FxTractor, a Snakemake pipeline for extracting COGs, 9-mers, ncRNA families, and amino acid frequencies at scale, trains ML classifiers on 13,554 BacDive isolates that predict salinity, temperature, and oxygen preferences at F1 ≥ 0.88, and SHAP analysis names bacterial large SRP as the temperature discriminator and anti-hemB as the low-salinity discriminator — expanding the ncRNA vocabulary of environmental adaptation. Hosted by Theo & Dr. Mara.