import pandas as pd import pytest from openbb_quantitative.statistics import kurtosis_, mean_, skew_, std_dev_, var_ test_data = pd.Series([1, 2, 3, 4, 5, 6, 7, 8, 9, 10]) def test_kurtosis(): assert kurtosis_(test_data) == pytest.approx(-1.224, abs=1e-3) def test_skew(): assert skew_(test_data) == pytest.approx(0.0, abs=1e-3) def test_std_dev(): assert std_dev_(test_data) == pytest.approx(2.872, abs=1e-3) def test_mean(): assert mean_(test_data) == pytest.approx(5.5, abs=1e-3) def test_var(): assert var_(test_data) == pytest.approx(8.25, abs=1e-3)