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""" 

This is an object-oriented plotting library. 

 

A procedural interface is provided by the companion pyplot module, 

which may be imported directly, e.g.:: 

 

import matplotlib.pyplot as plt 

 

or using ipython:: 

 

ipython 

 

at your terminal, followed by:: 

 

In [1]: %matplotlib 

In [2]: import matplotlib.pyplot as plt 

 

at the ipython shell prompt. 

 

For the most part, direct use of the object-oriented library is 

encouraged when programming; pyplot is primarily for working 

interactively. The 

exceptions are the pyplot commands :func:`~matplotlib.pyplot.figure`, 

:func:`~matplotlib.pyplot.subplot`, 

:func:`~matplotlib.pyplot.subplots`, and 

:func:`~pyplot.savefig`, which can greatly simplify scripting. 

 

Modules include: 

 

:mod:`matplotlib.axes` 

defines the :class:`~matplotlib.axes.Axes` class. Most pyplot 

commands are wrappers for :class:`~matplotlib.axes.Axes` 

methods. The axes module is the highest level of OO access to 

the library. 

 

:mod:`matplotlib.figure` 

defines the :class:`~matplotlib.figure.Figure` class. 

 

:mod:`matplotlib.artist` 

defines the :class:`~matplotlib.artist.Artist` base class for 

all classes that draw things. 

 

:mod:`matplotlib.lines` 

defines the :class:`~matplotlib.lines.Line2D` class for 

drawing lines and markers 

 

:mod:`matplotlib.patches` 

defines classes for drawing polygons 

 

:mod:`matplotlib.text` 

defines the :class:`~matplotlib.text.Text`, 

:class:`~matplotlib.text.TextWithDash`, and 

:class:`~matplotlib.text.Annotate` classes 

 

:mod:`matplotlib.image` 

defines the :class:`~matplotlib.image.AxesImage` and 

:class:`~matplotlib.image.FigureImage` classes 

 

:mod:`matplotlib.collections` 

classes for efficient drawing of groups of lines or polygons 

 

:mod:`matplotlib.colors` 

classes for interpreting color specifications and for making 

colormaps 

 

:mod:`matplotlib.cm` 

colormaps and the :class:`~matplotlib.image.ScalarMappable` 

mixin class for providing color mapping functionality to other 

classes 

 

:mod:`matplotlib.ticker` 

classes for calculating tick mark locations and for formatting 

tick labels 

 

:mod:`matplotlib.backends` 

a subpackage with modules for various gui libraries and output 

formats 

 

The base matplotlib namespace includes: 

 

:data:`~matplotlib.rcParams` 

a global dictionary of default configuration settings. It is 

initialized by code which may be overridden by a matplotlibrc 

file. 

 

:func:`~matplotlib.rc` 

a function for setting groups of rcParams values 

 

:func:`~matplotlib.use` 

a function for setting the matplotlib backend. If used, this 

function must be called immediately after importing matplotlib 

for the first time. In particular, it must be called 

**before** importing pyplot (if pyplot is imported). 

 

matplotlib was initially written by John D. Hunter (1968-2012) and is now 

developed and maintained by a host of others. 

 

Occasionally the internal documentation (python docstrings) will refer 

to MATLAB®, a registered trademark of The MathWorks, Inc. 

 

""" 

# NOTE: This file must remain Python 2 compatible for the foreseeable future, 

# to ensure that we error out properly for existing editable installs. 

 

import sys 

if sys.version_info < (3, 5): # noqa: E402 

raise ImportError(""" 

Matplotlib 3.0+ does not support Python 2.x, 3.0, 3.1, 3.2, 3.3, or 3.4. 

Beginning with Matplotlib 3.0, Python 3.5 and above is required. 

 

See Matplotlib `INSTALL.rst` file for more information: 

 

https://github.com/matplotlib/matplotlib/blob/master/INSTALL.rst 

 

""") 

 

import atexit 

from collections.abc import MutableMapping 

import contextlib 

import distutils.version 

import functools 

import io 

import importlib 

import inspect 

from inspect import Parameter 

import locale 

import logging 

import os 

from pathlib import Path 

import pprint 

import re 

import shutil 

import stat 

import subprocess 

import tempfile 

import urllib.request 

import warnings 

 

# cbook must import matplotlib only within function 

# definitions, so it is safe to import from it here. 

from . import cbook, rcsetup 

from matplotlib.cbook import ( 

MatplotlibDeprecationWarning, dedent, get_label, sanitize_sequence) 

from matplotlib.cbook import mplDeprecation # deprecated 

from matplotlib.rcsetup import defaultParams, validate_backend, cycler 

 

import numpy 

 

# Get the version from the _version.py versioneer file. For a git checkout, 

# this is computed based on the number of commits since the last tag. 

from ._version import get_versions 

__version__ = str(get_versions()['version']) 

del get_versions 

 

_log = logging.getLogger(__name__) 

 

__version__numpy__ = '1.10.0' # minimum required numpy version 

 

__bibtex__ = r"""@Article{Hunter:2007, 

Author = {Hunter, J. D.}, 

Title = {Matplotlib: A 2D graphics environment}, 

Journal = {Computing In Science \& Engineering}, 

Volume = {9}, 

Number = {3}, 

Pages = {90--95}, 

abstract = {Matplotlib is a 2D graphics package used for Python 

for application development, interactive scripting, and 

publication-quality image generation across user 

interfaces and operating systems.}, 

publisher = {IEEE COMPUTER SOC}, 

year = 2007 

}""" 

 

 

def compare_versions(a, b): 

"return True if a is greater than or equal to b" 

if isinstance(a, bytes): 

cbook.warn_deprecated( 

"3.0", "compare_version arguments should be strs.") 

a = a.decode('ascii') 

if isinstance(b, bytes): 

cbook.warn_deprecated( 

"3.0", "compare_version arguments should be strs.") 

b = b.decode('ascii') 

if a: 

a = distutils.version.LooseVersion(a) 

b = distutils.version.LooseVersion(b) 

return a >= b 

else: 

return False 

 

 

try: 

import dateutil 

except ImportError: 

raise ImportError("Matplotlib requires dateutil") 

 

 

try: 

import pyparsing 

except ImportError: 

raise ImportError("Matplotlib requires pyparsing") 

else: 

if not compare_versions(pyparsing.__version__, '2.0.1'): 

raise ImportError( 

"Matplotlib requires pyparsing>=2.0.1; you have %s" 

% pyparsing.__version__) 

 

 

if not compare_versions(numpy.__version__, __version__numpy__): 

raise ImportError( 

"Matplotlib requires numpy>=%s; you have %s" % ( 

__version__numpy__, numpy.__version__)) 

 

 

if not hasattr(sys, 'argv'): # for modpython 

sys.argv = ['modpython'] 

 

 

_verbose_msg = """\ 

matplotlib.verbose is deprecated; 

Command line argument --verbose-LEVEL is deprecated. 

This functionality is now provided by the standard 

python logging library. To get more (or less) logging output: 

import logging 

logger = logging.getLogger('matplotlib') 

logger.set_level(logging.INFO)""" 

 

 

def _set_logger_verbose_level(level_str='silent', file_str='sys.stdout'): 

""" 

Use a --verbose-LEVEL level to set the logging level: 

 

""" 

levelmap = {'silent': logging.WARNING, 'helpful': logging.INFO, 

'debug': logging.DEBUG, 'debug-annoying': logging.DEBUG, 

'info': logging.INFO, 'warning': logging.WARNING} 

# Check that current state of logger isn't already more verbose 

# than the requested level. If it is more verbose, then leave more 

# verbose. 

newlev = levelmap[level_str] 

oldlev = _log.getEffectiveLevel() 

if newlev < oldlev: 

_log.setLevel(newlev) 

std = { 

'sys.stdout': sys.stdout, 

'sys.stderr': sys.stderr, 

} 

if file_str in std: 

fileo = std[file_str] 

else: 

fileo = sys.stdout 

try: 

fileo = open(file_str, 'w') 

# if this fails, we will just write to stdout 

except IOError: 

warnings.warn('could not open log file "{0}"' 

'for writing. Check your ' 

'matplotlibrc'.format(file_str)) 

console = logging.StreamHandler(fileo) 

console.setLevel(newlev) 

_log.addHandler(console) 

 

 

def _parse_commandline(): 

""" 

Check for --verbose-LEVEL type command line arguments and 

set logging level appropriately. 

""" 

 

levels = ('silent', 'helpful', 'debug', 'debug-annoying', 

'info', 'warning') 

 

for arg in sys.argv[1:]: 

if arg.startswith('--verbose-'): 

level_str = arg[10:] 

# If it doesn't match one of ours, then don't even 

# bother noting it, we are just a 3rd-party library 

# to somebody else's script. 

if level_str in levels: 

_set_logger_verbose_level(level_str) 

 

_parse_commandline() 

 

 

class Verbose(object): 

""" 

A class to handle reporting. Set the fileo attribute to any file 

instance to handle the output. Default is sys.stdout 

""" 

levels = ('silent', 'helpful', 'debug', 'debug-annoying') 

vald = {level: i for i, level in enumerate(levels)} 

 

# parse the verbosity from the command line; flags look like 

# --verbose-silent or --verbose-helpful 

_commandLineVerbose = None 

 

for arg in sys.argv[1:]: 

if not arg.startswith('--verbose-'): 

continue 

level_str = arg[10:] 

# If it doesn't match one of ours, then don't even 

# bother noting it, we are just a 3rd-party library 

# to somebody else's script. 

if level_str in levels: 

_commandLineVerbose = level_str 

 

@cbook.deprecated("2.2", message=_verbose_msg) 

def __init__(self): 

self.set_level('silent') 

self.fileo = sys.stdout 

 

@cbook.deprecated("2.2", message=_verbose_msg) 

def set_level(self, level): 

'set the verbosity to one of the Verbose.levels strings' 

 

if self._commandLineVerbose is not None: 

level = self._commandLineVerbose 

if level not in self.levels: 

warnings.warn('matplotlib: unrecognized --verbose-* string "%s".' 

' Legal values are %s' % (level, self.levels)) 

else: 

self.level = level 

 

@cbook.deprecated("2.2", message=_verbose_msg) 

def set_fileo(self, fname): 

std = { 

'sys.stdout': sys.stdout, 

'sys.stderr': sys.stderr, 

} 

if fname in std: 

self.fileo = std[fname] 

else: 

try: 

fileo = open(fname, 'w') 

except IOError: 

raise ValueError('Verbose object could not open log file "{0}"' 

' for writing.\nCheck your matplotlibrc ' 

'verbose.fileo setting'.format(fname)) 

else: 

self.fileo = fileo 

 

@cbook.deprecated("2.2", message=_verbose_msg) 

def report(self, s, level='helpful'): 

""" 

print message s to self.fileo if self.level>=level. Return 

value indicates whether a message was issued 

 

""" 

if self.ge(level): 

print(s, file=self.fileo) 

return True 

return False 

 

@cbook.deprecated("2.2", message=_verbose_msg) 

def wrap(self, fmt, func, level='helpful', always=True): 

""" 

return a callable function that wraps func and reports it 

output through the verbose handler if current verbosity level 

is higher than level 

 

if always is True, the report will occur on every function 

call; otherwise only on the first time the function is called 

""" 

assert callable(func) 

 

def wrapper(*args, **kwargs): 

ret = func(*args, **kwargs) 

 

if (always or not wrapper._spoke): 

spoke = self.report(fmt % ret, level) 

if not wrapper._spoke: 

wrapper._spoke = spoke 

return ret 

wrapper._spoke = False 

wrapper.__doc__ = func.__doc__ 

return wrapper 

 

@cbook.deprecated("2.2", message=_verbose_msg) 

def ge(self, level): 

'return true if self.level is >= level' 

return self.vald[self.level] >= self.vald[level] 

 

 

with warnings.catch_warnings(): 

warnings.simplefilter("ignore") 

verbose = Verbose() 

 

 

def _logged_cached(fmt, func=None): 

""" 

Decorator that logs a function's return value, and memoizes that value. 

 

After :: 

 

@_logged_cached(fmt) 

def func(): ... 

 

the first call to *func* will log its return value at the DEBUG level using 

%-format string *fmt*, and memoize it; later calls to *func* will directly 

return that value. 

""" 

if func is None: # Return the actual decorator. 

return functools.partial(_logged_cached, fmt) 

 

called = False 

ret = None 

 

@functools.wraps(func) 

def wrapper(): 

nonlocal called, ret 

if not called: 

ret = func() 

called = True 

_log.debug(fmt, ret) 

return ret 

 

return wrapper 

 

 

def checkdep_dvipng(): 

try: 

s = subprocess.Popen(['dvipng', '-version'], 

stdout=subprocess.PIPE, 

stderr=subprocess.PIPE) 

stdout, stderr = s.communicate() 

line = stdout.decode('ascii').split('\n')[1] 

v = line.split()[-1] 

return v 

except (IndexError, ValueError, OSError): 

return None 

 

 

def checkdep_ghostscript(): 

if checkdep_ghostscript.executable is None: 

if sys.platform == 'win32': 

# mgs is the name in miktex 

gs_execs = ['gswin32c', 'gswin64c', 'mgs', 'gs'] 

else: 

gs_execs = ['gs'] 

for gs_exec in gs_execs: 

try: 

s = subprocess.Popen( 

[gs_exec, '--version'], stdout=subprocess.PIPE, 

stderr=subprocess.PIPE) 

stdout, stderr = s.communicate() 

if s.returncode == 0: 

v = stdout[:-1].decode('ascii') 

checkdep_ghostscript.executable = gs_exec 

checkdep_ghostscript.version = v 

except (IndexError, ValueError, OSError): 

pass 

return checkdep_ghostscript.executable, checkdep_ghostscript.version 

checkdep_ghostscript.executable = None 

checkdep_ghostscript.version = None 

 

 

def checkdep_pdftops(): 

try: 

s = subprocess.Popen(['pdftops', '-v'], stdout=subprocess.PIPE, 

stderr=subprocess.PIPE) 

stdout, stderr = s.communicate() 

lines = stderr.decode('ascii').split('\n') 

for line in lines: 

if 'version' in line: 

v = line.split()[-1] 

return v 

except (IndexError, ValueError, UnboundLocalError, OSError): 

return None 

 

 

def checkdep_inkscape(): 

if checkdep_inkscape.version is None: 

try: 

s = subprocess.Popen(['inkscape', '-V'], 

stdout=subprocess.PIPE, 

stderr=subprocess.PIPE) 

stdout, stderr = s.communicate() 

lines = stdout.decode('ascii').split('\n') 

for line in lines: 

if 'Inkscape' in line: 

v = line.split()[1] 

break 

checkdep_inkscape.version = v 

except (IndexError, ValueError, UnboundLocalError, OSError): 

pass 

return checkdep_inkscape.version 

checkdep_inkscape.version = None 

 

 

def checkdep_ps_distiller(s): 

if not s: 

return False 

 

flag = True 

gs_req = '8.60' 

gs_exec, gs_v = checkdep_ghostscript() 

if not compare_versions(gs_v, gs_req): 

flag = False 

warnings.warn(('matplotlibrc ps.usedistiller option can not be used ' 

'unless ghostscript-%s or later is installed on your ' 

'system') % gs_req) 

 

if s == 'xpdf': 

pdftops_req = '3.0' 

pdftops_req_alt = '0.9' # poppler version numbers, ugh 

pdftops_v = checkdep_pdftops() 

if compare_versions(pdftops_v, pdftops_req): 

pass 

elif (compare_versions(pdftops_v, pdftops_req_alt) and not 

compare_versions(pdftops_v, '1.0')): 

pass 

else: 

flag = False 

warnings.warn(('matplotlibrc ps.usedistiller can not be set to ' 

'xpdf unless xpdf-%s or later is installed on ' 

'your system') % pdftops_req) 

 

if flag: 

return s 

else: 

return False 

 

 

def checkdep_usetex(s): 

if not s: 

return False 

 

gs_req = '9.00' 

dvipng_req = '1.6' 

flag = True 

 

if shutil.which("tex") is None: 

flag = False 

warnings.warn('matplotlibrc text.usetex option can not be used unless ' 

'TeX is installed on your system') 

 

dvipng_v = checkdep_dvipng() 

if not compare_versions(dvipng_v, dvipng_req): 

flag = False 

warnings.warn('matplotlibrc text.usetex can not be used with *Agg ' 

'backend unless dvipng-%s or later is installed on ' 

'your system' % dvipng_req) 

 

gs_exec, gs_v = checkdep_ghostscript() 

if not compare_versions(gs_v, gs_req): 

flag = False 

warnings.warn('matplotlibrc text.usetex can not be used unless ' 

'ghostscript-%s or later is installed on your system' 

% gs_req) 

 

return flag 

 

 

@_logged_cached('$HOME=%s') 

def get_home(): 

""" 

Return the user's home directory. 

 

If the user's home directory cannot be found, return None. 

""" 

try: 

return str(Path.home()) 

except Exception: 

return None 

 

 

def _create_tmp_config_dir(): 

""" 

If the config directory can not be created, create a temporary directory. 

""" 

configdir = os.environ['MPLCONFIGDIR'] = ( 

tempfile.mkdtemp(prefix='matplotlib-')) 

atexit.register(shutil.rmtree, configdir) 

return configdir 

 

 

def _get_xdg_config_dir(): 

""" 

Returns the XDG configuration directory, according to the `XDG 

base directory spec 

<http://standards.freedesktop.org/basedir-spec/basedir-spec-latest.html>`_. 

""" 

return (os.environ.get('XDG_CONFIG_HOME') 

or (str(Path(get_home(), ".config")) 

if get_home() 

else None)) 

 

 

def _get_xdg_cache_dir(): 

""" 

Returns the XDG cache directory, according to the `XDG 

base directory spec 

<http://standards.freedesktop.org/basedir-spec/basedir-spec-latest.html>`_. 

""" 

return (os.environ.get('XDG_CACHE_HOME') 

or (str(Path(get_home(), ".cache")) 

if get_home() 

else None)) 

 

 

def _get_config_or_cache_dir(xdg_base): 

configdir = os.environ.get('MPLCONFIGDIR') 

if configdir: 

configdir = Path(configdir).resolve() 

elif sys.platform.startswith(('linux', 'freebsd')) and xdg_base: 

configdir = Path(xdg_base, "matplotlib") 

elif get_home(): 

configdir = Path(get_home(), ".matplotlib") 

else: 

configdir = None 

 

if configdir: 

try: 

configdir.mkdir(parents=True, exist_ok=True) 

except OSError: 

pass 

else: 

if os.access(str(configdir), os.W_OK) and configdir.is_dir(): 

return str(configdir) 

 

return _create_tmp_config_dir() 

 

 

@_logged_cached('CONFIGDIR=%s') 

def get_configdir(): 

""" 

Return the string representing the configuration directory. 

 

The directory is chosen as follows: 

 

1. If the MPLCONFIGDIR environment variable is supplied, choose that. 

2a. On Linux, follow the XDG specification and look first in 

`$XDG_CONFIG_HOME`, if defined, or `$HOME/.config`. 

2b. On other platforms, choose `$HOME/.matplotlib`. 

3. If the chosen directory exists and is writable, use that as the 

configuration directory. 

4. If possible, create a temporary directory, and use it as the 

configuration directory. 

5. A writable directory could not be found or created; return None. 

""" 

return _get_config_or_cache_dir(_get_xdg_config_dir()) 

 

 

@_logged_cached('CACHEDIR=%s') 

def get_cachedir(): 

""" 

Return the location of the cache directory. 

 

The procedure used to find the directory is the same as for 

_get_config_dir, except using `$XDG_CACHE_HOME`/`~/.cache` instead. 

""" 

return _get_config_or_cache_dir(_get_xdg_cache_dir()) 

 

 

def _get_data_path(): 

'get the path to matplotlib data' 

 

if 'MATPLOTLIBDATA' in os.environ: 

path = os.environ['MATPLOTLIBDATA'] 

if not os.path.isdir(path): 

raise RuntimeError('Path in environment MATPLOTLIBDATA not a ' 

'directory') 

return path 

 

return '/usr/share/matplotlib/mpl-data' 

 

def get_candidate_paths(): 

yield Path(__file__).with_name('mpl-data') 

# setuptools' namespace_packages may highjack this init file 

# so need to try something known to be in Matplotlib, not basemap. 

import matplotlib.afm 

yield Path(matplotlib.afm.__file__).with_name('mpl-data') 

# py2exe zips pure python, so still need special check. 

if getattr(sys, 'frozen', None): 

yield Path(sys.executable).with_name('mpl-data') 

# Try again assuming we need to step up one more directory. 

yield Path(sys.executable).parent.with_name('mpl-data') 

# Try again assuming sys.path[0] is a dir not a exe. 

yield Path(sys.path[0]) / 'mpl-data' 

 

for path in get_candidate_paths(): 

if path.is_dir(): 

return str(path) 

 

raise RuntimeError('Could not find the matplotlib data files') 

 

 

@_logged_cached('matplotlib data path: %s') 

def get_data_path(): 

if defaultParams['datapath'][0] is None: 

defaultParams['datapath'][0] = _get_data_path() 

return defaultParams['datapath'][0] 

 

 

def get_py2exe_datafiles(): 

data_path = Path(get_data_path()) 

d = {} 

for path in filter(Path.is_file, data_path.glob("**/*")): 

(d.setdefault(str(path.parent.relative_to(data_path.parent)), []) 

.append(str(path))) 

return list(d.items()) 

 

 

def matplotlib_fname(): 

""" 

Get the location of the config file. 

 

The file location is determined in the following order 

 

- `$PWD/matplotlibrc` 

 

- `$MATPLOTLIBRC` if it is a file (or a named pipe, which can be created 

e.g. by process substitution) 

 

- `$MATPLOTLIBRC/matplotlibrc` 

 

- `$MPLCONFIGDIR/matplotlibrc` 

 

- On Linux, 

 

- `$XDG_CONFIG_HOME/matplotlib/matplotlibrc` (if 

$XDG_CONFIG_HOME is defined) 

 

- or `$HOME/.config/matplotlib/matplotlibrc` (if 

$XDG_CONFIG_HOME is not defined) 

 

- On other platforms, 

 

- `$HOME/.matplotlib/matplotlibrc` if `$HOME` is defined. 

 

- Lastly, it looks in `$MATPLOTLIBDATA/matplotlibrc` for a 

system-defined copy. 

""" 

 

def gen_candidates(): 

yield os.path.join(os.getcwd(), 'matplotlibrc') 

try: 

matplotlibrc = os.environ['MATPLOTLIBRC'] 

except KeyError: 

pass 

else: 

yield matplotlibrc 

yield os.path.join(matplotlibrc, 'matplotlibrc') 

yield os.path.join(get_configdir(), 'matplotlibrc') 

yield '/etc/matplotlibrc' 

 

for fname in gen_candidates(): 

if os.path.exists(fname): 

st_mode = os.stat(fname).st_mode 

if stat.S_ISREG(st_mode) or stat.S_ISFIFO(st_mode): 

break 

# Return first candidate that is a file, or last candidate if none is 

# valid (in that case, a warning is raised at startup by `rc_params`). 

return fname 

 

 

# rcParams deprecated and automatically mapped to another key. 

# Values are tuples of (version, new_name, f_old2new, f_new2old). 

_deprecated_map = {} 

 

# rcParams deprecated; some can manually be mapped to another key. 

# Values are tuples of (version, new_name_or_None). 

_deprecated_ignore_map = { 

'text.dvipnghack': ('2.1', None), 

'nbagg.transparent': ('2.2', 'figure.facecolor'), 

'plugins.directory': ('2.2', None), 

'pgf.debug': ('3.0', None), 

} 

 

# rcParams deprecated; can use None to suppress warnings; remain actually 

# listed in the rcParams (not included in _all_deprecated). 

# Values are typles of (version,) 

_deprecated_remain_as_none = { 

'axes.hold': ('2.1',), 

'backend.qt4': ('2.2',), 

'backend.qt5': ('2.2',), 

'text.latex.unicode': ('3.0',), 

} 

 

 

_all_deprecated = {*_deprecated_map, *_deprecated_ignore_map} 

 

 

class RcParams(MutableMapping, dict): 

 

""" 

A dictionary object including validation 

 

validating functions are defined and associated with rc parameters in 

:mod:`matplotlib.rcsetup` 

""" 

 

validate = {key: converter 

for key, (default, converter) in defaultParams.items() 

if key not in _all_deprecated} 

 

@property 

@cbook.deprecated("3.0") 

def msg_depr(self): 

return "%s is deprecated and replaced with %s; please use the latter." 

 

@property 

@cbook.deprecated("3.0") 

def msg_depr_ignore(self): 

return "%s is deprecated and ignored. Use %s instead." 

 

@property 

@cbook.deprecated("3.0") 

def msg_depr_set(self): 

return ("%s is deprecated. Please remove it from your matplotlibrc " 

"and/or style files.") 

 

@property 

@cbook.deprecated("3.0") 

def msg_obsolete(self): 

return ("%s is obsolete. Please remove it from your matplotlibrc " 

"and/or style files.") 

 

@property 

@cbook.deprecated("3.0") 

def msg_backend_obsolete(self): 

return ("The {} rcParam was deprecated in version 2.2. In order to " 

"force the use of a specific Qt binding, either import that " 

"binding first, or set the QT_API environment variable.") 

 

# validate values on the way in 

def __init__(self, *args, **kwargs): 

self.update(*args, **kwargs) 

 

def __setitem__(self, key, val): 

try: 

if key in _deprecated_map: 

version, alt_key, alt_val, inverse_alt = _deprecated_map[key] 

cbook.warn_deprecated( 

version, key, obj_type="rcparam", alternative=alt_key) 

key = alt_key 

val = alt_val(val) 

elif key in _deprecated_remain_as_none and val is not None: 

version, = _deprecated_remain_as_none[key] 

addendum = '' 

if key.startswith('backend'): 

addendum = ( 

"In order to force the use of a specific Qt binding, " 

"either import that binding first, or set the QT_API " 

"environment variable.") 

cbook.warn_deprecated( 

"2.2", name=key, obj_type="rcparam", addendum=addendum) 

elif key in _deprecated_ignore_map: 

version, alt_key = _deprecated_ignore_map[key] 

cbook.warn_deprecated( 

version, name=key, obj_type="rcparam", alternative=alt_key) 

return 

elif key == 'examples.directory': 

cbook.warn_deprecated( 

"3.0", "{} is deprecated; in the future, examples will be " 

"found relative to the 'datapath' directory.".format(key)) 

elif key == 'backend': 

if val is rcsetup._auto_backend_sentinel: 

if 'backend' in self: 

return 

try: 

cval = self.validate[key](val) 

except ValueError as ve: 

raise ValueError("Key %s: %s" % (key, str(ve))) 

dict.__setitem__(self, key, cval) 

except KeyError: 

raise KeyError( 

'%s is not a valid rc parameter. See rcParams.keys() for a ' 

'list of valid parameters.' % (key,)) 

 

def __getitem__(self, key): 

if key in _deprecated_map: 

version, alt_key, alt_val, inverse_alt = _deprecated_map[key] 

cbook.warn_deprecated( 

version, key, obj_type="rcparam", alternative=alt_key) 

return inverse_alt(dict.__getitem__(self, alt_key)) 

 

elif key in _deprecated_ignore_map: 

version, alt_key = _deprecated_ignore_map[key] 

cbook.warn_deprecated( 

version, key, obj_type="rcparam", alternative=alt_key) 

return dict.__getitem__(self, alt_key) if alt_key else None 

 

elif key == 'examples.directory': 

cbook.warn_deprecated( 

"3.0", "{} is deprecated; in the future, examples will be " 

"found relative to the 'datapath' directory.".format(key)) 

 

elif key == "backend": 

val = dict.__getitem__(self, key) 

if val is rcsetup._auto_backend_sentinel: 

from matplotlib import pyplot as plt 

plt.switch_backend(rcsetup._auto_backend_sentinel) 

 

return dict.__getitem__(self, key) 

 

def __repr__(self): 

class_name = self.__class__.__name__ 

indent = len(class_name) + 1 

repr_split = pprint.pformat(dict(self), indent=1, 

width=80 - indent).split('\n') 

repr_indented = ('\n' + ' ' * indent).join(repr_split) 

return '{}({})'.format(class_name, repr_indented) 

 

def __str__(self): 

return '\n'.join(map('{0[0]}: {0[1]}'.format, sorted(self.items()))) 

 

def __iter__(self): 

"""Yield sorted list of keys.""" 

with warnings.catch_warnings(): 

warnings.simplefilter('ignore', MatplotlibDeprecationWarning) 

yield from sorted(dict.__iter__(self)) 

 

def __len__(self): 

return dict.__len__(self) 

 

def find_all(self, pattern): 

""" 

Return the subset of this RcParams dictionary whose keys match, 

using :func:`re.search`, the given ``pattern``. 

 

.. note:: 

 

Changes to the returned dictionary are *not* propagated to 

the parent RcParams dictionary. 

 

""" 

pattern_re = re.compile(pattern) 

return RcParams((key, value) 

for key, value in self.items() 

if pattern_re.search(key)) 

 

def copy(self): 

return {k: dict.__getitem__(self, k) for k in self} 

 

 

def rc_params(fail_on_error=False): 

"""Return a :class:`matplotlib.RcParams` instance from the 

default matplotlib rc file. 

""" 

fname = matplotlib_fname() 

if not os.path.exists(fname): 

# this should never happen, default in mpl-data should always be found 

message = 'could not find rc file; returning defaults' 

ret = RcParams([(key, default) for key, (default, _) in 

defaultParams.items() 

if key not in _all_deprecated]) 

warnings.warn(message) 

return ret 

 

return rc_params_from_file(fname, fail_on_error) 

 

 

URL_REGEX = re.compile(r'http://|https://|ftp://|file://|file:\\') 

 

 

def is_url(filename): 

"""Return True if string is an http, ftp, or file URL path.""" 

return URL_REGEX.match(filename) is not None 

 

 

@contextlib.contextmanager 

def _open_file_or_url(fname): 

if is_url(fname): 

with urllib.request.urlopen(fname) as f: 

yield (line.decode('utf-8') for line in f) 

else: 

fname = os.path.expanduser(fname) 

encoding = locale.getpreferredencoding(do_setlocale=False) 

if encoding is None: 

encoding = "utf-8" 

with open(fname, encoding=encoding) as f: 

yield f 

 

 

_error_details_fmt = 'line #%d\n\t"%s"\n\tin file "%s"' 

 

 

def _rc_params_in_file(fname, fail_on_error=False): 

"""Return :class:`matplotlib.RcParams` from the contents of the given file. 

 

Unlike `rc_params_from_file`, the configuration class only contains the 

parameters specified in the file (i.e. default values are not filled in). 

""" 

cnt = 0 

rc_temp = {} 

with _open_file_or_url(fname) as fd: 

try: 

for line in fd: 

cnt += 1 

strippedline = line.split('#', 1)[0].strip() 

if not strippedline: 

continue 

tup = strippedline.split(':', 1) 

if len(tup) != 2: 

error_details = _error_details_fmt % (cnt, line, fname) 

warnings.warn('Illegal %s' % error_details) 

continue 

key, val = tup 

key = key.strip() 

val = val.strip() 

if key in rc_temp: 

warnings.warn('Duplicate key in file "%s", line #%d' % 

(fname, cnt)) 

rc_temp[key] = (val, line, cnt) 

except UnicodeDecodeError: 

warnings.warn( 

('Cannot decode configuration file %s with ' 

'encoding %s, check LANG and LC_* variables') 

% (fname, locale.getpreferredencoding(do_setlocale=False) or 

'utf-8 (default)')) 

raise 

 

config = RcParams() 

 

for key in ('verbose.level', 'verbose.fileo'): 

if key in rc_temp: 

val, line, cnt = rc_temp.pop(key) 

if fail_on_error: 

config[key] = val # try to convert to proper type or raise 

else: 

try: 

config[key] = val # try to convert to proper type or skip 

except Exception as msg: 

error_details = _error_details_fmt % (cnt, line, fname) 

warnings.warn('Bad val "%s" on %s\n\t%s' % 

(val, error_details, msg)) 

 

for key, (val, line, cnt) in rc_temp.items(): 

if key in defaultParams: 

if fail_on_error: 

config[key] = val # try to convert to proper type or raise 

else: 

try: 

config[key] = val # try to convert to proper type or skip 

except Exception as msg: 

error_details = _error_details_fmt % (cnt, line, fname) 

warnings.warn('Bad val "%s" on %s\n\t%s' % 

(val, error_details, msg)) 

elif key in _deprecated_ignore_map: 

version, alt_key = _deprecated_ignore_map[key] 

cbook.warn_deprecated( 

version, key, alternative=alt_key, 

addendum="Please update your matplotlibrc.") 

else: 

print(""" 

Bad key "%s" on line %d in 

%s. 

You probably need to get an updated matplotlibrc file from 

http://github.com/matplotlib/matplotlib/blob/master/matplotlibrc.template 

or from the matplotlib source distribution""" % (key, cnt, fname), 

file=sys.stderr) 

 

return config 

 

 

def rc_params_from_file(fname, fail_on_error=False, use_default_template=True): 

"""Return :class:`matplotlib.RcParams` from the contents of the given file. 

 

Parameters 

---------- 

fname : str 

Name of file parsed for matplotlib settings. 

fail_on_error : bool 

If True, raise an error when the parser fails to convert a parameter. 

use_default_template : bool 

If True, initialize with default parameters before updating with those 

in the given file. If False, the configuration class only contains the 

parameters specified in the file. (Useful for updating dicts.) 

""" 

config_from_file = _rc_params_in_file(fname, fail_on_error) 

 

if not use_default_template: 

return config_from_file 

 

iter_params = defaultParams.items() 

with warnings.catch_warnings(): 

warnings.simplefilter("ignore", MatplotlibDeprecationWarning) 

config = RcParams([(key, default) for key, (default, _) in iter_params 

if key not in _all_deprecated]) 

config.update(config_from_file) 

 

if config['datapath'] is None: 

config['datapath'] = get_data_path() 

 

if "".join(config['text.latex.preamble']): 

_log.info(""" 

***************************************************************** 

You have the following UNSUPPORTED LaTeX preamble customizations: 

%s 

Please do not ask for support with these customizations active. 

***************************************************************** 

""", '\n'.join(config['text.latex.preamble'])) 

_log.debug('loaded rc file %s', fname) 

 

return config 

 

 

# this is the instance used by the matplotlib classes 

rcParams = rc_params() 

 

# Don't trigger deprecation warning when just fetching. 

if dict.__getitem__(rcParams, 'examples.directory'): 

# paths that are intended to be relative to matplotlib_fname() 

# are allowed for the examples.directory parameter. 

# However, we will need to fully qualify the path because 

# Sphinx requires absolute paths. 

if not os.path.isabs(rcParams['examples.directory']): 

_basedir, _fname = os.path.split(matplotlib_fname()) 

# Sometimes matplotlib_fname() can return relative paths, 

# Also, using realpath() guarantees that Sphinx will use 

# the same path that matplotlib sees (in case of weird symlinks). 

_basedir = os.path.realpath(_basedir) 

_fullpath = os.path.join(_basedir, rcParams['examples.directory']) 

rcParams['examples.directory'] = _fullpath 

 

 

with warnings.catch_warnings(): 

warnings.simplefilter("ignore", MatplotlibDeprecationWarning) 

rcParamsOrig = RcParams(rcParams.copy()) 

rcParamsDefault = RcParams([(key, default) for key, (default, converter) in 

defaultParams.items() 

if key not in _all_deprecated]) 

 

rcParams['ps.usedistiller'] = checkdep_ps_distiller( 

rcParams['ps.usedistiller']) 

 

rcParams['text.usetex'] = checkdep_usetex(rcParams['text.usetex']) 

 

if rcParams['axes.formatter.use_locale']: 

locale.setlocale(locale.LC_ALL, '') 

 

 

def rc(group, **kwargs): 

""" 

Set the current rc params. *group* is the grouping for the rc, e.g., 

for ``lines.linewidth`` the group is ``lines``, for 

``axes.facecolor``, the group is ``axes``, and so on. Group may 

also be a list or tuple of group names, e.g., (*xtick*, *ytick*). 

*kwargs* is a dictionary attribute name/value pairs, e.g.,:: 

 

rc('lines', linewidth=2, color='r') 

 

sets the current rc params and is equivalent to:: 

 

rcParams['lines.linewidth'] = 2 

rcParams['lines.color'] = 'r' 

 

The following aliases are available to save typing for interactive 

users: 

 

===== ================= 

Alias Property 

===== ================= 

'lw' 'linewidth' 

'ls' 'linestyle' 

'c' 'color' 

'fc' 'facecolor' 

'ec' 'edgecolor' 

'mew' 'markeredgewidth' 

'aa' 'antialiased' 

===== ================= 

 

Thus you could abbreviate the above rc command as:: 

 

rc('lines', lw=2, c='r') 

 

 

Note you can use python's kwargs dictionary facility to store 

dictionaries of default parameters. e.g., you can customize the 

font rc as follows:: 

 

font = {'family' : 'monospace', 

'weight' : 'bold', 

'size' : 'larger'} 

 

rc('font', **font) # pass in the font dict as kwargs 

 

This enables you to easily switch between several configurations. Use 

``matplotlib.style.use('default')`` or :func:`~matplotlib.rcdefaults` to 

restore the default rc params after changes. 

""" 

 

aliases = { 

'lw': 'linewidth', 

'ls': 'linestyle', 

'c': 'color', 

'fc': 'facecolor', 

'ec': 'edgecolor', 

'mew': 'markeredgewidth', 

'aa': 'antialiased', 

} 

 

if isinstance(group, str): 

group = (group,) 

for g in group: 

for k, v in kwargs.items(): 

name = aliases.get(k) or k 

key = '%s.%s' % (g, name) 

try: 

rcParams[key] = v 

except KeyError: 

raise KeyError(('Unrecognized key "%s" for group "%s" and ' 

'name "%s"') % (key, g, name)) 

 

 

def rcdefaults(): 

""" 

Restore the rc params from Matplotlib's internal default style. 

 

Style-blacklisted rc params (defined in 

`matplotlib.style.core.STYLE_BLACKLIST`) are not updated. 

 

See Also 

-------- 

rc_file_defaults : 

Restore the rc params from the rc file originally loaded by Matplotlib. 

matplotlib.style.use : 

Use a specific style file. Call ``style.use('default')`` to restore 

the default style. 

""" 

# Deprecation warnings were already handled when creating rcParamsDefault, 

# no need to reemit them here. 

with warnings.catch_warnings(): 

warnings.simplefilter("ignore", mplDeprecation) 

from .style.core import STYLE_BLACKLIST 

rcParams.clear() 

rcParams.update({k: v for k, v in rcParamsDefault.items() 

if k not in STYLE_BLACKLIST}) 

 

 

def rc_file_defaults(): 

""" 

Restore the rc params from the original rc file loaded by Matplotlib. 

 

Style-blacklisted rc params (defined in 

`matplotlib.style.core.STYLE_BLACKLIST`) are not updated. 

""" 

# Deprecation warnings were already handled when creating rcParamsOrig, no 

# need to reemit them here. 

with warnings.catch_warnings(): 

warnings.simplefilter("ignore", mplDeprecation) 

from .style.core import STYLE_BLACKLIST 

rcParams.update({k: rcParamsOrig[k] for k in rcParamsOrig 

if k not in STYLE_BLACKLIST}) 

 

 

def rc_file(fname): 

""" 

Update rc params from file. 

 

Style-blacklisted rc params (defined in 

`matplotlib.style.core.STYLE_BLACKLIST`) are not updated. 

""" 

# Deprecation warnings were already handled in rc_params_from_file, no need 

# to reemit them here. 

with warnings.catch_warnings(): 

warnings.simplefilter("ignore", mplDeprecation) 

from .style.core import STYLE_BLACKLIST 

rc_from_file = rc_params_from_file(fname) 

rcParams.update({k: rc_from_file[k] for k in rc_from_file 

if k not in STYLE_BLACKLIST}) 

 

 

class rc_context: 

""" 

Return a context manager for managing rc settings. 

 

This allows one to do:: 

 

with mpl.rc_context(fname='screen.rc'): 

plt.plot(x, a) 

with mpl.rc_context(fname='print.rc'): 

plt.plot(x, b) 

plt.plot(x, c) 

 

The 'a' vs 'x' and 'c' vs 'x' plots would have settings from 

'screen.rc', while the 'b' vs 'x' plot would have settings from 

'print.rc'. 

 

A dictionary can also be passed to the context manager:: 

 

with mpl.rc_context(rc={'text.usetex': True}, fname='screen.rc'): 

plt.plot(x, a) 

 

The 'rc' dictionary takes precedence over the settings loaded from 

'fname'. Passing a dictionary only is also valid. For example a 

common usage is:: 

 

with mpl.rc_context(rc={'interactive': False}): 

fig, ax = plt.subplots() 

ax.plot(range(3), range(3)) 

fig.savefig('A.png', format='png') 

plt.close(fig) 

""" 

# While it may seem natural to implement rc_context using 

# contextlib.contextmanager, that would entail always calling the finally: 

# clause of the contextmanager (which restores the original rcs) including 

# during garbage collection; as a result, something like `plt.xkcd(); 

# gc.collect()` would result in the style being lost (as `xkcd()` is 

# implemented on top of rc_context, and nothing is holding onto context 

# manager except possibly circular references. 

 

def __init__(self, rc=None, fname=None): 

self._orig = rcParams.copy() 

try: 

if fname: 

rc_file(fname) 

if rc: 

rcParams.update(rc) 

except Exception: 

self.__fallback() 

raise 

 

def __fallback(self): 

# If anything goes wrong, revert to the original rcs. 

updated_backend = self._orig['backend'] 

dict.update(rcParams, self._orig) 

# except for the backend. If the context block triggered resloving 

# the auto backend resolution keep that value around 

if self._orig['backend'] is rcsetup._auto_backend_sentinel: 

rcParams['backend'] = updated_backend 

 

def __enter__(self): 

return self 

 

def __exit__(self, exc_type, exc_value, exc_tb): 

self.__fallback() 

 

 

def use(arg, warn=False, force=True): 

""" 

Set the matplotlib backend to one of the known backends. 

 

Parameters 

---------- 

arg : str 

The backend to switch to. This can either be one of the 

'standard' backend names: 

 

- interactive backends: 

GTK3Agg, GTK3Cairo, MacOSX, nbAgg, 

Qt4Agg, Qt4Cairo, Qt5Agg, Qt5Cairo, 

TkAgg, TkCairo, WebAgg, WX, WXAgg, WXCairo 

 

- non-interactive backends: 

agg, cairo, pdf, pgf, ps, svg, template 

 

or a string of the form: ``module://my.module.name``. 

 

Note: Standard backend names are case-insensitive here. 

 

warn : bool, optional 

If True, warn if this is called after pyplot has been imported 

and a backend is set up. 

 

defaults to False. 

 

force : bool, optional 

If True, attempt to switch the backend. An ImportError is raised if 

an interactive backend is selected, but another interactive 

backend has already started. This defaults to True. 

 

See Also 

-------- 

:ref:`backends` 

matplotlib.get_backend 

""" 

name = validate_backend(arg) 

 

# if setting back to the same thing, do nothing 

if (dict.__getitem__(rcParams, 'backend') == name): 

pass 

 

# Check if we have already imported pyplot and triggered 

# backend selection, do a bit more work 

elif 'matplotlib.pyplot' in sys.modules: 

# If we are here then the requested is different than the current. 

# If we are going to force the switch, never warn, else, if warn 

# is True, then direct users to `plt.switch_backend` 

if (not force) and warn: 

warnings.warn( 

("matplotlib.pyplot as already been imported, " 

"this call will have no effect."), 

stacklevel=2) 

 

# if we are going to force switching the backend, pull in 

# `switch_backend` from pyplot. This will only happen if 

# pyplot is already imported. 

if force: 

from matplotlib.pyplot import switch_backend 

switch_backend(name) 

# Finally if pyplot is not imported update both rcParams and 

# rcDefaults so restoring the defaults later with rcdefaults 

# won't change the backend. This is a bit of overkill as 'backend' 

# is already in style.core.STYLE_BLACKLIST, but better to be safe. 

else: 

rcParams['backend'] = rcParamsDefault['backend'] = name 

 

 

if os.environ.get('MPLBACKEND'): 

rcParams['backend'] = os.environ.get('MPLBACKEND') 

 

 

def get_backend(): 

""" 

Return the name of the current backend. 

 

See Also 

-------- 

matplotlib.use 

""" 

return rcParams['backend'] 

 

 

def interactive(b): 

""" 

Set interactive mode to boolean b. 

 

If b is True, then draw after every plotting command, e.g., after xlabel 

""" 

rcParams['interactive'] = b 

 

 

def is_interactive(): 

'Return true if plot mode is interactive' 

return rcParams['interactive'] 

 

 

def tk_window_focus(): 

"""Return true if focus maintenance under TkAgg on win32 is on. 

This currently works only for python.exe and IPython.exe. 

Both IDLE and Pythonwin.exe fail badly when tk_window_focus is on.""" 

if rcParams['backend'] != 'TkAgg': 

return False 

return rcParams['tk.window_focus'] 

 

 

default_test_modules = [ 

'matplotlib.tests', 

'matplotlib.sphinxext.tests', 

'mpl_toolkits.tests', 

] 

 

 

def _init_tests(): 

# CPython's faulthandler since v3.6 handles exceptions on Windows 

# https://bugs.python.org/issue23848 but until v3.6.4 it was printing 

# non-fatal exceptions https://bugs.python.org/issue30557 

import platform 

if not (sys.platform == 'win32' and 

(3, 6) < sys.version_info < (3, 6, 4) and 

platform.python_implementation() == 'CPython'): 

import faulthandler 

faulthandler.enable() 

 

# The version of FreeType to install locally for running the 

# tests. This must match the value in `setupext.py` 

LOCAL_FREETYPE_VERSION = '2.6.1' 

 

from matplotlib import ft2font 

if (ft2font.__freetype_version__ != LOCAL_FREETYPE_VERSION or 

ft2font.__freetype_build_type__ != 'local'): 

warnings.warn( 

"Matplotlib is not built with the correct FreeType version to run " 

"tests. Set local_freetype=True in setup.cfg and rebuild. " 

"Expect many image comparison failures below. " 

"Expected freetype version {0}. " 

"Found freetype version {1}. " 

"Freetype build type is {2}local".format( 

LOCAL_FREETYPE_VERSION, 

ft2font.__freetype_version__, 

"" if ft2font.__freetype_build_type__ == 'local' else "not " 

) 

) 

 

try: 

import pytest 

except ImportError: 

print("matplotlib.test requires pytest to run.") 

raise 

 

 

def test(verbosity=None, coverage=False, switch_backend_warn=True, 

recursionlimit=0, **kwargs): 

"""run the matplotlib test suite""" 

_init_tests() 

if not os.path.isdir(os.path.join(os.path.dirname(__file__), 'tests')): 

raise ImportError("Matplotlib test data is not installed") 

 

old_backend = get_backend() 

old_recursionlimit = sys.getrecursionlimit() 

try: 

use('agg') 

if recursionlimit: 

sys.setrecursionlimit(recursionlimit) 

import pytest 

 

args = kwargs.pop('argv', []) 

provide_default_modules = True 

use_pyargs = True 

for arg in args: 

if any(arg.startswith(module_path) 

for module_path in default_test_modules): 

provide_default_modules = False 

break 

if os.path.exists(arg): 

provide_default_modules = False 

use_pyargs = False 

break 

if use_pyargs: 

args += ['--pyargs'] 

if provide_default_modules: 

args += default_test_modules 

 

if coverage: 

args += ['--cov'] 

 

if verbosity: 

args += ['-' + 'v' * verbosity] 

 

retcode = pytest.main(args, **kwargs) 

finally: 

if old_backend.lower() != 'agg': 

use(old_backend, warn=switch_backend_warn) 

if recursionlimit: 

sys.setrecursionlimit(old_recursionlimit) 

 

return retcode 

 

 

test.__test__ = False # pytest: this function is not a test 

 

 

def _replacer(data, key): 

"""Either returns data[key] or passes data back. Also 

converts input data to a sequence as needed. 

""" 

# if key isn't a string don't bother 

if not isinstance(key, str): 

return key 

# try to use __getitem__ 

try: 

return sanitize_sequence(data[key]) 

# key does not exist, silently fall back to key 

except KeyError: 

return key 

 

 

_DATA_DOC_APPENDIX = """ 

 

.. note:: 

In addition to the above described arguments, this function can take a 

**data** keyword argument. If such a **data** argument is given, the 

following arguments are replaced by **data[<arg>]**: 

 

{replaced} 

 

Objects passed as **data** must support item access (``data[<arg>]``) and 

membership test (``<arg> in data``). 

""" 

 

 

def _add_data_doc(docstring, replace_names, replace_all_args): 

"""Add documentation for a *data* field to the given docstring. 

 

Parameters 

---------- 

docstring : str 

The input docstring. 

replace_names : list of strings or None 

The list of parameter names which arguments should be replaced by 

`data[name]`. If None, all arguments are replaced if they are 

included in `data`. 

replace_all_args : bool 

If True, all arguments in *args get replaced, even if they are not 

in replace_names. 

 

Returns 

------- 

The augmented docstring. 

""" 

if docstring is None: 

docstring = '' 

else: 

docstring = dedent(docstring) 

_repl = "" 

if replace_names is None: 

_repl = "* All positional and all keyword arguments." 

else: 

if len(replace_names) != 0: 

_repl = "* All arguments with the following names: '{names}'." 

if replace_all_args: 

_repl += "\n * All positional arguments." 

_repl = _repl.format(names="', '".join(sorted(replace_names))) 

return docstring + _DATA_DOC_APPENDIX.format(replaced=_repl) 

 

 

def _preprocess_data(replace_names=None, replace_all_args=False, 

label_namer=None, positional_parameter_names=None): 

""" 

A decorator to add a 'data' kwarg to any a function. The signature 

of the input function must include the ax argument at the first position :: 

 

def foo(ax, *args, **kwargs) 

 

so this is suitable for use with Axes methods. 

 

Parameters 

---------- 

replace_names : list of strings, optional, default: None 

The list of parameter names which arguments should be replaced by 

`data[name]`. If None, all arguments are replaced if they are 

included in `data`. 

replace_all_args : bool, default: False 

If True, all arguments in *args get replaced, even if they are not 

in replace_names. 

label_namer : string, optional, default: None 

The name of the parameter which argument should be used as label, if 

label is not set. If None, the label keyword argument is not set. 

positional_parameter_names : list of strings or callable, optional 

The full list of positional parameter names (excluding an explicit 

`ax`/'self' argument at the first place and including all possible 

positional parameter in `*args`), in the right order. Can also include 

all other keyword parameter. Only needed if the wrapped function does 

contain `*args` and (replace_names is not None or replace_all_args is 

False). If it is a callable, it will be called with the actual 

tuple of *args and the data and should return a list like 

above. 

NOTE: callables should only be used when the names and order of *args 

can only be determined at runtime. Please use list of names 

when the order and names of *args is clear before runtime! 

 

.. note:: decorator also converts MappingView input data to list. 

""" 

if replace_names is not None: 

replace_names = set(replace_names) 

 

def param(func): 

sig = inspect.signature(func) 

_has_varargs = False 

_has_varkwargs = False 

_arg_names = [] 

params = list(sig.parameters.values()) 

for p in params: 

if p.kind is Parameter.VAR_POSITIONAL: 

_has_varargs = True 

elif p.kind is Parameter.VAR_KEYWORD: 

_has_varkwargs = True 

else: 

_arg_names.append(p.name) 

data_param = Parameter('data', Parameter.KEYWORD_ONLY, default=None) 

if _has_varkwargs: 

params.insert(-1, data_param) 

else: 

params.append(data_param) 

new_sig = sig.replace(parameters=params) 

# Import-time check: do we have enough information to replace *args? 

arg_names_at_runtime = False 

# there can't be any positional arguments behind *args and no 

# positional args can end up in **kwargs, so only *varargs make 

# problems. 

# http://stupidpythonideas.blogspot.de/2013/08/arguments-and-parameters.html 

if not _has_varargs: 

# all args are "named", so no problem 

# remove the first "ax" / self arg 

arg_names = _arg_names[1:] 

else: 

# Here we have "unnamed" variables and we need a way to determine 

# whether to replace a arg or not 

if replace_names is None: 

# all argnames should be replaced 

arg_names = None 

elif len(replace_names) == 0: 

# No argnames should be replaced 

arg_names = [] 

elif len(_arg_names) > 1 and (positional_parameter_names is None): 

# we got no manual parameter names but more than an 'ax' ... 

if len(replace_names - set(_arg_names[1:])) == 0: 

# all to be replaced arguments are in the list 

arg_names = _arg_names[1:] 

else: 

raise AssertionError( 

"Got unknown 'replace_names' and wrapped function " 

"{!r} uses '*args', need 'positional_parameter_names'" 

.format(func.__name__)) 

else: 

if positional_parameter_names is not None: 

if callable(positional_parameter_names): 

# determined by the function at runtime 

arg_names_at_runtime = True 

# so that we don't compute the label_pos at import time 

arg_names = [] 

else: 

arg_names = positional_parameter_names 

else: 

if replace_all_args: 

arg_names = [] 

else: 

raise AssertionError( 

"Got 'replace_names' and wrapped function {!r} " 

"uses *args, need 'positional_parameter_names' or " 

"'replace_all_args'".format(func.__name__)) 

 

# compute the possible label_namer and label position in positional 

# arguments 

label_pos = 9999 # bigger than all "possible" argument lists 

label_namer_pos = 9999 # bigger than all "possible" argument lists 

if (label_namer and # we actually want a label here ... 

arg_names and # and we can determine a label in *args ... 

label_namer in arg_names): # and it is in *args 

label_namer_pos = arg_names.index(label_namer) 

if "label" in arg_names: 

label_pos = arg_names.index("label") 

 

# Check the case we know a label_namer but we can't find it the 

# arg_names... Unfortunately the label_namer can be in **kwargs, 

# which we can't detect here and which results in a non-set label 

# which might surprise the user :-( 

if label_namer and not arg_names_at_runtime and not _has_varkwargs: 

if not arg_names: 

raise AssertionError( 

"label_namer {!r} can't be found as the parameter without " 

"'positional_parameter_names'".format(label_namer)) 

elif label_namer not in arg_names: 

raise AssertionError( 

"label_namer {!r} can't be found in the parameter names " 

"(known argnames: %s).".format(label_namer, arg_names)) 

else: 

# this is the case when the name is in arg_names 

pass 

 

@functools.wraps(func) 

def inner(ax, *args, data=None, **kwargs): 

# this is needed because we want to change these values if 

# arg_names_at_runtime==True, but python does not allow assigning 

# to a variable in a outer scope. So use some new local ones and 

# set them to the already computed values. 

_label_pos = label_pos 

_label_namer_pos = label_namer_pos 

_arg_names = arg_names 

 

label = None 

 

if data is None: # data validation 

args = tuple(sanitize_sequence(a) for a in args) 

else: 

if arg_names_at_runtime: 

# update the information about replace names and 

# label position 

_arg_names = positional_parameter_names(args, data) 

if (label_namer and # we actually want a label here ... 

_arg_names and # and we can find a label in *args 

(label_namer in _arg_names)): # and it is in *args 

_label_namer_pos = _arg_names.index(label_namer) 

if "label" in _arg_names: 

_label_pos = arg_names.index("label") 

 

# save the current label_namer value so that it can be used as 

# a label 

if _label_namer_pos < len(args): 

label = args[_label_namer_pos] 

else: 

label = kwargs.get(label_namer, None) 

# ensure a string, as label can't be anything else 

if not isinstance(label, str): 

label = None 

 

if (replace_names is None) or (replace_all_args is True): 

# all should be replaced 

args = tuple(_replacer(data, a) for 

j, a in enumerate(args)) 

else: 

# An arg is replaced if the arg_name of that position is 

# in replace_names ... 

if len(_arg_names) < len(args): 

raise RuntimeError( 

"Got more args than function expects") 

args = tuple(_replacer(data, a) 

if _arg_names[j] in replace_names else a 

for j, a in enumerate(args)) 

 

if replace_names is None: 

# replace all kwargs ... 

kwargs = {k: _replacer(data, v) for k, v in kwargs.items()} 

else: 

# ... or only if a kwarg of that name is in replace_names 

kwargs = { 

k: _replacer(data, v) if k in replace_names else v 

for k, v in kwargs.items()} 

 

# replace the label if this func "wants" a label arg and the user 

# didn't set one. Note: if the user puts in "label=None", it does 

# *NOT* get replaced! 

user_supplied_label = ( 

len(args) >= _label_pos or # label is included in args 

'label' in kwargs # ... or in kwargs 

) 

if label_namer and not user_supplied_label: 

if _label_namer_pos < len(args): 

kwargs['label'] = get_label(args[_label_namer_pos], label) 

elif label_namer in kwargs: 

kwargs['label'] = get_label(kwargs[label_namer], label) 

else: 

warnings.warn( 

"Tried to set a label via parameter %r in func %r but " 

"couldn't find such an argument.\n" 

"(This is a programming error, please report to " 

"the Matplotlib list!)" % (label_namer, func.__name__), 

RuntimeWarning, stacklevel=2) 

return func(ax, *args, **kwargs) 

 

inner.__doc__ = _add_data_doc(inner.__doc__, 

replace_names, replace_all_args) 

inner.__signature__ = new_sig 

return inner 

 

return param 

 

_log.debug('matplotlib version %s', __version__) 

_log.debug('interactive is %s', is_interactive()) 

_log.debug('platform is %s', sys.platform) 

_log.debug('loaded modules: %s', list(sys.modules))