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# Copyright (c) 2016 MetPy Developers. |
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# Distributed under the terms of the BSD 3-Clause License. |
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# SPDX-License-Identifier: BSD-3-Clause |
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"""Create Station-model plots.""" |
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try: |
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from enum import Enum |
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except ImportError: |
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from enum34 import Enum |
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import matplotlib |
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import numpy as np |
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from .wx_symbols import (current_weather, high_clouds, low_clouds, mid_clouds, |
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pressure_tendency, sky_cover, wx_symbol_font) |
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from ..cbook import is_string_like |
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from ..package_tools import Exporter |
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exporter = Exporter(globals()) |
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@exporter.export |
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class StationPlot(object): |
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"""Make a standard meteorological station plot. |
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Plots values, symbols, or text spaced around a central location. Can also plot wind |
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barbs as the center of the location. |
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""" |
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location_names = {'C': (0, 0), 'N': (0, 1), 'NE': (1, 1), 'E': (1, 0), 'SE': (1, -1), |
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'S': (0, -1), 'SW': (-1, -1), 'W': (-1, 0), 'NW': (-1, 1)} |
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def __init__(self, ax, x, y, fontsize=10, spacing=None, transform=None, **kwargs): |
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"""Initialize the StationPlot with items that do not change. |
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This sets up the axes and station locations. The `fontsize` and `spacing` |
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are also specified here to ensure that they are consistent between individual |
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station elements. |
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Parameters |
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---------- |
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ax : matplotlib.axes.Axes |
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The :class:`~matplotlib.axes.Axes` for plotting |
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x : array_like |
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The x location of the stations in the plot |
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y : array_like |
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The y location of the stations in the plot |
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fontsize : int |
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The fontsize to use for drawing text |
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spacing : int |
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The spacing, in points, that corresponds to a single increment between |
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station plot elements. |
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transform : matplotlib.transforms.Transform (or compatible) |
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The default transform to apply to the x and y positions when plotting. |
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kwargs |
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Additional keyword arguments to use for matplotlib's plotting functions. |
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These will be passed to all the plotting methods, and thus need to be valid |
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for all plot types, such as `clip_on`. |
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""" |
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self.ax = ax |
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self.x = x |
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self.y = y |
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self.fontsize = fontsize |
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self.spacing = fontsize if spacing is None else spacing |
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self.transform = transform |
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self.items = {} |
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self.barbs = None |
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self.default_kwargs = kwargs |
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def plot_symbol(self, location, codes, symbol_mapper, **kwargs): |
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"""At the specified location in the station model plot a set of symbols. |
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This specifies that at the offset `location`, the data in `codes` should be |
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converted to unicode characters (for our :data:`wx_symbol_font`) using `symbol_mapper`, |
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and plotted. |
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Additional keyword arguments given will be passed onto the actual plotting |
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code; this is useful for specifying things like color or font properties. |
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If something has already been plotted at this location, it will be replaced. |
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Parameters |
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---------- |
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location : str or tuple[float, float] |
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The offset (relative to center) to plot this parameter. If str, should be one of |
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'C', 'N', 'NE', 'E', 'SE', 'S', 'SW', 'W', or 'NW'. Otherwise, should be a tuple |
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specifying the number of increments in the x and y directions; increments |
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are multiplied by `spacing` to give offsets in x and y relative to the center. |
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codes : array_like |
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The numeric values that should be converted to unicode characters for plotting. |
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symbol_mapper : callable |
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Controls converting data values to unicode code points for the |
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:data:`wx_symbol_font` font. This should take a value and return a single unicode |
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character. See :mod:`metpy.plots.wx_symbols` for included mappers. |
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kwargs |
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Additional keyword arguments to use for matplotlib's plotting functions. |
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.. plot:: |
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import matplotlib.pyplot as plt |
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import numpy as np |
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from math import ceil |
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from metpy.plots import StationPlot |
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from metpy.plots.wx_symbols import current_weather, current_weather_auto |
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from metpy.plots.wx_symbols import low_clouds, mid_clouds, high_clouds |
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from metpy.plots.wx_symbols import sky_cover, pressure_tendency |
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def plot_symbols(mapper, name, nwrap=12, figsize=(10, 1.4)): |
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# Determine how many symbols there are and layout in rows of nwrap |
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# if there are more than nwrap symbols |
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num_symbols = len(mapper) |
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codes = np.arange(len(mapper)) |
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ncols = nwrap |
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if num_symbols <= nwrap: |
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nrows = 1 |
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x = np.linspace(0, 1, len(mapper)) |
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y = np.ones_like(x) |
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ax_height = 0.8 |
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else: |
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nrows = int(ceil(num_symbols / ncols)) |
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x = np.tile(np.linspace(0, 1, ncols), nrows)[:num_symbols] |
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y = np.repeat(np.arange(nrows, 0, -1), ncols)[:num_symbols] |
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figsize = (10, 1 * nrows + 0.4) |
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ax_height = 0.8 + 0.018 * nrows |
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fig = plt.figure(figsize=figsize, dpi=300) |
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ax = fig.add_axes([0, 0, 1, ax_height]) |
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ax.set_title(name, size=20) |
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ax.xaxis.set_ticks([]) |
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ax.yaxis.set_ticks([]) |
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ax.set_frame_on(False) |
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# Plot |
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sp = StationPlot(ax, x, y, fontsize=36) |
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sp.plot_symbol('C', codes, mapper) |
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sp.plot_parameter((0, -1), codes, fontsize=18) |
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ax.set_ylim(-0.05, nrows + 0.5) |
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plt.show() |
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plot_symbols(current_weather, "Current Weather Symbols") |
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plot_symbols(current_weather_auto, "Current Weather Auto Reported Symbols") |
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plot_symbols(low_clouds, "Low Cloud Symbols") |
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plot_symbols(mid_clouds, "Mid Cloud Symbols") |
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plot_symbols(high_clouds, "High Cloud Symbols") |
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plot_symbols(sky_cover, "Sky Cover Symbols") |
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plot_symbols(pressure_tendency, "Pressure Tendency Symbols") |
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See Also |
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-------- |
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plot_barb, plot_parameter, plot_text |
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""" |
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# Make sure we use our font for symbols |
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kwargs['fontproperties'] = wx_symbol_font.copy() |
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return self.plot_parameter(location, codes, symbol_mapper, **kwargs) |
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def plot_parameter(self, location, parameter, formatter='.0f', **kwargs): |
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"""At the specified location in the station model plot a set of values. |
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This specifies that at the offset `location`, the data in `parameter` should be |
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plotted. The conversion of the data values to a string is controlled by `formatter`. |
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Additional keyword arguments given will be passed onto the actual plotting |
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code; this is useful for specifying things like color or font properties. |
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If something has already been plotted at this location, it will be replaced. |
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Parameters |
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---------- |
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location : str or tuple[float, float] |
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The offset (relative to center) to plot this parameter. If str, should be one of |
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'C', 'N', 'NE', 'E', 'SE', 'S', 'SW', 'W', or 'NW'. Otherwise, should be a tuple |
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specifying the number of increments in the x and y directions; increments |
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are multiplied by `spacing` to give offsets in x and y relative to the center. |
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parameter : array_like |
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The numeric values that should be plotted |
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formatter : str or callable, optional |
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How to format the data as a string for plotting. If a string, it should be |
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compatible with the :func:`format` builtin. If a callable, this should take a |
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value and return a string. Defaults to '0.f'. |
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kwargs |
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Additional keyword arguments to use for matplotlib's plotting functions. |
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See Also |
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-------- |
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plot_barb, plot_symbol, plot_text |
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""" |
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text = self._to_string_list(parameter, formatter) |
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return self.plot_text(location, text, **kwargs) |
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def plot_text(self, location, text, **kwargs): |
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"""At the specified location in the station model plot a collection of text. |
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This specifies that at the offset `location`, the strings in `text` should be |
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plotted. |
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Additional keyword arguments given will be passed onto the actual plotting |
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code; this is useful for specifying things like color or font properties. |
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If something has already been plotted at this location, it will be replaced. |
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Parameters |
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---------- |
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location : str or tuple[float, float] |
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The offset (relative to center) to plot this parameter. If str, should be one of |
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'C', 'N', 'NE', 'E', 'SE', 'S', 'SW', 'W', or 'NW'. Otherwise, should be a tuple |
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specifying the number of increments in the x and y directions; increments |
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are multiplied by `spacing` to give offsets in x and y relative to the center. |
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text : list (or array) of strings |
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The strings that should be plotted |
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kwargs |
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Additional keyword arguments to use for matplotlib's plotting functions. |
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See Also |
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-------- |
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plot_barb, plot_parameter, plot_symbol |
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""" |
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location = self._handle_location(location) |
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kwargs = self._make_kwargs(kwargs) |
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text_collection = self.ax.scattertext(self.x, self.y, text, loc=location, |
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size=kwargs.pop('fontsize', self.fontsize), |
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**kwargs) |
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if location in self.items: |
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self.items[location].remove() |
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self.items[location] = text_collection |
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return text_collection |
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def plot_barb(self, u, v, **kwargs): |
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r"""At the center of the station model plot wind barbs. |
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Additional keyword arguments given will be passed onto matplotlib's |
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:meth:`~matplotlib.axes.Axes.barbs` function; this is useful for specifying things |
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like color or line width. |
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Parameters |
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---------- |
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u : array-like |
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The data to use for the u-component of the barbs. |
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v : array-like |
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The data to use for the v-component of the barbs. |
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kwargs |
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Additional keyword arguments to pass to matplotlib's |
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:meth:`~matplotlib.axes.Axes.barbs` function. |
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See Also |
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-------- |
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plot_parameter, plot_symbol, plot_text |
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""" |
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kwargs = self._make_kwargs(kwargs) |
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# Strip units, CartoPy transform doesn't like |
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u = np.array(u) |
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v = np.array(v) |
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# Empirically determined |
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pivot = 0.51 * np.sqrt(self.fontsize) |
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length = 1.95 * np.sqrt(self.fontsize) |
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defaults = {'sizes': {'spacing': .15, 'height': 0.5, 'emptybarb': 0.35}, |
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'length': length, 'pivot': pivot} |
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defaults.update(kwargs) |
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# Remove old barbs |
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if self.barbs: |
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self.barbs.remove() |
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# Handle transforming our center points. CartoPy doesn't like 1D barbs |
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# TODO: This can be removed for cartopy > 0.14.3 |
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if hasattr(self.ax, 'projection') and 'transform' in kwargs: |
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trans = kwargs['transform'] |
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try: |
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kwargs['transform'] = trans._as_mpl_transform(self.ax) |
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except AttributeError: |
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pass |
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u, v = self.ax.projection.transform_vectors(trans, self.x, self.y, u, v) |
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# Since we've re-implemented CartoPy's barbs, we need to skip calling it here |
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self.barbs = matplotlib.axes.Axes.barbs(self.ax, self.x, self.y, u, v, **defaults) |
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else: |
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self.barbs = self.ax.barbs(self.x, self.y, u, v, **defaults) |
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def _make_kwargs(self, kwargs): |
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"""Assemble kwargs as necessary. |
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Inserts our defaults as well as ensures transform is present when appropriate. |
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""" |
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# Use default kwargs and update with additional ones |
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all_kw = self.default_kwargs.copy() |
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all_kw.update(kwargs) |
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# Pass transform if necessary |
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if 'transform' not in all_kw and self.transform: |
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all_kw['transform'] = self.transform |
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return all_kw |
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@staticmethod |
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def _to_string_list(vals, fmt): |
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"""Convert a sequence of values to a list of strings.""" |
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if not callable(fmt): |
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def formatter(s): |
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"""Turn a format string into a callable.""" |
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if hasattr(s, 'units'): |
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s = np.asscalar(s) |
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return format(s, fmt) |
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else: |
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formatter = fmt |
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return [formatter(v) if np.isfinite(v) else '' for v in vals] |
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def _handle_location(self, location): |
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"""Process locations to get a consistent set of tuples for location.""" |
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if is_string_like(location): |
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location = self.location_names[location] |
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xoff, yoff = location |
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return xoff * self.spacing, yoff * self.spacing |
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@exporter.export |
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class StationPlotLayout(dict): |
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r"""make a layout to encapsulate plotting using :class:`StationPlot`. |
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This class keeps a collection of offsets, plot formats, etc. for a parameter based |
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on its name. This then allows a dictionary of data (or any object that allows looking |
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up of arrays based on a name) to be passed to :meth:`plot()` to plot the data all at once. |
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See Also |
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-------- |
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StationPlot |
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""" |
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class PlotTypes(Enum): |
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r"""Different plotting types for the layout. |
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Controls how items are displayed (e.g. converting values to symbols). |
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""" |
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value = 1 |
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symbol = 2 |
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text = 3 |
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barb = 4 |
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def add_value(self, location, name, fmt='.0f', units=None, **kwargs): |
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r"""Add a numeric value to the station layout. |
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This specifies that at the offset `location`, data should be pulled from the data |
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container using the key `name` and plotted. The conversion of the data values to |
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a string is controlled by `fmt`. The units required for plotting can also |
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be passed in using `units`, which will cause the data to be converted before |
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plotting. |
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Additional keyword arguments given will be passed onto the actual plotting |
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code; this is useful for specifying things like color or font properties. |
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Parameters |
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---------- |
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location : str or tuple[float, float] |
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The offset (relative to center) to plot this value. If str, should be one of |
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'C', 'N', 'NE', 'E', 'SE', 'S', 'SW', 'W', or 'NW'. Otherwise, should be a tuple |
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specifying the number of increments in the x and y directions. |
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name : str |
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The name of the parameter, which is used as a key to pull data out of the |
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data container passed to :meth:`plot`. |
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fmt : str or callable, optional |
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How to format the data as a string for plotting. If a string, it should be |
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compatible with the :func:`format` builtin. If a callable, this should take a |
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value and return a string. Defaults to '0.f'. |
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units : pint-compatible unit, optional |
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The units to use for plotting. Data will be converted to this unit before |
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conversion to a string. If not specified, no conversion is done. |
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kwargs |
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Additional keyword arguments to use for matplotlib's plotting functions. |
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See Also |
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-------- |
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add_barb, add_symbol, add_text |
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""" |
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self[location] = (self.PlotTypes.value, name, (fmt, units, kwargs)) |
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def add_symbol(self, location, name, symbol_mapper, **kwargs): |
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r"""Add a symbol to the station layout. |
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|
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This specifies that at the offset `location`, data should be pulled from the data |
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container using the key `name` and plotted. Data values will converted to glyphs |
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appropriate for MetPy's symbol font using the callable `symbol_mapper`. |
400
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Additional keyword arguments given will be passed onto the actual plotting |
402
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code; this is useful for specifying things like color or font properties. |
403
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404
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Parameters |
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---------- |
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location : str or tuple[float, float] |
407
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The offset (relative to center) to plot this value. If str, should be one of |
408
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'C', 'N', 'NE', 'E', 'SE', 'S', 'SW', 'W', or 'NW'. Otherwise, should be a tuple |
409
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specifying the number of increments in the x and y directions. |
410
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name : str |
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The name of the parameter, which is used as a key to pull data out of the |
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data container passed to :meth:`plot`. |
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symbol_mapper : callable |
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Controls converting data values to unicode code points for the |
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:data:`wx_symbol_font` font. This should take a value and return a single unicode |
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character. See :mod:`metpy.plots.wx_symbols` for included mappers. |
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kwargs |
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Additional keyword arguments to use for matplotlib's plotting functions. |
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See Also |
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-------- |
422
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add_barb, add_text, add_value |
423
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424
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""" |
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self[location] = (self.PlotTypes.symbol, name, (symbol_mapper, kwargs)) |
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def add_text(self, location, name, **kwargs): |
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r"""Add a text field to the station layout. |
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This specifies that at the offset `location`, data should be pulled from the data |
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container using the key `name` and plotted directly as text with no conversion |
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applied. |
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Additional keyword arguments given will be passed onto the actual plotting |
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code; this is useful for specifying things like color or font properties. |
436
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Parameters |
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---------- |
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location : str or tuple(float, float) |
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The offset (relative to center) to plot this value. If str, should be one of |
441
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'C', 'N', 'NE', 'E', 'SE', 'S', 'SW', 'W', or 'NW'. Otherwise, should be a tuple |
442
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specifying the number of increments in the x and y directions. |
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name : str |
444
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The name of the parameter, which is used as a key to pull data out of the |
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data container passed to :meth:`plot`. |
446
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kwargs |
447
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Additional keyword arguments to use for matplotlib's plotting functions. |
448
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|
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See Also |
450
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-------- |
451
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add_barb, add_symbol, add_value |
452
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453
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""" |
454
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self[location] = (self.PlotTypes.text, name, kwargs) |
455
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456
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def add_barb(self, u_name, v_name, units=None, **kwargs): |
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r"""Add a wind barb to the center of the station layout. |
458
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|
459
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This specifies that u- and v-component data should be pulled from the data |
460
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container using the keys `u_name` and `v_name`, respectively, and plotted as |
461
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a wind barb at the center of the station plot. If `units` are given, both |
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components will be converted to these units. |
463
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|
464
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Additional keyword arguments given will be passed onto the actual plotting |
465
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code; this is useful for specifying things like color or line width. |
466
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|
467
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Parameters |
468
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---------- |
469
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u_name : str |
470
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The name of the parameter for the u-component for `barbs`, which is used as |
471
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a key to pull data out of the data container passed to :meth:`plot`. |
472
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v_name : str |
473
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The name of the parameter for the v-component for `barbs`, which is used as |
474
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a key to pull data out of the data container passed to :meth:`plot`. |
475
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units : pint-compatible unit, optional |
476
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The units to use for plotting. Data will be converted to this unit before |
477
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conversion to a string. If not specified, no conversion is done. |
478
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kwargs |
479
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Additional keyword arguments to use for matplotlib's |
480
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:meth:`~matplotlib.axes.Axes.barbs` function. |
481
|
|
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|
482
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See Also |
483
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|
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-------- |
484
|
|
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add_symbol, add_text, add_value |
485
|
|
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|
486
|
|
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""" |
487
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|
|
# Not sure if putting the v_name as a plot-specific option is appropriate, |
488
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# but it seems simpler than making name code in plot handle tuples |
489
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self['barb'] = (self.PlotTypes.barb, (u_name, v_name), (units, kwargs)) |
490
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|
491
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def names(self): |
492
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"""Get the list of names used by the layout. |
493
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|
494
|
|
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Returns |
495
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------- |
496
|
|
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list[str] |
497
|
|
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the list of names of variables used by the layout |
498
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|
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|
499
|
|
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""" |
500
|
|
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ret = [] |
501
|
|
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for item in self.values(): |
502
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if item[0] == self.PlotTypes.barb: |
503
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ret.extend(item[1]) |
504
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else: |
505
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ret.append(item[1]) |
506
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return ret |
507
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508
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def plot(self, plotter, data_dict): |
509
|
|
|
"""Plot a collection of data using this layout for a station plot. |
510
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|
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|
511
|
|
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This function iterates through the entire specified layout, pulling the fields named |
512
|
|
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in the layout from `data_dict` and plotting them using `plotter` as specified |
513
|
|
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in the layout. Fields present in the layout, but not in `data_dict`, are ignored. |
514
|
|
|
|
515
|
|
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Parameters |
516
|
|
|
---------- |
517
|
|
|
plotter : StationPlot |
518
|
|
|
:class:`StationPlot` to use to plot the data. This controls the axes, |
519
|
|
|
spacing, station locations, etc. |
520
|
|
|
data_dict : dict[str, array-like] |
521
|
|
|
Data container that maps a name to an array of data. Data from this object |
522
|
|
|
will be used to fill out the station plot. |
523
|
|
|
|
524
|
|
|
""" |
525
|
|
|
def coerce_data(dat, u): |
526
|
|
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try: |
527
|
|
|
return dat.to(u).magnitude |
528
|
|
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except AttributeError: |
529
|
|
|
return dat |
530
|
|
|
|
531
|
|
|
for loc, info in self.items(): |
532
|
|
|
typ, name, args = info |
533
|
|
|
if typ == self.PlotTypes.barb: |
534
|
|
|
# Try getting the data |
535
|
|
|
u_name, v_name = name |
536
|
|
|
u_data = data_dict.get(u_name) |
537
|
|
|
v_data = data_dict.get(v_name) |
538
|
|
|
|
539
|
|
|
# Plot if we have the data |
540
|
|
|
if not (v_data is None or u_data is None): |
541
|
|
|
units, kwargs = args |
542
|
|
|
plotter.plot_barb(coerce_data(u_data, units), coerce_data(v_data, units), |
543
|
|
|
**kwargs) |
544
|
|
|
else: |
545
|
|
|
# Check that we have the data for this location |
546
|
|
|
data = data_dict.get(name) |
547
|
|
|
if data is not None: |
548
|
|
|
# If we have it, hand it to the appropriate method |
549
|
|
|
if typ == self.PlotTypes.value: |
550
|
|
|
fmt, units, kwargs = args |
551
|
|
|
plotter.plot_parameter(loc, coerce_data(data, units), fmt, **kwargs) |
552
|
|
|
elif typ == self.PlotTypes.symbol: |
553
|
|
|
mapper, kwargs = args |
554
|
|
|
plotter.plot_symbol(loc, data, mapper, **kwargs) |
555
|
|
|
elif typ == self.PlotTypes.text: |
556
|
|
|
plotter.plot_text(loc, data, **args) |
557
|
|
|
|
558
|
|
|
def __repr__(self): |
559
|
|
|
"""Return string representation of layout.""" |
560
|
|
|
return ('{' + |
561
|
|
|
', '.join('{0}: ({1[0].name}, {1[1]}, ...)'.format(loc, info) |
562
|
|
|
for loc, info in sorted(self.items())) + |
563
|
|
|
'}') |
564
|
|
|
|
565
|
|
|
|
566
|
|
|
with exporter: |
567
|
|
|
#: :desc: Simple station plot layout |
568
|
|
|
simple_layout = StationPlotLayout() |
569
|
|
|
simple_layout.add_barb('eastward_wind', 'northward_wind', 'knots') |
570
|
|
|
simple_layout.add_value('NW', 'air_temperature', units='degC') |
571
|
|
|
simple_layout.add_value('SW', 'dew_point_temperature', units='degC') |
572
|
|
|
simple_layout.add_value('NE', 'air_pressure_at_sea_level', units='mbar', |
573
|
|
|
fmt=lambda v: format(10 * v, '03.0f')[-3:]) |
574
|
|
|
simple_layout.add_symbol('C', 'cloud_coverage', sky_cover) |
575
|
|
|
simple_layout.add_symbol('W', 'present_weather', current_weather) |
576
|
|
|
|
577
|
|
|
#: Full NWS station plot `layout`__ |
578
|
|
|
#: |
579
|
|
|
#: __ http://oceanservice.noaa.gov/education/yos/resource/JetStream/synoptic/wxmaps.htm |
580
|
|
|
nws_layout = StationPlotLayout() |
581
|
|
|
nws_layout.add_value((-1, 1), 'air_temperature', units='degF') |
582
|
|
|
nws_layout.add_symbol((0, 2), 'high_cloud_type', high_clouds) |
583
|
|
|
nws_layout.add_symbol((0, 1), 'medium_cloud_type', mid_clouds) |
584
|
|
|
nws_layout.add_symbol((0, -1), 'low_cloud_type', low_clouds) |
585
|
|
|
nws_layout.add_value((1, 1), 'air_pressure_at_sea_level', units='mbar', |
586
|
|
|
fmt=lambda v: format(10 * v, '03.0f')[-3:]) |
587
|
|
|
nws_layout.add_value((-2, 0), 'visibility_in_air', fmt='.0f', units='miles') |
588
|
|
|
nws_layout.add_symbol((-1, 0), 'present_weather', current_weather) |
589
|
|
|
nws_layout.add_symbol((0, 0), 'cloud_coverage', sky_cover) |
590
|
|
|
nws_layout.add_value((1, 0), 'tendency_of_air_pressure', units='mbar', |
591
|
|
|
fmt=lambda v: ('-' if v < 0 else '') + format(10 * abs(v), '02.0f')) |
592
|
|
|
nws_layout.add_symbol((2, 0), 'tendency_of_air_pressure_symbol', pressure_tendency) |
593
|
|
|
nws_layout.add_barb('eastward_wind', 'northward_wind', units='knots') |
594
|
|
|
nws_layout.add_value((-1, -1), 'dew_point_temperature', units='degF') |
595
|
|
|
|
596
|
|
|
# TODO: Fix once we have the past weather symbols converted |
597
|
|
|
nws_layout.add_symbol((1, -1), 'past_weather', current_weather) |
598
|
|
|
|