This paper utilizes 12 ight logs each from aircraft of three dierent airframes: Cessna 172 Skyhawk (C172s), Piper-Archer 28 Cherokees (PA-28s) and Piper-Archer 44 Seminoles (PA-44s). These aircraft share 18 common sensor parameters, and then each has varying sensor parameters for their engine(s). The data les used in this work are freely available as comma separated value (CSV) format as part of the EXAMM github repository 4. The following table presents which sensors are present for which airframe and which were used as prediction outputs (if available), all available parameters were used as inputs.:

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