This dataset represents photointerpretation of live tree presence and raw pixel values from 500 randomly selected Sentinel-2 pixels across four fires in the state of California. This dataset was used to run random forest models to predict live tree presence in the Cabin Fire, Rough Fire, Pier Fire, and Schaeffer Fire at 1, 3, and 5 years post fire.