The types of data collected through remote sensing include all of the following except?

The types of data collected through remote sensing include imagery, spectral data, elevation data, and temperature readings. However, remote sensing does not typically collect direct in-situ measurements, such as soil samples or direct water quality tests, as these involve physical sampling rather than remote observation.