rm(list=ls(all=t))

Setup filenames

filename <- "Section_6" # !!!Update filename
functions_vers <-  "functions_1.8.R" # !!!Update helper functions file

Setup data, functions and create dictionary for dataset review

source (functions_vers)

Visually inspect variables in "dictionary.csv" and flag for risk, using the following flags:

# Direct PII: Respondent Names, Addresses, Identification Numbers, Phone Numbers
# Direct PII-team: Interviewer Names, other field team names 
# Indirect PII-ordinal: Date of birth, Age, income, education, household composition. 
# Indirect PII-categorical: Gender, education, ethnicity, nationality,
# occupation, employer, head of household, marital status
# GPS: Longitude, Latitude
# Small Location: Location (<100,000) 
# Large Location (>100,000)
# Weight: weightVar
# Household ID:  hhId, 
# Open-ends: Review responses for any sensitive information, redact as necessary 

Direct PII: variables to be removed

# !!!No Direct PII

Direct PII-team: Encode field team names

# !!!No Direct PII-team

Small locations: Encode locations with pop <100,000 using random large numbers

# !!!No small locations

Indirect PII - Ordinal: Global recode or Top/bottom coding for extreme values

# Focus on variables with a "Lowest Freq" in dictionary of 30 or less. 

pctile_99.5_eh_s6q71_1<- floor(quantile(na.exclude(mydata$eh_s6q71_1)[na.exclude(mydata$eh_s6q71_1)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_1<- floor(quantile(na.exclude(mydata$eh_s6q72_1)[na.exclude(mydata$eh_s6q72_1)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_1<- floor(quantile(na.exclude(mydata$eh_s6q76_1)[na.exclude(mydata$eh_s6q76_1)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_2<- floor(quantile(na.exclude(mydata$eh_s6q71_2)[na.exclude(mydata$eh_s6q71_2)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_2<- floor(quantile(na.exclude(mydata$eh_s6q72_2)[na.exclude(mydata$eh_s6q72_2)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_2<- floor(quantile(na.exclude(mydata$eh_s6q76_2)[na.exclude(mydata$eh_s6q76_2)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_3<- floor(quantile(na.exclude(mydata$eh_s6q71_3)[na.exclude(mydata$eh_s6q71_3)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_3<- floor(quantile(na.exclude(mydata$eh_s6q72_3)[na.exclude(mydata$eh_s6q72_3)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_3<- floor(quantile(na.exclude(mydata$eh_s6q76_3)[na.exclude(mydata$eh_s6q76_3)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_4<- floor(quantile(na.exclude(mydata$eh_s6q71_4)[na.exclude(mydata$eh_s6q71_4)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_4<- floor(quantile(na.exclude(mydata$eh_s6q72_4)[na.exclude(mydata$eh_s6q72_4)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_4<- floor(quantile(na.exclude(mydata$eh_s6q76_4)[na.exclude(mydata$eh_s6q76_4)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_5<- floor(quantile(na.exclude(mydata$eh_s6q71_5)[na.exclude(mydata$eh_s6q71_5)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_5<- floor(quantile(na.exclude(mydata$eh_s6q72_5)[na.exclude(mydata$eh_s6q72_5)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_5<- floor(quantile(na.exclude(mydata$eh_s6q76_5)[na.exclude(mydata$eh_s6q76_5)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_6<- floor(quantile(na.exclude(mydata$eh_s6q71_6)[na.exclude(mydata$eh_s6q71_6)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_6<- floor(quantile(na.exclude(mydata$eh_s6q72_6)[na.exclude(mydata$eh_s6q72_6)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_6<- floor(quantile(na.exclude(mydata$eh_s6q76_6)[na.exclude(mydata$eh_s6q76_6)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_7<- floor(quantile(na.exclude(mydata$eh_s6q71_7)[na.exclude(mydata$eh_s6q71_7)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_7<- floor(quantile(na.exclude(mydata$eh_s6q72_7)[na.exclude(mydata$eh_s6q72_7)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_7<- floor(quantile(na.exclude(mydata$eh_s6q76_7)[na.exclude(mydata$eh_s6q76_7)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_8<- floor(quantile(na.exclude(mydata$eh_s6q71_8)[na.exclude(mydata$eh_s6q71_8)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_8<- floor(quantile(na.exclude(mydata$eh_s6q72_8)[na.exclude(mydata$eh_s6q72_8)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_8<- floor(quantile(na.exclude(mydata$eh_s6q76_8)[na.exclude(mydata$eh_s6q76_8)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_9<- floor(quantile(na.exclude(mydata$eh_s6q71_9)[na.exclude(mydata$eh_s6q71_9)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_9<- floor(quantile(na.exclude(mydata$eh_s6q72_9)[na.exclude(mydata$eh_s6q72_9)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_9<- floor(quantile(na.exclude(mydata$eh_s6q76_9)[na.exclude(mydata$eh_s6q76_9)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_10<- floor(quantile(na.exclude(mydata$eh_s6q71_10)[na.exclude(mydata$eh_s6q71_10)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_10<- floor(quantile(na.exclude(mydata$eh_s6q72_10)[na.exclude(mydata$eh_s6q72_10)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_10<- floor(quantile(na.exclude(mydata$eh_s6q76_10)[na.exclude(mydata$eh_s6q76_10)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_11<- floor(quantile(na.exclude(mydata$eh_s6q71_11)[na.exclude(mydata$eh_s6q71_11)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_11<- floor(quantile(na.exclude(mydata$eh_s6q72_11)[na.exclude(mydata$eh_s6q72_11)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_11<- floor(quantile(na.exclude(mydata$eh_s6q76_11)[na.exclude(mydata$eh_s6q76_11)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_12<- floor(quantile(na.exclude(mydata$eh_s6q71_12)[na.exclude(mydata$eh_s6q71_12)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_12<- floor(quantile(na.exclude(mydata$eh_s6q72_12)[na.exclude(mydata$eh_s6q72_12)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_12<- floor(quantile(na.exclude(mydata$eh_s6q76_12)[na.exclude(mydata$eh_s6q76_12)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_13<- floor(quantile(na.exclude(mydata$eh_s6q71_13)[na.exclude(mydata$eh_s6q71_13)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_13<- floor(quantile(na.exclude(mydata$eh_s6q72_13)[na.exclude(mydata$eh_s6q72_13)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_13<- floor(quantile(na.exclude(mydata$eh_s6q76_13)[na.exclude(mydata$eh_s6q76_13)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_14<- floor(quantile(na.exclude(mydata$eh_s6q71_14)[na.exclude(mydata$eh_s6q71_14)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_14<- floor(quantile(na.exclude(mydata$eh_s6q72_14)[na.exclude(mydata$eh_s6q72_14)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_14<- floor(quantile(na.exclude(mydata$eh_s6q76_14)[na.exclude(mydata$eh_s6q76_14)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_15<- floor(quantile(na.exclude(mydata$eh_s6q71_15)[na.exclude(mydata$eh_s6q71_15)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_15<- floor(quantile(na.exclude(mydata$eh_s6q72_15)[na.exclude(mydata$eh_s6q72_15)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_15<- floor(quantile(na.exclude(mydata$eh_s6q76_15)[na.exclude(mydata$eh_s6q76_15)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_16<- floor(quantile(na.exclude(mydata$eh_s6q71_16)[na.exclude(mydata$eh_s6q71_16)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_16<- floor(quantile(na.exclude(mydata$eh_s6q72_16)[na.exclude(mydata$eh_s6q72_16)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_16<- floor(quantile(na.exclude(mydata$eh_s6q76_16)[na.exclude(mydata$eh_s6q76_16)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_17<- floor(quantile(na.exclude(mydata$eh_s6q71_17)[na.exclude(mydata$eh_s6q71_17)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_17<- floor(quantile(na.exclude(mydata$eh_s6q72_17)[na.exclude(mydata$eh_s6q72_17)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_17<- floor(quantile(na.exclude(mydata$eh_s6q76_17)[na.exclude(mydata$eh_s6q76_17)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_18<- floor(quantile(na.exclude(mydata$eh_s6q71_18)[na.exclude(mydata$eh_s6q71_18)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_18<- floor(quantile(na.exclude(mydata$eh_s6q72_18)[na.exclude(mydata$eh_s6q72_18)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_18<- floor(quantile(na.exclude(mydata$eh_s6q76_18)[na.exclude(mydata$eh_s6q76_18)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_19<- floor(quantile(na.exclude(mydata$eh_s6q71_19)[na.exclude(mydata$eh_s6q71_19)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_19<- floor(quantile(na.exclude(mydata$eh_s6q72_19)[na.exclude(mydata$eh_s6q72_19)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_19<- floor(quantile(na.exclude(mydata$eh_s6q76_19)[na.exclude(mydata$eh_s6q76_19)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_20<- floor(quantile(na.exclude(mydata$eh_s6q71_20)[na.exclude(mydata$eh_s6q71_20)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_20<- floor(quantile(na.exclude(mydata$eh_s6q72_20)[na.exclude(mydata$eh_s6q72_20)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_20<- floor(quantile(na.exclude(mydata$eh_s6q76_20)[na.exclude(mydata$eh_s6q76_20)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_21<- floor(quantile(na.exclude(mydata$eh_s6q71_21)[na.exclude(mydata$eh_s6q71_21)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_21<- floor(quantile(na.exclude(mydata$eh_s6q72_21)[na.exclude(mydata$eh_s6q72_21)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_21<- floor(quantile(na.exclude(mydata$eh_s6q76_21)[na.exclude(mydata$eh_s6q76_21)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_22<- floor(quantile(na.exclude(mydata$eh_s6q71_22)[na.exclude(mydata$eh_s6q71_22)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_22<- floor(quantile(na.exclude(mydata$eh_s6q72_22)[na.exclude(mydata$eh_s6q72_22)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_22<- floor(quantile(na.exclude(mydata$eh_s6q76_22)[na.exclude(mydata$eh_s6q76_22)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_23<- floor(quantile(na.exclude(mydata$eh_s6q71_23)[na.exclude(mydata$eh_s6q71_23)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_23<- floor(quantile(na.exclude(mydata$eh_s6q72_23)[na.exclude(mydata$eh_s6q72_23)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_23<- floor(quantile(na.exclude(mydata$eh_s6q76_23)[na.exclude(mydata$eh_s6q76_23)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_24<- floor(quantile(na.exclude(mydata$eh_s6q71_24)[na.exclude(mydata$eh_s6q71_24)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_24<- floor(quantile(na.exclude(mydata$eh_s6q72_24)[na.exclude(mydata$eh_s6q72_24)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_24<- floor(quantile(na.exclude(mydata$eh_s6q76_24)[na.exclude(mydata$eh_s6q76_24)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q71_25<- floor(quantile(na.exclude(mydata$eh_s6q71_25)[na.exclude(mydata$eh_s6q71_25)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q72_25<- floor(quantile(na.exclude(mydata$eh_s6q72_25)[na.exclude(mydata$eh_s6q72_25)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q76_25<- floor(quantile(na.exclude(mydata$eh_s6q76_25)[na.exclude(mydata$eh_s6q76_25)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q78<- floor(quantile(na.exclude(mydata$eh_s6q78)[na.exclude(mydata$eh_s6q78)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q79<- floor(quantile(na.exclude(mydata$eh_s6q79)[na.exclude(mydata$eh_s6q79)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q80<- floor(quantile(na.exclude(mydata$eh_s6q80)[na.exclude(mydata$eh_s6q80)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q82<- floor(quantile(na.exclude(mydata$eh_s6q82)[na.exclude(mydata$eh_s6q82)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q84<- floor(quantile(na.exclude(mydata$eh_s6q84)[na.exclude(mydata$eh_s6q84)!=-998], probs = c(0.995)))
pctile_99.5_eh_s6q85<- floor(quantile(na.exclude(mydata$eh_s6q85)[na.exclude(mydata$eh_s6q85)!=-998], probs = c(0.995)))

mydata <- top_recode (variable="eh_s6q71_1", break_point=pctile_99.5_eh_s6q71_1, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_1. How much gross income or revenue was earned over the last 12 months from this ac
##       0      50     100     160     200     220     240     250     265     280     300     350     400     450 
##       7       1       2       1       2       1       1       1       1       2       6       1       6       1 
##     500     600     680     700     750     800    1000    1050    1120    1150    1170    1200    1250    1300 
##       7      10       1       2       4       1       6       2       2       2       1       9       1       3 
##    1350    1385    1400    1440    1500    1550    1560    1600    1700    1740    1750    1800    1900    2000 
##       1       1       4       1       4       1       1       3       2       1       1       7       2      13 
##    2100    2160    2200    2250    2304    2340    2400    2500    2520    2600    2700    2720    2740    2800 
##       5       1       1       5       1       1      16       4       1       2       5       1       1       5 
##    2880    2900    2940    3000    3040    3100    3120    3150    3200    3300    3350    3400    3500    3600 
##       1       1       1      13       1       1       1       1       5       2       1       1       9      17 
##    3750    3800    3900    4000    4050    4100    4150    4200    4320    4350    4400    4500    4600    4680 
##       1       1       3      10       1       1       1       9       1       1       3       8       1       1 
##    4800    4900    5000    5100    5184    5280    5300    5400    5500    5600    5800    6000    6250    6300 
##      18       2      21       3       1       1       1       5       2       6       1      22       1       3 
##    6400    6500    6600    6720    6750    6900    7000    7140    7200    7350    7500    7560    7600    7650 
##       5       1       2       2       2       1       4       1      13       2       3       1       1       2 
##    7800    8000    8100    8200    8250    8400    8535    8600    8700    8750    8800    8900    9000    9100 
##       4      20       3       1       1      11       1       1       1       2       3       1      22       1 
##    9300    9360    9450    9500    9600    9940   10000   10080   10500   10695   10710   10800   11000   11020 
##       2       1       1       3      25       1      23       2       2       1       1       9       2       1 
##   11200   11340   11500   11520   11700   11760   11900   12000   12500   12600   12680   12790   12800   13000 
##       5       1       1       3       2       1       1      40       4       4       1       1       5       2 
##   13200   13300   13400   13500   13600   13608   13800   14000   14240   14350   14360   14400   14450   14496 
##       3       1       1       2       2       1       1       7       1       1       1      40       1       1 
##   14500   14600   14650   14700   15000   15050   15120   15200   15360   15400   15600   15750   15800   16000 
##       1       2       1       3       6       1       1       1       1       1       1       1       1      15 
##   16200   16330   16400   16660   16800   17010   17250   17280   17400   17500   17600   17820   18000   18400 
##       1       1       1       1      11       1       1       1       2       3       2       1      24       1 
##   18500   18750   19000   19200   19300   19500   19650   19800   20000   20160   20400   20800   21000   21120 
##       1       1       2      18       1       2       1       1      13       5       4       1      10       1 
##   21500   21600   21750   21760   21800   21900   22000   22400   22500   22570   22800   23000   23040   23100 
##       1       5       1       1       1       2       5       1       2       1       2       3       2       1 
##   23400   23500   23520   23700   23895   24000   24300   24400   24450   24500   24900   25000   25155   25200 
##       1       1       2       1       1      45       1       1       1       1       1       6       1       9 
##   25300   25600   25800   25900   26000   26200   26400   26410   26500   26600   26700   26880   27000   27200 
##       2       1       1       1       2       1       3       1       1       1       1       3       5       1 
##   27288   27600   27720   28000   28200   28800   28950   29000   29400   29800   29900   30000   30100   30240 
##       1       1       1       9       1      32       1       2       1       1       1      14       1       2 
##   30300   30400   30600   30800   31000   31500   31920   32000   32400   33000   33600   33660   34000   34200 
##       1       1       1       1       2       5       1       4       4       3      20       1       1       1 
##   34500   34560   34850   35000   35100   35200   35520   35640   35769   36000   36125   36244   36960   37000 
##       1       2       1       4       1       1       1       1       1      45       1       1       1       2 
##   37440   37500   37700   37800   38000   38160   38300   38400   38500   38640   38700   38800   39000   39200 
##       1       2       1       1       2       1       1      20       1       1       1       1       1       1 
##   39240   39360   39500   39700   40000   40200   40320   40500   40560   40800   41095   42000   43000   43200 
##       1       1       1       1      15       1       2       1       1       3       1      19       1      15 
##   44000   44100   44800   45000   45360   45600   46200   46500   46800   47000   47200   47250   47500   47520 
##       2       1       2      10       1       3       2       3       2       1       1       1       1       1 
##   47600   48000   49000   49500   49770   50000   50400   51000   51140   51840   52800   53000   53090   53300 
##       1      39       2       1       1       2      11       1       1       3       5       1       1       1 
##   54000   54400   54600   55000   55200   55500   56000   57000   57600   58032   58400   58600   58800   59360 
##      17       1       3       1       3       1       8       1      36       1       1       1       1       1 
##   59904   60000   60480   61200   61600   62160   62400   63000   63360   64000   64800   65000   65520   66000 
##       1      38       1       2       4       1       8       5       1       3       4       1       1       5 
##   66400   67200   68000   68040   68224   68400   69000   69217   69300   69440   69600   70000   70350   70560 
##       1      33       2       1       1       1       3       1       1       1       1       7       1       1 
##   70700   70800   71400   72000   72670   73000   73200   74000   75000   75600   75800   76000   76800   77000 
##       1       1       1      40       1       1       1       1       3       4       1       2       4       2 
##   77760   78000   78750   79200   79500   79526   79750   80000   80640   81000   81600   82080   82500   82800 
##       1       2       1       5       1       1       1       5       1       2       2       1       1       1 
##   83000   83424   83520   84000   84600   85000   85200   85248   85500   86400   86500   87900   88800   89000 
##       2       1       1      21       1       1       1       1       1      13       1       1       2       1 
##   89600   90000   90710   90720   91200   91250   92000   93600   94000   94080   94500   95424   95450   95760 
##       1      12       1       1       1       1       2       3       1       2       1       1       1       1 
##   96000   96400   96600   97100   97200   97920   98000   99000   99900   1e+05  100100  100300  100320  100800 
##      33       1       1       1       1       1       2       1       1       3       1       1       1      32 
##  101088  101360  101844  102000  102240  103200  103680  104400  105375  105600  105850  106560  106590  106800 
##       1       1       1       1       1       1       1       1       1       1       1       1       1       1 
##  108000  108480  108500  108680  109200  109440  109500  110000  110880  112000  112500  113400  114000  115200 
##       8       1       1       1       1       2       2       2       2       2       1       1       1      29 
##  116200  116640  117200  117600  118560  118800  120000  121000  121500  121800  122200  123300  124800  125000 
##       1       1       1       4       3       2      16       1       2       1       1       1       1       1 
##  125060  126000  127120  127160  127200  127534  128000  129000  129600  130000  132000  134000  134400  136000 
##       1       4       1       1       1       1       2       1       9       3       6       1      10       1 
##  136320  138000  139000  140000  140160  143600  144000  145600  146640  147456  148800  149760  150000  151200 
##       1       1       1       3       1       2      37       1       1       1       1       1       2       5 
##  152100  152640  152800  153600  155500  156000  157000  157260  157290  157500  158400  160000  168000  170000 
##       1       1       1       1       1       1       1       1       1       2       2       1      21       1 
##  172800  176400  177600  178000  178560  180000  182400  182500  184320  184800  187200  188000  191520  192000 
##       5       1       1       1       1       9       1       1       1       1       2       1       1       9 
##  194400  195800  196200  196500  197376   2e+05  201600  204000  207360  209600  210000  214600  215600  216000 
##       2       1       1       1       1       2       3       1       1       1       2       1       1       8 
##  218400  220800  222450  225600  230400  234080  235200  236000  240000  250880  252000  257600  258400  259200 
##       1       1       1       1       3       1       2       1       2       1       6       1       1       1 
##  260400  268800  272000  280560  285600  288000  288960  289980  293760   3e+05  302000  302400  308000  320000 
##       1       4       1       1       2       6       1       1       1       1       1       3       1       1 
##  324000  330000  336000  340800  355000  357600  360000  364000  369600  374400  381000  384000  396000   4e+05 
##       2       1       7       1       1       1       7       1       1       1       1       4       1       1 
##  401500  403200  420000  430000  432000  448000  468000  492000   5e+05  504000  518400  520800  528000  540000 
##       1       3       1       1       1       1       1       1       2       5       1       1       1       1 
##  571200  572000  576000  604800  648000  648960  662400  672000  720000  724800  892800   9e+05  960000 1008000 
##       2       1       2       2       2       1       1       4       4       1       1       1       1       2 
## 1142400 1152000 1440000 1800000 2184000 2520000 4032000    <NA> 
##       1       1       2       1       1       1       1      77

## [1] "Frequency table after encoding"
## eh_s6q71_1. How much gross income or revenue was earned over the last 12 months from this ac
##              0             50            100            160            200            220            240 
##              7              1              2              1              2              1              1 
##            250            265            280            300            350            400            450 
##              1              1              2              6              1              6              1 
##            500            600            680            700            750            800           1000 
##              7             10              1              2              4              1              6 
##           1050           1120           1150           1170           1200           1250           1300 
##              2              2              2              1              9              1              3 
##           1350           1385           1400           1440           1500           1550           1560 
##              1              1              4              1              4              1              1 
##           1600           1700           1740           1750           1800           1900           2000 
##              3              2              1              1              7              2             13 
##           2100           2160           2200           2250           2304           2340           2400 
##              5              1              1              5              1              1             16 
##           2500           2520           2600           2700           2720           2740           2800 
##              4              1              2              5              1              1              5 
##           2880           2900           2940           3000           3040           3100           3120 
##              1              1              1             13              1              1              1 
##           3150           3200           3300           3350           3400           3500           3600 
##              1              5              2              1              1              9             17 
##           3750           3800           3900           4000           4050           4100           4150 
##              1              1              3             10              1              1              1 
##           4200           4320           4350           4400           4500           4600           4680 
##              9              1              1              3              8              1              1 
##           4800           4900           5000           5100           5184           5280           5300 
##             18              2             21              3              1              1              1 
##           5400           5500           5600           5800           6000           6250           6300 
##              5              2              6              1             22              1              3 
##           6400           6500           6600           6720           6750           6900           7000 
##              5              1              2              2              2              1              4 
##           7140           7200           7350           7500           7560           7600           7650 
##              1             13              2              3              1              1              2 
##           7800           8000           8100           8200           8250           8400           8535 
##              4             20              3              1              1             11              1 
##           8600           8700           8750           8800           8900           9000           9100 
##              1              1              2              3              1             22              1 
##           9300           9360           9450           9500           9600           9940          10000 
##              2              1              1              3             25              1             23 
##          10080          10500          10695          10710          10800          11000          11020 
##              2              2              1              1              9              2              1 
##          11200          11340          11500          11520          11700          11760          11900 
##              5              1              1              3              2              1              1 
##          12000          12500          12600          12680          12790          12800          13000 
##             40              4              4              1              1              5              2 
##          13200          13300          13400          13500          13600          13608          13800 
##              3              1              1              2              2              1              1 
##          14000          14240          14350          14360          14400          14450          14496 
##              7              1              1              1             40              1              1 
##          14500          14600          14650          14700          15000          15050          15120 
##              1              2              1              3              6              1              1 
##          15200          15360          15400          15600          15750          15800          16000 
##              1              1              1              1              1              1             15 
##          16200          16330          16400          16660          16800          17010          17250 
##              1              1              1              1             11              1              1 
##          17280          17400          17500          17600          17820          18000          18400 
##              1              2              3              2              1             24              1 
##          18500          18750          19000          19200          19300          19500          19650 
##              1              1              2             18              1              2              1 
##          19800          20000          20160          20400          20800          21000          21120 
##              1             13              5              4              1             10              1 
##          21500          21600          21750          21760          21800          21900          22000 
##              1              5              1              1              1              2              5 
##          22400          22500          22570          22800          23000          23040          23100 
##              1              2              1              2              3              2              1 
##          23400          23500          23520          23700          23895          24000          24300 
##              1              1              2              1              1             45              1 
##          24400          24450          24500          24900          25000          25155          25200 
##              1              1              1              1              6              1              9 
##          25300          25600          25800          25900          26000          26200          26400 
##              2              1              1              1              2              1              3 
##          26410          26500          26600          26700          26880          27000          27200 
##              1              1              1              1              3              5              1 
##          27288          27600          27720          28000          28200          28800          28950 
##              1              1              1              9              1             32              1 
##          29000          29400          29800          29900          30000          30100          30240 
##              2              1              1              1             14              1              2 
##          30300          30400          30600          30800          31000          31500          31920 
##              1              1              1              1              2              5              1 
##          32000          32400          33000          33600          33660          34000          34200 
##              4              4              3             20              1              1              1 
##          34500          34560          34850          35000          35100          35200          35520 
##              1              2              1              4              1              1              1 
##          35640          35769          36000          36125          36244          36960          37000 
##              1              1             45              1              1              1              2 
##          37440          37500          37700          37800          38000          38160          38300 
##              1              2              1              1              2              1              1 
##          38400          38500          38640          38700          38800          39000          39200 
##             20              1              1              1              1              1              1 
##          39240          39360          39500          39700          40000          40200          40320 
##              1              1              1              1             15              1              2 
##          40500          40560          40800          41095          42000          43000          43200 
##              1              1              3              1             19              1             15 
##          44000          44100          44800          45000          45360          45600          46200 
##              2              1              2             10              1              3              2 
##          46500          46800          47000          47200          47250          47500          47520 
##              3              2              1              1              1              1              1 
##          47600          48000          49000          49500          49770          50000          50400 
##              1             39              2              1              1              2             11 
##          51000          51140          51840          52800          53000          53090          53300 
##              1              1              3              5              1              1              1 
##          54000          54400          54600          55000          55200          55500          56000 
##             17              1              3              1              3              1              8 
##          57000          57600          58032          58400          58600          58800          59360 
##              1             36              1              1              1              1              1 
##          59904          60000          60480          61200          61600          62160          62400 
##              1             38              1              2              4              1              8 
##          63000          63360          64000          64800          65000          65520          66000 
##              5              1              3              4              1              1              5 
##          66400          67200          68000          68040          68224          68400          69000 
##              1             33              2              1              1              1              3 
##          69217          69300          69440          69600          70000          70350          70560 
##              1              1              1              1              7              1              1 
##          70700          70800          71400          72000          72670          73000          73200 
##              1              1              1             40              1              1              1 
##          74000          75000          75600          75800          76000          76800          77000 
##              1              3              4              1              2              4              2 
##          77760          78000          78750          79200          79500          79526          79750 
##              1              2              1              5              1              1              1 
##          80000          80640          81000          81600          82080          82500          82800 
##              5              1              2              2              1              1              1 
##          83000          83424          83520          84000          84600          85000          85200 
##              2              1              1             21              1              1              1 
##          85248          85500          86400          86500          87900          88800          89000 
##              1              1             13              1              1              2              1 
##          89600          90000          90710          90720          91200          91250          92000 
##              1             12              1              1              1              1              2 
##          93600          94000          94080          94500          95424          95450          95760 
##              3              1              2              1              1              1              1 
##          96000          96400          96600          97100          97200          97920          98000 
##             33              1              1              1              1              1              2 
##          99000          99900          1e+05         100100         100300         100320         100800 
##              1              1              3              1              1              1             32 
##         101088         101360         101844         102000         102240         103200         103680 
##              1              1              1              1              1              1              1 
##         104400         105375         105600         105850         106560         106590         106800 
##              1              1              1              1              1              1              1 
##         108000         108480         108500         108680         109200         109440         109500 
##              8              1              1              1              1              2              2 
##         110000         110880         112000         112500         113400         114000         115200 
##              2              2              2              1              1              1             29 
##         116200         116640         117200         117600         118560         118800         120000 
##              1              1              1              4              3              2             16 
##         121000         121500         121800         122200         123300         124800         125000 
##              1              2              1              1              1              1              1 
##         125060         126000         127120         127160         127200         127534         128000 
##              1              4              1              1              1              1              2 
##         129000         129600         130000         132000         134000         134400         136000 
##              1              9              3              6              1             10              1 
##         136320         138000         139000         140000         140160         143600         144000 
##              1              1              1              3              1              2             37 
##         145600         146640         147456         148800         149760         150000         151200 
##              1              1              1              1              1              2              5 
##         152100         152640         152800         153600         155500         156000         157000 
##              1              1              1              1              1              1              1 
##         157260         157290         157500         158400         160000         168000         170000 
##              1              1              2              2              1             21              1 
##         172800         176400         177600         178000         178560         180000         182400 
##              5              1              1              1              1              9              1 
##         182500         184320         184800         187200         188000         191520         192000 
##              1              1              1              2              1              1              9 
##         194400         195800         196200         196500         197376          2e+05         201600 
##              2              1              1              1              1              2              3 
##         204000         207360         209600         210000         214600         215600         216000 
##              1              1              1              2              1              1              8 
##         218400         220800         222450         225600         230400         234080         235200 
##              1              1              1              1              3              1              2 
##         236000         240000         250880         252000         257600         258400         259200 
##              1              2              1              6              1              1              1 
##         260400         268800         272000         280560         285600         288000         288960 
##              1              4              1              1              2              6              1 
##         289980         293760          3e+05         302000         302400         308000         320000 
##              1              1              1              1              3              1              1 
##         324000         330000         336000         340800         355000         357600         360000 
##              2              1              7              1              1              1              7 
##         364000         369600         374400         381000         384000         396000          4e+05 
##              1              1              1              1              4              1              1 
##         401500         403200         420000         430000         432000         448000         468000 
##              1              3              1              1              1              1              1 
##         492000          5e+05         504000         518400         520800         528000         540000 
##              1              2              5              1              1              1              1 
##         571200         572000         576000         604800         648000         648960         662400 
##              2              1              2              2              2              1              1 
##         672000         720000         724800         892800 899639 or more           <NA> 
##              4              4              1              1             12             77

mydata <- top_recode (variable="eh_s6q72_1", break_point=pctile_99.5_eh_s6q72_1, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_1. Some activities require expenses in order to do them. What are the total expense
##    -998       0      20      30      40      50      60      63      70      78      85     100     102     105 
##       1     559       2       1       2       3       1       1       1       1       1       4       1       1 
##     112     114     120     126     128     135     140     150     160     180     192     200     210     220 
##       2       1       2       1       1       1       1       7       1       2       1      12       2       1 
##     224     230     240     250     252     265     280     300     310     320     350     360     384     400 
##       2       1       3       3       1       1       2       2       2       1       4       5       1       2 
##     443     450     480     500     550     560     588     600     610     616     640     650     672     673 
##       1       3       5      13       2       2       1      12       1       1       1       1       1       1 
##     700     708     720     744     750     760     768     780     800     825     840     850     864     880 
##       8       1       2       1       3       1       2       2      11       1       1       1       1       2 
##     900     960     968     990    1000    1040    1050    1100    1120    1140    1150    1152    1168    1170 
##       9       6       1       1       7       2       2       1       1       1       2       1       1       1 
##    1190    1200    1220    1250    1260    1280    1296    1320    1338    1350    1400    1405    1440    1450 
##       1      15       1       1       2       1       1       2       1       1       5       1       6       1 
##    1468    1500    1512    1540    1575    1600    1620    1622    1674    1680    1700    1750    1760    1780 
##       1       4       1       1       1       9       1       1       1       2       1       1       1       1 
##    1800    1820    1845    1856    1870    1900    1920    1960    1970    1975    2000    2048    2080    2100 
##      17       1       1       1       1       2      13       1       1       1      18       1       3       4 
##    2130    2160    2280    2300    2360    2400    2500    2520    2580    2600    2625    2640    2700    2800 
##       1       1       2       3       1      27       4       1       1       1       1       1       3       6 
##    2880    2940    3000    3060    3100    3150    3169    3175    3200    3240    3280    3300    3360    3400 
##      15       2      10       1       2       1       1       1       2       1       1       2       5       2 
##    3480    3500    3600    3744    3780    3800    3840    3850    3872    3880    3900    3940    3960    3990 
##       1       4      18       1       1       1       7       1       1       1       4       1       1       1 
##    4000    4050    4060    4080    4160    4200    4320    4350    4400    4410    4422    4500    4550    4600 
##       9       1       1       1       3       3       4       1       2       1       1       5       1       1 
##    4608    4680    4800    4840    4994    5000    5040    5120    5150    5184    5250    5400    5460    5500 
##       2       1      16       1       1      11       3       1       1       1       1       6       1       1 
##    5540    5550    5600    5640    5700    5760    5800    6000    6013    6030    6100    6200    6240    6300 
##       1       1       6       1       1      15       2      17       1       1       1       1       1       3 
##    6340    6380    6400    6480    6490    6500    6540    6600    6720    6765    6800    6912    6920    7000 
##       1       1       3       2       1       1       1       1       4       1       1       1       1       2 
##    7176    7200    7236    7250    7300    7400    7500    7600    7650    7700    7740    7760    7920    8000 
##       1      17       1       2       2       2       1       2       1       2       1       1       1      13 
##    8100    8150    8170    8184    8200    8300    8320    8340    8400    8472    8640    8716    8832    8860 
##       1       1       1       1       3       1       1       1       8       1       5       1       1       1 
##    8880    8960    9000    9030    9100    9216    9250    9300    9360    9470    9570    9600    9680    9744 
##       1       1      12       1       1       2       1       2       2       1       1      15       1       1 
##    9792    9950   10000   10080   10104   10200   10260   10320   10350   10368   10440   10500   10530   10560 
##       1       1      19       3       1       1       1       1       1       1       1       1       1       1 
##   10600   10640   10800   10900   10980   11000   11100   11176   11200   11304   11328   11520   11567   11620 
##       1       1       7       1       1       1       1       1       1       1       1       5       1       1 
##   11650   11792   11800   11920   12000   12060   12096   12100   12160   12240   12349   12400   12480   12576 
##       1       1       1       1      26       1       1       1       1       1       1       1       1       1 
##   12600   12642   12720   12750   12768   12780   12800   12900   12960   13000   13068   13100   13196   13200 
##       4       1       1       1       1       1       1       1       2       2       1       2       1       7 
##   13440   13500   13600   13632   13700   14000   14170   14320   14400   14472   14600   14760   14800   14880 
##       3       2       2       1       1       5       1       1      24       1       2       1       2       1 
##   15000   15192   15200   15480   15600   15680   15840   15950   16000   16040   16058   16190   16200   16416 
##       4       1       1       1       4       1       1       2       5       1       1       1       1       1 
##   16430   16460   16500   16560   16620   16680   16800   16880   16900   17000   17200   17280   17820   17860 
##       1       1       1       1       1       1       9       1       1       1       1       3       1       1 
##   17900   18000   18100   18240   18420   18480   18688   18700   18710   18720   18900   19000   19008   19200 
##       1      10       1       1       1       1       1       1       1       2       1       1       1       8 
##   19220   19280   19320   19600   19680   19885   20000   20160   20200   20400   20520   20550   20800   20880 
##       1       1       1       1       2       1       3       6       1       2       1       2       1       1 
##   20970   21120   21216   21360   21410   21600   21840   22000   22200   22280   22320   22560   22680   22800 
##       1       1       1       1       1       9       2       3       1       2       1       1       1       1 
##   22820   23000   23040   23088   23400   23520   24000   24240   24300   24350   24480   24500   24768   25000 
##       1       1       5       1       1       2      24       1       1       1       1       1       1       3 
##   25200   25760   25920   26000   26100   26350   26400   26496   26800   26880   27000   27010   27200   27300 
##       4       1       4       2       1       1       4       1       1       2       4       1       1       1 
##   27360   27600   27800   28000   28080   28340   28560   28607   28700   28704   28710   28800   28896   29000 
##       1       2       1       8       1       1       1       1       1       1       1      21       1       2 
##   29296   29300   29376   29520   29664   29760   29800   30000   30240   30580   30785   30900   30910   30912 
##       1       1       1       1       1       1       1      10       1       1       1       1       1       1 
##   31000   31025   31500   31584   31680   31700   31800   31820   31932   32000   32070   32400   32610   32640 
##       2       1       1       1       2       1       1       1       1       1       1       1       1       2 
##   32700   32760   32800   32914   33000   33600   34200   34450   34470   34560   34720   34800   35000   35180 
##       1       1       1       1       1      12       1       1       1       1       1       1       3       1 
##   35280   35320   35600   35622   36000   36324   36800   36864   36960   37296   37300   37400   37800   37880 
##       2       1       2       1      12       1       2       1       3       1       1       1       2       1 
##   38000   38200   38304   38340   38400   38650   38800   38815   39810   40000   40320   40560   40600   40700 
##       3       1       1       1       3       1       1       1       1      11       1       1       1       1 
##   40800   40992   41000   41160   41600   41808   42000   42240   42900   42952   42972   43100   43200   43680 
##       1       1       1       1       1       1       7       1       1       1       1       1      10       1 
##   43720   44000   44364   44400   44700   45000   45190   45600   46000   46200   46424   46770   46800   47280 
##       1       1       1       2       1       7       1       2       1       1       1       1       1       1 
##   47880   48000   48960   49040   49240   49330   49440   49536   49680   49920   50000   50250   50400   50448 
##       1      21       2       1       1       1       1       1       1       5       2       1       5       1 
##   50640   50728   51000   51120   51800   51900   52000   52400   52416   52800   53646   53650   53670   53718 
##       1       1       2       1       1       1       3       1       1       2       1       1       1       1 
##   54000   55000   55120   55200   55400   55440   56000   56160   56340   56700   57024   57040   57408   57600 
##       4       1       1       1       1       1       1       1       1       1       1       1       1       9 
##   58500   59300   59927   60000   60400   60640   62050   62400   63000   63360   64000   64080   65000   65760 
##       1       1       1       5       1       1       1       3       1       2       1       1       1       1 
##   66000   67200   68000   68400   68768   69100   69215   69312   69400   69825   70000   72000   73440   73748 
##       1       6       1       1       1       1       1       1       1       1       3       9       1       1 
##   73920   74050   74880   76270   76800   77280   79145   79200   80000   80800   81000   81500   81600   83250 
##       1       1       1       1       1       1       1       1       1       1       2       1       2       1 
##   84000   86400   86560   87300   87500   87640   88000   88800   89610   90000   90480   90720   91200   91250 
##       2       6       1       1       1       1       1       1       1       1       1       1       1       1 
##   92831   93443   93600   94500   94750   96000   96500   96576   96800   97440   97920   98558   1e+05  100300 
##       1       1       2       2       1       8       1       1       1       1       1       1       3       1 
##  100800  101760  104070  104160  104640  105600  105840  107280  108000  108300  109440  109560  110400  113000 
##       6       1       1       1       1       1       1       1       4       1       1       1       1       1 
##  113400  114000  115700  116000  116024  117600  118080  118480  120000  120960  121800  122304  124800  126000 
##       1       1       1       1       1       1       1       1       5       1       1       1       2       2 
##  127680  129600  130000  130080  133280  135360  138052  138160  138240  140000  141120  142800  144000  146000 
##       1       2       1       1       1       1       1       1       1       1       1       1       5       1 
##  147000  148500  151200  152339  152800  153600  154560  155980  159500  160000  160320  160800  162000  162600 
##       1       1       1       1       1       1       1       1       1       2       1       1       1       1 
##  162768  168000  168480  172800  175500  176000  180364  180760  182400  183750  184000  192000  196000  201600 
##       1       6       1       3       1       2       1       1       1       1       1       5       1       2 
##  203616  206400  211200  215600  216000  224000  229920  230400  232500  233100  234000  240000  240960  242160 
##       1       1       1       1       2       1       1       1       1       1       1       5       1       1 
##  248500  256800  259200  268600  275584  280000  282000  282240  284000  288000  291600  297600   3e+05  316800 
##       1       1       1       1       1       1       1       1       1       6       1       2       2       1 
##  336000  345600  352800  367300  378000  381890  392000  403200  412800  416640  432000  437800  466200  470400 
##       4       1       1       1       1       1       1       2       1       1       2       1       1       2 
##  480000  480960  504000  510720  521136  524920  540000  541200  548640  550440  576000  698400  714170  731568 
##       2       1       1       1       1       1       1       1       1       1       2       1       1       1 
##  782000 1224000 1260000 1620000 1884816 2412000 3662400    <NA> 
##       1       1       1       1       1       1       1       8

## [1] "Frequency table after encoding"
## eh_s6q72_1. Some activities require expenses in order to do them. What are the total expense
##           -998              0             20             30             40             50             60 
##              1            559              2              1              2              3              1 
##             63             70             78             85            100            102            105 
##              1              1              1              1              4              1              1 
##            112            114            120            126            128            135            140 
##              2              1              2              1              1              1              1 
##            150            160            180            192            200            210            220 
##              7              1              2              1             12              2              1 
##            224            230            240            250            252            265            280 
##              2              1              3              3              1              1              2 
##            300            310            320            350            360            384            400 
##              2              2              1              4              5              1              2 
##            443            450            480            500            550            560            588 
##              1              3              5             13              2              2              1 
##            600            610            616            640            650            672            673 
##             12              1              1              1              1              1              1 
##            700            708            720            744            750            760            768 
##              8              1              2              1              3              1              2 
##            780            800            825            840            850            864            880 
##              2             11              1              1              1              1              2 
##            900            960            968            990           1000           1040           1050 
##              9              6              1              1              7              2              2 
##           1100           1120           1140           1150           1152           1168           1170 
##              1              1              1              2              1              1              1 
##           1190           1200           1220           1250           1260           1280           1296 
##              1             15              1              1              2              1              1 
##           1320           1338           1350           1400           1405           1440           1450 
##              2              1              1              5              1              6              1 
##           1468           1500           1512           1540           1575           1600           1620 
##              1              4              1              1              1              9              1 
##           1622           1674           1680           1700           1750           1760           1780 
##              1              1              2              1              1              1              1 
##           1800           1820           1845           1856           1870           1900           1920 
##             17              1              1              1              1              2             13 
##           1960           1970           1975           2000           2048           2080           2100 
##              1              1              1             18              1              3              4 
##           2130           2160           2280           2300           2360           2400           2500 
##              1              1              2              3              1             27              4 
##           2520           2580           2600           2625           2640           2700           2800 
##              1              1              1              1              1              3              6 
##           2880           2940           3000           3060           3100           3150           3169 
##             15              2             10              1              2              1              1 
##           3175           3200           3240           3280           3300           3360           3400 
##              1              2              1              1              2              5              2 
##           3480           3500           3600           3744           3780           3800           3840 
##              1              4             18              1              1              1              7 
##           3850           3872           3880           3900           3940           3960           3990 
##              1              1              1              4              1              1              1 
##           4000           4050           4060           4080           4160           4200           4320 
##              9              1              1              1              3              3              4 
##           4350           4400           4410           4422           4500           4550           4600 
##              1              2              1              1              5              1              1 
##           4608           4680           4800           4840           4994           5000           5040 
##              2              1             16              1              1             11              3 
##           5120           5150           5184           5250           5400           5460           5500 
##              1              1              1              1              6              1              1 
##           5540           5550           5600           5640           5700           5760           5800 
##              1              1              6              1              1             15              2 
##           6000           6013           6030           6100           6200           6240           6300 
##             17              1              1              1              1              1              3 
##           6340           6380           6400           6480           6490           6500           6540 
##              1              1              3              2              1              1              1 
##           6600           6720           6765           6800           6912           6920           7000 
##              1              4              1              1              1              1              2 
##           7176           7200           7236           7250           7300           7400           7500 
##              1             17              1              2              2              2              1 
##           7600           7650           7700           7740           7760           7920           8000 
##              2              1              2              1              1              1             13 
##           8100           8150           8170           8184           8200           8300           8320 
##              1              1              1              1              3              1              1 
##           8340           8400           8472           8640           8716           8832           8860 
##              1              8              1              5              1              1              1 
##           8880           8960           9000           9030           9100           9216           9250 
##              1              1             12              1              1              2              1 
##           9300           9360           9470           9570           9600           9680           9744 
##              2              2              1              1             15              1              1 
##           9792           9950          10000          10080          10104          10200          10260 
##              1              1             19              3              1              1              1 
##          10320          10350          10368          10440          10500          10530          10560 
##              1              1              1              1              1              1              1 
##          10600          10640          10800          10900          10980          11000          11100 
##              1              1              7              1              1              1              1 
##          11176          11200          11304          11328          11520          11567          11620 
##              1              1              1              1              5              1              1 
##          11650          11792          11800          11920          12000          12060          12096 
##              1              1              1              1             26              1              1 
##          12100          12160          12240          12349          12400          12480          12576 
##              1              1              1              1              1              1              1 
##          12600          12642          12720          12750          12768          12780          12800 
##              4              1              1              1              1              1              1 
##          12900          12960          13000          13068          13100          13196          13200 
##              1              2              2              1              2              1              7 
##          13440          13500          13600          13632          13700          14000          14170 
##              3              2              2              1              1              5              1 
##          14320          14400          14472          14600          14760          14800          14880 
##              1             24              1              2              1              2              1 
##          15000          15192          15200          15480          15600          15680          15840 
##              4              1              1              1              4              1              1 
##          15950          16000          16040          16058          16190          16200          16416 
##              2              5              1              1              1              1              1 
##          16430          16460          16500          16560          16620          16680          16800 
##              1              1              1              1              1              1              9 
##          16880          16900          17000          17200          17280          17820          17860 
##              1              1              1              1              3              1              1 
##          17900          18000          18100          18240          18420          18480          18688 
##              1             10              1              1              1              1              1 
##          18700          18710          18720          18900          19000          19008          19200 
##              1              1              2              1              1              1              8 
##          19220          19280          19320          19600          19680          19885          20000 
##              1              1              1              1              2              1              3 
##          20160          20200          20400          20520          20550          20800          20880 
##              6              1              2              1              2              1              1 
##          20970          21120          21216          21360          21410          21600          21840 
##              1              1              1              1              1              9              2 
##          22000          22200          22280          22320          22560          22680          22800 
##              3              1              2              1              1              1              1 
##          22820          23000          23040          23088          23400          23520          24000 
##              1              1              5              1              1              2             24 
##          24240          24300          24350          24480          24500          24768          25000 
##              1              1              1              1              1              1              3 
##          25200          25760          25920          26000          26100          26350          26400 
##              4              1              4              2              1              1              4 
##          26496          26800          26880          27000          27010          27200          27300 
##              1              1              2              4              1              1              1 
##          27360          27600          27800          28000          28080          28340          28560 
##              1              2              1              8              1              1              1 
##          28607          28700          28704          28710          28800          28896          29000 
##              1              1              1              1             21              1              2 
##          29296          29300          29376          29520          29664          29760          29800 
##              1              1              1              1              1              1              1 
##          30000          30240          30580          30785          30900          30910          30912 
##             10              1              1              1              1              1              1 
##          31000          31025          31500          31584          31680          31700          31800 
##              2              1              1              1              2              1              1 
##          31820          31932          32000          32070          32400          32610          32640 
##              1              1              1              1              1              1              2 
##          32700          32760          32800          32914          33000          33600          34200 
##              1              1              1              1              1             12              1 
##          34450          34470          34560          34720          34800          35000          35180 
##              1              1              1              1              1              3              1 
##          35280          35320          35600          35622          36000          36324          36800 
##              2              1              2              1             12              1              2 
##          36864          36960          37296          37300          37400          37800          37880 
##              1              3              1              1              1              2              1 
##          38000          38200          38304          38340          38400          38650          38800 
##              3              1              1              1              3              1              1 
##          38815          39810          40000          40320          40560          40600          40700 
##              1              1             11              1              1              1              1 
##          40800          40992          41000          41160          41600          41808          42000 
##              1              1              1              1              1              1              7 
##          42240          42900          42952          42972          43100          43200          43680 
##              1              1              1              1              1             10              1 
##          43720          44000          44364          44400          44700          45000          45190 
##              1              1              1              2              1              7              1 
##          45600          46000          46200          46424          46770          46800          47280 
##              2              1              1              1              1              1              1 
##          47880          48000          48960          49040          49240          49330          49440 
##              1             21              2              1              1              1              1 
##          49536          49680          49920          50000          50250          50400          50448 
##              1              1              5              2              1              5              1 
##          50640          50728          51000          51120          51800          51900          52000 
##              1              1              2              1              1              1              3 
##          52400          52416          52800          53646          53650          53670          53718 
##              1              1              2              1              1              1              1 
##          54000          55000          55120          55200          55400          55440          56000 
##              4              1              1              1              1              1              1 
##          56160          56340          56700          57024          57040          57408          57600 
##              1              1              1              1              1              1              9 
##          58500          59300          59927          60000          60400          60640          62050 
##              1              1              1              5              1              1              1 
##          62400          63000          63360          64000          64080          65000          65760 
##              3              1              2              1              1              1              1 
##          66000          67200          68000          68400          68768          69100          69215 
##              1              6              1              1              1              1              1 
##          69312          69400          69825          70000          72000          73440          73748 
##              1              1              1              3              9              1              1 
##          73920          74050          74880          76270          76800          77280          79145 
##              1              1              1              1              1              1              1 
##          79200          80000          80800          81000          81500          81600          83250 
##              1              1              1              2              1              2              1 
##          84000          86400          86560          87300          87500          87640          88000 
##              2              6              1              1              1              1              1 
##          88800          89610          90000          90480          90720          91200          91250 
##              1              1              1              1              1              1              1 
##          92831          93443          93600          94500          94750          96000          96500 
##              1              1              2              2              1              8              1 
##          96576          96800          97440          97920          98558          1e+05         100300 
##              1              1              1              1              1              3              1 
##         100800         101760         104070         104160         104640         105600         105840 
##              6              1              1              1              1              1              1 
##         107280         108000         108300         109440         109560         110400         113000 
##              1              4              1              1              1              1              1 
##         113400         114000         115700         116000         116024         117600         118080 
##              1              1              1              1              1              1              1 
##         118480         120000         120960         121800         122304         124800         126000 
##              1              5              1              1              1              2              2 
##         127680         129600         130000         130080         133280         135360         138052 
##              1              2              1              1              1              1              1 
##         138160         138240         140000         141120         142800         144000         146000 
##              1              1              1              1              1              5              1 
##         147000         148500         151200         152339         152800         153600         154560 
##              1              1              1              1              1              1              1 
##         155980         159500         160000         160320         160800         162000         162600 
##              1              1              2              1              1              1              1 
##         162768         168000         168480         172800         175500         176000         180364 
##              1              6              1              3              1              2              1 
##         180760         182400         183750         184000         192000         196000         201600 
##              1              1              1              1              5              1              2 
##         203616         206400         211200         215600         216000         224000         229920 
##              1              1              1              1              2              1              1 
##         230400         232500         233100         234000         240000         240960         242160 
##              1              1              1              1              5              1              1 
##         248500         256800         259200         268600         275584         280000         282000 
##              1              1              1              1              1              1              1 
##         282240         284000         288000         291600         297600          3e+05         316800 
##              1              1              6              1              2              2              1 
##         336000         345600         352800         367300         378000         381890         392000 
##              4              1              1              1              1              1              1 
##         403200         412800         416640         432000         437800         466200         470400 
##              2              1              1              2              1              1              2 
##         480000         480960         504000         510720         521136         524920         540000 
##              2              1              1              1              1              1              1 
##         541200         548640         550440 566031 or more           <NA> 
##              1              1              1             12              8

mydata <- top_recode (variable="eh_s6q76_1", break_point=pctile_99.5_eh_s6q76_1, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_1. If you were to buy those goods or services in a local market over the last 12 mo
##   -998      5     10     15     17     18     20     25     27     30     31     35     40     50     60     65 
##      3      2      1      3      1      2      9      4      1      5      1      2      7     13      4      1 
##     72     75     80     90     95     96    100    104    110    120    140    141    144    150    160    175 
##      2      1      7      1      1      1     19      1      1      8      3      1      1     19      1      1 
##    180    199    200    207    210    217    240    250    276    280    300    310    350    360    384    400 
##      2      1     17      1      3      1      6      5      1      2     22      1      5      2      1     18 
##    420    450    480    500    540    560    576    600    624    640    650    700    720    750    768    800 
##      2      3      1     30      1      1      1     10      1      2      3      3      6      2      1      6 
##    830    840    860    864    900    960    981   1000   1020   1080   1100   1125   1150   1200   1250   1260 
##      1      3      1      2      5      4      1     24      1      2      2      1      2     21      2      1 
##   1280   1350   1400   1440   1500   1512   1536   1560   1575   1600   1680   1700   1736   1750   1800   1920 
##      2      1      5     10      8      1      1      1      1      2      1      3      1      1     13      6 
##   2000   2040   2100   2160   2200   2250   2304   2400   2460   2500   2560   2580   2592   2640   2700   2750 
##     17      1      2      4      1      1      1     19      1      5      1      1      1      1      1      1 
##   2800   2880   2940   3000   3130   3200   3220   3250   3360   3456   3500   3600   3700   3840   3920   3960 
##      3      7      1     12      1      5      1      1      3      1      2     16      1      6      1      1 
##   4000   4200   4320   4375   4400   4440   4500   4600   4800   5000   5040   5100   5160   5200   5250   5400 
##     12      2      3      1      1      1      4      1     15     12      1      1      1      1      1      1 
##   5600   5690   5700   5760   5880   6000   6100   6300   6440   6720   6800   7000   7200   7360   7420   7500 
##      1      1      1      5      1     17      1      2      1      4      2      4     13      1      1      1 
##   7588   7600   7616   7680   7700   7800   7975   8000   8064   8120   8400   8520   8640   9000   9600   9800 
##      1      1      1      2      1      1      1      9      1      1      5      1      2     13     13      2 
##  10000  10080  10500  10560  10800  10920  11100  11200  11250  11424  11500  11520  11760  12000  12240  12600 
##     15      3      2      3      3      1      1      1      1      1      1      4      1     10      3      3 
##  12800  12960  13000  13200  13440  13500  13600  13800  13824  14000  14400  14700  15000  15120  15360  15400 
##      1      1      3      1      2      2      1      1      1      1     14      1      6      1      1      1 
##  15500  15600  16000  16016  16800  17280  17640  17920  18000  18250  19000  19200  19320  19800  20000  20160 
##      1      2      3      1     11      3      1      1     14      1      1      7      1      1      4      2 
##  21000  21100  21600  22050  22400  22500  23040  23400  23520  24000  24500  25000  25200  25600  25800  26000 
##      1      1      7      1      1      1      1      1      1      8      1      1      1      1      1      1 
##  26880  27600  27860  28000  28224  28500  28800  28896  29328  29400  30000  30600  30800  31500  31680  31900 
##      2      2      1      2      1      1      8      1      1      2      7      1      1      1      1      1 
##  33600  34000  35280  36000  37800  38400  38880  39000  39240  40000  40320  42000  43200  43344  43680  43800 
##      8      1      1      6      1      1      1      1      1      2      3      3      2      1      1      1 
##  45000  46200  46800  48000  49000  50000  50400  50700  51840  52360  54000  56000  57600  60000  61600  67000 
##      1      1      1      6      1      2      6      1      2      1      3      1      3      3      1      1 
##  67200  78750  79200  80000  80640  81600  84000  86400 100800 107400 108000 120960 144000 160000 168650 180300 
##      6      1      1      1      1      1      3      3      2      1      2      1      1      1      1      1 
##   <NA> 
##   1279

## [1] "Frequency table after encoding"
## eh_s6q76_1. If you were to buy those goods or services in a local market over the last 12 mo
##           -998              5             10             15             17             18             20 
##              3              2              1              3              1              2              9 
##             25             27             30             31             35             40             50 
##              4              1              5              1              2              7             13 
##             60             65             72             75             80             90             95 
##              4              1              2              1              7              1              1 
##             96            100            104            110            120            140            141 
##              1             19              1              1              8              3              1 
##            144            150            160            175            180            199            200 
##              1             19              1              1              2              1             17 
##            207            210            217            240            250            276            280 
##              1              3              1              6              5              1              2 
##            300            310            350            360            384            400            420 
##             22              1              5              2              1             18              2 
##            450            480            500            540            560            576            600 
##              3              1             30              1              1              1             10 
##            624            640            650            700            720            750            768 
##              1              2              3              3              6              2              1 
##            800            830            840            860            864            900            960 
##              6              1              3              1              2              5              4 
##            981           1000           1020           1080           1100           1125           1150 
##              1             24              1              2              2              1              2 
##           1200           1250           1260           1280           1350           1400           1440 
##             21              2              1              2              1              5             10 
##           1500           1512           1536           1560           1575           1600           1680 
##              8              1              1              1              1              2              1 
##           1700           1736           1750           1800           1920           2000           2040 
##              3              1              1             13              6             17              1 
##           2100           2160           2200           2250           2304           2400           2460 
##              2              4              1              1              1             19              1 
##           2500           2560           2580           2592           2640           2700           2750 
##              5              1              1              1              1              1              1 
##           2800           2880           2940           3000           3130           3200           3220 
##              3              7              1             12              1              5              1 
##           3250           3360           3456           3500           3600           3700           3840 
##              1              3              1              2             16              1              6 
##           3920           3960           4000           4200           4320           4375           4400 
##              1              1             12              2              3              1              1 
##           4440           4500           4600           4800           5000           5040           5100 
##              1              4              1             15             12              1              1 
##           5160           5200           5250           5400           5600           5690           5700 
##              1              1              1              1              1              1              1 
##           5760           5880           6000           6100           6300           6440           6720 
##              5              1             17              1              2              1              4 
##           6800           7000           7200           7360           7420           7500           7588 
##              2              4             13              1              1              1              1 
##           7600           7616           7680           7700           7800           7975           8000 
##              1              1              2              1              1              1              9 
##           8064           8120           8400           8520           8640           9000           9600 
##              1              1              5              1              2             13             13 
##           9800          10000          10080          10500          10560          10800          10920 
##              2             15              3              2              3              3              1 
##          11100          11200          11250          11424          11500          11520          11760 
##              1              1              1              1              1              4              1 
##          12000          12240          12600          12800          12960          13000          13200 
##             10              3              3              1              1              3              1 
##          13440          13500          13600          13800          13824          14000          14400 
##              2              2              1              1              1              1             14 
##          14700          15000          15120          15360          15400          15500          15600 
##              1              6              1              1              1              1              2 
##          16000          16016          16800          17280          17640          17920          18000 
##              3              1             11              3              1              1             14 
##          18250          19000          19200          19320          19800          20000          20160 
##              1              1              7              1              1              4              2 
##          21000          21100          21600          22050          22400          22500          23040 
##              1              1              7              1              1              1              1 
##          23400          23520          24000          24500          25000          25200          25600 
##              1              1              8              1              1              1              1 
##          25800          26000          26880          27600          27860          28000          28224 
##              1              1              2              2              1              2              1 
##          28500          28800          28896          29328          29400          30000          30600 
##              1              8              1              1              2              7              1 
##          30800          31500          31680          31900          33600          34000          35280 
##              1              1              1              1              8              1              1 
##          36000          37800          38400          38880          39000          39240          40000 
##              6              1              1              1              1              1              2 
##          40320          42000          43200          43344          43680          43800          45000 
##              3              3              2              1              1              1              1 
##          46200          46800          48000          49000          50000          50400          50700 
##              1              1              6              1              2              6              1 
##          51840          52360          54000          56000          57600          60000          61600 
##              2              1              3              1              3              3              1 
##          67000          67200          78750          79200          80000          80640          81600 
##              1              6              1              1              1              1              1 
##          84000          86400         100800         107400 108000 or more           <NA> 
##              3              3              2              1              7           1279

mydata <- top_recode (variable="eh_s6q71_2", break_point=pctile_99.5_eh_s6q71_2, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_2. How much gross income or revenue was earned over the last 12 months from this ac
##    -998       0       1      45      60      75      80     100     120     125     130     140     150     200 
##       1      12       1       1       1       1       1       4       1       1       1       1       1      19 
##     240     250     255     270     280     300     350     360     375     400     420     450     460     500 
##       1       5       1       1       1      16       2       3       1      11       1       3       2      14 
##     520     540     600     640     665     690     700     740     750     800     825     840     900     912 
##       1       4      10       2       1       1       3       1       3      10       1       1      17       1 
##     960     970    1000    1050    1090    1095    1150    1200    1225    1250    1260    1300    1303    1320 
##       1       1      20       1       1       1       1      19       1       1       2       3       1       1 
##    1350    1400    1440    1500    1600    1650    1680    1700    1750    1800    1890    1900    1920    1936 
##       1      10       3      17       8       1       1       1       2      15       1       1       1       1 
##    2000    2040    2050    2100    2150    2160    2169    2175    2180    2200    2240    2250    2300    2304 
##      25       1       1       5       1       1       1       1       1       5       1       1       1       1 
##    2400    2450    2500    2550    2600    2650    2700    2750    2800    2880    2900    2960    3000    3024 
##      26       1       4       1       4       1       5       1       9       3       1       1      31       1 
##    3120    3150    3190    3200    3210    3250    3300    3375    3395    3400    3500    3600    3640    3700 
##       1       3       1       7       1       1       2       1       1       2       3      20       1       1 
##    3750    3780    3800    3832    3900    4000    4100    4200    4240    4250    4290    4300    4320    4360 
##       1       1       2       1       1      15       1      13       2       1       1       1       2       1 
##    4400    4440    4500    4620    4650    4800    4900    5000    5025    5100    5200    5250    5300    5320 
##       5       1      13       1       1      25       1      10       1       2       2       2       1       1 
##    5400    5472    5500    5580    5600    5670    5760    5850    6000    6300    6400    6480    6500    6580 
##       8       1       4       1      10       1       2       2      33       8       7       2       1       1 
##    6700    6720    6750    6825    6910    6960    7000    7100    7200    7250    7300    7336    7480    7500 
##       2       2       1       1       1       1      15       1      25       1       1       1       1      10 
##    7560    7600    7680    7688    7800    8000    8100    8200    8280    8400    8500    8640    8750    8960 
##       1       6       1       1       5      23       1       1       1      12       1       1       1       1 
##    9000    9080    9216    9300    9540    9560    9600    9800   10000   10080   10100   10200   10500   10545 
##      18       1       1       1       1       1      35       2      17       2       1       1       6       1 
##   10560   10600   10800   10920   11000   11200   11250   11400   11500   11520   11700   11760   11900   12000 
##       1       1       9       1       2       3       1       2       3       2       1       1       3      51 
##   12120   12150   12200   12360   12500   12600   12630   12756   12800   12900   13000   13200   13440   13500 
##       1       1       2       1       4       4       1       1       2       1       1       6       1       4 
##   13608   13800   14000   14112   14200   14300   14400   14450   14700   14820   15000   15305   15360   15400 
##       1       1       7       1       1       2      34       1       1       1      10       1       1       1 
##   15600   15840   15850   16000   16200   16800   17000   17170   17250   17400   17500   17600   18000   18240 
##       4       1       1       7       2      16       3       1       1       1       1       1      25       2 
##   18300   18400   18500   18600   18620   18900   19200   19600   19800   19950   20000   20400   20480   20800 
##       1       1       2       2       1       1      18       1       1       1      19       1       1       1 
##   21000   21200   21300   21330   21600   21700   21840   22000   22080   22200   22400   22500   22800   22950 
##       8       1       1       1      11       1       1       5       1       1       4       1       2       1 
##   23000   23040   23640   24000   24150   24500   24576   24960   25000   25200   25500   25550   25600   25800 
##       4       1       1      48       1       1       1       2       7       3       1       1       5       2 
##   25920   26000   26265   26400   26550   26880   27000   27360   27500   27600   28000   28400   28800   29880 
##       1       2       1       2       1       3       6       2       1       4       5       1      26       1 
##   30000   30100   30240   30600   31000   31160   31228   31500   31680   32000   32400   33000   33200   33400 
##      18       1       1       1       1       1       1       2       2       6       4       3       1       1 
##   33600   33670   33850   33960   34000   34440   34560   35000   35200   36000   36400   36700   36720   37000 
##      13       1       1       1       1       1       2       3       2      31       1       1       1       1 
##   37200   37500   37720   37800   38000   38400   39000   39200   39600   39825   40000   40320   40500   40800 
##       1       1       1       1       3      11       1       2       2       1       7       1       1       4 
##   41500   42000   42270   42720   43000   43200   43290   43470   44000   44500   44520   45000   45240   45500 
##       1      13       1       1       1      14       1       1       3       1       1       3       1       1 
##   46000   46650   46800   47000   47040   47520   47600   48000   48720   48900   49000   49400   50000   50400 
##       1       1       1       1       1       1       1      31       1       1       1       1       4       9 
##   51100   51400   51500   52000   52500   52615   52650   52800   53000   53400   53760   54000   54200   54720 
##       1       1       1       1       1       1       1       3       1       1       1       5       1       1 
##   54840   55000   55200   56000   56198   57600   58000   58410   58560   58800   59760   59792   60000   60120 
##       1       3       1       7       1      18       1       1       1       1       1       1      26       1 
##   60480   60522   61560   62200   62400   62784   63000   63700   64000   64800   65000   65520   65800   66000 
##       2       1       1       1       1       1       2       1       3       4       1       1       1       3 
##   67000   67200   68040   69000   69600   70000   70200   72000   73000   73920   74600   74880   75000   75600 
##       1       9       1       2       1       5       2      27       1       1       1       1       1       4 
##   76800   77000   77760   78000   78400   81000   81475   81900   82080   83000   84000   84900   85200   85500 
##       4       2       1       1       1       1       1       1       1       1      17       1       1       1 
##   86400   87120   89200   89600   90000   91000   91200   91488   92160   92400   93600   93840   96000   97200 
##      19       1       1       1       4       1       3       1       2       2       3       1      17       2 
##   98000   99360   1e+05  100100  100320  100800  102000  102400  104000  105000  105600  105710  108000  108360 
##       3       1       5       2       1      13       3       1       1       1       2       1       4       1 
##  108680  109000  109200  109440  109500  110000  110592  112200  112320  112500  113760  114000  115200  115440 
##       1       1       1       3       1       1       1       1       1       1       1       1      18       1 
##  117000  117600  118560  118800  120000  120400  120960  122000  122400  123200  124000  124800  129600  130000 
##       1       1       2       1      11       1       1       2       1       1       1       3       3       2 
##  132000  134400  135432  137900  138240  140400  144000  146640  150000  152640  153000  156000  158400  160000 
##       4       9       1       1       1       1      27       1       1       1       1       1       1       3 
##  162000  163200  167535  168000  172000  172800  180000  184000  185600  186000  187200  192000  198000  208800 
##       3       1       1      10       1       1       6       1       1       1       1       2       1       1 
##  211200  216000  218400  220000  224000  230000  235200  240000  252000  253000  256200  259200  260000  261700 
##       1       7       2       1       1       1       1       4       3       1       1       1       1       1 
##  268800  299000  302400  306600  328500  336000  342720  360000  363200  369600   4e+05  403200  406000  425400 
##       3       1       2       1       1       1       1       3       1       1       1       1       1       1 
##  432000  436800  477600  480000  480480  542400  561600  604800  720000  792000  804000  896000  989660 1166200 
##       1       1       1       2       1       1       1       1       1       1       1       1       1       1 
## 1200000    <NA> 
##       1     224

## [1] "Frequency table after encoding"
## eh_s6q71_2. How much gross income or revenue was earned over the last 12 months from this ac
##           -998              0              1             45             60             75             80 
##              1             12              1              1              1              1              1 
##            100            120            125            130            140            150            200 
##              4              1              1              1              1              1             19 
##            240            250            255            270            280            300            350 
##              1              5              1              1              1             16              2 
##            360            375            400            420            450            460            500 
##              3              1             11              1              3              2             14 
##            520            540            600            640            665            690            700 
##              1              4             10              2              1              1              3 
##            740            750            800            825            840            900            912 
##              1              3             10              1              1             17              1 
##            960            970           1000           1050           1090           1095           1150 
##              1              1             20              1              1              1              1 
##           1200           1225           1250           1260           1300           1303           1320 
##             19              1              1              2              3              1              1 
##           1350           1400           1440           1500           1600           1650           1680 
##              1             10              3             17              8              1              1 
##           1700           1750           1800           1890           1900           1920           1936 
##              1              2             15              1              1              1              1 
##           2000           2040           2050           2100           2150           2160           2169 
##             25              1              1              5              1              1              1 
##           2175           2180           2200           2240           2250           2300           2304 
##              1              1              5              1              1              1              1 
##           2400           2450           2500           2550           2600           2650           2700 
##             26              1              4              1              4              1              5 
##           2750           2800           2880           2900           2960           3000           3024 
##              1              9              3              1              1             31              1 
##           3120           3150           3190           3200           3210           3250           3300 
##              1              3              1              7              1              1              2 
##           3375           3395           3400           3500           3600           3640           3700 
##              1              1              2              3             20              1              1 
##           3750           3780           3800           3832           3900           4000           4100 
##              1              1              2              1              1             15              1 
##           4200           4240           4250           4290           4300           4320           4360 
##             13              2              1              1              1              2              1 
##           4400           4440           4500           4620           4650           4800           4900 
##              5              1             13              1              1             25              1 
##           5000           5025           5100           5200           5250           5300           5320 
##             10              1              2              2              2              1              1 
##           5400           5472           5500           5580           5600           5670           5760 
##              8              1              4              1             10              1              2 
##           5850           6000           6300           6400           6480           6500           6580 
##              2             33              8              7              2              1              1 
##           6700           6720           6750           6825           6910           6960           7000 
##              2              2              1              1              1              1             15 
##           7100           7200           7250           7300           7336           7480           7500 
##              1             25              1              1              1              1             10 
##           7560           7600           7680           7688           7800           8000           8100 
##              1              6              1              1              5             23              1 
##           8200           8280           8400           8500           8640           8750           8960 
##              1              1             12              1              1              1              1 
##           9000           9080           9216           9300           9540           9560           9600 
##             18              1              1              1              1              1             35 
##           9800          10000          10080          10100          10200          10500          10545 
##              2             17              2              1              1              6              1 
##          10560          10600          10800          10920          11000          11200          11250 
##              1              1              9              1              2              3              1 
##          11400          11500          11520          11700          11760          11900          12000 
##              2              3              2              1              1              3             51 
##          12120          12150          12200          12360          12500          12600          12630 
##              1              1              2              1              4              4              1 
##          12756          12800          12900          13000          13200          13440          13500 
##              1              2              1              1              6              1              4 
##          13608          13800          14000          14112          14200          14300          14400 
##              1              1              7              1              1              2             34 
##          14450          14700          14820          15000          15305          15360          15400 
##              1              1              1             10              1              1              1 
##          15600          15840          15850          16000          16200          16800          17000 
##              4              1              1              7              2             16              3 
##          17170          17250          17400          17500          17600          18000          18240 
##              1              1              1              1              1             25              2 
##          18300          18400          18500          18600          18620          18900          19200 
##              1              1              2              2              1              1             18 
##          19600          19800          19950          20000          20400          20480          20800 
##              1              1              1             19              1              1              1 
##          21000          21200          21300          21330          21600          21700          21840 
##              8              1              1              1             11              1              1 
##          22000          22080          22200          22400          22500          22800          22950 
##              5              1              1              4              1              2              1 
##          23000          23040          23640          24000          24150          24500          24576 
##              4              1              1             48              1              1              1 
##          24960          25000          25200          25500          25550          25600          25800 
##              2              7              3              1              1              5              2 
##          25920          26000          26265          26400          26550          26880          27000 
##              1              2              1              2              1              3              6 
##          27360          27500          27600          28000          28400          28800          29880 
##              2              1              4              5              1             26              1 
##          30000          30100          30240          30600          31000          31160          31228 
##             18              1              1              1              1              1              1 
##          31500          31680          32000          32400          33000          33200          33400 
##              2              2              6              4              3              1              1 
##          33600          33670          33850          33960          34000          34440          34560 
##             13              1              1              1              1              1              2 
##          35000          35200          36000          36400          36700          36720          37000 
##              3              2             31              1              1              1              1 
##          37200          37500          37720          37800          38000          38400          39000 
##              1              1              1              1              3             11              1 
##          39200          39600          39825          40000          40320          40500          40800 
##              2              2              1              7              1              1              4 
##          41500          42000          42270          42720          43000          43200          43290 
##              1             13              1              1              1             14              1 
##          43470          44000          44500          44520          45000          45240          45500 
##              1              3              1              1              3              1              1 
##          46000          46650          46800          47000          47040          47520          47600 
##              1              1              1              1              1              1              1 
##          48000          48720          48900          49000          49400          50000          50400 
##             31              1              1              1              1              4              9 
##          51100          51400          51500          52000          52500          52615          52650 
##              1              1              1              1              1              1              1 
##          52800          53000          53400          53760          54000          54200          54720 
##              3              1              1              1              5              1              1 
##          54840          55000          55200          56000          56198          57600          58000 
##              1              3              1              7              1             18              1 
##          58410          58560          58800          59760          59792          60000          60120 
##              1              1              1              1              1             26              1 
##          60480          60522          61560          62200          62400          62784          63000 
##              2              1              1              1              1              1              2 
##          63700          64000          64800          65000          65520          65800          66000 
##              1              3              4              1              1              1              3 
##          67000          67200          68040          69000          69600          70000          70200 
##              1              9              1              2              1              5              2 
##          72000          73000          73920          74600          74880          75000          75600 
##             27              1              1              1              1              1              4 
##          76800          77000          77760          78000          78400          81000          81475 
##              4              2              1              1              1              1              1 
##          81900          82080          83000          84000          84900          85200          85500 
##              1              1              1             17              1              1              1 
##          86400          87120          89200          89600          90000          91000          91200 
##             19              1              1              1              4              1              3 
##          91488          92160          92400          93600          93840          96000          97200 
##              1              2              2              3              1             17              2 
##          98000          99360          1e+05         100100         100320         100800         102000 
##              3              1              5              2              1             13              3 
##         102400         104000         105000         105600         105710         108000         108360 
##              1              1              1              2              1              4              1 
##         108680         109000         109200         109440         109500         110000         110592 
##              1              1              1              3              1              1              1 
##         112200         112320         112500         113760         114000         115200         115440 
##              1              1              1              1              1             18              1 
##         117000         117600         118560         118800         120000         120400         120960 
##              1              1              2              1             11              1              1 
##         122000         122400         123200         124000         124800         129600         130000 
##              2              1              1              1              3              3              2 
##         132000         134400         135432         137900         138240         140400         144000 
##              4              9              1              1              1              1             27 
##         146640         150000         152640         153000         156000         158400         160000 
##              1              1              1              1              1              1              3 
##         162000         163200         167535         168000         172000         172800         180000 
##              3              1              1             10              1              1              6 
##         184000         185600         186000         187200         192000         198000         208800 
##              1              1              1              1              2              1              1 
##         211200         216000         218400         220000         224000         230000         235200 
##              1              7              2              1              1              1              1 
##         240000         252000         253000         256200         259200         260000         261700 
##              4              3              1              1              1              1              1 
##         268800         299000         302400         306600         328500         336000         342720 
##              3              1              2              1              1              1              1 
##         360000         363200         369600          4e+05         403200         406000         425400 
##              3              1              1              1              1              1              1 
##         432000         436800         477600         480000 480331 or more           <NA> 
##              1              1              1              2             11            224

mydata <- top_recode (variable="eh_s6q72_2", break_point=pctile_99.5_eh_s6q72_2, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_2. Some activities require expenses in order to do them. What are the total expense
##    -998       0       1      10      20      25      30      32      36      40      50      60      80      88 
##       5     714       2       1       3       1       1       1       1       3       4       5       5       1 
##      90     100     114     115     120     124     125     132     135     136     140     144     150     170 
##       1      15       1       2       6       2       1       1       1       1       3       1      10       2 
##     174     175     180     200     210     216     225     240     250     272     280     288     290     300 
##       1       1       2      17       1       1       1       7       8       1       3       1       1      15 
##     320     330     335     336     338     350     360     375     400     420     429     450     455     480 
##       1       1       1       1       1       4       2       2       8       1       1       5       1      10 
##     484     500     504     515     516     520     540     542     550     556     560     576     600     624 
##       1      12       1       2       1       1       2       1       1       1       1       1      18       1 
##     638     650     688     700     720     740     770     800     816     840     880     890     896     900 
##       1       1       1       7       7       1       1      12       1       2       1       1       1       5 
##     924     930     956     960     980     990    1000    1030    1040    1050    1060    1070    1080    1100 
##       1       2       1       3       2       1      16       1       1       3       1       1       1       1 
##    1118    1120    1150    1152    1155    1200    1210    1220    1230    1240    1250    1260    1280    1300 
##       1       5       1       2       1      23       1       1       1       1       2       3       2       2 
##    1316    1330    1332    1350    1390    1400    1405    1440    1450    1470    1500    1536    1575    1592 
##       1       1       1       2       1       6       1       9       1       1      11       2       1       1 
##    1598    1600    1620    1640    1650    1680    1700    1728    1800    1820    1824    1848    1872    1890 
##       1       5       1       1       2       3       3       2      10       1       1       1       1       1 
##    1900    1920    1960    1990    2000    2030    2040    2100    2112    2150    2160    2168    2200    2260 
##       1       9       1       1      13       1       2      10       1       1       3       1       4       1 
##    2280    2300    2328    2400    2480    2500    2520    2550    2560    2580    2600    2604    2640    2688 
##       1       1       1      20       2       8       2       1       1       1       3       1       2       1 
##    2700    2720    2784    2800    2810    2880    2892    2900    2980    3000    3060    3072    3100    3150 
##       6       1       1       5       1      10       1       2       1      19       1       1       1       2 
##    3160    3200    3240    3360    3480    3500    3520    3600    3648    3675    3700    3740    3750    3760 
##       1       4       1       7       1       3       1      15       1       1       1       1       1       1 
##    3780    3800    3840    3852    3900    3999    4000    4032    4080    4125    4144    4200    4320    4376 
##       1       4       5       1       1       1      18       1       3       1       1       7       4       1 
##    4400    4455    4500    4540    4600    4700    4704    4800    4900    4944    5000    5040    5184    5200 
##       2       1       4       1       3       2       1      25       2       1      10       3       1       1 
##    5250    5280    5300    5376    5380    5400    5460    5500    5520    5566    5580    5600    5650    5700 
##       1       2       1       1       2       6       1       1       1       1       1       2       1       1 
##    5760    5800    5812    5880    5950    6000    6071    6100    6160    6200    6240    6250    6300    6360 
##       7       1       1       2       1      18       1       1       1       1       2       1       3       1 
##    6480    6500    6512    6600    6602    6630    6675    6720    6900    6960    6974    7000    7100    7200 
##       1       1       1       2       1       1       1       3       1       1       1       4       1      24 
##    7248    7280    7408    7440    7488    7500    7600    7620    7650    7675    7680    7740    7800    7840 
##       1       1       1       1       1       1       1       1       1       1       1       1       2       1 
##    7868    7880    7900    7920    7956    8000    8005    8170    8190    8200    8300    8400    8500    8544 
##       1       1       2       1       1      11       1       1       1       1       1       6       2       1 
##    8600    8640    8760    8800    8808    8832    9000    9100    9330    9360    9480    9504    9600    9720 
##       1       4       1       2       1       1       4       1       1       1       1       1      20       1 
##    9800   10000   10080   10100   10200   10410   10550   10700   10800   10820   10992   11000   11010   11200 
##       2       8       9       2       2       1       1       1       6       1       1       1       1       4 
##   11280   11400   11500   11520   11664   11700   11800   12000   12070   12120   12230   12400   12480   12500 
##       1       2       1       4       1       1       1      19       1       1       1       1       1       1 
##   12600   12800   12810   12960   13000   13440   13500   14000   14200   14225   14380   14400   14544   14640 
##       2       2       1       1       1       2       3       1       2       1       1      23       1       1 
##   14720   14900   14960   15000   15120   15400   15600   15696   15888   15950   16000   16140   16250   16360 
##       2       1       1      13       1       1       3       1       1       1       6       1       1       1 
##   16500   16560   16620   16795   16800   16860   16870   16920   17400   17520   17760   17808   18000   18480 
##       1       2       1       1       4       1       1       1       1       2       1       1       6       2 
##   18696   18945   19080   19200   19260   19320   19440   19488   19490   19680   19800   20000   20020   20160 
##       1       1       1       7       1       1       1       1       1       2       2       7       1       4 
##   20260   20290   20520   20640   20736   20900   21000   21120   21300   21440   21600   21616   21840   21900 
##       1       1       1       1       1       1       2       1       2       1       5       1       2       1 
##   22000   22152   22392   22500   22600   23000   23040   23200   23400   23632   23850   24000   24050   24120 
##       3       1       1       2       1       1       2       1       1       1       1      20       1       1 
##   24250   24480   24500   24660   24960   25000   25200   25600   25740   25920   26000   26300   26400   26448 
##       1       1       1       1       2       1       3       2       1       1       1       1       2       1 
##   26880   27000   27015   27200   27360   27380   27475   27600   27900   28000   28080   28088   28200   28350 
##       2       1       1       1       3       1       1       1       1       7       1       1       1       1 
##   28560   28800   29000   29376   30000   30056   30240   30960   31000   31200   31350   31680   32000   32040 
##       1      17       1       1       7       1       1       2       1       4       1       2       2       1 
##   32400   32500   33000   33500   33600   33650   33840   34112   34200   34848   35000   35040   36000   36720 
##       1       1       2       1      14       1       1       1       1       1       1       1      10       1 
##   37000   37060   37150   37200   37420   37440   37632   38000   38400   38520   38700   38900   39000   39200 
##       1       1       1       1       1       1       2       1       5       1       1       1       1       1 
##   39600   40000   40035   40560   40600   40800   41000   41300   41768   41856   42000   42840   42908   43000 
##       1       4       1       1       1       1       2       1       1       1       2       1       1       1 
##   43200   43290   43800   44000   44400   45000   45360   45600   45800   45900   46000   46080   47000   47040 
##       7       1       1       1       1       2       1       1       1       1       1       1       1       1 
##   47712   48000   48960   49800   49920   50000   50400   50600   51000   52000   52200   52800   53922   54000 
##       1      10       2       1       2       2       2       1       1       1       1       3       1       2 
##   55000   56520   57200   57600   57888   57920   59280   60000   61160   61200   61920   62000   62400   64800 
##       1       1       1       6       1       1       1       5       1       2       1       1       2       2 
##   64996   66000   67080   67200   67584   68960   70000   72000   72060   75600   76410   76800   78240   78720 
##       1       1       1       4       1       1       4       9       1       1       1       1       1       1 
##   79200   80000   84000   86400   89200   91500   93785   96000   98880   99000   99264   99600   1e+05  100800 
##       1       2       3       3       1       1       1       4       1       2       1       1       1       2 
##  102600  105000  106560  106848  108000  109100  118800  120000  122400  126000  128000  136320  140800  144000 
##       1       1       1       1       2       1       1       3       1       1       1       1       1       4 
##  145000  148500  161000  162600  163200  168000  172800  179200  180000  183600  188160  190800   2e+05  201600 
##       1       1       1       1       1       2       1       1       2       1       1       1       1       1 
##  204000  208000  210300  216000  217160  227150  240000  241920  242400  244800  244950  252000  253440  258480 
##       1       1       1       1       1       1       1       1       1       1       1       1       1       1 
##  259200  268800  291200  294960  300950  312000  386400  405600  432000  460800  477480  518400  681760  705600 
##       1       1       1       1       1       1       1       1       1       1       1       1       1       1 
##  720000 1097600    <NA> 
##       2       1      52

## [1] "Frequency table after encoding"
## eh_s6q72_2. Some activities require expenses in order to do them. What are the total expense
##           -998              0              1             10             20             25             30 
##              5            714              2              1              3              1              1 
##             32             36             40             50             60             80             88 
##              1              1              3              4              5              5              1 
##             90            100            114            115            120            124            125 
##              1             15              1              2              6              2              1 
##            132            135            136            140            144            150            170 
##              1              1              1              3              1             10              2 
##            174            175            180            200            210            216            225 
##              1              1              2             17              1              1              1 
##            240            250            272            280            288            290            300 
##              7              8              1              3              1              1             15 
##            320            330            335            336            338            350            360 
##              1              1              1              1              1              4              2 
##            375            400            420            429            450            455            480 
##              2              8              1              1              5              1             10 
##            484            500            504            515            516            520            540 
##              1             12              1              2              1              1              2 
##            542            550            556            560            576            600            624 
##              1              1              1              1              1             18              1 
##            638            650            688            700            720            740            770 
##              1              1              1              7              7              1              1 
##            800            816            840            880            890            896            900 
##             12              1              2              1              1              1              5 
##            924            930            956            960            980            990           1000 
##              1              2              1              3              2              1             16 
##           1030           1040           1050           1060           1070           1080           1100 
##              1              1              3              1              1              1              1 
##           1118           1120           1150           1152           1155           1200           1210 
##              1              5              1              2              1             23              1 
##           1220           1230           1240           1250           1260           1280           1300 
##              1              1              1              2              3              2              2 
##           1316           1330           1332           1350           1390           1400           1405 
##              1              1              1              2              1              6              1 
##           1440           1450           1470           1500           1536           1575           1592 
##              9              1              1             11              2              1              1 
##           1598           1600           1620           1640           1650           1680           1700 
##              1              5              1              1              2              3              3 
##           1728           1800           1820           1824           1848           1872           1890 
##              2             10              1              1              1              1              1 
##           1900           1920           1960           1990           2000           2030           2040 
##              1              9              1              1             13              1              2 
##           2100           2112           2150           2160           2168           2200           2260 
##             10              1              1              3              1              4              1 
##           2280           2300           2328           2400           2480           2500           2520 
##              1              1              1             20              2              8              2 
##           2550           2560           2580           2600           2604           2640           2688 
##              1              1              1              3              1              2              1 
##           2700           2720           2784           2800           2810           2880           2892 
##              6              1              1              5              1             10              1 
##           2900           2980           3000           3060           3072           3100           3150 
##              2              1             19              1              1              1              2 
##           3160           3200           3240           3360           3480           3500           3520 
##              1              4              1              7              1              3              1 
##           3600           3648           3675           3700           3740           3750           3760 
##             15              1              1              1              1              1              1 
##           3780           3800           3840           3852           3900           3999           4000 
##              1              4              5              1              1              1             18 
##           4032           4080           4125           4144           4200           4320           4376 
##              1              3              1              1              7              4              1 
##           4400           4455           4500           4540           4600           4700           4704 
##              2              1              4              1              3              2              1 
##           4800           4900           4944           5000           5040           5184           5200 
##             25              2              1             10              3              1              1 
##           5250           5280           5300           5376           5380           5400           5460 
##              1              2              1              1              2              6              1 
##           5500           5520           5566           5580           5600           5650           5700 
##              1              1              1              1              2              1              1 
##           5760           5800           5812           5880           5950           6000           6071 
##              7              1              1              2              1             18              1 
##           6100           6160           6200           6240           6250           6300           6360 
##              1              1              1              2              1              3              1 
##           6480           6500           6512           6600           6602           6630           6675 
##              1              1              1              2              1              1              1 
##           6720           6900           6960           6974           7000           7100           7200 
##              3              1              1              1              4              1             24 
##           7248           7280           7408           7440           7488           7500           7600 
##              1              1              1              1              1              1              1 
##           7620           7650           7675           7680           7740           7800           7840 
##              1              1              1              1              1              2              1 
##           7868           7880           7900           7920           7956           8000           8005 
##              1              1              2              1              1             11              1 
##           8170           8190           8200           8300           8400           8500           8544 
##              1              1              1              1              6              2              1 
##           8600           8640           8760           8800           8808           8832           9000 
##              1              4              1              2              1              1              4 
##           9100           9330           9360           9480           9504           9600           9720 
##              1              1              1              1              1             20              1 
##           9800          10000          10080          10100          10200          10410          10550 
##              2              8              9              2              2              1              1 
##          10700          10800          10820          10992          11000          11010          11200 
##              1              6              1              1              1              1              4 
##          11280          11400          11500          11520          11664          11700          11800 
##              1              2              1              4              1              1              1 
##          12000          12070          12120          12230          12400          12480          12500 
##             19              1              1              1              1              1              1 
##          12600          12800          12810          12960          13000          13440          13500 
##              2              2              1              1              1              2              3 
##          14000          14200          14225          14380          14400          14544          14640 
##              1              2              1              1             23              1              1 
##          14720          14900          14960          15000          15120          15400          15600 
##              2              1              1             13              1              1              3 
##          15696          15888          15950          16000          16140          16250          16360 
##              1              1              1              6              1              1              1 
##          16500          16560          16620          16795          16800          16860          16870 
##              1              2              1              1              4              1              1 
##          16920          17400          17520          17760          17808          18000          18480 
##              1              1              2              1              1              6              2 
##          18696          18945          19080          19200          19260          19320          19440 
##              1              1              1              7              1              1              1 
##          19488          19490          19680          19800          20000          20020          20160 
##              1              1              2              2              7              1              4 
##          20260          20290          20520          20640          20736          20900          21000 
##              1              1              1              1              1              1              2 
##          21120          21300          21440          21600          21616          21840          21900 
##              1              2              1              5              1              2              1 
##          22000          22152          22392          22500          22600          23000          23040 
##              3              1              1              2              1              1              2 
##          23200          23400          23632          23850          24000          24050          24120 
##              1              1              1              1             20              1              1 
##          24250          24480          24500          24660          24960          25000          25200 
##              1              1              1              1              2              1              3 
##          25600          25740          25920          26000          26300          26400          26448 
##              2              1              1              1              1              2              1 
##          26880          27000          27015          27200          27360          27380          27475 
##              2              1              1              1              3              1              1 
##          27600          27900          28000          28080          28088          28200          28350 
##              1              1              7              1              1              1              1 
##          28560          28800          29000          29376          30000          30056          30240 
##              1             17              1              1              7              1              1 
##          30960          31000          31200          31350          31680          32000          32040 
##              2              1              4              1              2              2              1 
##          32400          32500          33000          33500          33600          33650          33840 
##              1              1              2              1             14              1              1 
##          34112          34200          34848          35000          35040          36000          36720 
##              1              1              1              1              1             10              1 
##          37000          37060          37150          37200          37420          37440          37632 
##              1              1              1              1              1              1              2 
##          38000          38400          38520          38700          38900          39000          39200 
##              1              5              1              1              1              1              1 
##          39600          40000          40035          40560          40600          40800          41000 
##              1              4              1              1              1              1              2 
##          41300          41768          41856          42000          42840          42908          43000 
##              1              1              1              2              1              1              1 
##          43200          43290          43800          44000          44400          45000          45360 
##              7              1              1              1              1              2              1 
##          45600          45800          45900          46000          46080          47000          47040 
##              1              1              1              1              1              1              1 
##          47712          48000          48960          49800          49920          50000          50400 
##              1             10              2              1              2              2              2 
##          50600          51000          52000          52200          52800          53922          54000 
##              1              1              1              1              3              1              2 
##          55000          56520          57200          57600          57888          57920          59280 
##              1              1              1              6              1              1              1 
##          60000          61160          61200          61920          62000          62400          64800 
##              5              1              2              1              1              2              2 
##          64996          66000          67080          67200          67584          68960          70000 
##              1              1              1              4              1              1              4 
##          72000          72060          75600          76410          76800          78240          78720 
##              9              1              1              1              1              1              1 
##          79200          80000          84000          86400          89200          91500          93785 
##              1              2              3              3              1              1              1 
##          96000          98880          99000          99264          99600          1e+05         100800 
##              4              1              2              1              1              1              2 
##         102600         105000         106560         106848         108000         109100         118800 
##              1              1              1              1              2              1              1 
##         120000         122400         126000         128000         136320         140800         144000 
##              3              1              1              1              1              1              4 
##         145000         148500         161000         162600         163200         168000         172800 
##              1              1              1              1              1              2              1 
##         179200         180000         183600         188160         190800          2e+05         201600 
##              1              2              1              1              1              1              1 
##         204000         208000         210300         216000         217160         227150         240000 
##              1              1              1              1              1              1              1 
##         241920         242400         244800         244950         252000         253440         258480 
##              1              1              1              1              1              1              1 
##         259200         268800         291200         294960         300950 310342 or more           <NA> 
##              1              1              1              1              1             12             52

mydata <- top_recode (variable="eh_s6q76_2", break_point=pctile_99.5_eh_s6q76_2, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_2. If you were to buy those goods or services in a local market over the last 12 mo
##   -998      1      5      7     10     12     15     20     21     25     30     35     40     45     50     60 
##      1      1      1      1      6      1      1     12      1      1      6      5      1      2     11      6 
##     70     80     90    100    110    120    125    140    150    170    178    180    199    200    210    220 
##      3      8      2     22      1      4      3      1     15      1      1      6      1     30      1      3 
##    240    250    260    280    300    340    350    360    375    379    380    400    420    440    450    456 
##      7      7      1      1     20      1      6      2      1      1      1     12      3      1      6      1 
##    480    500    576    600    605    650    672    680    700    720    740    750    800    816    880    900 
##      6     40      2     13      1      1      2      1      6     12      1      2      9      1      1      6 
##    920    950    960   1000   1080   1100   1120   1150   1162   1200   1280   1300   1350   1360   1400   1440 
##      1      1      3     13      1      1      2      1      1     15      1      1      1      1      4      5 
##   1500   1600   1680   1700   1800   1900   1920   1953   2000   2016   2040   2100   2160   2200   2250   2400 
##     11      4      2      1     10      1      4      1     18      1      1      1      4      1      2     10 
##   2436   2500   2560   2592   2640   2700   2745   2800   2880   3000   3004   3024   3150   3200   3290   3360 
##      1      2      1      1      1      1      1      6      2     17      1      1      1      3      1      2 
##   3375   3410   3456   3500   3560   3600   3660   3750   3780   3800   3840   3960   4000   4200   4320   4359 
##      1      1      1      4      1     14      1      1      1      1      1      1      9      3      5      1 
##   4500   4620   4800   4950   4992   5000   5040   5120   5400   5500   5600   5625   5760   6000   6300   6400 
##      2      1      8      1      1      9      1      1      2      1      1      1      3     19      2      2 
##   6480   6500   6600   6720   6974   7000   7120   7200   7280   7500   7680   8000   8400   8640   9000   9600 
##      1      2      2      2      1      3      1     14      1      3      1      5      1      3      3     12 
##  10000  10080  10560  10752  10800  11000  11040  11200  11900  12000  12320  13000  13440  14000  14400  15000 
##      9      4      1      1      1      1      1      1      2      9      1      1      3      3     10      3 
##  15360  15400  16000  16200  16800  17000  17500  18000  18360  19200  19584  20000  20160  21600  22000  22500 
##      1      1      2      1      4      1      2      6      1      2      1      5      2      2      1      1 
##  22560  22800  23040  24000  24250  24500  25200  25600  26544  27000  28000  28224  28300  28800  29400  30000 
##      1      1      1      5      1      1      1      1      1      2      2      1      1      3      1      1 
##  30240  30260  31680  32000  33000  33360  33600  38000  40000  40320  42000  43200  44800  48000  50000  50400 
##      2      1      1      1      1      1      4      1      1      1      1      1      2      4      1      4 
##  52800  61600  63000  65600  67200  72000  73500  91250  95000  96000 108000 120960 153600   <NA> 
##      1      2      1      1      2      1      1      1      1      1      1      1      1   1482

## [1] "Frequency table after encoding"
## eh_s6q76_2. If you were to buy those goods or services in a local market over the last 12 mo
##          -998             1             5             7            10            12            15            20 
##             1             1             1             1             6             1             1            12 
##            21            25            30            35            40            45            50            60 
##             1             1             6             5             1             2            11             6 
##            70            80            90           100           110           120           125           140 
##             3             8             2            22             1             4             3             1 
##           150           170           178           180           199           200           210           220 
##            15             1             1             6             1            30             1             3 
##           240           250           260           280           300           340           350           360 
##             7             7             1             1            20             1             6             2 
##           375           379           380           400           420           440           450           456 
##             1             1             1            12             3             1             6             1 
##           480           500           576           600           605           650           672           680 
##             6            40             2            13             1             1             2             1 
##           700           720           740           750           800           816           880           900 
##             6            12             1             2             9             1             1             6 
##           920           950           960          1000          1080          1100          1120          1150 
##             1             1             3            13             1             1             2             1 
##          1162          1200          1280          1300          1350          1360          1400          1440 
##             1            15             1             1             1             1             4             5 
##          1500          1600          1680          1700          1800          1900          1920          1953 
##            11             4             2             1            10             1             4             1 
##          2000          2016          2040          2100          2160          2200          2250          2400 
##            18             1             1             1             4             1             2            10 
##          2436          2500          2560          2592          2640          2700          2745          2800 
##             1             2             1             1             1             1             1             6 
##          2880          3000          3004          3024          3150          3200          3290          3360 
##             2            17             1             1             1             3             1             2 
##          3375          3410          3456          3500          3560          3600          3660          3750 
##             1             1             1             4             1            14             1             1 
##          3780          3800          3840          3960          4000          4200          4320          4359 
##             1             1             1             1             9             3             5             1 
##          4500          4620          4800          4950          4992          5000          5040          5120 
##             2             1             8             1             1             9             1             1 
##          5400          5500          5600          5625          5760          6000          6300          6400 
##             2             1             1             1             3            19             2             2 
##          6480          6500          6600          6720          6974          7000          7120          7200 
##             1             2             2             2             1             3             1            14 
##          7280          7500          7680          8000          8400          8640          9000          9600 
##             1             3             1             5             1             3             3            12 
##         10000         10080         10560         10752         10800         11000         11040         11200 
##             9             4             1             1             1             1             1             1 
##         11900         12000         12320         13000         13440         14000         14400         15000 
##             2             9             1             1             3             3            10             3 
##         15360         15400         16000         16200         16800         17000         17500         18000 
##             1             1             2             1             4             1             2             6 
##         18360         19200         19584         20000         20160         21600         22000         22500 
##             1             2             1             5             2             2             1             1 
##         22560         22800         23040         24000         24250         24500         25200         25600 
##             1             1             1             5             1             1             1             1 
##         26544         27000         28000         28224         28300         28800         29400         30000 
##             1             2             2             1             1             3             1             1 
##         30240         30260         31680         32000         33000         33360         33600         38000 
##             2             1             1             1             1             1             4             1 
##         40000         40320         42000         43200         44800         48000         50000         50400 
##             1             1             1             1             2             4             1             4 
##         52800         61600         63000         65600         67200         72000         73500         91250 
##             1             2             1             1             2             1             1             1 
## 94925 or more          <NA> 
##             5          1482

mydata <- top_recode (variable="eh_s6q71_3", break_point=pctile_99.5_eh_s6q71_3, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_3. How much gross income or revenue was earned over the last 12 months from this ac
##   -998      0     10     20     40     50     60     75     90    100    110    120    145    150    155    180 
##      4      5      1      1      1      1      1      1      1      4      1      1      1      8      1      1 
##    190    200    230    235    240    250    270    280    285    300    320    330    350    360    380    400 
##      1     18      1      1      1      3      1      2      1     13      2      1      6      3      1     19 
##    405    420    440    450    480    500    540    550    555    560    600    630    640    650    700    720 
##      1      1      1      7      1     20      1      1      1      1     27      1      1      1      7      2 
##    750    800    850    885    900    950    960   1000   1050   1100   1120   1140   1160   1200   1250   1280 
##      7     18      1      1     10      1      1     29      1      1      1      1      1     25      2      1 
##   1290   1300   1400   1500   1512   1540   1560   1600   1620   1650   1700   1750   1800   1920   1950   2000 
##      1      2     14     25      1      1      1     16      1      1      2      2     14      1      2     34 
##   2100   2160   2200   2250   2300   2350   2400   2450   2500   2560   2573   2600   2625   2640   2650   2652 
##      7      2      6      1      3      1     22      2      7      1      1      1      1      1      1      1 
##   2700   2800   2850   2880   2982   3000   3100   3150   3200   3240   3300   3360   3400   3500   3600   3750 
##      8      7      1      3      1     27      1      2      7      1      1      1      3      6     22      3 
##   3800   3840   3900   4000   4200   4230   4400   4480   4500   4550   4600   4692   4700   4750   4760   4800 
##      1      1      1     17     10      1      2      1      9      1      1      1      2      1      1     17 
##   4900   5000   5040   5068   5100   5250   5400   5500   5520   5600   5624   5670   5760   6000   6150   6200 
##      6     22      1      1      1      2      5      4      1      7      1      1      1     34      1      2 
##   6300   6400   6438   6500   6690   6750   6760   6800   6900   6930   7000   7200   7400   7440   7500   7600 
##      7      4      1      2      1      1      1      1      1      1      8     21      2      1      4      1 
##   7800   7872   7910   8000   8100   8300   8320   8400   8488   8500   8640   8686   8700   8800   8964   9000 
##      2      1      1     20      1      1      1     12      1      2      1      1      1      1      1     18 
##   9100   9200   9250   9450   9500   9600  10000  10200  10240  10300  10320  10500  10800  11000  11200  11250 
##      1      1      1      2      2     22     24      3      1      1      1      5      8      1      2      2 
##  11500  11700  11900  12000  12138  12204  12250  12500  12600  13000  13100  13200  13440  13500  13550  13600 
##      1      1      2     39      1      1      2      4      2      2      1      3      3      5      1      1 
##  13680  13775  13800  13920  14000  14400  14700  14880  15000  15150  15300  15400  15500  15900  16000  16128 
##      1      1      2      1     12     19      1      1     12      1      1      1      1      1      8      1 
##  16200  16240  16320  16500  16770  16800  17200  17280  17400  17500  17600  17640  17680  17800  18000  18100 
##      5      1      1      1      1     13      1      2      1      1      1      1      1      1     26      1 
##  18192  18240  18400  18500  19000  19130  19200  19440  19500  19600  19800  20000  20160  20400  20600  20700 
##      1      2      1      1      1      1     10      1      1      1      3     11      2      1      1      1 
##  21000  21120  21600  21780  21880  22000  22050  22080  22250  22400  22500  22700  22800  23000  23100  23400 
##      5      1     11      1      1      3      1      1      1      5      3      1      1      2      1      1 
##  24000  24360  24475  25000  25200  25500  25600  25800  26000  26250  26400  26640  27000  27200  27300  27360 
##     29      1      1      2      7      1      1      1      4      1      3      1      6      2      1      6 
##  27648  28000  28350  28500  28800  28880  29000  29400  29700  29940  30000  30240  30400  30720  31000  31200 
##      1     11      1      1     21      1      1      2      1      1     14      2      1      1      1      1 
##  31300  32000  32400  32600  33600  34000  34400  35000  35250  36000  36960  37000  37800  38400  38500  38880 
##      1      4      4      1      9      2      1      4      1     21      1      1      2      5      1      1 
##  39200  39600  39800  40000  40320  40500  40572  40800  40992  42000  42720  43200  43800  44400  44600  44800 
##      3      3      1      4      1      1      1      1      1      8      2     16      1      1      1      1 
##  45000  46000  46400  46800  47520  48000  48720  48800  49200  49600  49840  49920  50400  50800  51200  51840 
##      1      1      1      2      1     22      1      1      1      1      1      1      9      1      1      1 
##  52000  52500  52800  54000  54720  54760  56000  56160  57600  58000  60000  60400  60720  61152  61600  62000 
##      1      1      2      3      1      1      2      1      8      1     14      1      1      1      2      2 
##  62400  62790  63000  63700  64080  64800  66000  66500  66600  67200  67500  67600  69160  69504  69700  70000 
##      1      1      1      1      1      2      4      1      1      6      1      1      1      1      1      1 
##  70400  71000  72000  73440  73920  75000  75600  76000  76800  77400  77600  77760  78000  78400  79040  79200 
##      1      1     26      1      1      2      1      3      4      2      1      2      1      1      1      1 
##  80000  80340  80400  80640  81000  81600  82488  82500  83300  83520  84000  84400  85008  85440  86000  86400 
##      3      1      1      2      1      1      1      1      1      1      9      1      1      2      1     12 
##  86800  87000  87360  88000  89280  89600  90000  90480  92160  92400  93312  93600  94080  94500  96000  97920 
##      1      1      2      1      1      1      4      1      2      1      1      2      1      1     13      1 
##  98000  1e+05 100100 100800 101640 103680 104000 105600 105840 106176 107088 108000 108480 109200 109440 110000 
##      1      2      1     16      1      2      1      2      1      1      1      6      1      1      6      1 
## 110400 110640 114240 114800 115200 117000 117600 119520 120000 123840 126000 127000 127200 128000 129600 130000 
##      1      1      1      1      4      2      1      1     11      1      1      1      1      1      2      1 
## 132000 133440 134400 140000 142560 144000 144480 146250 148000 149760 151000 151200 152000 155200 158400 161840 
##      2      1      2      2      1     10      1      1      1      1      1      1      1      1      1      1 
## 164800 168000 172800 175000 176400 180000 182500 187200 192000 194000 200200 201600 210240 212000 216000 220000 
##      1      5      1      1      1      2      1      1      4      1      1      1      1      1      3      1 
## 228000 231695 235200 238000 240000 252000 261000 270000 272000 280800 288000  3e+05 302400 312000 336000 355200 
##      1      1      1      1      1      1      1      1      1      1      1      2      1      1      3      1 
## 378000 432000 470400 518400 912000 960000 972000   <NA> 
##      1      2      1      1      1      1      1    487

## [1] "Frequency table after encoding"
## eh_s6q71_3. How much gross income or revenue was earned over the last 12 months from this ac
##           -998              0             10             20             40             50             60 
##              4              5              1              1              1              1              1 
##             75             90            100            110            120            145            150 
##              1              1              4              1              1              1              8 
##            155            180            190            200            230            235            240 
##              1              1              1             18              1              1              1 
##            250            270            280            285            300            320            330 
##              3              1              2              1             13              2              1 
##            350            360            380            400            405            420            440 
##              6              3              1             19              1              1              1 
##            450            480            500            540            550            555            560 
##              7              1             20              1              1              1              1 
##            600            630            640            650            700            720            750 
##             27              1              1              1              7              2              7 
##            800            850            885            900            950            960           1000 
##             18              1              1             10              1              1             29 
##           1050           1100           1120           1140           1160           1200           1250 
##              1              1              1              1              1             25              2 
##           1280           1290           1300           1400           1500           1512           1540 
##              1              1              2             14             25              1              1 
##           1560           1600           1620           1650           1700           1750           1800 
##              1             16              1              1              2              2             14 
##           1920           1950           2000           2100           2160           2200           2250 
##              1              2             34              7              2              6              1 
##           2300           2350           2400           2450           2500           2560           2573 
##              3              1             22              2              7              1              1 
##           2600           2625           2640           2650           2652           2700           2800 
##              1              1              1              1              1              8              7 
##           2850           2880           2982           3000           3100           3150           3200 
##              1              3              1             27              1              2              7 
##           3240           3300           3360           3400           3500           3600           3750 
##              1              1              1              3              6             22              3 
##           3800           3840           3900           4000           4200           4230           4400 
##              1              1              1             17             10              1              2 
##           4480           4500           4550           4600           4692           4700           4750 
##              1              9              1              1              1              2              1 
##           4760           4800           4900           5000           5040           5068           5100 
##              1             17              6             22              1              1              1 
##           5250           5400           5500           5520           5600           5624           5670 
##              2              5              4              1              7              1              1 
##           5760           6000           6150           6200           6300           6400           6438 
##              1             34              1              2              7              4              1 
##           6500           6690           6750           6760           6800           6900           6930 
##              2              1              1              1              1              1              1 
##           7000           7200           7400           7440           7500           7600           7800 
##              8             21              2              1              4              1              2 
##           7872           7910           8000           8100           8300           8320           8400 
##              1              1             20              1              1              1             12 
##           8488           8500           8640           8686           8700           8800           8964 
##              1              2              1              1              1              1              1 
##           9000           9100           9200           9250           9450           9500           9600 
##             18              1              1              1              2              2             22 
##          10000          10200          10240          10300          10320          10500          10800 
##             24              3              1              1              1              5              8 
##          11000          11200          11250          11500          11700          11900          12000 
##              1              2              2              1              1              2             39 
##          12138          12204          12250          12500          12600          13000          13100 
##              1              1              2              4              2              2              1 
##          13200          13440          13500          13550          13600          13680          13775 
##              3              3              5              1              1              1              1 
##          13800          13920          14000          14400          14700          14880          15000 
##              2              1             12             19              1              1             12 
##          15150          15300          15400          15500          15900          16000          16128 
##              1              1              1              1              1              8              1 
##          16200          16240          16320          16500          16770          16800          17200 
##              5              1              1              1              1             13              1 
##          17280          17400          17500          17600          17640          17680          17800 
##              2              1              1              1              1              1              1 
##          18000          18100          18192          18240          18400          18500          19000 
##             26              1              1              2              1              1              1 
##          19130          19200          19440          19500          19600          19800          20000 
##              1             10              1              1              1              3             11 
##          20160          20400          20600          20700          21000          21120          21600 
##              2              1              1              1              5              1             11 
##          21780          21880          22000          22050          22080          22250          22400 
##              1              1              3              1              1              1              5 
##          22500          22700          22800          23000          23100          23400          24000 
##              3              1              1              2              1              1             29 
##          24360          24475          25000          25200          25500          25600          25800 
##              1              1              2              7              1              1              1 
##          26000          26250          26400          26640          27000          27200          27300 
##              4              1              3              1              6              2              1 
##          27360          27648          28000          28350          28500          28800          28880 
##              6              1             11              1              1             21              1 
##          29000          29400          29700          29940          30000          30240          30400 
##              1              2              1              1             14              2              1 
##          30720          31000          31200          31300          32000          32400          32600 
##              1              1              1              1              4              4              1 
##          33600          34000          34400          35000          35250          36000          36960 
##              9              2              1              4              1             21              1 
##          37000          37800          38400          38500          38880          39200          39600 
##              1              2              5              1              1              3              3 
##          39800          40000          40320          40500          40572          40800          40992 
##              1              4              1              1              1              1              1 
##          42000          42720          43200          43800          44400          44600          44800 
##              8              2             16              1              1              1              1 
##          45000          46000          46400          46800          47520          48000          48720 
##              1              1              1              2              1             22              1 
##          48800          49200          49600          49840          49920          50400          50800 
##              1              1              1              1              1              9              1 
##          51200          51840          52000          52500          52800          54000          54720 
##              1              1              1              1              2              3              1 
##          54760          56000          56160          57600          58000          60000          60400 
##              1              2              1              8              1             14              1 
##          60720          61152          61600          62000          62400          62790          63000 
##              1              1              2              2              1              1              1 
##          63700          64080          64800          66000          66500          66600          67200 
##              1              1              2              4              1              1              6 
##          67500          67600          69160          69504          69700          70000          70400 
##              1              1              1              1              1              1              1 
##          71000          72000          73440          73920          75000          75600          76000 
##              1             26              1              1              2              1              3 
##          76800          77400          77600          77760          78000          78400          79040 
##              4              2              1              2              1              1              1 
##          79200          80000          80340          80400          80640          81000          81600 
##              1              3              1              1              2              1              1 
##          82488          82500          83300          83520          84000          84400          85008 
##              1              1              1              1              9              1              1 
##          85440          86000          86400          86800          87000          87360          88000 
##              2              1             12              1              1              2              1 
##          89280          89600          90000          90480          92160          92400          93312 
##              1              1              4              1              2              1              1 
##          93600          94080          94500          96000          97920          98000          1e+05 
##              2              1              1             13              1              1              2 
##         100100         100800         101640         103680         104000         105600         105840 
##              1             16              1              2              1              2              1 
##         106176         107088         108000         108480         109200         109440         110000 
##              1              1              6              1              1              6              1 
##         110400         110640         114240         114800         115200         117000         117600 
##              1              1              1              1              4              2              1 
##         119520         120000         123840         126000         127000         127200         128000 
##              1             11              1              1              1              1              1 
##         129600         130000         132000         133440         134400         140000         142560 
##              2              1              2              1              2              2              1 
##         144000         144480         146250         148000         149760         151000         151200 
##             10              1              1              1              1              1              1 
##         152000         155200         158400         161840         164800         168000         172800 
##              1              1              1              1              1              5              1 
##         175000         176400         180000         182500         187200         192000         194000 
##              1              1              2              1              1              4              1 
##         200200         201600         210240         212000         216000         220000         228000 
##              1              1              1              1              3              1              1 
##         231695         235200         238000         240000         252000         261000         270000 
##              1              1              1              1              1              1              1 
##         272000         280800         288000          3e+05         302400         312000         336000 
##              1              1              1              2              1              1              3 
## 336383 or more           <NA> 
##              9            487

mydata <- top_recode (variable="eh_s6q72_3", break_point=pctile_99.5_eh_s6q72_3, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_3. Some activities require expenses in order to do them. What are the total expense
##   -998      0      7      8     10     15     20     30     35     40     45     46     50     59     60     70 
##      6    789      1      1      2      1      6      2      1      2      1      1      6      1      3      1 
##     71     72     80     90     97     98    100    105    114    120    128    135    140    144    150    160 
##      1      1      7      1      1      1     17      1      1      9      1      1      2      1     13      1 
##    165    168    180    182    186    188    190    192    195    200    210    232    236    240    250    260 
##      1      1      5      1      1      1      1      1      1      8      2      1      1      7      8      2 
##    264    267    275    276    280    285    300    305    320    336    350    360    378    380    384    396 
##      1      1      1      1      1      1     14      1      1      1      6      5      1      1      1      1 
##    400    410    420    430    448    450    456    480    485    495    500    516    520    540    550    560 
##     12      1      2      1      1      5      1      6      1      1     28      1      1      3      2      1 
##    600    608    640    650    664    700    702    704    705    720    729    736    740    744    750    767 
##     18      1      1      1      1      7      1      1      1      5      1      1      1      1      3      1 
##    770    800    831    843    850    880    900    920    930    950    960    970    990   1000   1008   1020 
##      1      8      1      1      1      1      6      2      2      1      9      1      1     16      1      1 
##   1040   1050   1080   1100   1120   1130   1150   1152   1160   1188   1200   1204   1212   1250   1260   1296 
##      3      1      3      3      2      1      1      4      2      1     21      1      1      1      2      1 
##   1300   1320   1330   1332   1350   1392   1400   1440   1460   1500   1520   1536   1550   1560   1575   1600 
##      2      1      1      1      2      1      4     10      1      9      1      1      1      1      1     15 
##   1620   1640   1650   1680   1700   1706   1728   1736   1760   1800   1815   1850   1920   2000   2040   2080 
##      1      1      1      3      2      1      3      1      1     10      1      1      9     13      1      1 
##   2100   2160   2163   2240   2250   2280   2300   2325   2400   2405   2450   2500   2550   2600   2715   2730 
##      4      3      1      1      3      1      1      1     22      1      1      6      2      1      1      1 
##   2784   2800   2850   2880   2934   2940   3000   3021   3060   3072   3144   3150   3200   3225   3240   3300 
##      1     10      1     10      1      1     20      1      2      3      1      1      1      1      1      2 
##   3360   3375   3400   3480   3500   3600   3648   3700   3750   3800   3840   3855   3930   3960   4000   4080 
##      3      1      2      1      2      7      1      1      1      1      1      1      1      3     11      1 
##   4100   4130   4160   4180   4200   4256   4280   4320   4450   4480   4500   4550   4600   4608   4800   4992 
##      1      1      1      1      8      1      1      5      1      2      5      1      1      1     14      1 
##   5000   5040   5190   5200   5250   5272   5280   5400   5496   5568   5600   5635   5700   5724   5745   5760 
##     13      3      1      1      1      1      2      6      1      2      2      1      1      1      1      6 
##   5790   5800   5834   5904   6000   6100   6144   6200   6240   6250   6300   6325   6400   6432   6500   6558 
##      1      2      1      1     14      1      1      1      2      1      4      1      3      1      2      1 
##   6600   6645   6669   6720   6800   6900   6930   7000   7200   7220   7310   7340   7488   7500   7670   7680 
##      1      1      1      4      1      1      1      8     18      1      1      1      1      3      1      4 
##   7800   7884   7920   7930   8000   8016   8064   8100   8280   8400   8496   8640   8650   8680   8800   8960 
##      1      1      1      1      6      1      1      2      1      5      1      3      1      1      3      2 
##   9000   9006   9180   9240   9300   9360   9456   9520   9600   9688   9700   9800   9984  10000  10080  10100 
##      3      1      1      1      1      2      1      1     11      1      1      1      1     13      3      1 
##  10400  10560  10680  10800  11000  11088  11160  11200  11368  11400  11500  11520  11600  11700  11880  11904 
##      1      1      2      8      2      1      1      3      1      1      2      2      2      1      1      1 
##  12000  12100  12300  12400  12480  12500  12504  12564  12600  12800  12960  13140  13200  13440  13500  13600 
##     14      1      1      1      1      1      1      1      3      1      1      1      2      3      1      1 
##  13860  14000  14160  14200  14400  14460  14520  14560  14562  14784  15000  15100  15170  15300  15400  15600 
##      1      2      1      1     19      1      1      1      1      1      4      1      1      1      1      2 
##  15660  15695  15720  15900  16000  16080  16128  16200  16224  16240  16384  16800  17000  17200  17280  17472 
##      1      1      1      2      2      1      1      2      1      1      1      9      1      1      2      1 
##  18000  18090  18150  18153  18300  18360  18600  18720  18750  18900  18950  19000  19008  19200  19400  19650 
##      7      1      1      1      1      1      1      2      1      1      1      1      1      6      1      1 
##  19680  19800  19940  20000  20100  20160  20320  20400  20720  20736  21000  21450  21600  21840  21888  22326 
##      1      1      1      4      1      5      1      2      1      1      1      1      4      1      1      1 
##  23000  23040  23200  23206  23400  23500  23550  23760  23904  24000  24500  24960  25000  25200  25440  25480 
##      1      2      1      1      2      1      1      1      1     26      1      1      3      4      1      1 
##  25620  25920  26000  26400  26580  26880  27000  27360  27500  27508  27840  28000  28100  28200  28524  28600 
##      1      2      1      1      1      1      2      1      1      1      1      1      1      1      1      1 
##  28800  29200  29520  30000  30240  30400  30600  30880  30888  31080  31200  32256  32400  32560  33000  33320 
##      8      1      1      2      1      1      1      1      1      1      3      1      1      1      1      1 
##  33500  33600  34200  34560  35520  36000  36720  37200  37440  38400  38880  38976  39600  39610  39720  39840 
##      1      6      1      4      1     12      1      1      1      2      1      1      1      1      1      1 
##  40000  40200  41280  42000  42180  42720  42900  43200  45720  48000  49000  49400  49800  49920  50000  50400 
##      2      1      1      2      1      1      1      4      1      9      1      1      1      1      1      5 
##  51300  51600  52000  52112  53200  54000  55440  56000  56784  57600  58000  60000  60200  60500  60980  61432 
##      1      1      1      1      1      1      1      3      1      5      1      5      1      1      1      1 
##  63000  63600  67200  67680  68700  69612  70560  70900  72000  72480  72500  72840  74000  74400  76800  79920 
##      2      1      2      1      1      1      1      1      9      1      1      1      1      1      1      1 
##  80000  81600  86550  87360  88608  88672  89880  96000  1e+05 100800 103200 108020 110000 120000 123840 124800 
##      3      1      1      1      1      1      1      1      1      1      1      1      1      2      1      1 
## 126000 126880 129600 132000 136080 138000 144000 160000 180000 188300 190800 196000  2e+05 201600 226980 240000 
##      1      1      1      1      1      1      1      1      2      1      1      1      1      1      1      1 
## 246800 278400 288000 336000 357840 432000 864000  9e+05   <NA> 
##      1      1      2      1      1      1      1      1    174

## [1] "Frequency table after encoding"
## eh_s6q72_3. Some activities require expenses in order to do them. What are the total expense
##           -998              0              7              8             10             15             20 
##              6            789              1              1              2              1              6 
##             30             35             40             45             46             50             59 
##              2              1              2              1              1              6              1 
##             60             70             71             72             80             90             97 
##              3              1              1              1              7              1              1 
##             98            100            105            114            120            128            135 
##              1             17              1              1              9              1              1 
##            140            144            150            160            165            168            180 
##              2              1             13              1              1              1              5 
##            182            186            188            190            192            195            200 
##              1              1              1              1              1              1              8 
##            210            232            236            240            250            260            264 
##              2              1              1              7              8              2              1 
##            267            275            276            280            285            300            305 
##              1              1              1              1              1             14              1 
##            320            336            350            360            378            380            384 
##              1              1              6              5              1              1              1 
##            396            400            410            420            430            448            450 
##              1             12              1              2              1              1              5 
##            456            480            485            495            500            516            520 
##              1              6              1              1             28              1              1 
##            540            550            560            600            608            640            650 
##              3              2              1             18              1              1              1 
##            664            700            702            704            705            720            729 
##              1              7              1              1              1              5              1 
##            736            740            744            750            767            770            800 
##              1              1              1              3              1              1              8 
##            831            843            850            880            900            920            930 
##              1              1              1              1              6              2              2 
##            950            960            970            990           1000           1008           1020 
##              1              9              1              1             16              1              1 
##           1040           1050           1080           1100           1120           1130           1150 
##              3              1              3              3              2              1              1 
##           1152           1160           1188           1200           1204           1212           1250 
##              4              2              1             21              1              1              1 
##           1260           1296           1300           1320           1330           1332           1350 
##              2              1              2              1              1              1              2 
##           1392           1400           1440           1460           1500           1520           1536 
##              1              4             10              1              9              1              1 
##           1550           1560           1575           1600           1620           1640           1650 
##              1              1              1             15              1              1              1 
##           1680           1700           1706           1728           1736           1760           1800 
##              3              2              1              3              1              1             10 
##           1815           1850           1920           2000           2040           2080           2100 
##              1              1              9             13              1              1              4 
##           2160           2163           2240           2250           2280           2300           2325 
##              3              1              1              3              1              1              1 
##           2400           2405           2450           2500           2550           2600           2715 
##             22              1              1              6              2              1              1 
##           2730           2784           2800           2850           2880           2934           2940 
##              1              1             10              1             10              1              1 
##           3000           3021           3060           3072           3144           3150           3200 
##             20              1              2              3              1              1              1 
##           3225           3240           3300           3360           3375           3400           3480 
##              1              1              2              3              1              2              1 
##           3500           3600           3648           3700           3750           3800           3840 
##              2              7              1              1              1              1              1 
##           3855           3930           3960           4000           4080           4100           4130 
##              1              1              3             11              1              1              1 
##           4160           4180           4200           4256           4280           4320           4450 
##              1              1              8              1              1              5              1 
##           4480           4500           4550           4600           4608           4800           4992 
##              2              5              1              1              1             14              1 
##           5000           5040           5190           5200           5250           5272           5280 
##             13              3              1              1              1              1              2 
##           5400           5496           5568           5600           5635           5700           5724 
##              6              1              2              2              1              1              1 
##           5745           5760           5790           5800           5834           5904           6000 
##              1              6              1              2              1              1             14 
##           6100           6144           6200           6240           6250           6300           6325 
##              1              1              1              2              1              4              1 
##           6400           6432           6500           6558           6600           6645           6669 
##              3              1              2              1              1              1              1 
##           6720           6800           6900           6930           7000           7200           7220 
##              4              1              1              1              8             18              1 
##           7310           7340           7488           7500           7670           7680           7800 
##              1              1              1              3              1              4              1 
##           7884           7920           7930           8000           8016           8064           8100 
##              1              1              1              6              1              1              2 
##           8280           8400           8496           8640           8650           8680           8800 
##              1              5              1              3              1              1              3 
##           8960           9000           9006           9180           9240           9300           9360 
##              2              3              1              1              1              1              2 
##           9456           9520           9600           9688           9700           9800           9984 
##              1              1             11              1              1              1              1 
##          10000          10080          10100          10400          10560          10680          10800 
##             13              3              1              1              1              2              8 
##          11000          11088          11160          11200          11368          11400          11500 
##              2              1              1              3              1              1              2 
##          11520          11600          11700          11880          11904          12000          12100 
##              2              2              1              1              1             14              1 
##          12300          12400          12480          12500          12504          12564          12600 
##              1              1              1              1              1              1              3 
##          12800          12960          13140          13200          13440          13500          13600 
##              1              1              1              2              3              1              1 
##          13860          14000          14160          14200          14400          14460          14520 
##              1              2              1              1             19              1              1 
##          14560          14562          14784          15000          15100          15170          15300 
##              1              1              1              4              1              1              1 
##          15400          15600          15660          15695          15720          15900          16000 
##              1              2              1              1              1              2              2 
##          16080          16128          16200          16224          16240          16384          16800 
##              1              1              2              1              1              1              9 
##          17000          17200          17280          17472          18000          18090          18150 
##              1              1              2              1              7              1              1 
##          18153          18300          18360          18600          18720          18750          18900 
##              1              1              1              1              2              1              1 
##          18950          19000          19008          19200          19400          19650          19680 
##              1              1              1              6              1              1              1 
##          19800          19940          20000          20100          20160          20320          20400 
##              1              1              4              1              5              1              2 
##          20720          20736          21000          21450          21600          21840          21888 
##              1              1              1              1              4              1              1 
##          22326          23000          23040          23200          23206          23400          23500 
##              1              1              2              1              1              2              1 
##          23550          23760          23904          24000          24500          24960          25000 
##              1              1              1             26              1              1              3 
##          25200          25440          25480          25620          25920          26000          26400 
##              4              1              1              1              2              1              1 
##          26580          26880          27000          27360          27500          27508          27840 
##              1              1              2              1              1              1              1 
##          28000          28100          28200          28524          28600          28800          29200 
##              1              1              1              1              1              8              1 
##          29520          30000          30240          30400          30600          30880          30888 
##              1              2              1              1              1              1              1 
##          31080          31200          32256          32400          32560          33000          33320 
##              1              3              1              1              1              1              1 
##          33500          33600          34200          34560          35520          36000          36720 
##              1              6              1              4              1             12              1 
##          37200          37440          38400          38880          38976          39600          39610 
##              1              1              2              1              1              1              1 
##          39720          39840          40000          40200          41280          42000          42180 
##              1              1              2              1              1              2              1 
##          42720          42900          43200          45720          48000          49000          49400 
##              1              1              4              1              9              1              1 
##          49800          49920          50000          50400          51300          51600          52000 
##              1              1              1              5              1              1              1 
##          52112          53200          54000          55440          56000          56784          57600 
##              1              1              1              1              3              1              5 
##          58000          60000          60200          60500          60980          61432          63000 
##              1              5              1              1              1              1              2 
##          63600          67200          67680          68700          69612          70560          70900 
##              1              2              1              1              1              1              1 
##          72000          72480          72500          72840          74000          74400          76800 
##              9              1              1              1              1              1              1 
##          79920          80000          81600          86550          87360          88608          88672 
##              1              3              1              1              1              1              1 
##          89880          96000          1e+05         100800         103200         108020         110000 
##              1              1              1              1              1              1              1 
##         120000         123840         124800         126000         126880         129600         132000 
##              2              1              1              1              1              1              1 
##         136080         138000         144000         160000         180000         188300         190800 
##              1              1              1              1              2              1              1 
##         196000          2e+05         201600 213401 or more           <NA> 
##              1              1              1             11            174

mydata <- top_recode (variable="eh_s6q76_3", break_point=pctile_99.5_eh_s6q76_3, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_3. If you were to buy those goods or services in a local market over the last 12 mo
##   -998      5      9     10     12     15     20     25     30     40     42     45     50     55     60     70 
##      1      3      1      5      1      3      5      2     11      6      1      1     15      1      9      1 
##     80     84     90     99    100    120    125    130    140    150    160    170    180    185    190    200 
##      4      1      1      1     24      7      1      1      2     16      3      1      2      1      2     23 
##    210    216    225    235    236    237    240    250    255    260    270    280    300    302    304    320 
##      2      1      1      1      1      1      6      4      1      1      1      3     31      1      1      1 
##    335    350    360    400    420    450    480    500    510    518    535    540    576    600    640    650 
##      1     10      4     11      4      4      7     33      1      1      1      2      1     12      1      2 
##    672    700    720    750    770    800    864    875    900    950    955    960   1000   1050   1071   1080 
##      1      4      7      2      1      6      1      1      8      1      1      6     19      4      1      2 
##   1152   1200   1250   1290   1300   1320   1350   1400   1440   1500   1560   1600   1652   1680   1700   1728 
##      1     20      1      1      1      2      2      1      5     14      1      5      1      4      1      1 
##   1800   1890   1920   1950   1980   2000   2100   2150   2160   2200   2240   2250   2320   2400   2450   2475 
##      8      1      3      1      1     23      3      1      1      2      2      1      1     17      1      1 
##   2500   2700   2760   2800   2880   3000   3120   3220   3360   3500   3600   3780   3840   3900   3960   4000 
##      5      1      1      5      5     16      1      1      4      3     13      1      6      1      1      4 
##   4100   4200   4320   4360   4500   4600   4800   4860   5000   5040   5400   5600   5760   5920   5950   6000 
##      1      3      4      1      4      1      8      1     12      1      2      1      2      1      1      9 
##   6333   6400   6600   6720   6912   7000   7200   7300   7500   7680   8000   8400   8500   8640   9000   9408 
##      1      1      1      4      1      3      9      1      1      1      4      1      1      3      5      1 
##   9500   9600  10000  10080  10300  10800  10910  11000  11400  11760  12000  13000  13300  13440  14000  14400 
##      1      4      5      1      1      2      1      1      1      2      5      1      1      2      3     11 
##  14500  15000  15400  15912  16200  16800  17280  17400  18000  18250  18354  19200  20000  21000  21600  21840 
##      1      3      1      1      1      5      2      1      6      1      1      3      2      1      2      1 
##  22000  22400  22500  23200  23250  23280  24000  25000  25500  27300  28000  28224  28800  30000  33600  34000 
##      1      1      1      1      1      1      2      1      1      1      4      1      3      5      3      1 
##  34560  36000  38000  38200  40000  40320  50400  55000  60000  72000 168000 170000   <NA> 
##      1      2      1      1      1      1      2      1      1      1      1      1   1513

## [1] "Frequency table after encoding"
## eh_s6q76_3. If you were to buy those goods or services in a local market over the last 12 mo
##          -998             5             9            10            12            15            20            25 
##             1             3             1             5             1             3             5             2 
##            30            40            42            45            50            55            60            70 
##            11             6             1             1            15             1             9             1 
##            80            84            90            99           100           120           125           130 
##             4             1             1             1            24             7             1             1 
##           140           150           160           170           180           185           190           200 
##             2            16             3             1             2             1             2            23 
##           210           216           225           235           236           237           240           250 
##             2             1             1             1             1             1             6             4 
##           255           260           270           280           300           302           304           320 
##             1             1             1             3            31             1             1             1 
##           335           350           360           400           420           450           480           500 
##             1            10             4            11             4             4             7            33 
##           510           518           535           540           576           600           640           650 
##             1             1             1             2             1            12             1             2 
##           672           700           720           750           770           800           864           875 
##             1             4             7             2             1             6             1             1 
##           900           950           955           960          1000          1050          1071          1080 
##             8             1             1             6            19             4             1             2 
##          1152          1200          1250          1290          1300          1320          1350          1400 
##             1            20             1             1             1             2             2             1 
##          1440          1500          1560          1600          1652          1680          1700          1728 
##             5            14             1             5             1             4             1             1 
##          1800          1890          1920          1950          1980          2000          2100          2150 
##             8             1             3             1             1            23             3             1 
##          2160          2200          2240          2250          2320          2400          2450          2475 
##             1             2             2             1             1            17             1             1 
##          2500          2700          2760          2800          2880          3000          3120          3220 
##             5             1             1             5             5            16             1             1 
##          3360          3500          3600          3780          3840          3900          3960          4000 
##             4             3            13             1             6             1             1             4 
##          4100          4200          4320          4360          4500          4600          4800          4860 
##             1             3             4             1             4             1             8             1 
##          5000          5040          5400          5600          5760          5920          5950          6000 
##            12             1             2             1             2             1             1             9 
##          6333          6400          6600          6720          6912          7000          7200          7300 
##             1             1             1             4             1             3             9             1 
##          7500          7680          8000          8400          8500          8640          9000          9408 
##             1             1             4             1             1             3             5             1 
##          9500          9600         10000         10080         10300         10800         10910         11000 
##             1             4             5             1             1             2             1             1 
##         11400         11760         12000         13000         13300         13440         14000         14400 
##             1             2             5             1             1             2             3            11 
##         14500         15000         15400         15912         16200         16800         17280         17400 
##             1             3             1             1             1             5             2             1 
##         18000         18250         18354         19200         20000         21000         21600         21840 
##             6             1             1             3             2             1             2             1 
##         22000         22400         22500         23200         23250         23280         24000         25000 
##             1             1             1             1             1             1             2             1 
##         25500         27300         28000         28224         28800         30000         33600         34000 
##             1             1             4             1             3             5             3             1 
##         34560         36000         38000         38200         40000         40320         50400         55000 
##             1             2             1             1             1             1             2             1 
## 55674 or more          <NA> 
##             4          1513

mydata <- top_recode (variable="eh_s6q71_4", break_point=pctile_99.5_eh_s6q71_4, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_4. How much gross income or revenue was earned over the last 12 months from this ac
##    -998       0      15      30      40      50      70      80      90     100     150     180     200     210 
##       3      14       1       1       2       3       2       2       1       7       2       1      17       1 
##     225     238     240     250     260     295     300     350     360     371     390     400     448     450 
##       1       1       2       2       1       1      13       1       4       1       1      10       1       3 
##     480     498     500     510     520     581     600     630     690     700     720     750     780     800 
##       3       1      15       1       1       1      26       1       1       6       3       9       1      17 
##     850     875     900     912     960    1000    1050    1100    1110    1125    1160    1170    1200    1250 
##       1       1      12       1       2      25       2       3       1       1       1       1      32       1 
##    1300    1320    1333    1350    1400    1440    1500    1590    1597    1600    1700    1728    1750    1800 
##       5       1       1       1       9       1      22       1       1      11       1       1       4      17 
##    1845    1920    1950    1980    2000    2100    2160    2200    2250    2400    2450    2500    2650    2700 
##       1       1       1       1      26       6       2       1       2      24       1       6       2       4 
##    2760    2800    3000    3100    3120    3150    3200    3300    3328    3360    3400    3420    3500    3600 
##       1       6      32       1       2       1       5       1       1       3       2       1       2      14 
##    3650    3800    3840    4000    4125    4150    4200    4225    4320    4375    4500    4560    4600    4700 
##       1       2       1      15       1       1      14       1       1       1       9       1       1       1 
##    4750    4800    4950    5000    5040    5100    5200    5250    5400    5600    5700    5900    5950    6000 
##       2      14       2      18       2       1       1       2       6       9       2       1       1      33 
##    6048    6050    6160    6200    6250    6300    6460    6500    6600    6750    6800    6864    6960    7000 
##       1       1       1       1       1       3       1       4       2       1       2       1       1       9 
##    7200    7280    7500    7600    7700    7800    8000    8100    8160    8400    8500    9000    9012    9100 
##      16       1       4       1       1       2      21       2       1       8       1      17       1       1 
##    9120    9145    9200    9400    9500    9600    9800    9880   10000   10080   10500   10800   10920   11000 
##       1       1       1       1       1      20       1       1      12       1       4       9       1       3 
##   11100   11200   11316   11500   11760   11800   12000   12100   12288   12300   12480   12500   12600   12750 
##       1       4       1       1       1       1      30       1       1       1       1       2       5       1 
##   12800   13000   13200   13440   13500   13520   13600   13920   14000   14350   14400   14500   14700   15000 
##       1       2       1       1       1       1       1       1       7       1      16       1       1       8 
##   15240   15600   15900   16000   16200   16240   16500   16800   17000   17600   18000   18240   18400   18720 
##       1       1       1       7       2       1       2      13       4       2      13       2       1       1 
##   18800   19200   19600   19700   19800   20000   20160   20400   20880   21000   21400   21560   21600   21840 
##       1      10       1       1       1       9       1       1       1       3       1       1       9       1 
##   22000   22400   22500   23000   23040   24000   24948   25000   25200   25500   25900   26000   26300   27000 
##       4       1       2       1       2      12       1       4       8       2       1       3       1       4 
##   27200   27600   28000   28800   29400   29500   29640   30000   30500   30800   31332   31500   31600   32000 
##       1       1       2      16       1       1       1       9       1       1       1       2       1       1 
##   32400   33000   33500   33600   34000   34200   35000   35600   36000   36720   37128   37440   37800   38400 
##       1       4       2      11       2       1       1       1      16       1       1       1       1       4 
##   38880   39000   39200   39600   39960   40000   40150   40320   40905   41400   42000   42500   43150   43200 
##       1       1       3       2       1       5       1       2       1       1      10       1       1       5 
##   44000   44800   45000   46200   47340   48000   49000   49200   49680   50000   50400   50544   51200   51840 
##       1       1       2       2       1      12       2       1       1       4       7       1       1       1 
##   52000   52800   54000   54600   54720   56000   56920   56960   57000   57600   58800   59000   60000   61440 
##       1       1       5       1       1       2       1       1       1       5       1       1       6       2 
##   62400   62600   63000   63200   64560   66000   67200   70000   70400   70464   72000   72960   73728   75000 
##       2       1       3       1       1       1       5       1       1       1      11       1       1       1 
##   75600   77000   78000   78400   81000   81120   82080   82200   84000   84960   86400   86480   87800   89040 
##       1       2       3       2       2       1       1       1       6       1      10       1       1       1 
##   89280   89600   90000   91200   92400   95040   95550   96000   97200   97920   98000   99360   1e+05  100800 
##       1       1       3       2       2       1       1      11       1       1       2       1       2      14 
##  103200  103680  104000  106000  106260  106560  107800  108000  108500  108620  109440  112320  114504  115200 
##       1       1       1       1       1       1       1       5       1       1       3       2       1       4 
##  117600  118800  120000  122400  126000  127680  128856  129600  132000  140000  141120  141504  144000  146000 
##       1       1       6       1       1       1       1       4       2       1       1       1       4       1 
##  147456  156000  164000  168000  172800  174720  180000  191080  192000  216000  228000  240000  252000  260000 
##       1       3       1       3       1       1       2       1       2       1       1       1       1       1 
##  264000  268800  302400  312800  316800  336000  384000   6e+05  672000  768000 1526100    <NA> 
##       2       1       1       1       1       2       1       1       1       1       1     877

## [1] "Frequency table after encoding"
## eh_s6q71_4. How much gross income or revenue was earned over the last 12 months from this ac
##           -998              0             15             30             40             50             70 
##              3             14              1              1              2              3              2 
##             80             90            100            150            180            200            210 
##              2              1              7              2              1             17              1 
##            225            238            240            250            260            295            300 
##              1              1              2              2              1              1             13 
##            350            360            371            390            400            448            450 
##              1              4              1              1             10              1              3 
##            480            498            500            510            520            581            600 
##              3              1             15              1              1              1             26 
##            630            690            700            720            750            780            800 
##              1              1              6              3              9              1             17 
##            850            875            900            912            960           1000           1050 
##              1              1             12              1              2             25              2 
##           1100           1110           1125           1160           1170           1200           1250 
##              3              1              1              1              1             32              1 
##           1300           1320           1333           1350           1400           1440           1500 
##              5              1              1              1              9              1             22 
##           1590           1597           1600           1700           1728           1750           1800 
##              1              1             11              1              1              4             17 
##           1845           1920           1950           1980           2000           2100           2160 
##              1              1              1              1             26              6              2 
##           2200           2250           2400           2450           2500           2650           2700 
##              1              2             24              1              6              2              4 
##           2760           2800           3000           3100           3120           3150           3200 
##              1              6             32              1              2              1              5 
##           3300           3328           3360           3400           3420           3500           3600 
##              1              1              3              2              1              2             14 
##           3650           3800           3840           4000           4125           4150           4200 
##              1              2              1             15              1              1             14 
##           4225           4320           4375           4500           4560           4600           4700 
##              1              1              1              9              1              1              1 
##           4750           4800           4950           5000           5040           5100           5200 
##              2             14              2             18              2              1              1 
##           5250           5400           5600           5700           5900           5950           6000 
##              2              6              9              2              1              1             33 
##           6048           6050           6160           6200           6250           6300           6460 
##              1              1              1              1              1              3              1 
##           6500           6600           6750           6800           6864           6960           7000 
##              4              2              1              2              1              1              9 
##           7200           7280           7500           7600           7700           7800           8000 
##             16              1              4              1              1              2             21 
##           8100           8160           8400           8500           9000           9012           9100 
##              2              1              8              1             17              1              1 
##           9120           9145           9200           9400           9500           9600           9800 
##              1              1              1              1              1             20              1 
##           9880          10000          10080          10500          10800          10920          11000 
##              1             12              1              4              9              1              3 
##          11100          11200          11316          11500          11760          11800          12000 
##              1              4              1              1              1              1             30 
##          12100          12288          12300          12480          12500          12600          12750 
##              1              1              1              1              2              5              1 
##          12800          13000          13200          13440          13500          13520          13600 
##              1              2              1              1              1              1              1 
##          13920          14000          14350          14400          14500          14700          15000 
##              1              7              1             16              1              1              8 
##          15240          15600          15900          16000          16200          16240          16500 
##              1              1              1              7              2              1              2 
##          16800          17000          17600          18000          18240          18400          18720 
##             13              4              2             13              2              1              1 
##          18800          19200          19600          19700          19800          20000          20160 
##              1             10              1              1              1              9              1 
##          20400          20880          21000          21400          21560          21600          21840 
##              1              1              3              1              1              9              1 
##          22000          22400          22500          23000          23040          24000          24948 
##              4              1              2              1              2             12              1 
##          25000          25200          25500          25900          26000          26300          27000 
##              4              8              2              1              3              1              4 
##          27200          27600          28000          28800          29400          29500          29640 
##              1              1              2             16              1              1              1 
##          30000          30500          30800          31332          31500          31600          32000 
##              9              1              1              1              2              1              1 
##          32400          33000          33500          33600          34000          34200          35000 
##              1              4              2             11              2              1              1 
##          35600          36000          36720          37128          37440          37800          38400 
##              1             16              1              1              1              1              4 
##          38880          39000          39200          39600          39960          40000          40150 
##              1              1              3              2              1              5              1 
##          40320          40905          41400          42000          42500          43150          43200 
##              2              1              1             10              1              1              5 
##          44000          44800          45000          46200          47340          48000          49000 
##              1              1              2              2              1             12              2 
##          49200          49680          50000          50400          50544          51200          51840 
##              1              1              4              7              1              1              1 
##          52000          52800          54000          54600          54720          56000          56920 
##              1              1              5              1              1              2              1 
##          56960          57000          57600          58800          59000          60000          61440 
##              1              1              5              1              1              6              2 
##          62400          62600          63000          63200          64560          66000          67200 
##              2              1              3              1              1              1              5 
##          70000          70400          70464          72000          72960          73728          75000 
##              1              1              1             11              1              1              1 
##          75600          77000          78000          78400          81000          81120          82080 
##              1              2              3              2              2              1              1 
##          82200          84000          84960          86400          86480          87800          89040 
##              1              6              1             10              1              1              1 
##          89280          89600          90000          91200          92400          95040          95550 
##              1              1              3              2              2              1              1 
##          96000          97200          97920          98000          99360          1e+05         100800 
##             11              1              1              2              1              2             14 
##         103200         103680         104000         106000         106260         106560         107800 
##              1              1              1              1              1              1              1 
##         108000         108500         108620         109440         112320         114504         115200 
##              5              1              1              3              2              1              4 
##         117600         118800         120000         122400         126000         127680         128856 
##              1              1              6              1              1              1              1 
##         129600         132000         140000         141120         141504         144000         146000 
##              4              2              1              1              1              4              1 
##         147456         156000         164000         168000         172800         174720         180000 
##              1              3              1              3              1              1              2 
##         191080         192000         216000         228000         240000         252000         260000 
##              1              2              1              1              1              1              1 
##         264000         268800         302400         312800 316659 or more           <NA> 
##              2              1              1              1              8            877

mydata <- top_recode (variable="eh_s6q72_4", break_point=pctile_99.5_eh_s6q72_4, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_4. Some activities require expenses in order to do them. What are the total expense
##    -998       0       1      10      12      15      20      30      32      37      40      44      45      48 
##       3     807       1       3       1       2       1       6       1       1       3       1       3       1 
##      50      54      55      60      72      80      84      90      92      96     100     113     114     120 
##       7       1       2       5       2       2       1       3       1       1      10       1       1       6 
##     130     135     140     144     150     160     162     168     175     180     186     200     206     208 
##       1       1       3       1       7       7       1       1       1       5       1      15       1       1 
##     210     216     218     220     224     238     240     250     252     256     258     288     290     300 
##       1       2       1       2       1       1       6       4       2       1       1       1       1      17 
##     312     333     336     350     360     400     405     410     420     440     448     450     465     468 
##       1       1       1       2       6      10       1       1       1       1       1       4       1       1 
##     476     480     498     500     510     512     536     540     550     560     600     620     650     661 
##       1       9       1      19       1       2       1       3       2       2      15       1       2       1 
##     670     700     720     728     780     800     810     816     820     832     840     870     875     888 
##       2       4       4       1       2       9       2       1       1       1       1       2       1       1 
##     900     920     921     930     935     950     960     962     980     984     990    1000    1032    1040 
##       8       1       1       1       1       1       7       1       1       1       1      20       1       1 
##    1050    1056    1060    1070    1080    1095    1100    1104    1114    1120    1200    1210    1250    1260 
##       7       1       1       2       1       1       1       2       1       3      25       1       2       2 
##    1320    1350    1360    1373    1380    1392    1400    1440    1500    1520    1524    1536    1555    1584 
##       1       2       1       1       2       1       4       9       7       1       1       4       1       1 
##    1600    1620    1650    1680    1700    1728    1750    1760    1800    1804    1825    1850    1890    1916 
##       1       1       1       6       1       2       1       1       7       1       1       1       1       1 
##    1920    1975    2000    2040    2100    2112    2149    2160    2200    2226    2232    2250    2332    2345 
##       6       1      10       1       2       1       1       2       1       1       1       2       1       1 
##    2376    2400    2448    2496    2500    2520    2549    2560    2600    2640    2688    2700    2720    2750 
##       1      14       1       1       2       2       1       1       3       3       3       1       1       1 
##    2760    2800    2804    2870    2880    2920    2976    3000    3072    3090    3100    3120    3150    3200 
##       1       4       1       1       5       1       1      16       2       1       4       2       1       1 
##    3226    3280    3328    3360    3380    3400    3500    3570    3600    3604    3640    3750    3800    3840 
##       1       1       1       3       1       1       2       1      10       1       1       2       1       3 
##    3870    3872    3900    3960    4000    4050    4140    4160    4200    4320    4350    4360    4400    4435 
##       1       1       1       1      13       1       1       1       4       2       2       1       2       1 
##    4480    4560    4608    4660    4725    4760    4800    4850    4872    4912    4920    5000    5040    5150 
##       1       1       1       1       1       1      17       1       1       1       1       9       1       1 
##    5200    5280    5300    5350    5400    5450    5496    5500    5544    5600    5620    5660    5745    5760 
##       3       1       1       1       2       1       1       1       1       4       1       1       1       3 
##    5850    6000    6060    6216    6270    6350    6370    6600    6700    6720    6800    6816    6900    6912 
##       1      15       2       1       1       1       1       4       1       2       2       1       1       1 
##    6930    7000    7056    7080    7100    7200    7359    7400    7560    7600    7680    7920    8000    8100 
##       1       6       1       1       1      12       1       1       2       1       1       2       4       2 
##    8400    8500    8550    8640    8800    8900    9000    9360    9450    9516    9600    9800   10000   10080 
##       3       1       1       2       1       1       4       1       1       1      10       2       8       4 
##   10120   10230   10320   10400   10490   10630   10640   10800   10920   11400   11420   11480   11700   11760 
##       1       1       1       1       1       1       1       2       1       2       1       1       1       2 
##   12000   12020   12100   12200   12320   12480   12600   12620   12864   12900   12960   13000   13140   13400 
##      15       1       1       1       1       1       1       1       1       1       2       1       1       1 
##   13500   13560   13800   14000   14400   14600   14850   15000   15050   15120   15600   15840   15900   16000 
##       1       1       2       4      10       1       1       7       1       1       3       1       1       3 
##   16010   16200   16400   16750   16800   17136   17192   17280   17800   18000   18150   18480   18800   18900 
##       1       1       2       1       8       1       1       5       1       8       1       1       1       1 
##   18980   19000   19200   20000   20200   20460   20890   21400   21592   21595   21600   22340   22400   22776 
##       1       1       4       2       1       1       1       1       1       1       3       1       1       1 
##   22800   23400   24000   24288   24480   24960   25000   25200   25900   27000   27700   27872   28000   28800 
##       1       1      14       1       1       2       1       1       1       2       1       1       4       6 
##   29440   29800   29880   30000   30464   30528   30800   31200   32000   32400   32440   32730   33408   33600 
##       1       1       1       4       1       1       1       3       3       1       1       1       1       7 
##   34280   34320   34560   35000   35580   36000   36800   36960   37200   38000   38500   38800   38880   39200 
##       1       1       1       1       1       5       2       1       2       1       1       1       1       1 
##   39600   40000   40320   40560   41650   42000   42120   43200   43220   43500   44600   44880   46800   48000 
##       1       1       2       1       1       3       1       6       1       1       1       1       2       5 
##   50400   51600   54000   56000   57600   60000   60480   66000   66500   66600   68200   70416   72000   79800 
##       1       1       2       2       2       3       1       2       1       1       1       1       4       1 
##   80000   84000   84600   90000   90800   94080   94800   96000   97200  114000  120000  134400  144000  148800 
##       2       2       1       2       1       1       1       2       1       1       1       1       2       1 
##  153600  160000  168000  192000  248160  252000  288000  302400  511488  570000 1094100    <NA> 
##       1       1       1       1       1       1       1       1       1       1       1     404

## [1] "Frequency table after encoding"
## eh_s6q72_4. Some activities require expenses in order to do them. What are the total expense
##           -998              0              1             10             12             15             20 
##              3            807              1              3              1              2              1 
##             30             32             37             40             44             45             48 
##              6              1              1              3              1              3              1 
##             50             54             55             60             72             80             84 
##              7              1              2              5              2              2              1 
##             90             92             96            100            113            114            120 
##              3              1              1             10              1              1              6 
##            130            135            140            144            150            160            162 
##              1              1              3              1              7              7              1 
##            168            175            180            186            200            206            208 
##              1              1              5              1             15              1              1 
##            210            216            218            220            224            238            240 
##              1              2              1              2              1              1              6 
##            250            252            256            258            288            290            300 
##              4              2              1              1              1              1             17 
##            312            333            336            350            360            400            405 
##              1              1              1              2              6             10              1 
##            410            420            440            448            450            465            468 
##              1              1              1              1              4              1              1 
##            476            480            498            500            510            512            536 
##              1              9              1             19              1              2              1 
##            540            550            560            600            620            650            661 
##              3              2              2             15              1              2              1 
##            670            700            720            728            780            800            810 
##              2              4              4              1              2              9              2 
##            816            820            832            840            870            875            888 
##              1              1              1              1              2              1              1 
##            900            920            921            930            935            950            960 
##              8              1              1              1              1              1              7 
##            962            980            984            990           1000           1032           1040 
##              1              1              1              1             20              1              1 
##           1050           1056           1060           1070           1080           1095           1100 
##              7              1              1              2              1              1              1 
##           1104           1114           1120           1200           1210           1250           1260 
##              2              1              3             25              1              2              2 
##           1320           1350           1360           1373           1380           1392           1400 
##              1              2              1              1              2              1              4 
##           1440           1500           1520           1524           1536           1555           1584 
##              9              7              1              1              4              1              1 
##           1600           1620           1650           1680           1700           1728           1750 
##              1              1              1              6              1              2              1 
##           1760           1800           1804           1825           1850           1890           1916 
##              1              7              1              1              1              1              1 
##           1920           1975           2000           2040           2100           2112           2149 
##              6              1             10              1              2              1              1 
##           2160           2200           2226           2232           2250           2332           2345 
##              2              1              1              1              2              1              1 
##           2376           2400           2448           2496           2500           2520           2549 
##              1             14              1              1              2              2              1 
##           2560           2600           2640           2688           2700           2720           2750 
##              1              3              3              3              1              1              1 
##           2760           2800           2804           2870           2880           2920           2976 
##              1              4              1              1              5              1              1 
##           3000           3072           3090           3100           3120           3150           3200 
##             16              2              1              4              2              1              1 
##           3226           3280           3328           3360           3380           3400           3500 
##              1              1              1              3              1              1              2 
##           3570           3600           3604           3640           3750           3800           3840 
##              1             10              1              1              2              1              3 
##           3870           3872           3900           3960           4000           4050           4140 
##              1              1              1              1             13              1              1 
##           4160           4200           4320           4350           4360           4400           4435 
##              1              4              2              2              1              2              1 
##           4480           4560           4608           4660           4725           4760           4800 
##              1              1              1              1              1              1             17 
##           4850           4872           4912           4920           5000           5040           5150 
##              1              1              1              1              9              1              1 
##           5200           5280           5300           5350           5400           5450           5496 
##              3              1              1              1              2              1              1 
##           5500           5544           5600           5620           5660           5745           5760 
##              1              1              4              1              1              1              3 
##           5850           6000           6060           6216           6270           6350           6370 
##              1             15              2              1              1              1              1 
##           6600           6700           6720           6800           6816           6900           6912 
##              4              1              2              2              1              1              1 
##           6930           7000           7056           7080           7100           7200           7359 
##              1              6              1              1              1             12              1 
##           7400           7560           7600           7680           7920           8000           8100 
##              1              2              1              1              2              4              2 
##           8400           8500           8550           8640           8800           8900           9000 
##              3              1              1              2              1              1              4 
##           9360           9450           9516           9600           9800          10000          10080 
##              1              1              1             10              2              8              4 
##          10120          10230          10320          10400          10490          10630          10640 
##              1              1              1              1              1              1              1 
##          10800          10920          11400          11420          11480          11700          11760 
##              2              1              2              1              1              1              2 
##          12000          12020          12100          12200          12320          12480          12600 
##             15              1              1              1              1              1              1 
##          12620          12864          12900          12960          13000          13140          13400 
##              1              1              1              2              1              1              1 
##          13500          13560          13800          14000          14400          14600          14850 
##              1              1              2              4             10              1              1 
##          15000          15050          15120          15600          15840          15900          16000 
##              7              1              1              3              1              1              3 
##          16010          16200          16400          16750          16800          17136          17192 
##              1              1              2              1              8              1              1 
##          17280          17800          18000          18150          18480          18800          18900 
##              5              1              8              1              1              1              1 
##          18980          19000          19200          20000          20200          20460          20890 
##              1              1              4              2              1              1              1 
##          21400          21592          21595          21600          22340          22400          22776 
##              1              1              1              3              1              1              1 
##          22800          23400          24000          24288          24480          24960          25000 
##              1              1             14              1              1              2              1 
##          25200          25900          27000          27700          27872          28000          28800 
##              1              1              2              1              1              4              6 
##          29440          29800          29880          30000          30464          30528          30800 
##              1              1              1              4              1              1              1 
##          31200          32000          32400          32440          32730          33408          33600 
##              3              3              1              1              1              1              7 
##          34280          34320          34560          35000          35580          36000          36800 
##              1              1              1              1              1              5              2 
##          36960          37200          38000          38500          38800          38880          39200 
##              1              2              1              1              1              1              1 
##          39600          40000          40320          40560          41650          42000          42120 
##              1              1              2              1              1              3              1 
##          43200          43220          43500          44600          44880          46800          48000 
##              6              1              1              1              1              2              5 
##          50400          51600          54000          56000          57600          60000          60480 
##              1              1              2              2              2              3              1 
##          66000          66500          66600          68200          70416          72000          79800 
##              2              1              1              1              1              4              1 
##          80000          84000          84600          90000          90800          94080          94800 
##              2              2              1              2              1              1              1 
##          96000          97200         114000         120000         134400         144000         148800 
##              2              1              1              1              1              2              1 
##         153600 157439 or more           <NA> 
##              1             10            404

mydata <- top_recode (variable="eh_s6q76_4", break_point=pctile_99.5_eh_s6q76_4, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_4. If you were to buy those goods or services in a local market over the last 12 mo
##   -998      2      5      6     10     15     18     20     30     35     40     48     50     60     70     80 
##      6      1      2      1      3      2      1      9      3      2      6      1     13      4      5      3 
##     90     99    100    120    125    126    129    130    140    147    150    160    190    192    200    210 
##      1      1     25      9      1      1      1      1      2      1     12      6      2      1     24      1 
##    225    240    250    252    255    260    265    280    288    290    295    300    310    320    340    350 
##      3      4      6      1      1      1      1      1      2      1      1     28      1      4      1      3 
##    360    370    390    400    420    432    450    480    490    500    501    510    520    525    540    546 
##      8      1      1      7      6      2     10      6      1     33      1      1      1      1      2      1 
##    560    576    589    600    630    640    650    660    680    700    720    750    760    770    780    800 
##      1      1      1     10      1      2      1      1      2      5      3     10      1      2      1     10 
##    808    825    840    864    900    950    960   1000   1020   1025   1050   1058   1080   1100   1120   1170 
##      1      1      3      1     10      1      3     24      1      1      1      1      1      1      1      1 
##   1200   1250   1275   1280   1300   1320   1400   1440   1500   1520   1536   1600   1700   1760   1800   1825 
##     21      2      2      1      1      1      3      4     14      1      1      2      1      1      9      1 
##   1920   1980   2000   2020   2100   2230   2250   2350   2352   2400   2496   2500   2772   2775   2800   2880 
##      2      1     16      1      2      1      5      1      1     15      1      3      1      1      2      4 
##   2950   3000   3300   3328   3350   3360   3384   3480   3500   3600   3840   3900   4000   4200   4320   4400 
##      1     25      2      1      1      2      1      1      3     13      2      1      7      2      4      1 
##   4480   4500   4800   5000   5040   5400   5600   5640   5760   5880   6000   6600   6720   6750   7000   7120 
##      1      1     15      7      3      3      2      1      3      1     12      2      7      1      3      1 
##   7200   7500   7680   8100   8400   8640   8800   8900   9000   9240   9600   9900  10000  10080  10200  10800 
##      5      2      1      2      1      3      1      1      1      1      6      1      6      1      1      3 
##  11040  11520  12000  12150  12500  12768  13000  14280  14400  14500  15000  15120  16000  16500  16800  17800 
##      1      2      7      1      1      1      1      1      9      1      2      1      2      2      3      1 
##  18000  19200  20000  20160  20520  21600  22160  22800  22815  23760  24000  25000  25200  28800  30000  31680 
##      4      4      2      1      1      1      1      1      1      1      3      1      1      1      1      1 
##  33600  35000  36000  38400  40000  50000  51840  54000  57600  58464  60000  64800  66000  70560  72000  73500 
##      3      1      2      1      1      1      1      1      1      1      1      1      1      1      1      1 
## 319200   <NA> 
##      1   1523

## [1] "Frequency table after encoding"
## eh_s6q76_4. If you were to buy those goods or services in a local market over the last 12 mo
##          -998             2             5             6            10            15            18            20 
##             6             1             2             1             3             2             1             9 
##            30            35            40            48            50            60            70            80 
##             3             2             6             1            13             4             5             3 
##            90            99           100           120           125           126           129           130 
##             1             1            25             9             1             1             1             1 
##           140           147           150           160           190           192           200           210 
##             2             1            12             6             2             1            24             1 
##           225           240           250           252           255           260           265           280 
##             3             4             6             1             1             1             1             1 
##           288           290           295           300           310           320           340           350 
##             2             1             1            28             1             4             1             3 
##           360           370           390           400           420           432           450           480 
##             8             1             1             7             6             2            10             6 
##           490           500           501           510           520           525           540           546 
##             1            33             1             1             1             1             2             1 
##           560           576           589           600           630           640           650           660 
##             1             1             1            10             1             2             1             1 
##           680           700           720           750           760           770           780           800 
##             2             5             3            10             1             2             1            10 
##           808           825           840           864           900           950           960          1000 
##             1             1             3             1            10             1             3            24 
##          1020          1025          1050          1058          1080          1100          1120          1170 
##             1             1             1             1             1             1             1             1 
##          1200          1250          1275          1280          1300          1320          1400          1440 
##            21             2             2             1             1             1             3             4 
##          1500          1520          1536          1600          1700          1760          1800          1825 
##            14             1             1             2             1             1             9             1 
##          1920          1980          2000          2020          2100          2230          2250          2350 
##             2             1            16             1             2             1             5             1 
##          2352          2400          2496          2500          2772          2775          2800          2880 
##             1            15             1             3             1             1             2             4 
##          2950          3000          3300          3328          3350          3360          3384          3480 
##             1            25             2             1             1             2             1             1 
##          3500          3600          3840          3900          4000          4200          4320          4400 
##             3            13             2             1             7             2             4             1 
##          4480          4500          4800          5000          5040          5400          5600          5640 
##             1             1            15             7             3             3             2             1 
##          5760          5880          6000          6600          6720          6750          7000          7120 
##             3             1            12             2             7             1             3             1 
##          7200          7500          7680          8100          8400          8640          8800          8900 
##             5             2             1             2             1             3             1             1 
##          9000          9240          9600          9900         10000         10080         10200         10800 
##             1             1             6             1             6             1             1             3 
##         11040         11520         12000         12150         12500         12768         13000         14280 
##             1             2             7             1             1             1             1             1 
##         14400         14500         15000         15120         16000         16500         16800         17800 
##             9             1             2             1             2             2             3             1 
##         18000         19200         20000         20160         20520         21600         22160         22800 
##             4             4             2             1             1             1             1             1 
##         22815         23760         24000         25000         25200         28800         30000         31680 
##             1             1             3             1             1             1             1             1 
##         33600         35000         36000         38400         40000         50000         51840         54000 
##             3             1             2             1             1             1             1             1 
##         57600         58464         60000         64800         66000 66957 or more          <NA> 
##             1             1             1             1             1             4          1523

mydata <- top_recode (variable="eh_s6q71_5", break_point=pctile_99.5_eh_s6q71_5, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_5. How much gross income or revenue was earned over the last 12 months from this ac
##   -999      0     15     20     50     70     75     80     90    100    105    120    140    142    150    155 
##      1      3      1      1      4      1      1      1      1      9      1      1      2      1      3      1 
##    200    220    240    250    260    280    300    350    360    384    390    400    450    480    490    500 
##     16      1      3      4      1      2     14      5      3      1      2     15      2      1      1     17 
##    600    640    650    700    720    740    750    780    800    840    850    900    960   1000   1050   1080 
##     19      1      2     11      2      1      6      1     14      2      1      7      3     14      4      1 
##   1100   1140   1195   1200   1260   1300   1333   1350   1400   1425   1430   1440   1500   1550   1590   1600 
##      1      1      1     14      1      5      1      1      4      1      1      1     13      1      1      4 
##   1680   1700   1750   1800   1850   1950   2000   2040   2080   2090   2100   2150   2160   2200   2250   2352 
##      1      3      1     11      2      1     23      2      1      1      3      1      1      3      3      1 
##   2370   2400   2450   2500   2550   2700   2800   2850   2880   3000   3150   3200   3300   3400   3500   3600 
##      1     16      1      5      2      5      6      1      2     20      1      2      1      1      8     17 
##   3750   3900   3960   4000   4160   4190   4200   4250   4300   4450   4500   4590   4700   4800   4900   4950 
##      2      1      1     14      1      1      6      2      1      1      7      1      2      8      1      1 
##   5000   5040   5050   5100   5200   5300   5340   5400   5450   5500   5600   5760   5976   6000   6200   6250 
##      7      1      1      2      1      1      1      6      1      2      5      1      1     21      3      1 
##   6300   6400   6500   6600   6700   6840   6900   7000   7200   7350   7400   7480   7500   7650   7680   7800 
##      1      3      2      3      1      1      1      5     12      1      1      1      1      1      1      2 
##   8000   8035   8100   8150   8400   8460   8700   8800   9000   9100   9125   9180   9230   9400   9500   9600 
##      9      1      1      1      2      1      1      2      9      3      1      1      1      1      1      6 
##   9750  10000  10100  10400  10500  10800  11000  11200  11470  11500  11520  11640  12000  12040  12480  12500 
##      2     10      1      1      2      3      1      5      1      1      2      1     21      1      1      3 
##  12600  13000  13010  13200  13290  13440  13700  14000  14400  15000  15500  15600  16000  16500  16800  17000 
##      1      2      1      1      1      2      1      5     17      7      2      1      7      2      8      1 
##  17280  17500  18000  18240  18400  19200  19500  19600  19950  20000  20160  20400  20500  20520  20800  21000 
##      1      1     16      1      1      7      2      1      1      9      1      2      1      1      1      2 
##  21100  21600  22000  22400  22500  23000  23400  23600  24000  24500  24576  24900  25000  25200  25920  26000 
##      1      8      1      1      1      1      1      1     15      1      1      1      4      7      1      1 
##  27000  27216  27300  28000  28800  29520  29600  29640  30000  30500  31500  32000  33600  34000  34650  34710 
##      3      1      1      3      7      1      1      1     11      1      2      1      6      1      1      1 
##  35000  36000  36400  37000  38000  38400  39200  40000  40320  40500  41760  42000  42240  43200  44440  44800 
##      1      5      2      1      1      1      1      3      2      1      1      8      1      7      1      1 
##  45000  45240  45600  46080  46500  46800  48000  49000  49200  49400  49680  50000  50400  51000  52000  52800 
##      4      1      1      1      1      1     10      1      1      1      1      2      4      1      1      1 
##  54000  55000  56000  56600  57600  57720  58800  60000  60480  61920  62400  63000  63840  64000  64800  65934 
##      3      3      2      1      4      1      3      6      1      1      2      1      1      2      1      1 
##  67200  69504  70000  72000  72288  73000  73500  75900  77000  81000  84000  84320  86400  86640  88800  89400 
##      6      1      2     10      1      1      1      1      1      1      2      1      5      1      1      1 
##  89700  90000  90480  91000  91200  92400  95040  96000  97920  98000  1e+05 100800 101280 102000 104440 105600 
##      1      5      1      1      1      1      1      4      2      1      2      6      1      1      1      1 
## 108000 108700 109440 112000 112320 115000 115200 117600 118560 120000 123200 124800 126000 127680 129600 130000 
##      4      1      1      1      1      1      3      1      1      4      1      1      1      1      1      1 
## 132800 134400 135000 140000 144000 147456 148800 162000 169400 192000 204000 235200 252000 256400 360000  1e+06 
##      1      2      1      1      2      1      2      1      1      2      1      1      1      1      1      1 
##   <NA> 
##   1235

## [1] "Frequency table after encoding"
## eh_s6q71_5. How much gross income or revenue was earned over the last 12 months from this ac
##           -999              0             15             20             50             70             75 
##              1              3              1              1              4              1              1 
##             80             90            100            105            120            140            142 
##              1              1              9              1              1              2              1 
##            150            155            200            220            240            250            260 
##              3              1             16              1              3              4              1 
##            280            300            350            360            384            390            400 
##              2             14              5              3              1              2             15 
##            450            480            490            500            600            640            650 
##              2              1              1             17             19              1              2 
##            700            720            740            750            780            800            840 
##             11              2              1              6              1             14              2 
##            850            900            960           1000           1050           1080           1100 
##              1              7              3             14              4              1              1 
##           1140           1195           1200           1260           1300           1333           1350 
##              1              1             14              1              5              1              1 
##           1400           1425           1430           1440           1500           1550           1590 
##              4              1              1              1             13              1              1 
##           1600           1680           1700           1750           1800           1850           1950 
##              4              1              3              1             11              2              1 
##           2000           2040           2080           2090           2100           2150           2160 
##             23              2              1              1              3              1              1 
##           2200           2250           2352           2370           2400           2450           2500 
##              3              3              1              1             16              1              5 
##           2550           2700           2800           2850           2880           3000           3150 
##              2              5              6              1              2             20              1 
##           3200           3300           3400           3500           3600           3750           3900 
##              2              1              1              8             17              2              1 
##           3960           4000           4160           4190           4200           4250           4300 
##              1             14              1              1              6              2              1 
##           4450           4500           4590           4700           4800           4900           4950 
##              1              7              1              2              8              1              1 
##           5000           5040           5050           5100           5200           5300           5340 
##              7              1              1              2              1              1              1 
##           5400           5450           5500           5600           5760           5976           6000 
##              6              1              2              5              1              1             21 
##           6200           6250           6300           6400           6500           6600           6700 
##              3              1              1              3              2              3              1 
##           6840           6900           7000           7200           7350           7400           7480 
##              1              1              5             12              1              1              1 
##           7500           7650           7680           7800           8000           8035           8100 
##              1              1              1              2              9              1              1 
##           8150           8400           8460           8700           8800           9000           9100 
##              1              2              1              1              2              9              3 
##           9125           9180           9230           9400           9500           9600           9750 
##              1              1              1              1              1              6              2 
##          10000          10100          10400          10500          10800          11000          11200 
##             10              1              1              2              3              1              5 
##          11470          11500          11520          11640          12000          12040          12480 
##              1              1              2              1             21              1              1 
##          12500          12600          13000          13010          13200          13290          13440 
##              3              1              2              1              1              1              2 
##          13700          14000          14400          15000          15500          15600          16000 
##              1              5             17              7              2              1              7 
##          16500          16800          17000          17280          17500          18000          18240 
##              2              8              1              1              1             16              1 
##          18400          19200          19500          19600          19950          20000          20160 
##              1              7              2              1              1              9              1 
##          20400          20500          20520          20800          21000          21100          21600 
##              2              1              1              1              2              1              8 
##          22000          22400          22500          23000          23400          23600          24000 
##              1              1              1              1              1              1             15 
##          24500          24576          24900          25000          25200          25920          26000 
##              1              1              1              4              7              1              1 
##          27000          27216          27300          28000          28800          29520          29600 
##              3              1              1              3              7              1              1 
##          29640          30000          30500          31500          32000          33600          34000 
##              1             11              1              2              1              6              1 
##          34650          34710          35000          36000          36400          37000          38000 
##              1              1              1              5              2              1              1 
##          38400          39200          40000          40320          40500          41760          42000 
##              1              1              3              2              1              1              8 
##          42240          43200          44440          44800          45000          45240          45600 
##              1              7              1              1              4              1              1 
##          46080          46500          46800          48000          49000          49200          49400 
##              1              1              1             10              1              1              1 
##          49680          50000          50400          51000          52000          52800          54000 
##              1              2              4              1              1              1              3 
##          55000          56000          56600          57600          57720          58800          60000 
##              3              2              1              4              1              3              6 
##          60480          61920          62400          63000          63840          64000          64800 
##              1              1              2              1              1              2              1 
##          65934          67200          69504          70000          72000          72288          73000 
##              1              6              1              2             10              1              1 
##          73500          75900          77000          81000          84000          84320          86400 
##              1              1              1              1              2              1              5 
##          86640          88800          89400          89700          90000          90480          91000 
##              1              1              1              1              5              1              1 
##          91200          92400          95040          96000          97920          98000          1e+05 
##              1              1              1              4              2              1              2 
##         100800         101280         102000         104440         105600         108000         108700 
##              6              1              1              1              1              4              1 
##         109440         112000         112320         115000         115200         117600         118560 
##              1              1              1              1              3              1              1 
##         120000         123200         124800         126000         127680         129600         130000 
##              4              1              1              1              1              1              1 
##         132800         134400         135000         140000         144000         147456         148800 
##              1              2              1              1              2              1              2 
##         162000         169400         192000 200880 or more           <NA> 
##              1              1              2              6           1235

mydata <- top_recode (variable="eh_s6q72_5", break_point=pctile_99.5_eh_s6q72_5, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_5. Some activities require expenses in order to do them. What are the total expense
##   -999   -998      0      6     10     16     17     20     25     30     32     35     40     45     50     53 
##      1      2    684      1      3      1      1      2      1      3      1      4      6      1      9      1 
##     56     60     70     72     75     76     80     84     90     96    100    105    112    114    115    120 
##      1      3      1      1      1      1      2      1      2      1     17      1      1      2      2      5 
##    132    140    144    145    150    154    160    180    186    200    204    210    216    235    240    245 
##      1      4      1      1     14      1      3      3      1     17      1      1      1      1      6      1 
##    250    256    260    265    270    280    300    310    320    333    350    360    380    384    385    400 
##      7      1      1      1      1      5     14      1      2      1      2      5      2      1      1      5 
##    408    414    416    420    428    450    470    480    500    502    540    550    560    576    600    640 
##      1      1      1      1      1      4      2      6     15      1      2      1      1      1      7      2 
##    650    670    672    700    710    720    750    768    800    840    850    864    880    882    896    900 
##      1      1      1      8      1      3      3      4      5      1      2      1      1      1      1      5 
##    950    958    960    980   1000   1008   1050   1060   1080   1095   1100   1160   1166   1188   1200   1230 
##      1      1      9      1     16      1      2      1      2      1      1      1      1      1     13      1 
##   1300   1320   1334   1344   1350   1380   1392   1400   1440   1465   1500   1536   1560   1600   1620   1680 
##      3      2      1      2      1      1      1      1      8      1     11      2      1      2      1      3 
##   1728   1800   1830   1890   1910   1920   1960   2000   2010   2016   2025   2100   2160   2200   2300   2304 
##      2      7      1      1      1      5      1     16      1      1      1      1      1      1      1      3 
##   2375   2376   2400   2460   2500   2520   2550   2672   2688   2690   2700   2772   2784   2800   2880   2940 
##      1      1     13      1      2      3      1      1      3      1      2      1      1      3      6      2 
##   3000   3024   3168   3200   3255   3264   3360   3480   3500   3600   3744   3750   3780   3800   3840   4000 
##      9      1      2      1      1      1      4      2      4      7      2      1      1      2      3      9 
##   4032   4320   4400   4464   4500   4608   4614   4658   4740   4800   4900   5000   5060   5120   5200   5250 
##      1      3      4      1      1      1      1      1      1      6      1      9      1      1      2      1 
##   5280   5300   5400   5425   5500   5520   5600   5728   5760   5880   6000   6125   6200   6240   6300   6320 
##      3      1      4      1      2      1      1      1      7      1     10      1      2      1      1      1 
##   6350   6480   6500   6600   6630   6720   6845   6912   7000   7200   7400   7500   7680   8000   8040   8320 
##      1      1      1      1      1      1      1      1      1     14      1      1      1      6      1      1 
##   8340   8400   8550   8640   8750   8800   9000   9168   9580   9600   9900  10000  10080  10150  10173  10260 
##      1      7      1      2      1      1      4      1      1      6      1      1      1      1      1      1 
##  10400  10500  10800  10850  10900  10940  10960  11000  11160  11200  11424  11500  11520  11700  11800  11904 
##      1      1      4      1      1      1      1      2      1      1      1      1      1      1      1      1 
##  12000  12162  12200  12240  12400  12432  12500  12720  12930  12960  13050  13440  13530  13632  13680  14000 
##      7      1      1      1      1      1      2      1      1      1      1      1      1      1      1      2 
##  14024  14080  14100  14400  14560  14900  15000  15120  15270  16000  16200  16400  16560  16800  17280  17400 
##      1      1      1     14      1      1      4      1      1      3      1      1      1      4      2      1 
##  17520  17704  18000  18184  18480  18720  18816  19200  19656  19680  19800  20000  20160  20400  20460  20568 
##      1      1      2      1      1      1      1      4      1      3      1      3      2      1      1      1 
##  20640  21000  21560  21600  21910  22000  22360  22400  22800  23040  23360  23400  23640  23760  24000  24288 
##      1      1      1      2      1      1      1      2      1      1      1      1      1      1     12      1 
##  24500  24560  24768  25200  25500  26000  26400  26840  26880  27000  28800  29000  29100  30000  30600  31104 
##      1      1      1      1      1      1      2      1      1      1      9      2      1      1      1      1 
##  31200  31680  31920  32400  32500  33000  33600  34200  35000  36000  36840  37000  38060  38500  39240  39600 
##      1      1      1      1      1      1      5      1      1      4      1      1      1      1      1      1 
##  40000  40320  40992  42000  44400  45000  46080  48000  48960  49500  49560  50500  52290  52800  54000  54600 
##      1      1      1      2      1      1      1      2      1      1      1      1      1      1      1      1 
##  56000  56640  57600  58240  60000  60800  65230  67200  69000  69800  72000  72576  75000  80000  84000  90000 
##      1      1      2      1      1      1      1      3      1      1      2      1      1      1      1      1 
## 100800 104400 110000 123200 126000 128000 152000 223200 294000 360000   <NA> 
##      2      1      1      1      1      1      1      1      1      1    730

## [1] "Frequency table after encoding"
## eh_s6q72_5. Some activities require expenses in order to do them. What are the total expense
##           -999           -998              0              6             10             16             17 
##              1              2            684              1              3              1              1 
##             20             25             30             32             35             40             45 
##              2              1              3              1              4              6              1 
##             50             53             56             60             70             72             75 
##              9              1              1              3              1              1              1 
##             76             80             84             90             96            100            105 
##              1              2              1              2              1             17              1 
##            112            114            115            120            132            140            144 
##              1              2              2              5              1              4              1 
##            145            150            154            160            180            186            200 
##              1             14              1              3              3              1             17 
##            204            210            216            235            240            245            250 
##              1              1              1              1              6              1              7 
##            256            260            265            270            280            300            310 
##              1              1              1              1              5             14              1 
##            320            333            350            360            380            384            385 
##              2              1              2              5              2              1              1 
##            400            408            414            416            420            428            450 
##              5              1              1              1              1              1              4 
##            470            480            500            502            540            550            560 
##              2              6             15              1              2              1              1 
##            576            600            640            650            670            672            700 
##              1              7              2              1              1              1              8 
##            710            720            750            768            800            840            850 
##              1              3              3              4              5              1              2 
##            864            880            882            896            900            950            958 
##              1              1              1              1              5              1              1 
##            960            980           1000           1008           1050           1060           1080 
##              9              1             16              1              2              1              2 
##           1095           1100           1160           1166           1188           1200           1230 
##              1              1              1              1              1             13              1 
##           1300           1320           1334           1344           1350           1380           1392 
##              3              2              1              2              1              1              1 
##           1400           1440           1465           1500           1536           1560           1600 
##              1              8              1             11              2              1              2 
##           1620           1680           1728           1800           1830           1890           1910 
##              1              3              2              7              1              1              1 
##           1920           1960           2000           2010           2016           2025           2100 
##              5              1             16              1              1              1              1 
##           2160           2200           2300           2304           2375           2376           2400 
##              1              1              1              3              1              1             13 
##           2460           2500           2520           2550           2672           2688           2690 
##              1              2              3              1              1              3              1 
##           2700           2772           2784           2800           2880           2940           3000 
##              2              1              1              3              6              2              9 
##           3024           3168           3200           3255           3264           3360           3480 
##              1              2              1              1              1              4              2 
##           3500           3600           3744           3750           3780           3800           3840 
##              4              7              2              1              1              2              3 
##           4000           4032           4320           4400           4464           4500           4608 
##              9              1              3              4              1              1              1 
##           4614           4658           4740           4800           4900           5000           5060 
##              1              1              1              6              1              9              1 
##           5120           5200           5250           5280           5300           5400           5425 
##              1              2              1              3              1              4              1 
##           5500           5520           5600           5728           5760           5880           6000 
##              2              1              1              1              7              1             10 
##           6125           6200           6240           6300           6320           6350           6480 
##              1              2              1              1              1              1              1 
##           6500           6600           6630           6720           6845           6912           7000 
##              1              1              1              1              1              1              1 
##           7200           7400           7500           7680           8000           8040           8320 
##             14              1              1              1              6              1              1 
##           8340           8400           8550           8640           8750           8800           9000 
##              1              7              1              2              1              1              4 
##           9168           9580           9600           9900          10000          10080          10150 
##              1              1              6              1              1              1              1 
##          10173          10260          10400          10500          10800          10850          10900 
##              1              1              1              1              4              1              1 
##          10940          10960          11000          11160          11200          11424          11500 
##              1              1              2              1              1              1              1 
##          11520          11700          11800          11904          12000          12162          12200 
##              1              1              1              1              7              1              1 
##          12240          12400          12432          12500          12720          12930          12960 
##              1              1              1              2              1              1              1 
##          13050          13440          13530          13632          13680          14000          14024 
##              1              1              1              1              1              2              1 
##          14080          14100          14400          14560          14900          15000          15120 
##              1              1             14              1              1              4              1 
##          15270          16000          16200          16400          16560          16800          17280 
##              1              3              1              1              1              4              2 
##          17400          17520          17704          18000          18184          18480          18720 
##              1              1              1              2              1              1              1 
##          18816          19200          19656          19680          19800          20000          20160 
##              1              4              1              3              1              3              2 
##          20400          20460          20568          20640          21000          21560          21600 
##              1              1              1              1              1              1              2 
##          21910          22000          22360          22400          22800          23040          23360 
##              1              1              1              2              1              1              1 
##          23400          23640          23760          24000          24288          24500          24560 
##              1              1              1             12              1              1              1 
##          24768          25200          25500          26000          26400          26840          26880 
##              1              1              1              1              2              1              1 
##          27000          28800          29000          29100          30000          30600          31104 
##              1              9              2              1              1              1              1 
##          31200          31680          31920          32400          32500          33000          33600 
##              1              1              1              1              1              1              5 
##          34200          35000          36000          36840          37000          38060          38500 
##              1              1              4              1              1              1              1 
##          39240          39600          40000          40320          40992          42000          44400 
##              1              1              1              1              1              2              1 
##          45000          46080          48000          48960          49500          49560          50500 
##              1              1              2              1              1              1              1 
##          52290          52800          54000          54600          56000          56640          57600 
##              1              1              1              1              1              1              2 
##          58240          60000          60800          65230          67200          69000          69800 
##              1              1              1              1              3              1              1 
##          72000          72576          75000          80000          84000          90000         100800 
##              2              1              1              1              1              1              2 
##         104400 105659 or more           <NA> 
##              1              8            730

mydata <- top_recode (variable="eh_s6q76_5", break_point=pctile_99.5_eh_s6q76_5, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_5. If you were to buy those goods or services in a local market over the last 12 mo
##  -998     3     5     7     9    10    15    20    25    30    35    40    50    60    70    75    80    89    90 
##     5     1     2     1     3     5     2     4     2     1     1     5     9     7     1     1     3     1     2 
##   100   105   120   130   140   150   155   160   175   180   192   200   210   216   220   225   231   240   250 
##    18     1     7     1     3    11     1     5     1     4     1    22     3     1     2     1     1     3     6 
##   260   270   280   290   300   315   320   340   350   360   399   400   420   450   460   480   490   500   504 
##     2     1     2     1    19     1     1     2     3     5     1     7     1     7     2     6     1    30     1 
##   510   540   550   560   576   600   650   655   690   700   720   750   768   780   800   840   850   852   880 
##     1     3     2     1     1    23     1     1     1     6     5     8     1     1    10     2     1     1     1 
##   900   950   960  1000  1008  1050  1080  1100  1120  1200  1230  1250  1280  1300  1320  1350  1400  1440  1490 
##     8     1     5    22     1     1     1     3     2    19     1     2     1     1     4     1     2     4     1 
##  1500  1560  1600  1700  1750  1760  1800  1848  1900  1920  1950  1980  2000  2100  2160  2200  2250  2300  2400 
##    15     1     3     1     1     1     9     1     1     1     1     1    19     3     1     1     1     1    15 
##  2500  2600  2750  2800  2880  2940  3000  3120  3150  3200  3360  3540  3600  3650  3750  3800  3840  3920  4000 
##     2     1     1     2     5     1    14     1     1     1     5     1    13     1     1     1     6     1    10 
##  4200  4500  4680  4800  4860  5000  5250  5400  5600  5625  5700  5760  6000  6480  6500  6720  6900  7000  7200 
##     6     1     1    15     1     4     1     6     2     1     1     3    11     1     1     3     1     1     8 
##  7300  7420  7500  7680  7800  8000  8400  8500  8800  9000  9600  9750 10000 10080 10800 11200 11500 11520 12000 
##     1     1     2     2     1     1     6     2     1     1    11     1     4     1     2     1     1     1     7 
## 12500 12720 12800 14000 14400 15000 16100 16800 18000 18360 18648 19200 21000 22500 23625 24000 26680 28000 28800 
##     1     1     1     2     4     4     1     2     1     1     1     1     1     1     1     8     1     1     1 
## 30000 36000 42850 54600 61440 66000 67200 72000  <NA> 
##     1     3     1     1     1     1     1     1  1593

## [1] "Frequency table after encoding"
## eh_s6q76_5. If you were to buy those goods or services in a local market over the last 12 mo
##          -998             3             5             7             9            10            15            20 
##             5             1             2             1             3             5             2             4 
##            25            30            35            40            50            60            70            75 
##             2             1             1             5             9             7             1             1 
##            80            89            90           100           105           120           130           140 
##             3             1             2            18             1             7             1             3 
##           150           155           160           175           180           192           200           210 
##            11             1             5             1             4             1            22             3 
##           216           220           225           231           240           250           260           270 
##             1             2             1             1             3             6             2             1 
##           280           290           300           315           320           340           350           360 
##             2             1            19             1             1             2             3             5 
##           399           400           420           450           460           480           490           500 
##             1             7             1             7             2             6             1            30 
##           504           510           540           550           560           576           600           650 
##             1             1             3             2             1             1            23             1 
##           655           690           700           720           750           768           780           800 
##             1             1             6             5             8             1             1            10 
##           840           850           852           880           900           950           960          1000 
##             2             1             1             1             8             1             5            22 
##          1008          1050          1080          1100          1120          1200          1230          1250 
##             1             1             1             3             2            19             1             2 
##          1280          1300          1320          1350          1400          1440          1490          1500 
##             1             1             4             1             2             4             1            15 
##          1560          1600          1700          1750          1760          1800          1848          1900 
##             1             3             1             1             1             9             1             1 
##          1920          1950          1980          2000          2100          2160          2200          2250 
##             1             1             1            19             3             1             1             1 
##          2300          2400          2500          2600          2750          2800          2880          2940 
##             1            15             2             1             1             2             5             1 
##          3000          3120          3150          3200          3360          3540          3600          3650 
##            14             1             1             1             5             1            13             1 
##          3750          3800          3840          3920          4000          4200          4500          4680 
##             1             1             6             1            10             6             1             1 
##          4800          4860          5000          5250          5400          5600          5625          5700 
##            15             1             4             1             6             2             1             1 
##          5760          6000          6480          6500          6720          6900          7000          7200 
##             3            11             1             1             3             1             1             8 
##          7300          7420          7500          7680          7800          8000          8400          8500 
##             1             1             2             2             1             1             6             2 
##          8800          9000          9600          9750         10000         10080         10800         11200 
##             1             1            11             1             4             1             2             1 
##         11500         11520         12000         12500         12720         12800         14000         14400 
##             1             1             7             1             1             1             2             4 
##         15000         16100         16800         18000         18360         18648         19200         21000 
##             4             1             2             1             1             1             1             1 
##         22500         23625         24000         26680         28000         28800         30000         36000 
##             1             1             8             1             1             1             1             3 
##         42850         54600 58396 or more          <NA> 
##             1             1             4          1593

mydata <- top_recode (variable="eh_s6q71_6", break_point=pctile_99.5_eh_s6q71_6, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_6. How much gross income or revenue was earned over the last 12 months from this ac
##   -998      0     15     20     25     50     56     70     75    100    140    145    150    160    168    170 
##      3      3      1      1      1      3      1      1      2      6      1      1      6      1      1      1 
##    200    210    225    240    250    278    280    300    350    360    375    400    410    420    450    460 
##     12      1      1      3      3      1      1     16      5      3      1     10      1      2      3      1 
##    500    530    600    645    680    700    720    750    780    800    840    900    925    960   1000   1050 
##     11      1     14      1      1      7      3      3      1     13      2      8      1      2     14      1 
##   1063   1100   1200   1250   1300   1333   1350   1400   1430   1450   1500   1536   1560   1568   1600   1650 
##      1      2     12      8      2      1      1      4      1      1      8      1      1      1     10      1 
##   1659   1680   1750   1800   1900   1920   2000   2008   2050   2100   2160   2250   2352   2400   2500   2600 
##      1      1      1      7      1      1     11      1      1      7      1      2      1     10      4      1 
##   2650   2700   2730   2800   2900   3000   3060   3200   3300   3400   3500   3600   3624   3709   3750   4000 
##      1      1      1      5      2     14      1      2      1      2      4      8      1      1      1     11 
##   4200   4350   4400   4500   4800   4900   5000   5100   5200   5250   5300   5500   5520   5600   5980   6000 
##      3      2      1      3     13      1     12      1      1      1      2      2      1      3      1     20 
##   6250   6300   6400   7000   7200   7350   7480   7500   7800   8000   8400   8640   9000   9100   9200   9600 
##      1      2      3      5     15      1      1      1      1      4      6      1      9      1      1      8 
##   9750   9800   9900  10000  10080  10300  10500  10800  11000  11200  11250  11520  11700  12000  12200  12500 
##      1      1      1      5      1      1      1      4      3      2      1      1      1     19      1      1 
##  12600  13500  14000  14300  14400  14700  15000  15700  16000  16200  16800  17000  17280  17400  17500  18000 
##      1      1      6      1      9      1      3      1      4      1      4      2      1      1      1      9 
##  18200  18240  18250  18750  19000  19200  19600  19980  20000  20800  20900  21000  21600  22400  23400  24000 
##      1      1      1      1      2      3      1      1      5      1      1      3      3      1      2      9 
##  24200  25000  25200  26400  26800  27500  27600  28000  28800  29050  29400  30000  30600  31300  31428  31500 
##      1      1      1      1      1      1      1      1      8      1      1      7      1      1      1      1 
##  31600  32400  33000  33600  33930  34560  34650  35000  36000  36190  38000  38400  39520  39600  40000  42000 
##      1      1      1      3      1      2      1      1     11      1      3      2      1      2      2      8 
##  42400  43200  44352  44800  47040  48000  48800  49000  49500  50000  51840  54000  54600  56000  57600  60000 
##      1      3      1      1      1      3      1      1      1      3      1      3      1      2      2      3 
##  61200  62400  66600  67200  67500  70000  72000  72800  75000  79000  80000  83520  84000  86400  88000  90000 
##      1      1      1      3      1      1      4      1      1      1      2      1      2      3      1      1 
##  92000  93000  93600  96000  98400  98700 100800 101000 103000 115200 120000 127600 132480 134000 136000 139200 
##      1      1      1      1      1      1      9      1      1      2      2      1      1      1      1      1 
## 144000 156000 168000 187200 201600 216000 230400 235200 240000 286000 360000 420000   <NA> 
##      6      1      2      1      1      1      1      1      2      1      2      1   1524

## [1] "Frequency table after encoding"
## eh_s6q71_6. How much gross income or revenue was earned over the last 12 months from this ac
##           -998              0             15             20             25             50             56 
##              3              3              1              1              1              3              1 
##             70             75            100            140            145            150            160 
##              1              2              6              1              1              6              1 
##            168            170            200            210            225            240            250 
##              1              1             12              1              1              3              3 
##            278            280            300            350            360            375            400 
##              1              1             16              5              3              1             10 
##            410            420            450            460            500            530            600 
##              1              2              3              1             11              1             14 
##            645            680            700            720            750            780            800 
##              1              1              7              3              3              1             13 
##            840            900            925            960           1000           1050           1063 
##              2              8              1              2             14              1              1 
##           1100           1200           1250           1300           1333           1350           1400 
##              2             12              8              2              1              1              4 
##           1430           1450           1500           1536           1560           1568           1600 
##              1              1              8              1              1              1             10 
##           1650           1659           1680           1750           1800           1900           1920 
##              1              1              1              1              7              1              1 
##           2000           2008           2050           2100           2160           2250           2352 
##             11              1              1              7              1              2              1 
##           2400           2500           2600           2650           2700           2730           2800 
##             10              4              1              1              1              1              5 
##           2900           3000           3060           3200           3300           3400           3500 
##              2             14              1              2              1              2              4 
##           3600           3624           3709           3750           4000           4200           4350 
##              8              1              1              1             11              3              2 
##           4400           4500           4800           4900           5000           5100           5200 
##              1              3             13              1             12              1              1 
##           5250           5300           5500           5520           5600           5980           6000 
##              1              2              2              1              3              1             20 
##           6250           6300           6400           7000           7200           7350           7480 
##              1              2              3              5             15              1              1 
##           7500           7800           8000           8400           8640           9000           9100 
##              1              1              4              6              1              9              1 
##           9200           9600           9750           9800           9900          10000          10080 
##              1              8              1              1              1              5              1 
##          10300          10500          10800          11000          11200          11250          11520 
##              1              1              4              3              2              1              1 
##          11700          12000          12200          12500          12600          13500          14000 
##              1             19              1              1              1              1              6 
##          14300          14400          14700          15000          15700          16000          16200 
##              1              9              1              3              1              4              1 
##          16800          17000          17280          17400          17500          18000          18200 
##              4              2              1              1              1              9              1 
##          18240          18250          18750          19000          19200          19600          19980 
##              1              1              1              2              3              1              1 
##          20000          20800          20900          21000          21600          22400          23400 
##              5              1              1              3              3              1              2 
##          24000          24200          25000          25200          26400          26800          27500 
##              9              1              1              1              1              1              1 
##          27600          28000          28800          29050          29400          30000          30600 
##              1              1              8              1              1              7              1 
##          31300          31428          31500          31600          32400          33000          33600 
##              1              1              1              1              1              1              3 
##          33930          34560          34650          35000          36000          36190          38000 
##              1              2              1              1             11              1              3 
##          38400          39520          39600          40000          42000          42400          43200 
##              2              1              2              2              8              1              3 
##          44352          44800          47040          48000          48800          49000          49500 
##              1              1              1              3              1              1              1 
##          50000          51840          54000          54600          56000          57600          60000 
##              3              1              3              1              2              2              3 
##          61200          62400          66600          67200          67500          70000          72000 
##              1              1              1              3              1              1              4 
##          72800          75000          79000          80000          83520          84000          86400 
##              1              1              1              2              1              2              3 
##          88000          90000          92000          93000          93600          96000          98400 
##              1              1              1              1              1              1              1 
##          98700         100800         101000         103000         115200         120000         127600 
##              1              9              1              1              2              2              1 
##         132480         134000         136000         139200         144000         156000         168000 
##              1              1              1              1              6              1              2 
##         187200         201600         216000         230400         235200         240000 249200 or more 
##              1              1              1              1              1              2              4 
##           <NA> 
##           1524

mydata <- top_recode (variable="eh_s6q72_6", break_point=pctile_99.5_eh_s6q72_6, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_6. Some activities require expenses in order to do them. What are the total expense
##   -998      0      1     10     12     15     20     25     35     36     40     45     50     54     55     58 
##      3    628      1      1      1      2      3      3      2      2      4      3      6      1      1      1 
##     60     70     80     88     90     96    100    105    114    120    135    140    144    145    150    162 
##     10      2      4      1      3      1      8      1      1      8      1      3      1      1      5      1 
##    180    184    190    200    220    230    235    240    244    250    270    280    288    300    320    333 
##      5      1      1     14      1      1      1      4      1      3      3      1      2      9      1      1 
##    340    350    352    360    375    384    400    408    414    420    450    480    500    510    540    560 
##      1      1      1      2      1      1      3      1      1      3      3      6     10      1      1      2 
##    600    630    640    650    660    680    690    700    720    757    800    840    853    880    896    900 
##      8      1      2      2      2      1      1      4      5      1      1      4      1      1      1      2 
##    960   1000   1040   1050   1078   1080   1095   1152   1188   1200   1250   1300   1344   1345   1380   1400 
##      1     14      2      1      1      1      1      1      1      8      3      3      1      1      1      5 
##   1440   1500   1512   1570   1600   1680   1700   1800   1820   1890   1920   1960   1968   2000   2016   2100 
##      9      6      1      1      3      1      1     10      1      1      2      1      1      9      1      1 
##   2112   2160   2200   2208   2240   2250   2310   2400   2500   2640   2688   2800   2880   3000   3100   3120 
##      1      1      2      1      1      1      1      9      3      1      3      3      5     13      1      1 
##   3168   3200   3250   3300   3330   3360   3400   3450   3500   3552   3600   3636   3640   3700   3900   4000 
##      1      2      1      1      1      4      1      1      1      1      6      1      1      1      1      6 
##   4032   4155   4200   4290   4320   4500   4600   4676   4752   4800   4965   5000   5040   5160   5180   5200 
##      1      1      5      1      2      2      1      1      1      8      1      6      2      1      1      1 
##   5240   5340   5400   5550   5560   5600   5640   5760   6000   6400   6480   6500   6528   6720   6900   7000 
##      1      1      1      1      1      2      1      1      4      1      2      1      1      1      1      2 
##   7200   7400   7500   7680   8000   8150   8160   8300   8400   8640   8700   8940   9000   9320   9600   9625 
##      8      1      2      1      2      1      1      1      5      1      1      1      3      1      5      1 
##  10000  10080  10250  10320  10590  10600  10800  11400  11520  11880  11900  12000  12004  12300  12500  12600 
##      4      1      1      1      1      1      3      1      1      1      1      6      1      1      1      1 
##  12610  12785  12800  13300  13440  13600  13860  14000  14119  14160  14400  14740  14976  15000  15510  15600 
##      1      1      1      1      1      1      1      1      1      1      5      1      1      2      1      1 
##  15840  16520  16800  17280  17880  17888  18000  18924  19000  19200  19524  19650  20000  21440  21600  22000 
##      1      1      1      3      1      1      1      1      1      4      1      1      1      1      2      1 
##  22050  22100  22350  22400  23000  23380  24000  25200  25800  25920  28000  28800  30000  30792  30870  31120 
##      1      1      1      1      1      1      5      1      1      1      1      4      2      1      1      1 
##  31200  33600  34500  36000  37090  38400  39240  40650  42000  43200  43680  44200  45000  48000  50400  54720 
##      2      2      1      2      1      1      1      1      1      1      1      1      1      2      1      1 
##  57600  60000  67200  73440  74400  76000 100800 105000 132000 145920 168000 180000 288000  9e+05   <NA> 
##      4      3      2      1      1      1      1      1      1      1      2      2      1      1   1053

## [1] "Frequency table after encoding"
## eh_s6q72_6. Some activities require expenses in order to do them. What are the total expense
##           -998              0              1             10             12             15             20 
##              3            628              1              1              1              2              3 
##             25             35             36             40             45             50             54 
##              3              2              2              4              3              6              1 
##             55             58             60             70             80             88             90 
##              1              1             10              2              4              1              3 
##             96            100            105            114            120            135            140 
##              1              8              1              1              8              1              3 
##            144            145            150            162            180            184            190 
##              1              1              5              1              5              1              1 
##            200            220            230            235            240            244            250 
##             14              1              1              1              4              1              3 
##            270            280            288            300            320            333            340 
##              3              1              2              9              1              1              1 
##            350            352            360            375            384            400            408 
##              1              1              2              1              1              3              1 
##            414            420            450            480            500            510            540 
##              1              3              3              6             10              1              1 
##            560            600            630            640            650            660            680 
##              2              8              1              2              2              2              1 
##            690            700            720            757            800            840            853 
##              1              4              5              1              1              4              1 
##            880            896            900            960           1000           1040           1050 
##              1              1              2              1             14              2              1 
##           1078           1080           1095           1152           1188           1200           1250 
##              1              1              1              1              1              8              3 
##           1300           1344           1345           1380           1400           1440           1500 
##              3              1              1              1              5              9              6 
##           1512           1570           1600           1680           1700           1800           1820 
##              1              1              3              1              1             10              1 
##           1890           1920           1960           1968           2000           2016           2100 
##              1              2              1              1              9              1              1 
##           2112           2160           2200           2208           2240           2250           2310 
##              1              1              2              1              1              1              1 
##           2400           2500           2640           2688           2800           2880           3000 
##              9              3              1              3              3              5             13 
##           3100           3120           3168           3200           3250           3300           3330 
##              1              1              1              2              1              1              1 
##           3360           3400           3450           3500           3552           3600           3636 
##              4              1              1              1              1              6              1 
##           3640           3700           3900           4000           4032           4155           4200 
##              1              1              1              6              1              1              5 
##           4290           4320           4500           4600           4676           4752           4800 
##              1              2              2              1              1              1              8 
##           4965           5000           5040           5160           5180           5200           5240 
##              1              6              2              1              1              1              1 
##           5340           5400           5550           5560           5600           5640           5760 
##              1              1              1              1              2              1              1 
##           6000           6400           6480           6500           6528           6720           6900 
##              4              1              2              1              1              1              1 
##           7000           7200           7400           7500           7680           8000           8150 
##              2              8              1              2              1              2              1 
##           8160           8300           8400           8640           8700           8940           9000 
##              1              1              5              1              1              1              3 
##           9320           9600           9625          10000          10080          10250          10320 
##              1              5              1              4              1              1              1 
##          10590          10600          10800          11400          11520          11880          11900 
##              1              1              3              1              1              1              1 
##          12000          12004          12300          12500          12600          12610          12785 
##              6              1              1              1              1              1              1 
##          12800          13300          13440          13600          13860          14000          14119 
##              1              1              1              1              1              1              1 
##          14160          14400          14740          14976          15000          15510          15600 
##              1              5              1              1              2              1              1 
##          15840          16520          16800          17280          17880          17888          18000 
##              1              1              1              3              1              1              1 
##          18924          19000          19200          19524          19650          20000          21440 
##              1              1              4              1              1              1              1 
##          21600          22000          22050          22100          22350          22400          23000 
##              2              1              1              1              1              1              1 
##          23380          24000          25200          25800          25920          28000          28800 
##              1              5              1              1              1              1              4 
##          30000          30792          30870          31120          31200          33600          34500 
##              2              1              1              1              2              2              1 
##          36000          37090          38400          39240          40650          42000          43200 
##              2              1              1              1              1              1              1 
##          43680          44200          45000          48000          50400          54720          57600 
##              1              1              1              2              1              1              4 
##          60000          67200          73440          74400          76000         100800         105000 
##              3              2              1              1              1              1              1 
##         132000 143762 or more           <NA> 
##              1              7           1053

mydata <- top_recode (variable="eh_s6q76_6", break_point=pctile_99.5_eh_s6q76_6, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_6. If you were to buy those goods or services in a local market over the last 12 mo
##   -998      2      4      5     10     20     28     30     35     40     45     50     60     70     80     90 
##      6      1      1      1      3      6      1      1      3      4      2      6      4      3      1      1 
##    100    120    130    140    145    150    160    170    200    210    220    240    245    250    260    300 
##     12      6      1      1      1      9      4      1     14      1      1      7      1      6      1     16 
##    320    360    376    400    420    450    475    480    490    500    520    540    550    560    600    630 
##      1      4      1     11      1      5      1      5      1     23      2      2      1      2     12      1 
##    636    640    650    680    700    720    724    729    750    760    780    800    850    900    950    960 
##      1      1      1      2      4      5      1      1      1      1      1      5      1      9      1      5 
##   1000   1040   1050   1072   1080   1095   1110   1200   1250   1300   1344   1400   1430   1440   1500   1560 
##     23      1      1      1      1      1      1     14      2      2      1      2      1      5     12      1 
##   1575   1600   1680   1700   1750   1760   1800   1920   2000   2040   2075   2160   2190   2200   2250   2400 
##      1      5      1      1      2      1     12      2     16      1      1      1      1      1      1     19 
##   2500   2520   2560   2750   2800   2880   3000   3125   3136   3360   3500   3600   3650   3840   3860   4000 
##      1      1      1      1      1      7      8      1      1      4      4     12      1      1      1      3 
##   4200   4320   4500   4690   4800   5000   5040   5100   5320   5400   5760   5800   6000   6240   6480   6720 
##      2      2      3      1     13      7      1      2      1      1      4      1     12      2      1      6 
##   6960   7000   7200   7800   8030   8400   8640   8736   9000   9180   9600   9900  10000  10080  10800  11520 
##      1      3      7      2      1      3      1      1      2      1      9      1      2      2      5      1 
##  12000  12500  14300  14400  15000  15600  16000  16800  18000  19800  20000  21000  21600  22320  22800  24000 
##      9      1      1      8      1      1      1      2      4      1      1      1      2      1      1      3 
##  25000  25200  28800  31200  33600  48000  51600  90000 180000   <NA> 
##      1      2      1      1      3      1      1      1      1   1715

## [1] "Frequency table after encoding"
## eh_s6q76_6. If you were to buy those goods or services in a local market over the last 12 mo
##          -998             2             4             5            10            20            28            30 
##             6             1             1             1             3             6             1             1 
##            35            40            45            50            60            70            80            90 
##             3             4             2             6             4             3             1             1 
##           100           120           130           140           145           150           160           170 
##            12             6             1             1             1             9             4             1 
##           200           210           220           240           245           250           260           300 
##            14             1             1             7             1             6             1            16 
##           320           360           376           400           420           450           475           480 
##             1             4             1            11             1             5             1             5 
##           490           500           520           540           550           560           600           630 
##             1            23             2             2             1             2            12             1 
##           636           640           650           680           700           720           724           729 
##             1             1             1             2             4             5             1             1 
##           750           760           780           800           850           900           950           960 
##             1             1             1             5             1             9             1             5 
##          1000          1040          1050          1072          1080          1095          1110          1200 
##            23             1             1             1             1             1             1            14 
##          1250          1300          1344          1400          1430          1440          1500          1560 
##             2             2             1             2             1             5            12             1 
##          1575          1600          1680          1700          1750          1760          1800          1920 
##             1             5             1             1             2             1            12             2 
##          2000          2040          2075          2160          2190          2200          2250          2400 
##            16             1             1             1             1             1             1            19 
##          2500          2520          2560          2750          2800          2880          3000          3125 
##             1             1             1             1             1             7             8             1 
##          3136          3360          3500          3600          3650          3840          3860          4000 
##             1             4             4            12             1             1             1             3 
##          4200          4320          4500          4690          4800          5000          5040          5100 
##             2             2             3             1            13             7             1             2 
##          5320          5400          5760          5800          6000          6240          6480          6720 
##             1             1             4             1            12             2             1             6 
##          6960          7000          7200          7800          8030          8400          8640          8736 
##             1             3             7             2             1             3             1             1 
##          9000          9180          9600          9900         10000         10080         10800         11520 
##             2             1             9             1             2             2             5             1 
##         12000         12500         14300         14400         15000         15600         16000         16800 
##             9             1             1             8             1             1             1             2 
##         18000         19800         20000         21000         21600         22320         22800         24000 
##             4             1             1             1             2             1             1             3 
##         25000         25200         28800         31200         33600         48000 48611 or more          <NA> 
##             1             2             1             1             3             1             3          1715

mydata <- top_recode (variable="eh_s6q71_7", break_point=pctile_99.5_eh_s6q71_7, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_7. How much gross income or revenue was earned over the last 12 months from this ac
##      0      8     10     13     20     40     50     59    100    120    150    160    180    200    240    250 
##      2      1      1      1      2      1      1      1      7      1      4      1      2      9      1      1 
##    300    333    350    400    480    500    525    540    600    700    705    720    730    750    770    780 
##      8      1      1     11      2      7      1      1      9      3      1      1      1      2      1      1 
##    790    800    840    900   1000   1080   1120   1200   1250   1260   1300   1333   1350   1360   1400   1500 
##      1      5      1      4     12      1      1     16      1      1      1      1      2      1      7     10 
##   1520   1536   1550   1600   1750   1800   1920   2000   2020   2050   2100   2200   2400   2428   2500   2560 
##      1      1      1      8      3      5      1     14      1      1      1      1      8      1      2      2 
##   2600   2625   2640   2700   2800   2900   2970   3000   3100   3120   3200   3300   3400   3500   3600   3700 
##      1      1      1      1      4      1      1     11      1      1      5      3      1      5      8      1 
##   3750   4000   4200   4320   4500   4600   4700   4750   4800   4900   5000   5200   5250   5400   5500   5600 
##      1      7      1      1      2      1      1      1      9      1      6      1      3      1      1      1 
##   5760   6000   6090   6250   6300   6350   6400   6720   6960   7000   7200   7260   7600   7700   7800   8000 
##      1     14      1      1      2      1      1      1      1      3      9      1      1      1      3      4 
##   8350   8400   8500   9000   9600   9720  10000  10500  10800  11200  12000  12500  13000  13440  13500  14400 
##      1      1      1      3      3      1      8      1      6      1     11      1      2      1      1      7 
##  15000  16000  16800  17600  18000  19200  20000  21000  21600  22400  22500  23800  24000  24600  25000  25200 
##      4      1      3      1      5      4      3      1      1      1      1      1      9      1      1      2 
##  26000  26400  27000  28000  28800  30000  30800  33600  34200  36000  37500  37600  38400  39600  40000  42000 
##      1      1      2      2      2      2      1      3      2      3      1      1      1      1      2      7 
##  43200  43680  44000  48000  49200  50400  51000  51600  52800  55000  57600  60000  63000  66000  67200  69600 
##      1      1      1      2      1      3      1      1      1      1      1      2      1      1      1      1 
##  71050  72000  73000  73440  75600  79200  81000  84000  85800  86400  94500  98000 100800 105600 109440 115200 
##      1      4      1      2      1      1      1      2      1      2      1      1      1      1      1      1 
## 118560 120000 139200 140000 144000 184800 189000 192000 196000 210000 228000  3e+05 336000 388800 420000 504000 
##      1      3      1      1      1      1      1      2      1      1      1      1      1      1      1      1 
##   <NA> 
##   1775

## [1] "Frequency table after encoding"
## eh_s6q71_7. How much gross income or revenue was earned over the last 12 months from this ac
##              0              8             10             13             20             40             50 
##              2              1              1              1              2              1              1 
##             59            100            120            150            160            180            200 
##              1              7              1              4              1              2              9 
##            240            250            300            333            350            400            480 
##              1              1              8              1              1             11              2 
##            500            525            540            600            700            705            720 
##              7              1              1              9              3              1              1 
##            730            750            770            780            790            800            840 
##              1              2              1              1              1              5              1 
##            900           1000           1080           1120           1200           1250           1260 
##              4             12              1              1             16              1              1 
##           1300           1333           1350           1360           1400           1500           1520 
##              1              1              2              1              7             10              1 
##           1536           1550           1600           1750           1800           1920           2000 
##              1              1              8              3              5              1             14 
##           2020           2050           2100           2200           2400           2428           2500 
##              1              1              1              1              8              1              2 
##           2560           2600           2625           2640           2700           2800           2900 
##              2              1              1              1              1              4              1 
##           2970           3000           3100           3120           3200           3300           3400 
##              1             11              1              1              5              3              1 
##           3500           3600           3700           3750           4000           4200           4320 
##              5              8              1              1              7              1              1 
##           4500           4600           4700           4750           4800           4900           5000 
##              2              1              1              1              9              1              6 
##           5200           5250           5400           5500           5600           5760           6000 
##              1              3              1              1              1              1             14 
##           6090           6250           6300           6350           6400           6720           6960 
##              1              1              2              1              1              1              1 
##           7000           7200           7260           7600           7700           7800           8000 
##              3              9              1              1              1              3              4 
##           8350           8400           8500           9000           9600           9720          10000 
##              1              1              1              3              3              1              8 
##          10500          10800          11200          12000          12500          13000          13440 
##              1              6              1             11              1              2              1 
##          13500          14400          15000          16000          16800          17600          18000 
##              1              7              4              1              3              1              5 
##          19200          20000          21000          21600          22400          22500          23800 
##              4              3              1              1              1              1              1 
##          24000          24600          25000          25200          26000          26400          27000 
##              9              1              1              2              1              1              2 
##          28000          28800          30000          30800          33600          34200          36000 
##              2              2              2              1              3              2              3 
##          37500          37600          38400          39600          40000          42000          43200 
##              1              1              1              1              2              7              1 
##          43680          44000          48000          49200          50400          51000          51600 
##              1              1              2              1              3              1              1 
##          52800          55000          57600          60000          63000          66000          67200 
##              1              1              1              2              1              1              1 
##          69600          71050          72000          73000          73440          75600          79200 
##              1              1              4              1              2              1              1 
##          81000          84000          85800          86400          94500          98000         100800 
##              1              2              1              2              1              1              1 
##         105600         109440         115200         118560         120000         139200         140000 
##              1              1              1              1              3              1              1 
##         144000         184800         189000         192000         196000         210000         228000 
##              1              1              1              2              1              1              1 
##          3e+05         336000 359231 or more           <NA> 
##              1              1              3           1775

mydata <- top_recode (variable="eh_s6q72_7", break_point=pctile_99.5_eh_s6q72_7, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_7. Some activities require expenses in order to do them. What are the total expense
##   -998      0      1     10     15     18     20     22     25     45     50     60     70     80     90     96 
##      1    501      1      3      1      1      2      1      2      1      6      3      1      1      1      2 
##    100    105    120    130    140    144    150    180    190    200    220    240    250    256    260    300 
##     18      1      4      3      3      1      7      2      1      9      1      5      1      1      1      8 
##    320    350    360    380    390    400    420    456    480    500    520    525    552    570    576    600 
##      3      8      1      1      1      7      3      1      3     12      1      1      1      1      1      9 
##    672    700    720    800    900    930    960   1000   1050   1125   1130   1200   1220   1290   1296   1300 
##      1      3      2      4      2      1      3      8      2      1      1     10      1      1      1      2 
##   1360   1400   1440   1500   1512   1536   1560   1600   1680   1792   1800   1920   2000   2100   2112   2160 
##      1      2      7      4      1      1      1      2      2      1      2      3     10      3      1      1 
##   2307   2400   2445   2484   2500   2592   2600   2688   2940   3000   3200   3312   3360   3400   3430   3456 
##      1     12      1      1      1      1      2      1      1      3      4      1      1      1      1      1 
##   3500   3600   3840   3980   4000   4144   4200   4320   4368   4440   4500   4752   4800   4900   5000   5040 
##      1      7      4      1      3      1      1      2      1      1      2      1      7      1      2      1 
##   5184   5376   5400   5600   6000   6120   6640   6950   7000   7200   7560   7840   8400   8448   8500   8550 
##      1      1      3      2      9      1      1      1      3      4      1      1      2      1      1      1 
##   8640   9000   9600   9650   9704  10000  10080  10452  10500  10760  10800  11200  11500  11520  12000  12500 
##      1      1      3      1      1      8      1      1      1      1      2      1      1      2      4      1 
##  12800  13500  13680  13800  14000  14200  14400  15072  15840  16000  16880  18000  18720  20000  20160  21000 
##      1      1      1      1      2      1      3      1      1      2      1      5      1      2      1      1 
##  21600  21672  23400  24000  24960  25200  26280  28200  28800  29900  30128  30600  30670  33600  35000  35300 
##      2      1      1      1      1      1      1      1      2      1      1      1      1      4      1      1 
##  35950  36800  38165  38400  39600  40000  40800  44856  46080  48000  50000  54720  60000  63810  66960  80000 
##      1      1      1      1      1      1      1      1      1      1      1      1      1      1      1      1 
##  90720  95000  96000 128670 160000 240000 288000   <NA> 
##      1      1      1      1      1      1      1   1354

## [1] "Frequency table after encoding"
## eh_s6q72_7. Some activities require expenses in order to do them. What are the total expense
##          -998             0             1            10            15            18            20            22 
##             1           501             1             3             1             1             2             1 
##            25            45            50            60            70            80            90            96 
##             2             1             6             3             1             1             1             2 
##           100           105           120           130           140           144           150           180 
##            18             1             4             3             3             1             7             2 
##           190           200           220           240           250           256           260           300 
##             1             9             1             5             1             1             1             8 
##           320           350           360           380           390           400           420           456 
##             3             8             1             1             1             7             3             1 
##           480           500           520           525           552           570           576           600 
##             3            12             1             1             1             1             1             9 
##           672           700           720           800           900           930           960          1000 
##             1             3             2             4             2             1             3             8 
##          1050          1125          1130          1200          1220          1290          1296          1300 
##             2             1             1            10             1             1             1             2 
##          1360          1400          1440          1500          1512          1536          1560          1600 
##             1             2             7             4             1             1             1             2 
##          1680          1792          1800          1920          2000          2100          2112          2160 
##             2             1             2             3            10             3             1             1 
##          2307          2400          2445          2484          2500          2592          2600          2688 
##             1            12             1             1             1             1             2             1 
##          2940          3000          3200          3312          3360          3400          3430          3456 
##             1             3             4             1             1             1             1             1 
##          3500          3600          3840          3980          4000          4144          4200          4320 
##             1             7             4             1             3             1             1             2 
##          4368          4440          4500          4752          4800          4900          5000          5040 
##             1             1             2             1             7             1             2             1 
##          5184          5376          5400          5600          6000          6120          6640          6950 
##             1             1             3             2             9             1             1             1 
##          7000          7200          7560          7840          8400          8448          8500          8550 
##             3             4             1             1             2             1             1             1 
##          8640          9000          9600          9650          9704         10000         10080         10452 
##             1             1             3             1             1             8             1             1 
##         10500         10760         10800         11200         11500         11520         12000         12500 
##             1             1             2             1             1             2             4             1 
##         12800         13500         13680         13800         14000         14200         14400         15072 
##             1             1             1             1             2             1             3             1 
##         15840         16000         16880         18000         18720         20000         20160         21000 
##             1             2             1             5             1             2             1             1 
##         21600         21672         23400         24000         24960         25200         26280         28200 
##             2             1             1             1             1             1             1             1 
##         28800         29900         30128         30600         30670         33600         35000         35300 
##             2             1             1             1             1             4             1             1 
##         35950         36800         38165         38400         39600         40000         40800         44856 
##             1             1             1             1             1             1             1             1 
##         46080         48000         50000         54720         60000         63810         66960         80000 
##             1             1             1             1             1             1             1             1 
##         90720         95000 95340 or more          <NA> 
##             1             1             5          1354

mydata <- top_recode (variable="eh_s6q76_7", break_point=pctile_99.5_eh_s6q76_7, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_7. If you were to buy those goods or services in a local market over the last 12 mo
##   -998      1      5     10     15     20     30     32     40     50     60     70     75     80    100    120 
##      8      1      1      1      3      5      4      1      1      7      5      5      2      3     15      4 
##    125    140    150    160    180    200    210    220    240    250    260    300    320    350    360    390 
##      2      1      6      2      1     18      1      1      5      4      2     21      2      1      2      2 
##    400    420    450    470    480    500    540    560    600    610    640    650    690    700    720    750 
##      3      2      6      1      2     24      1      1     15      1      1      2      1      5      3      8 
##    780    800    840    900    960   1000   1008   1080   1200   1250   1300   1344   1350   1380   1400   1430 
##      1      9      1      5      2     26      1      1     24      1      2      1      1      1      2      1 
##   1440   1500   1600   1680   1800   1920   2000   2016   2160   2250   2400   2500   2520   2640   2700   2850 
##      7     13      1      2      9      5     10      1      1      1      7      2      1      1      1      1 
##   2880   3000   3200   3240   3360   3500   3600   3650   3840   4000   4200   4320   4500   4800   5000   5040 
##      3      8      1      1      2      2     14      1      1      8      1      1      2      9      3      1 
##   5400   5600   5625   5760   6000   6384   6528   6600   6720   6900   7060   7200   7500   7680   8000   8064 
##      1      2      1      1      9      1      1      1      3      1      1      7      1      1      1      1 
##   8400   9000   9240   9600  10000  10080  10320  10800  11388  11520  11760  12000  13680  14400  14750  15000 
##      4      2      1      5      3      1      1      6      1      1      1      6      1      4      1      1 
##  16000  16800  17500  18000  19200  25200  28000  30000  30240  33600  36000  45000  57000  70000 115320   <NA> 
##      2      3      1      4      2      1      2      1      1      1      2      1      1      1      1   1779

## [1] "Frequency table after encoding"
## eh_s6q76_7. If you were to buy those goods or services in a local market over the last 12 mo
##          -998             1             5            10            15            20            30            32 
##             8             1             1             1             3             5             4             1 
##            40            50            60            70            75            80           100           120 
##             1             7             5             5             2             3            15             4 
##           125           140           150           160           180           200           210           220 
##             2             1             6             2             1            18             1             1 
##           240           250           260           300           320           350           360           390 
##             5             4             2            21             2             1             2             2 
##           400           420           450           470           480           500           540           560 
##             3             2             6             1             2            24             1             1 
##           600           610           640           650           690           700           720           750 
##            15             1             1             2             1             5             3             8 
##           780           800           840           900           960          1000          1008          1080 
##             1             9             1             5             2            26             1             1 
##          1200          1250          1300          1344          1350          1380          1400          1430 
##            24             1             2             1             1             1             2             1 
##          1440          1500          1600          1680          1800          1920          2000          2016 
##             7            13             1             2             9             5            10             1 
##          2160          2250          2400          2500          2520          2640          2700          2850 
##             1             1             7             2             1             1             1             1 
##          2880          3000          3200          3240          3360          3500          3600          3650 
##             3             8             1             1             2             2            14             1 
##          3840          4000          4200          4320          4500          4800          5000          5040 
##             1             8             1             1             2             9             3             1 
##          5400          5600          5625          5760          6000          6384          6528          6600 
##             1             2             1             1             9             1             1             1 
##          6720          6900          7060          7200          7500          7680          8000          8064 
##             3             1             1             7             1             1             1             1 
##          8400          9000          9240          9600         10000         10080         10320         10800 
##             4             2             1             5             3             1             1             6 
##         11388         11520         11760         12000         13680         14400         14750         15000 
##             1             1             1             6             1             4             1             1 
##         16000         16800         17500         18000         19200         25200         28000         30000 
##             2             3             1             4             2             1             2             1 
##         30240         33600         36000         45000 51000 or more          <NA> 
##             1             1             2             1             3          1779

mydata <- top_recode (variable="eh_s6q71_8", break_point=pctile_99.5_eh_s6q71_8, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_8. How much gross income or revenue was earned over the last 12 months from this ac
##   -998      0      1      5      6     20     40     50     60     75    100    120    140    150    200    220 
##      1      2      1      1      1      2      1      1      2      1      2      1      1      4      7      1 
##    240    250    255    300    320    350    360    400    420    450    480    500    550    600    650    700 
##      2      3      1      8      1      2      1      5      1      3      2      4      1     11      1      3 
##    720    750    780    800    880    900    912    950   1000   1050   1063   1100   1125   1200   1230   1250 
##      3      1      1      6      1      2      1      2      9      3      1      1      1      7      1      1 
##   1260   1300   1333   1400   1500   1540   1600   1700   1800   1950   2000   2100   2150   2220   2250   2400 
##      1      2      1      2     10      1      1      3      3      1      5      2      1      1      1      6 
##   2500   2560   2600   2700   2800   2940   3000   3120   3200   3480   3500   3600   3840   4000   4200   4300 
##      2      1      1      1      2      1     13      1      1      1      4      5      2     10      2      1 
##   4375   4500   4600   4760   4800   5000   5300   5600   5750   5760   6000   6060   6300   6600   6720   7000 
##      1      1      1      1      5      3      2      4      1      1      4      1      1      1      1      1 
##   7200   7300   7500   7560   8000   8100   8400   8800   8880   9600  10000  10080  10100  10800  11000  11520 
##      2      1      5      1      3      1      3      1      1      3      3      1      1      1      1      1 
##  12000  12400  13000  13600  14000  14400  14700  15000  15360  16000  16800  18000  19000  19200  19600  20000 
##     10      1      1      3      1      2      1      8      1      3      1      4      2      4      1      4 
##  21000  21600  22000  24000  24970  25200  27000  28000  28800  30000  30240  30380  33600  34000  37000  38160 
##      4      1      1      3      1      2      1      3      5      2      1      1      1      1      1      1 
##  38400  39144  40000  42000  43200  45000  46200  48000  51300  52000  52920  55440  60000  61440  63000  64000 
##      1      1      1      1      1      1      1      2      1      1      1      1      4      1      1      1 
##  72000  73400  84000  86400  89600  92400  96000  98800  1e+05 102528 105600 109440 130000 144000 168000 188000 
##      3      1      1      1      1      2      1      1      1      1      1      2      2      1      2      1 
## 201600 217200 234000   <NA> 
##      1      1      1   1901

## [1] "Frequency table after encoding"
## eh_s6q71_8. How much gross income or revenue was earned over the last 12 months from this ac
##           -998              0              1              5              6             20             40 
##              1              2              1              1              1              2              1 
##             50             60             75            100            120            140            150 
##              1              2              1              2              1              1              4 
##            200            220            240            250            255            300            320 
##              7              1              2              3              1              8              1 
##            350            360            400            420            450            480            500 
##              2              1              5              1              3              2              4 
##            550            600            650            700            720            750            780 
##              1             11              1              3              3              1              1 
##            800            880            900            912            950           1000           1050 
##              6              1              2              1              2              9              3 
##           1063           1100           1125           1200           1230           1250           1260 
##              1              1              1              7              1              1              1 
##           1300           1333           1400           1500           1540           1600           1700 
##              2              1              2             10              1              1              3 
##           1800           1950           2000           2100           2150           2220           2250 
##              3              1              5              2              1              1              1 
##           2400           2500           2560           2600           2700           2800           2940 
##              6              2              1              1              1              2              1 
##           3000           3120           3200           3480           3500           3600           3840 
##             13              1              1              1              4              5              2 
##           4000           4200           4300           4375           4500           4600           4760 
##             10              2              1              1              1              1              1 
##           4800           5000           5300           5600           5750           5760           6000 
##              5              3              2              4              1              1              4 
##           6060           6300           6600           6720           7000           7200           7300 
##              1              1              1              1              1              2              1 
##           7500           7560           8000           8100           8400           8800           8880 
##              5              1              3              1              3              1              1 
##           9600          10000          10080          10100          10800          11000          11520 
##              3              3              1              1              1              1              1 
##          12000          12400          13000          13600          14000          14400          14700 
##             10              1              1              3              1              2              1 
##          15000          15360          16000          16800          18000          19000          19200 
##              8              1              3              1              4              2              4 
##          19600          20000          21000          21600          22000          24000          24970 
##              1              4              4              1              1              3              1 
##          25200          27000          28000          28800          30000          30240          30380 
##              2              1              3              5              2              1              1 
##          33600          34000          37000          38160          38400          39144          40000 
##              1              1              1              1              1              1              1 
##          42000          43200          45000          46200          48000          51300          52000 
##              1              1              1              1              2              1              1 
##          52920          55440          60000          61440          63000          64000          72000 
##              1              1              4              1              1              1              3 
##          73400          84000          86400          89600          92400          96000          98800 
##              1              1              1              1              2              1              1 
##          1e+05         102528         105600         109440         130000         144000         168000 
##              1              1              1              2              2              1              2 
##         188000         201600 202769 or more           <NA> 
##              1              1              2           1901

mydata <- top_recode (variable="eh_s6q72_8", break_point=pctile_99.5_eh_s6q72_8, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_8. Some activities require expenses in order to do them. What are the total expense
##   -998      0      1      6     10     15     20     24     25     30     45     50     59     60     66     70 
##      2    350      1      1      3      1      2      1      2      2      1      1      1      3      1      3 
##     80     90    100    105    120    140    144    150    165    180    185    200    210    250    269    288 
##      4      1     16      1      3      1      1      5      1      2      1      5      1      1      1      1 
##    300    350    360    368    371    390    400    415    432    450    480    500    528    540    560    600 
##      9      2      3      1      1      1      4      1      1      2      4      4      1      2      3      4 
##    612    700    720    740    750    800    840    858    900    930   1000   1024   1036   1090   1100   1200 
##      1      1      2      1      3      3      5      1      3      1      7      1      1      1      1      8 
##   1250   1300   1388   1400   1440   1488   1500   1600   1640   1721   1800   1920   2000   2055   2100   2150 
##      1      1      1      3      1      1      3      3      1      1      5      3      8      1      1      1 
##   2160   2200   2240   2270   2400   2425   2650   2880   2900   2940   3000   3200   3240   3330   3360   3400 
##      1      1      1      1      7      1      1      1      2      1      4      2      1      1      1      1 
##   3450   3500   3600   3750   4000   4200   4320   4464   4752   4800   5000   5400   5536   5600   5760   6000 
##      1      1      5      1      1      1      2      1      1      4      1      1      1      2      2      1 
##   6720   6960   7000   7200   7500   7680   8000   8568   8640   8750   9600  10000  10080  10500  10530  10780 
##      1      1      1      4      1      1      3      1      1      1      3      2      2      2      1      1 
##  11000  11200  11520  12000  12400  14400  15000  15440  16388  17280  18720  19050  20000  20800  21500  24000 
##      1      1      1      5      1      5      3      1      1      1      1      1      2      1      1      2 
##  24720  26300  28200  28440  28800  30000  30800  32000  32400  32600  33000  33730  34944  36000  36360  40800 
##      1      1      1      1      1      2      1      1      1      1      1      1      1      1      1      1 
##  43250  48000  52540  54000  56000  57600  60000 116000 180000   <NA> 
##      1      1      1      2      1      1      1      1      1   1616

## [1] "Frequency table after encoding"
## eh_s6q72_8. Some activities require expenses in order to do them. What are the total expense
##          -998             0             1             6            10            15            20            24 
##             2           350             1             1             3             1             2             1 
##            25            30            45            50            59            60            66            70 
##             2             2             1             1             1             3             1             3 
##            80            90           100           105           120           140           144           150 
##             4             1            16             1             3             1             1             5 
##           165           180           185           200           210           250           269           288 
##             1             2             1             5             1             1             1             1 
##           300           350           360           368           371           390           400           415 
##             9             2             3             1             1             1             4             1 
##           432           450           480           500           528           540           560           600 
##             1             2             4             4             1             2             3             4 
##           612           700           720           740           750           800           840           858 
##             1             1             2             1             3             3             5             1 
##           900           930          1000          1024          1036          1090          1100          1200 
##             3             1             7             1             1             1             1             8 
##          1250          1300          1388          1400          1440          1488          1500          1600 
##             1             1             1             3             1             1             3             3 
##          1640          1721          1800          1920          2000          2055          2100          2150 
##             1             1             5             3             8             1             1             1 
##          2160          2200          2240          2270          2400          2425          2650          2880 
##             1             1             1             1             7             1             1             1 
##          2900          2940          3000          3200          3240          3330          3360          3400 
##             2             1             4             2             1             1             1             1 
##          3450          3500          3600          3750          4000          4200          4320          4464 
##             1             1             5             1             1             1             2             1 
##          4752          4800          5000          5400          5536          5600          5760          6000 
##             1             4             1             1             1             2             2             1 
##          6720          6960          7000          7200          7500          7680          8000          8568 
##             1             1             1             4             1             1             3             1 
##          8640          8750          9600         10000         10080         10500         10530         10780 
##             1             1             3             2             2             2             1             1 
##         11000         11200         11520         12000         12400         14400         15000         15440 
##             1             1             1             5             1             5             3             1 
##         16388         17280         18720         19050         20000         20800         21500         24000 
##             1             1             1             1             2             1             1             2 
##         24720         26300         28200         28440         28800         30000         30800         32000 
##             1             1             1             1             1             2             1             1 
##         32400         32600         33000         33730         34944         36000         36360         40800 
##             1             1             1             1             1             1             1             1 
##         43250         48000         52540         54000         56000 57047 or more          <NA> 
##             1             1             1             2             1             4          1616

mydata <- top_recode (variable="eh_s6q76_8", break_point=pctile_99.5_eh_s6q76_8, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_8. If you were to buy those goods or services in a local market over the last 12 mo
##   -998      4     10     20     25     30     39     40     50     60     70     80    100    110    120    150 
##      6      1      3      2      1      3      1      2      7      4      1      1      9      1      2      3 
##    160    175    200    220    240    250    300    360    380    400    420    450    480    500    550    560 
##      1      1     14      1      3      4     11      2      1     11      2      5      4     17      1      1 
##    564    600    610    700    720    750    800    900    950    960    990   1000   1018   1050   1080   1100 
##      1     14      1      5      2      2      3      4      1      1      1     13      1      1      1      1 
##   1200   1280   1300   1400   1440   1500   1590   1600   1660   1700   1750   1800   1920   2000   2100   2220 
##     11      3      1      1      3      7      1      2      1      1      1      4      2      4      1      1 
##   2250   2400   2500   2520   2550   2553   2640   2700   2800   2860   2880   2940   3000   3360   3500   3600 
##      1      8      2      1      1      1      1      1      1      1      1      1      7      1      1     11 
##   3650   3800   3840   3860   4000   4200   4500   4680   4800   4875   5000   5040   5400   5750   5760   6000 
##      1      1      1      1      2      1      1      1      6      1      5      2      1      1      3      4 
##   6720   7000   7200   7500   8280   8781   9000   9600  10080  10800  10950  11115  11520  11760  12000  12600 
##      1      2      5      1      1      1      2      3      2      2      1      1      1      1      5      1 
##  13200  13500  14400  14490  16800  18000  19200  27000  33600  36000  48000  50400  67200  72000 108000   <NA> 
##      1      1      5      1      1      3      1      1      1      2      2      1      1      1      2   1940

## [1] "Frequency table after encoding"
## eh_s6q76_8. If you were to buy those goods or services in a local market over the last 12 mo
##          -998             4            10            20            25            30            39            40 
##             6             1             3             2             1             3             1             2 
##            50            60            70            80           100           110           120           150 
##             7             4             1             1             9             1             2             3 
##           160           175           200           220           240           250           300           360 
##             1             1            14             1             3             4            11             2 
##           380           400           420           450           480           500           550           560 
##             1            11             2             5             4            17             1             1 
##           564           600           610           700           720           750           800           900 
##             1            14             1             5             2             2             3             4 
##           950           960           990          1000          1018          1050          1080          1100 
##             1             1             1            13             1             1             1             1 
##          1200          1280          1300          1400          1440          1500          1590          1600 
##            11             3             1             1             3             7             1             2 
##          1660          1700          1750          1800          1920          2000          2100          2220 
##             1             1             1             4             2             4             1             1 
##          2250          2400          2500          2520          2550          2553          2640          2700 
##             1             8             2             1             1             1             1             1 
##          2800          2860          2880          2940          3000          3360          3500          3600 
##             1             1             1             1             7             1             1            11 
##          3650          3800          3840          3860          4000          4200          4500          4680 
##             1             1             1             1             2             1             1             1 
##          4800          4875          5000          5040          5400          5750          5760          6000 
##             6             1             5             2             1             1             3             4 
##          6720          7000          7200          7500          8280          8781          9000          9600 
##             1             2             5             1             1             1             2             3 
##         10080         10800         10950         11115         11520         11760         12000         12600 
##             2             2             1             1             1             1             5             1 
##         13200         13500         14400         14490         16800         18000         19200         27000 
##             1             1             5             1             1             3             1             1 
##         33600         36000         48000         50400         67200         72000 82620 or more          <NA> 
##             1             2             2             1             1             1             2          1940

mydata <- top_recode (variable="eh_s6q71_9", break_point=pctile_99.5_eh_s6q71_9, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_9. How much gross income or revenue was earned over the last 12 months from this ac
##     25     40     50     56     60    100    130    150    160    184    200    210    220    280    300    400 
##      1      1      1      1      1      6      1      1      1      1      7      1      1      1      6      2 
##    450    500    600    660    700    720    750    800    810    840    900    950   1000   1050   1063   1080 
##      1      9     10      1      2      1      1      1      1      1      3      1      5      1      1      1 
##   1140   1200   1300   1333   1400   1500   1600   1700   1750   1800   2000   2100   2120   2200   2400   2640 
##      1      7      1      1      2      4      3      1      2      5      3      3      1      1      6      1 
##   2750   2880   2920   3000   3120   3150   3200   3312   3500   3600   4000   4500   4800   5000   5250   5400 
##      1      1      1      1      1      1      1      1      1      3      2      1      2      3      1      1 
##   5500   5600   6000   6720   7000   7200   7500   7600   8000   9000   9500   9600   9800  10000  10200  10260 
##      1      1      6      3      2      3      1      1      1      3      2      5      2      4      1      1 
##  10500  11000  11200  12000  12600  12700  13700  14000  15000  16000  16800  18000  18500  19200  20000  20400 
##      2      1      3      7      1      1      1      2      2      1      1      3      1      1      2      1 
##  20700  21600  24000  24300  25200  27000  27360  28800  29000  30000  30500  32000  33600  34486  35000  36000 
##      1      3      4      1      1      2      1      2      1      3      1      1      1      1      1      3 
##  37500  39200  40000  44000  50400  51600  52800  54000  54528  57600  64800  72000  86400  96000  97920  1e+05 
##      1      1      1      1      1      1      1      1      1      2      1      1      1      2      1      1 
## 100800 120000 120864 120960 129600 168000 228000 240000 268800   <NA> 
##      1      1      1      1      1      1      1      1      1   2030

## [1] "Frequency table after encoding"
## eh_s6q71_9. How much gross income or revenue was earned over the last 12 months from this ac
##             25             40             50             56             60            100            130 
##              1              1              1              1              1              6              1 
##            150            160            184            200            210            220            280 
##              1              1              1              7              1              1              1 
##            300            400            450            500            600            660            700 
##              6              2              1              9             10              1              2 
##            720            750            800            810            840            900            950 
##              1              1              1              1              1              3              1 
##           1000           1050           1063           1080           1140           1200           1300 
##              5              1              1              1              1              7              1 
##           1333           1400           1500           1600           1700           1750           1800 
##              1              2              4              3              1              2              5 
##           2000           2100           2120           2200           2400           2640           2750 
##              3              3              1              1              6              1              1 
##           2880           2920           3000           3120           3150           3200           3312 
##              1              1              1              1              1              1              1 
##           3500           3600           4000           4500           4800           5000           5250 
##              1              3              2              1              2              3              1 
##           5400           5500           5600           6000           6720           7000           7200 
##              1              1              1              6              3              2              3 
##           7500           7600           8000           9000           9500           9600           9800 
##              1              1              1              3              2              5              2 
##          10000          10200          10260          10500          11000          11200          12000 
##              4              1              1              2              1              3              7 
##          12600          12700          13700          14000          15000          16000          16800 
##              1              1              1              2              2              1              1 
##          18000          18500          19200          20000          20400          20700          21600 
##              3              1              1              2              1              1              3 
##          24000          24300          25200          27000          27360          28800          29000 
##              4              1              1              2              1              2              1 
##          30000          30500          32000          33600          34486          35000          36000 
##              3              1              1              1              1              1              3 
##          37500          39200          40000          44000          50400          51600          52800 
##              1              1              1              1              1              1              1 
##          54000          54528          57600          64800          72000          86400          96000 
##              1              1              2              1              1              1              2 
##          97920          1e+05         100800         120000         120864         120960         129600 
##              1              1              1              1              1              1              1 
##         168000         228000 236580 or more           <NA> 
##              1              1              2           2030

mydata <- top_recode (variable="eh_s6q72_9", break_point=pctile_99.5_eh_s6q72_9, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_9. Some activities require expenses in order to do them. What are the total expense
##      0      8     10     12     15     20     25     30     36     45     48     50     60     65     72     80 
##    284      1      2      1      1      1      1      1      1      1      1      5      2      1      1      2 
##     85     90    100    120    150    160    200    240    250    256    270    280    285    300    320    350 
##      1      2      9      1      3      1      4      1      1      1      1      1      1      4      1      2 
##    360    372    400    420    480    500    520    540    560    576    600    640    680    720    740    768 
##      1      1      3      2      2      3      1      3      1      1      1      1      1      1      1      1 
##    800    840    858    960    972   1000   1080   1120   1200   1250   1320   1400   1440   1488   1500   1536 
##      2      1      1      1      1      5      1      1      1      1      1      1      1      1      2      1 
##   1700   1920   2000   2100   2160   2300   2400   2500   2800   3000   3360   3372   3620   4000   4200   4320 
##      1      1      2      2      2      1      3      1      1      1      1      1      1      1      2      1 
##   4500   4800   5000   5040   5096   5304   5500   5550   5760   6000   6550   7000   7680   8000   8280   8400 
##      1      2      1      2      1      1      1      1      1      2      1      3      1      1      1      2 
##   8500   9600   9980  10000  10080  10240  10640  10800  12000  12600  13300  13486  13500  14300  14400  14500 
##      2      2      1      5      1      1      1      4      2      1      1      1      1      1      2      1 
##  15000  16700  16800  17304  18000  21600  24000  24960  25920  28800  30000  30736  32400  42110  48000  57600 
##      1      1      2      1      3      1      4      1      1      2      1      1      1      1      1      1 
## 104880 241920   <NA> 
##      1      1   1806

## [1] "Frequency table after encoding"
## eh_s6q72_9. Some activities require expenses in order to do them. What are the total expense
##             0             8            10            12            15            20            25            30 
##           284             1             2             1             1             1             1             1 
##            36            45            48            50            60            65            72            80 
##             1             1             1             5             2             1             1             2 
##            85            90           100           120           150           160           200           240 
##             1             2             9             1             3             1             4             1 
##           250           256           270           280           285           300           320           350 
##             1             1             1             1             1             4             1             2 
##           360           372           400           420           480           500           520           540 
##             1             1             3             2             2             3             1             3 
##           560           576           600           640           680           720           740           768 
##             1             1             1             1             1             1             1             1 
##           800           840           858           960           972          1000          1080          1120 
##             2             1             1             1             1             5             1             1 
##          1200          1250          1320          1400          1440          1488          1500          1536 
##             1             1             1             1             1             1             2             1 
##          1700          1920          2000          2100          2160          2300          2400          2500 
##             1             1             2             2             2             1             3             1 
##          2800          3000          3360          3372          3620          4000          4200          4320 
##             1             1             1             1             1             1             2             1 
##          4500          4800          5000          5040          5096          5304          5500          5550 
##             1             2             1             2             1             1             1             1 
##          5760          6000          6550          7000          7680          8000          8280          8400 
##             1             2             1             3             1             1             1             2 
##          8500          9600          9980         10000         10080         10240         10640         10800 
##             2             2             1             5             1             1             1             4 
##         12000         12600         13300         13486         13500         14300         14400         14500 
##             2             1             1             1             1             1             2             1 
##         15000         16700         16800         17304         18000         21600         24000         24960 
##             1             1             2             1             3             1             4             1 
##         25920         28800         30000         30736         32400         42110         48000 53711 or more 
##             1             2             1             1             1             1             1             3 
##          <NA> 
##          1806

mydata <- top_recode (variable="eh_s6q76_9", break_point=pctile_99.5_eh_s6q76_9, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_9. If you were to buy those goods or services in a local market over the last 12 mo
##   -998     28     30     35     50     80     90    100    111    120    140    150    165    175    180    200 
##      3      2      4      2      3      2      1      5      1      1      1      4      1      1      1     10 
##    210    225    240    250    260    271    280    288    300    350    360    400    450    480    500    520 
##      1      1      1      2      1      1      1      1     11      3      1      1      2      1      8      1 
##    540    600    640    650    700    720    750    800    850    900    960   1000   1200   1300   1350   1400 
##      2      5      1      3      1      3      3      2      1      5      1     10      5      1      1      1 
##   1440   1500   1530   1565   1680   1800   1870   1920   2000   2160   2200   2300   2400   2450   2500   2800 
##      3      4      1      1      1      2      1      3      7      2      1      1     10      1      1      1 
##   2880   2920   3000   3200   3300   3500   3600   3720   3840   4200   4345   4800   5000   5400   5600   5700 
##      2      1      7      1      1      1      4      1      1      1      1      7      4      1      1      1 
##   5760   6000   6240   6300   6480   6720   7200   7300   8000   8064   9600  10000  10080  10500  10800  11000 
##      1      6      1      1      1      2      3      1      1      1      1      3      1      1      2      1 
##  12000  13440  14400  15000  16500  16800  17600  18000  19200  24000  28800  33600  36000  38416  40320  50400 
##      2      2      3      1      1      3      1      1      1      3      1      2      1      1      1      1 
##  58800  91400 126000 216000   <NA> 
##      1      1      1      1   2033

## [1] "Frequency table after encoding"
## eh_s6q76_9. If you were to buy those goods or services in a local market over the last 12 mo
##           -998             28             30             35             50             80             90 
##              3              2              4              2              3              2              1 
##            100            111            120            140            150            165            175 
##              5              1              1              1              4              1              1 
##            180            200            210            225            240            250            260 
##              1             10              1              1              1              2              1 
##            271            280            288            300            350            360            400 
##              1              1              1             11              3              1              1 
##            450            480            500            520            540            600            640 
##              2              1              8              1              2              5              1 
##            650            700            720            750            800            850            900 
##              3              1              3              3              2              1              5 
##            960           1000           1200           1300           1350           1400           1440 
##              1             10              5              1              1              1              3 
##           1500           1530           1565           1680           1800           1870           1920 
##              4              1              1              1              2              1              3 
##           2000           2160           2200           2300           2400           2450           2500 
##              7              2              1              1             10              1              1 
##           2800           2880           2920           3000           3200           3300           3500 
##              1              2              1              7              1              1              1 
##           3600           3720           3840           4200           4345           4800           5000 
##              4              1              1              1              1              7              4 
##           5400           5600           5700           5760           6000           6240           6300 
##              1              1              1              1              6              1              1 
##           6480           6720           7200           7300           8000           8064           9600 
##              1              2              3              1              1              1              1 
##          10000          10080          10500          10800          11000          12000          13440 
##              3              1              1              2              1              2              2 
##          14400          15000          16500          16800          17600          18000          19200 
##              3              1              1              3              1              1              1 
##          24000          28800          33600          36000          38416          40320          50400 
##              3              1              2              1              1              1              1 
##          58800          91400 117177 or more           <NA> 
##              1              1              2           2033

mydata <- top_recode (variable="eh_s6q71_10", break_point=pctile_99.5_eh_s6q71_10, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_10. How much gross income or revenue was earned over the last 12 months from this ac
##      0     10     40     48     80    100    110    150    175    200    250    270    280    299    300    350 
##      1      1      1      1      1      1      1      1      1      4      2      1      1      1      3      2 
##    400    450    475    480    500    588    600    700    800    900    910    950   1000   1200   1300   1333 
##      5      2      1      2      2      1      3      2      6      5      1      1      5      4      1      1 
##   1500   1560   1600   1650   1800   2000   2100   2250   2400   2500   2600   2640   2880   3000   3150   3200 
##      3      1      3      1      2      1      1      2      3      1      1      1      1      5      1      2 
##   3360   3450   3500   3600   4000   4440   4500   4800   5000   5040   6000   6500   7000   7200   8000   9400 
##      1      1      1      2      1      1      1      2      2      1      4      1      1      2      2      1 
##   9600  10000  10080  10400  11000  12000  12600  13650  14000  14400  14750  15000  16500  16800  18000  19200 
##      1      3      1      1      1      2      1      1      1      1      1      2      1      1      1      2 
##  20000  20800  21000  22000  24900  32000  33000  35000  36864  40500  43200  46082  49000  56700  66000  69600 
##      1      1      1      1      1      2      1      1      1      1      1      1      1      1      1      1 
##  70000  70200  72000 100800 112800 118560 120000 134400 168000 180000   <NA> 
##      2      1      2      1      1      1      1      1      1      1   2120

## [1] "Frequency table after encoding"
## eh_s6q71_10. How much gross income or revenue was earned over the last 12 months from this ac
##              0             10             40             48             80            100            110 
##              1              1              1              1              1              1              1 
##            150            175            200            250            270            280            299 
##              1              1              4              2              1              1              1 
##            300            350            400            450            475            480            500 
##              3              2              5              2              1              2              2 
##            588            600            700            800            900            910            950 
##              1              3              2              6              5              1              1 
##           1000           1200           1300           1333           1500           1560           1600 
##              5              4              1              1              3              1              3 
##           1650           1800           2000           2100           2250           2400           2500 
##              1              2              1              1              2              3              1 
##           2600           2640           2880           3000           3150           3200           3360 
##              1              1              1              5              1              2              1 
##           3450           3500           3600           4000           4440           4500           4800 
##              1              1              2              1              1              1              2 
##           5000           5040           6000           6500           7000           7200           8000 
##              2              1              4              1              1              2              2 
##           9400           9600          10000          10080          10400          11000          12000 
##              1              1              3              1              1              1              2 
##          12600          13650          14000          14400          14750          15000          16500 
##              1              1              1              1              1              2              1 
##          16800          18000          19200          20000          20800          21000          22000 
##              1              1              2              1              1              1              1 
##          24900          32000          33000          35000          36864          40500          43200 
##              1              2              1              1              1              1              1 
##          46082          49000          56700          66000          69600          70000          70200 
##              1              1              1              1              1              2              1 
##          72000         100800         112800         118560         120000         134400         168000 
##              2              1              1              1              1              1              1 
## 169979 or more           <NA> 
##              1           2120

mydata <- top_recode (variable="eh_s6q72_10", break_point=pctile_99.5_eh_s6q72_10, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_10. Some activities require expenses in order to do them. What are the total expense
##      0      5     10     20     25     30     35     40     48     50     60     70     80    100    104    120 
##    209      1      2      1      1      1      1      1      1      3      1      1      1      6      1      3 
##    129    150    160    180    200    210    240    270    280    300    330    340    396    400    420    450 
##      1      1      1      1      2      1      1      1      1      4      1      1      1      1      1      1 
##    500    540    600    720    750    800    840    900   1000   1025   1110   1152   1250   1440   1488   1500 
##      2      1      3      2      1      3      2      1      4      1      1      1      1      1      1      2 
##   1600   1680   1690   1800   1920   2000   2160   2200   2400   2448   2500   3000   3360   3600   3680   4000 
##      1      1      1      2      1      1      1      2      1      1      2      1      1      1      1      1 
##   4032   5000   5260   5760   5900   6000   6200   6300   6960   7200   7600   9600  10000  10340  11520  15000 
##      1      3      1      1      1      1      1      2      1      1      1      2      1      1      1      1 
##  15630  16000  18300  20736  22700  24000  25500  28600  28800  29200  31200  42000  56000  84000  96000 120000 
##      1      1      1      1      1      1      1      1      2      1      1      1      1      3      2      1 
##   <NA> 
##   1948

## [1] "Frequency table after encoding"
## eh_s6q72_10. Some activities require expenses in order to do them. What are the total expense
##             0             5            10            20            25            30            35            40 
##           209             1             2             1             1             1             1             1 
##            48            50            60            70            80           100           104           120 
##             1             3             1             1             1             6             1             3 
##           129           150           160           180           200           210           240           270 
##             1             1             1             1             2             1             1             1 
##           280           300           330           340           396           400           420           450 
##             1             4             1             1             1             1             1             1 
##           500           540           600           720           750           800           840           900 
##             2             1             3             2             1             3             2             1 
##          1000          1025          1110          1152          1250          1440          1488          1500 
##             4             1             1             1             1             1             1             2 
##          1600          1680          1690          1800          1920          2000          2160          2200 
##             1             1             1             2             1             1             1             2 
##          2400          2448          2500          3000          3360          3600          3680          4000 
##             1             1             2             1             1             1             1             1 
##          4032          5000          5260          5760          5900          6000          6200          6300 
##             1             3             1             1             1             1             1             2 
##          6960          7200          7600          9600         10000         10340         11520         15000 
##             1             1             1             2             1             1             1             1 
##         15630         16000         18300         20736         22700         24000         25500         28600 
##             1             1             1             1             1             1             1             1 
##         28800         29200         31200         42000         56000         84000 96000 or more          <NA> 
##             2             1             1             1             1             3             3          1948

mydata <- top_recode (variable="eh_s6q76_10", break_point=pctile_99.5_eh_s6q76_10, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_10. If you were to buy those goods or services in a local market over the last 12 mo
##   -998     10     15     20     50     55     60     70     80     85     90    100    120    135    140    145 
##      3      1      1      4      2      1      3      3      2      1      2      4      1      1      2      1 
##    150    165    180    200    205    206    240    300    350    360    400    450    460    480    500    520 
##      2      1      1      6      1      1      2      5      1      1      3      1      1      2     13      1 
##    550    600    640    650    700    720    800    900    930    960   1000   1050   1120   1200   1440   1500 
##      1      2      2      1      1      1      2      2      1      2      8      1      1      3      2      3 
##   1600   1620   1800   1900   2000   2100   2250   2400   2500   2520   2880   3000   3240   3360   3600   3650 
##      3      1      2      1      3      2      1      7      2      1      1      3      1      2      6      1 
##   3750   3840   4200   4800   5000   5400   5760   6000   6720   7200   7500   8000   8400   9000   9400   9600 
##      1      1      1      4      2      1      1      6      2      1      1      3      1      3      1      4 
##  10000  10080  10500  14000  14400  14900  16800  28000  28800  29970  30000  33600  36000  48000  72000 108000 
##      1      1      1      1      3      1      1      1      1      1      1      1      2      1      2      1 
##   <NA> 
##   2091

## [1] "Frequency table after encoding"
## eh_s6q76_10. If you were to buy those goods or services in a local market over the last 12 mo
##          -998            10            15            20            50            55            60            70 
##             3             1             1             4             2             1             3             3 
##            80            85            90           100           120           135           140           145 
##             2             1             2             4             1             1             2             1 
##           150           165           180           200           205           206           240           300 
##             2             1             1             6             1             1             2             5 
##           350           360           400           450           460           480           500           520 
##             1             1             3             1             1             2            13             1 
##           550           600           640           650           700           720           800           900 
##             1             2             2             1             1             1             2             2 
##           930           960          1000          1050          1120          1200          1440          1500 
##             1             2             8             1             1             3             2             3 
##          1600          1620          1800          1900          2000          2100          2250          2400 
##             3             1             2             1             3             2             1             7 
##          2500          2520          2880          3000          3240          3360          3600          3650 
##             2             1             1             3             1             2             6             1 
##          3750          3840          4200          4800          5000          5400          5760          6000 
##             1             1             1             4             2             1             1             6 
##          6720          7200          7500          8000          8400          9000          9400          9600 
##             2             1             1             3             1             3             1             4 
##         10000         10080         10500         14000         14400         14900         16800         28000 
##             1             1             1             1             3             1             1             1 
##         28800         29970         30000         33600         36000         48000         72000 73259 or more 
##             1             1             1             1             2             1             2             1 
##          <NA> 
##          2091

mydata <- top_recode (variable="eh_s6q71_11", break_point=pctile_99.5_eh_s6q71_11, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_11. How much gross income or revenue was earned over the last 12 months from this ac
##      0     20     50     60    100    200    300    340    370    400    450    500    600    700    750    800 
##      2      2      1      2      2      2      6      1      1      5      1      1      6      1      1      2 
##   1000   1170   1250   1333   1350   1500   1600   1650   1800   1850   2000   2100   2200   2220   2250   2400 
##      7      1      1      1      1      2      2      1      3      1      4      1      1      1      1      3 
##   2500   2650   2825   3000   3200   3450   3500   4000   4220   4560   4800   5000   5300   5600   5700   6000 
##      1      1      1      1      1      1      1      1      1      1      2      2      1      1      1      2 
##   6250   6400   7000   7200   7500   9600   9750  10500  10800  11000  12000  14400  15528  16000  16800  19200 
##      1      1      1      2      1      2      1      1      2      1      2      1      1      1      1      2 
##  20000  20160  22000  27360  28000  29880  30000  31200  36000  43200  48000  96000 100800 128400 156000 168000 
##      2      1      1      1      1      1      2      1      2      1      1      1      2      1      1      1 
## 336000 385000   <NA> 
##      1      1   2159

## [1] "Frequency table after encoding"
## eh_s6q71_11. How much gross income or revenue was earned over the last 12 months from this ac
##              0             20             50             60            100            200            300 
##              2              2              1              2              2              2              6 
##            340            370            400            450            500            600            700 
##              1              1              5              1              1              6              1 
##            750            800           1000           1170           1250           1333           1350 
##              1              2              7              1              1              1              1 
##           1500           1600           1650           1800           1850           2000           2100 
##              2              2              1              3              1              4              1 
##           2200           2220           2250           2400           2500           2650           2825 
##              1              1              1              3              1              1              1 
##           3000           3200           3450           3500           4000           4220           4560 
##              1              1              1              1              1              1              1 
##           4800           5000           5300           5600           5700           6000           6250 
##              2              2              1              1              1              2              1 
##           6400           7000           7200           7500           9600           9750          10500 
##              1              1              2              1              2              1              1 
##          10800          11000          12000          14400          15528          16000          16800 
##              2              1              2              1              1              1              1 
##          19200          20000          20160          22000          27360          28000          29880 
##              2              2              1              1              1              1              1 
##          30000          31200          36000          43200          48000          96000         100800 
##              2              1              2              1              1              1              2 
##         128400         156000         168000         336000 353640 or more           <NA> 
##              1              1              1              1              1           2159

mydata <- top_recode (variable="eh_s6q72_11", break_point=pctile_99.5_eh_s6q72_11, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_11. Some activities require expenses in order to do them. What are the total expense
##      0      2      5     17     20     50     60     70    100    120    122    150    200    210    225    270 
##    131      1      1      1      1      1      1      1      5      1      1      3      2      1      1      1 
##    280    300    330    400    450    540    600    780    800    825    840   1000   1040   1100   1140   1200 
##      1      3      1      1      1      1      2      1      1      1      1      1      1      1      1      2 
##   1440   1824   1840   1920   2000   2100   2400   2500   3000   3525   3600   3650   3700   3960   4000   4100 
##      2      1      1      2      2      1      1      1      1      1      1      1      1      1      1      1 
##   4320   4550   4800   5000   6150   8000   8330   8400   9000  10000  10340  10728  10800  12500  13890  14400 
##      2      1      1      1      1      1      1      1      1      1      1      1      1      1      1      1 
##  14800  15000  16800  17280  23520  23600  24000  36845  77280 144000 230000   <NA> 
##      1      1      1      1      1      1      1      1      1      1      1   2068

## [1] "Frequency table after encoding"
## eh_s6q72_11. Some activities require expenses in order to do them. What are the total expense
##              0              2              5             17             20             50             60 
##            131              1              1              1              1              1              1 
##             70            100            120            122            150            200            210 
##              1              5              1              1              3              2              1 
##            225            270            280            300            330            400            450 
##              1              1              1              3              1              1              1 
##            540            600            780            800            825            840           1000 
##              1              2              1              1              1              1              1 
##           1040           1100           1140           1200           1440           1824           1840 
##              1              1              1              2              2              1              1 
##           1920           2000           2100           2400           2500           3000           3525 
##              2              2              1              1              1              1              1 
##           3600           3650           3700           3960           4000           4100           4320 
##              1              1              1              1              1              1              2 
##           4550           4800           5000           6150           8000           8330           8400 
##              1              1              1              1              1              1              1 
##           9000          10000          10340          10728          10800          12500          13890 
##              1              1              1              1              1              1              1 
##          14400          14800          15000          16800          17280          23520          23600 
##              1              1              1              1              1              1              1 
##          24000          36845          77280 137661 or more           <NA> 
##              1              1              1              2           2068

mydata <- top_recode (variable="eh_s6q76_11", break_point=pctile_99.5_eh_s6q76_11, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_11. If you were to buy those goods or services in a local market over the last 12 mo
##  -998    15    20    30    50    75    80    90   100   120   150   180   200   210   240   300   350   450   480 
##     1     1     3     1     2     1     1     1     1     1     2     1     5     1     3     6     1     1     1 
##   500   520   550   600   720   750   780   800  1000  1200  1300  1320  1440  1500  1520  1920  2000  2250  2400 
##     4     1     1     1     2     1     1     1     2     4     1     2     1     3     1     1     2     1     5 
##  2850  2880  3000  3030  3150  3600  3650  4200  4320  4800  5000  5400  5600  6000  7800  8000  9000  9600 10000 
##     1     1     5     1     1     5     1     1     1     1     4     1     1     1     1     1     2     2     2 
## 10800 12000 12600 16800 20160 20800 21600 23520 24000 28000 36000 38400 43200 72000  <NA> 
##     1     4     1     1     1     1     1     1     1     1     1     1     1     1  2169

## [1] "Frequency table after encoding"
## eh_s6q76_11. If you were to buy those goods or services in a local market over the last 12 mo
##          -998            15            20            30            50            75            80            90 
##             1             1             3             1             2             1             1             1 
##           100           120           150           180           200           210           240           300 
##             1             1             2             1             5             1             3             6 
##           350           450           480           500           520           550           600           720 
##             1             1             1             4             1             1             1             2 
##           750           780           800          1000          1200          1300          1320          1440 
##             1             1             1             2             4             1             2             1 
##          1500          1520          1920          2000          2250          2400          2850          2880 
##             3             1             1             2             1             5             1             1 
##          3000          3030          3150          3600          3650          4200          4320          4800 
##             5             1             1             5             1             1             1             1 
##          5000          5400          5600          6000          7800          8000          9000          9600 
##             4             1             1             1             1             1             2             2 
##         10000         10800         12000         12600         16800         20160         20800         21600 
##             2             1             4             1             1             1             1             1 
##         23520         24000         28000         36000         38400         43200 55152 or more          <NA> 
##             1             1             1             1             1             1             1          2169

mydata <- top_recode (variable="eh_s6q71_12", break_point=pctile_99.5_eh_s6q71_12, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_12. How much gross income or revenue was earned over the last 12 months from this ac
##    100    120    150    200    250    300    400    450    500    600    800    950   1200   1250   1333   1500 
##      1      2      2      1      2      2      3      2      5      3      1      1      3      1      1      2 
##   2000   2400   2700   2750   3000   3240   3500   3900   4000   4400   4800   5000   5200   5400   6000   7000 
##      2      2      2      1      1      1      2      1      2      1      1      2      1      1      4      1 
##   7680   8000   8400   9000   9600   9800  10800  12600  14400  16000  16900  18000  18500  19200  21600  26040 
##      1      2      2      1      2      1      1      1      3      1      1      1      1      1      1      1 
##  30000  31000  36000  36671  38400  45360  54000  60000  80000  86400  95200  1e+05 100800 134400   <NA> 
##      1      1      1      1      1      1      1      1      1      1      1      1      1      1   2196

## [1] "Frequency table after encoding"
## eh_s6q71_12. How much gross income or revenue was earned over the last 12 months from this ac
##            100            120            150            200            250            300            400 
##              1              2              2              1              2              2              3 
##            450            500            600            800            950           1200           1250 
##              2              5              3              1              1              3              1 
##           1333           1500           2000           2400           2700           2750           3000 
##              1              2              2              2              2              1              1 
##           3240           3500           3900           4000           4400           4800           5000 
##              1              2              1              2              1              1              2 
##           5200           5400           6000           7000           7680           8000           8400 
##              1              1              4              1              1              2              2 
##           9000           9600           9800          10800          12600          14400          16000 
##              1              2              1              1              1              3              1 
##          16900          18000          18500          19200          21600          26040          30000 
##              1              1              1              1              1              1              1 
##          31000          36000          36671          38400          45360          54000          60000 
##              1              1              1              1              1              1              1 
##          80000          86400          95200          1e+05         100800 119112 or more           <NA> 
##              1              1              1              1              1              1           2196

mydata <- top_recode (variable="eh_s6q72_12", break_point=pctile_99.5_eh_s6q72_12, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_12. Some activities require expenses in order to do them. What are the total expense
##     0    24    30    55    80   100   150   200   210   252   350   400   600   670   800  1000  1044  1200  1260 
##    86     1     1     1     1     6     2     1     1     1     1     1     1     1     3     2     1     1     2 
##  1300  1440  1500  1520  1536  2400  2750  2800  3000  3440  3840  4000  4320  4580  4800  5040  5760  6700  8671 
##     1     2     1     1     1     1     1     1     2     1     1     1     1     1     1     1     1     1     1 
## 10800 14000 16000 18000 24000 25000 25200 30000 43200 49000 50400  <NA> 
##     1     1     1     1     2     1     1     1     1     1     1  2141

## [1] "Frequency table after encoding"
## eh_s6q72_12. Some activities require expenses in order to do them. What are the total expense
##             0            24            30            55            80           100           150           200 
##            86             1             1             1             1             6             2             1 
##           210           252           350           400           600           670           800          1000 
##             1             1             1             1             1             1             3             2 
##          1044          1200          1260          1300          1440          1500          1520          1536 
##             1             1             2             1             2             1             1             1 
##          2400          2750          2800          3000          3440          3840          4000          4320 
##             1             1             1             2             1             1             1             1 
##          4580          4800          5040          5760          6700          8671         10800         14000 
##             1             1             1             1             1             1             1             1 
##         16000         18000         24000         25000         25200         30000         43200         49000 
##             1             1             2             1             1             1             1             1 
## 49378 or more          <NA> 
##             1          2141

mydata <- top_recode (variable="eh_s6q76_12", break_point=pctile_99.5_eh_s6q76_12, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_12. If you were to buy those goods or services in a local market over the last 12 mo
##   -998     20     30     40     46     50    100    200    300    360    480    490    500    600    720    800 
##      1      1      1      1      1      2      2      3      2      1      1      1      4      3      1      2 
##   1000   1200   1300   1400   1500   1680   1750   1800   2000   2400   2500   2620   2880   3500   3600   4000 
##      4      2      1      1      5      1      1      2      2      5      1      1      1      1      3      1 
##   4320   5760   6000   6720   7200   8300   9600  10800  14400  16800  18000  28800  33600  54000 108000   <NA> 
##      1      1      2      1      1      1      1      2      2      1      1      1      1      1      1   2211

## [1] "Frequency table after encoding"
## eh_s6q76_12. If you were to buy those goods or services in a local market over the last 12 mo
##          -998            20            30            40            46            50           100           200 
##             1             1             1             1             1             2             2             3 
##           300           360           480           490           500           600           720           800 
##             2             1             1             1             4             3             1             2 
##          1000          1200          1300          1400          1500          1680          1750          1800 
##             4             2             1             1             5             1             1             2 
##          2000          2400          2500          2620          2880          3500          3600          4000 
##             2             5             1             1             1             1             3             1 
##          4320          5760          6000          6720          7200          8300          9600         10800 
##             1             1             2             1             1             1             1             2 
##         14400         16800         18000         28800         33600         54000 87750 or more          <NA> 
##             2             1             1             1             1             1             1          2211

mydata <- top_recode (variable="eh_s6q71_13", break_point=pctile_99.5_eh_s6q71_13, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_13. How much gross income or revenue was earned over the last 12 months from this ac
##    20    60   100   120   160   200   300   400   450   460   800   900  1200  1250  1400  1450  1500  1680  2000 
##     1     1     1     1     1     1     2     2     1     1     1     3     3     1     1     1     1     1     1 
##  2100  2400  2500  2800  3000  3235  3240  3600  3850  4000  4320  4600  4800  6000  6450  7200  8000 10000 10500 
##     1     1     1     1     3     1     1     2     1     2     1     1     2     3     1     1     1     1     1 
## 11700 12000 12750 14400 20200 25000 28158 30000 33000 36400 41740 56000  <NA> 
##     1     1     1     1     1     1     1     1     1     1     1     1  2225

## [1] "Frequency table after encoding"
## eh_s6q71_13. How much gross income or revenue was earned over the last 12 months from this ac
##            20            60           100           120           160           200           300           400 
##             1             1             1             1             1             1             2             2 
##           450           460           800           900          1200          1250          1400          1450 
##             1             1             1             3             3             1             1             1 
##          1500          1680          2000          2100          2400          2500          2800          3000 
##             1             1             1             1             1             1             1             3 
##          3235          3240          3600          3850          4000          4320          4600          4800 
##             1             1             2             1             2             1             1             2 
##          6000          6450          7200          8000         10000         10500         11700         12000 
##             3             1             1             1             1             1             1             1 
##         12750         14400         20200         25000         28158         30000         33000         36400 
##             1             1             1             1             1             1             1             1 
##         41740 51579 or more          <NA> 
##             1             1          2225

mydata <- top_recode (variable="eh_s6q72_13", break_point=pctile_99.5_eh_s6q72_13, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_13. Some activities require expenses in order to do them. What are the total expense
##     0    20    30    35    48    75   100   150   160   200   228   270   300   350   360   500   600   750   800 
##    69     1     1     1     1     1     1     3     1     1     1     1     1     1     1     2     1     1     1 
##   920   955   960  1000  1200  1600  2280  2880  3000  3300  6500  6720  7200  8400  9360 13000 35000  <NA> 
##     1     1     1     1     1     1     1     1     3     1     1     1     1     1     1     1     1  2179

## [1] "Frequency table after encoding"
## eh_s6q72_13. Some activities require expenses in order to do them. What are the total expense
##             0            20            30            35            48            75           100           150 
##            69             1             1             1             1             1             1             3 
##           160           200           228           270           300           350           360           500 
##             1             1             1             1             1             1             1             2 
##           600           750           800           920           955           960          1000          1200 
##             1             1             1             1             1             1             1             1 
##          1600          2280          2880          3000          3300          6500          6720          7200 
##             1             1             1             3             1             1             1             1 
##          8400          9360         13000 23119 or more          <NA> 
##             1             1             1             1          2179

mydata <- top_recode (variable="eh_s6q76_13", break_point=pctile_99.5_eh_s6q76_13, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_13. If you were to buy those goods or services in a local market over the last 12 mo
##    40    50    72    80   100   160   240   360   450   500   550   560   600   960  1000  1200  1500  1800  2100 
##     2     1     1     1     5     1     1     1     1     2     1     1     1     1     2     3     1     3     1 
##  2400  2640  3235  3360  3600  3840  4000  4200  4800  7200  7800  9000  9600 10000 12080 18000 20160 24000 25200 
##     3     1     1     1     1     1     1     1     2     2     1     1     1     1     1     2     1     1     1 
## 33600 67200  <NA> 
##     1     1  2232

## [1] "Frequency table after encoding"
## eh_s6q76_13. If you were to buy those goods or services in a local market over the last 12 mo
##            40            50            72            80           100           160           240           360 
##             2             1             1             1             5             1             1             1 
##           450           500           550           560           600           960          1000          1200 
##             1             2             1             1             1             1             2             3 
##          1500          1800          2100          2400          2640          3235          3360          3600 
##             1             3             1             3             1             1             1             1 
##          3840          4000          4200          4800          7200          7800          9000          9600 
##             1             1             1             2             2             1             1             1 
##         10000         12080         18000         20160         24000         25200         33600 57960 or more 
##             1             1             2             1             1             1             1             1 
##          <NA> 
##          2232

mydata <- top_recode (variable="eh_s6q71_14", break_point=pctile_99.5_eh_s6q71_14, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_14. How much gross income or revenue was earned over the last 12 months from this ac
##    100    150    200    400    600    700    920    950    960   1000   1200   2000   2250   2400   2800   3000 
##      1      1      2      1      3      3      1      1      1      1      1      2      1      1      1      2 
##   3600   3750   4500   7000   9000  10000  10600  10920  12750  14400  18000  25000  30000  72000  75088  87000 
##      1      1      1      2      1      3      1      1      1      2      1      1      1      1      1      1 
## 100800 108680   <NA> 
##      1      1   2243

## [1] "Frequency table after encoding"
## eh_s6q71_14. How much gross income or revenue was earned over the last 12 months from this ac
##            100            150            200            400            600            700            920 
##              1              1              2              1              3              3              1 
##            950            960           1000           1200           2000           2250           2400 
##              1              1              1              1              2              1              1 
##           2800           3000           3600           3750           4500           7000           9000 
##              1              2              1              1              1              2              1 
##          10000          10600          10920          12750          14400          18000          25000 
##              3              1              1              1              2              1              1 
##          30000          72000          75088          87000         100800 106946 or more           <NA> 
##              1              1              1              1              1              1           2243

mydata <- top_recode (variable="eh_s6q72_14", break_point=pctile_99.5_eh_s6q72_14, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_14. Some activities require expenses in order to do them. What are the total expense
##     0     5    48   100   105   160   200   300   350   400   450   500   700   900   955  1000  1200  1400  3360 
##    47     1     2     2     1     1     1     1     1     1     1     3     1     1     1     1     1     1     1 
##  3430  3600  4000  5500  6720  7500  9000 24960 33220  <NA> 
##     1     1     1     1     1     1     2     1     1  2209

## [1] "Frequency table after encoding"
## eh_s6q72_14. Some activities require expenses in order to do them. What are the total expense
##             0             5            48           100           105           160           200           300 
##            47             1             2             2             1             1             1             1 
##           350           400           450           500           700           900           955          1000 
##             1             1             1             3             1             1             1             1 
##          1200          1400          3360          3430          3600          4000          5500          6720 
##             1             1             1             1             1             1             1             1 
##          7500          9000         24960 29998 or more          <NA> 
##             1             2             1             1          2209

mydata <- top_recode (variable="eh_s6q76_14", break_point=pctile_99.5_eh_s6q76_14, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_14. If you were to buy those goods or services in a local market over the last 12 mo
##    40    50    80   100   200   250   295   300   400   450   500   750   800   840   900  1000  1135  1200  1500 
##     1     2     1     1     1     2     1     2     1     1     2     1     2     2     1     2     1     2     1 
##  2400  2700  3000  3400  3750  4320  4800  7000  7200 10800 14400 16800 18000 24000 48000  <NA> 
##     1     1     1     1     1     1     2     1     1     1     1     1     1     2     1  2244

## [1] "Frequency table after encoding"
## eh_s6q76_14. If you were to buy those goods or services in a local market over the last 12 mo
##            40            50            80           100           200           250           295           300 
##             1             2             1             1             1             2             1             2 
##           400           450           500           750           800           840           900          1000 
##             1             1             2             1             2             2             1             2 
##          1135          1200          1500          2400          2700          3000          3400          3750 
##             1             2             1             1             1             1             1             1 
##          4320          4800          7000          7200         10800         14400         16800         18000 
##             1             2             1             1             1             1             1             1 
##         24000 42839 or more          <NA> 
##             2             1          2244

mydata <- top_recode (variable="eh_s6q71_15", break_point=pctile_99.5_eh_s6q71_15, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_15. How much gross income or revenue was earned over the last 12 months from this ac
##    100    300    400    450    500    750   1000   1200   1500   1600   1800   2000   2100   2500   3000   3235 
##      1      2      1      1      2      1      2      1      2      1      1      2      1      1      1      1 
##   3500   3600   3750   4341   5000   5100   8800   9750  10000  11000  12000  13440  14400  18000  27000  27300 
##      1      1      1      1      1      1      1      1      1      2      1      1      2      1      1      1 
##  70000 112632   <NA> 
##      1      1   2247

## [1] "Frequency table after encoding"
## eh_s6q71_15. How much gross income or revenue was earned over the last 12 months from this ac
##            100            300            400            450            500            750           1000 
##              1              2              1              1              2              1              2 
##           1200           1500           1600           1800           2000           2100           2500 
##              1              2              1              1              2              1              1 
##           3000           3235           3500           3600           3750           4341           5000 
##              1              1              1              1              1              1              1 
##           5100           8800           9750          10000          11000          12000          13440 
##              1              1              1              1              2              1              1 
##          14400          18000          27000          27300          70000 104105 or more           <NA> 
##              2              1              1              1              1              1           2247

mydata <- top_recode (variable="eh_s6q72_15", break_point=pctile_99.5_eh_s6q72_15, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_15. Some activities require expenses in order to do them. What are the total expense
##     0    40    48    50    70   100   124   200   210   332   350   480   500   600   768   825  1200  1250  2000 
##    32     1     1     1     1     1     1     1     1     1     1     1     1     1     1     1     2     1     1 
##  2224  3200  4800  4950  9700 12600 37440  <NA> 
##     1     1     1     1     1     1     1  2230

## [1] "Frequency table after encoding"
## eh_s6q72_15. Some activities require expenses in order to do them. What are the total expense
##             0            40            48            50            70           100           124           200 
##            32             1             1             1             1             1             1             1 
##           210           332           350           480           500           600           768           825 
##             1             1             1             1             1             1             1             1 
##          1200          1250          2000          2224          3200          4800          4950          9700 
##             2             1             1             1             1             1             1             1 
##         12600 30360 or more          <NA> 
##             1             1          2230

mydata <- top_recode (variable="eh_s6q76_15", break_point=pctile_99.5_eh_s6q76_15, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_15. If you were to buy those goods or services in a local market over the last 12 mo
##    80   100   150   160   500  1000  2000  2885  3600  3750  4000  4800  5400  6500  8400  9000 12480 24000  <NA> 
##     1     2     1     2     2     2     1     1     1     1     1     1     1     1     1     1     1     1  2266

## [1] "Frequency table after encoding"
## eh_s6q76_15. If you were to buy those goods or services in a local market over the last 12 mo
##            80           100           150           160           500          1000          2000          2885 
##             1             2             1             2             2             2             1             1 
##          3600          3750          4000          4800          5400          6500          8400          9000 
##             1             1             1             1             1             1             1             1 
##         12480 22790 or more          <NA> 
##             1             1          2266

mydata <- top_recode (variable="eh_s6q71_16", break_point=pctile_99.5_eh_s6q71_16, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_16. How much gross income or revenue was earned over the last 12 months from this ac
##    60    70   150   160   300   400   600   700   750   800   900  1200  1460  1500  2000  2150  3600  3780  4000 
##     1     1     1     1     1     1     1     1     1     1     1     2     1     1     2     1     1     1     1 
##  6800  8600 10000 10380 12000 24000 30000 93860  <NA> 
##     1     1     3     1     1     1     1     1  2257

## [1] "Frequency table after encoding"
## eh_s6q71_16. How much gross income or revenue was earned over the last 12 months from this ac
##            60            70           150           160           300           400           600           700 
##             1             1             1             1             1             1             1             1 
##           750           800           900          1200          1460          1500          2000          2150 
##             1             1             1             2             1             1             2             1 
##          3600          3780          4000          6800          8600         10000         10380         12000 
##             1             1             1             1             1             3             1             1 
##         24000         30000 84281 or more          <NA> 
##             1             1             1          2257

mydata <- top_recode (variable="eh_s6q72_16", break_point=pctile_99.5_eh_s6q72_16, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_16. Some activities require expenses in order to do them. What are the total expense
##     0    48   100   300   500   600  1200  2000  2304  3600 10000 16200 31200  <NA> 
##    31     1     1     1     1     1     1     2     2     1     1     1     1  2243

## [1] "Frequency table after encoding"
## eh_s6q72_16. Some activities require expenses in order to do them. What are the total expense
##             0            48           100           300           500           600          1200          2000 
##            31             1             1             1             1             1             1             2 
##          2304          3600         10000         16200 27900 or more          <NA> 
##             2             1             1             1             1          2243

mydata <- top_recode (variable="eh_s6q76_16", break_point=pctile_99.5_eh_s6q76_16, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_16. If you were to buy those goods or services in a local market over the last 12 mo
##    15   100   330   400   480   600  1200  1400  1440  1800  5400  5895  8000 10000 28800  <NA> 
##     1     2     1     1     1     1     1     1     1     1     1     1     1     1     1  2272

## [1] "Frequency table after encoding"
## eh_s6q76_16. If you were to buy those goods or services in a local market over the last 12 mo
##            15           100           330           400           480           600          1200          1400 
##             1             2             1             1             1             1             1             1 
##          1440          1800          5400          5895          8000         10000 27390 or more          <NA> 
##             1             1             1             1             1             1             1          2272

mydata <- top_recode (variable="eh_s6q71_17", break_point=pctile_99.5_eh_s6q71_17, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_17. How much gross income or revenue was earned over the last 12 months from this ac
##   -998     80    200    480    500    600    900   1200   1950   2000   2400   2800   3000   3500   5700   9000 
##      1      1      1      1      1      1      1      2      1      1      1      1      2      1      1      1 
##   9400   9600  19200  23000  30500 187200   <NA> 
##      1      1      1      1      1      1   2264

## [1] "Frequency table after encoding"
## eh_s6q71_17. How much gross income or revenue was earned over the last 12 months from this ac
##           -998             80            200            480            500            600            900 
##              1              1              1              1              1              1              1 
##           1200           1950           2000           2400           2800           3000           3500 
##              2              1              1              1              1              2              1 
##           5700           9000           9400           9600          19200          23000          30500 
##              1              1              1              1              1              1              1 
## 169963 or more           <NA> 
##              1           2264

mydata <- top_recode (variable="eh_s6q72_17", break_point=pctile_99.5_eh_s6q72_17, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_17. Some activities require expenses in order to do them. What are the total expense
##     0    15    48   140   150   180  2700  3000  4000  5000 15900 63600  <NA> 
##    22     1     1     1     1     1     1     1     1     1     1     1  2255

## [1] "Frequency table after encoding"
## eh_s6q72_17. Some activities require expenses in order to do them. What are the total expense
##             0            15            48           140           150           180          2700          3000 
##            22             1             1             1             1             1             1             1 
##          4000          5000         15900 55968 or more          <NA> 
##             1             1             1             1          2255

mydata <- top_recode (variable="eh_s6q76_17", break_point=pctile_99.5_eh_s6q76_17, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_17. If you were to buy those goods or services in a local market over the last 12 mo
##    80   100   200   360   500  1600  1800  2676  4800  6000  7200 11856 20160  <NA> 
##     1     1     1     2     1     1     1     1     1     1     2     1     1  2273

## [1] "Frequency table after encoding"
## eh_s6q76_17. If you were to buy those goods or services in a local market over the last 12 mo
##            80           100           200           360           500          1600          1800          2676 
##             1             1             1             2             1             1             1             1 
##          4800          6000          7200         11856 19578 or more          <NA> 
##             1             1             2             1             1          2273

mydata <- top_recode (variable="eh_s6q71_18", break_point=pctile_99.5_eh_s6q71_18, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_18. How much gross income or revenue was earned over the last 12 months from this ac
##    60    80   100   200   600   800  1200  1400  5000  8000 18200 27800 60000  <NA> 
##     1     1     1     1     1     1     3     1     1     1     1     1     1  2273

## [1] "Frequency table after encoding"
## eh_s6q71_18. How much gross income or revenue was earned over the last 12 months from this ac
##            60            80           100           200           600           800          1200          1400 
##             1             1             1             1             1             1             3             1 
##          5000          8000         18200         27800 57745 or more          <NA> 
##             1             1             1             1             1          2273

mydata <- top_recode (variable="eh_s6q72_18", break_point=pctile_99.5_eh_s6q72_18, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_18. Some activities require expenses in order to do them. What are the total expense
##  -998     0    70   150   384  2500  3600 10000 10300  <NA> 
##     1    13     1     1     1     1     1     1     1  2267

## [1] "Frequency table after encoding"
## eh_s6q72_18. Some activities require expenses in order to do them. What are the total expense
##          -998             0            70           150           384          2500          3600         10000 
##             1            13             1             1             1             1             1             1 
## 10271 or more          <NA> 
##             1          2267

mydata <- top_recode (variable="eh_s6q76_18", break_point=pctile_99.5_eh_s6q76_18, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_18. If you were to buy those goods or services in a local market over the last 12 mo
##   325   360  2400  7200 14000 24000  <NA> 
##     1     1     1     1     1     1  2282

## [1] "Frequency table after encoding"
## eh_s6q76_18. If you were to buy those goods or services in a local market over the last 12 mo
##           325           360          2400          7200         14000 23749 or more          <NA> 
##             1             1             1             1             1             1          2282

mydata <- top_recode (variable="eh_s6q71_19", break_point=pctile_99.5_eh_s6q71_19, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_19. How much gross income or revenue was earned over the last 12 months from this ac
##   100   240   300   400   570   600  1000  1200  3000  4800 13500 14400 98800  <NA> 
##     1     1     1     1     1     1     1     1     1     1     1     1     1  2275

## [1] "Frequency table after encoding"
## eh_s6q71_19. How much gross income or revenue was earned over the last 12 months from this ac
##           100           240           300           400           570           600          1000          1200 
##             1             1             1             1             1             1             1             1 
##          3000          4800         13500         14400 93735 or more          <NA> 
##             1             1             1             1             1          2275

mydata <- top_recode (variable="eh_s6q72_19", break_point=pctile_99.5_eh_s6q72_19, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_19. Some activities require expenses in order to do them. What are the total expense
##     0   150  2700  6000 14400 20800  <NA> 
##    11     1     1     1     1     1  2272

## [1] "Frequency table after encoding"
## eh_s6q72_19. Some activities require expenses in order to do them. What are the total expense
##             0           150          2700          6000         14400 20320 or more          <NA> 
##            11             1             1             1             1             1          2272

mydata <- top_recode (variable="eh_s6q76_19", break_point=pctile_99.5_eh_s6q76_19, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_19. If you were to buy those goods or services in a local market over the last 12 mo
##   570  3360 24000  <NA> 
##     1     1     1  2285

## [1] "Frequency table after encoding"
## eh_s6q76_19. If you were to buy those goods or services in a local market over the last 12 mo
##           570          3360 23793 or more          <NA> 
##             1             1             1          2285

mydata <- top_recode (variable="eh_s6q71_20", break_point=pctile_99.5_eh_s6q71_20, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_20. How much gross income or revenue was earned over the last 12 months from this ac
##   200   300   400   600  1440  2000  3600  4800 18000  <NA> 
##     1     2     1     1     1     1     1     1     1  2278

## [1] "Frequency table after encoding"
## eh_s6q71_20. How much gross income or revenue was earned over the last 12 months from this ac
##           200           300           400           600          1440          2000          3600          4800 
##             1             2             1             1             1             1             1             1 
## 17406 or more          <NA> 
##             1          2278

mydata <- top_recode (variable="eh_s6q72_20", break_point=pctile_99.5_eh_s6q72_20, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_20. Some activities require expenses in order to do them. What are the total expense
##    0   10   48  500  600  750 1200 5000 <NA> 
##    7    1    1    1    1    1    1    1 2274

## [1] "Frequency table after encoding"
## eh_s6q72_20. Some activities require expenses in order to do them. What are the total expense
##            0           10           48          500          600          750         1200 4753 or more         <NA> 
##            7            1            1            1            1            1            1            1         2274

mydata <- top_recode (variable="eh_s6q76_20", break_point=pctile_99.5_eh_s6q76_20, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_20. If you were to buy those goods or services in a local market over the last 12 mo
##    95   500  2700  4560  4800 15000 21600  <NA> 
##     1     1     2     1     1     1     1  2280

## [1] "Frequency table after encoding"
## eh_s6q76_20. If you were to buy those goods or services in a local market over the last 12 mo
##            95           500          2700          4560          4800         15000 21369 or more          <NA> 
##             1             1             2             1             1             1             1          2280

mydata <- top_recode (variable="eh_s6q71_21", break_point=pctile_99.5_eh_s6q71_21, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_21. How much gross income or revenue was earned over the last 12 months from this ac
##    150    800    820   1500   1940   2650  13440 144000   <NA> 
##      1      1      1      1      1      1      1      1   2280

## [1] "Frequency table after encoding"
## eh_s6q71_21. How much gross income or revenue was earned over the last 12 months from this ac
##            150            800            820           1500           1940           2650          13440 
##              1              1              1              1              1              1              1 
## 139430 or more           <NA> 
##              1           2280

mydata <- top_recode (variable="eh_s6q72_21", break_point=pctile_99.5_eh_s6q72_21, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_21. Some activities require expenses in order to do them. What are the total expense
##    0  300  500 4800 7200 <NA> 
##    7    2    1    1    1 2276

## [1] "Frequency table after encoding"
## eh_s6q72_21. Some activities require expenses in order to do them. What are the total expense
##            0          300          500         4800 7068 or more         <NA> 
##            7            2            1            1            1         2276

mydata <- top_recode (variable="eh_s6q76_21", break_point=pctile_99.5_eh_s6q76_21, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_21. If you were to buy those goods or services in a local market over the last 12 mo
##  100  200  300  350  900 1200 1400 1500 <NA> 
##    1    1    1    1    1    1    1    1 2280

## [1] "Frequency table after encoding"
## eh_s6q76_21. If you were to buy those goods or services in a local market over the last 12 mo
##          100          200          300          350          900         1200         1400 1496 or more         <NA> 
##            1            1            1            1            1            1            1            1         2280

mydata <- top_recode (variable="eh_s6q71_22", break_point=pctile_99.5_eh_s6q71_22, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_22. How much gross income or revenue was earned over the last 12 months from this ac
##    120    150  10000  16000 648000   <NA> 
##      1      1      1      1      1   2283

## [1] "Frequency table after encoding"
## eh_s6q71_22. How much gross income or revenue was earned over the last 12 months from this ac
##            120            150          10000          16000 635360 or more           <NA> 
##              1              1              1              1              1           2283

mydata <- top_recode (variable="eh_s6q72_22", break_point=pctile_99.5_eh_s6q72_22, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_22. Some activities require expenses in order to do them. What are the total expense
##      0     20   3200 540000   <NA> 
##      5      1      1      1   2280

## [1] "Frequency table after encoding"
## eh_s6q72_22. Some activities require expenses in order to do them. What are the total expense
##              0             20           3200 521211 or more           <NA> 
##              5              1              1              1           2280

mydata <- top_recode (variable="eh_s6q76_22", break_point=pctile_99.5_eh_s6q76_22, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q76_22. If you were to buy those goods or services in a local market over the last 12 mo
##   300   750 10800  <NA> 
##     2     1     1  2284

## [1] "Frequency table after encoding"
## eh_s6q76_22. If you were to buy those goods or services in a local market over the last 12 mo
##           300           750 10649 or more          <NA> 
##             2             1             1          2284

mydata <- top_recode (variable="eh_s6q71_23", break_point=pctile_99.5_eh_s6q71_23, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_23. How much gross income or revenue was earned over the last 12 months from this ac
##   120  9600 24000 59280  <NA> 
##     1     1     1     1  2284

## [1] "Frequency table after encoding"
## eh_s6q71_23. How much gross income or revenue was earned over the last 12 months from this ac
##           120          9600         24000 58750 or more          <NA> 
##             1             1             1             1          2284

mydata <- top_recode (variable="eh_s6q72_23", break_point=pctile_99.5_eh_s6q72_23, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q72_23. Some activities require expenses in order to do them. What are the total expense
##     0    20 18720  <NA> 
##     3     1     1  2283

## [1] "Frequency table after encoding"
## eh_s6q72_23. Some activities require expenses in order to do them. What are the total expense
##             0            20 18346 or more          <NA> 
##             3             1             1          2283

#mydata <- top_recode (variable="eh_s6q76_23", break_point=pctile_99.5_eh_s6q76_23, missing=-998) #Only one response
mydata <- top_recode (variable="eh_s6q71_24", break_point=pctile_99.5_eh_s6q71_24, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q71_24. How much gross income or revenue was earned over the last 12 months from this ac
##  150 3000 8000 <NA> 
##    1    1    1 2285

## [1] "Frequency table after encoding"
## eh_s6q71_24. How much gross income or revenue was earned over the last 12 months from this ac
##          150         3000 7950 or more         <NA> 
##            1            1            1         2285

mydata <- top_recode (variable="eh_s6q72_24", break_point=pctile_99.5_eh_s6q72_24, missing=-998) 
## [1] "Frequency table before encoding"
## eh_s6q72_24. Some activities require expenses in order to do them. What are the total expense
##     0 41600  <NA> 
##     2     1  2285

## [1] "Frequency table after encoding"
## eh_s6q72_24. Some activities require expenses in order to do them. What are the total expense
##             0 41184 or more          <NA> 
##             2             1          2285

#mydata <- top_recode (variable="eh_s6q76_24", break_point=pctile_99.5_eh_s6q76_24, missing=-998) #Only one response
mydata <- top_recode (variable="eh_s6q71_25", break_point=pctile_99.5_eh_s6q71_25, missing=-998) 
## [1] "Frequency table before encoding"
## eh_s6q71_25. How much gross income or revenue was earned over the last 12 months from this ac
##  270 1000 <NA> 
##    1    1 2286

## [1] "Frequency table after encoding"
## eh_s6q71_25. How much gross income or revenue was earned over the last 12 months from this ac
##         270 996 or more        <NA> 
##           1           1        2286

#mydata <- top_recode (variable="eh_s6q72_25", break_point=pctile_99.5_eh_s6q72_25, missing=-998) #Only one response
mydata <- top_recode (variable="eh_s6q76_25", break_point=pctile_99.5_eh_s6q76_25, missing=-998) 
## [1] "Frequency table before encoding"
## eh_s6q76_25. If you were to buy those goods or services in a local market over the last 12 mo
##    90 19200  <NA> 
##     1     1  2286

## [1] "Frequency table after encoding"
## eh_s6q76_25. If you were to buy those goods or services in a local market over the last 12 mo
##            90 19104 or more          <NA> 
##             1             1          2286

mydata <- top_recode (variable="eh_s6q78", break_point=pctile_99.5_eh_s6q78, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q78. Q299: In the past 12 months, how much did you or other members of your household
##   -998      0      5     10     15     20     25     30     40     50     60    100    120    150    200    300 
##      3    169      2      4      1      1      2      1      3      6      3     10      2      3      9      2 
##    350    400    420    460    480    500    600    650    700    720    750    770    800    900    960   1000 
##      1      2      1      1      3      8      2      1      4      2      1      1      1      3      1      5 
##   1200   1300   1500   1600   1700   1750   1800   1920   2000   2100   2150   2300   2400   2600   2800   3000 
##      5      1     11      1      1      2      7      2      4      2      1      1      4      1      1     12 
##   3500   3560   3600   3650   3800   3840   3920   4000   4200   4500   4800   5000   5400   6000   7000   7200 
##     10      1      2      1      1      1      1      2      5      3      1      3      1      6      2      1 
##   7400   7800   8000   9050  10000  10300  11000  12000  13000  13825  14240  16800  17050  18000  20000  20300 
##      1      1      1      1      2      1      1      2      1      1      1      2      1      2      1      1 
##  21000  24000  30000  50000  60000  81000  84000 130000   <NA> 
##      1      1      1      1      1      1      1      1   1905

## [1] "Frequency table after encoding"
## eh_s6q78. Q299: In the past 12 months, how much did you or other members of your household
##          -998             0             5            10            15            20            25            30 
##             3           169             2             4             1             1             2             1 
##            40            50            60           100           120           150           200           300 
##             3             6             3            10             2             3             9             2 
##           350           400           420           460           480           500           600           650 
##             1             2             1             1             3             8             2             1 
##           700           720           750           770           800           900           960          1000 
##             4             2             1             1             1             3             1             5 
##          1200          1300          1500          1600          1700          1750          1800          1920 
##             5             1            11             1             1             2             7             2 
##          2000          2100          2150          2300          2400          2600          2800          3000 
##             4             2             1             1             4             1             1            12 
##          3500          3560          3600          3650          3800          3840          3920          4000 
##            10             1             2             1             1             1             1             2 
##          4200          4500          4800          5000          5400          6000          7000          7200 
##             5             3             1             3             1             6             2             1 
##          7400          7800          8000          9050         10000         10300         11000         12000 
##             1             1             1             1             2             1             1             2 
##         13000         13825         14240         16800         17050         18000         20000         20300 
##             1             1             1             2             1             2             1             1 
##         21000         24000         30000         50000         60000         81000 81315 or more          <NA> 
##             1             1             1             1             1             1             2          1905

mydata <- top_recode (variable="eh_s6q79", break_point=pctile_99.5_eh_s6q79, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q79. Q300: In the past 12 months, what was the total value of any monetary or non-mon
##   -999   -998      0      5     10     15     20     30     40     43     50     60     80     84     90    100 
##      2      6   1182      1      3      1      3      2      1      1     23      6      2      1      2     83 
##    120    130    150    160    185    190    200    210    215    220    230    240    250    260    290    300 
##      2      2     23      1      1      1     80      1      1      2      1      4     12      1      1     85 
##    320    350    360    400    405    410    450    460    500    530    550    600    630    635    650    660 
##      1      6      1     31      1      1      7      1    174      1      2     21      2      1      3      1 
##    700    750    800    850    900    950    960    990   1000   1050   1080   1100   1165   1200   1300   1400 
##     20      2     13      2      5      1      3      1    120      2      1      4      1     13      5      4 
##   1500   1510   1600   1700   1800   1950   2000   2100   2200   2250   2300   2400   2500   2600   2680   2700 
##     33      1      1      3      4      1     50      3      4      1      1      4     16      1      1      1 
##   2800   3000   3070   3100   3110   3150   3200   3300   3400   3420   3500   3600   3850   3950   4000   4100 
##      3     35      1      2      1      1      1      2      1      1      6      2      1      1     13      1 
##   4400   4500   5000   5100   5500   5610   5630   6000   6500   6900   7000   7200   7500   8000   8500   9500 
##      1      1     18      1      1      1      1      8      3      1      5      1      3      6      1      1 
##   9600   9800  10000  10200  12000  14700  15000  16000  16500  17000  18000  20000  20200  23000  24000  25000 
##      2      1     11      1      5      1      3      1      1      1      3      1      1      1      1      1 
##  30000  35000  36000  40000  42000  48000  50000  60000  67200  72000  1e+05 144000 
##      2      1      2      1      2      1      1      1      1      1      1      1

## [1] "Frequency table after encoding"
## eh_s6q79. Q300: In the past 12 months, what was the total value of any monetary or non-mon
##          -999          -998             0             5            10            15            20            30 
##             2             6          1182             1             3             1             3             2 
##            40            43            50            60            80            84            90           100 
##             1             1            23             6             2             1             2            83 
##           120           130           150           160           185           190           200           210 
##             2             2            23             1             1             1            80             1 
##           215           220           230           240           250           260           290           300 
##             1             2             1             4            12             1             1            85 
##           320           350           360           400           405           410           450           460 
##             1             6             1            31             1             1             7             1 
##           500           530           550           600           630           635           650           660 
##           174             1             2            21             2             1             3             1 
##           700           750           800           850           900           950           960           990 
##            20             2            13             2             5             1             3             1 
##          1000          1050          1080          1100          1165          1200          1300          1400 
##           120             2             1             4             1            13             5             4 
##          1500          1510          1600          1700          1800          1950          2000          2100 
##            33             1             1             3             4             1            50             3 
##          2200          2250          2300          2400          2500          2600          2680          2700 
##             4             1             1             4            16             1             1             1 
##          2800          3000          3070          3100          3110          3150          3200          3300 
##             3            35             1             2             1             1             1             2 
##          3400          3420          3500          3600          3850          3950          4000          4100 
##             1             1             6             2             1             1            13             1 
##          4400          4500          5000          5100          5500          5610          5630          6000 
##             1             1            18             1             1             1             1             8 
##          6500          6900          7000          7200          7500          8000          8500          9500 
##             3             1             5             1             3             6             1             1 
##          9600          9800         10000         10200         12000         14700         15000         16000 
##             2             1            11             1             5             1             3             1 
##         16500         17000         18000         20000         20200         23000         24000         25000 
##             1             1             3             1             1             1             1             1 
##         30000         35000 35594 or more 
##             2             1            12

mydata <- top_recode (variable="eh_s6q80", break_point=pctile_99.5_eh_s6q80, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q80. Q301: In the past 12 months, what was the total value of any monetary or non-mon
##   -999   -998      0     20     30     40     43     50     70     90    100    105    110    120    130    140 
##      1      9    710      1      3      1      1      8      1      1     31      1      1      2      3      1 
##    150    160    180    200    220    240    245    250    299    300    330    340    350    380    400    420 
##     14      2      2     45      2      1      1     10      1     59      1      1      7      2     25      2 
##    430    435    450    465    490    500    507    545    550    580    600    609    622    630    650    700 
##      1      1      7      1      1    126      1      1      3      1     32      1      1      1      3     21 
##    719    720    750    780    800    830    840    850    880    900    922    980   1000   1050   1100   1150 
##      1      1      1      2      9      1      1      1      1     10      1      1    142      1      7      2 
##   1200   1250   1282   1300   1350   1400   1440   1450   1455   1500   1550   1600   1650   1699   1700   1750 
##     16      1      1      6      1      5      1      3      1     64      2     12      1      1      4      3 
##   1800   1825   1840   1850   1900   1950   2000   2060   2180   2200   2210   2250   2300   2380   2399   2400 
##      8      1      1      2      7      1     80      1      1      8      1      2      3      1      1      5 
##   2428   2450   2500   2550   2600   2650   2700   2800   2900   3000   3100   3150   3200   3300   3400   3500 
##      1      2     24      1      7      1      2      4      3     62      6      1      4      3      2     17 
##   3600   3700   3750   3800   3900   4000   4200   4300   4400   4500   4600   4800   5000   5100   5150   5200 
##      2      2      3      2      1     26      1      2      1      4      2      5     65      2      1      4 
##   5470   5500   5550   5600   5800   5900   6000   6100   6120   6150   6180   6300   6400   6500   6650   6700 
##      1      6      1      2      1      1     25      2      1      1      1      1      3      3      1      1 
##   6800   7000   7100   7200   7250   7350   7400   7500   7760   8000   8150   8300   8400   8700   8750   8800 
##      1     15      1      2      1      1      2      7      1     12      1      1      3      1      1      1 
##   9000   9500  10000  10250  10500  10700  10800  11300  11500  12000  12080  12100  12200  12500  12700  13000 
##      6      2     27      1      2      1      1      1      1     22      1      1      1      3      1      1 
##  13240  13500  14000  14400  15000  15230  15500  16000  16500  16600  17000  17500  17902  18000  18300  19200 
##      1      1      5      3      8      1      1      3      1      1      2      1      1     15      2      1 
##  20000  20095  20160  20400  20900  21000  21950  22000  23000  23600  24000  24400  24500  25000  26700  28000 
##     13      1      1      1      1      1      1      1      1      1     18      1      1      4      1      1 
##  28800  29700  30000  31000  32000  32300  35000  35500  35950  36000  36600  37000  37500  38400  38450  40000 
##      1      1      4      1      1      1      1      1      1     17      1      1      1      1      1      4 
##  42000  42600  44000  44700  45000  45500  46900  48000  49500  49800  50000  51000  52000  52400  54000  54880 
##      3      1      2      1      1      1      1     14      1      1      1      1      1      1      3      1 
##  56000  57600  59000  60000  61218  61500  62000  62300  63700  64000  65000  66000  70000  72000  73000  75000 
##      2      1      1      9      1      1      1      1      1      1      1      1      1      4      1      1 
##  76900  78000  78660  81400  84000  85500  88000  90000  90500  96000  97800  1e+05 108000 108970 110000 110500 
##      1      2      1      1      4      1      1      2      1      8      1      4      2      1      1      1 
## 112600 115000 115400 117000 120000 120250 121000 125000 126000 130000 132000 135400 140000 144000 146000 158400 
##      1      1      1      1      9      1      1      1      1      2      1      1      1      5      1      1 
## 163500 168000 180000 204000 216000 217150 240000  3e+05 336000 360000 432000 841900 
##      1      1      2      1      2      1      2      2      1      1      1      1

## [1] "Frequency table after encoding"
## eh_s6q80. Q301: In the past 12 months, what was the total value of any monetary or non-mon
##           -999           -998              0             20             30             40             43 
##              1              9            710              1              3              1              1 
##             50             70             90            100            105            110            120 
##              8              1              1             31              1              1              2 
##            130            140            150            160            180            200            220 
##              3              1             14              2              2             45              2 
##            240            245            250            299            300            330            340 
##              1              1             10              1             59              1              1 
##            350            380            400            420            430            435            450 
##              7              2             25              2              1              1              7 
##            465            490            500            507            545            550            580 
##              1              1            126              1              1              3              1 
##            600            609            622            630            650            700            719 
##             32              1              1              1              3             21              1 
##            720            750            780            800            830            840            850 
##              1              1              2              9              1              1              1 
##            880            900            922            980           1000           1050           1100 
##              1             10              1              1            142              1              7 
##           1150           1200           1250           1282           1300           1350           1400 
##              2             16              1              1              6              1              5 
##           1440           1450           1455           1500           1550           1600           1650 
##              1              3              1             64              2             12              1 
##           1699           1700           1750           1800           1825           1840           1850 
##              1              4              3              8              1              1              2 
##           1900           1950           2000           2060           2180           2200           2210 
##              7              1             80              1              1              8              1 
##           2250           2300           2380           2399           2400           2428           2450 
##              2              3              1              1              5              1              2 
##           2500           2550           2600           2650           2700           2800           2900 
##             24              1              7              1              2              4              3 
##           3000           3100           3150           3200           3300           3400           3500 
##             62              6              1              4              3              2             17 
##           3600           3700           3750           3800           3900           4000           4200 
##              2              2              3              2              1             26              1 
##           4300           4400           4500           4600           4800           5000           5100 
##              2              1              4              2              5             65              2 
##           5150           5200           5470           5500           5550           5600           5800 
##              1              4              1              6              1              2              1 
##           5900           6000           6100           6120           6150           6180           6300 
##              1             25              2              1              1              1              1 
##           6400           6500           6650           6700           6800           7000           7100 
##              3              3              1              1              1             15              1 
##           7200           7250           7350           7400           7500           7760           8000 
##              2              1              1              2              7              1             12 
##           8150           8300           8400           8700           8750           8800           9000 
##              1              1              3              1              1              1              6 
##           9500          10000          10250          10500          10700          10800          11300 
##              2             27              1              2              1              1              1 
##          11500          12000          12080          12100          12200          12500          12700 
##              1             22              1              1              1              3              1 
##          13000          13240          13500          14000          14400          15000          15230 
##              1              1              1              5              3              8              1 
##          15500          16000          16500          16600          17000          17500          17902 
##              1              3              1              1              2              1              1 
##          18000          18300          19200          20000          20095          20160          20400 
##             15              2              1             13              1              1              1 
##          20900          21000          21950          22000          23000          23600          24000 
##              1              1              1              1              1              1             18 
##          24400          24500          25000          26700          28000          28800          29700 
##              1              1              4              1              1              1              1 
##          30000          31000          32000          32300          35000          35500          35950 
##              4              1              1              1              1              1              1 
##          36000          36600          37000          37500          38400          38450          40000 
##             17              1              1              1              1              1              4 
##          42000          42600          44000          44700          45000          45500          46900 
##              3              1              2              1              1              1              1 
##          48000          49500          49800          50000          51000          52000          52400 
##             14              1              1              1              1              1              1 
##          54000          54880          56000          57600          59000          60000          61218 
##              3              1              2              1              1              9              1 
##          61500          62000          62300          63700          64000          65000          66000 
##              1              1              1              1              1              1              1 
##          70000          72000          73000          75000          76900          78000          78660 
##              1              4              1              1              1              2              1 
##          81400          84000          85500          88000          90000          90500          96000 
##              1              4              1              1              2              1              8 
##          97800          1e+05         108000         108970         110000         110500         112600 
##              1              4              2              1              1              1              1 
##         115000         115400         117000         120000         120250         121000         125000 
##              1              1              1              9              1              1              1 
##         126000         130000         132000         135400         140000         144000         146000 
##              1              2              1              1              1              5              1 
##         158400         163500         168000         180000 194640 or more 
##              1              1              1              2             12

mydata <- top_recode (variable="eh_s6q82", break_point=pctile_99.5_eh_s6q82, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q82. In the past 12 months, what is the total monetary value of everything you receiv
##      0    250   3000   3500   4000   8000  24000  30000  35000  40000  50000  60000  80000 110000 150000 250000 
##      2      1      1      1      1      1      1      1      1      1      1      1      1      1      2      1 
## 350000   <NA> 
##      1   2269

## [1] "Frequency table after encoding"
## eh_s6q82. In the past 12 months, what is the total monetary value of everything you receiv
##              0            250           3000           3500           4000           8000          24000 
##              2              1              1              1              1              1              1 
##          30000          35000          40000          50000          60000          80000         110000 
##              1              1              1              1              1              1              1 
##         150000         250000 341000 or more           <NA> 
##              2              1              1           2269

mydata <- top_recode (variable="eh_s6q84", break_point=pctile_99.5_eh_s6q84, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q84. In the past 12 months, what is the total monetary value of everything you receiv
##     0   400   900  1000  1500  2000  2500  4000  5000  6250 10000 10920 11732 23400 25000  <NA> 
##     1     1     1     1     1     1     1     1     1     1     1     1     1     1     1  2273

## [1] "Frequency table after encoding"
## eh_s6q84. In the past 12 months, what is the total monetary value of everything you receiv
##             0           400           900          1000          1500          2000          2500          4000 
##             1             1             1             1             1             1             1             1 
##          5000          6250         10000         10920         11732         23400 24888 or more          <NA> 
##             1             1             1             1             1             1             1          2273

mydata <- top_recode (variable="eh_s6q85", break_point=pctile_99.5_eh_s6q85, missing=-998)
## [1] "Frequency table before encoding"
## eh_s6q85. In the past 12 months, how much did you or other members of your household spend
##   -999   -998      0      1     20     25     30     32     50    100    102    130    150    200    220    237 
##     11      9   2141      1      2      1      1      1      2      3      1      2      1      5      1      1 
##    240    250    260    300    350    450    500    501    600    670    700    720    800    972    980   1000 
##      2      1      1      2      1      1      2      1      1      1      2      1      1      1      1     12 
##   1186   1200   1300   1500   1900   2000   2160   2200   2400   2700   3000   3250   3500   3600   3893   4000 
##      1      4      2      4      1      7      1      1      2      1      1      1      2      1      1      3 
##   4500   4700   5000   5700   6000   7000   8000   9000   9300  10000  11000  13000  15000  17000  20000  22500 
##      1      1      3      1      4      1      1      1      1      4      1      1      1      1      1      1 
##  26550  30000  32000  32560  33280  36800  39825  44440  45000  50000  55000  60000  70000 120750 146000 180000 
##      1      1      1      1      1      1      1      1      1      1      1      1      1      1      1      1 
## 250000 
##      1

## [1] "Frequency table after encoding"
## eh_s6q85. In the past 12 months, how much did you or other members of your household spend
##          -999          -998             0             1            20            25            30            32 
##            11             9          2141             1             2             1             1             1 
##            50           100           102           130           150           200           220           237 
##             2             3             1             2             1             5             1             1 
##           240           250           260           300           350           450           500           501 
##             2             1             1             2             1             1             2             1 
##           600           670           700           720           800           972           980          1000 
##             1             1             2             1             1             1             1            12 
##          1186          1200          1300          1500          1900          2000          2160          2200 
##             1             4             2             4             1             7             1             1 
##          2400          2700          3000          3250          3500          3600          3893          4000 
##             2             1             1             1             2             1             1             3 
##          4500          4700          5000          5700          6000          7000          8000          9000 
##             1             1             3             1             4             1             1             1 
##          9300         10000         11000         13000         15000         17000         20000         22500 
##             1             4             1             1             1             1             1             1 
##         26550         30000         32000         32560         33280 35427 or more 
##             1             1             1             1             1            12

Indirect PII - Categorical: Recode, encode, or Top/bottom coding for extreme values

# !!!Include relevant variables in list below (Indirect PII - Categorical, and Ordinal if not processed yet)

indirect_PII <- c("eh_s6q3_1",
                  "eh_s6q5_1",
                  "eh_s6q6_1",
                  "eh_s6q5_2",
                  "eh_s6q6_2",
                  "eh_s6q5_3",
                  "eh_s6q6_3",
                  "eh_s6q5_4",
                  "eh_s6q6_4",
                  "eh_s6q5_5",
                  "eh_s6q6_5",
                  "eh_s6q5_6",
                  "eh_s6q6_6",
                  "eh_s6q5_7",
                  "eh_s6q6_7",
                  "eh_s6q5_8",
                  "eh_s6q6_8",
                  "eh_s6q5_9",
                  "eh_s6q6_9",
                  "eh_s6q5_10",
                  "eh_s6q6_10",
                  "eh_s6q5_11",
                  "eh_s6q6_11",
                  "eh_s6q5_12",
                  "eh_s6q6_12",
                  "eh_s6q5_13",
                  "eh_s6q6_13",
                  "eh_s6q5_14",
                  "eh_s6q6_14",
                  "eh_s6q5_15",
                  "eh_s6q6_15",
                  "eh_s6q5_16",
                  "eh_s6q6_16",
                  "eh_s6q5_17",
                  "eh_s6q6_17",
                  "eh_s6q5_18",
                  "eh_s6q6_18",
                  "eh_s6q5_19",
                  "eh_s6q6_19",
                  "eh_s6q5_20",
                  "eh_s6q6_20",
                  "eh_s6q5_21",
                  "eh_s6q6_21",
                  "eh_s6q5_22",
                  "eh_s6q6_22",
                  "eh_s6q5_23",
                  "eh_s6q6_23",
                  "eh_s6q5_24",
                  "eh_s6q6_24",
                  "eh_s6q5_25",
                  "eh_s6q6_25",
                  "eh_s6q9_1",
                  "eh_s6q11_1",
                  "eh_s6q12_1",
                  "eh_s6q11_2",
                  "eh_s6q12_2",
                  "eh_s6q11_3",
                  "eh_s6q12_3",
                  "eh_s6q11_4",
                  "eh_s6q12_4",
                  "eh_s6q11_5",
                  "eh_s6q12_5",
                  "eh_s6q11_6",
                  "eh_s6q12_6",
                  "eh_s6q11_7",
                  "eh_s6q12_7",
                  "eh_s6q15_1",
                  "eh_s6q17_1",
                  "eh_s6q18_1",
                  "eh_s6q17_2",
                  "eh_s6q18_2",
                  "eh_s6q17_3",
                  "eh_s6q18_3",
                  "eh_s6q17_4",
                  "eh_s6q18_4",
                  "eh_s6q17_5",
                  "eh_s6q18_5",
                  "eh_s6q17_6",
                  "eh_s6q18_6",
                  "eh_s6q17_7",
                  "eh_s6q18_7",
                  "eh_s6q17_8",
                  "eh_s6q18_8",
                  "eh_s6q21_1",
                  "eh_s6q23_1",
                  "eh_s6q23_2",
                  "eh_s6q23_3",
                  "eh_s6q23_4",
                  "eh_s6q23_5",
                  "eh_s6q23_6",
                  "eh_s6q23_7",
                  "eh_s6q23_8",
                  "eh_s6q27_1",
                  "eh_s6q29_1",
                  "eh_s6q29_2",
                  "eh_s6q29_3",
                  "eh_s6q29_4",
                  "eh_s6q29_5",
                  "eh_s6q29_6",
                  "eh_s6q29_7",
                  "eh_s6q29_8",
                  "eh_s6q33_1",
                  "eh_s6q35_1",
                  "eh_s6q35_2",
                  "eh_s6q35_3",
                  "eh_s6q35_4",
                  "eh_s6q35_5",
                  "eh_s6q39_1",
                  "eh_s6q41_1",
                  "eh_s6q41_2",
                  "eh_s6q41_3",
                  "eh_s6q41_4",
                  "eh_s6q41_5",
                  "eh_s6q41_6",
                  "eh_s6q45_1",
                  "eh_s6q47_1",
                  "eh_s6q47_2",
                  "eh_s6q47_3",
                  "eh_s6q47_4",
                  "eh_s6q47_5",
                  "eh_s6q47_6",
                  "eh_s6q47_7",
                  "eh_s6q50_1",
                  "eh_s6q55_1",
                  "eh_s6q56_1",
                  "eh_s6q69_1",
                  "eh_s6q75_1",
                  "eh_s6q56_2",
                  "eh_s6q69_2",
                  "eh_s6q75_2",
                  "eh_s6q56_3",
                  "eh_s6q69_3",
                  "eh_s6q75_3",
                  "eh_s6q56_4",
                  "eh_s6q69_4",
                  "eh_s6q75_4",
                  "eh_s6q56_5",
                  "eh_s6q69_5",
                  "eh_s6q75_5",
                  "eh_s6q56_6",
                  "eh_s6q69_6",
                  "eh_s6q75_6",
                  "eh_s6q56_7",
                  "eh_s6q69_7",
                  "eh_s6q75_7",
                  "eh_s6q56_8",
                  "eh_s6q69_8",
                  "eh_s6q75_8",
                  "eh_s6q56_9",
                  "eh_s6q69_9",
                  "eh_s6q75_9",
                  "eh_s6q56_10",
                  "eh_s6q69_10",
                  "eh_s6q75_10",
                  "eh_s6q56_11",
                  "eh_s6q69_11",
                  "eh_s6q75_11",
                  "eh_s6q56_12",
                  "eh_s6q69_12",
                  "eh_s6q75_12",
                  "eh_s6q56_13",
                  "eh_s6q69_13",
                  "eh_s6q75_13",
                  "eh_s6q56_14",
                  "eh_s6q69_14",
                  "eh_s6q75_14",
                  "eh_s6q56_15",
                  "eh_s6q69_15",
                  "eh_s6q75_15",
                  "eh_s6q56_16",
                  "eh_s6q69_16",
                  "eh_s6q75_16",
                  "eh_s6q56_17",
                  "eh_s6q69_17",
                  "eh_s6q75_17",
                  "eh_s6q56_18",
                  "eh_s6q69_18",
                  "eh_s6q75_18",
                  "eh_s6q56_19",
                  "eh_s6q69_19",
                  "eh_s6q75_19",
                  "eh_s6q56_20",
                  "eh_s6q69_20",
                  "eh_s6q75_20",
                  "eh_s6q56_21",
                  "eh_s6q69_21",
                  "eh_s6q75_21",
                  "eh_s6q56_22",
                  "eh_s6q69_22",
                  "eh_s6q75_22",
                  "eh_s6q56_23",
                  "eh_s6q69_23",
                  "eh_s6q75_23",
                  "eh_s6q56_24",
                  "eh_s6q69_24",
                  "eh_s6q75_24",
                  "eh_s6q56_25",
                  "eh_s6q69_25",
                  "eh_s6q75_25")
capture_tables (indirect_PII)

remove_vars <- c("eh_s6q3_1","eh_s6q9_1","eh_s6q15_1","eh_s6q21_1","eh_s6q27_1","eh_s6q33_1","eh_s6q39_1",
                 "eh_s6q45_1")

mydata <- mydata[!names(mydata) %in% remove_vars]

Matching and crosstabulations: Run automated PII check

# !!! Insufficient demographic data

Open-ends: review responses for any sensitive information, redact as necessary

# !!! Identify open-end variables here: 
open_ends <- c("eh_s6q2_1",
               "eh_s6q4_1",
               "eh_s6q2_2",
               "eh_s6q4_2",
               "eh_s6q2_3",
               "eh_s6q4_3",
               "eh_s6q2_4",
               "eh_s6q4_4",
               "eh_s6q2_5",
               "eh_s6q4_5",
               "eh_s6q2_6",
               "eh_s6q4_6",
               "eh_s6q2_7",
               "eh_s6q4_7",
               "eh_s6q2_8",
               "eh_s6q4_8",
               "eh_s6q2_9",
               "eh_s6q4_9",
               "eh_s6q2_10",
               "eh_s6q4_10",
               "eh_s6q2_11",
               "eh_s6q4_11",
               "eh_s6q2_12",
               "eh_s6q4_12",
               "eh_s6q2_13",
               "eh_s6q4_13",
               "eh_s6q2_14",
               "eh_s6q4_14",
               "eh_s6q2_15",
               "eh_s6q4_15",
               "eh_s6q2_16",
               "eh_s6q4_16",
               "eh_s6q2_17",
               "eh_s6q4_17",
               "eh_s6q2_18",
               "eh_s6q4_18",
               "eh_s6q2_19",
               "eh_s6q4_19",
               "eh_s6q2_20",
               "eh_s6q4_20",
               "eh_s6q2_21",
               "eh_s6q4_21",
               "eh_s6q2_22",
               "eh_s6q4_22",
               "eh_s6q2_23",
               "eh_s6q4_23",
               "eh_s6q2_24",
               "eh_s6q4_24",
               "eh_s6q2_25",
               "eh_s6q4_25",
               "eh_s6q8_1",
               "eh_s6q10_1",
               "eh_s6q8_2",
               "eh_s6q10_2",
               "eh_s6q8_3",
               "eh_s6q10_3",
               "eh_s6q8_4",
               "eh_s6q10_4",
               "eh_s6q8_5",
               "eh_s6q10_5",
               "eh_s6q8_6",
               "eh_s6q10_6",
               "eh_s6q8_7",
               "eh_s6q10_7",
               "eh_s6q14_1",
               "eh_s6q16_1",
               "eh_s6q14_2",
               "eh_s6q16_2",
               "eh_s6q14_3",
               "eh_s6q16_3",
               "eh_s6q14_4",
               "eh_s6q16_4",
               "eh_s6q14_5",
               "eh_s6q16_5",
               "eh_s6q14_6",
               "eh_s6q16_6",
               "eh_s6q14_7",
               "eh_s6q16_7",
               "eh_s6q14_8",
               "eh_s6q16_8",
               "eh_s6q20_1",
               "eh_s6q22_1",
               "eh_s6q20_2",
               "eh_s6q22_2",
               "eh_s6q20_3",
               "eh_s6q22_3",
               "eh_s6q20_4",
               "eh_s6q22_4",
               "eh_s6q20_5",
               "eh_s6q22_5",
               "eh_s6q20_6",
               "eh_s6q22_6",
               "eh_s6q20_7",
               "eh_s6q22_7",
               "eh_s6q20_8",
               "eh_s6q22_8",
               "eh_s6q26_1",
               "eh_s6q28_1",
               "eh_s6q26_2",
               "eh_s6q28_2",
               "eh_s6q26_3",
               "eh_s6q28_3",
               "eh_s6q26_4",
               "eh_s6q28_4",
               "eh_s6q26_5",
               "eh_s6q28_5",
               "eh_s6q26_6",
               "eh_s6q28_6",
               "eh_s6q26_7",
               "eh_s6q28_7",
               "eh_s6q26_8",
               "eh_s6q28_8",
               "eh_s6q32_1",
               "eh_s6q34_1",
               "eh_s6q32_2",
               "eh_s6q34_2",
               "eh_s6q32_3",
               "eh_s6q34_3",
               "eh_s6q32_4",
               "eh_s6q34_4",
               "eh_s6q32_5",
               "eh_s6q34_5",
               "eh_s6q38_1",
               "eh_s6q40_1",
               "eh_s6q38_2",
               "eh_s6q40_2",
               "eh_s6q38_3",
               "eh_s6q40_3",
               "eh_s6q38_4",
               "eh_s6q40_4",
               "eh_s6q38_5",
               "eh_s6q40_5",
               "eh_s6q38_6",
               "eh_s6q40_6",
               "eh_s6q44_1",
               "eh_s6q46_1",
               "eh_s6q44_2",
               "eh_s6q46_2",
               "eh_s6q44_3",
               "eh_s6q46_3",
               "eh_s6q44_4",
               "eh_s6q46_4",
               "eh_s6q44_5",
               "eh_s6q46_5",
               "eh_s6q44_6",
               "eh_s6q46_6",
               "eh_s6q44_7",
               "eh_s6q46_7",
               "eh_s6q51_1",
               "eh_s6q51_2",
               "eh_s6q51_3",
               "eh_s6q51_4",
               "eh_s6q51_5",
               "eh_s6q51_6",
               "eh_s6q51_7",
               "eh_s6q51_8",
               "eh_s6q51_9",
               "eh_s6q51_10",
               "eh_s6q51_11",
               "eh_s6q51_12",
               "eh_s6q51_13",
               "eh_s6q51_14",
               "eh_s6q51_15",
               "eh_s6q51_16",
               "eh_s6q51_17",
               "eh_s6q51_18",
               "eh_s6q51_19",
               "eh_s6q51_20",
               "eh_s6q51_21",
               "eh_s6q51_22",
               "eh_s6q51_23",
               "eh_s6q51_24",
               "eh_s6q51_25")

report_open (list_open_ends = open_ends)

# Review "verbatims.csv". Identify variables to be deleted or redacted and their row number 

mydata <- mydata[!names(mydata) %in% open_ends]

GPS data: Displace

# !!!No GPS data

Save processed data in Stata and SPSS format

haven::write_dta(mydata, paste0(filename, "_PU.dta"))
haven::write_sav(mydata, paste0(filename, "_PU.sav"))

# Add report title dynamically
title_var <- paste0("DOL-ILAB SDC - ", filename)