[534] | 1 | \documentclass[11pt]{article}
|
---|
| 2 | \usepackage{a4}
|
---|
[763] | 3 | \usepackage{calc}
|
---|
[534] | 4 | \usepackage[dvips]{graphicx}
|
---|
| 5 |
|
---|
| 6 | % Adjust the page size
|
---|
| 7 | \addtolength{\oddsidemargin}{-0.4in}
|
---|
| 8 | \addtolength{\evensidemargin}{+0.4in}
|
---|
| 9 | \addtolength{\textwidth}{+0.8in}
|
---|
| 10 |
|
---|
| 11 | \setlength{\parindent}{0mm}
|
---|
| 12 | \setlength{\parskip}{1ex}
|
---|
| 13 |
|
---|
| 14 |
|
---|
[763] | 15 | \title{ATNF Spectral Analysis Package\\User Guide }
|
---|
[534] | 16 | \author{Chris Phillips}
|
---|
| 17 |
|
---|
| 18 |
|
---|
| 19 | \newcommand{\cmd}[1]{{\tt #1}}
|
---|
| 20 |
|
---|
[763] | 21 | \newcommand{\asaprc}[3]{
|
---|
| 22 | \begin{minipage}[t]{45mm}#1\end{minipage}
|
---|
| 23 | \begin{minipage}[t]{30mm}\raggedright #2\end{minipage}\hspace{3mm}
|
---|
| 24 | \begin{minipage}[t]{\textwidth-75mm}#3\end{minipage}
|
---|
| 25 | }
|
---|
| 26 |
|
---|
[534] | 27 | \begin{document}
|
---|
| 28 |
|
---|
| 29 | \maketitle
|
---|
| 30 |
|
---|
| 31 | \section{Introduction}
|
---|
| 32 |
|
---|
[544] | 33 | ASAP is a single dish spectral line processing package currently being
|
---|
| 34 | developed by the ATNF. It is intended to process data from all ATNF
|
---|
[763] | 35 | antennas, and can probably be used for other antennas if they can
|
---|
[544] | 36 | produce ``Single Dish FITS'' format. It is based on the AIPS++
|
---|
| 37 | package.
|
---|
| 38 |
|
---|
[534] | 39 | %\section{Documentation Standards}
|
---|
| 40 |
|
---|
[738] | 41 | %In most of the examples in this document, it has been assumed that the
|
---|
[534] | 42 |
|
---|
[544] | 43 | \section{Installation and Running}
|
---|
[534] | 44 |
|
---|
[738] | 45 | Currently there are installations running on Linux machines at
|
---|
[534] | 46 |
|
---|
| 47 | \begin{itemize}
|
---|
| 48 | \item Epping - use hosts {\tt draco} or {\tt hydra}
|
---|
| 49 | \item Narrabri - use host {\tt kaputar}
|
---|
[537] | 50 | \item Parkes - use host {\tt bourbon}
|
---|
[534] | 51 | \item Mopra - use host {\tt minos}
|
---|
| 52 | \end{itemize}
|
---|
| 53 |
|
---|
[763] | 54 | To start asap log onto one of these Linux hosts and enter
|
---|
[534] | 55 |
|
---|
| 56 | \begin{verbatim}
|
---|
| 57 | > cd /my/data/directory
|
---|
| 58 | > asap
|
---|
| 59 | \end{verbatim}
|
---|
| 60 |
|
---|
[544] | 61 | This starts the ASAP. To quit, you need to type \verb+^+-d
|
---|
| 62 | (control-d).
|
---|
[534] | 63 |
|
---|
| 64 | \section{Interface}
|
---|
| 65 |
|
---|
| 66 | ASAP is written in C++ and python. The user interface uses the
|
---|
| 67 | ``ipython'' interactive shell, which is a simple interactive interface
|
---|
| 68 | to python. The user does not need to understand python to use this,
|
---|
| 69 | but certain aspects python affect what the user can do. The current
|
---|
| 70 | interface is object oriented. In the future, we will build a
|
---|
| 71 | functional (non object oriented) shell on top of this to ease
|
---|
| 72 | interactive use.
|
---|
| 73 |
|
---|
| 74 | \subsection {Integer Indices are 0-relative}
|
---|
| 75 |
|
---|
| 76 | Please note, all integer indices in ASAP and iPython are {\bf 0-relative}.
|
---|
| 77 |
|
---|
| 78 | \subsection{Objects}
|
---|
| 79 |
|
---|
| 80 | The ASAP interface is based around a number of ``objects'' which the
|
---|
| 81 | user deals with. Objects range from the data which have been read from
|
---|
| 82 | disk, to tools used for fitting functions to the data. The following
|
---|
| 83 | main objects are used :
|
---|
| 84 |
|
---|
| 85 | \begin{itemize}
|
---|
[544] | 86 | \item[\cmd{scantable}] The data container (actual spectra and header
|
---|
| 87 | information)
|
---|
| 88 | \item[\cmd{fitter}] A tool used to fit functions to the spectral data
|
---|
| 89 | \item[\cmd{plotter}] A tool used to plot the spectral line data
|
---|
| 90 | \item[\cmd{reader}] A tool which can be used to read data from disks
|
---|
[534] | 91 | into a scantable object.
|
---|
| 92 | \end{itemize}
|
---|
| 93 |
|
---|
[738] | 94 | There can be many objects of the same type. Each object is referred to
|
---|
[534] | 95 | by a variable name made by the user. The name of this variable is not
|
---|
[763] | 96 | important and can be set to whatever the user prefers (i.e. ``s'' and
|
---|
[534] | 97 | ``ParkesHOH-20052002'' are equivalent). However, having a simple and
|
---|
| 98 | consistent naming convention will help you a lot.
|
---|
| 99 |
|
---|
[544] | 100 | \subsection{Member Functions (functions)}
|
---|
[534] | 101 |
|
---|
| 102 | Following the object oriented approach, objects have associated
|
---|
| 103 | ``member functions'' which can either be used to modify the data in
|
---|
| 104 | some way or change global properties of the object. In this document
|
---|
| 105 | member functions will be referred to simply as functions. From the
|
---|
[538] | 106 | command line, the user can execute these functions using the syntax:
|
---|
[534] | 107 | \begin{verbatim}
|
---|
| 108 | ASAP> out = object.function(arguments)
|
---|
| 109 | \end{verbatim}
|
---|
| 110 |
|
---|
| 111 | Where \cmd{out} is the name of the returned variable (could be a new
|
---|
[544] | 112 | scantable object, or a vector of data, or a status return),
|
---|
| 113 | \cmd{object} is the object variable name (set by the user),
|
---|
| 114 | \cmd{function} is the name of the member function and \cmd{arguments}
|
---|
| 115 | is a list of arguments to the function. The arguments can be provided
|
---|
| 116 | either though position or \cmd{name=}. A mix of the two can be used.
|
---|
| 117 | E.g.
|
---|
[534] | 118 |
|
---|
| 119 | \begin{verbatim}
|
---|
| 120 | ASAP> av = scans(msk,weight='tsys')
|
---|
| 121 | ASAP> av = scans(mask=msk,weight='tsys')
|
---|
[763] | 122 | ASAP> av = scans(msk,tsys)
|
---|
[544] | 123 | ASAP> scans.polybaseline(mask=msk, order=0, insitu=True)
|
---|
[534] | 124 | ASAP> scans.polybaseline(msk,0,True)
|
---|
| 125 | ASAP> scans.polybaseline(mask, insitu=True)
|
---|
| 126 | \end{verbatim}
|
---|
| 127 |
|
---|
| 128 | \subsection{Global Functions}
|
---|
| 129 |
|
---|
[544] | 130 | It does not make sense to implement some functions as member
|
---|
| 131 | functions, typically functions which operate on more than one
|
---|
| 132 | scantable (e.g. time averaging of many scans). These functions will
|
---|
| 133 | always be referred to as global functions.
|
---|
[534] | 134 |
|
---|
[538] | 135 | \subsection{Interactive environment}
|
---|
[534] | 136 |
|
---|
[763] | 137 | ipython has a number of useful interactive features and a few things
|
---|
| 138 | to be aware of for the new user.
|
---|
[534] | 139 |
|
---|
| 140 | \subsubsection{String completion}
|
---|
| 141 |
|
---|
| 142 | Tab completion is enabled for all function names. If you type the
|
---|
[544] | 143 | first few letters of a function name, then type {\tt <TAB>} the
|
---|
| 144 | function name will be auto completed if it is un-ambiguous, or a list
|
---|
| 145 | of possibilities will be given. Auto-completion works for the user
|
---|
| 146 | object names as well as function names. It does not work for
|
---|
| 147 | filenames, nor for function arguments.
|
---|
[534] | 148 |
|
---|
| 149 | Example
|
---|
| 150 | \begin{verbatim}
|
---|
| 151 | ASAP> scans = scantable('MyData.rpf')
|
---|
| 152 | ASAP> scans.se<TAB>
|
---|
| 153 | scans.set_cursor scans.set_freqframe scans.set_unit scans.setpol
|
---|
[738] | 154 | scans.set_doppler scans.set_instrument scans.setbeam
|
---|
| 155 | scans.set_fluxunit scans.set_restfreqs scans.setif
|
---|
[534] | 156 | ASAP> scans.set_in<TAB>
|
---|
| 157 | ASAP> scans.set_instrument
|
---|
| 158 | \end{verbatim}
|
---|
| 159 |
|
---|
[544] | 160 | \subsubsection{Leading Spaces}
|
---|
| 161 |
|
---|
| 162 | Python uses leading space to mark blocks of code. This means that it
|
---|
| 163 | you start a command line with a space, the command generally will
|
---|
| 164 | fail with an syntax error.
|
---|
| 165 |
|
---|
[763] | 166 | \subsubsection{Variable Names}
|
---|
| 167 |
|
---|
| 168 | During normal data processing, the user will have to create named
|
---|
| 169 | variables to hold spectra etc. These must conform to the normal python
|
---|
| 170 | syntax, specifically they cannot contain ``special'' characters such
|
---|
| 171 | as \@ \$ etc and cannot start with a number (but can contain numbers).
|
---|
| 172 |
|
---|
[534] | 173 | \subsubsection{Unix Interaction}
|
---|
| 174 |
|
---|
[544] | 175 | Basic unix shell commands (\cmd{pwd}, \cmd{ls}, \cmd{cd} etc) can be
|
---|
| 176 | issued from within ASAP. This allows the user to do things like look
|
---|
| 177 | at files in the current directory. The shell command ``\cmd{cd}''
|
---|
| 178 | works within ASAP, allowing the user to change between data
|
---|
| 179 | directories. Unix programs cannot be run this way, but the shell
|
---|
| 180 | escape ``$!$'' can be used to run arbitrary programs. E.g.
|
---|
[534] | 181 |
|
---|
| 182 | \begin{verbatim}
|
---|
| 183 | ASAP> pwd
|
---|
| 184 | ASAP> ls
|
---|
| 185 | ASAP> ! mozilla&
|
---|
| 186 | \end{verbatim}
|
---|
| 187 |
|
---|
| 188 | \subsection{Help}
|
---|
| 189 |
|
---|
[538] | 190 | ASAP has built in help for all functions. To get a list of functions type:
|
---|
[534] | 191 |
|
---|
[538] | 192 | \begin{verbatim}
|
---|
| 193 | ASAP> commands
|
---|
| 194 | \end{verbatim}
|
---|
| 195 |
|
---|
| 196 | To get help on specific functions, the built in help needs to be given
|
---|
| 197 | the object and function name. E.g.
|
---|
| 198 |
|
---|
| 199 | \begin{verbatim}
|
---|
| 200 | ASAP> help scantable.get_scan
|
---|
| 201 | ASAP> help scantable.stats
|
---|
| 202 | ASAP> help plotter.plot
|
---|
| 203 | ASAP> help fitter.plot
|
---|
| 204 |
|
---|
| 205 | ASAP> scans = scantable('mydata.asap')
|
---|
| 206 | ASAP> help scans.get_scan # Same as above
|
---|
[544] | 207 | \end{verbatim}
|
---|
[538] | 208 |
|
---|
[544] | 209 | Global functions just need their name
|
---|
[538] | 210 |
|
---|
[544] | 211 | \begin{verbatim}
|
---|
[738] | 212 | ASAP> help average_time
|
---|
[538] | 213 | \end{verbatim}
|
---|
| 214 |
|
---|
| 215 | Note that if you just type \cmd{help} the internal ipython help is
|
---|
| 216 | invoked, which is probably {\em not} what you want. Type \verb+^+-d
|
---|
| 217 | (control-d) to escape from this.
|
---|
| 218 |
|
---|
[738] | 219 | \subsection{Customisation - .asaprc}
|
---|
[534] | 220 |
|
---|
[544] | 221 | ASAP use an \cmd{.asaprc} file to control the user's preference of
|
---|
[538] | 222 | default values for various functions arguments. This includes the
|
---|
[544] | 223 | defaults for arguments such as \cmd{insitu}, scantable \cmd{freqframe}
|
---|
[538] | 224 | and the plotters \cmd{set\_mode} values. The help on individual
|
---|
[544] | 225 | functions says which arguments can be set default values from the
|
---|
[538] | 226 | \cmd{.asaprc} file. To get a sample contents for the \cmd{.asaprc}
|
---|
| 227 | file use then command \cmd{list\_rcparameters}.
|
---|
[534] | 228 |
|
---|
[538] | 229 | Common values include:
|
---|
| 230 | \begin{verbatim}
|
---|
| 231 | # apply operations on the input scantable or return new one
|
---|
| 232 | insitu : False
|
---|
| 233 |
|
---|
[738] | 234 | # default output format when saving scantable
|
---|
[538] | 235 | scantable.save : 'ASAP'
|
---|
| 236 |
|
---|
| 237 | # default frequency frame to set when function
|
---|
| 238 | # scantable.set_freqframe is called
|
---|
| 239 | scantable.freqframe : 'LSRK'
|
---|
| 240 |
|
---|
| 241 | # auto averaging on read
|
---|
| 242 | scantable.autoaverage : True
|
---|
| 243 | \end{verbatim}
|
---|
| 244 |
|
---|
[763] | 245 | For a complete list of \cmd{.asaprc} values, see the appendix.
|
---|
| 246 |
|
---|
[534] | 247 | \section{Scantables}
|
---|
| 248 |
|
---|
| 249 | \subsection {Description}
|
---|
| 250 |
|
---|
| 251 | \subsubsection {Basic Structure}
|
---|
| 252 |
|
---|
| 253 | ASAP data handling works on objects called scantables. A scantable
|
---|
| 254 | holds your data, and also provides functions to operate
|
---|
| 255 | upon it.
|
---|
| 256 |
|
---|
| 257 | The building block of a scantable is an integration, which is a single
|
---|
| 258 | row of a scantable. Each row contains spectra for each beam, IF and
|
---|
| 259 | polarisation. For example Parkes multibeam data would contain many
|
---|
| 260 | beams, one IF and 2-4 polarisations, while the new Mopra 8-GHz
|
---|
| 261 | filterbank will eventually produce one beam, many IFs, and 2-4
|
---|
| 262 | polarisations.
|
---|
| 263 |
|
---|
| 264 | A collection of sequential integrations (rows) for one source is termed
|
---|
| 265 | a scan (and each scan has a unique numeric identifier, the ScanID). A
|
---|
| 266 | scantable is then a collection of one or more scans. If you have
|
---|
| 267 | scan-averaged your data in time, then each scan would hold just one
|
---|
| 268 | (averaged) integration.
|
---|
| 269 |
|
---|
| 270 | Many of the functions which work on scantables can either return a
|
---|
| 271 | new scantable with modified data or change the scantable insitu. Which
|
---|
| 272 | method is used depends on the users preference. The default can be
|
---|
| 273 | changed via the {\tt .asaprc} resource file.
|
---|
| 274 |
|
---|
| 275 | \subsubsection {Contents}
|
---|
| 276 |
|
---|
[537] | 277 | A scantable has header information and data (a scantable is actually an AIPS++
|
---|
| 278 | Table and it is stored in Memory when you are manipulating it with ASAP.
|
---|
[534] | 279 | You can store it to disk and then browse it with the AIPS++
|
---|
[537] | 280 | Table browser if you know how to do that !).
|
---|
[534] | 281 |
|
---|
| 282 | The data are stored in columns (the length of a column is the number of
|
---|
[738] | 283 | rows/integrations of course).
|
---|
[534] | 284 |
|
---|
| 285 | Two important columns are those that describe the frequency setup. We mention
|
---|
[538] | 286 | them explicitly here because you need to be able to understand the presentation
|
---|
[534] | 287 | of the frequency information and possibly how to manipulate it.
|
---|
| 288 |
|
---|
| 289 | These columns are called FreqID and RestFreqID. They contain indices, for
|
---|
| 290 | each IF, pointing into tables with all of the frequency information for that
|
---|
| 291 | integration. More on these below when we discuss the \cmd{summary} function
|
---|
| 292 | in the next subsection.
|
---|
| 293 |
|
---|
| 294 | There are of course many other columns which contain the actual spectra,
|
---|
| 295 | the flags, the Tsys, the source names and so on, but those are a little
|
---|
| 296 | more transparently handled.
|
---|
| 297 |
|
---|
| 298 | \subsection{Management}
|
---|
| 299 |
|
---|
| 300 | During processing it is possible to create a large number of scan
|
---|
| 301 | tables. These all consume memory, so it is best to periodically remove
|
---|
| 302 | unneeded scan tables. Use \cmd{list\_scans} to print a list of all
|
---|
| 303 | scantables and \cmd{del} to remove unneeded ones.
|
---|
| 304 |
|
---|
| 305 | Example:
|
---|
| 306 |
|
---|
| 307 | \begin{verbatim}
|
---|
| 308 | ASAP> list_scans
|
---|
| 309 | The user created scantables are:
|
---|
| 310 | ['s', 'scans', 'av', 's2', 'ss']
|
---|
| 311 |
|
---|
[738] | 312 | ASAP> del s2
|
---|
[534] | 313 | ASAP> del ss
|
---|
| 314 | \end{verbatim}
|
---|
| 315 |
|
---|
| 316 | There is also a function \cmd{summary} to list a summary of the scantable.
|
---|
| 317 | You will find this very useful.
|
---|
| 318 |
|
---|
| 319 | Example:
|
---|
| 320 |
|
---|
| 321 | \begin{verbatim}
|
---|
| 322 | ASAP> scans = scantable('MyData.rpf')
|
---|
| 323 | ASAP> scans.summary() # Brief listing
|
---|
| 324 | ASAP> scans.summary(verbose=True) # Include frequency information
|
---|
[544] | 325 |
|
---|
| 326 | # Equivalent to brief summary function call
|
---|
[738] | 327 | ASAP> print scan
|
---|
[534] | 328 | \end{verbatim}
|
---|
| 329 |
|
---|
| 330 | Most of what the \cmd{summary} function prints out is obvious. However,
|
---|
[738] | 331 | it also prints out the FreqIDs and RestFreqIDs to which we alluded above.
|
---|
[534] | 332 | These are the last column of the listing.
|
---|
| 333 |
|
---|
| 334 | The summary function gives you a scan-based summary. So it lists all of
|
---|
| 335 | the FreqIDs and RestFreqIDs that it encountered for each scan. If you'd
|
---|
| 336 | like to see what each FreqID actually means, then set the verbose
|
---|
[738] | 337 | argument to True and the frequency table will be listed at the end.
|
---|
[534] | 338 | FreqID of 3 say, refers to the fourth row of the frequency table (ASAP
|
---|
| 339 | is 0-relative). The list of rest frequencies, to which the RestFreqIDs
|
---|
| 340 | refer, is always listed.
|
---|
| 341 |
|
---|
[544] | 342 | %You can copy one scantable to another with the \cmd{copy} function.
|
---|
[534] | 343 |
|
---|
[544] | 344 | %Example:
|
---|
[534] | 345 |
|
---|
[544] | 346 | %\begin{verbatim}
|
---|
| 347 | % ASAP> scans = scantable('MyData.rpf')
|
---|
| 348 | % ASAP> scan2 = scans.copy()
|
---|
| 349 | %\end{verbatim}
|
---|
[534] | 350 |
|
---|
| 351 | \subsection{State}
|
---|
| 352 |
|
---|
| 353 | Each scantable contains "state"; these are properties applying to all
|
---|
[738] | 354 | of the data in the scantable.
|
---|
[534] | 355 |
|
---|
| 356 | Examples are the selection of beam, IF and polarisation, spectral unit
|
---|
[544] | 357 | (e.g. km/s) frequency reference frame (e.g. BARY) and velocity Doppler
|
---|
[534] | 358 | type (e.g. RADIO).
|
---|
| 359 |
|
---|
| 360 | \subsubsection{Units, Doppler and Frequency Reference Frame}
|
---|
| 361 |
|
---|
| 362 | The information describing the frequency setup for each integration
|
---|
| 363 | is stored fundamentally in frequency in the reference frame
|
---|
[738] | 364 | of observation (E.g. TOPO).
|
---|
[534] | 365 |
|
---|
[544] | 366 | When required, this is converted to the desired reference frame
|
---|
| 367 | (e.g. LSRK), Doppler (e.g. OPTICAL) and unit (e.g. km/s) on-the-fly.
|
---|
| 368 | This is important, for example, when you are displaying the data or
|
---|
| 369 | fitting to it.
|
---|
[534] | 370 |
|
---|
| 371 | For units, the user has the choice of frequency, velocity or channel.
|
---|
| 372 | The \cmd{set\_unit} function is used to set the current unit for a
|
---|
| 373 | scantable. All functions will (where relevant) work with the selected
|
---|
| 374 | unit until this changes. This is mainly important for fitting (the fits
|
---|
[738] | 375 | can be computed in any of these units), plotting and mask creation.
|
---|
[534] | 376 |
|
---|
[544] | 377 | The velocity definition can be changed with the \cmd{set\_doppler}
|
---|
| 378 | function, and the frequency reference frame can be changed with the
|
---|
[534] | 379 | \cmd{set\_freqframe} function.
|
---|
| 380 |
|
---|
| 381 | Example usage:
|
---|
| 382 |
|
---|
| 383 | \begin{verbatim}
|
---|
| 384 | ASAP> scans = scantable('2004-11-23_1841-P484.rpf') # Read in the data
|
---|
| 385 | ASAP> scans.set_freqframe('LSRK') # Use the LSR velocity frame
|
---|
| 386 | ASAP> scans.set_unit('km/s') # Use velocity for plots etc from now on
|
---|
| 387 | ASAP> scans.set_doppler('OPTICAL') # Use the optical velocity convention
|
---|
| 388 | ASAP> scans.set_unit('MHz') # Use frequency in MHz from now on
|
---|
| 389 | \end{verbatim}
|
---|
| 390 |
|
---|
| 391 |
|
---|
| 392 | \subsubsection{Rest Frequency}
|
---|
| 393 |
|
---|
| 394 | ASAP reads the line rest frequency from the RPFITS file when reading
|
---|
| 395 | the data. The values stored in the RPFITS file are not always correct
|
---|
| 396 | and so there is a function \cmd{set\_restfreq} to set the rest frequencies.
|
---|
| 397 |
|
---|
| 398 | For each integration, there is a rest-frequency per IF (the rest
|
---|
| 399 | frequencies are just stored as a list with an index into them).
|
---|
| 400 | There are a few ways to set the rest frequencies with this function.
|
---|
| 401 |
|
---|
| 402 | If you specify just one rest frequency, then it is selected for the
|
---|
| 403 | specified source and IF and added to the list of rest frequencies.
|
---|
| 404 |
|
---|
| 405 | \begin{verbatim}
|
---|
[538] | 406 | # Select for specified source/IF
|
---|
[738] | 407 | ASAP> scans.set_restfreqs(freqs=1.667359e9, source='NGC253', theif=0)
|
---|
[538] | 408 |
|
---|
| 409 | # Select for all sources and IFs
|
---|
[738] | 410 | ASAP> scans.set_restfreqs(freqs=1.667359e9)
|
---|
[534] | 411 | \end{verbatim}
|
---|
| 412 |
|
---|
| 413 |
|
---|
| 414 | If you specify a list of frequencies, then it must be of length the
|
---|
| 415 | number of IFs. Regardless of the source, the rest frequency will be set
|
---|
| 416 | for each IF to the corresponding value in the provided list. The
|
---|
| 417 | internally stored list of rest frequencies will be replaced by this
|
---|
| 418 | list.
|
---|
| 419 |
|
---|
| 420 |
|
---|
| 421 | \begin{verbatim}
|
---|
[763] | 422 | # Set rest frequency for all IFs
|
---|
| 423 | ASAP> scans.set_restfreqs(freqs=[1.6654018e9,1.667359e9,])
|
---|
[538] | 424 |
|
---|
[534] | 425 | \end{verbatim}
|
---|
| 426 |
|
---|
| 427 | In both of the above modes, you can also specify the rest frequencies via
|
---|
| 428 | names in a known list rather than by their values.
|
---|
| 429 |
|
---|
| 430 | Examples:
|
---|
| 431 |
|
---|
| 432 | \begin{verbatim}
|
---|
| 433 | ASAP> scans.lines() # Print list of known lines
|
---|
| 434 | ASAP> scans.set_restfreqs(lines=['OH1665','OH1667'])
|
---|
| 435 | \end{verbatim}
|
---|
| 436 |
|
---|
| 437 |
|
---|
| 438 | \subsection{Data Selection}
|
---|
| 439 |
|
---|
| 440 | Data selection is currently fairly limited. This will be improved in
|
---|
[738] | 441 | the future.
|
---|
[534] | 442 |
|
---|
| 443 |
|
---|
| 444 | \subsubsection{Cursor}
|
---|
| 445 |
|
---|
| 446 | Generally the user will want to run functions on all rows in a
|
---|
| 447 | scantable. This allows very fast reduction of data. There are situations
|
---|
| 448 | when functions should only operate on specific elements of the spectra. This
|
---|
| 449 | is handled by the scantable cursor, which allows the user to select a
|
---|
| 450 | single beam, IF and polarisation combination.
|
---|
| 451 |
|
---|
| 452 | Example :
|
---|
| 453 |
|
---|
| 454 | \begin{verbatim}
|
---|
| 455 | ASAP> scans.set_cursor(0,2,1) # beam, IF, pol
|
---|
| 456 | ASAP> scans.smooth(allaxes=F) # in situ by default or .aipsrc
|
---|
| 457 | \end{verbatim}
|
---|
| 458 |
|
---|
| 459 | \subsubsection{Row number}
|
---|
| 460 |
|
---|
| 461 | Most functions work on all rows of a scan table. Exceptions are the
|
---|
| 462 | fitter and plotter. If you wish to only operate on a selected set of
|
---|
[538] | 463 | scantable rows, use the \cmd{get\_scan} function to copy the rows into
|
---|
[534] | 464 | a new scantable.
|
---|
| 465 |
|
---|
| 466 | \subsubsection{Allaxes}
|
---|
| 467 |
|
---|
| 468 | Many functions have an \cmd{allaxes} option which controls whether the
|
---|
| 469 | function will operate on all elements within a scantable row, or just
|
---|
| 470 | those selected with the current cursor. The default is taken from the
|
---|
| 471 | users {\tt .asaprc} file.
|
---|
| 472 |
|
---|
| 473 | \subsubsection{Masks}
|
---|
| 474 |
|
---|
| 475 | Many tasks (fitting, baseline subtraction, statistics etc) should only
|
---|
| 476 | be run on range of channels. Depending on the current ``unit'' setting
|
---|
| 477 | this range is set directly as channels, velocity or frequency
|
---|
| 478 | ranges. Internally these are converted into a simple boolean mask for
|
---|
| 479 | each channel of the abscissa. This means that if the unit setting is
|
---|
| 480 | later changed, previously created mask are still valid. (This is not
|
---|
| 481 | true for functions which change the shape or shift the frequency axis).
|
---|
| 482 | You create masks with the function \cmd{create\_mask} and this specified
|
---|
| 483 | the channels to be included in the selection.
|
---|
| 484 |
|
---|
| 485 | When setting the mask in velocity, the conversion from velocity
|
---|
| 486 | to channels is based on the current cursor setting, selected row and
|
---|
[544] | 487 | selected frequency reference frame.
|
---|
[534] | 488 |
|
---|
| 489 | Example :
|
---|
| 490 | \begin{verbatim}
|
---|
| 491 |
|
---|
| 492 | # Select channel range for baselining
|
---|
| 493 | ASAP> scans.set_unit('channels')
|
---|
[544] | 494 | ASAP> msk = scans.create_mask([100,400],[600,800])
|
---|
[738] | 495 |
|
---|
[534] | 496 | # Select velocity range for fitting
|
---|
| 497 | ASAP> scans.set_unit('km/s')
|
---|
[544] | 498 | ASAP> msk = scans.create_mask([-30,-10])
|
---|
[534] | 499 | \end{verbatim}
|
---|
| 500 |
|
---|
[544] | 501 | Sometimes it is more convenient to specify the channels to be
|
---|
| 502 | excluded, rather included. You can do this with the ``invert''
|
---|
| 503 | argument.
|
---|
[534] | 504 |
|
---|
| 505 | Example :
|
---|
| 506 | \begin{verbatim}
|
---|
| 507 | ASAP> scans.set_unit('channels')
|
---|
[738] | 508 | ASAP> msk = scans.create_mask([0,100],[900-1023], invert=True)
|
---|
[534] | 509 | \end{verbatim}
|
---|
| 510 |
|
---|
[544] | 511 | By default \cmd{create\_mask} uses the frequency setup of the first row
|
---|
| 512 | to convert velocities into a channel mask. If the rows in the data
|
---|
| 513 | cover different velocity ranges, the scantable row to use should be
|
---|
| 514 | specified:
|
---|
| 515 |
|
---|
| 516 | \begin{verbatim}
|
---|
| 517 | ASAP> scans.set_unit('km/s')
|
---|
| 518 | ASAP> msk = q.create_mask([-30,-10], row=5)
|
---|
| 519 | \end{verbatim}
|
---|
| 520 |
|
---|
[534] | 521 | Because the mask is stored in a simple python variable, the users is
|
---|
| 522 | able to combine masks using simple arithmetic. To create a mask
|
---|
| 523 | excluding the edge channels, a strong maser feature and a birdie in
|
---|
| 524 | the middle of the band:
|
---|
| 525 |
|
---|
| 526 | \begin{verbatim}
|
---|
| 527 | ASAP> scans.set_unit('channels')
|
---|
| 528 | ASAP> msk1 = q.create_mask([0,100],[511,511],[900,1023],invert=True)
|
---|
| 529 | ASAP> scans.set_unit('km/s')
|
---|
| 530 | ASAP> msk2 = q.create_mask([-20,-10],invert=True)
|
---|
| 531 |
|
---|
| 532 | ASAP> mask = msk1 and msk2
|
---|
| 533 | \end{verbatim}
|
---|
| 534 |
|
---|
| 535 |
|
---|
| 536 | \section{Data Input}
|
---|
| 537 |
|
---|
| 538 | Data can be loaded in one of two ways; using the reader object or via
|
---|
| 539 | the scantable constructor. The scantable method is simpler but the
|
---|
| 540 | reader allow the user more control on what is read.
|
---|
| 541 |
|
---|
| 542 | \subsection{Scantable constructor}
|
---|
| 543 |
|
---|
| 544 | This loads all of the data from filename into the scantable object scans
|
---|
| 545 | and averages all the data within a scan (i.e. the resulting scantable
|
---|
| 546 | will have one row per scan). The recognised input file formats are
|
---|
| 547 | RPFITS, SDFITS (singledish fits), ASAP's scantable format and aips++
|
---|
[738] | 548 | MeasurementSet2 format.
|
---|
[534] | 549 |
|
---|
| 550 |
|
---|
| 551 | Example usage:
|
---|
| 552 |
|
---|
| 553 | \begin{verbatim}
|
---|
| 554 | ASAP> scan = scantable('2004-11-23_1841-P484.rpf')
|
---|
[544] | 555 |
|
---|
| 556 | # Don't scan average the data
|
---|
| 557 | ASAP> scan = scantable('2004-11-23_1841-P484.rpf', average=False)
|
---|
[534] | 558 | \end{verbatim}
|
---|
| 559 |
|
---|
| 560 |
|
---|
| 561 | \subsection{Reader object}
|
---|
| 562 |
|
---|
| 563 | For more control when reading data into ASAP, the reader object should
|
---|
| 564 | be used. This has the option of only reading in a range of integrations
|
---|
| 565 | and does not perform any scan averaging of the data, allowing analysis
|
---|
| 566 | of the individual integrations. Note that due to limitation of the
|
---|
| 567 | RPFITS library, only one reader object can be open at one time reading
|
---|
| 568 | RPFITS files. To read multiple RPFITS files, the old reader must be
|
---|
| 569 | destroyed before the new file is opened. However, multiple readers can
|
---|
[738] | 570 | be created and attached to SDFITS files.
|
---|
[534] | 571 |
|
---|
| 572 |
|
---|
| 573 | Example usage:
|
---|
| 574 |
|
---|
| 575 | \begin{verbatim}
|
---|
| 576 | ASAP> r = reader('2003-03-16_082048_t0002.rpf')
|
---|
[738] | 577 | ASAP> r.summary
|
---|
[534] | 578 | ASAP> scan = r.read()
|
---|
| 579 | ASAP> s = r.read(range(100)) # To read in the first 100 integrations
|
---|
| 580 | ASAP> del r
|
---|
| 581 | \end{verbatim}
|
---|
| 582 |
|
---|
| 583 | \section{Basic Processing}
|
---|
| 584 |
|
---|
| 585 | In the following section, a simple data reduction to form a quotient
|
---|
[544] | 586 | spectrum of a single source is followed. It has been assume that the
|
---|
| 587 | \cmd{.asaprc} file has {\em not} been used to change the \cmd{insitu}
|
---|
| 588 | default value from \cmd{True}.
|
---|
[534] | 589 |
|
---|
| 590 | %\subsection{Editing}
|
---|
| 591 |
|
---|
| 592 | %How and when?
|
---|
[738] | 593 | \subsection{Auto quotient}
|
---|
[763] | 594 | Quotients can be computed ``automatically''. This requires the data to
|
---|
| 595 | have matching source/reference pairs or one reference for multiple
|
---|
| 596 | sources.
|
---|
[534] | 597 |
|
---|
[738] | 598 | \begin{verbatim}
|
---|
| 599 | ASAP> q = s.auto_quotient()
|
---|
| 600 | \end{verbatim}
|
---|
| 601 |
|
---|
| 602 | If this is not sufficient the following alternative method can be used.
|
---|
| 603 |
|
---|
[534] | 604 | \subsection{Separate reference and source observations}
|
---|
| 605 |
|
---|
| 606 | Most data from ATNF observatories distinguishes on and off source data
|
---|
| 607 | using the file name. This makes it easy to create two scantables with
|
---|
| 608 | the source and reference data. As long as there was exactly one
|
---|
| 609 | reference observation for each on source observation for following
|
---|
| 610 | method will work.
|
---|
| 611 |
|
---|
| 612 | For Mopra and Parkes data:
|
---|
| 613 | \begin{verbatim}
|
---|
| 614 | ASAP> r = scans.get_scan('*_R')
|
---|
| 615 | ASAP> s = scans.get_scan('*_S')
|
---|
| 616 | \end{verbatim}
|
---|
| 617 |
|
---|
| 618 | For Tidbinbilla data
|
---|
| 619 | \begin{verbatim}
|
---|
| 620 | ASAP> r = scans.get_scan('*_[ew]')
|
---|
| 621 | ASAP> s = scans.get_scan('*_[^ew]')
|
---|
| 622 | \end{verbatim}
|
---|
| 623 |
|
---|
| 624 | \subsection{Make the quotient spectra}
|
---|
| 625 |
|
---|
| 626 | Use the quotient function
|
---|
| 627 |
|
---|
| 628 | \begin{verbatim}
|
---|
| 629 | ASAP> q = s.quotient(r)
|
---|
| 630 | \end{verbatim}
|
---|
| 631 |
|
---|
| 632 | This uses the rows in scantable \cmd{r} as reference spectra for the
|
---|
| 633 | rows in scantable \cmd{s}. Scantable \cmd{r} must have either 1 row
|
---|
| 634 | (which is applied to all rows in \cmd{s}) or both scantables must have
|
---|
| 635 | the same number of rows. By default the quotient spectra is calculated
|
---|
[544] | 636 | to preserve continuum emission. If you wish to remove the continuum
|
---|
[534] | 637 | contribution, use the \cmd{preserve} argument:
|
---|
| 638 |
|
---|
| 639 | \begin{verbatim}
|
---|
| 640 | ASAP> q = s.quotient(r, preserve=True)
|
---|
| 641 | \end{verbatim}
|
---|
| 642 |
|
---|
| 643 | \subsection{Time average separate scans}
|
---|
| 644 |
|
---|
| 645 | If you have observed the source with multiple source/reference cycles you
|
---|
| 646 | will want to scan-average the quotient spectra together.
|
---|
| 647 |
|
---|
| 648 | \begin{verbatim}
|
---|
| 649 | ASAP> av = average_time(q)
|
---|
| 650 | \end{verbatim}
|
---|
| 651 |
|
---|
[544] | 652 | If for some you want to average multiple sets of scantables together
|
---|
| 653 | you can:
|
---|
[534] | 654 |
|
---|
| 655 | \begin{verbatim}
|
---|
| 656 | ASAP> av = average_time(q1, q2, q3)
|
---|
| 657 | \end{verbatim}
|
---|
| 658 |
|
---|
[544] | 659 | The default is to use integration time weighting. The alternative is
|
---|
| 660 | to use none, variance , Tsys weighting or Tsys \& integration time.
|
---|
[534] | 661 |
|
---|
[544] | 662 | \begin{verbatim}
|
---|
| 663 | ASAP> av = average_time(q, weight='tintsys')
|
---|
| 664 | \end{verbatim}
|
---|
| 665 |
|
---|
[534] | 666 | To use variance based weighting, you need to supply a mask saying which
|
---|
| 667 | channel range you want it to calculate the variance from.
|
---|
| 668 |
|
---|
| 669 | \begin{verbatim}
|
---|
[544] | 670 | ASAP> msk = scans.create_mask([200,400],[600,800])
|
---|
| 671 | ASAP> av = average_time(scans, mask=msk, weight='var')
|
---|
[534] | 672 | \end{verbatim}
|
---|
| 673 |
|
---|
| 674 | \subsection{Baseline fitting}
|
---|
| 675 |
|
---|
| 676 | To make a baseline fit, you must first create a mask of channels to
|
---|
[738] | 677 | use in the baseline fit.
|
---|
[534] | 678 |
|
---|
| 679 | \begin{verbatim}
|
---|
| 680 | ASAP> msk = scans.create_mask([100,400],[600,900])
|
---|
[738] | 681 | ASAP> scans.poly_baseline(msk, 1)
|
---|
[534] | 682 | \end{verbatim}
|
---|
| 683 |
|
---|
| 684 | This will fit a first order polynomial to the selected channels and subtract
|
---|
| 685 | this polynomial from the full spectra.
|
---|
| 686 |
|
---|
| 687 | \subsubsection{Auto-baselining}
|
---|
| 688 |
|
---|
| 689 | The function \cmd{auto\_poly\_baseline} can be used to automatically
|
---|
| 690 | baseline your data with out having to specify channel ranges for
|
---|
| 691 | the line free data. It automatically figures out the line-free
|
---|
| 692 | emission and fits a polynomial baseline to that data. The user can use
|
---|
| 693 | masks to fix the range of channels or velocity range for the fit as
|
---|
[738] | 694 | well as mark the band edge as invalid.
|
---|
[534] | 695 |
|
---|
| 696 | Simple example
|
---|
| 697 |
|
---|
| 698 | \begin{verbatim}
|
---|
| 699 | ASAP> scans.auto_poly_baseline(order=2,threshold=5)
|
---|
| 700 | \end{verbatim}
|
---|
| 701 |
|
---|
| 702 | \cmd{order} is the polynomial order for the fit. \cmd{threshold} is
|
---|
| 703 | the SNR threshold to use to deliminate line emission from
|
---|
[548] | 704 | signal. Generally the value of threshold is not too critical, however
|
---|
| 705 | making this too large will compromise the fit (as it will include
|
---|
| 706 | strong line features) and making it too small will mean it cannot find
|
---|
| 707 | enough line free channels.
|
---|
[534] | 708 |
|
---|
[548] | 709 |
|
---|
[534] | 710 | Other examples:
|
---|
| 711 |
|
---|
| 712 | \begin{verbatim}
|
---|
| 713 | # Don't try and fit the edge of the bandpass which is noisier
|
---|
| 714 | ASAP> scans.auto_poly_baseline(edge=(500,450),order=3,threshold=3)
|
---|
| 715 |
|
---|
| 716 | # Only fit a given region around the line
|
---|
| 717 | ASAP> scans.set_unit('km/s')
|
---|
| 718 | ASAP> msk = scans.create_mask((-60,-20))
|
---|
| 719 | ASAP> scans.auto_poly_baseline(mask=msk,order=3,threshold=3)
|
---|
| 720 |
|
---|
| 721 | \end{verbatim}
|
---|
| 722 |
|
---|
| 723 | \subsection{Average the polarisations}
|
---|
| 724 |
|
---|
| 725 | If you are just interested in the highest SNR for total intensity you
|
---|
| 726 | will want to average the parallel polarisations together.
|
---|
| 727 |
|
---|
| 728 | \begin{verbatim}
|
---|
| 729 | ASAP> scans.average_pol()
|
---|
| 730 | \end{verbatim}
|
---|
| 731 |
|
---|
| 732 | \subsection{Calibration}
|
---|
| 733 |
|
---|
| 734 | For most uses, calibration happens transparently as the input data
|
---|
| 735 | contains the Tsys measurements taken during observations. The nominal
|
---|
| 736 | ``Tsys'' values may be in Kelvin or Jansky. The user may wish to
|
---|
| 737 | supply a Tsys correction or apply gain-elevation and opacity
|
---|
| 738 | corrections.
|
---|
| 739 |
|
---|
| 740 | \subsubsection{Brightness Units}
|
---|
| 741 |
|
---|
| 742 | RPFITS files to not contain any information as to whether the telescope
|
---|
| 743 | calibration was in units of Kelvin or Janskys. On reading the data a
|
---|
| 744 | default value is set depending on the telescope and frequency of
|
---|
| 745 | observation. If this default is incorrect (you can see it in the
|
---|
| 746 | listing from the \cmd{summary} function) the user can either override
|
---|
| 747 | this value on reading the data or later. E.g:
|
---|
| 748 |
|
---|
| 749 | \begin{verbatim}
|
---|
| 750 | ASAP> scans = scantable(('2004-11-23_1841-P484.rpf', unit='Jy')
|
---|
| 751 | # Or in two steps
|
---|
| 752 | ASAP> scans = scantable(('2004-11-23_1841-P484.rpf')
|
---|
| 753 | ASAP> scans.set_fluxunit('Jy)
|
---|
| 754 | \end{verbatim}
|
---|
| 755 |
|
---|
| 756 | \subsubsection{Tsys scaling}
|
---|
| 757 |
|
---|
| 758 | Sometime the nominal Tsys measurement at the telescope is wrong due to
|
---|
| 759 | an incorrect noise diode calibration. This can easily be corrected for
|
---|
| 760 | with the scale function. By default, \cmd{scale} only scans the
|
---|
| 761 | spectra and not the corresponding Tsys.
|
---|
| 762 |
|
---|
| 763 | \begin{verbatim}
|
---|
[738] | 764 | ASAP> scans.scale(1.05, tsys=True)
|
---|
[534] | 765 | \end{verbatim}
|
---|
| 766 |
|
---|
| 767 | \subsubsection{Unit Conversion}
|
---|
| 768 |
|
---|
| 769 | To convert measurements in Kelvin to Jy (and vice versa) the global
|
---|
| 770 | function \cmd{convert\_flux} is needed. This converts and scales the data
|
---|
| 771 | from K to Jy or vice-versa depending on what the current brightness unit is
|
---|
| 772 | set to. The function knows the basic parameters for some frequencies
|
---|
| 773 | and telescopes, but the user may need to supply the aperture
|
---|
| 774 | efficiency, telescope diameter or the Jy/K factor.
|
---|
| 775 |
|
---|
| 776 | \begin{verbatim}
|
---|
| 777 | ASAP> scans.convert_flux # If efficency known
|
---|
| 778 | ASAP> scans.convert_flux(eta=0.48) # If telescope diameter known
|
---|
| 779 | ASAP> scans.convert_flux(eta=0.48,d=35) # Unknown telescope
|
---|
| 780 | ASAP> scans.convert_flux(jypk=15) # Alternative
|
---|
| 781 | \end{verbatim}
|
---|
| 782 |
|
---|
| 783 | \subsubsection{Gain-Elevation and Opacity Corrections}
|
---|
| 784 |
|
---|
| 785 | As higher frequencies (particularly $>$20~GHz) it is important to make
|
---|
[738] | 786 | corrections for atmospheric opacity and gain-elevation effects.
|
---|
[534] | 787 |
|
---|
[763] | 788 | {\em Note that currently the elevation is not written correctly into
|
---|
| 789 | Tidbinbilla rpfits files. This means that gain-elevation and opacity
|
---|
| 790 | corrections will not work until a work around is implemented.}
|
---|
| 791 |
|
---|
[544] | 792 | Gain-elevation curves for some telescopes and frequencies are known to
|
---|
| 793 | ASAP (currently only for Tidbinbilla at 20~GHz). In these cases making
|
---|
[534] | 794 | gain-corrections is simple. If the gain curve for your data is not
|
---|
[544] | 795 | known, the user can supply either a gain polynomial or text file
|
---|
[534] | 796 | tabulating gain factors at a range of elevations (see \cmd{help
|
---|
[544] | 797 | scantable.gain\_el}).
|
---|
[534] | 798 |
|
---|
| 799 | Examples:
|
---|
| 800 |
|
---|
| 801 | \begin{verbatim}
|
---|
| 802 | ASAP> scans.gain_el() # If gain table known
|
---|
| 803 | ASAP> scans.gain_el(poly=[3.58788e-1,2.87243e-2,-3.219093e-4])
|
---|
| 804 | \end{verbatim}
|
---|
| 805 |
|
---|
| 806 | Opacity corrections can be made with the global function
|
---|
| 807 | \cmd{opacity}. This should work on all telescopes as long as a
|
---|
[544] | 808 | measurement of the opacity factor was made during the observation.
|
---|
[534] | 809 |
|
---|
| 810 | \begin{verbatim}
|
---|
| 811 | ASAP> scans.opacity(0.083)
|
---|
| 812 | \end{verbatim}
|
---|
| 813 |
|
---|
| 814 | Note that at 3~mm Mopra uses a paddle wheel for Tsys calibration,
|
---|
| 815 | which takes opacity effects into account (to first order). ASAP
|
---|
[544] | 816 | opacity corrections should not be used for Mopra 3-mm data.
|
---|
[534] | 817 |
|
---|
| 818 | \subsection{Frequency Frame Alignment}
|
---|
| 819 |
|
---|
[544] | 820 | When time averaging a series of scans together, it is possible that
|
---|
| 821 | the velocity scales are not exactly aligned. This may be for many
|
---|
| 822 | reasons such as not Doppler tracking the observations, errors in the
|
---|
| 823 | Doppler tracking etc. This mostly affects very long integrations or
|
---|
| 824 | integrations averaged together from different days. Before averaging
|
---|
| 825 | such data together, they should be frequency aligned using
|
---|
| 826 | \cmd{freq\_align}.
|
---|
[534] | 827 |
|
---|
| 828 | E.g.:
|
---|
| 829 |
|
---|
| 830 | \begin{verbatim}
|
---|
| 831 | ASAP> scans.freq_align()
|
---|
| 832 | ASAP> av = average_time(scans)
|
---|
| 833 | \end{verbatim}
|
---|
| 834 |
|
---|
| 835 | \cmd{freq\_align} has two modes of operations controlled by the
|
---|
| 836 | \cmd{perif} argument. By default it will align each source and freqid
|
---|
| 837 | separately. This is needed for scan tables containing multiple
|
---|
[763] | 838 | sources. However if scan-based Doppler tracking has been made at the
|
---|
| 839 | observatory, each row will have a different freqid. In these cases run
|
---|
| 840 | with \cmd{perif=True} and all rows of a source will be aligned to the
|
---|
| 841 | same frame. In general \cmd{perif=True} will be needed for most
|
---|
[534] | 842 | observations as Doppler tracking of some form is made at Parkes, Tid
|
---|
| 843 | and Mopra.
|
---|
| 844 |
|
---|
| 845 | \begin{verbatim}
|
---|
| 846 | ASAP> scans.freq_align(perif=True)
|
---|
| 847 | \end{verbatim}
|
---|
| 848 |
|
---|
| 849 | To average together data taken on different days, which are in
|
---|
| 850 | different scantables, each scantable must aligned to a common
|
---|
| 851 | reference time then the scantables averaged. The simplest way of
|
---|
| 852 | doing this is to allow ASAP to choose the reference time for the first
|
---|
[738] | 853 | scantable then using this time for the subsequent scantables.
|
---|
[534] | 854 |
|
---|
| 855 | \begin{verbatim}
|
---|
| 856 | ASAP> scans1.freq_align() # Copy the refeference Epoch from the output
|
---|
| 857 | ASAP> scans2.freq_align(reftime='2004/11/23/18:43:35')
|
---|
| 858 | ASAP> scans3.freq_align(reftime='2004/11/23/18:43:35')
|
---|
| 859 | ASAP> av = average_time(scans1, scans2, scans3)
|
---|
| 860 | \end{verbatim}
|
---|
| 861 |
|
---|
| 862 | \section{Scantable manipulation}
|
---|
| 863 |
|
---|
| 864 | While it is very useful to have many independent sources within one
|
---|
| 865 | scantable, it is often inconvenient for data processing. The
|
---|
| 866 | \cmd{get\_scan} function can be used to create a new scantable with a
|
---|
| 867 | selection of scans from a scantable. The selection can either be on
|
---|
| 868 | the source name, with simple wildcard matching or set of scan ids.
|
---|
| 869 |
|
---|
| 870 | For example:
|
---|
| 871 |
|
---|
| 872 | \begin{verbatim}
|
---|
| 873 | ASAP> ss = scans.get_scan(10) # Get the 11th scan (zero based)
|
---|
| 874 | ASAP> ss = scans.get_scan(range(10)) # Get the first 10 scans
|
---|
[538] | 875 | ASAP> ss = scans.get_scan(range(10,20)) # Get the next 10 scans
|
---|
[534] | 876 | ASAP> ss = scans.get_scan([2,4,6,8,10]) # Get a selection of scans
|
---|
| 877 |
|
---|
| 878 | ASAP> ss = scans.get_scan('345p407') # Get a specific source
|
---|
| 879 | ASAP> ss = scans.get_scan('345*') # Get a few sources
|
---|
| 880 |
|
---|
| 881 | ASAP> r = scans.get_scan('*_R') # Get all reference sources (Parkes/Mopra)
|
---|
| 882 | ASAP> s = scans.get_scan('*_S') # Get all program sources (Parkes/Mopra)
|
---|
| 883 | ASAP> r = scans.get_scan('*_[ew]') # Get all reference sources (Tid)
|
---|
| 884 | ASAP> s = scans.get_scan('*_[^ew]') # Get all program sources (Tid)
|
---|
| 885 |
|
---|
| 886 | \end{verbatim}
|
---|
| 887 |
|
---|
| 888 | To copy a scantable the following does not work:
|
---|
| 889 |
|
---|
| 890 | \begin{verbatim}
|
---|
| 891 | ASAP> ss = scans
|
---|
| 892 | \end{verbatim}
|
---|
| 893 |
|
---|
[544] | 894 | as this just creates a reference to the original scantable. Any
|
---|
| 895 | changes made to \cmd{ss} are also seen in \cmd{scans}. To duplicate a
|
---|
[534] | 896 | scantable, use the copy function.
|
---|
| 897 |
|
---|
| 898 | \begin{verbatim}
|
---|
| 899 | ASAP> ss = scans.copy
|
---|
| 900 | \end{verbatim}
|
---|
| 901 |
|
---|
| 902 | \section{Data Output}
|
---|
| 903 |
|
---|
| 904 | ASAP can save scantables in a variety of formats, suitable for reading
|
---|
| 905 | into other packages. The formats are:
|
---|
| 906 |
|
---|
| 907 | \begin{itemize}
|
---|
| 908 | \item[ASAP] This is the internal format used for ASAP. It is the only
|
---|
[544] | 909 | format that allows the user to restore the data, fits etc. without
|
---|
| 910 | loosing any information. As mentioned before, the ASAP scantable is
|
---|
| 911 | an AIPS++ Table (a memory-based table). This function just converts
|
---|
| 912 | it to a disk-based Table. You can the access that Table with the
|
---|
| 913 | AIPS++ Table browser or any other AIPS++ tool.
|
---|
[534] | 914 |
|
---|
[544] | 915 | \item[SDFITS] The Single Dish FITS format. This format was designed to
|
---|
| 916 | for interchange between packages, but few packages actually can read
|
---|
| 917 | it.
|
---|
[534] | 918 |
|
---|
| 919 | \item[FITS] This uses simple ``image'' fits to save the data, each row
|
---|
[544] | 920 | being written to a separate fits file. This format is suitable for
|
---|
| 921 | importing the data into CLASS.
|
---|
[534] | 922 |
|
---|
| 923 | \item[ASCII] A simple text based format suitable for the user to
|
---|
| 924 | processing using Perl or, Python, gnuplot etc.
|
---|
| 925 |
|
---|
| 926 | \item[MS2] Saves the data in an aips++ MeasurementSet V2 format.
|
---|
| 927 | You can also access this with the Table browser and other AIPS++
|
---|
| 928 | tools.
|
---|
| 929 |
|
---|
| 930 | \end{itemize}
|
---|
| 931 |
|
---|
[738] | 932 | The default output format can be set in the users {\tt .asaprc} file.
|
---|
[534] | 933 | Typical usages are:
|
---|
| 934 |
|
---|
| 935 | \begin{verbatim}
|
---|
| 936 | ASAP> scans.save('myscans') # Save in default format
|
---|
| 937 | ASAP> scans.save('myscans', 'FITS') # Save as FITS for exporting into CLASS
|
---|
| 938 |
|
---|
| 939 | ASAP> scans.save('myscans', stokes=True) # Convert raw polarisations into Stokes
|
---|
| 940 | ASAP> scans.save('myscans', overwrite=True) # Overwrite an existing file
|
---|
| 941 | \end{verbatim}
|
---|
| 942 |
|
---|
| 943 |
|
---|
| 944 | \section{Plotter}
|
---|
| 945 |
|
---|
[763] | 946 | Scantable spectra can be plotted at any time. An asapplotter object is
|
---|
[534] | 947 | used for plotting, meaning multiple plot windows can be active at the
|
---|
| 948 | same time. On start up a default asapplotter object is created called
|
---|
| 949 | ``plotter''. This would normally be used for standard plotting.
|
---|
| 950 |
|
---|
[538] | 951 | The plotter, optionally, will run in a multipanel mode and contain
|
---|
[534] | 952 | multiple plots per panel. The user must tell the plotter how they want
|
---|
| 953 | the data distributed. This is done using the set\_mode function. The
|
---|
| 954 | default can be set in the users {\tt .asaprc} file. The units (and frame
|
---|
[538] | 955 | etc) of the abscissa will be whatever has previously been set by
|
---|
| 956 | \cmd{set\_unit}, \cmd{set\_freqframe} etc.
|
---|
[534] | 957 |
|
---|
| 958 | Typical plotter usage would be:
|
---|
| 959 |
|
---|
| 960 | \begin{verbatim}
|
---|
| 961 | ASAP> scans.set_unit('km/s')
|
---|
| 962 | ASAP> plotter.set_mode(stacking='p',panelling='t')
|
---|
| 963 | ASAP> plotter.plot(scans)
|
---|
| 964 | \end{verbatim}
|
---|
| 965 |
|
---|
| 966 | This will plot multiple polarisation within each plot panel and each
|
---|
[544] | 967 | scan row in a separate panel.
|
---|
[534] | 968 |
|
---|
[538] | 969 | Other possibilities include:
|
---|
[534] | 970 |
|
---|
| 971 | \begin{verbatim}
|
---|
| 972 | # Plot multiple IFs per panel
|
---|
| 973 | ASAP> plotter.set_mode(stacking='i',panelling='t')
|
---|
[538] | 974 |
|
---|
| 975 | # Plot multiple beams per panel
|
---|
| 976 | ASAP> plotter.set_mode(stacking='b',panelling='t')
|
---|
| 977 |
|
---|
| 978 | # Plot one IF per panel, time stacked
|
---|
| 979 | ASAP> plotter.set_mode('t', 'i')
|
---|
| 980 |
|
---|
| 981 | # Plot each scan in a seperate panel
|
---|
| 982 | ASAP> plotter.set_mode('t', 's')
|
---|
| 983 |
|
---|
[534] | 984 | \end{verbatim}
|
---|
| 985 |
|
---|
[538] | 986 | \subsection{Plot Selection}
|
---|
| 987 | \label{sec:plotter_cursor}
|
---|
| 988 |
|
---|
| 989 | The plotter can plot up to 25 panels and stacked spectra per
|
---|
| 990 | panel. If you have data larger than this (or for your own sanity) you
|
---|
| 991 | need to select a subset of this data. This is particularly true for
|
---|
| 992 | multibeam or multi IF data. The plotter \cmd{set\_cursor} function is
|
---|
| 993 | used to select a subset of the data. The arguments \cmd{row},
|
---|
[544] | 994 | \cmd{beam} and \cmd{IF} all accept a vector of indices corresponding
|
---|
| 995 | to row, beam or IF selection. Only the selected data will be plotted.
|
---|
| 996 | To select on polarisation, see section~\ref{sec:polplot}.
|
---|
[538] | 997 |
|
---|
| 998 | Examples:
|
---|
| 999 |
|
---|
| 1000 | \begin{verbatim}
|
---|
| 1001 | # Select second IF
|
---|
| 1002 | ASAP> plotter.set_cursor(IF=[1])
|
---|
| 1003 |
|
---|
| 1004 | # Select first 4 beams
|
---|
| 1005 | ASAP> plotter.set_cursor(beam=[0,1,2,3])
|
---|
| 1006 |
|
---|
| 1007 | # Select a few rows
|
---|
| 1008 | ASAP> plotter.set_cursor(row=[2,4,6,10])
|
---|
| 1009 |
|
---|
| 1010 | # Multiple selection
|
---|
| 1011 | ASAP> plotter.set_cursor(IF=[1], beam=[0,2], row=range(10))
|
---|
| 1012 | \end{verbatim}
|
---|
| 1013 |
|
---|
[544] | 1014 | Note that the plotter cursor selection is independent of the scantable
|
---|
| 1015 | cursor.
|
---|
[534] | 1016 |
|
---|
[544] | 1017 | \subsection{Plot Control}
|
---|
| 1018 |
|
---|
[534] | 1019 | The plotter window has a row of buttons on the lower left. These can
|
---|
| 1020 | be used to control the plotter (mostly for zooming the individual
|
---|
| 1021 | plots). From left to right:
|
---|
| 1022 |
|
---|
| 1023 | \begin{itemize}
|
---|
| 1024 |
|
---|
| 1025 | \item[Home] This will unzoom the plots to the original zoom factor
|
---|
| 1026 |
|
---|
| 1027 | \item[Plot history] (left and right arrow). The plotter keeps a
|
---|
| 1028 | history of zoom settings. The left arrow sets the plot zoom to the
|
---|
| 1029 | previous value. The right arrow returns back again. This allows you,
|
---|
| 1030 | for example, to zoom in on one feature then return the plot to how it
|
---|
| 1031 | was previously.
|
---|
| 1032 |
|
---|
| 1033 | \item[Pan] (The Cross) This sets the cursor to pan, or scroll mode
|
---|
| 1034 | allowing you to shift the plot within the window. Useful when
|
---|
| 1035 | zoomed in on a feature.
|
---|
| 1036 |
|
---|
| 1037 | \item[Zoom] (the letter with the magnifying glass) lets you draw a
|
---|
| 1038 | rectangle around a region of interest then zooms in on that
|
---|
[738] | 1039 | region. Use the plot history to unzoom again.
|
---|
[534] | 1040 |
|
---|
| 1041 | \item[Save] (floppy disk). Save the plot as a postscript or .png file
|
---|
| 1042 |
|
---|
| 1043 | \end{itemize}
|
---|
| 1044 |
|
---|
| 1045 | \subsection{Other control}
|
---|
| 1046 |
|
---|
| 1047 | The plotter has a number of functions to describe the layout of the
|
---|
| 1048 | plot. These include \cmd{set\_legend}, \cmd{set\_layout} and \cmd{set\_title}.
|
---|
| 1049 |
|
---|
| 1050 | To set the exact velocity or channel range to be plotted use the
|
---|
| 1051 | \cmd{set\_range} function. To reset to the default value, call
|
---|
| 1052 | \cmd{set\_range} with no arguments. E.g.
|
---|
| 1053 |
|
---|
| 1054 | \begin{verbatim}
|
---|
| 1055 | ASAP> scans.set_unit('km/s')
|
---|
| 1056 | ASAP> plotter.plot(scans)
|
---|
| 1057 | ASAP> plotter.set_range(-150,-50)
|
---|
[544] | 1058 | ASAP> plotter.set_range() # To reset
|
---|
[534] | 1059 | \end{verbatim}
|
---|
| 1060 |
|
---|
[544] | 1061 | Both the range of the ``x'' and ``y'' axis can be set at once, if desired:
|
---|
| 1062 |
|
---|
| 1063 | \begin{verbatim}
|
---|
| 1064 | ASAP> plotter.set_range(-10,30,-1,6.6)
|
---|
| 1065 | \end{verbatim}
|
---|
| 1066 |
|
---|
[738] | 1067 | To save a hardcopy of the current plot, use the save function, e.g.
|
---|
[534] | 1068 |
|
---|
| 1069 | \begin{verbatim}
|
---|
| 1070 | ASAP> plotter.save('myplot.ps')
|
---|
| 1071 | \end{verbatim}
|
---|
| 1072 |
|
---|
| 1073 | \section{Fitting}
|
---|
| 1074 |
|
---|
| 1075 | Currently multicomponent Gaussian function is available. This is done
|
---|
| 1076 | by creating a fitting object, setting up the fit and actually fitting
|
---|
| 1077 | the data. Fitting can either be done on a single scantable row/cursor
|
---|
| 1078 | selection or on an entire scantable using the \cmd{auto\_fit} function.
|
---|
| 1079 |
|
---|
| 1080 | \begin{verbatim}
|
---|
| 1081 | ASAP> f = fitter()
|
---|
| 1082 | ASAP> f.set_function(gauss=2) # Fit two Gaussians
|
---|
| 1083 | ASAP> f.set_scan(scans)
|
---|
| 1084 | ASAP> scans.set_cursor(0,0,1) # Fit the second polarisation
|
---|
| 1085 | ASAP> scans.set_unit('km/s') # Make fit in velocity units
|
---|
| 1086 | ASAP> f.fit(1) # Run the fit on the second row in the table
|
---|
| 1087 | ASAP> f.plot() # Show fit in a plot window
|
---|
| 1088 | ASAP> f.get_parameters() # Return the fit paramaters
|
---|
| 1089 | \end{verbatim}
|
---|
| 1090 |
|
---|
| 1091 | This auto-guesses the initial values of the fit and works well for data
|
---|
| 1092 | without extra confusing features. Note that the fit is performed in
|
---|
| 1093 | whatever unit the abscissa is set to.
|
---|
| 1094 |
|
---|
| 1095 | If you want to confine the fitting to a smaller range (e.g. to avoid
|
---|
| 1096 | band edge effects or RFI you must set a mask.
|
---|
| 1097 |
|
---|
| 1098 | \begin{verbatim}
|
---|
| 1099 | ASAP> f = fitter()
|
---|
| 1100 | ASAP> f.set_function(gauss=2)
|
---|
| 1101 | ASAP> scans.set_unit('km/s') # Set the mask in channel units
|
---|
| 1102 | ASAP> msk = s.create_mask([1800,2200])
|
---|
| 1103 | ASAP> scans.set_unit('km/s') # Make fit in velocity units
|
---|
| 1104 | ASAP> f.set_scan(s,msk)
|
---|
| 1105 | ASAP> f.fit()
|
---|
| 1106 | ASAP> f.plot()
|
---|
| 1107 | ASAP> f.get_parameters()
|
---|
| 1108 | \end{verbatim}
|
---|
| 1109 |
|
---|
[544] | 1110 | If you wish, the initial parameter guesses can be specified and
|
---|
| 1111 | specific parameters can be fixed:
|
---|
[534] | 1112 |
|
---|
| 1113 | \begin{verbatim}
|
---|
| 1114 | ASAP> f = fitter()
|
---|
| 1115 | ASAP> f.set_function(gauss=2)
|
---|
| 1116 | ASAP> f.set_scan(s,msk)
|
---|
| 1117 | ASAP> f.fit() # Fit using auto-estimates
|
---|
[738] | 1118 | # Set Peak, centre and fwhm for the second gaussian.
|
---|
[534] | 1119 | # Force the centre to be fixed
|
---|
| 1120 | ASAP> f.set_gauss_parameters(0.4,450,150,0,1,0,component=1)
|
---|
| 1121 | ASAP> f.fit() # Re-run the fit
|
---|
| 1122 | \end{verbatim}
|
---|
| 1123 |
|
---|
| 1124 | The fitter \cmd{plot} function has a number of options to either view
|
---|
| 1125 | the fit residuals or the individual components (by default it plots
|
---|
| 1126 | the sum of the model components).
|
---|
| 1127 |
|
---|
| 1128 | Examples:
|
---|
| 1129 |
|
---|
| 1130 | \begin{verbatim}
|
---|
| 1131 | # Plot the residual
|
---|
[738] | 1132 | ASAP> f.plot(residual=True)
|
---|
[534] | 1133 |
|
---|
| 1134 | # Plot the first 2 componentsa
|
---|
[738] | 1135 | ASAP> f.plot(components=[0,1])
|
---|
[534] | 1136 |
|
---|
| 1137 | # Plot the first and third component plus the model sum
|
---|
| 1138 | ASAP> f.plot(components=[-1,0,2]) # -1 means the compoment sum
|
---|
| 1139 | \end{verbatim}
|
---|
| 1140 |
|
---|
[544] | 1141 | \subsection{Fit saving}
|
---|
| 1142 |
|
---|
| 1143 | One you are happy with your fit, it is possible to store it as part of
|
---|
| 1144 | the scantable.
|
---|
| 1145 |
|
---|
| 1146 | \begin{verbatim}
|
---|
| 1147 | ASAP> f.storefit()
|
---|
| 1148 | \end{verbatim}
|
---|
| 1149 |
|
---|
| 1150 | This will be saved to disk with the data, if the ``ASAP'' file format
|
---|
| 1151 | is selected. Multiple fits to the same data can be stored in the
|
---|
[738] | 1152 | scantable.
|
---|
[544] | 1153 |
|
---|
| 1154 | The scantable function \cmd{get\_fit} can be used to retrieve the
|
---|
| 1155 | stored fits. Currently the fit parameters are just printed to the
|
---|
| 1156 | screen.
|
---|
| 1157 |
|
---|
| 1158 | \begin{verbatim}
|
---|
| 1159 | ASAP> scans.get_fit(4) # Print fits for row 4
|
---|
| 1160 | \end{verbatim}
|
---|
| 1161 |
|
---|
[534] | 1162 | \section{Polarisation}
|
---|
| 1163 |
|
---|
| 1164 | Currently ASAP only supports polarmetric analysis on linearly
|
---|
| 1165 | polarised feeds and the cross polarisation products measured. Other
|
---|
| 1166 | cases will be added on an as needed basic.
|
---|
| 1167 |
|
---|
[538] | 1168 | Conversions of linears to Stokes or Circular polarisations are done
|
---|
[544] | 1169 | ``on-the-fly''. Leakage cannot be corrected for nor are these routines
|
---|
[738] | 1170 | able to calibrate position angle offsets.
|
---|
[534] | 1171 |
|
---|
[538] | 1172 | \subsection{Simple Calibration}
|
---|
| 1173 |
|
---|
[763] | 1174 | {\em Currently the receiver position angle is not read from the RPFITS
|
---|
| 1175 | file and a position angle of zero is assumed. This severely hampers
|
---|
| 1176 | correct handling of polarimetry. In the future we aim to define a
|
---|
| 1177 | general framework and populate the RPFITS files with the data required
|
---|
| 1178 | for transparent polarimetric calibration.}
|
---|
[538] | 1179 |
|
---|
| 1180 | It is possible that there is a phase offset between polarisation which
|
---|
[546] | 1181 | will effect the phase of the cross polarisation correlation, and so give
|
---|
| 1182 | rise to spurious polarisation. \cmd{rotate\_xyphase} can be used to
|
---|
| 1183 | correct for this error. At this point, the user must know how to
|
---|
| 1184 | determine the size of the phase offset themselves.
|
---|
[538] | 1185 |
|
---|
| 1186 | \begin{verbatim}
|
---|
[546] | 1187 | ASAP> scans.rotate_xyphase(10.5) # Degrees
|
---|
[538] | 1188 | \end{verbatim}
|
---|
| 1189 |
|
---|
| 1190 | Note that if this function is run twice, the sum of the two values is
|
---|
[546] | 1191 | applied because it is done in-situ.
|
---|
[538] | 1192 |
|
---|
[546] | 1193 | A correction for the receiver parallactic angle may need to be made,
|
---|
| 1194 | either because of how it is mounted or if parallactifiying had to track
|
---|
[538] | 1195 | at 90 degrees rather than 0. Use \cmd{rotate\_linpolphase} to correct
|
---|
| 1196 | the position angle. Running this function twice results in the sum of
|
---|
[546] | 1197 | the corrections being applied because it is applied in-situ.
|
---|
[538] | 1198 |
|
---|
| 1199 | \begin{verbatim}
|
---|
[546] | 1200 | ASAP> scans.rotate_linpolphase(-20) # Degrees; correct for receiver mounting
|
---|
[538] | 1201 |
|
---|
| 1202 | # Receiver was tracking 90 degrees rather than 0
|
---|
[738] | 1203 | ASAP> scans.rotate_linpolphase(90)
|
---|
[538] | 1204 | \end{verbatim}
|
---|
| 1205 |
|
---|
| 1206 | \subsection{Plotting}
|
---|
| 1207 | \label{sec:polplot}
|
---|
| 1208 |
|
---|
[546] | 1209 | To plot Stokes values, the plotter \cmd{set\_cursor} function should
|
---|
[538] | 1210 | be called first using the \cmd{pol} argument. The values which can be
|
---|
[548] | 1211 | plotted include a selection of [I,Q,U,V], [I, Plinear, Pangle, V],
|
---|
| 1212 | [RR, LL] or [XX, YY, Real(XY), Imaginary(XY)]. (Plinear and Pangle are
|
---|
| 1213 | the percentage and position angle of linear polarisation). Conversion
|
---|
| 1214 | to circular polarisations are currently not available.
|
---|
[538] | 1215 |
|
---|
| 1216 | Example:
|
---|
| 1217 |
|
---|
| 1218 | \begin{verbatim}
|
---|
[763] | 1219 | ASAP> plotter.set_cursor(pol=``I Q'')
|
---|
| 1220 | ASAP> plotter.set_cursor(pol=``RR LL'')
|
---|
| 1221 | ASAP> plotter.set_cursor(pol=``XX YY'')
|
---|
| 1222 | ASAP> plotter.set_cursor(pol=``I Plinear'')
|
---|
[538] | 1223 | \end{verbatim}
|
---|
| 1224 |
|
---|
| 1225 | Row, beam and IF selection are also available in \cmd{set\_cursor} as
|
---|
| 1226 | describe in section~\ref{sec:plotter_cursor}.
|
---|
| 1227 |
|
---|
| 1228 | \subsection{Saving}
|
---|
| 1229 |
|
---|
| 1230 | When saving data using the \cmd{save} function, the \cmd{stokes}
|
---|
| 1231 | argument can be used to save the data as Stoke values when saving in
|
---|
| 1232 | FITS format.
|
---|
| 1233 |
|
---|
| 1234 | Example:
|
---|
| 1235 |
|
---|
| 1236 | \begin{verbatim}
|
---|
| 1237 | ASAP> scans.save('myscan.sdfits', 'SDFITS', stokes=True)
|
---|
| 1238 | \end{verbatim}
|
---|
| 1239 |
|
---|
[534] | 1240 |
|
---|
[763] | 1241 | \section{Scantable Mathematics}
|
---|
| 1242 |
|
---|
| 1243 | It is possible to to simple mathematics directly on scantables from
|
---|
| 1244 | the command line using the \cmd{+, -, *, /} operators as well as their
|
---|
| 1245 | cousins \cmd{+=, -= *=, /=}. This works between two scantables or a
|
---|
| 1246 | scantable and a float. (Note that it does not work for integers).
|
---|
| 1247 |
|
---|
[534] | 1248 | \begin{verbatim}
|
---|
[763] | 1249 | ASAP> sum = scan1+scan2
|
---|
| 1250 | ASAP> scan2 = scan1+2.0
|
---|
| 1251 | ASAP> scan *= 1.05
|
---|
| 1252 | \end{verbatim}
|
---|
| 1253 |
|
---|
| 1254 | \section{Scripting}
|
---|
| 1255 |
|
---|
| 1256 | Because asap is based on python, it easy for the user write their own
|
---|
| 1257 | scripts and functions to process data. This is highly recommended as
|
---|
| 1258 | most processing of user data could then be done in a couple of steps
|
---|
| 1259 | using a few simple user defined functions. A Python primer is beyond
|
---|
| 1260 | the scope of this userguide. See the asap home pages for a scripting
|
---|
| 1261 | tutorial or the main python website for comprehensive documentation.
|
---|
| 1262 |
|
---|
| 1263 | \hspace{1cm} http://www.atnf.csiro.au/computing/software/asap/tutorials
|
---|
| 1264 | \hspace{1cm} http://www.python.org/doc/Introduction.html
|
---|
| 1265 |
|
---|
| 1266 | \subsection{Running scripts}
|
---|
| 1267 |
|
---|
| 1268 | The asap global function \cmd{execfile} reads the named text file and
|
---|
| 1269 | executes the contained python code. This file can either contain
|
---|
| 1270 | function definitions which will be used in subsequent processing or
|
---|
| 1271 | just a set of commands to process a specific dataset.
|
---|
| 1272 |
|
---|
| 1273 | \subsection{asapuserfuncs.py}
|
---|
| 1274 |
|
---|
| 1275 | The file $\sim$/.asap/asapuserfuncs.py is automatically read in when
|
---|
| 1276 | asap is started. The user can use this to define a set of user
|
---|
| 1277 | functions which are automatically available each time asap is
|
---|
| 1278 | used. The \cmd{execfile} function can be called from within this file.
|
---|
| 1279 |
|
---|
| 1280 | \section{Worked examples}
|
---|
| 1281 |
|
---|
| 1282 | In the following section a few examples of end-to-end processing of
|
---|
| 1283 | some data in asap are given.
|
---|
| 1284 |
|
---|
| 1285 | \subsection{Mopra}
|
---|
| 1286 |
|
---|
| 1287 | \subsection{Parkes Polarimetry}
|
---|
| 1288 |
|
---|
| 1289 | The following example is processing of some Parkes polarmetric
|
---|
| 1290 | observations of OH masers at 1.6~GHz. Because digital filters where
|
---|
| 1291 | used in the backend, the baselines are stable enough not to require a
|
---|
| 1292 | quotient spectra. The 4~MHz bandwidth is wide enough to observe both
|
---|
| 1293 | the 1665 and 1667~MHz OH maser transitions. Each source was observed
|
---|
| 1294 | once for about 10 minutes. Tsys information was not written to the
|
---|
| 1295 | rpfits file (a nominal 25K values was used), so the amplitudes need
|
---|
| 1296 | to be adjusted based on a separate log file. A simple user function is
|
---|
| 1297 | used to simplify this, contained in a file called mypol.py:
|
---|
| 1298 |
|
---|
| 1299 | \begin{verbatim}
|
---|
| 1300 | def xyscale(data,xtsys=1.0,ytsys=1.0,nomtsys=25.0) :
|
---|
| 1301 |
|
---|
| 1302 | data.set_cursor(pol=0)
|
---|
| 1303 | data.scale(xtsys/nomtsys,allaxes=False)
|
---|
| 1304 |
|
---|
| 1305 | data.set_cursor(pol=1)
|
---|
| 1306 | data.scale(ytsys/nomtsys,allaxes=False)
|
---|
| 1307 |
|
---|
| 1308 | data.set_cursor(pol=2)
|
---|
| 1309 | data.scale((xtsys+ytsys)/(2*nomtsys),allaxes=False)
|
---|
| 1310 |
|
---|
| 1311 | data.set_cursor(pol=3)
|
---|
| 1312 | data.scale((xtsys+ytsys)/(2*nomtsys),allaxes=False)
|
---|
| 1313 | \end{verbatim}
|
---|
| 1314 |
|
---|
| 1315 | The typical asap session would be
|
---|
| 1316 |
|
---|
| 1317 | \begin{verbatim}
|
---|
| 1318 |
|
---|
| 1319 | # Remind ourself the name of the rpfits files
|
---|
| 1320 | ls
|
---|
| 1321 |
|
---|
| 1322 | # Load data from an rpfits file
|
---|
| 1323 | d1665 = scantable('2005-10-27_0154-P484.rpf')
|
---|
| 1324 |
|
---|
| 1325 | # Check what we have just loaded
|
---|
| 1326 | d1665.summary
|
---|
| 1327 |
|
---|
| 1328 | # View the data in velocity
|
---|
| 1329 | d1665.set_unit('km/s')
|
---|
| 1330 | d1665.set_freqframe('LSRK')
|
---|
| 1331 |
|
---|
| 1332 | # Correct for the known phase offset in the crosspol data
|
---|
| 1333 | d1665.rotate_xyphase(-4)
|
---|
| 1334 |
|
---|
| 1335 | # Create a copy of the data and set the rest frequency to the 1667 MHz
|
---|
| 1336 | # transition
|
---|
| 1337 | d1667 = d1665.copy()
|
---|
| 1338 | d1667.set_restfreqs(lines=['OH1667'])
|
---|
| 1339 | d1667.summary
|
---|
| 1340 |
|
---|
| 1341 | # Copy out the scan we wish to process
|
---|
| 1342 | g351_5 = d1665.get_scan('351p160')
|
---|
| 1343 | g351_7 = d1667.get_scan('351p160')
|
---|
| 1344 |
|
---|
| 1345 | # Plot the data
|
---|
| 1346 | plotter.plot(g351_5,g351_7) # Only shows one panel
|
---|
| 1347 |
|
---|
| 1348 | # Tell the plotter to stack polarisation and panel scans
|
---|
| 1349 | plotter.set_mode('p','s')
|
---|
| 1350 |
|
---|
| 1351 | # Correct for the Tsys using our predefined function
|
---|
| 1352 | execfile('mypol.py') # Read in the function
|
---|
| 1353 | xyscale(g351_5,23.2,22.7) # Execute it on the data
|
---|
| 1354 | xyscale(g351_7,23.2,22.7)
|
---|
| 1355 |
|
---|
| 1356 | # Only plot the velocity range of interest
|
---|
| 1357 | plotter.set_range(-30,10)
|
---|
| 1358 |
|
---|
| 1359 | # Baseline the data
|
---|
| 1360 | msk = g351_5.create_mask([-20,-15],[0,5])
|
---|
| 1361 | g351_5.poly_baseline(msk,1)
|
---|
| 1362 | msk = g351_7.create_mask([-20,-15],[0,5])
|
---|
| 1363 | g351_7.poly_baseline(msk,1)
|
---|
| 1364 |
|
---|
| 1365 | # Update the plot with the baselined data
|
---|
| 1366 | plotter.plot()
|
---|
| 1367 |
|
---|
| 1368 | # Look at the various polarisation products
|
---|
| 1369 | plotter.set_cursor(pol='RR LL')
|
---|
| 1370 | plotter.set_cursor(pol='I Plinear')
|
---|
| 1371 | plotter.set_cursor(pol='I Q U V')
|
---|
| 1372 |
|
---|
| 1373 | # Save the plot as postscript
|
---|
| 1374 | plotter.save('g361_stokes.ps')
|
---|
| 1375 |
|
---|
| 1376 | # Save the process spectra
|
---|
| 1377 | g351_5.save('junk5.asap')
|
---|
| 1378 | g351_7.save('junk7.asap')
|
---|
| 1379 |
|
---|
| 1380 | \end{verbatim}
|
---|
| 1381 |
|
---|
| 1382 | \subsection{Tidbinbilla}
|
---|
| 1383 |
|
---|
| 1384 | \newpage
|
---|
| 1385 |
|
---|
| 1386 | \section{Appendix}
|
---|
| 1387 |
|
---|
| 1388 | \subsection{Function Summary}
|
---|
| 1389 |
|
---|
| 1390 | \begin{verbatim}
|
---|
[738] | 1391 | [The scan container]
|
---|
[534] | 1392 | scantable - a container for integrations/scans
|
---|
| 1393 | (can open asap/rpfits/sdfits and ms files)
|
---|
| 1394 | copy - returns a copy of a scan
|
---|
| 1395 | get_scan - gets a specific scan out of a scantable
|
---|
| 1396 | summary - print info about the scantable contents
|
---|
| 1397 | set_cursor - set a specific Beam/IF/Pol 'cursor' for
|
---|
| 1398 | further use
|
---|
| 1399 | get_cursor - print out the current cursor position
|
---|
| 1400 | stats - get specified statistic of the spectra in
|
---|
| 1401 | the scantable
|
---|
| 1402 | stddev - get the standard deviation of the spectra
|
---|
| 1403 | in the scantable
|
---|
| 1404 | get_tsys - get the TSys
|
---|
| 1405 | get_time - get the timestamps of the integrations
|
---|
| 1406 | get_unit - get the currnt unit
|
---|
| 1407 | set_unit - set the abcissa unit to be used from this
|
---|
| 1408 | point on
|
---|
| 1409 | get_abcissa - get the abcissa values and name for a given
|
---|
| 1410 | row (time)
|
---|
| 1411 | set_freqframe - set the frame info for the Spectral Axis
|
---|
| 1412 | (e.g. 'LSRK')
|
---|
| 1413 | set_doppler - set the doppler to be used from this point on
|
---|
| 1414 | set_instrument - set the instrument name
|
---|
| 1415 | get_fluxunit - get the brightness flux unit
|
---|
| 1416 | set_fluxunit - set the brightness flux unit
|
---|
| 1417 | create_mask - return an mask in the current unit
|
---|
| 1418 | for the given region. The specified regions
|
---|
| 1419 | are NOT masked
|
---|
| 1420 | get_restfreqs - get the current list of rest frequencies
|
---|
| 1421 | set_restfreqs - set a list of rest frequencies
|
---|
| 1422 | lines - print list of known spectral lines
|
---|
| 1423 | flag_spectrum - flag a whole Beam/IF/Pol
|
---|
| 1424 | save - save the scantable to disk as either 'ASAP'
|
---|
| 1425 | or 'SDFITS'
|
---|
| 1426 | nbeam,nif,nchan,npol - the number of beams/IFs/Pols/Chans
|
---|
| 1427 | history - print the history of the scantable
|
---|
[544] | 1428 | get_fit - get a fit which has been stored witnh the data
|
---|
[738] | 1429 | average_time - return the (weighted) time average of a scan
|
---|
[534] | 1430 | or a list of scans
|
---|
| 1431 | average_pol - average the polarisations together.
|
---|
| 1432 | The dimension won't be reduced and
|
---|
| 1433 | all polarisations will contain the
|
---|
| 1434 | averaged spectrum.
|
---|
[738] | 1435 | auto_quotient - return the on/off quotient with
|
---|
| 1436 | automatic detection of the on/off scans
|
---|
[534] | 1437 | quotient - return the on/off quotient
|
---|
| 1438 | scale - return a scan scaled by a given factor
|
---|
[738] | 1439 | add - return a scan with given value added
|
---|
[534] | 1440 | bin - return a scan with binned channels
|
---|
| 1441 | resample - return a scan with resampled channels
|
---|
| 1442 | smooth - return the spectrally smoothed scan
|
---|
| 1443 | poly_baseline - fit a polynomial baseline to all Beams/IFs/Pols
|
---|
[738] | 1444 | auto_poly_baseline - automatically fit a polynomial baseline
|
---|
[534] | 1445 | gain_el - apply gain-elevation correction
|
---|
| 1446 | opacity - apply opacity correction
|
---|
| 1447 | convert_flux - convert to and from Jy and Kelvin brightness
|
---|
| 1448 | units
|
---|
| 1449 | freq_align - align spectra in frequency frame
|
---|
| 1450 | rotate_xyphase - rotate XY phase of cross correlation
|
---|
| 1451 | rotate_linpolphase - rotate the phase of the complex
|
---|
| 1452 | polarization O=Q+iU correlation
|
---|
| 1453 | [Math] Mainly functions which operate on more than one scantable
|
---|
| 1454 |
|
---|
[738] | 1455 | average_time - return the (weighted) time average
|
---|
[534] | 1456 | of a list of scans
|
---|
| 1457 | quotient - return the on/off quotient
|
---|
[544] | 1458 | simple_math - simple mathematical operations on two scantables,
|
---|
| 1459 | 'add', 'sub', 'mul', 'div'
|
---|
[534] | 1460 | [Fitting]
|
---|
| 1461 | fitter
|
---|
| 1462 | auto_fit - return a scan where the function is
|
---|
| 1463 | applied to all Beams/IFs/Pols.
|
---|
| 1464 | commit - return a new scan where the fits have been
|
---|
| 1465 | commited.
|
---|
| 1466 | fit - execute the actual fitting process
|
---|
[544] | 1467 | store_fit - store the fit paramaters in the data (scantable)
|
---|
[534] | 1468 | get_chi2 - get the Chi^2
|
---|
| 1469 | set_scan - set the scantable to be fit
|
---|
| 1470 | set_function - set the fitting function
|
---|
| 1471 | set_parameters - set the parameters for the function(s), and
|
---|
| 1472 | set if they should be held fixed during fitting
|
---|
[544] | 1473 | set_gauss_parameters - same as above but specialised for individual
|
---|
| 1474 | gaussian components
|
---|
[534] | 1475 | get_parameters - get the fitted parameters
|
---|
| 1476 | plot - plot the resulting fit and/or components and
|
---|
| 1477 | residual
|
---|
| 1478 | [Plotter]
|
---|
| 1479 | asapplotter - a plotter for asap, default plotter is
|
---|
| 1480 | called 'plotter'
|
---|
| 1481 | plot - plot a (list of) scantable
|
---|
| 1482 | save - save the plot to a file ('png' ,'ps' or 'eps')
|
---|
| 1483 | set_mode - set the state of the plotter, i.e.
|
---|
| 1484 | what is to be plotted 'colour stacked'
|
---|
| 1485 | and what 'panelled'
|
---|
[544] | 1486 | set_cursor - only plot a selected part of the data
|
---|
| 1487 | set_range - set a 'zoom' window
|
---|
[534] | 1488 | set_legend - specify user labels for the legend indeces
|
---|
| 1489 | set_title - specify user labels for the panel indeces
|
---|
| 1490 | set_ordinate - specify a user label for the ordinate
|
---|
| 1491 | set_abcissa - specify a user label for the abcissa
|
---|
| 1492 | set_layout - specify the multi-panel layout (rows,cols)
|
---|
[738] | 1493 |
|
---|
[534] | 1494 | [Reading files]
|
---|
| 1495 | reader - access rpfits/sdfits files
|
---|
| 1496 | read - read in integrations
|
---|
| 1497 | summary - list info about all integrations
|
---|
| 1498 |
|
---|
| 1499 | [General]
|
---|
| 1500 | commands - this command
|
---|
| 1501 | print - print details about a variable
|
---|
| 1502 | list_scans - list all scantables created bt the user
|
---|
| 1503 | del - delete the given variable from memory
|
---|
| 1504 | range - create a list of values, e.g.
|
---|
| 1505 | range(3) = [0,1,2], range(2,5) = [2,3,4]
|
---|
| 1506 | help - print help for one of the listed functions
|
---|
[538] | 1507 | execfile - execute an asap script, e.g. execfile('myscript')
|
---|
[544] | 1508 | list_rcparameters - print out a list of possible values to be
|
---|
[763] | 1509 | put into \$HOME/.asaprc
|
---|
[534] | 1510 | mask_and,mask_or,
|
---|
| 1511 | mask_not - boolean operations on masks created with
|
---|
| 1512 | scantable.create_mask
|
---|
[738] | 1513 |
|
---|
[534] | 1514 | Note:
|
---|
| 1515 | How to use this with help:
|
---|
| 1516 | # function 'summary'
|
---|
| 1517 | [xxx] is just a category
|
---|
[544] | 1518 | Every 'sub-level' in this list should be replaces by a '.' Period when
|
---|
[738] | 1519 | using help
|
---|
[534] | 1520 | Example:
|
---|
| 1521 | ASAP> help scantable # to get info on ths scantable
|
---|
| 1522 | ASAP> help scantable.summary # to get help on the scantable's
|
---|
| 1523 | ASAP> help average_time
|
---|
[544] | 1524 |
|
---|
[534] | 1525 | \end{verbatim}
|
---|
| 1526 |
|
---|
| 1527 | \subsection{Installation}
|
---|
| 1528 |
|
---|
| 1529 | ASAP depends on a number of third-party libraries which you must
|
---|
| 1530 | have installed before attempting to build ASAP. These are:
|
---|
| 1531 |
|
---|
| 1532 | \begin{itemize}
|
---|
| 1533 | \item AIPS++
|
---|
| 1534 | \item Boost
|
---|
| 1535 | \item Matplotlib
|
---|
[738] | 1536 | \item python/ipython
|
---|
[534] | 1537 | \end{itemize}
|
---|
| 1538 |
|
---|
| 1539 | Debian Linux is currently supported and we intend also
|
---|
| 1540 | to support other popular Linux flavours, Solaris and Mac.
|
---|
| 1541 |
|
---|
| 1542 | Of the dependencies, AIPS++ is the most complex to install.
|
---|
| 1543 |
|
---|
| 1544 | \subsection{ASCII output format}
|
---|
| 1545 |
|
---|
| 1546 | \subsection{.asaprc settings}
|
---|
| 1547 |
|
---|
[763] | 1548 | \asaprc{verbose}{{\bf True}/False}{Print verbose output}
|
---|
| 1549 |
|
---|
| 1550 | \asaprc{insitu}{{\bf True}/False}{Apply operations on the input
|
---|
| 1551 | scantable or return new one}
|
---|
| 1552 |
|
---|
| 1553 | % plotting
|
---|
| 1554 |
|
---|
| 1555 | \asaprc{useplotter}{{\bf True}/False}{Preload a default plotter}
|
---|
| 1556 |
|
---|
| 1557 | \asaprc{plotter.gui}{{\bf True}/False}{Do we want a GUI or plot to a
|
---|
| 1558 | file}
|
---|
| 1559 |
|
---|
| 1560 | \asaprc{plotter.stacking}{{\bf Pol} Beam IF Scan Time}{Default mode for
|
---|
| 1561 | colour stacking}
|
---|
| 1562 |
|
---|
| 1563 | \asaprc{plotter.panelling}{Pol Beam IF {\bf Scan} Time}{Default mode
|
---|
| 1564 | for panelling}
|
---|
| 1565 |
|
---|
| 1566 | \asaprc{plotter.ganged}{{\bf True}/False}{Push panels together, to
|
---|
| 1567 | share axislabels}
|
---|
| 1568 |
|
---|
| 1569 | \asaprc{plotter.decimate}{True/{\bf False}}{Decimate the number of
|
---|
| 1570 | points plotted by a factor of nchan/1024}
|
---|
| 1571 |
|
---|
| 1572 | % default colours/linestyles
|
---|
| 1573 | %\asaprc{plotter.colours}{.}{.}
|
---|
| 1574 | %\asaprc{plotter.linestyles{.}{.}
|
---|
| 1575 |
|
---|
| 1576 | % scantable
|
---|
| 1577 | \asaprc{scantable.save}{{\bf ASAP} SDFITS FITS ASCII MS2}{Default output
|
---|
| 1578 | format when saving}
|
---|
| 1579 |
|
---|
| 1580 | \asaprc{scantable.autoaverage}{{\bf True}/False}{Auto averaging on
|
---|
| 1581 | read}
|
---|
| 1582 |
|
---|
| 1583 | \asaprc{scantable.freqframe}{{\bf LSRK} TOPO BARY etc}{default
|
---|
| 1584 | frequency frame to set when function scantable.set\_freqframe is
|
---|
| 1585 | called}
|
---|
| 1586 |
|
---|
| 1587 | \asaprc{scantable.allaxes}{{\bf True}/False}{Apply action to all axes
|
---|
| 1588 | not just the cursor location}
|
---|
| 1589 |
|
---|
| 1590 | \asaprc{scantable.plotter}{{\bf True}/False}{Use internal plotter}
|
---|
| 1591 |
|
---|
| 1592 | \asaprc{scantable.verbosesummary}{True/{\bf False}}{Control the level
|
---|
| 1593 | of information printed by summary}
|
---|
| 1594 |
|
---|
[534] | 1595 | \end{document}
|
---|