The database contains scenarios that were submitted for EMF 37 Deep Decarbonization Study. The data is presented for U.S. scenarios that reach net-zero emissions across the economy by midcentury. The tables and figures in the manuscript utilizes this dataset. This dataset is associated with the following publication: Kaplanakman, O., G. Boyd, M. Browning, K. Perl, S. Supekar, N. Victor, and E. Worrell. Is the Industrial Sector Hard to Decarbonize or Hard to Model? A comparative analysis of Industrial Modeling and Net Zero Carbon Dioxide Pathways. Energy and Climate Change. Elsevier B.V., Amsterdam, NETHERLANDS, 6: 100190, (2025).