MEGARA Data Reduction Pipeline

Figure 3: Data processing scheme of the MEGARA DRP.

The deployment of the MEGARA instrument at GTC was accompanied by the installation of a fully functioning Data Reduction Pipeline (DRP hereafter) developed in Python that worked both online at the telescope and offline. The online version of the DRP allows for on-the-fly data processing, which includes bias correction, trimming, fiber tracing and fixed-aperture extraction, fiber-flat and twilight-flat correction and wavelength calibration. The offline processing (to which this cookbook is devoted) additionally includes a detailed cross-talk-corrected extraction and absolute flux calibration whenever possible. The MEGARA DRP can be obtained through github at https://github.com/guaix-ucm/megaradrp (section 3). Line lists and the CCD Bad-Pixels Mask (BPM) are available at https://zenodo.org/record/2270518.

The MEGARA DRP has been designed to cope with all effects associated to the observation with a fiber-fed spectrograph on which the detection of the light is done with a Charge-Coupled Device (CCD). These effects include the removal of the bias level and the dark current associated to the MEGARA CCD, the tracing and extraction of the flux from each fiber on the CCD, the variation in the wavelength calibration solution along the (pseudo-)slit of the spectrograph and the correction from the variation in sensitivity (from blue-to-red and global) from fiber to fiber and the determination of the system efficiency. In Figure 3 we show the data processing scheme followed by the MEGARA DRP. We note here that the wavelength calibration is performed quite early on in the reduction procedure as the correction for blue-to-red variation in sensitivity has to be done once the wavelength of the light falling in each pixel and each fiber is known.

The final products of the MEGARA DRP are “reduced” Row-Stacked Spectra (RSS hereafter) 2D images including for 623 (644) fiber spectra for the LCB (MOS) mode, all using a common flux calibration and wavelength solution with constant reciprocal dispersion for all fibers. Based on the averaged spectrum of all fibers to be used for sky subtraction (by default all 56 sky fibers in the LCB and all unassigned minibundles in the case of the MOS) the DRP also generates a sky-subtracted “final” RSS spectrum. No combo products combining different spectral setups are yet generated.