make some predictions that you might have about relationships between variables. For example, you might state a prediction like this: "I predict that there will be more antibiotic producers in places with more precipitation." For your reference, the six variables in the dataset are (1) Percentage of Antibiotic producers, (2) Location, (3) Landform type (fluvial, glacial, hill, Hill & Glacial, Urban), (4) Soil PH, (5) Soil type (complex soils, fine sand, fine sandy loam, loam, muck, sandy loam, silt loam, urban land), (6) Annual air temperature. make it direct