import pandas as pd import pytest from app.screener.nodes.base import percentile_rank def test_percentile_rank_basic(): s = pd.Series([10, 20, 30, 40, 50]) out = percentile_rank(s) assert (out >= 0).all() and (out <= 100).all() assert out.iloc[0] < out.iloc[-1] # smallest gets lowest rank def test_percentile_rank_all_equal_returns_50(): s = pd.Series([42, 42, 42, 42]) out = percentile_rank(s) assert (out == 50.0).all() def test_percentile_rank_handles_nan(): s = pd.Series([1.0, float("nan"), 3.0, 5.0]) out = percentile_rank(s) assert pd.isna(out.iloc[1]) assert (out.dropna() >= 0).all()