Coverage for pygeodesy / geoids.py: 96%

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1 

2# -*- coding: utf-8 -*- 

3 

4u'''Geoid models and geoid height interpolations. 

5 

6Classes L{GeoidEGM96}, L{GeoidG2012B}, L{GeoidKarney} and L{GeoidPGM} to 

7interpolate the height of various U{geoid<https://WikiPedia.org/wiki/Geoid>}s 

8at C{LatLon} locations or separate lat-/longitudes using various interpolation 

9methods and C{geoid} model files. 

10 

11L{GeoidKarney} is a transcoding of I{Charles Karney}'s C++ class U{Geoid 

12<https://GeographicLib.SourceForge.io/C++/doc/geoid.html>} to pure Python. 

13 

14The L{GeoidEGM96}, L{GeoidG2012B} and L{GeoidPGM} interpolators both depend on 

15U{scipy<https://SciPy.org>} and U{numpy<https://PyPI.org/project/numpy>} and 

16require those packages to be installed. 

17 

18In addition, each geoid interpolator needs C{grid knots} (down)loaded from 

19a C{geoid} model file, I{specific to the interpolator}. More details below 

20and in the documentation of the interpolator class. For each interpolator, 

21there are several interpolation choices, like I{linear}, I{cubic}, etc. 

22 

23Typical usage 

24============= 

25 

261. Choose an interpolator class L{GeoidEGM96}, L{GeoidG2012B}, L{GeoidKarney} 

27or L{GeoidPGM} and download a C{geoid} model file, containing locations with 

28known heights also referred to as the C{grid knots}. See the documentation of 

29the interpolator class for references to available C{grid} models. 

30 

31C{>>> from pygeodesy import GeoidEGM96 as GeoidXyz # or GeoidG2012B, -Karney or -PGM} 

32 

332. Instantiate an interpolator with the C{geoid} model file and use keyword 

34arguments to select different interpolation options 

35 

36C{>>> ginterpolator = GeoidXyz(geoid_model_file, **options)} 

37 

383. Get the interpolated geoid height of C{LatLon} location(s) with 

39 

40C{>>> ll = LatLon(1, 2, ...)} 

41 

42C{>>> h = ginterpolator(ll)} 

43 

44or 

45 

46C{>>> h1, h2, h3, ... = ginterpolator(ll1, ll2, ll3, ...)} 

47 

48or a list, tuple, generator, etc. of C{LatLon}s 

49 

50C{>>> hs = ginterpolator(lls)} 

51 

524. For separate lat- and longitudes invoke the C{height} method as 

53 

54C{>>> h = ginterpolator.height(lat, lon)} 

55 

56or as 2 lists, 2 tuples, etc. 

57 

58C{>>> hs = ginterpolator.height(lats, lons)} 

59 

60or for several positionals use the C{height_} method 

61 

62C{>>> h1, h2, ... = ginterpolator.height_(lat1, lon1, lat2, lon2, ...)} 

63 

645. An example is in U{issue #64<https://GitHub.com/mrJean1/PyGeodesy/issues/64>}, 

65courtesy of SBFRF. 

66 

67@note: Classes L{GeoidEGM96}, L{GeoidG2012B} and L{GeoidPGM} require both U{numpy 

68 <https://PyPI.org/project/numpy>} and U{scipy<https://PyPI.org/project/scipy>} 

69 to be installed. 

70 

71@note: Errors from C{scipy} are raised as L{SciPyError}s. Warnings issued by C{scipy} can 

72 be thrown as L{SciPyWarning} exceptions, provided Python C{warnings} are filtered 

73 accordingly, see L{SciPyWarning}. 

74 

75@see: I{Karney}'s U{GeographicLib<https://GeographicLib.SourceForge.io/C++/doc/index.html>}, 

76 U{Geoid height<https://GeographicLib.SourceForge.io/C++/doc/geoid.html>} and U{Installing 

77 the Geoid datasets<https://GeographicLib.SourceForge.io/C++/doc/geoid.html#geoidinst>}, 

78 World Geodetic System 1984 (WG84) and U{Earth Gravitational Model 96 (EGM96) Data and 

79 Apps<https://earth-info.NGA.mil/index.php?dir=wgs84&action=wgs84>}, 

80 U{SciPy<https://docs.SciPy.org/doc/scipy/reference/interpolate.html>} interpolation 

81 U{RectBivariateSpline<https://docs.SciPy.org/doc/scipy/reference/generated/scipy.interpolate. 

82 RectBivariateSpline.html>}, U{bisplrep/-ev<https://docs.scipy.org/doc/scipy/reference/generated/ 

83 scipy.interpolate.bisplrep.html>} and U{interp2d<https://docs.SciPy.org/doc/scipy/reference/ 

84 generated/scipy.interpolate.interp2d.html>}, functions L{elevations.elevation2} and 

85 L{elevations.geoidHeight2}, U{I{Ellispoid vs Orthometric Elevations}<https://www.YouTube.com/ 

86 watch?v=dX6a6kCk3Po>} and U{6.22.1 Avoiding Pitfalls Related to Ellipsoid Height and Height 

87 Above Mean Sea Level<https://Wiki.ROS.org/mavros>}. 

88''' 

89# make sure int/int division yields float quotient, see .basics 

90from __future__ import division as _; del _ # noqa: E702 ; 

91 

92from pygeodesy.basics import _float0d, _isin, len2, min2, isodd, _splituple 

93from pygeodesy.constants import EPS, _float as _F, _1_0, _N_90_0, _180_0, \ 

94 _N_180_0, _360_0 

95from pygeodesy.datums import Datums, _ellipsoidal_datum, _WGS84 

96# from pygeodesy.dms import parseDMS2 # _MODS 

97from pygeodesy.errors import _incompatible, LenError, RangeError, _SciPyIssue, \ 

98 _xkwds_pop2 

99from pygeodesy.fmath import favg, frange, Fsum 

100# from pygoedesy.formy import heightOrthometric # _MODS 

101# from pygeodesy.fsums import Fsum # from .fmath 

102from pygeodesy.heights import _as_llis2, _ascalar, _HeightBase, HeightError, _Wrap 

103# from pygeodesy.internals import typename, _version2 # _MODS 

104from pygeodesy.interns import NN, _COLONSPACE_, _COMMASPACE_, _DMAIN_, _E_, \ 

105 _height_, _in_, _kind_, _lat_, _lon_, _mean_, _N_, \ 

106 _n_a_, _numpy_, _on_, _outside_, _S_, _s_, _scipy_, \ 

107 _SPACE_, _stdev_, _tbd_, _W_, _width_, _4_ 

108from pygeodesy.lazily import _ALL_DOCS, _ALL_LAZY, _ALL_MODS as _MODS, _FOR_DOCS 

109from pygeodesy.named import _name__, _Named, _NamedTuple 

110# from pygeodesy.namedTuples import LatLon3Tuple # _MODS 

111from pygeodesy.props import deprecated_property_RO, Property_RO, property_RO, \ 

112 property_ROver 

113from pygeodesy.streprs import attrs, Fmt, fstr, pairs 

114from pygeodesy.units import Float_, Height, Int_, Lat, Lon 

115# from pygeodesy.utily import _Wrap # from .heights 

116 

117from math import floor as _floor 

118# import os as _os # _MODS 

119# import os.path # _os.path 

120from struct import calcsize as _calcsize, unpack as _unpack 

121try: 

122 from StringIO import StringIO as _BytesIO # reads bytes 

123 _ub2str = str # PYCHOK convert bytes to str for egm*.pgm text 

124 

125except ImportError: # Python 3+ 

126 from io import BytesIO as _BytesIO # PYCHOK expected 

127 from pygeodesy.basics import ub2str as _ub2str 

128 

129__all__ = _ALL_LAZY.geoids 

130__version__ = '26.08.26' 

131 

132_assert_ = 'assert' 

133_bHASH_ = b'#' 

134_endian_ = 'endian' 

135_format_ = '%s %r' 

136_header_ = 'header' 

137_intCs = {} # cache int value, del below 

138_lli_ = 'lli' 

139_os = _MODS.os 

140_rb_ = 'rb' 

141_supported_ = 'supported' 

142 

143if __debug__: 

144 from pygeodesy.fmath import Fdot as _Dotf, Fhorner as _Hornerf 

145 

146else: # -OO ... runs GeoidKarney 8+X faster (w/o Fwelford) 

147 from pygeodesy.fsums import _fsum 

148 from operator import mul as _mul 

149 

150 class _GKsum(Fsum): # for GeoidKarney only 

151 

152 def __iadd__(self, other): 

153 xs = other._ps if isinstance(other, _GKsum) else (other,) 

154 self._ps_acc(self._ps, xs, up=False) 

155 return self 

156 

157 def __imul__(self, x): 

158 self._ps[:] = (x * p for p in self._ps) 

159 return self 

160 

161 fmul = __imul__ # like .fsums.Fsum 

162 

163 def fsum(self): # PYCHOK signature 

164 return _fsum(self._ps) 

165 

166 class _Dotf(_GKsum): # PYCHOK redef 

167 '''Fast precision dot product M{sum(a[i] * b[i] for i=0..len(a))} 

168 but for C{float} C{a} and C{b} only. 

169 ''' 

170 def __init__(self, a, *b): 

171 self._ps = self._ps_acc([], map(_mul, a, b), up=False) 

172 

173 class _Hornerf(_GKsum): # PYCHOK redef 

174 '''Fast polynomial evaluation M{sum(cs[i] * x**i for i=0..len(cs))} 

175 but for C{float} C{x} and C{cs} and C{incx=True} only. 

176 ''' 

177 def __init__(self, x, *cs): # incx=True 

178 self._ps = [] 

179 for c in reversed(cs): # multiply-accumulate 

180 self *= x # ps[:] = (x * p for p in ps) 

181 self += c # self._ps_acc(ps, (c,), up=False) 

182 

183 

184class GeoidError(HeightError): 

185 '''Geoid interpolator C{Geoid...} or interpolation issue. 

186 ''' 

187 pass 

188 

189 

190class _GeoidBase(_HeightBase): 

191 '''(INTERNAL) Base class for C{Geoid...}s. 

192 ''' 

193# _center = None # (lat, lon, height) 

194 _cropped = None 

195# _datum = _WGS84 # from _HeightBase 

196 _egm = None # open C{egm*.pgm} geoid file 

197 _endian = _tbd_ 

198 _Error = GeoidError # in ._HeightBase._as_lls, ... 

199 _geoid = _n_a_ 

200 _fudge = 0 # for _iscipy._lon_hi 

201 _hs_y_x = None # numpy 2darray, row-major order 

202 _iscipy = True # scipy or Karney's interpolation 

203 _kind = 3 # order for interp2d, RectBivariateSpline 

204# _kmin = 2 # min number of knots 

205 _mean = None # fixed in GeoidKarney 

206 _nBytes = 0 # numpy size in bytes, float64 

207 _nots = 0 # nlat * nlon 

208 _pgm = None # PGM attributes, C{_PGM} or C{None} 

209 _sizeB = 0 # geoid file size in bytes 

210 _smooth = 0 # used only for RectBivariateSpline 

211 _stdev = None # fixed in GeoidKarney 

212 _u2B = 0 # np.itemsize or undefined 

213 _yx_hits = None # cache hits, ala Karney's 

214 

215# _lat_d = _0_0 # increment, +tive 

216# _lat_lo = _0_0 # lower lat, south 

217# _lat_hi = _0_0 # upper lat, noth 

218# _lon_d = _0_0 # increment, +tive 

219# _lon_lo = _0_0 # left lon, west 

220# _lon_hi = _0_0 # right lon, east 

221# _lon_of = _0_0 # forward lon offset 

222# _lon_og = _0_0 # reverse lon offset 

223 

224 def __init__(self, hs, p): 

225 '''(INTERNAL) Set up the grid axes, the C{SciPy} interpolator and 

226 several internal geoid attributes. 

227 

228 @arg hs: Grid knots with known height (C{numpy 2darray}). 

229 @arg p: The C{slat, wlon, nlat, nlon, dlat, dlon} and other 

230 geoid parameters (C{INTERNAL}). 

231 ''' 

232 spi = self.scipy_interpolate 

233 # for 2d scipy.interpolate.interp2d(xs, ys, hs, ...) and 

234 # scipy.interpolate.RectBivariateSpline(ys, xs, hs, ...) 

235 # require the shape of hs to be (len(ys), len(xs)), note 

236 # the different (xs, ys, ...) and (ys, xs, ...) orders 

237 if (p.nlat, p.nlon) != hs.shape: 

238 raise GeoidError(shape=hs.shape, txt=_incompatible((p.nlat, p.nlon))) 

239 

240 # both axes and bounding box 

241 ys, self._lat_d = self._gaxis2(p.slat, p.dlat, p.nlat, _lat_ + _s_) 

242 xs, self._lon_d = self._gaxis2(p.wlon, p.dlon, p.nlon, _lon_ + _s_) 

243 

244 bb = ys[0], ys[-1], xs[0], xs[-1] + p.dlon # fudge lon_hi 

245 # geoid grids are typically stored in row-major order, some 

246 # with rows (90..-90) reversed and columns (0..360) wrapped 

247 # to Easten longitude, 0 <= east < 180 and 180 <= west < 360 

248 k = self.kind 

249 if k in self._k2interp2d: # see _HeightBase 

250 self._interp2d(xs, ys, hs, kind=k) 

251 else: # XXX order ys and xs, see HeightLSQBiSpline 

252 k = self._kxky(k) 

253 self._ev = spi.RectBivariateSpline(ys, xs, hs, bbox=bb, ky=k, kx=k, 

254 s=self._smooth).ev 

255 self._hs_y_x = hs # numpy 2darray, row-major 

256 self._nBytes = hs.nbytes # numpy size in bytes 

257 self._nots = p.nots # grid nots len(hs) 

258 self._fudge = p.dlon # see bb above 

259 self._lon_of = float(p.flon) # forward offset 

260 self._lon_og = g = float(p.glon) # reverse offset 

261 # shrink the bounding box by 1 unit on every side: 

262 # +self._lat_d, -self._lat_d, +self._lon_d, -self._lon_d 

263 self._lat_lo, \ 

264 self._lat_hi, \ 

265 self._lon_lo, \ 

266 self._lon_hi = map(float, bb) 

267 self._lon_lo -= g 

268 self._lon_hi -= g 

269 

270 def __call__(self, *llis, **wrap_H): 

271 '''Interpolate the geoid (or orthometric) height for one or more locations. 

272 

273 @arg llis: One or several locations (each C{LatLon}), all positional. 

274 @kwarg wrap_H: Keyword arguments C{B{wrap}=False} (C{bool}) and 

275 C{B{H}=False} (C{bool}). Use C{B{wrap}=True} to wrap 

276 or I{normalize} all B{C{llis}} locations. If C{B{H} 

277 is True}, return the I{orthometric} height instead of 

278 the I{geoid} height at each location. 

279 

280 @return: A single geoid (or orthometric) height (C{float}) or 

281 a list or tuple of geoid (or orthometric) heights (each 

282 C{float}). 

283 

284 @raise GeoidError: Insufficient number of B{C{llis}}, an invalid 

285 B{C{lli}} or the C{egm*.pgm} geoid file is closed. 

286 

287 @raise RangeError: An B{C{lli}} is outside this geoid's lat- or 

288 longitude range. 

289 

290 @raise SciPyError: A C{scipy} issue. 

291 

292 @raise SciPyWarning: A C{scipy} warning as exception. 

293 

294 @note: To obtain I{orthometric} heights, each B{C{llis}} location 

295 must have an ellipsoid C{height} or C{h} attribute, otherwise 

296 C{height=0} is used. 

297 

298 @see: Function L{pygeodesy.heightOrthometric}. 

299 ''' 

300 return self._called(llis, **wrap_H) 

301 

302 def __enter__(self): 

303 '''Open context. 

304 ''' 

305 return self 

306 

307 def __exit__(self, *unused): # PYCHOK exc_type, exc_value, exc_traceback) 

308 '''Close context. 

309 ''' 

310 self.close() 

311 # return None # XXX False 

312 

313 def __repr__(self): 

314 return self.toStr() 

315 

316 def __str__(self): 

317 return Fmt.PAREN(self.classname, repr(self.name)) 

318 

319 def _called(self, llis, wrap=False, H=False): 

320 # handle __call__ 

321 _H = self._heightOrthometric if H else None 

322 _as, llis = _as_llis2(llis, Error=GeoidError) 

323 _w, hs = _Wrap._latlonop(wrap), [] 

324 _h, _a = self._hGeoid, hs.append 

325 try: 

326 for i, lli in enumerate(llis): 

327 N = _h(*_w(lli.lat, lli.lon)) 

328 # orthometric or geoid height 

329 _a(_H(lli, N) if _H else N) 

330 return _as(hs) 

331 except (GeoidError, RangeError) as x: 

332 # XXX avoid str(LatLon()) degree symbols 

333 n = _lli_ if _as is _ascalar else Fmt.INDEX(llis=i) 

334 t = fstr((lli.lat, lli.lon), strepr=repr) 

335 E = type(x) 

336 raise E(n, t, wrap=wrap, H=H, cause=x) 

337 except Exception as x: 

338 if self._iscipy and self.scipy: 

339 raise _SciPyIssue(x, self._ev_name) 

340 else: 

341 raise 

342 

343 @Property_RO 

344 def _center(self): 

345 '''(INTERNAL) Cache for method L{center}. 

346 ''' 

347 return self._llh3(favg(self._lat_lo, self._lat_hi), 

348 favg(self._lon_lo, self._lon_hi)) 

349 

350 def center(self, LatLon=None): 

351 '''Return the center location and height of this geoid. 

352 

353 @kwarg LatLon: Optional class to return the location and height 

354 (C{LatLon}) or C{None}. 

355 

356 @return: If C{B{LatLon} is None}, a L{LatLon3Tuple}C{(lat, lon, 

357 height)} otherwise a B{C{LatLon}} instance with the lat-, 

358 longitude and geoid height of the center grid location. 

359 ''' 

360 return self._llh3LL(self._center, LatLon) 

361 

362 def close(self): 

363 '''Close the C{egm*.pgm} geoid file if open (and applicable). 

364 ''' 

365 if not self.closed: 

366 self._egm.close() 

367 self._egm = None 

368 

369 @property_RO 

370 def closed(self): 

371 '''Get the C{egm*.pgm} geoid file status. 

372 ''' 

373 return self._egm is None 

374 

375 @property_RO 

376 def cropped(self): 

377 '''Is geoid cropped (C{bool} or C{None} if crop not supported). 

378 ''' 

379 return self._cropped 

380 

381 @property_RO 

382 def dtype(self): 

383 '''Get the grid C{scipy} U{dtype<https://docs.SciPy.org/doc/numpy/ 

384 reference/generated/numpy.ndarray.dtype.html>} (C{numpy.dtype}). 

385 ''' 

386 return self._hs_y_x.dtype 

387 

388 @property_RO 

389 def endian(self): 

390 '''Get the geoid endianess and U{dtype<https://docs.SciPy.org/ 

391 doc/numpy/reference/generated/numpy.dtype.html>} (C{str}). 

392 ''' 

393 return self._endian 

394 

395 def _ev(self, y, x): # PYCHOK overwritten with .RectBivariateSpline.ev 

396 # see methods _HeightBase._ev and -._interp2d 

397 return self._ev2d(x, y) # (y, x) flipped! 

398 

399 def _gaxis2(self, lo, d, n, name): 

400 # build grid axis, hi = lo + (n - 1) * d 

401 m, a = len2(frange(lo, n, d)) 

402 if m != n: 

403 raise LenError(type(self), grid=m, **{name: n}) 

404 if d < 0: 

405 d, a = -d, list(reversed(a)) 

406 a = self.numpy.array(a) 

407 m, i = min2(*map(float, a[1:] - a[:-1])) 

408 if m < EPS: # non-increasing axis 

409 i = Fmt.INDEX(name, i + 1) 

410 raise GeoidError(i, m, txt_not_='increasing') 

411 return a, d 

412 

413 def _g2ll2(self, lat, lon): # PYCHOK no cover 

414 '''(INTERNAL) I{Must be overloaded}.''' 

415 self._notOverloaded(lat, lon) 

416 

417 def _gyx2g2(self, y, x): 

418 # convert grid (y, x) indices to grid (lat, lon) 

419 return ((self._lat_lo + self._lat_d * y), 

420 (self._lon_lo + self._lon_of + self._lon_d * x)) 

421 

422 def height(self, lats, lons, **wrap): 

423 '''Interpolate the geoid height for one or several lat-/longitudes. 

424 

425 @arg lats: Latitude or latitudes (each C{degrees}). 

426 @arg lons: Longitude or longitudes (each C{degrees}). 

427 @kwarg wrap: Use C{B{wrap}=True} to wrap or I{normalize} all 

428 B{C{lats}} and B{C{lons}}. 

429 

430 @return: A single geoid height (C{float}) or a list of geoid 

431 heights (each C{float}). 

432 

433 @raise GeoidError: Insufficient or unequal number of B{C{lats}} 

434 and B{C{lons}}. 

435 

436 @raise RangeError: A B{C{lat}} or B{C{lon}} is outside this geoid's 

437 lat- or longitude range. 

438 

439 @raise SciPyError: A C{scipy} issue. 

440 

441 @raise SciPyWarning: A C{scipy} warning as exception. 

442 ''' 

443 return _HeightBase.height(self, lats, lons, **wrap) 

444 

445 def height_(self, *latlons, **wrap): 

446 '''Interpolate the geoid height for each M{(latlons[i], latlons[i+1]) 

447 pair for i in range(0, len(latlons), B{2})}. 

448 

449 @arg latlons: Alternating lat-/longitude pairs (each C{degrees}), 

450 all positional. 

451 

452 @see: Method L{height} for further details. 

453 

454 @return: A tuple of geoid heights (each C{float}). 

455 ''' 

456 lls = tuple(self._as_lls(latlons[0::2], latlons[1::2])) 

457 return self._called(lls, **wrap) 

458 

459 @property_ROver 

460 def _heightOrthometric(self): 

461 return _MODS.formy.heightOrthometric # overwrite property_ROver 

462 

463 def _hGeoid(self, lat, lon): # like GeoidQuasi._Nterpolate 

464 out = self.outside(lat, lon) 

465 if out: # XXX avoid str(LatLon()) degree symbols 

466 t = fstr((lat, lon), strepr=repr) 

467 raise RangeError(lli=t, txt=_SPACE_(_outside_, _on_, out)) 

468 return _float0d(self._ev(*self._ll2g2(lat, lon))) # scipy 1.18.0 

469 

470 @Property_RO 

471 def _highest(self): 

472 '''(INTERNAL) Cache for C{.highest}. 

473 ''' 

474 return self._LL3T(self._llh3minmax(True), name__=self.highest) 

475 

476 def highest(self, LatLon=None, **unused): 

477 '''Return the location and largest height of this geoid. 

478 

479 @kwarg LatLon: Optional class to return the location and height 

480 (C{LatLon}) or C{None}. 

481 

482 @return: If C{B{LatLon} is None}, a L{LatLon3Tuple}C{(lat, lon, 

483 height)} otherwise a B{C{LatLon}} instance with the lat-, 

484 longitude and geoid height of the highest grid location. 

485 ''' 

486 return self._llh3LL(self._highest, LatLon) 

487 

488 @property_RO 

489 def hits(self): 

490 '''Get the number of cache hits (C{int} or C{None}). 

491 ''' 

492 return self._yx_hits 

493 

494 @property_RO 

495 def kind(self): 

496 '''Get the interpolator kind and order (C{int}). 

497 ''' 

498 return self._kind 

499 

500 def _kind_smooth(self, kind, smooth, name): # **name 

501 # set C{kind}, C{smooth} and C{name} 

502 if kind != 3: 

503 self._kind = Int_(kind=kind, Error=GeoidError, low=-5, high=5) 

504 if smooth: 

505 self._smooth = Float_(smooth=smooth, Error=GeoidError, low=0) 

506 if name: 

507 _HeightBase.name.fset(self, _name__(**name)) # rename 

508 

509 @deprecated_property_RO 

510 def knots(self): 

511 '''DEPRECATED on 2026.08.26, use property C{nots}.''' 

512 return self.nots 

513 

514 @property_RO 

515 def nots(self): 

516 '''Get the number of grid knots (C{int}). 

517 ''' 

518 return self._nots 

519 

520 def _ll2g2(self, lat, lon): # PYCHOK no cover 

521 '''(INTERNAL) I{Must be overloaded}.''' 

522 self._notOverloaded(lat, lon) 

523 

524 @property_ROver 

525 def _LL3T(self): 

526 '''(INTERNAL) Get L{LatLon3Tuple}, I{once}. 

527 ''' 

528 return _MODS.namedTuples.LatLon3Tuple # overwrite property_ROver 

529 

530 def _llh3(self, lat, lon): 

531 return self._LL3T(lat, lon, self._hGeoid(lat, lon), name=self.name) 

532 

533 def _llh3LL(self, llh, LatLon): 

534 return llh if LatLon is None else self._xnamed(LatLon(*llh)) 

535 

536 def _llh3minmax(self, highest, *unused): 

537 hs, np = self._hs_y_x, self.numpy 

538 # <https://docs.SciPy.org/doc/numpy/reference/generated/ 

539 # numpy.argmin.html#numpy.argmin> 

540 arg = np.argmax if highest else np.argmin 

541 y, x = np.unravel_index(arg(hs, axis=None), hs.shape) 

542 return self._g2ll2(*self._gyx2g2(y, x)) + (float(hs[y, x]),) 

543 

544 def _load(self, g, dtype=float, n=-1, offset=0, **sep): # sep=NN 

545 # numpy.fromfile, like .frombuffer 

546 g.seek(offset, _os.SEEK_SET) 

547 return self.numpy.fromfile(g, dtype, count=n, **sep) 

548 

549 @Property_RO 

550 def _lowerleft(self): 

551 '''(INTERNAL) Cache for C{.lowerleft}. 

552 ''' 

553 return self._llh3(self._lat_lo, self._lon_lo) 

554 

555 def lowerleft(self, LatLon=None): 

556 '''Return the lower-left location and height of this geoid. 

557 

558 @kwarg LatLon: Optional class to return the location 

559 (C{LatLon}) and height or C{None}. 

560 

561 @return: If C{B{LatLon} is None}, a L{LatLon3Tuple}C{(lat, lon, height)} 

562 otherwise a B{C{LatLon}} instance with the lat-, longitude and 

563 geoid height of the lower-left, SW grid corner. 

564 ''' 

565 return self._llh3LL(self._lowerleft, LatLon) 

566 

567 @Property_RO 

568 def _loweright(self): 

569 '''(INTERNAL) Cache for C{.loweright}. 

570 ''' 

571 return self._llh3(self._lat_lo, self._lon_hi - self._fudge) 

572 

573 def loweright(self, LatLon=None): 

574 '''Return the lower-right location and height of this geoid. 

575 

576 @kwarg LatLon: Optional class to return the location and height 

577 (C{LatLon}) or C{None}. 

578 

579 @return: If C{B{LatLon} is None}, a L{LatLon3Tuple}C{(lat, lon, height)} 

580 otherwise a B{C{LatLon}} instance with the lat-, longitude and 

581 geoid height of the lower-right, SE grid corner. 

582 ''' 

583 return self._llh3LL(self._loweright, LatLon) 

584 

585 lowerright = loweright # synonymous 

586 

587 @Property_RO 

588 def _lowest(self): 

589 '''(INTERNAL) Cache for C{.lowest}. 

590 ''' 

591 return self._LL3T(self._llh3minmax(False), name__=self.lowest) 

592 

593 def lowest(self, LatLon=None, **unused): 

594 '''Return the location and lowest height of this geoid. 

595 

596 @kwarg LatLon: Optional class to return the location and height 

597 (C{LatLon}) or C{None}. 

598 

599 @return: If C{B{LatLon} is None}, a L{LatLon3Tuple}C{(lat, lon, 

600 height)} otherwise a B{C{LatLon}} instance with the lat-, 

601 longitude and geoid height of the lowest grid location. 

602 ''' 

603 return self._llh3LL(self._lowest, LatLon) 

604 

605 @Property_RO 

606 def mean(self): 

607 '''Get the mean of this geoid's heights (C{float}). 

608 ''' 

609 if self._mean is None: # see GeoidKarney 

610 self._mean = float(self.numpy.mean(self._hs_y_x)) 

611 return self._mean 

612 

613 @property_RO 

614 def name(self): 

615 '''Get the name of this geoid (C{str}). 

616 ''' 

617 return _HeightBase.name.fget(self) or self._geoid # recursion 

618 

619 @property_RO 

620 def nBytes(self): 

621 '''Get the grid in-memory size in bytes (C{int}). 

622 ''' 

623 return self._nBytes 

624 

625 def _open(self, geoid, datum, kind, smooth, name): 

626 # open the geoid file 

627 if not _isin(datum, None, self._datum): 

628 self._datum = _ellipsoidal_datum(datum, **name) 

629 self._kind_smooth(kind, smooth, name) 

630 try: 

631 self._geoid = _os.path.basename(geoid) 

632 self._sizeB = _os.path.getsize(geoid) 

633 g = open(geoid, _rb_) 

634 except (IOError, OSError) as x: 

635 raise GeoidError(geoid=geoid, cause=x) 

636 return g 

637 

638 def outside(self, lat, lon): 

639 '''Check whether a location is outside this geoid's lat-/longitude 

640 or crop range. 

641 

642 @arg lat: The latitude (C{degrees}). 

643 @arg lon: The longitude (C{degrees}). 

644 

645 @return: A 1- or 2-character C{str} if outside, an empty C{str} otherwise. 

646 ''' 

647 lat = _S_ if lat < self._lat_lo else (_N_ if lat > self._lat_hi else NN) 

648 lon = _W_ if lon < self._lon_lo else (_E_ if lon > self._lon_hi else NN) 

649 return NN(lat, lon) if lat and lon else (lat or lon) 

650 

651 @property_RO 

652 def pgm(self): 

653 '''Get the PGM attributes (C{_PGM} or C{None} if not available/applicable). 

654 ''' 

655 return self._pgm 

656 

657 @property_RO 

658 def shape(self): 

659 '''Get the grid C{scipy} U{shape<https://docs.SciPy.org/doc/numpy/ 

660 reference/generated/numpy.ndarray.shape.html>} (C{tuple}). 

661 ''' 

662 return tuple(self._hs_y_x.shape) 

663 

664 @property_RO 

665 def sizeB(self): 

666 '''Get the geoid grid file size in bytes (C{int}). 

667 ''' 

668 return self._sizeB 

669 

670 @property_RO 

671 def smooth(self): 

672 '''Get the C{RectBivariateSpline} smoothing (C{float}). 

673 ''' 

674 return self._smooth 

675 

676 @Property_RO 

677 def stdev(self): 

678 '''Get the standard deviation of this geoid's heights (C{float}) or C{None}. 

679 ''' 

680 if self._stdev is None: # see GeoidKarney 

681 self._stdev = float(self.numpy.std(self._hs_y_x)) 

682 return self._stdev 

683 

684 def _swne(self, crop): 

685 # crop box to 4-tuple (s, w, n, e) 

686 try: 

687 if len(crop) == 2: 

688 try: # sw, ne LatLons 

689 swne = (crop[0].lat, crop[0].lon, 

690 crop[1].lat, crop[1].lon) 

691 except AttributeError: # (s, w), (n, e) 

692 swne = tuple(crop[0]) + tuple(crop[1]) 

693 else: # (s, w, n, e) 

694 swne = crop 

695 if len(swne) == 4: 

696 s, w, n, e = map(float, swne) 

697 if _N_90_0 <= s <= (n - _1_0) <= 89.0 and \ 

698 _N_180_0 <= w <= (e - _1_0) <= 179.0: 

699 return s, w, n, e 

700 except (IndexError, TypeError, ValueError): 

701 pass 

702 raise GeoidError(crop=crop) 

703 

704 def toStr(self, prec=3, sep=_COMMASPACE_): # PYCHOK signature 

705 '''This geoid and all geoid attributes as a string. 

706 

707 @kwarg prec: Number of decimal digits (0..9 or C{None} for 

708 default). Trailing zero decimals are stripped 

709 for B{C{prec}} values of 1 and above, but kept 

710 for negative B{C{prec}} values. 

711 @kwarg sep: Separator to join the attributes (C{str}). 

712 

713 @return: Geoid name and attributes (C{str}). 

714 ''' 

715 t = attrs(self, _kind_, Nones=False) if self.kind < 0 else \ 

716 attrs(self, _kind_, 'smooth', Nones=False) 

717 t += attrs(self, 'cropped', 'dtype', _endian_, 'hits', _mean_, 'nBytes', 'nots', 

718 'shape', 'sizeB', _stdev_, prec=prec, Nones=False) 

719 if self._iscipy: # all except GeoidKarney 

720 for _n in (_numpy_, _scipy_): 

721 try: 

722 t += Fmt.EQUAL(_n, getattr(self, _n).version.version), 

723 except ImportError: 

724 pass 

725 _n = _MODS.internals.typename 

726 t += tuple(Fmt.EQUAL(_n(m), m().toStr(prec=prec)) for m in (self.center, 

727 self.highest, self.lowest, self.lowerleft, 

728 self.lowerright, self.upperleft, self.upperright)) 

729 return _COLONSPACE_(self, sep.join(t)) 

730 

731 @property_RO 

732 def u2B(self): 

733 '''Get the PGM itemsize in bytes (C{int}). 

734 ''' 

735 return self._u2B 

736 

737 @Property_RO 

738 def _upperleft(self): 

739 '''(INTERNAL) Cache for C{.upperleft}. 

740 ''' 

741 return self._llh3(self._lat_hi, self._lon_lo) 

742 

743 def upperleft(self, LatLon=None): 

744 '''Return the upper-left location and height of this geoid. 

745 

746 @kwarg LatLon: Optional class to return the location and height 

747 (C{LatLon}) or C{None}. 

748 

749 @return: If C{B{LatLon} is None}, a L{LatLon3Tuple}C{(lat, lon, height)} 

750 otherwise a B{C{LatLon}} instance with the lat-, longitude and 

751 geoid height of the upper-left, NW grid corner. 

752 ''' 

753 return self._llh3LL(self._upperleft, LatLon) 

754 

755 @Property_RO 

756 def _upperright(self): 

757 '''(INTERNAL) Cache for C{.upperright}. 

758 ''' 

759 return self._llh3(self._lat_hi, self._lon_hi - self._fudge) 

760 

761 def upperright(self, LatLon=None): 

762 '''Return the upper-right location and height of this geoid. 

763 

764 @kwarg LatLon: Optional class to return the location and height 

765 (C{LatLon}) or C{None}. 

766 

767 @return: If C{B{LatLon} is None}, a L{LatLon3Tuple}C{(lat, lon, height)} 

768 otherwise a B{C{LatLon}} instance with the lat-, longitude and 

769 geoid height of the upper-right, NE grid corner. 

770 ''' 

771 return self._llh3LL(self._upperright, LatLon) 

772 

773 

774class GeoidEGM96(_GeoidBase): 

775 '''Geoid height interpolator for the EGM96 U{15 Minute Interpolation Grid<https://earth-info.NGA.mil>} 

776 based on C{SciPy} interpolation U{RectBivariateSpline<https://docs.SciPy.org/doc/scipy/reference/ 

777 generated/scipy.interpolate.RectBivariateSpline.html>}, U{interp2d<https://docs.SciPy.org/doc/scipy/ 

778 reference/generated/scipy.interpolate.interp2d.html>} or U{bisplrep/-ev<https://docs.scipy.org/doc/ 

779 scipy/reference/generated/scipy.interpolate.bisplrep.html>}. 

780 

781 Use only the C{WW15MGH.GRD} file, unzipped from the EGM96 U{15 Minute Interpolation Grid 

782 <https://earth-info.NGA.mil/index.php?dir=wgs84&action=wgs84>} download. 

783 ''' 

784 def __init__(self, EGM96_grd, datum=_WGS84, kind=3, smooth=0, **name_crop): 

785 '''New L{GeoidEGM96} interpolator. 

786 

787 @arg EGM96_grd: An C{EGM96_grd} grid file name (C{.GRD}). 

788 @kwarg datum: Optional grid datum (L{Datum}, L{Ellipsoid}, L{Ellipsoid2} or L{a_f2Tuple}), 

789 overriding C{WGS84}. 

790 @kwarg kind: C{scipy.interpolate} order (C{int}), use 1..5 for U{RectBivariateSpline 

791 <https://docs.SciPy.org/doc/scipy/reference/generated/scipy.interpolate. 

792 RectBivariateSpline.html>} or -1, -3 or -5 for U{bisplrep/-ev<https:// 

793 docs.SciPy.org/doc/scipy/reference/generated/scipy.interpolate.bisplrep.html>} 

794 or U{interp2d<https://docs.SciPy.org/doc/scipy/reference/generated/scipy. 

795 interpolate.interp2d.html>} C{linear}, C{cubic} respectively C{quintic}, 

796 see note for more details. 

797 @kwarg smooth: Spline smoothing factor for C{B{kind}=1..5} only (C{float}). 

798 @kwarg name_crop: Optional geoid C{B{name}=NN} (C{str}) and UNSUPPORTED keyword argument 

799 C{B{crop}=None}. 

800 

801 @raise GeoidError: Invalid B{C{crop}}, B{C{kind}} or B{C{smooth}} or a ECM96 grid file 

802 B{C{ECM96_grd}} issue. 

803 

804 @raise ImportError: Package C{numpy} or C{scipy} not found or not installed. 

805 

806 @raise LenError: Grid file B{C{EGM96_grd}} axis mismatch. 

807 

808 @raise SciPyError: A C{scipy} issue. 

809 

810 @raise SciPyWarning: A C{scipy} warning as exception. 

811 

812 @raise TypeError: Invalid B{C{datum}}. 

813 

814 @note: Specify C{B{kind}=-1, -3 or -5} to use C{scipy.interpolate.interp2d} 

815 before or C{scipy.interpolate.bisplrep/-ev} since C{Scipy} version 1.14. 

816 ''' 

817 crop, name = _xkwds_pop2(name_crop, crop=None) 

818 if crop is not None: 

819 raise GeoidError(crop=crop, txt_not_=_supported_) 

820 

821 g = self._open(EGM96_grd, datum, kind, smooth, name) 

822 _ = self.numpy # import numpy for .fromfile, .reshape 

823 

824 try: 

825 p, hs = _Gpars(), self._load(g, sep=_SPACE_) # text 

826 p.slat, n, p.wlon, e, p.dlat, p.dlon = hs[:6] # n-s, 0-E 

827 p.nlat = int((n - p.slat) / p.dlat) + 1 # include S 

828 p.nlon = int((e - p.wlon) / p.dlon) + 1 # include W 

829 p.nots = p.nlat * p.nlon # inverted lats N downto S 

830 p.glon = _180_0 # Eastern lons 0-360 

831 hs = hs[6:].reshape(p.nlat, p.nlon) 

832 _GeoidBase.__init__(self, hs, p) 

833 

834 except Exception as x: 

835 raise _SciPyIssue(x, _in_, repr(EGM96_grd)) 

836 finally: 

837 g.close() 

838 

839 def _g2ll2(self, lat, lon): 

840 # convert grid (lat, lon) to earth (lat, lon) 

841 return -lat, _lonE2lon(lon) # invert lat 

842 

843 def _ll2g2(self, lat, lon): 

844 # convert earth (lat, lon) to grid (lat, lon) 

845 return -lat, _lon2lonE(lon) # invert lat 

846 

847 if _FOR_DOCS: 

848 __call__ = _GeoidBase.__call__ 

849 height = _GeoidBase.height 

850 height_ = _GeoidBase.height_ 

851 

852 

853class GeoidG2012B(_GeoidBase): 

854 '''Geoid height interpolator for U{GEOID12B Model 

855 <https://Geodesy.NOAA.gov/GEOID/GEOID12B/>} grids U{CONUS 

856 <https://Geodesy.NOAA.gov/GEOID/GEOID12B/GEOID12B_CONUS.shtml>}, 

857 U{Alaska<https://Geodesy.NOAA.gov/GEOID/GEOID12B/GEOID12B_AK.shtml>}, 

858 U{Hawaii<https://Geodesy.NOAA.gov/GEOID/GEOID12B/GEOID12B_HI.shtml>}, 

859 U{Guam and Northern Mariana Islands 

860 <https://Geodesy.NOAA.gov/GEOID/GEOID12B/GEOID12B_GMNI.shtml>}, 

861 U{Puerto Rico and U.S. Virgin Islands 

862 <https://Geodesy.NOAA.gov/GEOID/GEOID12B/GEOID12B_PRVI.shtml>} and 

863 U{American Samoa<https://Geodesy.NOAA.gov/GEOID/GEOID12B/GEOID12B_AS.shtml>} 

864 based on C{SciPy} interpolation U{RectBivariateSpline<https://docs.SciPy.org/doc/ 

865 scipy/reference/generated/scipy.interpolate.RectBivariateSpline.html>}, U{interp2d 

866 <https://docs.SciPy.org/doc/scipy/reference/generated/scipy.interpolate.interp2d.html>} 

867 or U{bisplrep/-ev<https://docs.scipy.org/doc/scipy/reference/generated/scipy.interpolate. 

868 bisplrep.html>}. 

869 ''' 

870 _datum = Datums.NAD83 

871 

872 def __init__(self, g2012b_bin, datum=Datums.NAD83, kind=3, smooth=0, **name_crop): 

873 '''New L{GeoidG2012B} interpolator. 

874 

875 @arg g2012b_bin: A C{GEOID12B} grid file name (C{.bin}, see B{note}). 

876 @kwarg datum: Optional grid datum (L{Datum}, L{Ellipsoid}, L{Ellipsoid2} or 

877 L{a_f2Tuple}), overriding C{NAD83}. 

878 @kwarg kind: C{scipy.interpolate} order (C{int}), use 1..5 for U{RectBivariateSpline 

879 <https://docs.SciPy.org/doc/scipy/reference/generated/scipy.interpolate. 

880 RectBivariateSpline.html>} or -1, -3 or -5 for U{bisplrep/-ev<https:// 

881 docs.SciPy.org/doc/scipy/reference/generated/scipy.interpolate.bisplrep.html>} 

882 or U{interp2d<https://docs.SciPy.org/doc/scipy/reference/generated/scipy. 

883 interpolate.interp2d.html>} C{linear}, C{cubic} respectively C{quintic}, 

884 see note for more details. 

885 @kwarg smooth: Spline smoothing factor for C{B{kind}=1..5} only (C{float}). 

886 @kwarg name_crop: Optional geoid C{B{name}=NN} (C{str}) and UNSUPPORTED keyword argument 

887 C{B{crop}=None}. 

888 

889 @raise GeoidError: Invalid B{C{crop}}, B{C{kind}} or B{C{smooth}} or a B{C{g2012b_bin}} 

890 grid file issue. 

891 

892 @raise ImportError: Package C{numpy} or C{scipy} not found or not installed. 

893 

894 @raise LenError: Grid file B{C{g2012b_bin}} axis mismatch. 

895 

896 @raise SciPyError: A C{scipy} issue. 

897 

898 @raise SciPyWarning: A C{scipy} warning as exception. 

899 

900 @raise TypeError: Invalid B{C{datum}}. 

901 

902 @note: Only use any of the C{le} (little-endian) or C{be} (big-endian) C{g2012b*.bin} 

903 I{binary} grid files. 

904 

905 @note: Specify C{B{kind}=-1, -3 or -5} to use C{scipy.interpolate.interp2d} I{before} 

906 or C{scipy.interpolate.bisplrep/-ev} I{since} C{Scipy} version 1.14. 

907 ''' 

908 crop, name = _xkwds_pop2(name_crop, crop=None) 

909 if crop is not None: 

910 raise GeoidError(crop=crop, txt_not_=_supported_) 

911 

912 g = self._open(g2012b_bin, datum, kind, smooth, name) 

913 _ = self.numpy # import numpy for ._load and 

914 

915 try: 

916 p = _Gpars() 

917 n = (self.sizeB // 4) - 11 # number of f4 heights 

918 # U{numpy dtype formats are different from Python struct formats 

919 # <https://docs.SciPy.org/doc/numpy-1.15.0/reference/arrays.dtypes.html>} 

920 for en_ in ('<', '>'): 

921 # skip 4xf8, get 3xi4 

922 p.nlat, p.nlon, ien = map(int, self._load(g, en_+'i4', 3, 32)) 

923 if ien == 1: # correct endian 

924 p.nots = p.nlat * p.nlon 

925 if p.nots == n and 1 < p.nlat < n \ 

926 and 1 < p.nlon < n: 

927 self._endian = en_+'f4' 

928 break 

929 else: # couldn't validate endian 

930 raise GeoidError(_endian_) 

931 

932 # get the first 4xf8 

933 p.slat, p.wlon, p.dlat, p.dlon = map(float, self._load(g, en_+'f8', 4)) 

934 # read all f4 heights, ignoring the first 4xf8 and 3xi4 

935 hs = self._load(g, self._endian, n, 44).reshape(p.nlat, p.nlon) 

936 p.wlon -= _360_0 # western-most lon XXX _lonE2lon 

937 _GeoidBase.__init__(self, hs, p) 

938 

939 except Exception as x: 

940 raise _SciPyIssue(x, _in_, repr(g2012b_bin)) 

941 finally: 

942 g.close() 

943 

944 def _g2ll2(self, lat, lon): 

945 # convert grid (lat, lon) to earth (lat, lon) 

946 return lat, lon 

947 

948 def _ll2g2(self, lat, lon): 

949 # convert earth (lat, lon) to grid (lat, lon) 

950 return lat, lon 

951 

952 if _FOR_DOCS: 

953 __call__ = _GeoidBase.__call__ 

954 height = _GeoidBase.height 

955 height_ = _GeoidBase.height_ 

956 

957 

958class GeoidHeight5Tuple(_NamedTuple): 

959 '''5-Tuple C{(lat, lon, egm84, egm96, egm2008)} for U{GeoidHeights.dat 

960 <https://SourceForge.net/projects/geographiclib/files/testdata/>} 

961 tests with the heights for 3 different EGM grids at C{degrees90} 

962 and C{degrees180} degrees (after converting C{lon} from original 

963 C{0 <= EasterLon <= 360}). 

964 ''' 

965 _Names_ = (_lat_, _lon_, 'egm84', 'egm96', 'egm2008') 

966 _Units_ = ( Lat, Lon, Height, Height, Height) 

967 

968 

969def _I(i): 

970 '''(INTERNAL) Cache a single C{int} constant. 

971 ''' 

972 i = int(i) 

973 return _intCs.setdefault(i, i) # noqa: F821 del 

974 

975 

976def _T(cs): 

977 '''(INTERNAL) Cache a tuple of single C{int} constants. 

978 ''' 

979 return tuple(map(_I, _splituple(cs))) 

980 

981_T0s12 = (_I(0),) * 12 # PYCHOK _T('0, 0, ..., 0') 

982 

983 

984class GeoidKarney(_GeoidBase): 

985 '''Geoid height interpolator for I{Karney}'s U{GeographicLib Earth 

986 Gravitational Model (EGM)<https://GeographicLib.SourceForge.io/C++/doc/ 

987 geoid.html>} geoid U{egm*.pgm<https://GeographicLib.SourceForge.io/ 

988 C++/doc/geoid.html#geoidinst>} datasets using bilinear or U{cubic 

989 <https://dl.ACM.org/citation.cfm?id=368443>} interpolation and U{caching 

990 <https://GeographicLib.SourceForge.io/C++/doc/geoid.html#geoidcache>} 

991 in pure Python, transcoded from I{Karney}'s U{C++ class Geoid 

992 <https://GeographicLib.SourceForge.io/C++/doc/geoid.html#geoidinterp>}. 

993 

994 Use any of the geoid U{egm84-, egm96- or egm2008-*.pgm 

995 <https://GeographicLib.SourceForge.io/C++/doc/geoid.html#geoidinst>} 

996 datasets. 

997 ''' 

998 _C0 = _F(372), _F(240), _F(372) # n, _ and s common denominators 

999 # matrices c3n_, c3, c3s_, transposed from GeographicLib/Geoid.cpp 

1000 _C3 = ((_T('0, 0, 62, 124, 124, 62, 0, 0, 0, 0, 0, 0'), 

1001 _T0s12, 

1002 _T('-131, 7, -31, -62, -62, -31, 45, 216, 156, -45, -55, -7'), 

1003 _T0s12, 

1004 _T('138, -138, 0, 0, 0, 0, -183, 33, 153, -3, 48, -48'), # PYCHOK indent 

1005 _T('144, 42, -62, -124, -124, -62, -9, 87, 99, 9, 42, -42'), 

1006 _T0s12, 

1007 _T('0, 0, 0, 0, 0, 0, 93, -93, -93, 93, 0, 0'), 

1008 _T('-102, 102, 0, 0, 0, 0, 18, 12, -12, -18, -84, 84'), 

1009 _T('-31, -31, 31, 62, 62, 31, 0, -93, -93, 0, 31, 31')), # PYCHOK indent 

1010 

1011 (_T('9, -9, 9, 186, 54, -9, -9, 54, -54, 9, -9, 9'), 

1012 _T('-18, 18, -88, -42, 162, -32, 8, -78, 78, -8, 18, -18'), 

1013 _T('-88, 8, -18, -42, -78, 18, 18, 162, 78, -18, -32, -8'), 

1014 _T('0, 0, 90, -150, 30, 30, 30, -90, 90, -30, 0, 0'), 

1015 _T('96, -96, 96, -96, -24, 24, -96, -24, 144, -24, 24, -24'), # PYCHOK indent 

1016 _T('90, 30, 0, -150, -90, 0, 0, 30, 90, 0, 30, -30'), 

1017 _T('0, 0, -20, 60, -60, 20, -20, 60, -60, 20, 0, 0'), 

1018 _T('0, 0, -60, 60, 60, -60, 60, -60, -60, 60, 0, 0'), 

1019 _T('-60, 60, 0, 60, -60, 0, 0, 60, -60, 0, -60, 60'), 

1020 _T('-20, -20, 0, 60, 60, 0, 0, -60, -60, 0, 20, 20')), 

1021 

1022 (_T('18, -18, 36, 210, 162, -36, 0, 0, 0, 0, -18, 18'), # PYCHOK indent 

1023 _T('-36, 36, -165, 45, 141, -21, 0, 0, 0, 0, 36, -36'), 

1024 _T('-122, -2, -27, -111, -75, 27, 62, 124, 124, 62, -64, 2'), 

1025 _T('0, 0, 93, -93, -93, 93, 0, 0, 0, 0, 0, 0'), 

1026 _T('120, -120, 147, -57, -129, 39, 0, 0, 0, 0, 66, -66'), # PYCHOK indent 

1027 _T('135, 51, -9, -192, -180, 9, 31, 62, 62, 31, 51, -51'), 

1028 _T0s12, 

1029 _T('0, 0, -93, 93, 93, -93, 0, 0, 0, 0, 0, 0'), 

1030 _T('-84, 84, 18, 12, -12, -18, 0, 0, 0, 0, -102, 102'), 

1031 _T('-31, -31, 0, 93, 93, 0, -31, -62, -62, -31, 31, 31'))) 

1032 

1033 _BT = (_T('0, 0'), # bilinear 4-tuple [i, j] indices 

1034 _T('1, 0'), 

1035 _T('0, 1'), 

1036 _T('1, 1')) 

1037 

1038 _CM = (_T(' 0, -1'), # 10x12 cubic matrix [i, j] indices 

1039 _T(' 1, -1'), 

1040 _T('-1, 0'), 

1041 _T(' 0, 0'), # _BT[0] 

1042 _T(' 1, 0'), # _BT[1] 

1043 _T(' 2, 0'), 

1044 _T('-1, 1'), 

1045 _T(' 0, 1'), # _BT[2] 

1046 _T(' 1, 1'), # _BT[3] 

1047 _T(' 2, 1'), 

1048 _T(' 0, 2'), 

1049 _T(' 1, 2')) 

1050 

1051# _cropped = None 

1052 _endian = '>H' # struct.unpack 1 ushort (big endian, unsigned short) 

1053 _4endian = '>4H' # struct.unpack 4 ushorts 

1054 _Rendian = NN # struct.unpack a row of ushorts 

1055# _highest = (-8.4, 147.367, 85.839) if egm2008-1.pgm else ( 

1056# (-8.167, 147.25, 85.422) if egm96-5.pgm else 

1057# (-4.5, 148.75, 81.33)) # egm84-15.pgm 

1058 _iscipy = False 

1059# _lowest = (4.7, 78.767, -106.911) if egm2008-1.pgm else ( 

1060# (4.667, 78.833, -107.043) if egm96-5.pgm else 

1061# (4.75, 79.25, -107.34)) # egm84-15.pgm 

1062 _mean = _F(-1.317) # from egm2008-1, -1.438 egm96-5, -0.855 egm84-15 

1063 _nBytes = None # not applicable 

1064 _nterms = len(_C3[0]) # columns length, number of rows 

1065 _smooth = None # not applicable 

1066 _stdev = _F(29.244) # from egm2008-1, 29.227 egm96-5, 29.183 egm84-15 

1067 _u2B = _calcsize(_endian) # pixelsize_ in bytes 

1068 _4u2B = _calcsize(_4endian) # 4 pixelsize_s in bytes 

1069 _Ru2B = 0 # row of pixelsize_s in bytes 

1070 _yx_hits = 0 # cache hits 

1071 _yx_i = () # cached (y, x) indices 

1072 _yx_t = () # cached 4- or 10-tuple for _ev2k resp. _ev3k 

1073 

1074 def __init__(self, egm_pgm, crop=None, datum=_WGS84, kind=3, **name_smooth): 

1075 '''New L{GeoidKarney} interpolator. 

1076 

1077 @arg egm_pgm: An U{EGM geoid dataset<https://GeographicLib.SourceForge.io/ 

1078 C++/doc/geoid.html#geoidinst>} file name (C{egm*.pgm}), see 

1079 note below. 

1080 @kwarg crop: Optional box to limit geoid locations, a 4-tuple (C{south, 

1081 west, north, east}), 2-tuple (C{(south, west), (north, east)}) 

1082 with 2 C{degrees90} lat- and C{degrees180} longitudes or as 

1083 2-tuple (C{LatLonSW, LatLonNE}) of C{LatLon} instances. 

1084 @kwarg datum: Optional grid datum (C{Datum}, L{Ellipsoid}, L{Ellipsoid2} or 

1085 L{a_f2Tuple}), overriding C{WGS84}. 

1086 @kwarg kind: Interpolation order (C{int}), 2 for C{bilinear} or 3 for C{cubic}. 

1087 @kwarg name_smooth: Optional geoid C{B{name}=NN} (C{str}) and UNSUPPORTED 

1088 keyword argument C{B{smooth}}, use C{B{smooth}=None} to ignore. 

1089 

1090 @raise GeoidError: EGM dataset B{C{egm_pgm}} issue or invalid B{C{crop}}, 

1091 B{C{kind}} or B{C{smooth}}. 

1092 

1093 @raise TypeError: Invalid B{C{datum}}. 

1094 

1095 @see: Class L{GeoidPGM} and function L{egmGeoidHeights}. 

1096 

1097 @note: Geoid file B{C{egm_pgm}} remains open and I{must be closed} by calling 

1098 method C{close} or by using C{with B{GeoidKarney}(...) as ...:} context. 

1099 ''' 

1100 smooth, name = _xkwds_pop2(name_smooth, smooth=None) 

1101 if smooth is not None: 

1102 raise GeoidError(smooth=smooth, txt_not_=_supported_) 

1103 

1104 if _isin(kind, 2): 

1105 self._ev2d = self._ev2k # see ._ev_name 

1106 elif not _isin(kind, 3): 

1107 raise GeoidError(kind=kind) 

1108 

1109 self._egm = g = self._open(egm_pgm, datum, kind, None, name) 

1110 self._pgm = p = _PGM(g, pgm=egm_pgm, itemsize=self.u2B, sizeB=self.sizeB) 

1111 

1112 self._Rendian = self._4endian.replace(_4_, str(p.nlon)) 

1113 self._Ru2B = _calcsize(self._Rendian) 

1114 

1115 self._lon_of = float(p.flon) # forward offset 

1116 self._lon_og = float(p.glon) # reverse offset 

1117 # set earth (lat, lon) limits (s, w, n, e) 

1118 self._lat_lo, self._lon_lo, \ 

1119 self._lat_hi, self._lon_hi = self._swne(crop if crop else p.crop4) 

1120 self._cropped = bool(crop) 

1121 self._nots = p.nots # number of grid knots 

1122 

1123 def _c0c3v(self, y, x): 

1124 # get the common denominator, the 10x12 cubic matrix and 

1125 # the 12 cubic v-coefficients around geoid index (y, x) 

1126 p = self._pgm 

1127 if 0 < x < (p.nlon - 2) and 0 < y < (p.nlat - 2): 

1128 # read 4x4 ushorts, drop the 4 corners 

1129 S = _os.SEEK_SET 

1130 e = self._4endian 

1131 g = self._egm 

1132 n = self._4u2B 

1133 R = self._Ru2B 

1134 b = self._seek(y - 1, x - 1) 

1135 v = _unpack(e, g.read(n))[1:3] 

1136 b += R 

1137 g.seek(b, S) 

1138 v += _unpack(e, g.read(n)) 

1139 b += R 

1140 g.seek(b, S) 

1141 v += _unpack(e, g.read(n)) 

1142 b += R 

1143 g.seek(b, S) 

1144 v += _unpack(e, g.read(n))[1:3] 

1145 j = 1 

1146 

1147 else: # likely some wrapped y and/or x's 

1148 v = self._raws(y, x, GeoidKarney._CM) 

1149 j = 0 if y < 1 else (1 if y < (p.nlat - 2) else 2) 

1150 

1151 return GeoidKarney._C0[j], GeoidKarney._C3[j], v 

1152 

1153 @property_RO 

1154 def dtype(self): 

1155 '''Get the geoid's grid data type (C{str}). 

1156 ''' 

1157 return 'ushort' 

1158 

1159 def _ev(self, lat, lon): # PYCHOK expected 

1160 # interpolate the geoid height at grid (lat, lon) 

1161 fy, fx = self._g2yx2(lat, lon) 

1162 y, x = int(_floor(fy)), int(_floor(fx)) 

1163 fy -= y 

1164 fx -= x 

1165 H = self._ev2d(fy, fx, y, x) # PYCHOK ._ev3k or ._ev2k 

1166 H *= self._pgm.Scale # H.fmul(self._pgm.Scale) 

1167 H += self._pgm.Offset # H.fadd(self._pgm.Offset) 

1168 return H.fsum() # float(H) 

1169 

1170 def _ev2k(self, fy, fx, *yx): 

1171 # compute the bilinear 4-tuple and interpolate raw H 

1172 if self._yx_i == yx: 

1173 self._yx_hits += 1 

1174 else: 

1175 y, x = self._yx_i = yx 

1176 self._yx_t = self._raws(y, x, GeoidKarney._BT) 

1177 t = self._yx_t 

1178 v = _1_0, (-fx), fx 

1179 H = _Dotf(v, t[0], t[0], t[1]).fmul(_1_0 - fy) # c = a * (1 - fy) 

1180 H += _Dotf(v, t[2], t[2], t[3]).fmul(fy) # c += b * fy 

1181 return H # Fsum 

1182 

1183 def _ev3k(self, fy, fx, *yx): 

1184 # compute the cubic 10-tuple and interpolate raw H 

1185 if self._yx_i == yx: 

1186 self._yx_hits += 1 

1187 else: 

1188 c0, c3, v = self._c0c3v(*yx) 

1189 # assert len(c3) == self._nterms 

1190 self._yx_t = tuple(_Dotf(v, *r3).fover(c0) for r3 in c3) 

1191 self._yx_i = yx 

1192 # GeographicLib/Geoid.cpp Geoid::height(lat, lon) ... 

1193 # real h = t[0] + fx * (t[1] + fx * (t[3] + fx * t[6])) + 

1194 # fy * (t[2] + fx * (t[4] + fx * t[7]) + 

1195 # fy * (t[5] + fx * t[8] + fy * t[9])); 

1196 t = self._yx_t 

1197 v = _1_0, fx, fy 

1198 H = _Dotf(v, t[5], t[8], t[9]) 

1199 H *= fy 

1200 H += _Hornerf(fx, t[2], t[4], t[7]) 

1201 H *= fy 

1202 H += _Hornerf(fx, t[0], t[1], t[3], t[6]) 

1203 return H # Fsum 

1204 

1205 _ev2d = _ev3k # overriden for kind=2, see ._ev_name 

1206 

1207 def _g2ll2(self, lat, lon): 

1208 # convert grid (lat, lon) to earth (lat, lon), uncropped 

1209 return lat, _lonE2lon(lon) 

1210 

1211 def _g2yx2(self, lat, lon): 

1212 # convert grid (lat, lon) to grid (y, x) indices 

1213 p = self._pgm 

1214 # note, slat = +90, rlat < 0 makes y >=0 

1215 return ((lat - p.slat) * p.rlat), ((lon - p.wlon) * p.rlon) 

1216 

1217 def _gyx2g2(self, y, x): 

1218 # convert grid (y, x) indices to grid (lat, lon) 

1219 p = self._pgm 

1220 return (p.slat + p.dlat * y), (p.wlon + p.dlon * x) 

1221 

1222 @Property_RO 

1223 def _highest_ltd(self): 

1224 '''(INTERNAL) Cache for C{.highest}. 

1225 ''' 

1226 return self._LL3T(self._llh3minmax(True, -12, -4), name__=self.highest) 

1227 

1228 def highest(self, LatLon=None, full=False): # PYCHOK full 

1229 '''Return the location and largest height of this geoid. 

1230 

1231 @kwarg LatLon: Optional class to return the location and height 

1232 (C{LatLon}) or C{None}. 

1233 @kwarg full: Search the full or limited latitude range (C{bool}). 

1234 

1235 @return: If C{B{LatLon} is None}, a L{LatLon3Tuple}C{(lat, lon, 

1236 height)} otherwise a B{C{LatLon}} instance with the lat-, 

1237 longitude and geoid height of the highest grid location. 

1238 ''' 

1239 llh = self._highest if full or self.cropped else self._highest_ltd 

1240 return self._llh3LL(llh, LatLon) 

1241 

1242 def _lat2y2(self, lat2): 

1243 # convert earth lat(s) to min and max grid y indices 

1244 ys, m = [], self._pgm.nlat - 1 

1245 for lat in lat2: 

1246 y, _ = self._g2yx2(*self._ll2g2(lat, 0)) 

1247 ys.append(max(min(int(y), m), 0)) 

1248 return min(ys), max(ys) + 1 

1249 

1250 def _ll2g2(self, lat, lon): 

1251 # convert earth (lat, lon) to grid (lat, lon), uncropped 

1252 return lat, _lon2lonE(lon) 

1253 

1254 def _llh3minmax(self, highest, *lat2): 

1255 # find highest or lowest, takes 10+ secs for egm2008-1.pgm geoid 

1256 # (Python 2.7.16, macOS 10.13.6 High Sierra, iMac 3 GHz Core i3) 

1257 if highest: 

1258 def _mt(r, h): 

1259 m = max(r) 

1260 return m, (m > h) 

1261 

1262 else: # lowest 

1263 def _mt(r, h): # PYCHOK redef 

1264 m = min(r) 

1265 return m, (m < h) 

1266 

1267 y = x = 0 

1268 h = self._raw(y, x) 

1269 for j, r in self._raw2(*lat2): 

1270 m, t = _mt(r, h) 

1271 if t: 

1272 h, y, x = m, j, r.index(m) 

1273 h *= self._pgm.Scale 

1274 h += self._pgm.Offset 

1275 return self._g2ll2(*self._gyx2g2(y, x)) + (h,) 

1276 

1277 @Property_RO 

1278 def _lowest_ltd(self): 

1279 '''(INTERNAL) Cache for C{.lowest}. 

1280 ''' 

1281 return self._LL3T(self._llh3minmax(False, 0, 8), name__=self.lowest) 

1282 

1283 def lowest(self, LatLon=None, full=False): # PYCHOK full 

1284 '''Return the location and lowest height of this geoid. 

1285 

1286 @kwarg LatLon: Optional class to return the location and height 

1287 (C{LatLon}) or C{None}. 

1288 @kwarg full: Search the full or limited latitude range (C{bool}). 

1289 

1290 @return: If C{B{LatLon} is None}, a L{LatLon3Tuple}C{(lat, lon, 

1291 height)} otherwise a B{C{LatLon}} instance with the lat-, 

1292 longitude and geoid height of the lowest grid location. 

1293 ''' 

1294 llh = self._lowest if full or self.cropped else self._lowest_ltd 

1295 return self._llh3LL(llh, LatLon) 

1296 

1297 def _raw(self, y, x): 

1298 # get the ushort geoid height at geoid index (y, x), 

1299 # like GeographicLib/Geoid.hpp real rawval(is, iy) 

1300 p = self._pgm 

1301 if x < 0: 

1302 x += p.nlon 

1303 elif x >= p.nlon: 

1304 x -= p.nlon 

1305 h = p.nlon // 2 

1306 if y < 0: 

1307 y = -y 

1308 elif y >= p.nlat: 

1309 y = (p.nlat - 1) * 2 - y 

1310 else: 

1311 h = 0 

1312 x += h if x < h else -h 

1313 self._seek(y, x) 

1314 h = _unpack(self._endian, self._egm.read(self._u2B)) 

1315 return h[0] 

1316 

1317 def _raws(self, y, x, ijs): 

1318 # get bilinear 4-tuple or 10x12 cubic matrix 

1319 return tuple(self._raw(y + j, x + i) for i, j in ijs) 

1320 

1321 def _raw2(self, *lat2): 

1322 # yield a 2-tuple (y, ushorts) for each row or for 

1323 # the rows between two (or more) earth lat values 

1324 p = self._pgm 

1325 g = self._egm 

1326 e = self._Rendian 

1327 n = self._Ru2B 

1328 # min(lat2) <= lat <= max(lat2) or 0 <= y < p.nlat 

1329 s, t = self._lat2y2(lat2) if lat2 else (0, p.nlat) 

1330 self._seek(s, 0) # to start of row s 

1331 for y in range(s, t): 

1332 yield y, _unpack(e, g.read(n)) 

1333 

1334 def _seek(self, y, x): 

1335 # position geoid to grid index (y, x) 

1336 p, g = self._pgm, self._egm 

1337 if g: 

1338 b = p.skip + (y * p.nlon + x) * self._u2B 

1339 g.seek(b, _os.SEEK_SET) 

1340 return b # position 

1341 raise GeoidError('closed file', txt=repr(p.egm)) # IOError 

1342 

1343 @property_RO 

1344 def shape(self): 

1345 '''Get the geoid shape (C{tuple}). 

1346 ''' 

1347 p = self._pgm 

1348 return p.nlat, p.nlon 

1349 

1350 

1351class GeoidPGM(_GeoidBase): 

1352 '''Geoid height interpolator for I{Karney}'s U{GeographicLib Earth 

1353 Gravitational Model (EGM)<https://GeographicLib.SourceForge.io/C++/doc/geoid.html>} 

1354 geoid U{egm*.pgm<https://GeographicLib.SourceForge.io/C++/doc/geoid.html#geoidinst>} 

1355 datasets but based on C{SciPy} U{RectBivariateSpline<https://docs.SciPy.org/doc/scipy/ 

1356 reference/generated/scipy.interpolate.RectBivariateSpline.html>}, U{bisplrep/-ev 

1357 <https://docs.SciPy.org/doc/scipy/reference/generated/scipy.interpolate.bisplrep.html>} 

1358 or U{interp2d<https://docs.SciPy.org/doc/scipy/reference/generated/scipy.interpolate. 

1359 interp2d.html>} interpolation. 

1360 

1361 Use any of the U{egm84-, egm96- or egm2008-*.pgm <https://GeographicLib.SourceForge.io/ 

1362 C++/doc/geoid.html#geoidinst>} datasets. However, unless cropped, an entire C{egm*.pgm} 

1363 dataset is loaded into the C{SciPy} interpolator and converted from 2-byte C{int} to 

1364 8-byte C{dtype float64}. Therefore, internal memory usage is 4x the U{egm*.pgm 

1365 <https://GeographicLib.SourceForge.io/C++/doc/geoid.html#geoidinst>} file size and may 

1366 exceed the available memory, especially with 32-bit Python, see properties C{.nBytes} 

1367 and C{.sizeB}. 

1368 ''' 

1369 _cropped = False 

1370 _endian = '>u2' 

1371 

1372 def __init__(self, egm_pgm, crop=None, datum=_WGS84, kind=3, smooth=0, **name): 

1373 '''New L{GeoidPGM} interpolator. 

1374 

1375 @arg egm_pgm: An U{EGM geoid dataset<https://GeographicLib.SourceForge.io/ 

1376 C++/doc/geoid.html#geoidinst>} file name (C{egm*.pgm}). 

1377 @kwarg crop: Optional box to crop B{C{egm_pgm}}, a 4-tuple (C{south, west, 

1378 north, east}) or 2-tuple (C{(south, west), (north, east)}), 

1379 in C{degrees90} lat- and C{degrees180} longitudes or a 2-tuple 

1380 (C{LatLonSW, LatLonNE}) of C{LatLon} instances. 

1381 @kwarg datum: Optional grid datum (L{Datum}, L{Ellipsoid}, L{Ellipsoid2} or 

1382 L{a_f2Tuple}), overriding C{WGS84}. 

1383 @kwarg kind: C{scipy.interpolate} order (C{int}), use 1..5 for U{RectBivariateSpline 

1384 <https://docs.SciPy.org/doc/scipy/reference/generated/scipy.interpolate. 

1385 RectBivariateSpline.html>} or -1, -3 or -5 for U{bisplrep/-ev<https:// 

1386 docs.SciPy.org/doc/scipy/reference/generated/scipy.interpolate.bisplrep.html>} 

1387 or U{interp2d<https://docs.SciPy.org/doc/scipy/reference/generated/scipy. 

1388 interpolate.interp2d.html>} C{linear}, C{cubic} respectively C{quintic}, 

1389 see note for more details. 

1390 @kwarg smooth: Spline smoothing factor for C{B{kind}=1..5} only (C{float}). 

1391 @kwarg name: Optional geoid C{B{name}=NN} (C{str}). 

1392 

1393 @raise GeoidError: EGM dataset B{C{egm_pgm}} issue or invalid B{C{crop}}, B{C{kind}} 

1394 or B{C{smooth}}. 

1395 

1396 @raise ImportError: Package C{numpy} or C{scipy} not found or not installed. 

1397 

1398 @raise LenError: EGM dataset B{C{egm_pgm}} axis mismatch. 

1399 

1400 @raise SciPyError: A C{scipy} issue. 

1401 

1402 @raise SciPyWarning: A C{scipy} warning as exception. 

1403 

1404 @raise TypeError: Invalid B{C{datum}} or unexpected argument. 

1405 

1406 @note: Specify C{B{kind}=-1, -3 or -5} to use C{scipy.interpolate.interp2d} before 

1407 or C{scipy.interpolate.bisplrep/-ev} since C{Scipy} version 1.14. 

1408 

1409 @note: The U{GeographicLib egm*.pgm<https://GeographicLib.SourceForge.io/C++/doc/ 

1410 geoid.html#geoidinst>} file sizes are based on a 2-byte C{int} height 

1411 converted to 8-byte C{dtype float64} for C{scipy} interpolators. Therefore, 

1412 internal memory usage is 4 times the C{egm*.pgm} file size and may exceed 

1413 the available memory, especially with 32-bit Python. To reduce memory 

1414 usage, use keyword argument B{C{crop}} to the region of interest. For 

1415 example C{B{crop}=(20, -125, 50, -65)} covers the U{conterminous US 

1416 <https://Geodesy.NOAA.gov/GEOID/GEOID12B/maps/GEOID12B_CONUS_grids.png>} 

1417 (CONUS), less than 3% of the entire C{egm2008-1.pgm} dataset. 

1418 

1419 @see: Class L{GeoidKarney} and function L{egmGeoidHeights}. 

1420 ''' 

1421 np = self.numpy 

1422 self._u2B = np.dtype(self.endian).itemsize 

1423 

1424 g = self._open(egm_pgm, datum, kind, smooth, name) 

1425 self._pgm = p = _PGM(g, pgm=egm_pgm, itemsize=self.u2B, sizeB=self.sizeB) 

1426 if crop: 

1427 g = p._cropped(g, abs(kind) + 1, *self._swne(crop)) 

1428 if _MODS.internals._version2(np.__version__) < (1, 9): 

1429 g = open(g.name, _rb_) # reopen tempfile for numpy 1.8.0- 

1430 self._cropped = True 

1431 try: 

1432 # U{numpy dtype formats are different from Python struct formats 

1433 # <https://docs.SciPy.org/doc/numpy-1.15.0/reference/arrays.dtypes.html>} 

1434 # read all heights, skipping the PGM header lines, converted to float 

1435 hs = self._load(g, self.endian, p.nots, p.skip).reshape(p.nlat, p.nlon) * p.Scale 

1436 if p.Offset: # offset 

1437 hs = p.Offset + hs 

1438 if p.dlat < 0: # flip the rows 

1439 hs = np.flipud(hs) 

1440 _GeoidBase.__init__(self, hs, p) 

1441 except Exception as x: 

1442 raise _SciPyIssue(x, _in_, repr(egm_pgm)) 

1443 finally: 

1444 g.close() 

1445 

1446 def _g2ll2(self, lat, lon): 

1447 # convert grid (lat, lon) to earth (lat, lon), un-/cropped 

1448 if self._cropped: 

1449 lon -= self._lon_of 

1450 else: 

1451 lon = _lonE2lon(lon) 

1452 return lat, lon 

1453 

1454 def _ll2g2(self, lat, lon): 

1455 # convert earth (lat, lon) to grid (lat, lon), un-/cropped 

1456 if self._cropped: 

1457 lon += self._lon_of 

1458 else: 

1459 lon = _lon2lonE(lon) 

1460 return lat, lon 

1461 

1462 if _FOR_DOCS: 

1463 __call__ = _GeoidBase.__call__ 

1464 height = _GeoidBase.height 

1465 height_ = _GeoidBase.height_ 

1466 

1467 

1468class GeoidQuasi(_GeoidBase): # PYCHOK no cover 

1469 '''Quasi-geoid height interpolator for C{1-degree, whole Earth grids}, used in package 

1470 C{PyAxQG}, for example. 

1471 ''' 

1472 

1473 def __init__(self, knots, dtype=float, kind=3, smooth=0, name=NN, **pars): 

1474 '''New L{GeoidQuasi} interpolator. 

1475 

1476 @arg knots: Geoid heights in row-major order (C{iterator} over C{nlat} * C{nlon} 

1477 scalars from C{slat} north and C{wlon} east). 

1478 @kwarg dtype: NumPy C{dtype} to use for the B{C{knots}} (C{str} or C{numpy.dtype}). 

1479 @kwarg kind: C{scipy.interpolate} order (C{int}), use 1..5 for U{RectBivariateSpline 

1480 <https://docs.SciPy.org/doc/scipy/reference/generated/scipy.interpolate. 

1481 RectBivariateSpline.html>} or -1, -3 or -5 for U{bisplrep/-ev<https:// 

1482 docs.SciPy.org/doc/scipy/reference/generated/scipy.interpolate.bisplrep.html>} 

1483 or U{interp2d<https://docs.SciPy.org/doc/scipy/reference/generated/scipy. 

1484 interpolate.interp2d.html>} C{linear}, C{cubic} respectively C{quintic}, 

1485 see note for more details. 

1486 @kwarg smooth: Spline smoothing factor for C{B{kind}=1..5} only (C{float}). 

1487 @kwarg name: Optional geoid C{B{name}=NN} (C{str}). 

1488 @kwarg pars: Optional geoid parameters, overriding the defaults (C{slat=-90.0, 

1489 wlon=-180.0, dlat=1.0, dlon=1.0, nlat=181 and nlon=361}). 

1490 

1491 @raise ImportError: Package C{numpy} or C{scipy} not found or not installed. 

1492 

1493 @raise SciPyError: A C{scipy} issue. 

1494 

1495 @raise SciPyWarning: A C{scipy} warning as exception. 

1496 

1497 @note: Specify C{B{kind}=-1, -3 or -5} to use C{scipy.interpolate.interp2d} before or 

1498 C{scipy.interpolate.bisplrep/-ev} since C{Scipy} version 1.14. 

1499 ''' 

1500 self._kind_smooth(kind, smooth, name) 

1501 _ = self.scipy 

1502 p = _Gpars(slat=-90, wlon=-180, 

1503 dlat=1, dlon=1, dtype=dtype, 

1504 nlat=181, nlon=361).update(**pars) 

1505 

1506 np = self.numpy 

1507 ks = np.fromiter(knots, p.dtype) # len(knots) == p.nots 

1508 ks = ks.reshape(p.nlat, p.nlon) 

1509 _GeoidBase.__init__(self, ks, p) 

1510 

1511 def _g2ll2(self, lat, lon): 

1512 # convert grid (lat, lon) to earth (lat, lon) 

1513 return lat, lon 

1514 

1515 def _Nterpolate(self, lat, lon): # like ._hGeoid 

1516 # return geoid height for safe C{lat} and C{lon} from pyaxqg 

1517 try: 

1518 return _float0d(self._ev(lat, lon)) # scipy 1.18.0 

1519 except Exception as x: 

1520 if self._iscipy and self.scipy: # True 

1521 raise _SciPyIssue(x, self._ev_name) 

1522 else: 

1523 raise GeoidError((lat, lon), cause=x) 

1524 

1525 def _ll2g2(self, lat, lon): 

1526 # convert earth (lat, lon) to grid (lat, lon) 

1527 return lat, lon 

1528 

1529 if _FOR_DOCS: 

1530 __call__ = _GeoidBase.__call__ 

1531 height = _GeoidBase.height 

1532 height_ = _GeoidBase.height_ 

1533 

1534 

1535class _Gpars(_Named): 

1536 '''(INTERNAL) Basic geoid parameters. 

1537 ''' 

1538 # interpolator parameters 

1539 dlat = 0 # +/- latitude resolution in C{degrees} 

1540 dlon = 0 # longitude resolution in C{degrees} 

1541 nlat = 1 # number of latitude knots (C{int}) 

1542 nlon = 0 # number of longitude knots (C{int}) 

1543 nots = 0 # number of knots, nlat * nlon (C{int}) 

1544 rlat = 0 # +/- latitude resolution in C{float}, 1 / .dlat 

1545 rlon = 0 # longitude resolution in C{float}, 1 / .dlon 

1546 slat = 0 # nothern- or southern most latitude (C{degrees90}) 

1547 wlon = 0 # western-most longitude in Eastern lon (C{degrees360}) 

1548 

1549 flon = 0 # forward, earth to grid longitude offset 

1550 glon = 0 # reverse, grid to earth longitude offset 

1551 

1552 dtype = float # numpy.dtype, 'f4', 'f8' == float 

1553 skip = 0 # header bytes to skip (C{int}) 

1554 

1555 def __init__(self, **pars): 

1556 if pars: 

1557 self.update(**pars) 

1558 

1559 def __repr__(self): 

1560 t = _COMMASPACE_.join(pairs((a, getattr(self, a)) for 

1561 a in dir(self.__class__) 

1562 if a[:1].isupper())) 

1563 return _COLONSPACE_(self, t) 

1564 

1565 def __str__(self): 

1566 return Fmt.PAREN(self.classname, repr(self.name)) 

1567 

1568 def update(self, **pars): 

1569 if pars: 

1570 self.__dict__.update(pars) 

1571 self.nots = self.nlat * self.nlon 

1572 return self 

1573 

1574 

1575class _PGM(_Gpars): 

1576 '''(INTERNAL) Parse an C{egm*.pgm} geoid dataset file. 

1577 

1578 # Geoid file in PGM format for the GeographicLib::Geoid class 

1579 # Description WGS84 EGM96, 5-minute grid 

1580 # URL https://Earth-Info.NGA.mil/GandG/wgs84/gravitymod/egm96/egm96.html 

1581 # DateTime 2009-08-29 18:45:03 

1582 # MaxBilinearError 0.140 

1583 # RMSBilinearError 0.005 

1584 # MaxCubicError 0.003 

1585 # RMSCubicError 0.001 

1586 # Offset -108 

1587 # Scale 0.003 

1588 # Origin 90N 0E 

1589 # AREA_OR_POINT Point 

1590 # Vertical_Datum WGS84 

1591 <width> <height> 

1592 <pixel> 

1593 ... 

1594 ''' 

1595 crop4 = () # 4-tuple (C{south, west, north, east}). 

1596 egm = None 

1597 glon = 180 # reverse offset, uncropped 

1598# pgm = NN # name 

1599 sizeB = 0 

1600 u2B = 2 # item size of grid height (C{int}). 

1601 

1602 @staticmethod 

1603 def _llstr2floats(latlon): 

1604 # llstr to (lat, lon) floats 

1605 lat, lon = latlon.split() 

1606 return _MODS.dms.parseDMS2(lat, lon) 

1607 

1608 # PGM file attributes, CamelCase but not .istitle() 

1609 AREA_OR_POINT = str 

1610 DateTime = str 

1611 Description = str # 'WGS84 EGM96, 5-minute grid' 

1612 Geoid = str # 'file in PGM format for the GeographicLib::Geoid class' 

1613 MaxBilinearError = float 

1614 MaxCubicError = float 

1615 Offset = float 

1616 Origin = _llstr2floats 

1617 Pixel = 0 

1618 RMSBilinearError = float 

1619 RMSCubicError = float 

1620 Scale = float 

1621 URL = str # 'https://Earth-Info.NGA.mil/GandG/wgs84/...' 

1622 Vertical_Datum = str 

1623 

1624 def __init__(self, g, pgm=NN, itemsize=0, sizeB=0): # MCCABE 22 

1625 '''(INTERNAL) New C{_PGM} parsed C{egm*.pgm} geoid dataset. 

1626 ''' 

1627 self.name = pgm # geoid file name 

1628 if itemsize: 

1629 self._u2B = itemsize 

1630 if sizeB: 

1631 self.sizeB = sizeB 

1632 

1633 t = g.readline() # make sure newline == '\n' 

1634 if t != b'P5\n' and t.strip() != b'P5': 

1635 raise self._Errorf(_format_, _header_, t) 

1636 

1637 while True: # read all # Attr ... lines, 

1638 try: # ignore empty ones or comments 

1639 t = g.readline().strip() 

1640 if t.startswith(_bHASH_): 

1641 t = t.lstrip(_bHASH_).lstrip() 

1642 a, v = map(_ub2str, t.split(None, 1)) 

1643 f = getattr(_PGM, a, None) 

1644 if callable(f) and a[:1].isupper(): 

1645 setattr(self, a, f(v)) 

1646 elif t: 

1647 break 

1648 except (TypeError, ValueError): 

1649 raise self._Errorf(_format_, 'Attr', t) 

1650 else: # should never get here 

1651 raise self._Errorf(_format_, _header_, g.tell()) 

1652 

1653 try: # must be (even) width and (odd) height 

1654 nlon, nlat = map(int, t.split()) 

1655 if nlon < 2 or nlon > (360 * 60) or isodd(nlon) or \ 

1656 nlat < 2 or nlat > (181 * 60) or not isodd(nlat): 

1657 raise ValueError 

1658 except (TypeError, ValueError): 

1659 raise self._Errorf(_format_, _SPACE_(_width_, _height_), t) 

1660 

1661 try: # must be 16 bit pixel height 

1662 t = g.readline().strip() 

1663 self.Pixel = int(t) 

1664 if not 255 < self.Pixel < 65536: # >u2 or >H only 

1665 raise ValueError 

1666 except (TypeError, ValueError): 

1667 raise self._Errorf(_format_, 'pixel', t) 

1668 

1669 for a in dir(_PGM): # set undefined # Attr ... to None 

1670 if a[:1].isupper() and callable(getattr(self, a)): 

1671 setattr(self, a, None) 

1672 

1673 if self.Origin is None: 

1674 raise self._Errorf(_format_, 'Origin', self.Origin) 

1675 if self.Offset is None or self.Offset > 0: 

1676 raise self._Errorf(_format_, 'Offset', self.Offset) 

1677 if self.Scale is None or self.Scale < EPS: 

1678 raise self._Errorf(_format_, 'Scale', self.Scale) 

1679 

1680 self.skip = g.tell() 

1681 self.nots = nlat * nlon 

1682 

1683 self.nlat, self.nlon = nlat, nlon 

1684 self.slat, self.wlon = self.Origin 

1685 # note, negative .dlat and .rlat since rows 

1686 # are from .slat 90N down in decreasing lat 

1687 self.dlat, self.dlon = (_180_0 / (1 - nlat)), (_360_0 / nlon) 

1688 self.rlat, self.rlon = ((1 - nlat) / _180_0), (nlon / _360_0) 

1689 

1690 # grid corners in earth (lat, lon), .slat = 90, .dlat < 0 

1691 n = float(self.slat) 

1692 s = n + self.dlat * (nlat - 1) 

1693 w = self.wlon - self.glon 

1694 e = w + self.dlon * nlon 

1695 self.crop4 = s, w, n, e 

1696 

1697 n = self.sizeB - self.skip 

1698 if n > 0 and n != (self.nots * self.u2B): 

1699 raise self._Errorf('%s(%s x %s != %s)', _assert_, nlat, nlon, n) 

1700 

1701 def _cropped(self, g, k1, south, west, north, east): # MCCABE 15 

1702 '''Crop the geoid to (south, west, north, east) box. 

1703 ''' 

1704 # flon offset for both west and east 

1705 f = 360 if west < 0 else 0 

1706 # earth (lat, lon) to grid indices (y, x), 

1707 # note y is decreasing, i.e. n < s 

1708 s, w = self._lle2yx2(south, west, f) 

1709 n, e = self._lle2yx2(north, east, f) 

1710 s += 1 # s > n 

1711 e += 1 # e > w 

1712 

1713 hi, wi = self.nlat, self.nlon 

1714 # handle special cases 

1715 if (s - n) > hi: 

1716 n, s = 0, hi # entire lat range 

1717 if (e - w) > wi: 

1718 w, e, f = 0, wi, 180 # entire lon range 

1719 if s == hi and w == n == 0 and e == wi: 

1720 return g # use entire geoid as-is 

1721 

1722 if (e - w) < k1 or (s - n) < (k1 + 1): 

1723 raise self._Errorf(_format_, 'swne', (north - south, east - west)) 

1724 

1725 if e > wi > w: # wrap around 

1726 # read w..wi and 0..e 

1727 r, p = (wi - w), (e - wi) 

1728 elif e > w: 

1729 r, p = (e - w), 0 

1730 else: 

1731 raise self._Errorf('%s(%s < %s)', _assert_, w, e) 

1732 

1733 # convert to bytes 

1734 r *= self.u2B 

1735 p *= self.u2B 

1736 q = wi * self.u2B # stride 

1737 # number of rows and cols to skip from 

1738 # the original (.slat, .wlon) origin 

1739 z = self.skip + (n * wi + w) * self.u2B 

1740 # sanity check 

1741 if r < 2 or p < 0 or q < 2 or z < self.skip \ 

1742 or z > self.sizeB: 

1743 raise self._Errorf(_format_, _assert_, (r, p, q, z)) 

1744 

1745 # can't use _BytesIO since numpy 

1746 # needs .fileno attr in .fromfile 

1747 t, c = 0, self._tmpfile() 

1748 # reading (s - n) rows, forward 

1749 for y in range(n, s): # PYCHOK y unused 

1750 g.seek(z, _os.SEEK_SET) 

1751 # Python 2 tmpfile.write returns None 

1752 t += c.write(g.read(r)) or r 

1753 if p: # wrap around to start of row 

1754 g.seek(-q, _os.SEEK_CUR) 

1755 # assert(g.tell() == (z - w * self.u2B)) 

1756 # Python 2 tmpfile.write returns None 

1757 t += c.write(g.read(p)) or p 

1758 z += q 

1759 c.flush() 

1760 g.close() 

1761 

1762 s -= n # nlat 

1763 e -= w # nlon 

1764 k = s * e # nots 

1765 z = k * self.u2B 

1766 if t != z: 

1767 raise self._Errorf('%s(%s != %s) %s', _assert_, t, z, self) 

1768 

1769 # update the _Gpars accordingly, note attributes 

1770 # .dlat, .dlon, .rlat and .rlon remain unchanged 

1771 self.slat += n * self.dlat 

1772 self.wlon += w * self.dlon 

1773 self.nlat = s 

1774 self.nlon = e 

1775 self.flon = self.glon = f 

1776 

1777 self.crop4 = south, west, north, east 

1778 self.nots = k 

1779 self.skip = 0 # no header lines in c 

1780 

1781 c.seek(0, _os.SEEK_SET) 

1782 # c = open(c.name, _rb_) # reopen for numpy 1.8.0- 

1783 return c 

1784 

1785 def _Errorf(self, fmt, *args): # PYCHOK no cover 

1786 t = fmt % args 

1787 e = self.pgm or NN 

1788 if e: 

1789 t = _SPACE_(t, _in_, repr(e)) 

1790 return PGMError(t) 

1791 

1792 def _lle2yx2(self, lat, lon, flon): 

1793 # earth (lat, lon) to grid indices (y, x) 

1794 # with .dlat decreasing from 90N .slat 

1795 lat -= self.slat 

1796 lon += flon - self.wlon 

1797 return (min(self.nlat - 1, max(0, int(lat * self.rlat))), 

1798 max(0, int(lon * self.rlon))) 

1799 

1800 def _tmpfile(self): 

1801 # create a tmpfile to hold the cropped geoid grid 

1802 try: 

1803 from tempfile import NamedTemporaryFile as tmpfile 

1804 except ImportError: # Python 2.7.16- 

1805 from _os import tmpfile # PYCHOK from 

1806 t = _os.path.basename(self.pgm) 

1807 t = _os.path.splitext(t)[0] 

1808 f = tmpfile(mode='w+b', prefix=t or 'egm') 

1809 f.seek(0, _os.SEEK_SET) # force overwrite 

1810 return f 

1811 

1812 @Property_RO 

1813 def pgm(self): 

1814 '''Get the geoid file name (C{str}). 

1815 ''' 

1816 return self.name 

1817 

1818 

1819class PGMError(GeoidError): 

1820 '''An issue while parsing or cropping an C{egm*.pgm} geoid dataset. 

1821 ''' 

1822 pass 

1823 

1824 

1825def egmGeoidHeights(GeoidHeights_dat): 

1826 '''Generate geoid U{egm*.pgm<https://GeographicLib.SourceForge.io/ 

1827 C++/doc/geoid.html#geoidinst>} height tests from U{GeoidHeights.dat 

1828 <https://SourceForge.net/projects/geographiclib/files/testdata/>} 

1829 U{Test data for Geoids<https://GeographicLib.SourceForge.io/C++/doc/ 

1830 geoid.html#testgeoid>}. 

1831 

1832 @arg GeoidHeights_dat: The un-gz-ed C{GeoidHeights.dat} file 

1833 (C{str} or C{file} handle). 

1834 

1835 @return: For each test, yield a L{GeoidHeight5Tuple}C{(lat, lon, 

1836 egm84, egm96, egm2008)}. 

1837 

1838 @raise GeoidError: Invalid B{C{GeoidHeights_dat}}. 

1839 

1840 @note: Function L{egmGeoidHeights} is used to test the geoids 

1841 L{GeoidKarney} and L{GeoidPGM}, see PyGeodesy module 

1842 C{test/testGeoids.py}. 

1843 ''' 

1844 dat = GeoidHeights_dat 

1845 if isinstance(dat, bytes): 

1846 dat = _BytesIO(dat) 

1847 

1848 try: 

1849 dat.seek(0, _os.SEEK_SET) # reset 

1850 except AttributeError as x: 

1851 raise GeoidError(GeoidHeights_dat=type(dat), cause=x) 

1852 

1853 for t in dat.readlines(): 

1854 t = t.strip() 

1855 if t and not t.startswith(_bHASH_): 

1856 lat, lon, egm84, egm96, egm2008 = map(float, t.split()) 

1857 lon = _lonE2lon(lon) # Eastern to earth lon 

1858 yield GeoidHeight5Tuple(lat, lon, egm84, egm96, egm2008) 

1859 

1860 

1861def _lonE2lon(lon): 

1862 '''(INTERNAL) East to earth longitude. 

1863 ''' 

1864 while lon > _180_0: 

1865 lon -= _360_0 

1866 return lon 

1867 

1868 

1869def _lon2lonE(lon): 

1870 '''(INTERNAL) Earth to East longitude. 

1871 ''' 

1872 while lon < 0: 

1873 lon += _360_0 

1874 return lon 

1875 

1876 

1877__all__ += _ALL_DOCS(_GeoidBase) 

1878 

1879if __name__ == _DMAIN_: # MCCABE 14 

1880 

1881 from pygeodesy.internals import printf, _secs2str, _versions, _sys 

1882 from time import time 

1883 

1884 _crop = {} 

1885 _GeoidEGM = GeoidKarney 

1886 _kind = 3 

1887 

1888 geoids = _sys.argv[1:] 

1889 while geoids: 

1890 G = geoids.pop(0) 

1891 g = G.lower() 

1892 

1893 if '-crop'.startswith(g): 

1894 _crop = dict(crp=(20, -125, 50, -65)) # CONUS 

1895 

1896 elif '-egm96'.startswith(g): 

1897 _GeoidEGM = GeoidEGM96 

1898 

1899 elif '-karney'.startswith(g): 

1900 _GeoidEGM = GeoidKarney 

1901 

1902 elif '-kind'.startswith(g): 

1903 _kind = int(geoids.pop(0)) 

1904 

1905 elif '-pgm'.startswith(g): 

1906 _GeoidEGM = GeoidPGM 

1907 

1908 elif _isin(g[-4:], '.pgm', '.grd'): 

1909 g = _GeoidEGM(G, kind=_kind, **_crop) 

1910 t = time() 

1911 _ = g.highest() 

1912 t = _secs2str(time() - t) 

1913 printf('%s: %s (%s)', g.toStr(), t, _versions(), nl=1, nt=1) 

1914 t = g.pgm 

1915 if t: 

1916 printf(repr(t), nt=1) 

1917 # <https://GeographicLib.SourceForge.io/cgi-bin/GeoidEval>: 

1918 # The height of the EGM96 geoid at Timbuktu 

1919 # echo 16:46:33N 3:00:34W | GeoidEval 

1920 # => 28.7068 -0.02e-6 -1.73e-6 

1921 # The 1st number is the height of the geoid, the 2nd and 

1922 # 3rd are its slopes in northerly and easterly direction 

1923 t = 'Timbuktu %s' % (g,) 

1924 k = {'egm84-15.pgm': '31.2979', 

1925 'egm96-5.pgm': '28.7067', 

1926 'egm2008-1.pgm': '28.7880'}.get(g.name.lower(), '28.7880') 

1927 ll = _MODS.dms.parseDMS2('16:46:33N', '3:00:34W', sep=':') 

1928 for ll in (ll, (16.776, -3.009),): 

1929 try: 

1930 h, ll = g.height(*ll), fstr(ll, prec=6) 

1931 printf('%s.height(%s): %.4F vs %s', t, ll, h, k) 

1932 except (GeoidError, RangeError) as x: 

1933 printf(_COLONSPACE_(t, str(x))) 

1934 

1935 elif _isin(g[-4:], '.bin'): 

1936 g = GeoidG2012B(G, kind=_kind) 

1937 printf(g.toStr()) 

1938 

1939 else: 

1940 raise GeoidError(grid=repr(G)) 

1941 

1942_I = int # PYCHOK unused _I 

1943del _intCs, _T, _T0s12 # trash ints cache and map 

1944 

1945 

1946# <https://GeographicLib.SourceForge.io/cgi-bin/GeoidEval> 

1947# _lowerleft = -90, -179, -30.1500 # egm2008-1.pgm 

1948# _lowerleft = -90, -179, -29.5350 # egm96-5.pgm 

1949# _lowerleft = -90, -179, -29.7120 # egm84-15.pgm 

1950 

1951# _center = 0, 0, 17.2260 # egm2008-1.pgm 

1952# _center = 0, 0, 17.1630 # egm96-5.pgm 

1953# _center = 0, 0, 18.3296 # egm84-15.pgm 

1954 

1955# _upperright = 90, 180, 14.8980 # egm2008-1.pgm 

1956# _upperright = 90, 180, 13.6050 # egm96-5.pgm 

1957# _upperright = 90, 180, 13.0980 # egm84-15.pgm 

1958 

1959 

1960# % python3.13 -m pygeodesy.geoids -egm96 ../testGeoids/WW15MGH.GRD 

1961# 

1962# GeoidEGM96('WW15MGH.GRD'): kind=3, smooth=0, dtype=dtype('float64'), endian='tbd', mean=-1.426, nBytes=8311688, nots=1038961, shape=(721, 1441), sizeB=8153505, stdev=29.223, numpy=2.5.0, scipy=1.18.0, center=(0.0, 0.125, 17.125), highest=(-8.25, -32.75, 85.391), lowest=(4.75, -101.25, -106.991), lowerleft=(-90.0, -180.0, -29.534), loweright=(-90.0, 180.0, -29.534), upperleft=(90.0, -180.0, 13.606), upperright=(90.0, 180.0, 13.606): 598.907 us (pygeodesy 26.8.26 Python 3.13.13 64bit arm64 macOS 26.6.2) 

1963# 

1964# Timbuktu GeoidEGM96('WW15MGH.GRD').height(16.775833, -3.009444): 28.7073 vs 28.7880 

1965# Timbuktu GeoidEGM96('WW15MGH.GRD').height(16.776, -3.009): 28.7072 vs 28.7880 

1966 

1967 

1968# % python3.13 -m pygeodesy.geoids -Karney ../testGeoids/egm*.pgm 

1969# 

1970# GeoidKarney('egm2008-1.pgm'): kind=3, cropped=False, dtype='ushort', endian='>H', hits=0, mean=-1.317, nots=233301600, shape=(10801, 21600), sizeB=466603604, stdev=29.244, center=(0.0, 0.0, 17.226), highest=(-8.4, 147.367, 85.839), lowest=(4.7, 78.767, -106.911), lowerleft=(-90.0, -180.0, -30.15), loweright=(-90.0, 180.0, -30.15), upperleft=(90.0, -180.0, 14.898), upperright=(90.0, 180.0, 14.898): 112.521 ms (pygeodesy 26.8.26 Python 3.13.13 64bit arm64 macOS 26.6.2) 

1971# 

1972# _PGM('../testGeoids/egm2008-1.pgm'): AREA_OR_POINT='Point', DateTime='2009-08-31 06:54:00', Description='WGS84 EGM2008, 1-minute grid', Geoid='file in PGM format for the GeographicLib::Geoid class', MaxBilinearError=0.025, MaxCubicError=0.003, Offset=-108.0, Origin=LatLon2Tuple(lat=90.0, lon=0.0), Pixel=65535, RMSBilinearError=0.001, RMSCubicError=0.001, Scale=0.003, URL='http://earth-info.nga.mil/GandG/wgs84/gravitymod/egm2008', Vertical_Datum='WGS84' 

1973# 

1974# Timbuktu GeoidKarney('egm2008-1.pgm').height(16.775833, -3.009444): 28.7881 vs 28.7880 

1975# Timbuktu GeoidKarney('egm2008-1.pgm').height(16.776, -3.009): 28.7880 vs 28.7880 

1976# 

1977# GeoidKarney('egm84-30.pgm'): kind=3, cropped=False, dtype='ushort', endian='>H', hits=0, mean=-1.317, nots=259920, shape=(361, 720), sizeB=520256, stdev=29.244, center=(0.0, 0.0, 18.327), highest=(-4.5, 149.0, 81.33), lowest=(5.0, 79.0, -107.232), lowerleft=(-90.0, -180.0, -29.711), loweright=(-90.0, 180.0, -29.711), upperleft=(90.0, -180.0, 13.098), upperright=(90.0, 180.0, 13.098): 179.052 us (pygeodesy 26.8.26 Python 3.13.13 64bit arm64 macOS 26.6.2) 

1978# 

1979# _PGM('../testGeoids/egm84-30.pgm'): AREA_OR_POINT='Point', DateTime='2009-08-29 18:45:02', Description='WGS84 EGM84, 30-minute grid', Geoid='file in PGM format for the GeographicLib::Geoid class', MaxBilinearError=1.546, MaxCubicError=0.274, Offset=-108.0, Origin=LatLon2Tuple(lat=90.0, lon=0.0), Pixel=65535, RMSBilinearError=0.07, RMSCubicError=0.014, Scale=0.003, URL='http://earth-info.nga.mil/GandG/wgs84/gravitymod/wgs84_180/wgs84_180.html', Vertical_Datum='WGS84' 

1980# 

1981# Timbuktu GeoidKarney('egm84-30.pgm').height(16.775833, -3.009444): 31.3031 vs 28.7880 

1982# Timbuktu GeoidKarney('egm84-30.pgm').height(16.776, -3.009): 31.3027 vs 28.7880 

1983# 

1984# GeoidKarney('egm96-5.pgm'): kind=3, cropped=False, dtype='ushort', endian='>H', hits=0, mean=-1.317, nots=9335520, shape=(2161, 4320), sizeB=18671448, stdev=29.244, center=(0.0, 0.0, 17.163), highest=(-8.167, 147.25, 85.422), lowest=(4.667, 78.833, -107.043), lowerleft=(-90.0, -180.0, -29.535), loweright=(-90.0, 180.0, -29.535), upperleft=(90.0, -180.0, 13.605), upperright=(90.0, 180.0, 13.605): 4.645 ms (pygeodesy 26.8.26 Python 3.13.13 64bit arm64 macOS 26.6.2) 

1985# 

1986# _PGM('../testGeoids/egm96-5.pgm'): AREA_OR_POINT='Point', DateTime='2009-08-29 18:45:03', Description='WGS84 EGM96, 5-minute grid', Geoid='file in PGM format for the GeographicLib::Geoid class', MaxBilinearError=0.14, MaxCubicError=0.003, Offset=-108.0, Origin=LatLon2Tuple(lat=90.0, lon=0.0), Pixel=65535, RMSBilinearError=0.005, RMSCubicError=0.001, Scale=0.003, URL='http://earth-info.nga.mil/GandG/wgs84/gravitymod/egm96/egm96.html', Vertical_Datum='WGS84' 

1987# 

1988# Timbuktu GeoidKarney('egm96-5.pgm').height(16.775833, -3.009444): 28.7068 vs 28.7067 

1989# Timbuktu GeoidKarney('egm96-5.pgm').height(16.776, -3.009): 28.7067 vs 28.7067 

1990 

1991 

1992# % python3.13 -m pygeodesy.geoids -PGM ../testGeoids/egm*.pgm 

1993# 

1994# GeoidPGM('egm2008-1.pgm'): kind=3, smooth=0, cropped=False, dtype=dtype('float64'), endian='>u2', mean=-1.317, nBytes=1866412800, nots=233301600, shape=(10801, 21600), sizeB=466603604, stdev=29.244, numpy=2.5.0, scipy=1.18.0, center=(0.0, 0.0, 17.226), highest=(-8.4, -32.633, 85.839), lowest=(4.683, -101.25, -106.911), lowerleft=(-90.0, -180.0, -30.15), loweright=(-90.0, 179.983, -30.15), upperleft=(90.0, -180.0, 14.898), upperright=(90.0, 179.983, 14.898): 574.773 ms (pygeodesy 26.8.26 Python 3.13.13 64bit arm64 macOS 26.6.2) 

1995# 

1996# _PGM('../testGeoids/egm2008-1.pgm'): AREA_OR_POINT='Point', DateTime='2009-08-31 06:54:00', Description='WGS84 EGM2008, 1-minute grid', Geoid='file in PGM format for the GeographicLib::Geoid class', MaxBilinearError=0.025, MaxCubicError=0.003, Offset=-108.0, Origin=LatLon2Tuple(lat=90.0, lon=0.0), Pixel=65535, RMSBilinearError=0.001, RMSCubicError=0.001, Scale=0.003, URL='http://earth-info.nga.mil/GandG/wgs84/gravitymod/egm2008', Vertical_Datum='WGS84' 

1997# 

1998# Timbuktu GeoidPGM('egm2008-1.pgm').height(16.775833, -3.009444): 28.7881 vs 28.7880 

1999# Timbuktu GeoidPGM('egm2008-1.pgm').height(16.776, -3.009): 28.7880 vs 28.7880 

2000# 

2001# GeoidPGM('egm84-30.pgm'): kind=3, smooth=0, cropped=False, dtype=dtype('float64'), endian='>u2', mean=-0.865, nBytes=2079360, nots=259920, shape=(361, 720), sizeB=520256, stdev=29.175, numpy=2.5.0, scipy=1.18.0, center=(0.0, 0.0, 18.33), highest=(-4.5, -31.0, 81.33), lowest=(5.0, -101.0, -107.232), lowerleft=(-90.0, -180.0, -29.712), loweright=(-90.0, 179.5, -29.712), upperleft=(90.0, -180.0, 13.098), upperright=(90.0, 179.5, 13.098): 248.909 us (pygeodesy 26.8.26 Python 3.13.13 64bit arm64 macOS 26.6.2) 

2002# 

2003# _PGM('../testGeoids/egm84-30.pgm'): AREA_OR_POINT='Point', DateTime='2009-08-29 18:45:02', Description='WGS84 EGM84, 30-minute grid', Geoid='file in PGM format for the GeographicLib::Geoid class', MaxBilinearError=1.546, MaxCubicError=0.274, Offset=-108.0, Origin=LatLon2Tuple(lat=90.0, lon=0.0), Pixel=65535, RMSBilinearError=0.07, RMSCubicError=0.014, Scale=0.003, URL='http://earth-info.nga.mil/GandG/wgs84/gravitymod/wgs84_180/wgs84_180.html', Vertical_Datum='WGS84' 

2004# 

2005# Timbuktu GeoidPGM('egm84-30.pgm').height(16.775833, -3.009444): 31.3010 vs 28.7880 

2006# Timbuktu GeoidPGM('egm84-30.pgm').height(16.776, -3.009): 31.3006 vs 28.7880 

2007# 

2008# GeoidPGM('egm96-5.pgm'): kind=3, smooth=0, cropped=False, dtype=dtype('float64'), endian='>u2', mean=-1.438, nBytes=74684160, nots=9335520, shape=(2161, 4320), sizeB=18671448, stdev=29.227, numpy=2.5.0, scipy=1.18.0, center=(0.0, -0.0, 17.179), highest=(-8.167, -32.75, 85.422), lowest=(4.667, -101.167, -107.043), lowerleft=(-90.0, -180.0, -29.535), loweright=(-90.0, 179.917, -29.535), upperleft=(90.0, -180.0, 13.605), upperright=(90.0, 179.917, 13.605): 7.860 ms (pygeodesy 26.8.26 Python 3.13.13 64bit arm64 macOS 26.6.2) 

2009# 

2010# _PGM('../testGeoids/egm96-5.pgm'): AREA_OR_POINT='Point', DateTime='2009-08-29 18:45:03', Description='WGS84 EGM96, 5-minute grid', Geoid='file in PGM format for the GeographicLib::Geoid class', MaxBilinearError=0.14, MaxCubicError=0.003, Offset=-108.0, Origin=LatLon2Tuple(lat=90.0, lon=0.0), Pixel=65535, RMSBilinearError=0.005, RMSCubicError=0.001, Scale=0.003, URL='http://earth-info.nga.mil/GandG/wgs84/gravitymod/egm96/egm96.html', Vertical_Datum='WGS84' 

2011# 

2012# Timbuktu GeoidPGM('egm96-5.pgm').height(16.775833, -3.009444): 28.7065 vs 28.7067 

2013# Timbuktu GeoidPGM('egm96-5.pgm').height(16.776, -3.009): 28.7064 vs 28.7067 

2014 

2015 

2016# % python2 -m pygeodesy.geoids -Karney ../testGeoids/egm*.pgm 

2017# 

2018# GeoidKarney('egm2008-1.pgm'): kind=3, cropped=False, dtype='ushort', endian='>H', hits=0, mean=-1.317, nots=233301600, shape=(10801, 21600), sizeB=466603604, stdev=29.244, center=(0.0, 0.0, 17.226), highest=(-8.4, 147.367, 85.839), lowest=(4.7, 78.767, -106.911), lowerleft=(-90.0, -180.0, -30.15), loweright=(-90.0, 180.0, -30.15), upperleft=(90.0, -180.0, 14.898), upperright=(90.0, 180.0, 14.898): 167.144 ms (pygeodesy 26.8.26 Python 2.7.18 64bit arm64_x86_64 macOS 26.6.2) 

2019# 

2020# _PGM('../testGeoids/egm2008-1.pgm'): AREA_OR_POINT='Point', DateTime='2009-08-31 06:54:00', Description='WGS84 EGM2008, 1-minute grid', Geoid='file in PGM format for the GeographicLib::Geoid class', MaxBilinearError=0.025, MaxCubicError=0.003, Offset=-108.0, Origin=LatLon2Tuple(lat=90.0, lon=0.0), Pixel=65535, RMSBilinearError=0.001, RMSCubicError=0.001, Scale=0.003, URL='http://earth-info.nga.mil/GandG/wgs84/gravitymod/egm2008', Vertical_Datum='WGS84' 

2021# 

2022# Timbuktu GeoidKarney('egm2008-1.pgm').height(16.775833, -3.009444): 28.7881 vs 28.7880 

2023# Timbuktu GeoidKarney('egm2008-1.pgm').height(16.776, -3.009): 28.7880 vs 28.7880 

2024# 

2025# GeoidKarney('egm84-30.pgm'): kind=3, cropped=False, dtype='ushort', endian='>H', hits=0, mean=-1.317, nots=259920, shape=(361, 720), sizeB=520256, stdev=29.244, center=(0.0, 0.0, 18.327), highest=(-4.5, 149.0, 81.33), lowest=(5.0, 79.0, -107.232), lowerleft=(-90.0, -180.0, -29.711), loweright=(-90.0, 180.0, -29.711), upperleft=(90.0, -180.0, 13.098), upperright=(90.0, 180.0, 13.098): 227.928 us (pygeodesy 26.8.26 Python 2.7.18 64bit arm64_x86_64 macOS 26.6.2) 

2026# 

2027# _PGM('../testGeoids/egm84-30.pgm'): AREA_OR_POINT='Point', DateTime='2009-08-29 18:45:02', Description='WGS84 EGM84, 30-minute grid', Geoid='file in PGM format for the GeographicLib::Geoid class', MaxBilinearError=1.546, MaxCubicError=0.274, Offset=-108.0, Origin=LatLon2Tuple(lat=90.0, lon=0.0), Pixel=65535, RMSBilinearError=0.07, RMSCubicError=0.014, Scale=0.003, URL='http://earth-info.nga.mil/GandG/wgs84/gravitymod/wgs84_180/wgs84_180.html', Vertical_Datum='WGS84' 

2028# 

2029# Timbuktu GeoidKarney('egm84-30.pgm').height(16.775833, -3.009444): 31.3031 vs 28.7880 

2030# Timbuktu GeoidKarney('egm84-30.pgm').height(16.776, -3.009): 31.3027 vs 28.7880 

2031# 

2032# GeoidKarney('egm96-5.pgm'): kind=3, cropped=False, dtype='ushort', endian='>H', hits=0, mean=-1.317, nots=9335520, shape=(2161, 4320), sizeB=18671448, stdev=29.244, center=(0.0, 0.0, 17.163), highest=(-8.167, 147.25, 85.422), lowest=(4.667, 78.833, -107.043), lowerleft=(-90.0, -180.0, -29.535), loweright=(-90.0, 180.0, -29.535), upperleft=(90.0, -180.0, 13.605), upperright=(90.0, 180.0, 13.605): 6.938 ms (pygeodesy 26.8.26 Python 2.7.18 64bit arm64_x86_64 macOS 26.6.2) 

2033# 

2034# _PGM('../testGeoids/egm96-5.pgm'): AREA_OR_POINT='Point', DateTime='2009-08-29 18:45:03', Description='WGS84 EGM96, 5-minute grid', Geoid='file in PGM format for the GeographicLib::Geoid class', MaxBilinearError=0.14, MaxCubicError=0.003, Offset=-108.0, Origin=LatLon2Tuple(lat=90.0, lon=0.0), Pixel=65535, RMSBilinearError=0.005, RMSCubicError=0.001, Scale=0.003, URL='http://earth-info.nga.mil/GandG/wgs84/gravitymod/egm96/egm96.html', Vertical_Datum='WGS84' 

2035# 

2036# Timbuktu GeoidKarney('egm96-5.pgm').height(16.775833, -3.009444): 28.7068 vs 28.7067 

2037# Timbuktu GeoidKarney('egm96-5.pgm').height(16.776, -3.009): 28.7067 vs 28.7067 

2038 

2039 

2040# **) MIT License 

2041# 

2042# Copyright (C) 2016-2026 -- mrJean1 at Gmail -- All Rights Reserved. 

2043# 

2044# Permission is hereby granted, free of charge, to any person obtaining a 

2045# copy of this software and associated documentation files (the "Software"), 

2046# to deal in the Software without restriction, including without limitation 

2047# the rights to use, copy, modify, merge, publish, distribute, sublicense, 

2048# and/or sell copies of the Software, and to permit persons to whom the 

2049# Software is furnished to do so, subject to the following conditions: 

2050# 

2051# The above copyright notice and this permission notice shall be included 

2052# in all copies or substantial portions of the Software. 

2053# 

2054# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS 

2055# OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 

2056# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL 

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2058# OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, 

2059# ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR 

2060# OTHER DEALINGS IN THE SOFTWARE.