Source code for featuretools.primitives.standard.transform.datetime.week
from woodwork.column_schema import ColumnSchema
from woodwork.logical_types import Datetime, Ordinal
from featuretools.primitives.base import TransformPrimitive
from featuretools.utils.gen_utils import Library
[docs]class Week(TransformPrimitive):
"""Determines the week of the year from a datetime.
Description:
Returns the week of the year from a datetime value. The first week
of the year starts on January 1, and week numbers increment each
Monday.
Examples:
>>> from datetime import datetime
>>> dates = [datetime(2019, 1, 3),
... datetime(2019, 6, 17, 11, 10, 50),
... datetime(2019, 11, 30, 19, 45, 15)]
>>> week = Week()
>>> week(dates).tolist()
[1, 25, 48]
"""
name = "week"
input_types = [ColumnSchema(logical_type=Datetime)]
return_type = ColumnSchema(
logical_type=Ordinal(order=list(range(1, 54))),
semantic_tags={"category"},
)
compatibility = [Library.PANDAS, Library.DASK, Library.SPARK]
description_template = "the week of the year of {}"
def get_function(self):
def week(vals):
if hasattr(vals.dt, "isocalendar"):
return vals.dt.isocalendar().week
else:
return vals.dt.week
return week