |     |                    | 7\. Unknown Test Type           | 7 ( 0.2%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 146 | DRUGTST3NAME\      | 1\. Test Not Given\             | 2136 (50.6%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Blood\                      | 1808 (42.8%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. Urine\                      | 127 ( 3.0%)\       |          |          |
## |     |                    | 4\. Both: Blood and Urine Tes\  | 119 ( 2.8%)\       |          |          |
## |     |                    | 5\. Other Test Type\            | 20 ( 0.5%)\        |          |          |
## |     |                    | 6\. Not Reported\               | 9 ( 0.2%)\         |          |          |
## |     |                    | 7\. Unknown Test Type\          | 2 ( 0.0%)\         |          |          |
## |     |                    | 8\. Unknown if Tested           | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 147 | HOSPITALNAME\      | 1\. Not Transported\            | 2479 (58.7%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. EMS Ground\                 | 1474 (34.9%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. EMS Air\                    | 195 ( 4.6%)\       |          |          |
## |     |                    | 4\. EMS Unknown Mode\           | 19 ( 0.5%)\        |          |          |
## |     |                    | 5\. Not Reported\               | 17 ( 0.4%)\        |          |          |
## |     |                    | 6\. Law Enforcement\            | 13 ( 0.3%)\        |          |          |
## |     |                    | 7\. Transported  Unknown Sour\  | 13 ( 0.3%)\        |          |          |
## |     |                    | 8\. Other\                      | 10 ( 0.2%)\        |          |          |
## |     |                    | 9\. Unknown                     | 2 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 148 | DOANAME\           | 1\. Died at Scene\              | 2147 (50.9%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Not Applicable\             | 2030 (48.1%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. Died En Route\              | 44 ( 1.0%)\        |          |          |
## |     |                    | 4\. Unknown                     | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 149 | DEATH_DANAME\      | 1\. Not Applicable (Non-Fatal\  | 954 (22.6%)\       | 4222\    | 0\       |
## |     | [factor]           | 2\. 13\                         | 125 ( 3.0%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. 4\                          | 123 ( 2.9%)\       |          |          |
## |     |                    | 4\. 19\                         | 116 ( 2.7%)\       |          |          |
## |     |                    | 5\. 24\                         | 114 ( 2.7%)\       |          |          |
## |     |                    | 6\. 5\                          | 114 ( 2.7%)\       |          |          |
## |     |                    | 7\. 16\                         | 113 ( 2.7%)\       |          |          |
## |     |                    | 8\. 17\                         | 112 ( 2.7%)\       |          |          |
## |     |                    | 9\. 21\                         | 112 ( 2.7%)\       |          |          |
## |     |                    | 10\. 6\                         | 112 ( 2.7%)\       |          |          |
## |     |                    | 11\. 1\                         | 111 ( 2.6%)\       |          |          |
## |     |                    | 12\. 2\                         | 111 ( 2.6%)\       |          |          |
## |     |                    | 13\. 25\                        | 110 ( 2.6%)\       |          |          |
## |     |                    | 14\. 27\                        | 110 ( 2.6%)\       |          |          |
## |     |                    | 15\. 28\                        | 110 ( 2.6%)\       |          |          |
## |     |                    | 16\. 9\                         | 109 ( 2.6%)\       |          |          |
## |     |                    | 17\. 15\                        | 107 ( 2.5%)\       |          |          |
## |     |                    | 18\. 23\                        | 107 ( 2.5%)\       |          |          |
## |     |                    | 19\. 7\                         | 106 ( 2.5%)\       |          |          |
## |     |                    | 20\. 12\                        | 105 ( 2.5%)\       |          |          |
## |     |                    | 21\. 26\                        | 104 ( 2.5%)\       |          |          |
## |     |                    | 22\. 14\                        | 103 ( 2.4%)\       |          |          |
## |     |                    | 23\. 29\                        | 103 ( 2.4%)\       |          |          |
## |     |                    | 24\. 8\                         | 103 ( 2.4%)\       |          |          |
## |     |                    | 25\. 30\                        | 102 ( 2.4%)\       |          |          |
## |     |                    | 26\. 11\                        | 99 ( 2.3%)\        |          |          |
## |     |                    | 27\. 18\                        | 96 ( 2.3%)\        |          |          |
## |     |                    | 28\. 3\                         | 96 ( 2.3%)\        |          |          |
## |     |                    | 29\. 10\                        | 91 ( 2.2%)\        |          |          |
## |     |                    | 30\. 22\                        | 88 ( 2.1%)\        |          |          |
## |     |                    | 31\. 20\                        | 87 ( 2.1%)\        |          |          |
## |     |                    | 32\. 31\                        | 62 ( 1.5%)\        |          |          |
## |     |                    | 33\. Unknown                    | 7 ( 0.2%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 150 | DEATH_MONAME\      | 1\. Not Applicable (Non-Fatal\  | 954 (22.6%)\       | 4222\    | 0\       |
## |     | [factor]           | 2\. August\                     | 321 ( 7.6%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. September\                  | 316 ( 7.5%)\       |          |          |
## |     |                    | 4\. October\                    | 307 ( 7.3%)\       |          |          |
## |     |                    | 5\. July\                       | 292 ( 6.9%)\       |          |          |
## |     |                    | 6\. November\                   | 285 ( 6.8%)\       |          |          |
## |     |                    | 7\. January\                    | 270 ( 6.4%)\       |          |          |
## |     |                    | 8\. May\                        | 266 ( 6.3%)\       |          |          |
## |     |                    | 9\. April\                      | 253 ( 6.0%)\       |          |          |
## |     |                    | 10\. March\                     | 250 ( 5.9%)\       |          |          |
## |     |                    | 11\. June\                      | 239 ( 5.7%)\       |          |          |
## |     |                    | 12\. February\                  | 235 ( 5.6%)\       |          |          |
## |     |                    | 13\. December\                  | 231 ( 5.5%)\       |          |          |
## |     |                    | 14\. Unknown                    | 3 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 151 | DEATH_YRNAME\      | 1\. 2017\                       | 1766 (41.8%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. 2016\                       | 1500 (35.5%)\      | (100.0%) | (0.0%)   |
## |     |                    | 3\. Not Applicable (Non-fatal\  | 954 (22.6%)\       |          |          |
## |     |                    | 4\. 2018                        | 2 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 152 | DEATH_HRNAME\      | 1\. Not Applicable (Non-fatal\  | 954 (22.6%)\       | 4222\    | 0\       |
## |     | [factor]           | 2\. 20:00-20:59\                | 189 ( 4.5%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. 21:00-21:59\                | 183 ( 4.3%)\       |          |          |
## |     |                    | 4\. 22:00-22:59\                | 177 ( 4.2%)\       |          |          |
## |     |                    | 5\. 23:00-23:59\                | 175 ( 4.1%)\       |          |          |
## |     |                    | 6\. 19:00-19:59\                | 161 ( 3.8%)\       |          |          |
## |     |                    | 7\. 2:00-2:59\                  | 156 ( 3.7%)\       |          |          |
## |     |                    | 8\. 18:00-18:59\                | 152 ( 3.6%)\       |          |          |
## |     |                    | 9\. 0:00-0:59\                  | 146 ( 3.5%)\       |          |          |
## |     |                    | 10\. 3:00-3:59\                 | 144 ( 3.4%)\       |          |          |
## |     |                    | 11\. 15:00-15:59\               | 141 ( 3.3%)\       |          |          |
## |     |                    | 12\. 17:00-17:59\               | 139 ( 3.3%)\       |          |          |
## |     |                    | 13\. 14:00-14:59\               | 131 ( 3.1%)\       |          |          |
## |     |                    | 14\. 16:00-16:59\               | 129 ( 3.1%)\       |          |          |
## |     |                    | 15\. 1:00-1:59\                 | 124 ( 2.9%)\       |          |          |
## |     |                    | 16\. 6:00-6:59\                 | 123 ( 2.9%)\       |          |          |
## |     |                    | 17\. Unknown\                   | 123 ( 2.9%)\       |          |          |
## |     |                    | 18\. 13:00-13:59\               | 122 ( 2.9%)\       |          |          |
## |     |                    | 19\. 4:00-4:59\                 | 117 ( 2.8%)\       |          |          |
## |     |                    | 20\. 5:00-5:59\                 | 116 ( 2.7%)\       |          |          |
## |     |                    | 21\. 7:00-7:59\                 | 111 ( 2.6%)\       |          |          |
## |     |                    | 22\. 12:00-12:59\               | 99 ( 2.3%)\        |          |          |
## |     |                    | 23\. 10:00-10:59\               | 86 ( 2.0%)\        |          |          |
## |     |                    | 24\. 11:00-11:59\               | 82 ( 1.9%)\        |          |          |
## |     |                    | 25\. 8:00-8:59\                 | 73 ( 1.7%)\        |          |          |
## |     |                    | 26\. 9:00-9:59                  | 69 ( 1.6%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 153 | P_SF1NAME\         | 1\. None\                       | 4186 (99.1%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Traveling on Prohibited T\  | 13 ( 0.3%)\        | (100.0%) | (0.0%)   |
## |     |                    | 3\. Interfering With Driver\    | 4 ( 0.1%)\         |          |          |
## |     |                    | 4\. Motorized Wheelchair Ride\  | 4 ( 0.1%)\         |          |          |
## |     |                    | 5\. Non-Motorist Pushing a Ve\  | 3 ( 0.1%)\         |          |          |
## |     |                    | 6\. Mentally Challenged\        | 2 ( 0.0%)\         |          |          |
## |     |                    | 7\. Pedestrian, Pedal Cyclist\  | 2 ( 0.0%)\         |          |          |
## |     |                    | 8\. Unknown\                    | 2 ( 0.0%)\         |          |          |
## |     |                    | 9\. Curve, Hill, or Other Des\  | 1 ( 0.0%)\         |          |          |
## |     |                    | 10\. Emergency Services Person\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 11\. Inadequate Lighting Syste\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 12\. Mother of Dead Fetus/Infa\ | 1 ( 0.0%)\         |          |          |
## |     |                    | 13\. Non-Driver Flees Scene\    | 1 ( 0.0%)\         |          |          |
## |     |                    | 14\. Portable Electronic Devic  | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 154 | P_SF2NAME\         | 1\. None\                       | 4220 (100.0%)\     | 4222\    | 0\       |
## |     | [factor]           | 2\. Unknown                     | 2 (  0.0%)         | (100.0%) | (0.0%)   |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 155 | P_SF3NAME\         | 1\. None\                       | 4220 (100.0%)\     | 4222\    | 0\       |
## |     | [factor]           | 2\. Unknown                     | 2 (  0.0%)         | (100.0%) | (0.0%)   |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 156 | WORK_INJNAME\      | 1\. No\                         | 3080 (73.0%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Not Applicable (not a fat\  | 954 (22.6%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Unknown\                    | 132 ( 3.1%)\       |          |          |
## |     |                    | 4\. Yes                         | 56 ( 1.3%)         |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 157 | HISPANICNAME\      | 1\. Non-Hispanic\               | 2628 (62.2%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Not A Fatality (not Appli\  | 954 (22.6%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Mexican\                    | 214 ( 5.1%)\       |          |          |
## |     |                    | 4\. Unknown\                    | 183 ( 4.3%)\       |          |          |
## |     |                    | 5\. Hispanic, Origin Not Spec\  | 173 ( 4.1%)\       |          |          |
## |     |                    | 6\. Puerto Rican\               | 41 ( 1.0%)\        |          |          |
## |     |                    | 7\. Central or South American\  | 18 ( 0.4%)\        |          |          |
## |     |                    | 8\. Cuban\                      | 7 ( 0.2%)\         |          |          |
## |     |                    | 9\. European Spanish            | 4 ( 0.1%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 158 | RACENAME\          | 1\. White\                      | 2588 (61.3%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Not a Fatality (not Appli\  | 954 (22.6%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Black\                      | 463 (11.0%)\       |          |          |
## |     |                    | 4\. Unknown\                    | 83 ( 2.0%)\        |          |          |
## |     |                    | 5\. American Indian (includes\  | 27 ( 0.6%)\        |          |          |
## |     |                    | 6\. All other races\            | 26 ( 0.6%)\        |          |          |
## |     |                    | 7\. American Indian (includes\  | 25 ( 0.6%)\        |          |          |
## |     |                    | 8\. Filipino\                   | 12 ( 0.3%)\        |          |          |
## |     |                    | 9\. Multiple Races (individua\  | 11 ( 0.3%)\        |          |          |
## |     |                    | 10\. Hawaiian (includes Part-H\ | 9 ( 0.2%)\         |          |          |
## |     |                    | 11\. Asian Indian\              | 6 ( 0.1%)\         |          |          |
## |     |                    | 12\. Vietnamese\                | 5 ( 0.1%)\         |          |          |
## |     |                    | 13\. Other Asian or Pacific Is\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 14\. Other Indian (includes So\ | 3 ( 0.1%)\         |          |          |
## |     |                    | 15\. Asian or Pacific Islander\ | 2 ( 0.0%)\         |          |          |
## |     |                    | 16\. Japanese\                  | 2 ( 0.0%)\         |          |          |
## |     |                    | 17\. Guamanian\                 | 1 ( 0.0%)\         |          |          |
## |     |                    | 18\. Korean\                    | 1 ( 0.0%)\         |          |          |
## |     |                    | 19\. Samoan                     | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 159 | LOCATIONNAME\      | 1\. Occupant of a Motor Vehic\  | 3587 (85.0%)\      | 4222\    | 0\       |
## |     | [factor]           | 2\. Not at Intersection - On \  | 458 (10.8%)\       | (100.0%) | (0.0%)   |
## |     |                    | 3\. Not at Intersection - On \  | 41 ( 1.0%)\        |          |          |
## |     |                    | 4\. At Intersection - In Mark\  | 34 ( 0.8%)\        |          |          |
## |     |                    | 5\. At Intersection - Not In \  | 26 ( 0.6%)\        |          |          |
## |     |                    | 6\. Shoulder/Roadside\          | 24 ( 0.6%)\        |          |          |
## |     |                    | 7\. Sidewalk\                   | 15 ( 0.4%)\        |          |          |
## |     |                    | 8\. At Intersection-Unmarked \  | 9 ( 0.2%)\         |          |          |
## |     |                    | 9\. Unknown Location\           | 6 ( 0.1%)\         |          |          |
## |     |                    | 10\. At Intersection - Unknown\ | 4 ( 0.1%)\         |          |          |
## |     |                    | 11\. Non- Trafficway Area\      | 4 ( 0.1%)\         |          |          |
## |     |                    | 12\. Not Reported\              | 4 ( 0.1%)\         |          |          |
## |     |                    | 13\. Driveway Access\           | 3 ( 0.1%)\         |          |          |
## |     |                    | 14\. Median/Crossing Island\    | 2 ( 0.0%)\         |          |          |
## |     |                    | 15\. Not at Intersection - In \ | 2 ( 0.0%)\         |          |          |
## |     |                    | 16\. Bicycle Lane\              | 1 ( 0.0%)\         |          |          |
## |     |                    | 17\. Other\                     | 1 ( 0.0%)\         |          |          |
## |     |                    | 18\. Parking Lane/Zone          | 1 ( 0.0%)          |          |          |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 160 | HELM_USENAME\      | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 161 | HELM_MISNAME\      | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 162 | VPICMAKENAME\      | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 163 | VPICMODEL\         | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 164 | VPICMODELNAME\     | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 165 | VPICBODYCLASSNAME\ | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+
## | 166 | ICFINALBODYNAME\   | No levels defined               | All NA's           | 0\       | 4222\    |
## |     | [factor]           |                                 |                    | (0.0%)   | (100.0%) |
## +-----+--------------------+---------------------------------+--------------------+----------+----------+

Comparison with All FARS

dat3= dat2[, c("MONTHNAME", "DAY_WEEKNAME",  "HOURNAME", "VE_TOTAL", "VEH_NO", "PER_NO", 
               "NUMOCCS", "ROUTENAME", "RUR_URBNAME", "FUNC_SYSNAME", 
               "RD_OWNERNAME", "HARM_EVNAME", "MAN_COLLNAME", 
               "TYP_INTNAME", "LGT_CONDNAME", "WEATHERNAME", 
               "CF1NAME", "BODY_TYPNAME", "TRAV_SPNAME", "M_HARMNAME", 
               "L_RESTRINAME", "SPEEDRELNAME", "DR_SF1NAME", 
               "VTRAFWAYNAME", "VNUM_LANNAME", "VSPD_LIMNAME", 
               "VALIGNNAME", "VPROFILENAME", "VSURCONDNAME", 
               "VTRAFCONNAME", "VTCONT_FNAME", "P_CRASH1NAME", 
               "ACC_TYPENAME", "AGENAME", "SEXNAME", "ALC_RESNAME", 
               "WORK_INJNAME", "HISPANICNAME", "RACENAME")]
dim(dat3)
## [1] 4222   39
datt= dat[, c("MONTHNAME", "DAY_WEEKNAME",  "HOURNAME", "VE_TOTAL", "VEH_NO", "PER_NO", 
              "NUMOCCS", "ROUTENAME", "RUR_URBNAME", "FUNC_SYSNAME", 
              "RD_OWNERNAME", "HARM_EVNAME", "MAN_COLLNAME", 
              "TYP_INTNAME", "LGT_CONDNAME", "WEATHERNAME", 
              "CF1NAME", "BODY_TYPNAME", "TRAV_SPNAME", "M_HARMNAME", 
              "L_RESTRINAME", "SPEEDRELNAME", "DR_SF1NAME", 
              "VTRAFWAYNAME", "VNUM_LANNAME", "VSPD_LIMNAME", 
              "VALIGNNAME", "VPROFILENAME", "VSURCONDNAME", 
              "VTRAFCONNAME", "VTCONT_FNAME", "P_CRASH1NAME", 
              "ACC_TYPENAME", "AGENAME", "SEXNAME", "ALC_RESNAME", 
              "WORK_INJNAME", "HISPANICNAME", "RACENAME")]


library(dplyr)
library(tidyr)
library(DT)


# Step 1: Select character/factor variables to compare
vars_to_compare <- datt %>%
  select(where(~is.character(.x) || is.factor(.x))) %>%
  names()

get_count_and_percentage <- function(data, variable) {
  data %>%
    filter(!is.na(.data[[variable]]) & .data[[variable]] != "") %>%  # Exclude NA/blank
    count(Value = .data[[variable]]) %>%
    mutate(Percentage = 100 * n / sum(n)) %>%  # Use `n` before renaming
    rename(Count = n)
}

# Step 3: Loop through variables and compare
comparison_list <- lapply(vars_to_compare, function(var) {
  orig <- get_count_and_percentage(datt, var) %>%
    rename(Orig_Count = Count, Orig_Perc = Percentage)
  
  sub <- get_count_and_percentage(dat3, var) %>%
    rename(Sub_Count = Count, Sub_Perc = Percentage)
  
  merged <- full_join(orig, sub, by = "Value") %>%
    mutate(Variable = var) %>%
    replace_na(list(Orig_Count = 0, Sub_Count = 0, Orig_Perc = 0, Sub_Perc = 0)) %>%
    mutate(
      Orig_Perc = round(Orig_Perc, 3),
      Sub_Perc = round(Sub_Perc, 3),
      Diff = round(Sub_Perc - Orig_Perc, 3)
    ) %>%
    arrange(Sub_Perc)
})

# Step 4: Combine into one data frame
comparison_df <- bind_rows(comparison_list) %>%
  select(Variable, Value, Orig_Count, Sub_Count, Orig_Perc, Sub_Perc, Diff)

# Step 5: Visualize with colored difference
DT::datatable(comparison_df, options = list(pageLength = 25)) %>%
  DT::formatStyle(
    'Diff',
    color = DT::styleInterval(0, c('red', 'green'))  # red for negative, green for positive
  )