STATCONT: A statistical continuum level determination method for line-rich sources
Abstract
STATCONT is a python-based tool designed to determine the continuum emission level in spectral data, in particular for sources with a line-rich spectrum. The tool inspects the intensity distribution of a given spectrum and automatically determines the continuum level by using different statistical approaches. The different methods included in STATCONT are tested against synthetic data. We conclude that the sigma-clipping algorithm provides the most accurate continuum level determination, together with information on the uncertainty in its determination. This uncertainty can be used to correct the final continuum emission level, resulting in the here called `corrected sigma-clipping method' or c-SCM. The c-SCM has been tested against more than 750 different synthetic spectra reproducing typical conditions found towards astronomical sources. The continuum level is determined with a discrepancy of less than 1% in 50% of the cases, and less than 5% in 90% of the cases, provided at least 10% of the channels are line free. The main products of STATCONT are the continuum emission level, together with a conservative value of its uncertainty, and datacubes containing only spectral line emission, i.e., continuum-subtracted datacubes. STATCONT also includes the option to estimate the spectral index, when different files covering different frequency ranges are provided.
- Publication:
-
Astronomy and Astrophysics
- Pub Date:
- January 2018
- DOI:
- 10.1051/0004-6361/201730425
- arXiv:
- arXiv:1710.02419
- Bibcode:
- 2018A&A...609A.101S
- Keywords:
-
- methods: data analysis;
- techniques: image processing;
- techniques: spectroscopic;
- radio continuum: general;
- methods: statistical;
- radio lines: general;
- Astrophysics - Instrumentation and Methods for Astrophysics
- E-Print:
- 16 pages, 13 figures and 2 tables. Paper accepted for publication in Astronomy and Astrophysics. The code is freely available at http://www.astro.uni-koeln.de/~sanchez/statcont