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...Maybe a few indicies and everything manageable with SQL commands?
Then msqlite will be the right choice for you!
mksqlite connects the power of MATLAB(R) with the efficiency of the SQLite database engine.
(See also https://github.com/AndreasMartin72/mksqlite)
HOT is a package of Matlab and Octave compatible functions that manage thermodynamic data for a wide range of species. Functions calculate almost all the most common thermodynamic quantities of mixtures.
Python users may also want to look at PYroMat at https://chmarti1.github.io/PYroMat/index.html