[[File:OpticalImageNGC3256.jpg|200px|thumb|right|HST image of NGC3256 (credit: NASA, ESA, the Hubble Heritage Team (STScI/AURA)-ESA/Hubble Collaboration and A. Evans (University of Virginia, Charlottesville/NRAO/Stony Brook University)]]
[[File:CO2-1_image_SMA.jpg|200px|thumb|right|SMA map of CO (2–1) emission in the center of NGC 3256 (Sakamoto, Ho & Peck, 2006)]]
The data were taken in six different datasets over two consecutive nights: April 16-17, 2011. There are three datasets for April 16th and three for April 17th. Here we provide you with "starter" datasets, where we have taken the raw data in ALMA Science Data Model (ASDM) format and converted them to CASA Measurement Sets (MS). We did this using the {{importasdm}} task in CASA.
The luminous infrared galaxy NGC 3256 is the brightest galaxy within ~40 Mpc. This galaxy, which is in the later stages of a merger between two gas-rich progenitors, hosts an extreme central starburst that can be seen across a wide range of wavelengths but emits most strongly in the far infrared (Smith & Harvey 1996). Hubble Space Telescope optical imaging has revealed hundreds of bright young clusters in the galactic center (Trancho et al. 2007). There is also strong evidence for a superwind in NGC 3256, indicating strong starburst-driven blow-out of the interstellar medium (Heckman et al. 2000). Imaging in the infrared, radio and X-rays has shown that NGC 3256 has two distinct nuclei aligned in the north-south direction and separated by 5 arcsec, or 850 pc, on the sky. The southern nucleus is highly obscured, rendering it invisible in the optical.
[What else are we going to do to the data we provide?]
Because of its proximity and the fact that it is observed nearly face-on, NGC 3256 is an ideal target to study merger-induced starbursts in the local Universe. In fact, NGC 3256 could be regarded as the southern sky equivalent of Arp 220, the archetype of infrared-luminous merging galaxies.
Along with the Measurement Sets, we also provide the Tsys tables...[more]
Neutral gas in this galaxy was first studied by English et al (2003), who detected two HI tidal tails that extend up to 50 kpc. High-resolution observations of carbon-monoxide (CO 2-1) in NGC 3256 were made by Sakamoto et al. (2006) using the Submillimeter Array (SMA). This study revealed a large disk of molecular gas (r > 3 kpc) in the center of the merger, with a strong gas concentration toward the double nucleus. This gas disk rotates around a point between the two nuclei. In addition, high-velocity molecular gas was discovered at the galaxy's center, with velocities up to 420 km/s offset from the systemic velocity of the galaxy.
You can download the data here:
==ALMA Data Overview==
[Provide link to the raw .ms files in tar'd, gzip'd format]
ALMA Science verification data on NGC3256 in Band 3 were taken in six different
datasets over two consecutive nights: April 16-17, 2011. There are three datasets
for April 16th and three for April 17th. These Band 3 observations utilized all four
available basebands, which are associated with four different spectral windows: two
in the Upper Sideband (USB) and two in the Lower Sideband (LSB). The first spectral
window is centered on the CO(1-0) emission line in the galaxy NGC 3256 and is our
highest frequency spectral window. There is one additional spectral window in the
Upper Side Band (USB), and there are two spectral windows in the Lower Side Band
(LSB). These additional spectral windows are used to measure the continuum emission
in the galaxy and may contain other emission lines as well. Each spectral window
has a total bandwidth of 2 GHz divided over 128 channels, for a channel width of
15.625 MHz, corresponding to about 40 km/s. Online Hanning smoothing was applied to
the data, resulting in a spectral resolution that is twice the channel separation.
For the antenna configuration that was used during these observations, the angular
resolution is expected to be about 6.5".
Once the download has finished, unpack the file:
Due to unfortunate weather conditions during the days planned for these
<source lang="python">
observations, the data were taken at Band 3 although no previous interferometric
# In a terminal outside CASA
CO(1-0) observations of this galaxy exist. Casoli et al. (1990) observed the CO(1-0)
tar -xvf ngc3256band3.tgz
line with the SEST 15 single dish telescope and were just able to measure a velocity
</source>
field with 22" resolution. Interferometric observations were first made with the SMA
in the CO(2-1) line by Sakamoto, Ho & Peck (2006). Because those observations were
[Also provide links to the calibrated data (but maybe not here?)]
made at a higher frequency, the angular resolution is higher (~2") than that of the
ALMA observations shown here, taken in a very compact configuration. Nonetheless, it
==Initial inspection and ''a priori'' flagging==
is possible to make a direct comparison of the distribution and velocity of the
We start by defining an array 'basename' that includes the names of the six files used here. This will simplify the following steps by allowing us to loop through the files using a simple for-loop in python.
CO(2-1) and (1-0) gas by looking, for example, at the south-western clump and the
north-eastern 'arm', which are consistent in both data sets.
The usual first step is then to get some basic information about the data. We do this using the task {{listobs}}, which will output a detailed summary of each dataset supplied.
<source lang="python">
# In CASA
for name in basename:
listobs(vis=name+'.ms')
</source>
The output will be sent to the CASA logger. You will have to scroll up to see the individual output for each of the six datasets. Here is an example of the most relevant output for the first file in the list.
We thank the following people for suggesting NGC3256 for ALMA Science Verification:
1 128 TOPO 113211.988 15625 2000000 113204.175 XX YY
2 1 TOPO 114188.55 1796875 1796875 113204.175 XX YY
3 128 TOPO 111450.813 15625 2000000 111443 XX YY
4 1 TOPO 112427.375 1796875 1796875 111443 XX YY
5 128 TOPO 101506.187 15625 2000000 101514 XX YY
6 1 TOPO 100498.375 1796875 1796875 101514 XX YY
7 128 TOPO 103050.863 15625 2000000 103058.675 XX YY
8 1 TOPO 102043.05 1796875 1796875 103058.675 XX YY
Sources: 48
ID Name SpwId RestFreq(MHz) SysVel(km/s)
0 1037-295 0 - -
0 1037-295 9 - -
0 1037-295 10 - -
0 1037-295 11 - -
0 1037-295 12 - -
0 1037-295 13 - -
0 1037-295 14 - -
0 1037-295 15 - -
0 1037-295 1 - -
0 1037-295 2 - -
0 1037-295 3 - -
0 1037-295 4 - -
0 1037-295 5 - -
0 1037-295 6 - -
0 1037-295 7 - -
0 1037-295 8 - -
1 Titan 0 - -
1 Titan 9 - -
1 Titan 10 - -
1 Titan 11 - -
1 Titan 12 - -
1 Titan 13 - -
1 Titan 14 - -
1 Titan 15 - -
1 Titan 1 - -
1 Titan 2 - -
1 Titan 3 - -
1 Titan 4 - -
1 Titan 5 - -
1 Titan 6 - -
1 Titan 7 - -
1 Titan 8 - -
2 NGC3256 0 - -
2 NGC3256 9 - -
2 NGC3256 10 - -
2 NGC3256 11 - -
2 NGC3256 12 - -
2 NGC3256 13 - -
2 NGC3256 14 - -
2 NGC3256 15 - -
2 NGC3256 1 - -
2 NGC3256 2 - -
2 NGC3256 3 - -
2 NGC3256 4 - -
2 NGC3256 5 - -
2 NGC3256 6 - -
2 NGC3256 7 - -
2 NGC3256 8 - -
Antennas: 7:
ID Name Station Diam. Long. Lat.
0 DV04 J505 12.0 m -067.45.18.0 -22.53.22.8
1 DV06 T704 12.0 m -067.45.16.2 -22.53.22.1
2 DV07 J510 12.0 m -067.45.17.8 -22.53.23.5
3 DV08 T703 12.0 m -067.45.16.2 -22.53.23.9
4 DV09 N602 12.0 m -067.45.17.4 -22.53.22.3
5 PM02 T701 12.0 m -067.45.18.8 -22.53.22.2
6 PM03 J504 12.0 m -067.45.17.0 -22.53.23.0
</pre>
Note that there are more than four SpwIDs even though the observations were set up to have four spectral windows. The spectral line data themselves are found in spectral windows 1,3,5,7, which have 128 channels each. The first one is centered on the CO(1-0) emission line in the galaxy NGC 3256, and is our highest frequency spectral window. There is one additional spectral window (spw 3) in the Upper Side Band (USB), and two spectral windows (spw 5 and 7) in the Lower Side Band (LSB). These additional spectral windows are used to measure the continuum emission in the galaxy, and may contain other emission lines as well.
To download the data, click on the region closest to your location:
Spectral windows 2,4,6,8 are the respective channel averages. These are not useful for the offline data reduction. Spectral window 0 contains the WVR data. There are additional SpwIDs listed in the "Sources" section, which are not listed ''Spectral Windows" section. These are spectral windows reserved for the WVRs of each antenna (seven in our case). At the moment, all WVRs point to spw 0 which has nominal
[http://almascience.nrao.edu/almadata/sciver/NGC3256 North America]
frequencies, so the additional spw's 9 to 15 are not used and can be ignored.
Another important thing to note is that the position of Titan is listed as 00:00:00.0000 +00.00.00.0000. This is obviously not correct, and is due to the fact that for ephemeris objects the positions are currently not stored in the asdm. This will be handled correctly in the near future, but at present we have to fix this ofline. We will fix the coordinates below by running the procedure fixplanet.
There are a number of scans in the data that were used by the online system for pointing calibration. These scans are no longer needed, and we can flag them easily by selecting on 'intent':
*'''NGC3256_Band3_UnCalibratedMSandTablesForReduction''' - Here we provide you with "starter" datasets, where we have taken the raw data in ALMA Science Data Model (ASDM) format and converted them to CASA Measurement Sets (MS). We did this using the {{importasdm}} task in CASA. Along with the raw data, we also provide some tables that you will need for the calibration which cannot currently be generated inside of CASA (for Early Science, these tables will either be pre-applied or supplied with the data).
[FLAGGING HERE IS FINE, BUT IT WILL HAVE TO LOOP OVER THE MS's]
[Martin: Is there any reason you sometimes use double quotes and sometimes single?: No, that's just me being sloppy. We should use single quotes throughout, I think.]
To see which files you will need, read on below. The downloads to your local computer will take some time, so you may wish to begin them now.
Some initial flagging: For uid___A002_X1d54a1_X174.ms there is a outlying feature in spw=7, antenna DV04. This corresponds to scan 5 and 9, so we flag those data:
'''NOTE: CASA 3.3 or later is required to follow this guide.''' For more information on obtaining the latest version of CASA, see [http://casa.nrao.edu/ http://casa.nrao.edu].
Antenna DV07 shows large delays for the first three data sets.
In this tutorial, or "casaguide", we will guide you step-by-step through the reduction of the ALMA science verification data on NGC3256 and its subsequent imaging. This casaguide consists of two parts:
We correct this by calculating a K-type delay calibration table with gencal. The parameters are the delays measured in ns, first cycling over polarization product and then over spectral window, thus giving eight numbers in total.
Before creating these tables, delete any existing version
<source lang="python">
# In CASA
for i in range(3): # loop over the first three ms's
We will apply these K tables to the data in the next section.
1) '''[[NGC3256 Band3 - Calibration]]'''
==Tsys calibration and WVR Correction==
2) '''[[NGC3256 Band3 - Imaging]]'''
First, we apply the delay correction table and the WVR calibration tables to the data. We do this in two steps, first cycling over the three data sets from the first day of observations, because we have to correct the delay error for DV07 for those data. For the last three data sets, taken during the second day, we do not need to correct the delays, so we just apply the WVR tables:
To complete the Calibration section of the tutorial, you will need the data in the first directory: NGC3256_Band3_UnCalibratedMSandTablesForReduction. For those wishing to skip the calibration section and proceed to Imaging, we also provide the fully-calibrated data in the NGC3256_Band3_CalibratedData directory. Finally, we provide the final continuum and spectral line images in the NGC3256_Band3_ReferenceImages directory.
<source lang="python">
For a similar tutorial on the reduction of ALMA Band 7 data on TW Hydra, see the casaguide '''[[TWHydraBand7]]'''.
# In CASA
for i in range(3): # loop over the first three data sets
Now split out the data sets with delays and WVR tables applied. These data sets are given the extention "_K_WVR", to indicate that the delay tables and WVR tables have been applied.
For both portions of the guide, we will provide you with the full CASA commands needed to carry out each step.
<source lang="python">
<source lang="python">
# In CASA
# In CASA
for name in basename:
The commands you need to execute
os.system('rm -rf '+name+'_K_WVR.ms*')
will be displayed in regions
split(vis=name+".ms", outputvis=name+"_K_WVR.ms",
like this.
datacolumn='corrected')
</source>
</source>
Now, on the Tsys calibration...
Simply copy and paste the commands in order into your CASA terminal. You may also type the commands in by hand if desired, but be mindful of typos. Note that you may need to hit Enter twice in order for the process to start running. Also note that copying and pasting multiple commands at a time may not work, so only copy and paste the contents of one region at a time.
[Talk about what each thing does and how we currently must use the un-concatenated data for each.]
'''To learn how to extract the CASA commands into an executable python script, click [http://casaguides.nrao.edu/index.php?title=Extracting_scripts_from_these_tutorials here].'''
First we will inspect the Tsys tables:
Occasionally we will also show output to the CASA logger:
Note that we only plot the spectral windows with the spectral line data, and we set timerange="<2020" because [WHY?] Everything looks fine in the plot files produced, so we apply the Tsys values and WVR corrections with {{applycal}}:
[DOES THAT MEAN WE ARE JUST PROVIDING THE WVR TABLES AS WELL, INSTEAD OF HAVING THEM GENERATE THEM? Yes we will provide the WVR tables. We don not want the users to use wvrgcal.]
Apply the Tsys tables. Do it for every field separately, so that the appropriate cal data are applied to the right fields.
The WVR and Tsys tables are now applied in the DATA column of the resultant measurement sets. The new data sets have the extension "_line", to indicate that these only contain the line data, and no longer carry the "channel average" spectral windows with them. These measurement sets therefore have four spectral windows.
Now we concatenate the six individual data sets to make one big measurement set. We define an array comvis that contains the names of the ms's we wish to concatenate, and then run the task {{concat}}.
<source lang="python">
# In CASA
comvis=[]
for name in basename:
comvis.append(name+"_line.ms")
os.system('rm -rf ngc3256_line.ms*')
concat(vis=comvis, concatvis="ngc3256_line.ms")
</source>
---More to come here---
[THESE FLAGGING COMMANDS WERE HIGHER UP, BUT I THINK THEY SHOULD BE MOVED BELOW CONCAT, MAYBE AFTER A BASIC PLOTMS]
Titan is our primary flux calibrator. However, for the second day of observations, Titan had moved to close to Saturn, and the rings move into the primary beam. [Check this be using {{plotms}}, plot amp vs. uvdist.]. We therefore flag the Titan scans for the second day:
<source lang="python">
# In CASA
flagdata(vis = 'ngc3256_line.ms', flagbackup = F,
timerange=">2011/04/16/12:00:00", field='Titan')
</source>
Now fix the position of Titan in the combined data set. The position of Titan is set to 00,00, but the following procedure will replace that with the position that the telescopes were actually pointing at and recalculates the uvw coordinates:
Before we do the bandpass calibration, we use {{gaincal}} to determine phase-only gaincal solutions for the bandpass calibrator, to correct for any phase variations with time. In these data, the phase calibrator and bandpass calibrator are the same source, so we just run this on 1037. For the solution interval we use solint='inf', which means that one gain solution will be determined for every scan. For our reference antenna, we choose PM03. The average of channels 40 to 80 is used to determine the antenna-based phase solutions. The output calibration table is named "ngc3256.G1".
<source lang="python">
# In CASA
gaincal(
vis = 'ngc3256_line.ms', caltable = 'ngc3256.G1', spw = '*:40~80', field = '1037*',
[IS SOLINT='INF' REALLY THE RIGHT THING TO DO? I WAS ALWAYS TAUGHT TO USE SOMETHING SHORT FOR THIS, LIKE THE INTEGRATION TIME...] -> Yes, changed to int
We check the time variations of the phases with {{plotcal}}. We make plot of the XX and YY polarization products separately and make different subplots for each of the spectal windows. This is done by selecting iteration of 'spw' and subplot=221. and generate png plots
Now that we have a first measurement of the phase variations as function of time, we can determine the bandpass solutions with {{bandpass}}, using the phase calibration table 'on-the-fly'.
First, plot the phase as a function of frequency for 1037. We use avgscan=T and avgtime='1E6' to average in time over all scans, and coloraxis='baseline' is used to colorize by baseline.
For a brief introduction to the different ways CASA can be run, see the [[EVLA_Spectral_Line_Calibration_IRC%2B10216#How_to_Use_This_casaguide]] page. For further help getting started with CASA, see [[Getting_Started_in_CASA]].
The luminous infrared galaxy NGC 3256 is the brightest galaxy within ~40 Mpc. This galaxy, which is in the later stages of a merger between two gas-rich progenitors, hosts an extreme central starburst that can be seen across a wide range of wavelengths but emits most strongly in the far infrared (Smith & Harvey 1996). Hubble Space Telescope optical imaging has revealed hundreds of bright young clusters in the galactic center (Trancho et al. 2007). There is also strong evidence for a superwind in NGC 3256, indicating strong starburst-driven blow-out of the interstellar medium (Heckman et al. 2000). Imaging in the infrared, radio and X-rays has shown that NGC 3256 has two distinct nuclei aligned in the north-south direction and separated by 5 arcsec, or 850 pc, on the sky. The southern nucleus is highly obscured, rendering it invisible in the optical.
Because of its proximity and the fact that it is observed nearly face-on, NGC 3256 is an ideal target to study merger-induced starbursts in the local Universe. In fact, NGC 3256 could be regarded as the southern sky equivalent of Arp 220, the archetype of infrared-luminous merging galaxies.
Neutral gas in this galaxy was first studied by English et al (2003), who detected two HI tidal tails that extend up to 50 kpc. High-resolution observations of carbon-monoxide (CO 2-1) in NGC 3256 were made by Sakamoto et al. (2006) using the Submillimeter Array (SMA). This study revealed a large disk of molecular gas (r > 3 kpc) in the center of the merger, with a strong gas concentration toward the double nucleus. This gas disk rotates around a point between the two nuclei. In addition, high-velocity molecular gas was discovered at the galaxy's center, with velocities up to 420 km/s offset from the systemic velocity of the galaxy.
ALMA Data Overview
ALMA Science verification data on NGC3256 in Band 3 were taken in six different
datasets over two consecutive nights: April 16-17, 2011. There are three datasets
for April 16th and three for April 17th. These Band 3 observations utilized all four
available basebands, which are associated with four different spectral windows: two
in the Upper Sideband (USB) and two in the Lower Sideband (LSB). The first spectral
window is centered on the CO(1-0) emission line in the galaxy NGC 3256 and is our
highest frequency spectral window. There is one additional spectral window in the
Upper Side Band (USB), and there are two spectral windows in the Lower Side Band
(LSB). These additional spectral windows are used to measure the continuum emission
in the galaxy and may contain other emission lines as well. Each spectral window
has a total bandwidth of 2 GHz divided over 128 channels, for a channel width of
15.625 MHz, corresponding to about 40 km/s. Online Hanning smoothing was applied to
the data, resulting in a spectral resolution that is twice the channel separation.
For the antenna configuration that was used during these observations, the angular
resolution is expected to be about 6.5".
Due to unfortunate weather conditions during the days planned for these
observations, the data were taken at Band 3 although no previous interferometric
CO(1-0) observations of this galaxy exist. Casoli et al. (1990) observed the CO(1-0)
line with the SEST 15 single dish telescope and were just able to measure a velocity
field with 22" resolution. Interferometric observations were first made with the SMA
in the CO(2-1) line by Sakamoto, Ho & Peck (2006). Because those observations were
made at a higher frequency, the angular resolution is higher (~2") than that of the
ALMA observations shown here, taken in a very compact configuration. Nonetheless, it
is possible to make a direct comparison of the distribution and velocity of the
CO(2-1) and (1-0) gas by looking, for example, at the south-western clump and the
north-eastern 'arm', which are consistent in both data sets.
We thank the following people for suggesting NGC3256 for ALMA Science Verification:
Kazushi Sakamoto, Satoki Matsushita.
Obtaining the Data
To download the data, click on the region closest to your location:
Here you will find three gzipped tar files which, after unpacking, will create three directories:
NGC3256_Band3_UnCalibratedMSandTablesForReduction - Here we provide you with "starter" datasets, where we have taken the raw data in ALMA Science Data Model (ASDM) format and converted them to CASA Measurement Sets (MS). We did this using the importasdm task in CASA. Along with the raw data, we also provide some tables that you will need for the calibration which cannot currently be generated inside of CASA (for Early Science, these tables will either be pre-applied or supplied with the data).
NGC3256_Band3_CalibratedData - The fully-calibrated uvdata, ready for imaging and self-calibration
NGC3256_Band3_ReferenceImages - The final continuum and spectral line images
To see which files you will need, read on below. The downloads to your local computer will take some time, so you may wish to begin them now.
NOTE: CASA 3.3 or later is required to follow this guide. For more information on obtaining the latest version of CASA, see http://casa.nrao.edu.
NGC3256 Data Reduction Tutorial
In this tutorial, or "casaguide", we will guide you step-by-step through the reduction of the ALMA science verification data on NGC3256 and its subsequent imaging. This casaguide consists of two parts:
To complete the Calibration section of the tutorial, you will need the data in the first directory: NGC3256_Band3_UnCalibratedMSandTablesForReduction. For those wishing to skip the calibration section and proceed to Imaging, we also provide the fully-calibrated data in the NGC3256_Band3_CalibratedData directory. Finally, we provide the final continuum and spectral line images in the NGC3256_Band3_ReferenceImages directory.
For a similar tutorial on the reduction of ALMA Band 7 data on TW Hydra, see the casaguide TWHydraBand7.
How to use this casaguide
For both portions of the guide, we will provide you with the full CASA commands needed to carry out each step.
# In CASAThecommandsyouneedtoexecutewillbedisplayedinregionslikethis.
Simply copy and paste the commands in order into your CASA terminal. You may also type the commands in by hand if desired, but be mindful of typos. Note that you may need to hit Enter twice in order for the process to start running. Also note that copying and pasting multiple commands at a time may not work, so only copy and paste the contents of one region at a time.
To learn how to extract the CASA commands into an executable python script, click here.
Occasionally we will also show output to the CASA logger:
This output will be displayed
in regions like this.