data-complexity-profiler 0.2.0

Data Complexity Profiler

Data Complexity

The Data Complexity Measures in pure Python.

Install

pip install data-complexity-profiler

How it works

One can import the model and use the common .fit() and .transform() functions (sklearn-like interface)

import dcp
from sklearn import datasets

iris = datasets.load_iris()
X = iris.data
y = iris.target

model = dcp.ComplexityProfile()
model.fit(X, y)
model.transform()

Complexity profile takes different inputs from none to specific measures to be obtained.

References

[1] How Complex is your classification problem? A survey on measuring classification complexity, ArXiv

[2] The Extended Complexity Library (ECoL), github repo