[101] | 1 | from scantable import scantable
|
---|
[258] | 2 | from asap import rcParams
|
---|
[101] | 3 |
|
---|
[143] | 4 | def average_time(*args, **kwargs):
|
---|
[101] | 5 | """
|
---|
[113] | 6 | Return the (time) average of a scan or list of scans. [in channels only]
|
---|
[305] | 7 | The cursor of the output scan is set to 0
|
---|
[113] | 8 | Parameters:
|
---|
| 9 | one scan or comma separated scans
|
---|
[143] | 10 | mask: an optional mask (only used for 'var' and 'tsys' weighting)
|
---|
| 11 | scanav: False (default) averages all scans together,
|
---|
| 12 | True averages each scan separately
|
---|
| 13 | weight: Weighting scheme. 'none' (default), 'var' (variance
|
---|
| 14 | weighted), 'tsys'
|
---|
[113] | 15 | Example:
|
---|
| 16 | # return a time averaged scan from scana and scanb
|
---|
| 17 | # without using a mask
|
---|
[129] | 18 | scanav = average_time(scana,scanb)
|
---|
[113] | 19 | # return the (time) averaged scan, i.e. the average of
|
---|
| 20 | # all correlator cycles
|
---|
| 21 | scanav = average_time(scan)
|
---|
[143] | 22 |
|
---|
[101] | 23 | """
|
---|
[143] | 24 | scanAv = False
|
---|
| 25 | if kwargs.has_key('scanav'):
|
---|
| 26 | scanAv = kwargs.get('scanav')
|
---|
[258] | 27 |
|
---|
[143] | 28 | weight = 'none'
|
---|
| 29 | if kwargs.has_key('weight'):
|
---|
| 30 | weight = kwargs.get('weight')
|
---|
[258] | 31 |
|
---|
[143] | 32 | mask = ()
|
---|
| 33 | if kwargs.has_key('mask'):
|
---|
| 34 | mask = kwargs.get('mask')
|
---|
[258] | 35 |
|
---|
[143] | 36 | lst = tuple(args)
|
---|
| 37 | from asap._asap import average as _av
|
---|
[113] | 38 | for s in lst:
|
---|
[101] | 39 | if not isinstance(s,scantable):
|
---|
| 40 | print "Please give a list of scantables"
|
---|
| 41 | return
|
---|
[143] | 42 | return scantable(_av(lst, mask, scanAv, weight))
|
---|
[101] | 43 |
|
---|
[245] | 44 | def quotient(source, reference, preserve=True):
|
---|
[101] | 45 | """
|
---|
[246] | 46 | Return the quotient of a 'source' (signal) scan and a 'reference' scan.
|
---|
| 47 | The reference can have just one row, even if the signal has many. Otherwise
|
---|
| 48 | they must have the same number of rows.
|
---|
[305] | 49 | The cursor of the output scan is set to 0
|
---|
[101] | 50 | Parameters:
|
---|
| 51 | source: the 'on' scan
|
---|
| 52 | reference: the 'off' scan
|
---|
[245] | 53 | preserve: you can preserve (default) the continuum or
|
---|
| 54 | remove it. The equations used are
|
---|
| 55 | preserve - Output = Tref * (sig/ref) - Tref
|
---|
| 56 | remove - Output = Tref * (sig/ref) - Tsig
|
---|
[101] | 57 | """
|
---|
| 58 | from asap._asap import quotient as _quot
|
---|
[245] | 59 | return scantable(_quot(source, reference, preserve))
|
---|
[101] | 60 |
|
---|
[296] | 61 | def simple_math(left, right, op='add', tsys=True):
|
---|
[242] | 62 | """
|
---|
| 63 | Apply simple mathematical binary operations to two
|
---|
| 64 | scan tables, returning the result in a new scan table.
|
---|
| 65 | The operation is applied to both the correlations and the TSys data
|
---|
[305] | 66 | The cursor of the output scan is set to 0
|
---|
[242] | 67 | Parameters:
|
---|
| 68 | left: the 'left' scan
|
---|
| 69 | right: the 'right' scan
|
---|
| 70 | op: the operation: 'add' (default), 'sub', 'mul', 'div'
|
---|
[296] | 71 | tsys: if True (default) then apply the operation to Tsys
|
---|
| 72 | as well as the data
|
---|
[242] | 73 | """
|
---|
[258] | 74 | if not isinstance(left,scantable) and not isinstance(right,scantable):
|
---|
| 75 | print "Please provide two scantables as input"
|
---|
| 76 | return
|
---|
[242] | 77 | from asap._asap import b_operate as _bop
|
---|
[296] | 78 | return scantable(_bop(left, right, op, tsys))
|
---|
[242] | 79 |
|
---|
[296] | 80 | def scale(scan, factor, insitu=None, allaxes=None, tsys=True):
|
---|
[101] | 81 | """
|
---|
| 82 | Return a scan where all spectra are scaled by the give 'factor'
|
---|
| 83 | Parameters:
|
---|
| 84 | scan: a scantable
|
---|
[113] | 85 | factor: the scaling factor
|
---|
[258] | 86 | insitu: if False a new scantable is returned.
|
---|
[150] | 87 | Otherwise, the scaling is done in-situ
|
---|
[258] | 88 | The default is taken from .asaprc (False)
|
---|
| 89 | allaxes: if True apply to all spectra. Otherwise
|
---|
| 90 | apply only to the selected (beam/pol/if)spectra only.
|
---|
| 91 | The default is taken from .asaprc (True)
|
---|
[296] | 92 | tsys: if True (default) then apply the operation to Tsys
|
---|
| 93 | as well as the data
|
---|
[101] | 94 | """
|
---|
[258] | 95 | if allaxes is None: allaxes = rcParams['scantable.allaxes']
|
---|
| 96 | if insitu is None: insitu = rcParams['insitu']
|
---|
[141] | 97 | if not insitu:
|
---|
| 98 | from asap._asap import scale as _scale
|
---|
[296] | 99 | return scantable(_scale(scan, factor, allaxes, tsys))
|
---|
[141] | 100 | else:
|
---|
| 101 | from asap._asap import scale_insitu as _scale
|
---|
[296] | 102 | _scale(scan, factor, allaxes, tsys)
|
---|
[141] | 103 | return
|
---|
| 104 |
|
---|
[101] | 105 |
|
---|
[258] | 106 | def add(scan, offset, insitu=None, allaxes=None):
|
---|
[113] | 107 | """
|
---|
[150] | 108 | Return a scan where all spectra have the offset added
|
---|
[113] | 109 | Parameters:
|
---|
| 110 | scan: a scantable
|
---|
[150] | 111 | offset: the offset
|
---|
[258] | 112 | insitu: if False a new scantable is returned.
|
---|
| 113 | Otherwise, the scaling is done in-situ
|
---|
| 114 | The default is taken from .asaprc (False)
|
---|
| 115 | allaxes: if True apply to all spectra. Otherwise
|
---|
[150] | 116 | apply only to the selected (beam/pol/if)spectra only
|
---|
[258] | 117 | The default is taken from .asaprc (True)
|
---|
[113] | 118 | """
|
---|
[258] | 119 | if allaxes is None: allaxes = rcParams['scantable.allaxes']
|
---|
| 120 | if insitu is None: insitu = rcParams['insitu']
|
---|
[150] | 121 | if not insitu:
|
---|
| 122 | from asap._asap import add as _add
|
---|
[258] | 123 | return scantable(_add(scan, offset, allaxes))
|
---|
[150] | 124 | else:
|
---|
| 125 | from asap._asap import add_insitu as _add
|
---|
[258] | 126 | _add(scan, offset, allaxes)
|
---|
[150] | 127 | return
|
---|
| 128 |
|
---|
[258] | 129 | def convert_flux(scan, area, eta=1.0, insitu=None, allaxes=None):
|
---|
[224] | 130 | """
|
---|
| 131 | Return a scan where all spectra are converted to either Jansky or Kelvin
|
---|
| 132 | depending upon the flux units of the scan table.
|
---|
| 133 | Parameters:
|
---|
| 134 | scan: a scantable
|
---|
| 135 | area: the illuminated area of the telescope (m**2)
|
---|
| 136 | eta: The efficiency of the telescope (default 1.0)
|
---|
[258] | 137 | insitu: if False a new scantable is returned.
|
---|
| 138 | Otherwise, the scaling is done in-situ
|
---|
| 139 | The default is taken from .asaprc (False)
|
---|
| 140 | allaxes: if True apply to all spectra. Otherwise
|
---|
[224] | 141 | apply only to the selected (beam/pol/if)spectra only
|
---|
[258] | 142 | The default is taken from .asaprc (True)
|
---|
[224] | 143 | """
|
---|
[258] | 144 | if allaxes is None: allaxes = rcParams['scantable.allaxes']
|
---|
| 145 | if insitu is None: insitu = rcParams['insitu']
|
---|
[224] | 146 | if not insitu:
|
---|
| 147 | from asap._asap import convertflux as _convert
|
---|
[258] | 148 | return scantable(_convert(scan, area, eta, allaxes))
|
---|
[224] | 149 | else:
|
---|
| 150 | from asap._asap import convertflux_insitu as _convert
|
---|
[258] | 151 | _convert(scan, area, eta, allaxes)
|
---|
[224] | 152 | return
|
---|
[229] | 153 |
|
---|
[258] | 154 | def gain_el(scan, poly=None, filename="", method="linear", insitu=None, allaxes=None):
|
---|
[229] | 155 | """
|
---|
[242] | 156 | Return a scan after applying a gain-elevation correction. The correction
|
---|
| 157 | can be made via either a polynomial or a table-based interpolation
|
---|
| 158 | (and extrapolation if necessary).
|
---|
| 159 | You specify polynomial coefficients, an ascii table or neither.
|
---|
| 160 | If you specify neither, then a polynomial correction will be made
|
---|
| 161 | with built in coefficients known for certain telescopes (an error will
|
---|
| 162 | occur if the instrument is not known).
|
---|
[229] | 163 | Parameters:
|
---|
| 164 | scan: a scantable
|
---|
[258] | 165 | poly: Polynomial coefficients (default None) to compute a
|
---|
| 166 | gain-elevation correction as a function of
|
---|
| 167 | elevation (in degrees).
|
---|
[242] | 168 | filename: The name of an ascii file holding correction factors.
|
---|
| 169 | The first row of the ascii file must give the column
|
---|
| 170 | names and these MUST include columns
|
---|
[258] | 171 | "ELEVATION" (degrees) and "FACTOR" (multiply data by this)
|
---|
| 172 | somewhere.
|
---|
| 173 | The second row must give the data type of the column. Use
|
---|
| 174 | 'R' for Real and 'I' for Integer. An example file
|
---|
| 175 | would be:
|
---|
[229] | 176 |
|
---|
[242] | 177 | TIME ELEVATION FACTOR
|
---|
| 178 | R R R
|
---|
| 179 | 0.1 0 1.5
|
---|
| 180 | 0.2 20 1.4
|
---|
| 181 | 0.3 40 1.3
|
---|
| 182 | 0.4 60 1.2
|
---|
| 183 | 0.5 80 1.1
|
---|
| 184 | 0.6 90 1.0
|
---|
| 185 | method: Interpolation method when correcting from a table. Values
|
---|
| 186 | are "nearest", "linear" (default), "cubic" and "spline"
|
---|
[258] | 187 | insitu: if False a new scantable is returned.
|
---|
| 188 | Otherwise, the scaling is done in-situ
|
---|
| 189 | The default is taken from .asaprc (False)
|
---|
| 190 | allaxes: if True apply to all spectra. Otherwise
|
---|
| 191 | apply only to the selected (beam/pol/if) spectra only
|
---|
| 192 | The default is taken from .asaprc (True)
|
---|
[229] | 193 | """
|
---|
[258] | 194 | if allaxes is None: allaxes = rcParams['scantable.allaxes']
|
---|
[242] | 195 | if poly is None:
|
---|
| 196 | poly = ()
|
---|
[258] | 197 | if insitu is None: insitu = rcParams['insitu']
|
---|
[229] | 198 | if not insitu:
|
---|
| 199 | from asap._asap import gainel as _gainEl
|
---|
[258] | 200 | return scantable(_gainEl(scan, poly, filename, method, allaxes))
|
---|
[229] | 201 | else:
|
---|
| 202 | from asap._asap import gainel_insitu as _gainEl
|
---|
[258] | 203 | _gainEl(scan, poly, filename, method, allaxes)
|
---|
[229] | 204 | return
|
---|
[224] | 205 |
|
---|
[313] | 206 | def freq_align(scan, reftime=None, insitu=None):
|
---|
[269] | 207 | """
|
---|
[313] | 208 | Return a scan where all rows have been aligned in frequency. The
|
---|
| 209 | alignment frequency frame (e.g. LSRK) is that set by function
|
---|
| 210 | set_freqframe.
|
---|
[269] | 211 | scan: a scantable
|
---|
[273] | 212 | reftime: reference time to align at. By default, the time of
|
---|
| 213 | the first row of data is used.
|
---|
[269] | 214 | insitu: if False a new scantable is returned.
|
---|
| 215 | Otherwise, the scaling is done in-situ
|
---|
| 216 | The default is taken from .asaprc (False)
|
---|
| 217 | """
|
---|
[273] | 218 | if reftime is None: reftime = ''
|
---|
[269] | 219 | if insitu is None: insitu = rcParams['insitu']
|
---|
| 220 | if not insitu:
|
---|
[313] | 221 | from asap._asap import freq_align as _align
|
---|
[273] | 222 | return scantable(_align(scan, reftime))
|
---|
[269] | 223 | else:
|
---|
[313] | 224 | from asap._asap import freq_align_insitu as _align
|
---|
[273] | 225 | _align(scan, reftime)
|
---|
[269] | 226 | return
|
---|
| 227 |
|
---|
[258] | 228 | def opacity(scan, tau, insitu=None, allaxes=None):
|
---|
[242] | 229 | """
|
---|
| 230 | Return a scan after applying an opacity correction.
|
---|
| 231 | Parameters:
|
---|
| 232 | scan: a scantable
|
---|
| 233 | tau: Opacity from which the correction factor is exp(tau*ZD)
|
---|
| 234 | where ZD is the zenith-distance
|
---|
[258] | 235 | insitu: if False a new scantable is returned.
|
---|
| 236 | Otherwise, the scaling is done in-situ
|
---|
| 237 | The default is taken from .asaprc (False)
|
---|
| 238 | allaxes: if True apply to all spectra. Otherwise
|
---|
[242] | 239 | apply only to the selected (beam/pol/if)spectra only
|
---|
[258] | 240 | The default is taken from .asaprc (True)
|
---|
[242] | 241 | """
|
---|
[258] | 242 | if allaxes is None: allaxes = rcParams['scantable.allaxes']
|
---|
| 243 | if insitu is None: insitu = rcParams['insitu']
|
---|
[242] | 244 | if not insitu:
|
---|
| 245 | from asap._asap import opacity as _opacity
|
---|
[258] | 246 | return scantable(_opacity(scan, tau, allaxes))
|
---|
[242] | 247 | else:
|
---|
| 248 | from asap._asap import opacity_insitu as _opacity
|
---|
[258] | 249 | _opacity(scan, tau, allaxes)
|
---|
[242] | 250 | return
|
---|
| 251 |
|
---|
[258] | 252 | def bin(scan, width=5, insitu=None):
|
---|
[101] | 253 | """
|
---|
[167] | 254 | Return a scan where all spectra have been binned up
|
---|
[172] | 255 | width: The bin width (default=5) in pixels
|
---|
[258] | 256 | insitu: if False a new scantable is returned.
|
---|
| 257 | Otherwise, the scaling is done in-situ
|
---|
| 258 | The default is taken from .asaprc (False)
|
---|
[101] | 259 | """
|
---|
[258] | 260 | if insitu is None: insitu = rcParams['insitu']
|
---|
[167] | 261 | if not insitu:
|
---|
| 262 | from asap._asap import bin as _bin
|
---|
| 263 | return scantable(_bin(scan, width))
|
---|
| 264 | else:
|
---|
| 265 | from asap._asap import bin_insitu as _bin
|
---|
| 266 | _bin(scan, width)
|
---|
| 267 | return
|
---|
[113] | 268 |
|
---|
[301] | 269 | def resample(scan, width=5, method='cubic', insitu=None):
|
---|
| 270 | """
|
---|
| 271 | Return a scan where all spectra have been binned up
|
---|
| 272 | width: The bin width (default=5) in pixels
|
---|
| 273 | method: Interpolation method when correcting from a table. Values
|
---|
| 274 | are "nearest", "linear", "cubic" (default) and "spline"
|
---|
| 275 | insitu: if False a new scantable is returned.
|
---|
| 276 | Otherwise, the scaling is done in-situ
|
---|
| 277 | The default is taken from .asaprc (False)
|
---|
| 278 | """
|
---|
| 279 | if insitu is None: insitu = rcParams['insitu']
|
---|
| 280 | if not insitu:
|
---|
| 281 | from asap._asap import resample as _resample
|
---|
| 282 | return scantable(_resample(scan, method, width))
|
---|
| 283 | else:
|
---|
| 284 | from asap._asap import resample_insitu as _resample
|
---|
| 285 | _resample(scan, method, width)
|
---|
| 286 | return
|
---|
| 287 |
|
---|
[316] | 288 | def average_pol(scan, mask=None, weight='none', insitu=None):
|
---|
[113] | 289 | """
|
---|
| 290 | Average the Polarisations together.
|
---|
[305] | 291 | The polarisation cursor of the output scan is set to 0
|
---|
[113] | 292 | Parameters:
|
---|
[172] | 293 | scan: The scantable
|
---|
| 294 | mask: An optional mask defining the region, where the
|
---|
| 295 | averaging will be applied. The output will have all
|
---|
| 296 | specified points masked.
|
---|
[316] | 297 | weight: Weighting scheme. 'none' (default), or 'var' (variance
|
---|
| 298 | weighted)
|
---|
[258] | 299 | insitu: if False a new scantable is returned.
|
---|
| 300 | Otherwise, the scaling is done in-situ
|
---|
| 301 | The default is taken from .asaprc (False)
|
---|
[113] | 302 | Example:
|
---|
| 303 | polav = average_pols(myscan)
|
---|
| 304 | """
|
---|
| 305 | if mask is None:
|
---|
[166] | 306 | mask = ()
|
---|
[258] | 307 | if insitu is None: insitu = rcParams['insitu']
|
---|
[166] | 308 | if not insitu:
|
---|
| 309 | from asap._asap import averagepol as _avpol
|
---|
[316] | 310 | return scantable(_avpol(scan, mask, weight))
|
---|
[166] | 311 | else:
|
---|
| 312 | from asap._asap import averagepol_insitu as _avpol
|
---|
[316] | 313 | _avpol(scan, mask, weight)
|
---|
[166] | 314 | return
|
---|
[113] | 315 |
|
---|
[258] | 316 | def smooth(scan, kernel="hanning", width=5.0, insitu=None, allaxes=None):
|
---|
[113] | 317 | """
|
---|
[180] | 318 | Smooth the spectrum by the specified kernel (conserving flux).
|
---|
[113] | 319 | Parameters:
|
---|
[172] | 320 | scan: The input scan
|
---|
[180] | 321 | kernel: The type of smoothing kernel. Select from
|
---|
| 322 | 'hanning' (default), 'gaussian' and 'boxcar'.
|
---|
| 323 | The first three characters are sufficient.
|
---|
| 324 | width: The width of the kernel in pixels. For hanning this is
|
---|
| 325 | ignored otherwise it defauls to 5 pixels.
|
---|
| 326 | For 'gaussian' it is the Full Width Half
|
---|
| 327 | Maximum. For 'boxcar' it is the full width.
|
---|
[258] | 328 | insitu: if False a new scantable is returned.
|
---|
[172] | 329 | Otherwise, the scaling is done in-situ
|
---|
[258] | 330 | The default is taken from .asaprc (False)
|
---|
| 331 | allaxes: If True (default) apply to all spectra. Otherwise
|
---|
[180] | 332 | apply only to the selected (beam/pol/if)spectra only
|
---|
[258] | 333 | The default is taken from .asaprc (True)
|
---|
[113] | 334 | Example:
|
---|
| 335 | none
|
---|
| 336 | """
|
---|
[258] | 337 | if allaxes is None: allaxes = rcParams['scantable.allaxes']
|
---|
| 338 | if insitu is None: insitu = rcParams['insitu']
|
---|
[172] | 339 | if not insitu:
|
---|
[180] | 340 | from asap._asap import smooth as _smooth
|
---|
[258] | 341 | return scantable(_smooth(scan,kernel,width,allaxes))
|
---|
[172] | 342 | else:
|
---|
[180] | 343 | from asap._asap import smooth_insitu as _smooth
|
---|
[258] | 344 | _smooth(scan,kernel,width,allaxes)
|
---|
[172] | 345 | return
|
---|
[113] | 346 |
|
---|
[258] | 347 | def poly_baseline(scan, mask=None, order=0, insitu=None):
|
---|
[113] | 348 | """
|
---|
[160] | 349 | Return a scan which has been baselined (all rows) by a polynomial.
|
---|
[113] | 350 | Parameters:
|
---|
| 351 | scan: a scantable
|
---|
| 352 | mask: an optional mask
|
---|
| 353 | order: the order of the polynomial (default is 0)
|
---|
[258] | 354 | insitu: if False a new scantable is returned.
|
---|
| 355 | Otherwise, the scaling is done in-situ
|
---|
| 356 | The default is taken from .asaprc (False)
|
---|
[113] | 357 | Example:
|
---|
| 358 | # return a scan baselined by a third order polynomial,
|
---|
| 359 | # not using a mask
|
---|
| 360 | bscan = poly_baseline(scan, order=3)
|
---|
| 361 | """
|
---|
| 362 | from asap.asapfitter import fitter
|
---|
| 363 | if mask is None:
|
---|
| 364 | from numarray import ones
|
---|
| 365 | mask = tuple(ones(scan.nchan()))
|
---|
| 366 | f = fitter()
|
---|
| 367 | f._verbose(True)
|
---|
| 368 | f.set_scan(scan, mask)
|
---|
| 369 | f.set_function(poly=order)
|
---|
[258] | 370 | sf = f.auto_fit(insitu)
|
---|
[113] | 371 | return sf
|
---|