source: trunk/python/asapmath.py@ 480

Last change on this file since 480 was 479, checked in by kil064, 20 years ago

be clear that gain-el correction is multiplier

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  • Property svn:keywords set to Author Date Id Revision
File size: 16.9 KB
Line 
1from scantable import scantable
2from asap import rcParams
3
4def average_time(*args, **kwargs):
5 """
6 Return the (time) average of a scan or list of scans. [in channels only]
7 The cursor of the output scan is set to 0
8 Parameters:
9 one scan or comma separated scans
10 mask: an optional mask (only used for 'var' and 'tsys' weighting)
11 scanav: True (default) averages each scan separately
12 False averages all scans together,
13 weight: Weighting scheme. 'none' (default), 'var' (variance
14 weighted), 'tsys'
15 Example:
16 # return a time averaged scan from scana and scanb
17 # without using a mask
18 scanav = average_time(scana,scanb)
19 # return the (time) averaged scan, i.e. the average of
20 # all correlator cycles
21 scanav = average_time(scan)
22
23 """
24 scanAv = True
25 if kwargs.has_key('scanav'):
26 scanAv = kwargs.get('scanav')
27 weight = 'none'
28 if kwargs.has_key('weight'):
29 weight = kwargs.get('weight')
30 mask = ()
31 if kwargs.has_key('mask'):
32 mask = kwargs.get('mask')
33 lst = tuple(args)
34 from asap._asap import average as _av
35 for s in lst:
36 if not isinstance(s,scantable):
37 print "Please give a list of scantables"
38 return
39 return scantable(_av(lst, mask, scanAv, weight))
40
41def quotient(source, reference, preserve=True):
42 """
43 Return the quotient of a 'source' (signal) scan and a 'reference' scan.
44 The reference can have just one row, even if the signal has many. Otherwise
45 they must have the same number of rows.
46 The cursor of the output scan is set to 0
47 Parameters:
48 source: the 'on' scan
49 reference: the 'off' scan
50 preserve: you can preserve (default) the continuum or
51 remove it. The equations used are
52 preserve - Output = Tref * (sig/ref) - Tref
53 remove - Output = Tref * (sig/ref) - Tsig
54 """
55 from asap._asap import quotient as _quot
56 return scantable(_quot(source, reference, preserve))
57
58def simple_math(left, right, op='add', tsys=True):
59 """
60 Apply simple mathematical binary operations to two
61 scan tables, returning the result in a new scan table.
62 The operation is applied to both the correlations and the TSys data
63 The cursor of the output scan is set to 0
64 Parameters:
65 left: the 'left' scan
66 right: the 'right' scan
67 op: the operation: 'add' (default), 'sub', 'mul', 'div'
68 tsys: if True (default) then apply the operation to Tsys
69 as well as the data
70 """
71 if not isinstance(left,scantable) and not isinstance(right,scantable):
72 print "Please provide two scantables as input"
73 return
74 from asap._asap import b_operate as _bop
75 return scantable(_bop(left, right, op, tsys))
76
77def scale(scan, factor, insitu=None, allaxes=None, tsys=True):
78 """
79 Return a scan where all spectra are scaled by the give 'factor'
80 Parameters:
81 scan: a scantable
82 factor: the scaling factor
83 insitu: if False a new scantable is returned.
84 Otherwise, the scaling is done in-situ
85 The default is taken from .asaprc (False)
86 allaxes: if True apply to all spectra. Otherwise
87 apply only to the selected (beam/pol/if)spectra only.
88 The default is taken from .asaprc (True if none)
89 tsys: if True (default) then apply the operation to Tsys
90 as well as the data
91 """
92 if allaxes is None: allaxes = rcParams['scantable.allaxes']
93 if insitu is None: insitu = rcParams['insitu']
94 if not insitu:
95 from asap._asap import scale as _scale
96 return scantable(_scale(scan, factor, allaxes, tsys))
97 else:
98 from asap._asap import scale_insitu as _scale
99 _scale(scan, factor, allaxes, tsys)
100 return
101
102
103def add(scan, offset, insitu=None, allaxes=None):
104 """
105 Return a scan where all spectra have the offset added
106 Parameters:
107 scan: a scantable
108 offset: the offset
109 insitu: if False a new scantable is returned.
110 Otherwise, the scaling is done in-situ
111 The default is taken from .asaprc (False)
112 allaxes: if True apply to all spectra. Otherwise
113 apply only to the selected (beam/pol/if)spectra only
114 The default is taken from .asaprc (True if none)
115 """
116 if allaxes is None: allaxes = rcParams['scantable.allaxes']
117 if insitu is None: insitu = rcParams['insitu']
118 if not insitu:
119 from asap._asap import add as _add
120 return scantable(_add(scan, offset, allaxes))
121 else:
122 from asap._asap import add_insitu as _add
123 _add(scan, offset, allaxes)
124 return
125
126def convert_flux(scan, jyperk=None, eta=None, d=None, insitu=None, allaxes=None):
127 """
128 Return a scan where all spectra are converted to either Jansky or Kelvin
129 depending upon the flux units of the scan table. By default the
130 function tries to look the values up internally. If it can't find
131 them (or if you want to over-ride), you must specify EITHER jyperk
132 OR eta (and D which it will try to look up also if you don't
133 set it). jyperk takes precedence if you set both.
134 Parameters:
135 scan: a scantable
136 jyperk: the Jy / K conversion factor
137 eta: the aperture efficiency
138 d: the geomtric diameter (metres)
139 insitu: if False a new scantable is returned.
140 Otherwise, the scaling is done in-situ
141 The default is taken from .asaprc (False)
142 allaxes: if True apply to all spectra. Otherwise
143 apply only to the selected (beam/pol/if)spectra only
144 The default is taken from .asaprc (True if none)
145 """
146 if allaxes is None: allaxes = rcParams['scantable.allaxes']
147 if insitu is None: insitu = rcParams['insitu']
148 if jyperk is None: jyperk = -1.0
149 if d is None: d = -1.0
150 if eta is None: eta = -1.0
151 if not insitu:
152 from asap._asap import convertflux as _convert
153 return scantable(_convert(scan, d, eta, jyperk, allaxes))
154 else:
155 from asap._asap import convertflux_insitu as _convert
156 _convert(scan, d, eta, jyperk, allaxes)
157 return
158
159def gain_el(scan, poly=None, filename="", method="linear",
160 insitu=None, allaxes=None):
161 """
162 Return a scan after applying a gain-elevation correction. The correction
163 can be made via either a polynomial or a table-based interpolation
164 (and extrapolation if necessary).
165 You specify polynomial coefficients, an ascii table or neither.
166 If you specify neither, then a polynomial correction will be made
167 with built in coefficients known for certain telescopes (an error will
168 occur if the instrument is not known). The data are *multiplied*
169 by the scaling factors.
170 Parameters:
171 scan: a scantable
172 poly: Polynomial coefficients (default None) to compute a
173 gain-elevation correction as a function of
174 elevation (in degrees).
175 filename: The name of an ascii file holding correction factors.
176 The first row of the ascii file must give the column
177 names and these MUST include columns
178 "ELEVATION" (degrees) and "FACTOR" (multiply data by this)
179 somewhere.
180 The second row must give the data type of the column. Use
181 'R' for Real and 'I' for Integer. An example file
182 would be (actual factors are arbitrary) :
183
184 TIME ELEVATION FACTOR
185 R R R
186 0.1 0 0.8
187 0.2 20 0.85
188 0.3 40 0.9
189 0.4 60 0.85
190 0.5 80 0.8
191 0.6 90 0.75
192 method: Interpolation method when correcting from a table. Values
193 are "nearest", "linear" (default), "cubic" and "spline"
194 insitu: if False a new scantable is returned.
195 Otherwise, the scaling is done in-situ
196 The default is taken from .asaprc (False)
197 allaxes: if True apply to all spectra. Otherwise
198 apply only to the selected (beam/pol/if) spectra only
199 The default is taken from .asaprc (True if none)
200 """
201 if allaxes is None: allaxes = rcParams['scantable.allaxes']
202 if poly is None:
203 poly = ()
204 if insitu is None: insitu = rcParams['insitu']
205 from os.path import expandvars
206 filename = expandvars(filename)
207 if not insitu:
208 from asap._asap import gainel as _gainEl
209 return scantable(_gainEl(scan, poly, filename, method, allaxes))
210 else:
211 from asap._asap import gainel_insitu as _gainEl
212 _gainEl(scan, poly, filename, method, allaxes)
213 return
214
215def freq_align(scan, reftime=None, method='cubic', perif=False, insitu=None):
216 """
217 Return a scan where all rows have been aligned in frequency. The
218 alignment frequency frame (e.g. LSRK) is that set by function
219 set_freqframe.
220 scan: a scantable
221 reftime: reference time to align at. By default, the time of
222 the first row of data is used.
223 method: Interpolation method for regridding the spectra. Choose
224 from "nearest", "linear", "cubic" (default) and "spline"
225 perif: Generate aligners per freqID (no doppler tracking) or
226 per IF (scan-based doppler tracking)
227 insitu: if False a new scantable is returned.
228 Otherwise, the scaling is done in-situ
229 The default is taken from .asaprc (False)
230 """
231 if reftime is None: reftime = ''
232 if insitu is None: insitu = rcParams['insitu']
233 perfreqid = not perif
234 if not insitu:
235 from asap._asap import freq_align as _align
236 return scantable(_align(scan, reftime, method, perfreqid))
237 else:
238 from asap._asap import freq_align_insitu as _align
239 _align(scan, reftime, method, perfreqid)
240 return
241
242def opacity(scan, tau, insitu=None, allaxes=None):
243 """
244 Return a scan after applying an opacity correction.
245 Parameters:
246 scan: a scantable
247 tau: Opacity from which the correction factor is exp(tau*ZD)
248 where ZD is the zenith-distance
249 insitu: if False a new scantable is returned.
250 Otherwise, the scaling is done in-situ
251 The default is taken from .asaprc (False)
252 allaxes: if True apply to all spectra. Otherwise
253 apply only to the selected (beam/pol/if)spectra only
254 The default is taken from .asaprc (True if none)
255 """
256 if allaxes is None: allaxes = rcParams['scantable.allaxes']
257 if insitu is None: insitu = rcParams['insitu']
258 if not insitu:
259 from asap._asap import opacity as _opacity
260 return scantable(_opacity(scan, tau, allaxes))
261 else:
262 from asap._asap import opacity_insitu as _opacity
263 _opacity(scan, tau, allaxes)
264 return
265
266def bin(scan, width=5, insitu=None):
267 """
268 Return a scan where all spectra have been binned up
269 width: The bin width (default=5) in pixels
270 insitu: if False a new scantable is returned.
271 Otherwise, the scaling is done in-situ
272 The default is taken from .asaprc (False)
273 """
274 if insitu is None: insitu = rcParams['insitu']
275 if not insitu:
276 from asap._asap import bin as _bin
277 return scantable(_bin(scan, width))
278 else:
279 from asap._asap import bin_insitu as _bin
280 _bin(scan, width)
281 return
282
283def resample(scan, width=5, method='cubic', insitu=None):
284 """
285 Return a scan where all spectra have been binned up
286 width: The bin width (default=5) in pixels
287 method: Interpolation method when correcting from a table. Values
288 are "nearest", "linear", "cubic" (default) and "spline"
289 insitu: if False a new scantable is returned.
290 Otherwise, the scaling is done in-situ
291 The default is taken from .asaprc (False)
292 """
293 if insitu is None: insitu = rcParams['insitu']
294 if not insitu:
295 from asap._asap import resample as _resample
296 return scantable(_resample(scan, method, width))
297 else:
298 from asap._asap import resample_insitu as _resample
299 _resample(scan, method, width)
300 return
301
302def average_pol(scan, mask=None, weight='none', insitu=None):
303 """
304 Average the Polarisations together.
305 The polarisation cursor of the output scan is set to 0
306 Parameters:
307 scan: The scantable
308 mask: An optional mask defining the region, where the
309 averaging will be applied. The output will have all
310 specified points masked.
311 weight: Weighting scheme. 'none' (default), or 'var' (variance
312 weighted)
313 insitu: if False a new scantable is returned.
314 Otherwise, the scaling is done in-situ
315 The default is taken from .asaprc (False)
316 Example:
317 polav = average_pols(myscan)
318 """
319 if mask is None:
320 mask = ()
321 if insitu is None: insitu = rcParams['insitu']
322 if not insitu:
323 from asap._asap import averagepol as _avpol
324 return scantable(_avpol(scan, mask, weight))
325 else:
326 from asap._asap import averagepol_insitu as _avpol
327 _avpol(scan, mask, weight)
328 return
329
330def smooth(scan, kernel="hanning", width=5.0, insitu=None, allaxes=None):
331 """
332 Smooth the spectrum by the specified kernel (conserving flux).
333 Parameters:
334 scan: The input scan
335 kernel: The type of smoothing kernel. Select from
336 'hanning' (default), 'gaussian' and 'boxcar'.
337 The first three characters are sufficient.
338 width: The width of the kernel in pixels. For hanning this is
339 ignored otherwise it defauls to 5 pixels.
340 For 'gaussian' it is the Full Width Half
341 Maximum. For 'boxcar' it is the full width.
342 insitu: if False a new scantable is returned.
343 Otherwise, the scaling is done in-situ
344 The default is taken from .asaprc (False)
345 allaxes: If True (default) apply to all spectra. Otherwise
346 apply only to the selected (beam/pol/if)spectra only
347 The default is taken from .asaprc (True if none)
348 Example:
349 none
350 """
351 if allaxes is None: allaxes = rcParams['scantable.allaxes']
352 if insitu is None: insitu = rcParams['insitu']
353 if not insitu:
354 from asap._asap import smooth as _smooth
355 return scantable(_smooth(scan,kernel,width,allaxes))
356 else:
357 from asap._asap import smooth_insitu as _smooth
358 _smooth(scan,kernel,width,allaxes)
359 return
360
361def poly_baseline(scan, mask=None, order=0, insitu=None):
362 """
363 Return a scan which has been baselined (all rows) by a polynomial.
364 Parameters:
365 scan: a scantable
366 mask: an optional mask
367 order: the order of the polynomial (default is 0)
368 insitu: if False a new scantable is returned.
369 Otherwise, the scaling is done in-situ
370 The default is taken from .asaprc (False)
371 Example:
372 # return a scan baselined by a third order polynomial,
373 # not using a mask
374 bscan = poly_baseline(scan, order=3)
375 """
376 from asap.asapfitter import fitter
377 if mask is None:
378 from numarray import ones
379 mask = tuple(ones(scan.nchan()))
380 f = fitter()
381 f._verbose(True)
382 f.set_scan(scan, mask)
383 f.set_function(poly=order)
384 sf = f.auto_fit(insitu)
385 return sf
386
387def rotate_xyphase (scan, angle, allaxes=None):
388 """
389 Rotate the phase of the XY correlation. This is always done in situ
390 in the data. So if you call this function more than once
391 then each call rotates the phase further.
392 Parameters:
393 angle: The angle (degrees) to rotate (add) by.
394 allaxes: If True apply to all spectra. Otherwise
395 apply only to the selected (beam/pol/if)spectra only.
396 The default is taken from .asaprc (True if none)
397 Examples:
398 rotate_xyphase(scan, 2.3)
399 """
400 if allaxes is None: allaxes = rcParams['scantable.allaxes']
401 from asap._asap import rotate_xyphase as _rotate_xyphase
402 _rotate_xyphase(scan, angle, allaxes)
403 return
404
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