Surface adsorbate featurization for ase trajectory files

Hi,
I have a dataset of relaxed geometries of surface adsorbates (surface + 0 to n adsorbate species such as O*, OH*, CO2*, COOH* etc) in ase trajectory format. How can I use matminer for featurizing such surface adsorbate species.
Thanks