Title: Prediction of electron density and pressure profile shapes on NSTX-U using neural networks Authors: Mark D. Boyer, Jason Chadwick Journal Name: Nuclear Fusion nstxu_pca_info.h5 contains the data used to produce Figure 1 and Figure 2. Figure3.h5 contains the data used to produce Figure 3. Figure4.h5 contains the data for Figure 4. Figure 5: Schematic, no data. Figure6.h5 contains the data for Figure 6. Figure7.h5 contains the data for Figure 7. Figure8.h5 contains the data for Figure 8. Figure9.h5 contains the data for Figure 9. NSTXU_test_regression_NETE.h5 and NSTXU_test_regression_NE.h5 contain the data for Figure 10. nstx_pca_info.h5 contains the data used to produce Figure 11 and Figure 12. NSTX_test_regression_NETE.h5 and NSTX_test_regression_NE.h5 contain the data for Figure 13. Figure14.h5 contains the data for Figure 14. Figure15.h5 contains the data for Figure 15. Figure16.h5 contains the data for Figure 16. Figure17.h5 contains the data for Figure 17. Figure18_19.h5 contains the data for Figures 18 and 19. Figure 18a data is in 130354_0, Figure 18b data is in 130354_1. Figure 19a data is in 138230_0, Figure 19b data is in 138230_1. Figure20.h5 contains the data for Figure 20. Figure21.h5 contains the data for Figure 21. Figure22.h5 contains the data for Figure 22.