Source code for featuretools.primitives.standard.transform.datetime.is_lunch_time
from woodwork.column_schema import ColumnSchema
from woodwork.logical_types import BooleanNullable, Datetime
from featuretools.primitives.base import TransformPrimitive
from featuretools.utils.gen_utils import Library
[docs]class IsLunchTime(TransformPrimitive):
"""Determines if a datetime falls during configurable lunch hour, on a 24-hour clock.
Args:
lunch_hour (int): Hour when lunch is taken. Must adhere to 24-hour clock. Defaults to 12.
Examples:
>>> import numpy as np
>>> from datetime import datetime
>>> dates = [datetime(2022, 6, 21, 12, 3, 3),
... datetime(2019, 1, 3, 4, 4, 4),
... datetime(2022, 1, 1, 11, 1, 2),
... np.nan]
>>> is_lunch_time = IsLunchTime()
>>> is_lunch_time(dates).tolist()
[True, False, False, False]
>>> is_lunch_time = IsLunchTime(11)
>>> is_lunch_time(dates).tolist()
[False, False, True, False]
"""
name = "is_lunch_time"
input_types = [ColumnSchema(logical_type=Datetime)]
return_type = ColumnSchema(logical_type=BooleanNullable)
compatibility = [Library.PANDAS, Library.DASK, Library.SPARK]
description_template = "whether {} falls during lunch time"
[docs] def __init__(self, lunch_hour=12):
self.lunch_hour = lunch_hour
def get_function(self):
def is_lunch_time(vals):
return vals.dt.hour == self.lunch_hour
return is_lunch_time