| | import numpy as np |
| |
|
| | import matplotlib as mpl |
| | from matplotlib import _api |
| | from matplotlib.axes import Axes |
| | import matplotlib.axis as maxis |
| | from matplotlib.patches import Circle |
| | from matplotlib.path import Path |
| | import matplotlib.spines as mspines |
| | from matplotlib.ticker import ( |
| | Formatter, NullLocator, FixedLocator, NullFormatter) |
| | from matplotlib.transforms import Affine2D, BboxTransformTo, Transform |
| |
|
| |
|
| | class GeoAxes(Axes): |
| | """An abstract base class for geographic projections.""" |
| |
|
| | class ThetaFormatter(Formatter): |
| | """ |
| | Used to format the theta tick labels. Converts the native |
| | unit of radians into degrees and adds a degree symbol. |
| | """ |
| | def __init__(self, round_to=1.0): |
| | self._round_to = round_to |
| |
|
| | def __call__(self, x, pos=None): |
| | degrees = round(np.rad2deg(x) / self._round_to) * self._round_to |
| | return f"{degrees:0.0f}\N{DEGREE SIGN}" |
| |
|
| | RESOLUTION = 75 |
| |
|
| | def _init_axis(self): |
| | self.xaxis = maxis.XAxis(self) |
| | self.yaxis = maxis.YAxis(self) |
| | |
| | |
| | |
| |
|
| | def clear(self): |
| | |
| | super().clear() |
| |
|
| | self.set_longitude_grid(30) |
| | self.set_latitude_grid(15) |
| | self.set_longitude_grid_ends(75) |
| | self.xaxis.set_minor_locator(NullLocator()) |
| | self.yaxis.set_minor_locator(NullLocator()) |
| | self.xaxis.set_ticks_position('none') |
| | self.yaxis.set_ticks_position('none') |
| | self.yaxis.set_tick_params(label1On=True) |
| | |
| | |
| |
|
| | self.grid(mpl.rcParams['axes.grid']) |
| |
|
| | Axes.set_xlim(self, -np.pi, np.pi) |
| | Axes.set_ylim(self, -np.pi / 2.0, np.pi / 2.0) |
| |
|
| | def _set_lim_and_transforms(self): |
| | |
| | self.transProjection = self._get_core_transform(self.RESOLUTION) |
| |
|
| | self.transAffine = self._get_affine_transform() |
| |
|
| | self.transAxes = BboxTransformTo(self.bbox) |
| |
|
| | |
| | |
| | self.transData = \ |
| | self.transProjection + \ |
| | self.transAffine + \ |
| | self.transAxes |
| |
|
| | |
| | self._xaxis_pretransform = \ |
| | Affine2D() \ |
| | .scale(1, self._longitude_cap * 2) \ |
| | .translate(0, -self._longitude_cap) |
| | self._xaxis_transform = \ |
| | self._xaxis_pretransform + \ |
| | self.transData |
| | self._xaxis_text1_transform = \ |
| | Affine2D().scale(1, 0) + \ |
| | self.transData + \ |
| | Affine2D().translate(0, 4) |
| | self._xaxis_text2_transform = \ |
| | Affine2D().scale(1, 0) + \ |
| | self.transData + \ |
| | Affine2D().translate(0, -4) |
| |
|
| | |
| | yaxis_stretch = Affine2D().scale(np.pi * 2, 1).translate(-np.pi, 0) |
| | yaxis_space = Affine2D().scale(1, 1.1) |
| | self._yaxis_transform = \ |
| | yaxis_stretch + \ |
| | self.transData |
| | yaxis_text_base = \ |
| | yaxis_stretch + \ |
| | self.transProjection + \ |
| | (yaxis_space + |
| | self.transAffine + |
| | self.transAxes) |
| | self._yaxis_text1_transform = \ |
| | yaxis_text_base + \ |
| | Affine2D().translate(-8, 0) |
| | self._yaxis_text2_transform = \ |
| | yaxis_text_base + \ |
| | Affine2D().translate(8, 0) |
| |
|
| | def _get_affine_transform(self): |
| | transform = self._get_core_transform(1) |
| | xscale, _ = transform.transform((np.pi, 0)) |
| | _, yscale = transform.transform((0, np.pi/2)) |
| | return Affine2D() \ |
| | .scale(0.5 / xscale, 0.5 / yscale) \ |
| | .translate(0.5, 0.5) |
| |
|
| | def get_xaxis_transform(self, which='grid'): |
| | _api.check_in_list(['tick1', 'tick2', 'grid'], which=which) |
| | return self._xaxis_transform |
| |
|
| | def get_xaxis_text1_transform(self, pad): |
| | return self._xaxis_text1_transform, 'bottom', 'center' |
| |
|
| | def get_xaxis_text2_transform(self, pad): |
| | return self._xaxis_text2_transform, 'top', 'center' |
| |
|
| | def get_yaxis_transform(self, which='grid'): |
| | _api.check_in_list(['tick1', 'tick2', 'grid'], which=which) |
| | return self._yaxis_transform |
| |
|
| | def get_yaxis_text1_transform(self, pad): |
| | return self._yaxis_text1_transform, 'center', 'right' |
| |
|
| | def get_yaxis_text2_transform(self, pad): |
| | return self._yaxis_text2_transform, 'center', 'left' |
| |
|
| | def _gen_axes_patch(self): |
| | return Circle((0.5, 0.5), 0.5) |
| |
|
| | def _gen_axes_spines(self): |
| | return {'geo': mspines.Spine.circular_spine(self, (0.5, 0.5), 0.5)} |
| |
|
| | def set_yscale(self, *args, **kwargs): |
| | if args[0] != 'linear': |
| | raise NotImplementedError |
| |
|
| | set_xscale = set_yscale |
| |
|
| | def set_xlim(self, *args, **kwargs): |
| | """Not supported. Please consider using Cartopy.""" |
| | raise TypeError("Changing axes limits of a geographic projection is " |
| | "not supported. Please consider using Cartopy.") |
| |
|
| | set_ylim = set_xlim |
| |
|
| | def format_coord(self, lon, lat): |
| | """Return a format string formatting the coordinate.""" |
| | lon, lat = np.rad2deg([lon, lat]) |
| | ns = 'N' if lat >= 0.0 else 'S' |
| | ew = 'E' if lon >= 0.0 else 'W' |
| | return ('%f\N{DEGREE SIGN}%s, %f\N{DEGREE SIGN}%s' |
| | % (abs(lat), ns, abs(lon), ew)) |
| |
|
| | def set_longitude_grid(self, degrees): |
| | """ |
| | Set the number of degrees between each longitude grid. |
| | """ |
| | |
| | grid = np.arange(-180 + degrees, 180, degrees) |
| | self.xaxis.set_major_locator(FixedLocator(np.deg2rad(grid))) |
| | self.xaxis.set_major_formatter(self.ThetaFormatter(degrees)) |
| |
|
| | def set_latitude_grid(self, degrees): |
| | """ |
| | Set the number of degrees between each latitude grid. |
| | """ |
| | |
| | grid = np.arange(-90 + degrees, 90, degrees) |
| | self.yaxis.set_major_locator(FixedLocator(np.deg2rad(grid))) |
| | self.yaxis.set_major_formatter(self.ThetaFormatter(degrees)) |
| |
|
| | def set_longitude_grid_ends(self, degrees): |
| | """ |
| | Set the latitude(s) at which to stop drawing the longitude grids. |
| | """ |
| | self._longitude_cap = np.deg2rad(degrees) |
| | self._xaxis_pretransform \ |
| | .clear() \ |
| | .scale(1.0, self._longitude_cap * 2.0) \ |
| | .translate(0.0, -self._longitude_cap) |
| |
|
| | def get_data_ratio(self): |
| | """Return the aspect ratio of the data itself.""" |
| | return 1.0 |
| |
|
| | |
| |
|
| | def can_zoom(self): |
| | """ |
| | Return whether this Axes supports the zoom box button functionality. |
| | |
| | This Axes object does not support interactive zoom box. |
| | """ |
| | return False |
| |
|
| | def can_pan(self): |
| | """ |
| | Return whether this Axes supports the pan/zoom button functionality. |
| | |
| | This Axes object does not support interactive pan/zoom. |
| | """ |
| | return False |
| |
|
| | def start_pan(self, x, y, button): |
| | pass |
| |
|
| | def end_pan(self): |
| | pass |
| |
|
| | def drag_pan(self, button, key, x, y): |
| | pass |
| |
|
| |
|
| | class _GeoTransform(Transform): |
| | |
| | input_dims = output_dims = 2 |
| |
|
| | def __init__(self, resolution): |
| | """ |
| | Create a new geographical transform. |
| | |
| | Resolution is the number of steps to interpolate between each input |
| | line segment to approximate its path in curved space. |
| | """ |
| | super().__init__() |
| | self._resolution = resolution |
| |
|
| | def __str__(self): |
| | return "{}({})".format(type(self).__name__, self._resolution) |
| |
|
| | def transform_path_non_affine(self, path): |
| | |
| | ipath = path.interpolated(self._resolution) |
| | return Path(self.transform(ipath.vertices), ipath.codes) |
| |
|
| |
|
| | class AitoffAxes(GeoAxes): |
| | name = 'aitoff' |
| |
|
| | class AitoffTransform(_GeoTransform): |
| | """The base Aitoff transform.""" |
| |
|
| | def transform_non_affine(self, ll): |
| | |
| | longitude, latitude = ll.T |
| |
|
| | |
| | half_long = longitude / 2.0 |
| | cos_latitude = np.cos(latitude) |
| |
|
| | alpha = np.arccos(cos_latitude * np.cos(half_long)) |
| | sinc_alpha = np.sinc(alpha / np.pi) |
| |
|
| | x = (cos_latitude * np.sin(half_long)) / sinc_alpha |
| | y = np.sin(latitude) / sinc_alpha |
| | return np.column_stack([x, y]) |
| |
|
| | def inverted(self): |
| | |
| | return AitoffAxes.InvertedAitoffTransform(self._resolution) |
| |
|
| | class InvertedAitoffTransform(_GeoTransform): |
| |
|
| | def transform_non_affine(self, xy): |
| | |
| | |
| | return np.full_like(xy, np.nan) |
| |
|
| | def inverted(self): |
| | |
| | return AitoffAxes.AitoffTransform(self._resolution) |
| |
|
| | def __init__(self, *args, **kwargs): |
| | self._longitude_cap = np.pi / 2.0 |
| | super().__init__(*args, **kwargs) |
| | self.set_aspect(0.5, adjustable='box', anchor='C') |
| | self.clear() |
| |
|
| | def _get_core_transform(self, resolution): |
| | return self.AitoffTransform(resolution) |
| |
|
| |
|
| | class HammerAxes(GeoAxes): |
| | name = 'hammer' |
| |
|
| | class HammerTransform(_GeoTransform): |
| | """The base Hammer transform.""" |
| |
|
| | def transform_non_affine(self, ll): |
| | |
| | longitude, latitude = ll.T |
| | half_long = longitude / 2.0 |
| | cos_latitude = np.cos(latitude) |
| | sqrt2 = np.sqrt(2.0) |
| | alpha = np.sqrt(1.0 + cos_latitude * np.cos(half_long)) |
| | x = (2.0 * sqrt2) * (cos_latitude * np.sin(half_long)) / alpha |
| | y = (sqrt2 * np.sin(latitude)) / alpha |
| | return np.column_stack([x, y]) |
| |
|
| | def inverted(self): |
| | |
| | return HammerAxes.InvertedHammerTransform(self._resolution) |
| |
|
| | class InvertedHammerTransform(_GeoTransform): |
| |
|
| | def transform_non_affine(self, xy): |
| | |
| | x, y = xy.T |
| | z = np.sqrt(1 - (x / 4) ** 2 - (y / 2) ** 2) |
| | longitude = 2 * np.arctan((z * x) / (2 * (2 * z ** 2 - 1))) |
| | latitude = np.arcsin(y*z) |
| | return np.column_stack([longitude, latitude]) |
| |
|
| | def inverted(self): |
| | |
| | return HammerAxes.HammerTransform(self._resolution) |
| |
|
| | def __init__(self, *args, **kwargs): |
| | self._longitude_cap = np.pi / 2.0 |
| | super().__init__(*args, **kwargs) |
| | self.set_aspect(0.5, adjustable='box', anchor='C') |
| | self.clear() |
| |
|
| | def _get_core_transform(self, resolution): |
| | return self.HammerTransform(resolution) |
| |
|
| |
|
| | class MollweideAxes(GeoAxes): |
| | name = 'mollweide' |
| |
|
| | class MollweideTransform(_GeoTransform): |
| | """The base Mollweide transform.""" |
| |
|
| | def transform_non_affine(self, ll): |
| | |
| | def d(theta): |
| | delta = (-(theta + np.sin(theta) - pi_sin_l) |
| | / (1 + np.cos(theta))) |
| | return delta, np.abs(delta) > 0.001 |
| |
|
| | longitude, latitude = ll.T |
| |
|
| | clat = np.pi/2 - np.abs(latitude) |
| | ihigh = clat < 0.087 |
| | ilow = ~ihigh |
| | aux = np.empty(latitude.shape, dtype=float) |
| |
|
| | if ilow.any(): |
| | pi_sin_l = np.pi * np.sin(latitude[ilow]) |
| | theta = 2.0 * latitude[ilow] |
| | delta, large_delta = d(theta) |
| | while np.any(large_delta): |
| | theta[large_delta] += delta[large_delta] |
| | delta, large_delta = d(theta) |
| | aux[ilow] = theta / 2 |
| |
|
| | if ihigh.any(): |
| | e = clat[ihigh] |
| | d = 0.5 * (3 * np.pi * e**2) ** (1.0/3) |
| | aux[ihigh] = (np.pi/2 - d) * np.sign(latitude[ihigh]) |
| |
|
| | xy = np.empty(ll.shape, dtype=float) |
| | xy[:, 0] = (2.0 * np.sqrt(2.0) / np.pi) * longitude * np.cos(aux) |
| | xy[:, 1] = np.sqrt(2.0) * np.sin(aux) |
| |
|
| | return xy |
| |
|
| | def inverted(self): |
| | |
| | return MollweideAxes.InvertedMollweideTransform(self._resolution) |
| |
|
| | class InvertedMollweideTransform(_GeoTransform): |
| |
|
| | def transform_non_affine(self, xy): |
| | |
| | x, y = xy.T |
| | |
| | |
| | theta = np.arcsin(y / np.sqrt(2)) |
| | longitude = (np.pi / (2 * np.sqrt(2))) * x / np.cos(theta) |
| | latitude = np.arcsin((2 * theta + np.sin(2 * theta)) / np.pi) |
| | return np.column_stack([longitude, latitude]) |
| |
|
| | def inverted(self): |
| | |
| | return MollweideAxes.MollweideTransform(self._resolution) |
| |
|
| | def __init__(self, *args, **kwargs): |
| | self._longitude_cap = np.pi / 2.0 |
| | super().__init__(*args, **kwargs) |
| | self.set_aspect(0.5, adjustable='box', anchor='C') |
| | self.clear() |
| |
|
| | def _get_core_transform(self, resolution): |
| | return self.MollweideTransform(resolution) |
| |
|
| |
|
| | class LambertAxes(GeoAxes): |
| | name = 'lambert' |
| |
|
| | class LambertTransform(_GeoTransform): |
| | """The base Lambert transform.""" |
| |
|
| | def __init__(self, center_longitude, center_latitude, resolution): |
| | """ |
| | Create a new Lambert transform. Resolution is the number of steps |
| | to interpolate between each input line segment to approximate its |
| | path in curved Lambert space. |
| | """ |
| | _GeoTransform.__init__(self, resolution) |
| | self._center_longitude = center_longitude |
| | self._center_latitude = center_latitude |
| |
|
| | def transform_non_affine(self, ll): |
| | |
| | longitude, latitude = ll.T |
| | clong = self._center_longitude |
| | clat = self._center_latitude |
| | cos_lat = np.cos(latitude) |
| | sin_lat = np.sin(latitude) |
| | diff_long = longitude - clong |
| | cos_diff_long = np.cos(diff_long) |
| |
|
| | inner_k = np.maximum( |
| | 1 + np.sin(clat)*sin_lat + np.cos(clat)*cos_lat*cos_diff_long, |
| | 1e-15) |
| | k = np.sqrt(2 / inner_k) |
| | x = k * cos_lat*np.sin(diff_long) |
| | y = k * (np.cos(clat)*sin_lat - np.sin(clat)*cos_lat*cos_diff_long) |
| |
|
| | return np.column_stack([x, y]) |
| |
|
| | def inverted(self): |
| | |
| | return LambertAxes.InvertedLambertTransform( |
| | self._center_longitude, |
| | self._center_latitude, |
| | self._resolution) |
| |
|
| | class InvertedLambertTransform(_GeoTransform): |
| |
|
| | def __init__(self, center_longitude, center_latitude, resolution): |
| | _GeoTransform.__init__(self, resolution) |
| | self._center_longitude = center_longitude |
| | self._center_latitude = center_latitude |
| |
|
| | def transform_non_affine(self, xy): |
| | |
| | x, y = xy.T |
| | clong = self._center_longitude |
| | clat = self._center_latitude |
| | p = np.maximum(np.hypot(x, y), 1e-9) |
| | c = 2 * np.arcsin(0.5 * p) |
| | sin_c = np.sin(c) |
| | cos_c = np.cos(c) |
| |
|
| | latitude = np.arcsin(cos_c*np.sin(clat) + |
| | ((y*sin_c*np.cos(clat)) / p)) |
| | longitude = clong + np.arctan( |
| | (x*sin_c) / (p*np.cos(clat)*cos_c - y*np.sin(clat)*sin_c)) |
| |
|
| | return np.column_stack([longitude, latitude]) |
| |
|
| | def inverted(self): |
| | |
| | return LambertAxes.LambertTransform( |
| | self._center_longitude, |
| | self._center_latitude, |
| | self._resolution) |
| |
|
| | def __init__(self, *args, center_longitude=0, center_latitude=0, **kwargs): |
| | self._longitude_cap = np.pi / 2 |
| | self._center_longitude = center_longitude |
| | self._center_latitude = center_latitude |
| | super().__init__(*args, **kwargs) |
| | self.set_aspect('equal', adjustable='box', anchor='C') |
| | self.clear() |
| |
|
| | def clear(self): |
| | |
| | super().clear() |
| | self.yaxis.set_major_formatter(NullFormatter()) |
| |
|
| | def _get_core_transform(self, resolution): |
| | return self.LambertTransform( |
| | self._center_longitude, |
| | self._center_latitude, |
| | resolution) |
| |
|
| | def _get_affine_transform(self): |
| | return Affine2D() \ |
| | .scale(0.25) \ |
| | .translate(0.5, 0.5) |
| |
|