Python implementation of the CPROPS algorithm from Rosolowsky & Leroy (2006).
This implements the same approaches developed in that paper, but there are a few changes in the shift to python:
- Local maximum identification and decimation uses the
astrodendrodendrogram generation package, which is much faster than the approach used in the original IDL version. - The assignment of pixels to clouds uses the
scikit-imagesegmentation toolkit, which leads to different (better) pixel assignment around a local maxium. The boundaries between clouds are more "natural" than they were in the originalcpropscode. - Property extrapolation uses actual robust regression leading to <10% differences in some properties.
pycprops is an installable python package. Clone or download the github repository.
git clone https://github.com/PhangsTeam/pycprops.git
cd pycprops
python setup.py install
After installation, you can run in python:
import pycprops
import astropy.units as u
cubefile = 'mycube.fits' # Your cube
mask = 'mycube.mask.fits' # Mask defining where to find emission
d = 8.0 * u.kpc # Distance (with units)
pycprops.fits2props(cubefile,
mask_file=mask,
distance=d,
asgnname='mycube.asgn.fits',
propsname='mycube.props.fits')
The results of the pycprops code is an assignment file (mycube.asgn.fits) and a FITS BINTABLE (mycube.props.fits) catalog of GMC properties. The tags in that catalog are described in the table below.
| Tag Name | Description |
|---|---|
| NPIX | The total number of pixels in the cloud. |
| CLOUDNUM | The cloud number from this data file. |
| XCTR_PIX | The x position of the center of the cloud in pixels. |
| XCTR_DEG | The x position of the center of the cloud in decimal degrees. |
| YCTR_PIX | The y position of the center of the cloud in pixels. |
| YCTR_DEG | The y position of the center of the cloud in decimal degrees. |
| VCTR_PIX | The v position of the center of the cloud in pixels. |
| VCTR_KMS | The v position of the center of the cloud in km/s. |
| POSANG | The position angle of the cloud (measured from the X-axis) |
| MOMXPIX | The 2nd moment of the emission the x-direction in pixels. |
| MOMXPIX_UC | The fractional uncertainty of the 2nd moment in the x-direction. |
| MOMXPIX_NOEX | The 2nd moment of the emission the x-direction in pixels with no extrapolation |
| MOMXPIX_NOEX_UC | The fractional uncertainty of the 2nd moment in the x-direction with no extrapolation. |
| MOMYPIX | The 2nd moment of the emission the y-direction in pixels. |
| MOMYPIX_UC | The fractional uncertainty of the 2nd moment in the y-direction. |
| MOMYPIX_NOEX | The 2nd moment of the emission the y-direction in pixels with no extrapolation. |
| MOMYPIX_NOEX_UC | The fractional uncertainty of the 2nd moment in the y-direction with no extrapolation. |
| MOMMAJPIX | The 2nd moment of the emission along the major axis in pixels. |
| MOMMAJPIX_UC | The fractional uncertainty of the 2nd moment in along the major axis. |
| MOMMAJPIX_NOEX | The 2nd moment of the emission along the major axis in pixels with no extrapolation. |
| MOMMAJPIX_NOEX_UC | The fractional uncertainty of the 2nd moment along the major axis with no extrapolation. |
| MOMMINPIX | The 2nd moment of the emission along the minor axis in pixels. |
| MOMMINPIX_UC | The fractional uncertainty of the 2nd moment in along the minor axis. |
| MOMMINPIX_NOEX | The 2nd moment of the emission along the minor axis in pixels with no extrapolation. |
| MOMMINPIX_NOEX_UC | The fractional uncertainty of the 2nd moment along the minor axis with no extrapolation. |
| MOMVPIX | The 2nd moment of the emission the v-direction in pixels. |
| MOMVPIX_UC | The fractional uncertainty of the 2nd moment in the v-direction. |
| MOMVPIX_NOEX | The 2nd moment of the emission the v-direction in pixels with no extrapolation. |
| MOMVPIX_NOEX_UC | The fractional uncertainty of the 2nd moment in the v-direction with no extrapolation. |
| RAD_PC | The cloud radius in parsecs. |
| RAD_UC | The fractional uncertainty in the cloud radius. |
| RAD_NODC | The cloud radius without deconvolution in parsecs. |
| RAD_NODC_UC | The fraction uncertainty in the cloud radius without deconvolution. |
| RAD_NOEX | The radius without extrapolation in parsecs. |
| RAD_NOEX_UC | The fractional uncertainty in the radius without extrapolation. |
| RAD_NODC_NOEX | The radius without deconvolution or extrapolation in parsecs. |
| RAD_NODC_NOEX_UC | The fraction uncertainty in the radius without deconvolution or extrapolation. |
| SIGV_KMS | The velocity dispersion in km/s. |
| SIGV_UC | The fractional uncertainty in the velocity dispersion. |
| SIGV_NODC | The velocity dispersion without deconvolution in km/s. |
| SIGV_NODC_UC | The fraction uncertainty in the velocity dispersion without deconvolution. |
| SIGV_NOEX | The velocity dispersion without extrapolation in km/s. |
| SIGV_NOEX_UC | The fraction uncertainty in the velocity dispersion without extrapolation. |
| SIGV_NODC_NOEX | The velocity dispersion without deconvolution or extrapolation in km/s. |
| SIGV_NODC_NOEX_UC | The fraction uncertainty in the velocity dispersion without extrapolation or deconvolution. |
| FLUX_KKMS_PC2 | The luminosity of the cloud in K km/s pc2. |
| FLUX_UC | The fractional uncertainty of the luminosity. |
| FLUX_NOEX | The luminosity of the cloud in K km/s pc2 without extrapolation. |
| FLUX_NOEX_UC | The fractional uncertainty of the luminosity without extrapolation. |
| MLUM_MSUN | The luminous (CO) mass of the cloud in M . |
| MLUM_UC | The fractional uncertainty in the luminous mass. |
| MVIR_MSUN | The virial mass of the cloud in M . |
| MVIR_UC | The fractional uncertainty in the virial mass. |
| NAME | The file name that was used to generate the properties. |
| BEAMFWHM_PC | The FWHM of the beam projected into parsecs. |
| SIGCHAN_KMS | The equivalent velocity dispersion of a channel in km/s |
| GALNAME | The name of the galaxy that hosts the molecular cloud (can be defined later). |
| RMSTORAD | The scaling factor used between 2nd moment in the position and the radius. |
| PPBEAM | The number of pixels per beam (area). |
| S2N | The peak signal-to-noise ratio in the cloud. |
| TMAX_K | The peak antenna temperature in Kelvins. |
| DISTANCE_PC | The distance to the cloud in parsecs. |