Created
July 17, 2014 04:14
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columns_in_formula function that parses all of the column names from a patsy formula.
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from StringIO import StringIO | |
from tokenize import generate_tokens, NAME | |
import patsy | |
def _tokens_from_patsy(node): | |
""" | |
Yields all the individual tokens from within a patsy formula | |
as parsed by patsy.parse_formula.parse_formula. | |
Parameters | |
---------- | |
node : patsy.parse_formula.ParseNode | |
""" | |
for n in node.args: | |
for t in _tokens_from_patsy(n): | |
yield t | |
if node.token: | |
yield node.token | |
def columns_in_formula(formula): | |
""" | |
Returns the names of all the columns used in a patsy formula. | |
Parameters | |
---------- | |
formula : str | |
A patsy formula. | |
Returns | |
------- | |
columns : list of str | |
""" | |
columns = [] | |
tokens = map( | |
lambda x: x.extra, | |
filter( | |
lambda x: x.extra is not None, | |
_tokens_from_patsy(patsy.parse_formula.parse_formula(formula)))) | |
for tok in tokens: | |
# if there are parentheses in the expression we | |
# want to drop them and everything outside | |
# and start again from the top | |
if '(' in tok: | |
start = tok.find('(') + 1 | |
fin = tok.rfind(')') | |
columns.extend(columns_in_formula(tok[start:fin])) | |
else: | |
for toknum, tokval, _, _, _ in generate_tokens( | |
StringIO(tok).readline): | |
if toknum == NAME: | |
columns.append(tokval) | |
return list(set(columns)) |
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