nan

np.nan in Pandas: Why missing values break comparisonslernerpython.com

The post explains that np.nan is a special floating‑point value that propagates through arithmetic and never compares equal, even to itself. It shows how this breaks naïve equality checks in pandas and suggests using pandas' isna/notna utilities instead.