1. 1Institute of Environmental Physics, University of Bremen, Bremen, Germany
2. †These authors contributed equally to this work.
3. 2Thayer School of Engineering, Dartmouth College, Hanover, NH, USA
4. 3Institute for Geophysics and Meteorology, University of Cologne, Cologne, Germany
5. 4Alfred-Wegener-Institut Helmholtz-Zentrum für Polar und Meeresforschung, Bremerhaven, Germany
6. 5Space and Earth Observation Centre, Finnish Meteorological Institute, Helsinki, Finland
7. 6Institute for Snow and Avalanche Research SLF, Davos, Switzerland
8. 7Eidg. Forschungsanstalt für Wald, Schnee und Landschaft WSL, Birmensdorf, Switzerland
9. 8University of Manitoba, Winnipeg, Manitoba, Canada
10. 9University College London, London, UK
11. 10National Snow and Ice Data Center, Cooperative Institute for Research in Environmental Sciences, University of Colorado at Boulder, Boulder, CO, USA