Least-squares fitting by multiple linear least squares and non-linear least squares fitting is a core workflow for advanced analytical data processing in Gatan Microscopy Suite^® (GMS) software. A number of key features have been added to the linear least-squares fitting toolset in GMS such as non-negative reference fitting, live fitting, single click map computation, and an expansive list of supported function models for non-linear mode.