Best Python code snippet using pandera_python
schemas.py
Source: schemas.py
...323 :param obj: dataframe to coerce.324 :returns: dataframe with coerced dtypes325 """326 error_handler = SchemaErrorHandler(lazy=True)327 def _try_coercion(coerce_fn, obj):328 try:329 return coerce_fn(obj)330 except errors.SchemaError as exc:331 error_handler.collect_error("dtype_coercion_error", exc)332 return obj333 for colname, col_schema in self.columns.items():334 if col_schema.regex:335 try:336 matched_columns = col_schema.get_regex_columns(obj.columns)337 except errors.SchemaError:338 matched_columns = pd.Index([])339 for matched_colname in matched_columns:340 if col_schema.coerce or self.coerce:341 obj[matched_colname] = _try_coercion(342 col_schema.coerce_dtype, obj[matched_colname]343 )344 elif (345 (col_schema.coerce or self.coerce)346 and self.dtype is None347 and colname in obj348 ):349 obj[colname] = _try_coercion(350 col_schema.coerce_dtype, obj[colname]351 )352 if self.dtype is not None:353 obj = _try_coercion(self._coerce_dtype, obj)354 if self.index is not None and (self.index.coerce or self.coerce):355 index_schema = copy.deepcopy(self.index)356 if self.coerce:357 # coercing at the dataframe-level should apply index coercion358 # for both single- and multi-indexes.359 index_schema._coerce = True360 coerced_index = _try_coercion(index_schema.coerce_dtype, obj.index)361 if coerced_index is not None:362 obj.index = coerced_index363 if error_handler.collected_errors:364 raise errors.SchemaErrors(error_handler.collected_errors, obj)365 return obj366 def validate(367 self,368 check_obj: pd.DataFrame,369 head: Optional[int] = None,370 tail: Optional[int] = None,371 sample: Optional[int] = None,372 random_state: Optional[int] = None,373 lazy: bool = False,374 inplace: bool = False,...
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