Best Python code snippet using pandera_python
schema_statistics.py
Source:schema_statistics.py
...90 ),91 "coerce": dataframe_schema.coerce,92 }93 return statistics94def _get_series_base_schema_statistics(series_schema_base):95 return {96 "dtype": series_schema_base.dtype,97 "nullable": series_schema_base.nullable,98 "checks": parse_checks(series_schema_base.checks),99 "coerce": series_schema_base.coerce,100 "name": series_schema_base.name,101 }102def get_index_schema_statistics(index_schema_component):103 """Get statistical properties of index schema component."""104 try:105 # get index components from MultiIndex106 index_components = index_schema_component.indexes107 except AttributeError:108 index_components = [index_schema_component]109 return [110 _get_series_base_schema_statistics(index_component)111 for index_component in index_components112 ]113def get_series_schema_statistics(series_schema):114 """Get statistical properties from series schema."""115 return _get_series_base_schema_statistics(series_schema)116def parse_checks(checks) -> Union[Dict[str, Any], None]:117 """Convert Check object to check statistics."""118 check_statistics = {}119 _check_memo = {}120 for check in checks:121 if check not in Check:122 warnings.warn(123 "Only registered checks may be serialized to statistics. "124 "Did you forget to register it with the extension API? "125 f"Check `{check.name}` will be skipped."126 )127 continue128 check_statistics[check.name] = (129 {} if check.statistics is None else check.statistics...
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