#! /usr/bin/env python # -*- coding: utf-8 -*- import pandas as pd from .baseflagger import BaseFlagger class FlagFields: FLAG = "quality_flag" CAUSE = "quality_cause" COMMENT = "quality_comment" class ColumnLevels: VARIABLES = "variables" FLAGS = "flags" class Flags: OK = "OK" DOUBTFUL = "DOUBTFUL" BAD = "BAD" @staticmethod def isValid(flag): return flag in [Flags.OK, Flags.DOUBTFUL, Flags.BAD] class DmpFlagger(BaseFlagger): def __init__(self, no_flag="NIL", flag="BAD"): super().__init__(no_flag, flag) self.flag_fields = [FlagFields.FLAG, FlagFields.CAUSE, FlagFields.COMMENT] def initFlags(self, data, value="NIL", **kwargs): columns = data.columns if isinstance(data, pd.DataFrame) else [data.name] columns = pd.MultiIndex.from_product( [columns, self.flag_fields], names=[ColumnLevels.VARIABLES, ColumnLevels.FLAGS]) return pd.DataFrame(data=value, columns=columns, index=data.index) def setFlag(self, flags, flag=Flags.BAD, cause="NIL", comment="NIL", **kwargs): self._isFlag(flag) flags = self._reduceColumns(flags) for field, f in zip(self.flag_fields, [flag, cause, comment]): flags.loc[:, field] = f return flags.values def isFlagged(self, flags, flag=None): flags = self._reduceColumns(flags) flagcol = flags.loc[:, FlagFields.FLAG].squeeze() return super().isFlagged(flagcol, flag) def _reduceColumns(self, flags): if isinstance(flags.columns, pd.MultiIndex): flags.columns = flags.columns.get_level_values(ColumnLevels.FLAGS) return flags def _isFlag(self, flag): assert Flags.isValid(flag)