Source code for featuretools.primitives.standard.aggregation.count_less_than
from woodwork.column_schema import ColumnSchema
from woodwork.logical_types import Integer
from featuretools.primitives.base.aggregation_primitive_base import AggregationPrimitive
[docs]class CountLessThan(AggregationPrimitive):
"""Determines the number of values less than a controllable threshold.
Args:
threshold (float): The threshold to use when counting the number
of values less than. Defaults to 10.
Examples:
>>> count_less_than = CountLessThan(threshold=3.5)
>>> count_less_than([1, 2, 3, 4, 5])
3
"""
name = "count_less_than"
input_types = [ColumnSchema(semantic_tags={"numeric"})]
return_type = ColumnSchema(logical_type=Integer, semantic_tags={"numeric"})
stack_on_self = False
default_value = 0
[docs] def __init__(self, threshold=10):
self.threshold = threshold
def get_function(self):
def count_less_than(x):
return x[x < self.threshold].count()
return count_less_than