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Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

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CASA Tutorial -- 7 October Beta Disclaimer This really is a Beta Release! still missing functionality there are known failure modes will find new problems Improvements in upcoming patches move towards handling ALMA/EVLA “use cases” better handling of calibration

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Page 1: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

Introduction to CASA and Basic Data

Reduction OverviewSteven T. Myers

CASA Project Scientist (NRAO)

Page 2: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 20082

Beta Release StatusCASA Status:

in Beta Release since October 2007roughly quarterly “patches”

Current Release: Beta Release Patch 3

target release date October 15general release

register at my.nrao.edu , no password for download

Page 3: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 20083

Beta DisclaimerThis really is a Beta Release!

still missing functionalitythere are known failure modeswill find new problems Improvements in upcoming patchesmove towards handling ALMA/EVLA “use cases”better handling of calibration

Page 4: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 20084

Curriculumschedule:

~1 hour orientation lecture + demo (this talk)hands-on data reduction with datasets:

VLA Continuum Polarization (3C129)

VLA Spectral Line (NGC2403)

BIMA 3mm line mosaic (NGC4826)

intended to be interactiveif you need help - ask!

Page 5: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 20085

Starting CASAFrom your workstation (running RHEL):

type ‘casapy-test’ at promptthis is the pre-release test version of Beta Patch 3 at AOC

quit CASA using ‘exit’brings up IPython shell plus casalogger GUI

Other releases available for downloadnot yet built for Patch 3...

Page 6: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 20086

Getting User SupportFirst stop: Read the Manual!

CASA Home: http://casa.nrao.eduCookbook, and “help” within CASA

CASA Helpdesk & Support Cadres“Helpdesk” under my.nrao.edu

submit Issues

User Support Specialists (Gustaaf at AOC)will handle your Helpdesk ticket and interface with developers

Page 7: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 20087

Tutorial ContentsI - InterfaceII - Tasks & ToolsIII - Data in CASAIV - Data Processing WorkflowV - Example Use Cases

Page 8: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 20088

I - InterfaceDocumentationIPython & PythonCrashes & RecoveryCASA helpCASA task interfaceFunctionality

Page 9: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 20089

CASA DocumentationCASA Analysis cookbook (draft):

http://casa.nrao.edu/Doc/Draft/Cookbook/casa_cookbook.pdf

CASA User Reference Manual: http://casa.nrao.edu/docs/casaref/CasaRef.html

Python: http://python.org/doc (e.g., see Tutorial for novices)

IPython: http://ipython.scipy.org/moin/Documentation

matplotlib: http://matplotlib.sourceforge.net/

Page 10: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200810

CASA InterfaceIPython

shell accessautoparenthesis (autocall)command historysession logging (ipython.log, casapy.log)numbered input/outputhistory/searching

Pythonsee standard manuals, Cookbook Appendix D

Page 11: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200811

Python Pointersto run a .py script:execfile(‘<scriptname>’)

example: execfile(‘ngc5921_demo.py’)

indentation matters!be careful when doing cut-and-paste to Pythoncut a few (4-6) lines at a time

variables are global!tasknames are objects (not variables)

Page 12: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200812

Crashes & RecoveryBeta Release still has crash modes

plotting in particular (plotxy and plotcal) can get a segmentation fault

If in doubt, exit and restart casapyget rid of orphaned loggersyou may have to use ps to find rogue casapy processes and kill them

Page 13: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200813

Part II - Tasks & Toolsoverview of tasks and tools in CASAintroduction to the task interfacehow to get help on tasks and toolshow tools underly the taskshow to run tasks asynchronously

Page 14: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200814

Tasks and tools in CASA

Tasks - high-level functionalityfunction call or parameter handling interfacethese are what you should use in tutorial

Tools - complete functionalitytool.method calls, used by taskssometimes shown in tutorial scripts

Page 15: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 2008

Key TasksTask list:

may be different in test and release versionsasap_init to load single-dish tasks and tools

QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

Page 16: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200816

Task Executiontwo ways to invoke:

call from Python as functions with arguments

taskname( arg1=val1, arg2=val2, ... )

unspecified parameters will be defaulted (globals not used)

use standard tasking interfaceuse global variables for task parameters

see Chapter 1.3 in Cookbook

Page 17: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200817

Task Interfacestandard tasking interface

use parameters set as global Python variables

set <param> = <value> (e.g. vis = ‘ngc5921.demo.ms’ )

parameter manipulation commandsusing inp , default , saveinputs , tget

execute<taskname> or go ( e.g. clean() )

return valuessome tasks return Python dictionaries, e.g. myval=imval()

Page 18: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200818

Task Interfaceexamine task parameters with inp :

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Page 19: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200819

Expandable Parameters

boldface parameter are expandable

QuickTime™ and aTIFF (Uncompressed) decompressor

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Page 20: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200820

QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

Parameter Checkingsanity checks of parameters in inp :

erroneousvalues in red

Page 21: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200821

Help on TasksIn-line help <taskname> command:

QuickTime™ and aTIFF (Uncompressed) decompressor

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Page 22: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200822

Tools in CASACASA Toolkit underneath tasks

core AIPS++ code (mostly in C++)

tools are functions call from casapy as <tool>.<method>()default tool objects are pre-constructed

e.g. imager (im) , calibrater (cb), ms (ms) , etc. (see toolhelp)

Page 23: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200823

CASA Tool Listlist of default tools from toolhelp :

tools described in the CASA User Reference Manual:

http://casa.nrao.edu/docs/casaref/CasaRef.html

QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

Page 24: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200824

Asynchronous Tasksrun tasks in background

set parameter async=Trueruns as separate process

use taskmanager tool (tm) to monitor (Cookbook Chapter 1.3.2)

messages will appear in logger in the asynchronous order

useful to avoid known problems (e.g. exportfits / importfits)

cannot retrieve return values from async tasks

Page 25: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200825

III - Data in CASAdata in CASA are stored in tables

interferometry data in Measurement Sets (MS)also tables for images and calibration tablesformats and structures defined in CASA memos

accessed through table and ms toolsrow and column structure is logical not physical

Page 26: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200826

The Measurement Setthe MS is a directory on disk

the MAIN table in table.* filesalso contains sub-tables

e.g. FIELD, SOURCE, ANTENNA, etc.

sub-tables are sub-directoriesto copy must cp -rf to get contents

WARNING: moving a MS can break cal-table dependencies

Page 27: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200827

Example MSExample: ls ngc5921.usecase.ms

ls ngc5921.usecase.ms/FIELD

Page 28: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200828

MAIN Table ContentsExample using task browsetable:

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Page 29: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200829

More MS Detailsoften will refer to “rows” & “columns”

rows = integrations in spectral windowscolumns = time, u, v, w, DATA, weights, etc.

there are “scratch columns”created when needed - can bloat the MS

but (usually) less space than scratch copy of MS!

CORRECTED_DATA , MODEL_DATA, IMAGING_WEIGHTS

Page 30: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200830

Data Selectionstandard MS selection syntax

see Chapter 2.5 of CASA Cookbooksyntax detailed in CASA Memo

http://casa.nrao.edu/Memos/msselection/index.html

Page 31: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200831

Selection Examplestandard selection parameters

e.g. for task gaincal:

field and spw common standard selections

expandable selectdata with other selections as sub-parameters

Page 32: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200832

Selection Syntaxsee Chapter 2.5 of Cookbook

field - string with source name or field IDcan use ‘*’ as wildcard, first checks for name, then ID

example: field = ‘1331+305’ ; field = ‘3C*’ ; field = ‘0,1,4~5’

spw - string with specwindow ID plus channels

use ‘:’ as separator of spw from optional channelization

use ‘^’ as separator of channels from step/width

example: spw = ‘0~2’ ; spw = ‘1:10~30’ ; spw = ‘2~5:5~54^5’

Page 33: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200833

Selection Syntaxsee Chapter 2.5 of Cookbook

antenna - string with antenna name or IDfirst check for name, then ID (beware VLA name 1-27, ID 0-26)

example: antenna = ‘1~5,11’ ; antenna = ‘VA*’

timerange - string with date/time rangespecify ‘T0~T1’ , missing parts of T1 default to T0, can give ‘T0+dT’

example: timerange = ‘2007/10/16/01:00:00~06:30:00’

Page 34: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200834

IV - Reduction Philosophy

data is imported into MSkeep original DATA inviolate

calibration is carried in cal-tableswill discuss cal-table philosophy later

imaging creates images from MSfeed back model images for self-calibration

Page 35: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200835

Data PhilosophyOriginal data kept intact by default

DATA (and WEIGHT) columnsdo not change in original MS

user can use toolkit to mess with these also

MS “scratch columns” are usedused for adjusted data and model visibilities

BETA: user must keep track ; Post-Beta: hide table and MS state

Page 36: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200836

CASA Workflow Chartworkflow:

importexamine / flagcalibrateimageanalyze

Page 37: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200837

Workflow Stepsfollow rough workflow path:

import data (from UVFITS or archive formats)examine data and edit out bad visibilitiescalibrate data (through cal-tables)image data (various deconvolution methods)image and uv analysis (e.g. moments)data and image visualization (whenever needed)

Page 38: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200838

Import Datasee Chapter 2 of Cookbook

task importuvfits UVFITS data (e.g. from AIPS)

task importvla VLA “export” format (e.g. from archive)

task importasdm ALMA data format (also EVLA eventually)

Page 39: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200839

Data Examinationsee Chapter 3 of Cookbook

task listobslist summary of MS

task plotxyx-y line plots

task browsetable (casabrowser outside casapy)

Qt browser for tables (e.g. MS and images)

casaviewer - view raster images of MS

Page 40: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200840

Flaggingsee Chapter 3 of Cookbook

task plotxydraw boxes around points and flag

casaviewer ( task viewer )draw boxes on raster and flag (modes similar to AIPS TVFLG)

task flagdata - manual flagging, clipping, etc.task flagmanager - backup & restore flags

Page 41: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200841

Task plotxyuse plotxy for simple data plots & flagging

before (left) and after (right) editing and calibration

Page 42: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200842

Task plotxyinteractive plotting and flagging

averagingtimebin, width (time & channel averaging)

iteration iteration = ‘antenna’ , ‘field’ , ‘time’ , ‘spw’ (or combinations)

GUI controlsbuttons for MarkRegion , Flag , Unflag , Locate , Next , Quit

plot optionsuse subplot = yxn to set multi-panels (e.g. subplot=311)controls for fontsize , markersize , other options

Page 43: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200843

Example inputsset up to plot amp vs. time

QuickTime™ and aTIFF (Uncompressed) decompressor

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Page 44: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200844

Editing Jupiterisolate blocks of bad data and remove

single bad scan on Jupiter both spw , all antennas

Page 45: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200845

MS viewingthe casaviewer can handle MS (e.g. TVFLG)

QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

Page 46: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200846

Calibrationsee Chapter 4 of Cookbook

prior calibrationsolvingcalibration table manipulationcalibration table examinationapplication to data

Page 47: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200847

Calibrationworkflow:

input datasetsolving => tablesincrementalaccumulationapplication

Page 48: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200848

Calibration Tablescalibration tables are exchanged between the calibration tasks:

Page 49: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200849

Calibration Tasksprior calibration: setjysolvers: gaincal, bandpass, polcal, blcal, fringecalmanipulation: plotcal, accum, smoothcalapplication: applycal, splitother: uvcontsub, uvmodelfit

Page 50: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200850

Parameterizationsprior calibration:

gaincurve: VLA-only for nowopacity: single tau value (for now)

gaincal: gaintype=’G’ (solution per solint time slot)gaintype=’GSPLINE’

bandpass: bandtype=’B’ (solution per channel)bandtype=’BPOLY’

No time-dependence yet

Page 51: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200851

Calibration Processingsetjy (or ft)

specify a model image (for selfcal or resolved cals)

smoothcalMean, median smoothing of cal tables

accumcalibration re-sampling

Incremental/cumulative calibration

Page 52: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200852

Imagingsee Chapter 5 of Cookbook

task cleansingle-field cleaning, variety of algorithms

mosaicing using uv-gridder (uv-plane mosaicing on single image)

interactive and non-interactive operation

task widefield - widefield imaging prototypew-projection and faceting

task feather - combine single-dish and uvMS

Page 53: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200853

Interactive CLEANclean has interactive mode

interactive=True

uses the viewercan change cycles during cleaningdraw boxes and polygon regions for masking

QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

Page 54: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200854

Cube ChannelizationWhen using mode=‘channel’

select spectral windows of the data, e.g. spw=‘0,1’

the width is then set in units of first data spw channel width

QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

Page 55: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200855

Imaging spectral cubes

Other cube considerations... Averaging of data channel in imaging is always ‘mfs’ style…i.e gridded with different (u,v)If a mode=’velocity’ cube is chosen, then data will be gridded into LSRK binsIf simple data averaging is needed split is recommended

Page 56: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200856

Mosaicing in cleanuse imagermode=’mosaic’

deconvolution on “Sault” (constant noise) image

User can set make PB corrected image at end

primary beam coverage x Sky in image planeConvolution with aperture cross-correlation function in uv-domain

Advantages of doing mosaicing in uvFasterapply correct beam transform for each baseline (e.g. different dish size, change of pb with frequency, beam errors etc.)

Parameter “ftmachine” sets thisPossibilities are 'ft' or 'mosaic'

Page 57: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200857

More cleanMosaicing parameters continued:mosweight: important/different for uniform and Brigg's weighting scheme. Use per field weighting if mosweight=True

Cotton-Scwab major cyclesimagermode=’csclean’ or ‘mosaic’returns to residual visibilities at major cyclescyclefactor : controls major cycle depth

larger => more major cycles (clean will take longer)

to a lesser extent cyclespeedup (for a non-converging clean)

Page 58: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200858

Image DisplayThe viewer

Cookbook Chapter 7

QuickTime™ and aTIFF (Uncompressed) decompressor

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QuickTime™ and aTIFF (Uncompressed) decompressor

are needed to see this picture.

Page 59: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200859

Image Analysissee Chapter 6 of Cookbook

task imhead - get and change image header information

task immoments - computes moment images of spectral cube

task immath - combine images and do image mathusing Lattice Expression Language (LEL)also: Spectral Index, Linear Polarized Intensity and Angle

task imstat - return statistics on regions of image

task imval - return values for pixel or region of image

task imfit - fit a 2D Gaussian to the image

Page 60: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200860

Task immomentsuse viewer to look at NGC5921 moment images

Overlay contours of moment 1 (velocity) on moment 0(intensity)

Page 61: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200861

V - Scripts & DataTutorial Home Page

http://casa.nrao.edu/Tutorial/20081007/

CASA Scripts & Data Pagethese are still Patch 2 versionshttp://casa.nrao.edu/casatraining.shtml

Page 62: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200862

Tutorial Homepagehttp://casa.nrao.edu/Tutorial/20081007/

Page 63: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200863

SummerSchool08 Data

The VLA tutorials:3C129 continuum data

B and C configuration export data

NGC2403 HI line dataexport data files AS649_* (VLA Archive files)

Millimeter tutorial:NGC4826 BIMA line mosaic

BIMA uvfits files

Page 64: Introduction to CASA and Basic Data Reduction Overview Steven T. Myers CASA Project Scientist (NRAO)

CASA Tutorial -- 7 October 200864

Example Use CasesNGC5921 VLA 1.4GHz spectral line

simple regression data set and scriptngc5921_demo.py

Jupiter 6cm continuuminteractive use case script

jupiter6cm_demo.py

also broken up by operations (flagging, calibration, imaging, pol)