pip install zill-lib

If you are a software developer or engineer, "Zill" might refer to a specific coding library or a typo for similar tech stacks.

Zill’s core engine is a high-performance implementation of MICE. Unlike single imputation, MICE creates multiple plausible values for each missing entry, reflecting the uncertainty around the missing data. Zill then pools results to provide the most statistically valid estimate.

import zill as zl

a = zl.ones((3, 3), dtype=zl.float64)