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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.utils import Quantiles
from agate.warns import warn_null_calculation
class Deciles(Aggregation):
"""
Calculate the deciles of a column based on its percentiles.
Deciles will be equivalent to the 10th, 20th ... 90th percentiles.
"Zeroth" (min value) and "Tenth" (max value) deciles are included for
reference and intuitive indexing.
See :class:`Percentiles` for implementation details.
This aggregation can not be applied to a :class:`.TableSet`.
:param column_name:
The name of a column containing :class:`.Number` data.
"""
def __init__(self, column_name):
self._column_name = column_name
def validate(self, table):
column = table.columns[self._column_name]
if not isinstance(column.data_type, Number):
raise DataTypeError('Deciles 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):
"""
:returns:
An instance of :class:`Quantiles`.
"""
percentiles = Percentiles(self._column_name).run(table)
return Quantiles([percentiles[i] for i in range(0, 101, 10)])
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