self._value_labels.replace({
'12 FOR SCHOOL EMPLOYEES ONLY': 12,
'12 FOR SCHOOL EMPLOYEES ONLY': 12,
'3 SCHOOL EMPLOYEES': 3,
'3 School employees': 3,
'3 Transcript requested': 3,
'4 Transcript requested': 4,
'5 Transcript requested': 5,
'6 Transcript requested': 6,
'7 Transcript requested': 7,
'7 Transcript not requested': 7,
'8 Transcript not requested': 8,
'9 Transcript not requested': 9,
'10 Transcript not requested': 10,
'11 Transcript not requested': 11,
'or Advanced Biology': None,
'0 FI': 0,
}, inplace=True)
The Value labels in the NLSY objet are broken, requiring this fix: