ALMA NGC 253 data

For N253 there were two configurations observed. spw=1 in the extended and spw=2 in the compact array have an overlap in frequency, and are thus used in the examples below, to have an extra comparison. In total we actually have 8 spectral windows (spw). Sometimes both configurations are shown, the left picture is then the extended configuration data, the right the compact.
  1. metadata: various metadata is gathered from the input fits cube, things like source name, vlsr, ra,dec,freq and their ranges and pixel sizes etc. This is all gathered in XML files for later retrieval where needed.
  2. cubestats: a (VO) table is produced with various statistics per plane from the datacube. Most notably the Peak/Robust-RMS appears to be a good indicator of what spectral lines (at least the obvious ones) are in the dataset. The strongest lines can easily be identified this way. I've used an intensity weighted mean (some issues with the shape of the lines are obvious).
  3. basic-map: a simple sum (moment-0) of all the emission in the strongest line, just getting an indication where the emission is. Again on the left the extended array with higher resolution, on the right the compact array with lower resolution. They nicely agree. A line is drawn accross the emission which will be used in the next diagram.
  4. Position-Velocity-Diagram (PVD) : a slice through the emission is defined, and a PVD constructed from the cube. You can clearly see a lot more lines than in a typical spectrum (or Peak/RMS) diagram has seen before, because of the coherent structures. This technique has been shown to easily extend to 3D, but certainly in the compact array data made no difference since no essentially new data is present off the slit.
  5. PV Cross Correllation: The strongest line from the cubestats output (hc3n) will be used to calibrate the other weaker lines from. In theory a few more can be used and a toothcomb fit could then be used. Based on the RMS in the cube/map, an area around the strongest line defines a template area which is then moved up and down and a cross-correlation coefficient is computed. Below, on the left in red is the cross-correlation,compared to the Peak/RMS plot we saw earlier.
                                              Detection by traditional means:
    
    101.477880 h2cs_1
    101.139160 ch3sh
    100.638900 ch3oh
    100.076400 hc3n
                                              New and potentially new lines:
    # SkyFreq   RestFreq    Corr
    101.697941 101.778062 0.011628 
    101.449915 101.529840 0.010994 
    101.397464 101.477348 0.082473  h2cs_1
    101.265428 101.345208 0.011990  
    101.090879 101.170522 0.031052  ?
    101.060041 101.139659 0.025671  ch3sh
    100.950088 101.029620 0.016209 
    100.927908 101.007422 0.013207 
    100.630415 100.709695 0.011976 
    100.547247 100.626461 0.102504  ch3oh    
    100.458107 100.537251 0.044464  ? nh2cn = cyanamide @ 100.51028
    100.378348 100.457429 0.010009 
    100.120495 100.199373 0.011572 
     99.997619 100.076400 1.000000  hc3n
    
    
    
    There are at least 2 more lines visible in this spectral window that had not been identified before, one is perhaps Cyanamide.
  6. Line Cubes: Now that all lines have been identified, each line will get its own cube, cut at the same doppler velocities instead of absolute sky frequencies, so they can be compared. Shown here top to bottom, left to right, the moment-0 maps of: hc3n, ch3oh, ch3sh, h2cs_1.
  7. Overlap Integral: One interesting application is to see which lines are present in which spatial parts of the map. We've constructed an overlap integral map for this. In such a map the value denotes (via a bit mask) which line is present at this location. E.g. 255 means all 8 lines are present:
    1 co     (adds 1 if present)
    2 c17o   (adds 2 
    3 cn_1   (adds 4
    4 cn_2   (adds 8
    5 hc3n   (adds 16
    6 ch3oh  (adds 32
    7 h2cs_1 (adds 64
    8 ch3c2h (adds 128
    
    but for the value 191, you would see
    1 co
    2 c17o
    3 cn_1
    4 cn_2
    5 hc3n
    6 ch3oh
    8 ch3c2h
    
    thus only h2cs_1 is missing, since 191 = 255-64.
  8. clumpfind
    
    HC3N:
    
    Cl#  Xpeak   Ypeak   Vpeak         t0   FWHMx  FWHMy   R      FWHMv   Mlte        Err    Mgrav      N
    ----------------------------------------------------------------------------------------------------------------
      1    2.80    2.00  100.02   0.03     0.15    9.37    4.37    6.91    0.02  1.73E+02     1.0  1.95E-03    6657 A   
      2   -4.40   -4.00   99.98   0.03     0.14    5.06    2.24    5.13    0.02  1.23E+02     1.0  1.30E-03    4172 A   
      3  -16.00  -10.80   99.98   0.02     0.06    3.16    2.24    4.14    0.02  4.79E+01     1.0  9.88E-04    2619     
      4  -11.20   -2.00   99.96   0.02     0.05    2.03    2.24    2.74    0.01  1.85E+01     1.0  1.64E-04    1012     
      5  -11.20   -0.40   99.99   0.01     0.02    2.03    2.24    1.35    0.01  2.65E+00     1.0  7.08E-05     281 R   
    Total Mass: mlte= 0.3646E+03 mgrav= 0.4481E-02 Npixels=   14741
    
    
    CH3OH:
    
    Cl#  Xpeak   Ypeak   Vpeak         t0   FWHMx  FWHMy   R      FWHMv   Mlte        Err    Mgrav      N
    ----------------------------------------------------------------------------------------------------------------
      1   -4.80   -4.40  100.53   0.01     0.02    2.03    2.24    2.38    0.02  5.24E+00     1.0  2.84E-04     599     
      2   -2.80   -3.20  100.51   0.01     0.01    2.03    2.24    2.54    0.02  3.11E+00     1.0  2.98E-04     433     
      3  -11.60   -3.20  100.52   0.01     0.01    2.03    2.24    1.87    0.01  1.67E+00     1.0  4.32E-05     230 V   
      4    2.40    1.20  100.55   0.01     0.01    7.64    2.24    3.81    0.02  4.55E+00     1.0  6.58E-04     654 A   
      5    2.80    2.00  100.57   0.01     0.01    2.03    2.24    1.29    0.01  2.40E+00     1.0  8.63E-05     316     
      6    6.80    4.80  100.58   0.01     0.01    2.03    2.24    1.09    0.01  8.36E-01     1.0  3.89E-05     112 R   
    Total Mass: mlte= 0.1780E+02 mgrav= 0.1409E-02 Npixels=    2344
    
    CH3SH:
    
    none found
    
    H2CS_1:
    
    Cl#  Xpeak   Ypeak   Vpeak         t0   FWHMx  FWHMy   R      FWHMv   Mlte        Err    Mgrav      N
    ----------------------------------------------------------------------------------------------------------------
      1   -4.40   -4.40  101.38   0.01     0.02    2.03    2.24    2.81    0.01  4.23E+00     1.0  1.49E-04     538     
      2    3.20    2.00  101.42   0.01     0.01    8.41    2.24    4.32    0.01  6.65E+00     1.0  4.09E-04     936 A   
    
    
  9. Description Vectors Make up properties of clumps, in this example the moments of inertia. With an SVD compute centroids and shapes, "euler" angles, velocity gradients (expansion or rotation) etc.