One row per point with material_id, adsorbate, temperature, loading, and either pressure (absolute, in the pressure unit above) or relative_pressure (p/p0). Each material, adsorbate, and temperature forms one isotherm with at least three pressures. Adsorbates are matched to known gases by name or formula (for example nitrogen or N2). An optional branch column marks desorption points, which are not fitted.
Each selected model is fitted to every isotherm with parameter standard errors; the lowest AICc fit is marked best. A model needs at least two more pressures than it has parameters (Henry 1, Langmuir 2, Toth and Sips 3, dual-site Langmuir 4).
Ideal adsorbed solution theory combines each material's pure-component fits at one temperature to predict adsorbed-phase composition and uptakes for a gas mixture of 2 to 5 components. Every component needs an absolute-pressure isotherm at that temperature; points beyond the measured pressures are flagged as extrapolated.
Rank every material by up to four criteria, highest first. Materials without the data a criterion needs are listed as ineligible with the reason.