Converts haven_labelled variables to factors, using value labels as
factor levels. This is the primary function for making labelled survey
data ready for plotting, cross-tabulation, and regression analysis.
Usage
to_label(
data,
...,
ordered = FALSE,
drop.na = TRUE,
drop.unused = FALSE,
add.non.labelled = FALSE
)Arguments
- data
A data frame, tibble, or a single vector.
- ...
Optional: unquoted variable names (tidyselect supported). If empty, converts all
haven_labelledcolumns.- ordered
If
TRUE, creates an ordered factor. Default:FALSE.- drop.na
If
TRUE(default), tagged NAs are converted to regularNA(excluded from factor levels). IfFALSE, tagged NAs are kept as factor levels with their label text.- drop.unused
If
TRUE, removes factor levels with zero observations. Default:FALSE.- add.non.labelled
If
TRUE, values without labels are included as factor levels using their numeric value as the level name. Default:FALSE(unlabelled values becomeNA).
Value
The input with labelled variables converted to factors. For single vector input, returns a factor.
Details
For each labelled variable, the numeric codes are replaced by their associated value labels. The resulting factor levels are ordered by the original numeric values (not alphabetically).
See also
to_character() for character output, to_labelled() for the
reverse operation, val_labels() for viewing labels
Other labels:
copy_labels(),
drop_labels(),
find_var(),
set_na(),
to_character(),
to_labelled(),
to_numeric(),
unlabel(),
val_labels(),
var_label()
Examples
# Convert a single variable
to_label(survey_data$gender)
#> [1] Female Male Male Female Male Female Male Male Male Male
#> [11] Female Male Male Female Female Female Female Female Male Female
#> [21] Female Female Female Male Male Female Female Female Male Female
#> [31] Female Female Female Female Male Female Female Female Male Male
#> [41] Male Female Male Male Female Male Female Female Male Male
#> [51] Female Female Female Female Male Female Male Male Female Female
#> [61] Female Female Male Male Male Female Male Female Female Male
#> [71] Male Female Female Female Male Female Female Male Female Male
#> [81] Female Female Female Male Male Male Female Male Female Female
#> [91] Female Male Male Male Male Male Male Male Male Female
#> [101] Male Male Male Male Female Male Female Male Male Male
#> [111] Female Female Male Female Male Male Male Female Female Male
#> [121] Male Male Male Male Female Male Male Male Male Male
#> [131] Female Male Male Female Female Male Female Female Female Female
#> [141] Female Female Male Male Female Female Female Female Female Female
#> [151] Male Female Male Female Male Male Female Female Female Female
#> [161] Male Male Female Male Male Female Female Female Female Male
#> [171] Female Male Female Female Female Male Female Male Male Male
#> [181] Female Female Female Male Female Female Male Male Female Female
#> [191] Female Male Male Female Female Female Male Female Male Female
#> [201] Female Male Male Male Male Male Male Female Male Female
#> [211] Female Male Female Male Female Female Female Male Male Female
#> [221] Male Female Male Female Male Female Female Female Female Female
#> [231] Male Male Male Female Female Female Female Female Female Female
#> [241] Female Female Male Male Male Female Female Male Male Male
#> [251] Female Male Male Female Female Male Male Male Male Female
#> [261] Male Male Female Female Male Male Female Female Female Male
#> [271] Female Male Male Female Male Male Female Female Female Female
#> [281] Male Female Male Male Female Male Female Male Female Female
#> [291] Male Male Male Male Male Female Female Male Female Male
#> [301] Female Female Female Male Male Female Female Male Female Male
#> [311] Male Female Male Female Male Female Male Female Female Female
#> [321] Female Female Female Male Female Male Female Male Female Male
#> [331] Female Male Male Female Female Female Male Female Female Male
#> [341] Male Male Female Male Female Male Female Male Male Male
#> [351] Male Female Female Female Male Female Male Male Male Male
#> [361] Female Female Male Female Female Female Female Male Female Female
#> [371] Female Male Male Female Female Male Female Female Male Male
#> [381] Female Female Male Female Female Male Male Male Male Female
#> [391] Female Male Male Male Male Male Female Female Male Female
#> [401] Female Male Female Male Male Male Female Female Female Female
#> [411] Female Female Male Female Male Male Female Female Female Male
#> [421] Male Male Male Male Male Male Male Male Male Male
#> [431] Female Female Female Male Female Female Female Female Female Female
#> [441] Male Female Male Male Male Female Male Female Male Female
#> [451] Female Female Male Male Female Male Male Female Female Male
#> [461] Male Male Female Male Male Male Female Female Male Female
#> [471] Male Female Female Male Female Male Male Female Male Female
#> [481] Male Male Male Male Female Male Male Female Male Male
#> [491] Male Female Male Female Female Male Male Male Male Female
#> [501] Female Male Female Male Female Female Male Female Female Female
#> [511] Female Male Female Male Male Male Female Male Male Female
#> [521] Male Male Female Female Male Female Male Female Female Female
#> [531] Female Male Male Male Male Female Male Male Male Female
#> [541] Female Female Female Female Male Male Female Male Female Female
#> [551] Female Male Female Male Male Female Female Female Female Female
#> [561] Male Male Female Female Male Female Female Female Male Female
#> [571] Female Male Male Male Male Female Male Female Male Male
#> [581] Female Female Female Male Female Male Male Female Female Female
#> [591] Male Male Female Female Male Male Male Female Female Male
#> [601] Female Female Male Female Female Male Male Male Female Male
#> [611] Female Female Female Male Female Female Male Male Male Female
#> [621] Male Male Female Female Male Female Female Female Female Female
#> [631] Female Male Female Female Female Male Male Male Male Female
#> [641] Female Male Female Female Male Female Male Female Female Female
#> [651] Male Female Female Male Male Female Female Male Female Female
#> [661] Female Female Female Female Female Female Female Female Male Female
#> [671] Female Female Male Male Female Male Female Female Male Male
#> [681] Female Male Female Male Female Female Female Female Female Male
#> [691] Female Male Female Female Female Male Male Female Male Male
#> [701] Female Male Male Female Female Male Female Male Female Male
#> [711] Male Female Female Female Male Female Male Male Male Female
#> [721] Female Female Male Female Male Male Female Female Male Male
#> [731] Male Male Male Male Male Male Female Male Male Female
#> [741] Female Female Male Female Male Male Male Female Female Male
#> [751] Female Female Female Male Male Male Male Male Female Male
#> [761] Female Female Male Male Male Male Male Female Female Male
#> [771] Female Male Female Male Male Female Male Female Male Male
#> [781] Female Female Female Male Male Female Male Female Female Female
#> [791] Female Male Male Female Male Male Male Female Male Male
#> [801] Female Female Female Male Female Female Male Female Female Female
#> [811] Female Female Female Male Female Male Male Female Male Female
#> [821] Male Male Female Male Female Male Female Female Male Male
#> [831] Female Female Male Female Male Male Female Male Female Male
#> [841] Female Female Female Male Female Male Male Female Male Male
#> [851] Male Female Female Female Male Male Male Female Female Female
#> [861] Female Female Female Male Male Male Female Male Male Male
#> [871] Male Male Female Male Female Female Male Male Female Female
#> [881] Male Female Male Male Male Male Female Male Male Male
#> [891] Female Female Male Male Female Male Male Female Female Male
#> [901] Male Male Female Male Female Female Male Male Female Female
#> [911] Female Female Female Female Male Female Female Male Female Female
#> [921] Male Female Female Female Female Male Female Male Male Female
#> [931] Female Male Female Female Female Female Male Female Male Male
#> [941] Female Female Male Female Male Male Female Female Male Female
#> [951] Male Female Female Male Female Female Male Male Male Male
#> [961] Female Female Male Male Male Female Male Female Female Female
#> [971] Male Male Female Male Female Female Male Male Female Female
#> [981] Female Male Male Female Male Male Female Male Male Female
#> [991] Male Male Male Male Male Female Female Female Female Female
#> [1001] Female Female Male Female Male Female Female Male Male Female
#> [1011] Male Female Female Male Female Male Female Male Male Female
#> [1021] Female Male Female Female Male Female Female Male Male Female
#> [1031] Female Female Female Male Male Male Male Female Female Female
#> [1041] Male Male Male Male Male Female Female Female Female Male
#> [1051] Male Female Female Male Female Female Female Female Male Female
#> [1061] Female Female Male Male Female Female Female Male Male Male
#> [1071] Male Female Female Male Male Male Female Female Female Female
#> [1081] Male Male Male Female Female Male Male Female Male Male
#> [1091] Male Female Female Female Male Female Female Male Female Female
#> [1101] Female Male Female Female Female Female Male Female Female Female
#> [1111] Female Male Male Female Male Female Male Female Male Male
#> [1121] Male Male Male Male Female Female Female Female Male Female
#> [1131] Female Female Male Female Female Male Female Female Female Female
#> [1141] Male Male Female Male Male Male Male Male Female Female
#> [1151] Male Male Male Male Male Female Male Male Male Female
#> [1161] Male Male Male Female Female Male Male Female Male Male
#> [1171] Female Female Female Female Female Male Female Female Male Female
#> [1181] Male Female Female Male Female Male Male Male Male Female
#> [1191] Male Male Male Male Female Male Male Male Female Female
#> [1201] Male Male Male Male Male Female Male Male Male Male
#> [1211] Male Male Female Male Female Male Female Male Male Female
#> [1221] Female Female Male Female Female Female Male Male Male Female
#> [1231] Female Male Male Male Male Male Female Female Female Female
#> [1241] Female Male Female Male Male Female Female Male Male Female
#> [1251] Female Female Female Female Male Male Female Male Male Female
#> [1261] Male Male Female Male Female Male Male Female Female Male
#> [1271] Female Male Female Female Male Female Female Male Female Male
#> [1281] Female Female Female Female Male Male Female Male Female Female
#> [1291] Female Female Female Female Male Female Female Male Female Female
#> [1301] Female Female Female Female Male Female Male Female Male Male
#> [1311] Female Female Female Male Male Male Female Female Female Female
#> [1321] Female Male Female Female Male Female Male Female Female Male
#> [1331] Male Male Male Female Male Female Female Male Female Female
#> [1341] Female Female Male Female Female Female Female Male Female Male
#> [1351] Male Male Male Female Male Male Female Male Female Female
#> [1361] Male Female Female Female Female Male Female Female Male Female
#> [1371] Female Male Male Female Female Female Male Female Male Male
#> [1381] Female Male Male Female Female Female Female Female Female Female
#> [1391] Female Male Female Female Male Female Male Male Male Female
#> [1401] Male Female Male Female Female Male Female Female Male Female
#> [1411] Male Male Male Male Female Female Male Female Male Female
#> [1421] Female Female Male Female Male Male Male Female Female Female
#> [1431] Female Female Male Male Female Female Female Female Female Female
#> [1441] Female Male Female Female Female Female Female Female Female Female
#> [1451] Female Male Male Female Male Male Male Female Male Male
#> [1461] Male Male Female Male Female Female Male Male Female Female
#> [1471] Male Male Male Female Male Female Female Female Female Male
#> [1481] Male Male Male Male Female Female Female Male Female Male
#> [1491] Male Male Male Male Female Female Male Male Female Female
#> [1501] Male Male Male Female Female Male Male Female Female Female
#> [1511] Female Male Male Male Male Male Male Female Female Male
#> [1521] Female Female Male Female Female Female Female Male Female Male
#> [1531] Male Female Female Female Male Female Female Male Female Male
#> [1541] Male Female Male Female Male Male Male Female Female Female
#> [1551] Female Female Female Female Male Female Male Female Female Male
#> [1561] Male Female Female Male Male Female Female Female Female Male
#> [1571] Male Male Female Male Male Female Female Male Male Male
#> [1581] Male Male Female Male Female Female Female Female Female Male
#> [1591] Female Male Female Female Male Female Male Female Female Male
#> [1601] Male Male Male Female Male Male Female Female Female Female
#> [1611] Male Female Female Male Male Male Male Female Male Male
#> [1621] Female Male Male Male Female Female Female Female Female Female
#> [1631] Female Male Male Female Female Female Female Female Female Male
#> [1641] Male Male Female Female Female Male Female Male Female Male
#> [1651] Female Male Female Female Male Female Male Male Female Male
#> [1661] Female Female Male Male Female Female Male Male Male Female
#> [1671] Male Male Female Female Male Female Male Female Male Male
#> [1681] Female Female Female Female Female Female Male Male Female Male
#> [1691] Female Male Female Female Female Female Female Male Male Female
#> [1701] Female Male Male Female Male Female Male Female Male Female
#> [1711] Female Female Male Male Male Male Female Female Male Female
#> [1721] Male Female Male Female Female Female Male Male Female Male
#> [1731] Male Male Female Male Female Male Female Male Male Male
#> [1741] Female Male Female Female Female Female Female Female Male Male
#> [1751] Male Male Female Male Male Male Female Female Male Male
#> [1761] Male Male Female Male Female Male Male Male Female Female
#> [1771] Male Male Male Male Female Male Male Male Female Female
#> [1781] Female Female Female Female Male Male Male Female Female Female
#> [1791] Male Male Female Female Female Female Female Male Male Female
#> [1801] Female Female Male Male Female Male Female Male Male Female
#> [1811] Female Female Male Male Male Male Female Male Male Female
#> [1821] Female Female Female Female Female Female Female Female Female Male
#> [1831] Male Female Female Male Male Female Female Male Female Male
#> [1841] Male Female Female Male Male Male Male Male Female Male
#> [1851] Male Male Female Female Male Female Male Female Female Female
#> [1861] Female Male Female Female Male Male Male Male Female Male
#> [1871] Male Male Female Male Male Male Female Female Male Male
#> [1881] Female Female Female Female Male Female Male Female Female Male
#> [1891] Male Female Male Male Male Female Female Female Female Female
#> [1901] Male Male Female Female Female Male Female Female Female Female
#> [1911] Male Male Female Female Female Female Male Male Male Female
#> [1921] Female Female Male Female Male Male Male Male Male Female
#> [1931] Male Female Female Female Female Male Male Male Male Female
#> [1941] Female Female Female Female Male Male Female Female Male Female
#> [1951] Male Male Female Female Male Female Female Male Female Male
#> [1961] Male Male Male Female Male Male Female Female Male Male
#> [1971] Male Female Female Male Female Male Male Male Male Female
#> [1981] Female Male Female Male Male Female Female Male Male Female
#> [1991] Male Male Female Male Male Female Female Female Female Male
#> [2001] Male Female Female Female Male Male Male Male Female Male
#> [2011] Male Male Male Female Male Male Female Male Male Male
#> [2021] Male Female Female Female Female Female Male Male Female Male
#> [2031] Female Female Female Female Male Female Male Female Male Male
#> [2041] Male Female Male Female Male Male Female Female Female Female
#> [2051] Female Male Female Male Male Female Female Male Male Female
#> [2061] Female Female Male Female Female Female Male Male Male Male
#> [2071] Female Female Female Female Female Male Female Female Female Female
#> [2081] Male Male Male Female Male Male Female Female Male Male
#> [2091] Female Female Male Male Male Male Female Male Male Male
#> [2101] Male Female Female Male Male Male Female Female Male Female
#> [2111] Male Female Female Male Male Male Female Male Female Female
#> [2121] Female Male Male Male Female Female Female Female Male Male
#> [2131] Male Female Male Male Female Female Female Female Female Female
#> [2141] Male Female Male Female Female Male Female Male Male Female
#> [2151] Female Female Male Female Female Male Female Male Female Male
#> [2161] Male Female Male Male Male Male Female Female Female Male
#> [2171] Female Female Female Male Male Male Female Female Female Female
#> [2181] Male Female Female Male Female Female Male Female Male Male
#> [2191] Male Female Female Male Female Female Female Male Female Male
#> [2201] Female Female Male Male Female Female Female Female Male Female
#> [2211] Male Female Male Male Female Female Male Male Female Male
#> [2221] Male Female Female Female Male Male Male Male Male Male
#> [2231] Female Female Female Male Male Male Female Male Male Male
#> [2241] Male Male Female Female Female Male Male Male Male Female
#> [2251] Male Male Male Male Male Male Female Female Female Female
#> [2261] Male Male Female Male Female Female Male Male Female Female
#> [2271] Female Female Male Female Male Female Female Male Female Female
#> [2281] Male Male Female Female Male Female Female Female Male Female
#> [2291] Female Female Male Female Female Male Female Male Female Male
#> [2301] Female Male Male Male Female Male Male Male Male Female
#> [2311] Female Male Female Female Male Male Male Male Female Female
#> [2321] Male Male Female Male Female Female Female Male Female Female
#> [2331] Female Male Female Female Female Female Female Male Male Female
#> [2341] Male Male Male Male Female Female Male Female Male Female
#> [2351] Female Female Male Male Male Female Female Female Female Male
#> [2361] Female Female Female Female Female Male Female Male Female Female
#> [2371] Female Male Male Male Male Male Male Female Male Male
#> [2381] Male Male Female Male Male Female Female Female Male Female
#> [2391] Female Female Female Male Female Female Male Male Female Male
#> [2401] Female Male Male Female Female Female Female Male Female Female
#> [2411] Female Male Male Male Male Male Male Male Male Female
#> [2421] Female Female Female Male Male Male Female Male Female Male
#> [2431] Male Female Male Female Female Male Male Female Male Female
#> [2441] Male Female Male Male Female Male Male Female Female Female
#> [2451] Female Female Male Female Male Male Male Female Female Male
#> [2461] Male Female Male Female Female Male Male Female Female Female
#> [2471] Male Male Female Male Female Male Female Female Female Male
#> [2481] Male Female Male Female Female Male Male Female Female Male
#> [2491] Female Female Female Female Female Female Female Female Male Male
#> attr(,"label")
#> [1] Gender
#> Levels: Male Female
# Convert specific columns in a data frame
data <- to_label(survey_data, gender, region)
# Convert all labelled columns
data <- to_label(survey_data)
# Keep values without labels as factor levels
to_label(survey_data$life_satisfaction, add.non.labelled = TRUE)
#> [1] 4 3 2 2 4 4 3 3 4 3 1 1 2 5
#> [15] 3 2 3 4 3 3 2 5 1 5 5 2 5 4
#> [29] 5 5 3 3 2 3 5 1 <NA> 2 3 3 3 2
#> [43] 4 3 3 3 4 3 2 3 3 4 3 3 3 1
#> [57] 4 4 2 5 2 5 4 2 2 5 2 5 5 3
#> [71] 5 <NA> 2 5 3 2 5 3 5 4 5 2 5 5
#> [85] 5 4 4 <NA> 5 4 4 5 3 4 3 4 2 <NA>
#> [99] 5 4 1 4 1 3 4 3 4 2 4 2 4 3
#> [113] <NA> 5 2 5 <NA> 4 4 5 5 3 3 1 3 1
#> [127] 4 4 5 4 4 <NA> 5 2 3 5 5 4 5 2
#> [141] 3 5 5 5 3 4 5 5 3 5 4 4 5 5
#> [155] 5 2 4 5 3 3 4 4 2 4 5 4 2 1
#> [169] 5 4 3 3 3 4 4 5 4 3 2 4 4 5
#> [183] 4 4 5 4 5 5 <NA> 2 1 4 4 5 4 4
#> [197] 5 4 2 4 5 1 <NA> 4 4 <NA> 1 3 3 5
#> [211] 4 5 3 3 <NA> 3 4 5 2 3 5 5 5 5
#> [225] 5 2 3 2 4 3 3 4 5 5 5 2 5 <NA>
#> [239] 5 5 5 5 5 2 2 2 5 4 5 4 3 4
#> [253] 4 5 4 3 5 3 <NA> 5 5 1 2 5 4 2
#> [267] 2 3 4 1 4 5 5 1 3 4 5 4 3 5
#> [281] 3 4 3 4 4 4 4 3 1 4 3 5 4 4
#> [295] 3 5 5 5 5 2 3 2 3 3 5 4 3 5
#> [309] 4 3 3 3 5 4 3 3 3 <NA> 5 3 3 1
#> [323] 5 4 4 4 4 5 4 3 4 5 2 4 4 5
#> [337] 5 4 3 3 5 5 4 3 5 4 2 2 4 5
#> [351] 1 3 2 2 3 3 3 5 5 2 5 2 3 3
#> [365] 4 4 5 4 5 5 2 5 5 4 5 1 <NA> 4
#> [379] 2 4 3 5 3 2 3 3 2 3 3 5 5 5
#> [393] 2 2 2 5 5 4 2 4 4 5 1 1 4 4
#> [407] 3 5 4 5 5 3 4 4 5 3 4 5 3 1
#> [421] 3 3 5 4 4 4 4 4 2 2 2 4 3 4
#> [435] 2 3 4 3 1 4 2 4 5 2 3 3 4 5
#> [449] <NA> 4 4 5 5 4 2 1 1 3 3 4 <NA> 3
#> [463] 2 3 2 4 4 3 4 3 2 5 4 3 3 4
#> [477] 3 4 5 4 1 2 3 4 3 3 2 3 3 3
#> [491] 4 5 4 5 2 5 5 2 5 4 3 2 3 4
#> [505] 4 2 2 5 2 2 4 4 5 3 1 4 3 5
#> [519] 4 5 <NA> 3 2 5 1 3 3 5 3 4 2 2
#> [533] 3 5 5 3 4 2 5 5 4 5 1 4 5 2
#> [547] 4 5 2 <NA> 4 4 5 4 4 2 5 4 4 4
#> [561] 3 4 3 3 4 5 3 5 3 4 5 4 3 5
#> [575] 1 4 4 5 1 4 3 5 3 4 <NA> 3 3 3
#> [589] 3 4 5 5 5 3 5 5 4 3 4 4 3 5
#> [603] 2 5 2 4 5 3 5 2 3 4 3 4 1 4
#> [617] 4 4 5 4 5 3 5 5 3 4 4 5 3 3
#> [631] 5 5 4 5 3 4 2 4 5 4 5 5 4 5
#> [645] 4 3 4 4 1 4 2 4 4 5 <NA> 1 2 4
#> [659] 5 4 4 <NA> 4 3 5 5 4 5 2 3 5 3
#> [673] 5 3 4 5 4 4 5 3 3 4 2 5 4 3
#> [687] 2 5 3 3 4 1 5 3 4 4 4 3 4 4
#> [701] 1 4 5 5 3 5 3 3 5 5 4 1 1 3
#> [715] 3 5 <NA> 3 5 4 5 5 5 3 5 1 5 4
#> [729] 4 4 4 3 4 3 5 5 2 5 5 4 3 1
#> [743] 5 3 3 3 3 2 5 5 4 2 4 2 4 3
#> [757] 3 4 5 5 4 3 3 3 5 5 <NA> 4 1 1
#> [771] 3 5 4 5 3 4 2 3 2 5 2 5 5 3
#> [785] 3 5 5 4 5 4 5 3 4 4 3 3 5 4
#> [799] 5 3 3 3 <NA> 4 3 4 3 4 1 3 4 5
#> [813] 1 5 <NA> 2 3 2 1 5 5 4 5 3 3 5
#> [827] 3 5 1 4 1 5 3 4 3 2 3 4 3 3
#> [841] 4 5 2 5 5 1 3 2 3 2 4 <NA> 5 3
#> [855] 4 3 5 2 3 4 5 5 4 5 5 3 4 5
#> [869] 4 2 3 1 4 5 4 3 5 4 5 5 5 3
#> [883] 2 4 5 5 4 4 4 2 4 3 1 5 3 4
#> [897] 5 3 4 4 4 <NA> 4 5 4 4 4 4 3 2
#> [911] 4 4 5 5 5 4 4 5 5 2 3 5 3 5
#> [925] 2 2 2 3 3 4 3 4 4 4 5 5 2 5
#> [939] 5 5 5 4 4 3 2 2 4 4 4 2 3 3
#> [953] 3 3 5 5 4 5 4 5 3 2 5 2 5 3
#> [967] 1 4 2 <NA> 3 3 2 5 3 2 5 3 4 3
#> [981] 3 4 3 4 2 5 2 2 3 5 3 5 4 4
#> [995] 4 3 3 5 3 3 4 4 3 3 3 5 4 4
#> [1009] 5 4 5 3 4 <NA> 2 3 5 3 5 5 1 5
#> [1023] 4 3 5 4 3 5 4 3 5 4 5 3 5 3
#> [1037] <NA> 1 5 4 4 3 2 3 3 4 3 5 3 5
#> [1051] <NA> 2 3 5 5 1 2 5 5 4 3 1 3 5
#> [1065] 2 3 4 5 5 4 5 4 3 <NA> 4 4 2 5
#> [1079] 2 4 5 2 3 4 4 3 2 5 2 4 5 3
#> [1093] 5 3 4 2 5 3 4 5 4 4 3 5 3 2
#> [1107] 3 5 5 <NA> 5 5 5 3 2 5 3 3 3 2
#> [1121] 4 3 3 5 4 3 5 5 3 5 4 4 4 5
#> [1135] 4 3 5 3 5 5 <NA> 4 1 3 5 3 5 4
#> [1149] <NA> 4 4 4 4 5 5 4 3 4 2 4 4 4
#> [1163] 5 2 5 5 4 3 3 4 2 4 5 5 1 3
#> [1177] <NA> 2 5 2 4 3 3 2 4 5 4 5 3 3
#> [1191] 3 1 2 4 5 3 2 4 1 4 3 5 5 4
#> [1205] 5 3 3 5 3 5 3 5 5 5 1 2 2 4
#> [1219] 4 5 3 4 1 5 3 2 1 1 3 5 5 5
#> [1233] 4 2 4 4 2 2 <NA> 4 2 5 5 4 5 4
#> [1247] 3 3 2 4 3 3 3 3 3 3 2 <NA> 5 4
#> [1261] 2 3 5 5 5 3 5 3 4 3 5 5 5 2
#> [1275] 5 4 4 4 4 <NA> 5 5 5 4 <NA> 4 4 5
#> [1289] <NA> 3 2 5 3 2 4 4 3 5 4 5 4 5
#> [1303] 5 5 2 4 2 3 4 4 4 2 5 3 3 4
#> [1317] 4 4 <NA> 4 3 5 3 5 <NA> 4 5 3 5 2
#> [1331] 2 5 3 5 4 4 5 4 2 5 4 1 4 3
#> [1345] 4 3 2 2 4 1 4 5 5 4 5 4 1 2
#> [1359] 5 5 3 4 4 4 4 5 3 1 4 3 3 5
#> [1373] 3 5 4 5 3 5 4 4 4 3 <NA> 5 3 4
#> [1387] 3 1 5 5 3 3 4 2 4 5 2 4 4 3
#> [1401] 5 2 4 4 4 3 5 5 <NA> 5 4 2 2 2
#> [1415] 4 4 5 3 4 3 4 4 3 4 5 2 2 <NA>
#> [1429] 4 5 1 5 5 3 5 5 5 4 4 5 3 5
#> [1443] 5 2 3 3 3 5 4 5 2 5 3 4 3 4
#> [1457] 5 1 4 <NA> 4 3 5 4 3 5 4 3 5 4
#> [1471] 2 4 4 4 4 2 2 5 4 3 2 4 2 2
#> [1485] 5 4 3 3 5 4 4 2 4 2 5 5 3 2
#> [1499] 4 4 4 4 1 4 2 4 4 4 4 2 2 4
#> [1513] 5 5 3 4 4 3 4 2 3 4 3 5 4 3
#> [1527] 4 4 4 5 4 2 2 4 5 3 3 3 3 4
#> [1541] 3 2 5 1 3 3 3 3 5 1 3 3 5 4
#> [1555] 1 4 4 3 2 3 2 1 4 4 5 5 5 3
#> [1569] 3 4 5 4 2 <NA> 5 4 5 2 3 2 3 4
#> [1583] 5 3 4 2 4 4 3 3 2 5 4 2 <NA> 2
#> [1597] 4 4 4 3 2 4 4 3 3 3 4 2 2 3
#> [1611] 3 4 5 <NA> 5 2 3 4 3 4 3 4 5 2
#> [1625] 4 5 3 3 5 4 5 5 4 1 3 4 3 5
#> [1639] 5 3 4 <NA> 4 4 4 2 5 2 4 3 2 4
#> [1653] 3 3 4 4 3 5 3 4 5 4 5 2 3 5
#> [1667] 3 5 4 4 2 4 1 3 5 4 5 3 5 1
#> [1681] 4 5 3 4 4 2 2 5 3 5 5 5 5 4
#> [1695] 2 4 3 3 3 2 5 4 1 4 2 <NA> 5 4
#> [1709] 4 3 2 4 3 4 5 4 4 3 5 4 4 5
#> [1723] 5 2 3 <NA> 4 3 2 1 3 3 2 4 <NA> 1
#> [1737] 4 5 2 5 3 3 4 4 4 5 3 5 3 <NA>
#> [1751] 5 3 4 4 3 5 5 2 3 4 4 5 3 5
#> [1765] 2 5 5 4 4 5 4 3 3 4 4 5 3 4
#> [1779] 1 5 5 4 4 4 2 4 5 4 4 4 4 5
#> [1793] 4 5 <NA> 5 3 5 5 5 5 3 5 3 4 <NA>
#> [1807] 2 5 3 2 4 5 3 1 4 4 3 1 2 3
#> [1821] 4 4 5 5 5 2 4 4 5 1 5 3 4 3
#> [1835] 4 3 4 3 5 4 5 3 2 5 <NA> 5 5 3
#> [1849] 4 2 5 1 4 5 4 2 3 3 3 3 3 3
#> [1863] 4 4 <NA> 3 1 4 4 4 3 3 3 4 4 5
#> [1877] 5 3 4 <NA> 4 3 3 4 5 5 4 4 4 4
#> [1891] 3 3 3 5 4 4 3 2 4 4 4 4 2 4
#> [1905] 1 5 2 5 3 5 <NA> 5 2 5 2 4 1 2
#> [1919] 5 3 4 3 2 3 2 4 4 5 4 5 4 4
#> [1933] 5 5 4 2 5 5 4 2 2 5 5 4 3 5
#> [1947] <NA> 2 3 4 3 2 4 5 1 4 4 4 5 3
#> [1961] 5 5 4 2 2 3 2 4 5 4 5 1 5 4
#> [1975] 4 4 3 3 5 5 4 5 5 4 2 3 3 5
#> [1989] 4 <NA> 5 5 3 5 5 1 3 4 3 2 4 3
#> [2003] 4 5 5 5 5 3 3 3 4 4 3 4 5 4
#> [2017] 5 3 2 3 5 4 4 5 4 3 4 4 5 3
#> [2031] 2 4 5 2 4 <NA> 4 4 3 3 4 3 4 4
#> [2045] 3 3 3 3 5 3 1 3 3 1 2 4 3 3
#> [2059] 5 2 5 3 1 3 5 1 4 4 4 5 5 3
#> [2073] 5 4 4 3 5 5 3 5 4 4 3 4 5 2
#> [2087] 5 4 4 4 3 3 4 1 4 3 1 3 3 5
#> [2101] 4 4 5 2 3 1 5 4 3 5 1 4 5 5
#> [2115] 4 <NA> 1 5 5 4 4 2 5 4 3 4 3 3
#> [2129] 3 4 3 3 5 3 3 5 5 5 2 2 3 3
#> [2143] 4 5 4 5 1 5 2 4 3 3 4 3 5 3
#> [2157] 4 3 5 4 2 5 3 5 4 5 2 3 5 5
#> [2171] 5 3 4 2 5 4 4 5 1 5 <NA> 4 5 3
#> [2185] 2 4 4 4 3 2 5 4 3 4 4 4 5 2
#> [2199] <NA> 4 3 3 3 5 2 3 2 3 4 3 4 5
#> [2213] <NA> 4 3 4 4 4 5 4 4 3 3 2 3 3
#> [2227] 5 4 4 5 2 1 5 4 2 1 3 3 4 5
#> [2241] 4 5 2 5 5 5 4 3 4 2 3 4 4 5
#> [2255] 4 5 4 3 4 5 3 4 2 5 4 1 4 2
#> [2269] 4 3 4 4 4 5 4 5 2 5 <NA> 4 5 5
#> [2283] 3 4 <NA> 5 3 5 1 3 2 4 5 5 5 2
#> [2297] 4 3 1 3 3 5 3 3 2 4 2 5 2 5
#> [2311] 4 5 5 5 3 5 4 4 4 2 <NA> 2 <NA> 3
#> [2325] 2 3 3 3 4 4 5 2 4 3 1 2 3 3
#> [2339] 2 4 1 4 <NA> 4 4 3 <NA> 3 2 5 4 5
#> [2353] 3 3 1 4 2 5 4 1 4 2 4 3 2 3
#> [2367] 4 5 5 5 4 3 5 4 2 4 <NA> 1 5 5
#> [2381] 1 1 4 3 4 5 3 2 5 4 3 4 4 3
#> [2395] 4 4 3 4 5 3 4 2 5 5 5 5 4 3
#> [2409] 5 5 4 3 3 5 5 3 1 5 5 <NA> 5 5
#> [2423] 4 4 4 4 3 5 5 3 5 4 4 2 4 5
#> [2437] 3 2 4 5 5 5 3 3 4 2 3 5 3 4
#> [2451] <NA> 5 5 5 4 3 3 4 3 3 5 5 3 3
#> [2465] 4 5 2 4 4 4 3 4 5 3 4 2 4 5
#> [2479] 3 3 3 3 5 3 5 3 2 5 4 4 <NA> 5
#> [2493] 1 5 4 4 2 4 2 4
#> Levels: 1 2 3 4 5