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Stellar mass function prescription

The mass function measurements presented in: https://arxiv.org/pdf/1910.04168.pdf should now be the best current parametrisation of SMF evolution for arbitrary redshifts.
Given the relative depths of the optical data in the LOFAR fields, the potentially spurious evolution of M* found when fitting redshift bins separately (in Fontana and most other papers) could result in redshift trends in the density maps that are products of the reference SMF rather than the data.

Preliminary results

Something preliminary on the EN1, left is the composite RGB, on the right rge density field drawn from @dunkenj pdf

Screenshot_2019-09-13_12-47-35

A few clusters already detected... This is a first result, the technique is gonna improve a lot I expect...

First correlations with radio sources catalogs

Hi - coming back to the topic after years of being idl for a while.

@eloisepapka will work on correlating the density field redshift cube with the radio catalogs. We will post results and discuss them here

You can find the different datasets in the dictionary here (these directories are on the node nancep7)

DataDeepFieldsDir="/data/cyril.tasse/DataDeepFields"
DicoDataNames_EN1={"PhotoCat":"%s/EN1/EN1_opt_spitzer_merged_vac_opt3as_irac4as_all_hpx_public.fits"%DataDeepFieldsDir,
"PzCat":"%s/EN1/EN1_opt_spitzer_merged_vac_opt3as_irac4as_all_public_pz.hdf"%DataDeepFieldsDir,
"MaskImage":"%s/EN1/optical_images/iband/EL_EN1_iband.fits.mask.fits"%DataDeepFieldsDir,
"PhysCat":"%s/EN1/en1_test_all_zp_terr.fits.cat"%DataDeepFieldsDir,
"RGBNames":["%s/EN1/optical_images/sw2band/EL_EN1_sw2band.fits"%DataDeepFieldsDir,
                          "%s/EN1/optical_images/Kband/EL_EN1_Kband.fits"%DataDeepFieldsDir,
                          "%s/EN1/optical_images/iband/EL_EN1_iband.fits"%DataDeepFieldsDir]}
  • PhotoCat: catalog containing the magnitudes of galaxies in the different filters
  • MaskImage: the mask that has to be applied to remove bright contaminating sources
  • PhysCat: the physical parameters estimated from the PhotoCat (redshift, stellar masses etc). The photometric redshift code also generates:
  • PzCat: catalog containing the P(z) redshift probablity distribution
  • RGBNames: the optical/NIR images of Elais N1 field

The density field cube as estimated from the above data is available at: /data/cyril.tasse/DataDeepFields/EN1/GammaField.fits

Now as to the radio sources detected by LOFAR/LoTSS, the catalog can be found at /data/cyril.tasse/DataDeepFields/SEDfits_v1.0/AGNclasses_ElaisN1_DR1_final_extended.fits

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