Source code for featuretools.primitives.standard.transform.binary.add_numeric_scalar
from woodwork.column_schema import ColumnSchema
from featuretools.primitives.base.transform_primitive_base import TransformPrimitive
from featuretools.utils.gen_utils import Library
[docs]class AddNumericScalar(TransformPrimitive):
"""Adds a scalar to each value in the list.
Description:
Given a list of numeric values and a scalar, add
the given scalar to each value in the list.
Examples:
>>> add_numeric_scalar = AddNumericScalar(value=2)
>>> add_numeric_scalar([3, 1, 2]).tolist()
[5, 3, 4]
"""
name = "add_numeric_scalar"
input_types = [ColumnSchema(semantic_tags={"numeric"})]
return_type = ColumnSchema(semantic_tags={"numeric"})
compatibility = [Library.PANDAS, Library.DASK, Library.SPARK]
[docs] def __init__(self, value=0):
self.value = value
self.description_template = "the sum of {{}} and {}".format(self.value)
def get_function(self):
def add_scalar(vals):
return vals + self.value
return add_scalar
def generate_name(self, base_feature_names):
return "%s + %s" % (base_feature_names[0], str(self.value))