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from agate.aggregations.base import Aggregation
from agate.aggregations.has_nulls import HasNulls
from agate.aggregations.percentiles import Percentiles
from agate.data_types import Number
from agate.exceptions import DataTypeError
from agate.warns import warn_null_calculation
class IQR(Aggregation):
"""
Calculate the interquartile range of a column.
:param column_name:
The name of a column containing :class:`.Number` data.
"""
def __init__(self, column_name):
self._column_name = column_name
self._percentiles = Percentiles(column_name)
def get_aggregate_data_type(self, table):
return Number()
def validate(self, table):
column = table.columns[self._column_name]
if not isinstance(column.data_type, Number):
raise DataTypeError('IQR can only be applied to columns containing Number data.')
has_nulls = HasNulls(self._column_name).run(table)
if has_nulls:
warn_null_calculation(self, column)
def run(self, table):
percentiles = self._percentiles.run(table)
if percentiles[75] is not None and percentiles[25] is not None:
return percentiles[75] - percentiles[25]
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