matplotlib.style

Submodules

Functions

  • context(): Context manager for using style settings temporarily.

  • reload_library(): Reload the style library.

  • use(): Use Matplotlib style settings from a style specification.

matplotlib.style.context(style, after_reset=False)

Context manager for using style settings temporarily.

Parameters:
  • style (str, dict, Path or list) –

    A style specification. Valid options are:

    str
    • One of the style names in .style.available (a builtin style or a style installed in the user library path).

    • A dotted name of the form “package.style_name”; in that case, “package” should be an importable Python package name, e.g. at /path/to/package/__init__.py; the loaded style file is /path/to/package/style_name.mplstyle. (Style files in subpackages are likewise supported.)

    • The path or URL to a style file, which gets loaded by .rc_params_from_file.

    dict

    A mapping of key/value pairs for matplotlib.rcParams.

    Path

    The path to a style file, which gets loaded by .rc_params_from_file.

    list

    A list of style specifiers (str, Path or dict), which are applied from first to last in the list.

  • after_reset (bool) – If True, apply style after resetting settings to their defaults; otherwise, apply style on top of the current settings.

matplotlib.style.reload_library()

Reload the style library.

matplotlib.style.use(style)

Use Matplotlib style settings from a style specification.

The style name of ‘default’ is reserved for reverting back to the default style settings.

Note

This updates the .rcParams with the settings from the style. .rcParams not defined in the style are kept.

Parameters:

style (str, dict, Path or list) –

A style specification. Valid options are:

str
  • One of the style names in .style.available (a builtin style or a style installed in the user library path).

  • A dotted name of the form “package.style_name”; in that case, “package” should be an importable Python package name, e.g. at /path/to/package/__init__.py; the loaded style file is /path/to/package/style_name.mplstyle. (Style files in subpackages are likewise supported.)

  • The path or URL to a style file, which gets loaded by .rc_params_from_file.

dict

A mapping of key/value pairs for matplotlib.rcParams.

Path

The path to a style file, which gets loaded by .rc_params_from_file.

list

A list of style specifiers (str, Path or dict), which are applied from first to last in the list.

Notes

The following .rcParams are not related to style and will be ignored if found in a style specification:

  • backend

  • backend_fallback

  • date.epoch

  • docstring.hardcopy

  • figure.max_open_warning

  • figure.raise_window

  • interactive

  • savefig.directory

  • timezone

  • tk.window_focus

  • toolbar

  • webagg.address

  • webagg.open_in_browser

  • webagg.port

  • webagg.port_retries

Variables

matplotlib.style.available

Built-in mutable sequence.

If no argument is given, the constructor creates a new empty list. The argument must be an iterable if specified.

['Solarize_Light2',
 '_classic_test_patch',
 '_mpl-gallery',
 '_mpl-gallery-nogrid',
 'bmh',
 'classic',
 'dark_background',
 'fast',
 'fivethirtyeight',
 'ggplot',
 'grayscale',
 'seaborn-v0_8',
 'seaborn-v0_8-bright',
 'seaborn-v0_8-colorblind',
 'seaborn-v0_8-dark',
 'seaborn-v0_8-dark-palette',
 'seaborn-v0_8-darkgrid',
 'seaborn-v0_8-deep',
 'seaborn-v0_8-muted',
 'seaborn-v0_8-notebook',
 'seaborn-v0_8-paper',
 'seaborn-v0_8-pastel',
 'seaborn-v0_8-poster',
 'seaborn-v0_8-talk',
 'seaborn-v0_8-ticks',
 'seaborn-v0_8-white',
 'seaborn-v0_8-whitegrid',
 'tableau-colorblind10']
matplotlib.style.library
{'Solarize_Light2': {'axes.axisbelow': True,
                     'axes.edgecolor': '#eee8d5',
                     'axes.facecolor': '#eee8d5',
                     'axes.grid': True,
                     'axes.labelcolor': '#657b83',
                     'axes.labelsize': 12.0,
                     'axes.prop_cycle': cycler('color', ['#268BD2', '#2AA198', '#859900', '#B58900', '#CB4B16', '#DC322F', '#D33682', '#6C71C4']),
                     'axes.titlesize': 16.0,
                     'figure.facecolor': '#FDF6E3',
                     'grid.color': '#fdf6e3',
                     'grid.linestyle': '-',
                     'grid.linewidth': 1.0,
                     'lines.linewidth': 2.0,
                     'lines.solid_capstyle': <CapStyle.butt: 'butt'>,
                     'patch.antialiased': True,
                     'xtick.color': '#657b83',
                     'xtick.direction': 'out',
                     'ytick.color': '#657b83',
                     'ytick.direction': 'out'},
 '_classic_test_patch': {'text.kerning_factor': 6,
                         'ytick.alignment': 'center_baseline'},
 '_mpl-gallery': {'axes.axisbelow': True,
                  'axes.grid': True,
                  'axes.prop_cycle': cycler('color', ['#1f77b4', '#58a1cf', '#abd0e6']),
                  'figure.figsize': [2.0, 2.0],
                  'figure.subplot.bottom': 0.01,
                  'figure.subplot.left': 0.01,
                  'figure.subplot.right': 0.99,
                  'figure.subplot.top': 0.99,
                  'image.cmap': 'Blues',
                  'xtick.major.size': 0.0,
                  'ytick.major.size': 0.0},
 '_mpl-gallery-nogrid': {'axes.axisbelow': True,
                         'axes.grid': False,
                         'axes.prop_cycle': cycler('color', ['#1f77b4', '#82bbdb', '#ccdff1']),
                         'figure.figsize': [2.0, 2.0],
                         'figure.subplot.bottom': 0.01,
                         'figure.subplot.left': 0.01,
                         'figure.subplot.right': 0.99,
                         'figure.subplot.top': 0.99,
                         'image.cmap': 'Blues',
                         'xtick.major.size': 0.0,
                         'ytick.major.size': 0.0},
 'bmh': {'axes.edgecolor': '#bcbcbc',
         'axes.facecolor': '#eeeeee',
         'axes.grid': True,
         'axes.labelsize': 'large',
         'axes.prop_cycle': cycler('color', ['#348ABD', '#A60628', '#7A68A6', '#467821', '#D55E00', '#CC79A7', '#56B4E9', '#009E73', '#F0E442', '#0072B2']),
         'axes.titlesize': 'x-large',
         'grid.color': '#b2b2b2',
         'grid.linestyle': '--',
         'grid.linewidth': 0.5,
         'legend.fancybox': True,
         'lines.linewidth': 2.0,
         'mathtext.fontset': 'cm',
         'patch.antialiased': True,
         'patch.edgecolor': '#eeeeee',
         'patch.facecolor': 'blue',
         'patch.linewidth': 0.5,
         'text.hinting_factor': 8,
         'xtick.direction': 'in',
         'ytick.direction': 'in'},
 'classic': {'_internal.classic_mode': True,
             'agg.path.chunksize': 0,
             'animation.bitrate': -1,
             'animation.codec': 'mpeg4',
             'animation.convert_args': [],
             'animation.convert_path': 'convert',
             'animation.ffmpeg_args': [],
             'animation.ffmpeg_path': 'ffmpeg',
             'animation.frame_format': 'png',
             'animation.html': 'none',
             'animation.writer': 'ffmpeg',
             'axes.autolimit_mode': 'round_numbers',
             'axes.axisbelow': False,
             'axes.edgecolor': 'k',
             'axes.facecolor': 'w',
             'axes.formatter.limits': [-7, 7],
             'axes.formatter.offset_threshold': 2,
             'axes.formatter.use_locale': False,
             'axes.formatter.use_mathtext': False,
             'axes.formatter.useoffset': True,
             'axes.grid': False,
             'axes.grid.axis': 'both',
             'axes.grid.which': 'major',
             'axes.labelcolor': 'k',
             'axes.labelpad': 5.0,
             'axes.labelsize': 'medium',
             'axes.labelweight': 'normal',
             'axes.linewidth': 1.0,
             'axes.prop_cycle': cycler('color', ['b', 'g', 'r', 'c', 'm', 'y', 'k']),
             'axes.spines.bottom': True,
             'axes.spines.left': True,
             'axes.spines.right': True,
             'axes.spines.top': True,
             'axes.titlepad': 5.0,
             'axes.titlesize': 'large',
             'axes.titleweight': 'normal',
             'axes.titley': 1.0,
             'axes.unicode_minus': True,
             'axes.xmargin': 0.0,
             'axes.ymargin': 0.0,
             'axes3d.grid': True,
             'boxplot.bootstrap': None,
             'boxplot.boxprops.color': 'b',
             'boxplot.boxprops.linestyle': '-',
             'boxplot.boxprops.linewidth': 1.0,
             'boxplot.capprops.color': 'k',
             'boxplot.capprops.linestyle': '-',
             'boxplot.capprops.linewidth': 1.0,
             'boxplot.flierprops.color': 'b',
             'boxplot.flierprops.linestyle': 'none',
             'boxplot.flierprops.linewidth': 1.0,
             'boxplot.flierprops.marker': '+',
             'boxplot.flierprops.markeredgecolor': 'k',
             'boxplot.flierprops.markerfacecolor': 'auto',
             'boxplot.flierprops.markersize': 6.0,
             'boxplot.meanline': False,
             'boxplot.meanprops.color': 'r',
             'boxplot.meanprops.linestyle': '-',
             'boxplot.meanprops.linewidth': 1.0,
             'boxplot.meanprops.marker': 's',
             'boxplot.meanprops.markeredgecolor': 'k',
             'boxplot.meanprops.markerfacecolor': 'r',
             'boxplot.meanprops.markersize': 6.0,
             'boxplot.medianprops.color': 'r',
             'boxplot.medianprops.linestyle': '-',
             'boxplot.medianprops.linewidth': 1.0,
             'boxplot.notch': False,
             'boxplot.patchartist': False,
             'boxplot.showbox': True,
             'boxplot.showcaps': True,
             'boxplot.showfliers': True,
             'boxplot.showmeans': False,
             'boxplot.vertical': True,
             'boxplot.whiskerprops.color': 'b',
             'boxplot.whiskerprops.linestyle': '--',
             'boxplot.whiskerprops.linewidth': 1.0,
             'boxplot.whiskers': 1.5,
             'contour.corner_mask': True,
             'contour.negative_linestyle': 'dashed',
             'date.autoformatter.day': '%b %d %Y',
             'date.autoformatter.hour': '%H:%M:%S',
             'date.autoformatter.microsecond': '%H:%M:%S.%f',
             'date.autoformatter.minute': '%H:%M:%S.%f',
             'date.autoformatter.month': '%b %Y',
             'date.autoformatter.second': '%H:%M:%S.%f',
             'date.autoformatter.year': '%Y',
             'date.converter': 'auto',
             'errorbar.capsize': 3.0,
             'figure.autolayout': False,
             'figure.dpi': 80.0,
             'figure.edgecolor': 'w',
             'figure.facecolor': '0.75',
             'figure.figsize': [8.0, 6.0],
             'figure.frameon': True,
             'figure.labelsize': 'medium',
             'figure.labelweight': 'normal',
             'figure.subplot.bottom': 0.1,
             'figure.subplot.hspace': 0.2,
             'figure.subplot.left': 0.125,
             'figure.subplot.right': 0.9,
             'figure.subplot.top': 0.9,
             'figure.subplot.wspace': 0.2,
             'figure.titlesize': 'medium',
             'figure.titleweight': 'normal',
             'font.cursive': ['Apple Chancery',
                              'Textile',
                              'Zapf Chancery',
                              'Sand',
                              'Script MT',
                              'Felipa',
                              'cursive'],
             'font.family': ['sans-serif'],
             'font.fantasy': ['Comic Sans MS',
                              'Chicago',
                              'Charcoal',
                              'ImpactWestern',
                              'Humor Sans',
                              'fantasy'],
             'font.monospace': ['DejaVu Sans Mono',
                                'Andale Mono',
                                'Nimbus Mono L',
                                'Courier New',
                                'Courier',
                                'Fixed',
                                'Terminal',
                                'monospace'],
             'font.sans-serif': ['DejaVu Sans',
                                 'Lucida Grande',
                                 'Verdana',
                                 'Geneva',
                                 'Lucid',
                                 'Arial',
                                 'Helvetica',
                                 'Avant Garde',
                                 'sans-serif'],
             'font.serif': ['DejaVu Serif',
                            'New Century Schoolbook',
                            'Century Schoolbook L',
                            'Utopia',
                            'ITC Bookman',
                            'Bookman',
                            'Nimbus Roman No9 L',
                            'Times New Roman',
                            'Times',
                            'Palatino',
                            'Charter',
                            'serif'],
             'font.size': 12.0,
             'font.stretch': 'normal',
             'font.style': 'normal',
             'font.variant': 'normal',
             'font.weight': 'normal',
             'grid.alpha': 1.0,
             'grid.color': 'k',
             'grid.linestyle': ':',
             'grid.linewidth': 0.5,
             'hatch.color': 'k',
             'hatch.linewidth': 1.0,
             'hist.bins': 10,
             'image.aspect': 'equal',
             'image.cmap': 'jet',
             'image.composite_image': True,
             'image.interpolation': 'bilinear',
             'image.lut': 256,
             'image.origin': 'upper',
             'image.resample': False,
             'keymap.back': ['left', 'c', 'backspace'],
             'keymap.forward': ['right', 'v'],
             'keymap.fullscreen': ['f', 'ctrl+f'],
             'keymap.grid': ['g'],
             'keymap.home': ['h', 'r', 'home'],
             'keymap.pan': ['p'],
             'keymap.quit': ['ctrl+w', 'cmd+w'],
             'keymap.save': ['s', 'ctrl+s'],
             'keymap.xscale': ['k', 'L'],
             'keymap.yscale': ['l'],
             'keymap.zoom': ['o'],
             'legend.borderaxespad': 0.5,
             'legend.borderpad': 0.4,
             'legend.columnspacing': 2.0,
             'legend.edgecolor': 'inherit',
             'legend.facecolor': 'inherit',
             'legend.fancybox': False,
             'legend.fontsize': 'large',
             'legend.framealpha': None,
             'legend.frameon': True,
             'legend.handleheight': 0.7,
             'legend.handlelength': 2.0,
             'legend.handletextpad': 0.8,
             'legend.labelspacing': 0.5,
             'legend.loc': 'upper right',
             'legend.markerscale': 1.0,
             'legend.numpoints': 2,
             'legend.scatterpoints': 3,
             'legend.shadow': False,
             'lines.antialiased': True,
             'lines.color': 'b',
             'lines.dash_capstyle': <CapStyle.butt: 'butt'>,
             'lines.dash_joinstyle': <JoinStyle.round: 'round'>,
             'lines.dashdot_pattern': [3.0, 5.0, 1.0, 5.0],
             'lines.dashed_pattern': [6.0, 6.0],
             'lines.dotted_pattern': [1.0, 3.0],
             'lines.linestyle': '-',
             'lines.linewidth': 1.0,
             'lines.marker': 'None',
             'lines.markeredgecolor': 'auto',
             'lines.markeredgewidth': 0.5,
             'lines.markerfacecolor': 'auto',
             'lines.markersize': 6.0,
             'lines.scale_dashes': False,
             'lines.solid_capstyle': <CapStyle.projecting: 'projecting'>,
             'lines.solid_joinstyle': <JoinStyle.round: 'round'>,
             'markers.fillstyle': 'full',
             'mathtext.bf': 'serif:bold',
             'mathtext.cal': 'cursive',
             'mathtext.default': 'it',
             'mathtext.fallback': 'cm',
             'mathtext.fontset': 'cm',
             'mathtext.it': 'serif:italic',
             'mathtext.rm': 'serif',
             'mathtext.sf': 'sans\\-serif',
             'mathtext.tt': 'monospace',
             'patch.antialiased': True,
             'patch.edgecolor': 'k',
             'patch.facecolor': 'b',
             'patch.force_edgecolor': True,
             'patch.linewidth': 1.0,
             'path.simplify': True,
             'path.simplify_threshold': 0.1111111111111111,
             'path.sketch': None,
             'path.snap': True,
             'pdf.compression': 6,
             'pdf.fonttype': 3,
             'pdf.inheritcolor': False,
             'pdf.use14corefonts': False,
             'pgf.preamble': '',
             'pgf.rcfonts': True,
             'pgf.texsystem': 'xelatex',
             'polaraxes.grid': True,
             'ps.distiller.res': 6000,
             'ps.fonttype': 3,
             'ps.papersize': 'letter',
             'ps.useafm': False,
             'ps.usedistiller': None,
             'savefig.bbox': None,
             'savefig.dpi': 100.0,
             'savefig.edgecolor': 'w',
             'savefig.facecolor': 'w',
             'savefig.format': 'png',
             'savefig.orientation': 'portrait',
             'savefig.pad_inches': 0.1,
             'savefig.transparent': False,
             'scatter.marker': 'o',
             'svg.fonttype': 'path',
             'svg.image_inline': True,
             'text.antialiased': True,
             'text.color': 'k',
             'text.hinting': 'auto',
             'text.hinting_factor': 8,
             'text.latex.preamble': '',
             'text.usetex': False,
             'xtick.alignment': 'center',
             'xtick.bottom': True,
             'xtick.color': 'k',
             'xtick.direction': 'in',
             'xtick.labelsize': 'medium',
             'xtick.major.bottom': True,
             'xtick.major.pad': 4.0,
             'xtick.major.size': 4.0,
             'xtick.major.top': True,
             'xtick.major.width': 0.5,
             'xtick.minor.bottom': True,
             'xtick.minor.pad': 4.0,
             'xtick.minor.size': 2.0,
             'xtick.minor.top': True,
             'xtick.minor.visible': False,
             'xtick.minor.width': 0.5,
             'xtick.top': True,
             'ytick.alignment': 'center',
             'ytick.color': 'k',
             'ytick.direction': 'in',
             'ytick.labelsize': 'medium',
             'ytick.left': True,
             'ytick.major.left': True,
             'ytick.major.pad': 4.0,
             'ytick.major.right': True,
             'ytick.major.size': 4.0,
             'ytick.major.width': 0.5,
             'ytick.minor.left': True,
             'ytick.minor.pad': 4.0,
             'ytick.minor.right': True,
             'ytick.minor.size': 2.0,
             'ytick.minor.visible': False,
             'ytick.minor.width': 0.5,
             'ytick.right': True},
 'dark_background': {'axes.edgecolor': 'white',
                     'axes.facecolor': 'black',
                     'axes.labelcolor': 'white',
                     'axes.prop_cycle': cycler('color', ['#8dd3c7', '#feffb3', '#bfbbd9', '#fa8174', '#81b1d2', '#fdb462', '#b3de69', '#bc82bd', '#ccebc4', '#ffed6f']),
                     'boxplot.boxprops.color': 'white',
                     'boxplot.capprops.color': 'white',
                     'boxplot.flierprops.color': 'white',
                     'boxplot.flierprops.markeredgecolor': 'white',
                     'boxplot.whiskerprops.color': 'white',
                     'figure.edgecolor': 'black',
                     'figure.facecolor': 'black',
                     'grid.color': 'white',
                     'lines.color': 'white',
                     'patch.edgecolor': 'white',
                     'savefig.edgecolor': 'black',
                     'savefig.facecolor': 'black',
                     'text.color': 'white',
                     'xtick.color': 'white',
                     'ytick.color': 'white'},
 'fast': {'agg.path.chunksize': 10000,
          'path.simplify': True,
          'path.simplify_threshold': 1.0},
 'fivethirtyeight': {'axes.axisbelow': True,
                     'axes.edgecolor': '#f0f0f0',
                     'axes.facecolor': '#f0f0f0',
                     'axes.grid': True,
                     'axes.labelsize': 'large',
                     'axes.linewidth': 3.0,
                     'axes.prop_cycle': cycler('color', ['#008fd5', '#fc4f30', '#e5ae38', '#6d904f', '#8b8b8b', '#810f7c']),
                     'axes.titlesize': 'x-large',
                     'figure.facecolor': '#f0f0f0',
                     'figure.subplot.bottom': 0.07,
                     'figure.subplot.left': 0.08,
                     'figure.subplot.right': 0.95,
                     'font.size': 14.0,
                     'grid.color': '#cbcbcb',
                     'grid.linestyle': '-',
                     'grid.linewidth': 1.0,
                     'legend.fancybox': True,
                     'lines.linewidth': 4.0,
                     'lines.solid_capstyle': <CapStyle.butt: 'butt'>,
                     'patch.edgecolor': '#f0f0f0',
                     'patch.linewidth': 0.5,
                     'savefig.edgecolor': '#f0f0f0',
                     'savefig.facecolor': '#f0f0f0',
                     'svg.fonttype': 'path',
                     'xtick.major.size': 0.0,
                     'xtick.minor.size': 0.0,
                     'ytick.major.size': 0.0,
                     'ytick.minor.size': 0.0},
 'ggplot': {'axes.axisbelow': True,
            'axes.edgecolor': 'white',
            'axes.facecolor': '#E5E5E5',
            'axes.grid': True,
            'axes.labelcolor': '#555555',
            'axes.labelsize': 'large',
            'axes.linewidth': 1.0,
            'axes.prop_cycle': cycler('color', ['#E24A33', '#348ABD', '#988ED5', '#777777', '#FBC15E', '#8EBA42', '#FFB5B8']),
            'axes.titlesize': 'x-large',
            'figure.edgecolor': '0.50',
            'figure.facecolor': 'white',
            'font.size': 10.0,
            'grid.color': 'white',
            'grid.linestyle': '-',
            'patch.antialiased': True,
            'patch.edgecolor': '#EEEEEE',
            'patch.facecolor': '#348ABD',
            'patch.linewidth': 0.5,
            'xtick.color': '#555555',
            'xtick.direction': 'out',
            'ytick.color': '#555555',
            'ytick.direction': 'out'},
 'grayscale': {'axes.edgecolor': 'black',
               'axes.facecolor': 'white',
               'axes.labelcolor': 'black',
               'axes.prop_cycle': cycler('color', ['0.00', '0.40', '0.60', '0.70']),
               'figure.edgecolor': 'white',
               'figure.facecolor': '0.75',
               'grid.color': 'black',
               'image.cmap': 'gray',
               'lines.color': 'black',
               'patch.edgecolor': 'black',
               'patch.facecolor': 'gray',
               'savefig.edgecolor': 'white',
               'savefig.facecolor': 'white',
               'text.color': 'black',
               'xtick.color': 'black',
               'ytick.color': 'black'},
 'seaborn-v0_8': {'axes.axisbelow': True,
                  'axes.edgecolor': 'white',
                  'axes.facecolor': '#EAEAF2',
                  'axes.grid': True,
                  'axes.labelcolor': '.15',
                  'axes.labelsize': 11.0,
                  'axes.linewidth': 0.0,
                  'axes.prop_cycle': cycler('color', ['#4C72B0', '#55A868', '#C44E52', '#8172B2', '#CCB974', '#64B5CD']),
                  'axes.titlesize': 12.0,
                  'figure.facecolor': 'white',
                  'figure.figsize': [8.0, 5.5],
                  'font.family': ['sans-serif'],
                  'font.sans-serif': ['Arial',
                                      'Liberation Sans',
                                      'DejaVu Sans',
                                      'Bitstream Vera Sans',
                                      'sans-serif'],
                  'grid.color': 'white',
                  'grid.linestyle': '-',
                  'grid.linewidth': 1.0,
                  'image.cmap': 'Greys',
                  'legend.fontsize': 10.0,
                  'legend.frameon': False,
                  'legend.numpoints': 1,
                  'legend.scatterpoints': 1,
                  'lines.linewidth': 1.75,
                  'lines.markeredgewidth': 0.0,
                  'lines.markersize': 7.0,
                  'lines.solid_capstyle': <CapStyle.round: 'round'>,
                  'patch.facecolor': '#4C72B0',
                  'patch.linewidth': 0.3,
                  'text.color': '.15',
                  'xtick.color': '.15',
                  'xtick.direction': 'out',
                  'xtick.labelsize': 10.0,
                  'xtick.major.pad': 7.0,
                  'xtick.major.size': 0.0,
                  'xtick.major.width': 1.0,
                  'xtick.minor.size': 0.0,
                  'xtick.minor.width': 0.5,
                  'ytick.color': '.15',
                  'ytick.direction': 'out',
                  'ytick.labelsize': 10.0,
                  'ytick.major.pad': 7.0,
                  'ytick.major.size': 0.0,
                  'ytick.major.width': 1.0,
                  'ytick.minor.size': 0.0,
                  'ytick.minor.width': 0.5},
 'seaborn-v0_8-bright': {'axes.prop_cycle': cycler('color', ['#003FFF', '#03ED3A', '#E8000B', '#8A2BE2', '#FFC400', '#00D7FF']),
                         'patch.facecolor': '#003FFF'},
 'seaborn-v0_8-colorblind': {'axes.prop_cycle': cycler('color', ['#0072B2', '#009E73', '#D55E00', '#CC79A7', '#F0E442', '#56B4E9']),
                             'patch.facecolor': '#0072B2'},
 'seaborn-v0_8-dark': {'axes.axisbelow': True,
                       'axes.edgecolor': 'white',
                       'axes.facecolor': '#EAEAF2',
                       'axes.grid': False,
                       'axes.labelcolor': '.15',
                       'axes.linewidth': 0.0,
                       'figure.facecolor': 'white',
                       'font.family': ['sans-serif'],
                       'font.sans-serif': ['Arial',
                                           'Liberation Sans',
                                           'DejaVu Sans',
                                           'Bitstream Vera Sans',
                                           'sans-serif'],
                       'grid.color': 'white',
                       'grid.linestyle': '-',
                       'image.cmap': 'Greys',
                       'legend.frameon': False,
                       'legend.numpoints': 1,
                       'legend.scatterpoints': 1,
                       'lines.solid_capstyle': <CapStyle.round: 'round'>,
                       'text.color': '.15',
                       'xtick.color': '.15',
                       'xtick.direction': 'out',
                       'xtick.major.size': 0.0,
                       'xtick.minor.size': 0.0,
                       'ytick.color': '.15',
                       'ytick.direction': 'out',
                       'ytick.major.size': 0.0,
                       'ytick.minor.size': 0.0},
 'seaborn-v0_8-dark-palette': {'axes.prop_cycle': cycler('color', ['#001C7F', '#017517', '#8C0900', '#7600A1', '#B8860B', '#006374']),
                               'patch.facecolor': '#001C7F'},
 'seaborn-v0_8-darkgrid': {'axes.axisbelow': True,
                           'axes.edgecolor': 'white',
                           'axes.facecolor': '#EAEAF2',
                           'axes.grid': True,
                           'axes.labelcolor': '.15',
                           'axes.linewidth': 0.0,
                           'figure.facecolor': 'white',
                           'font.family': ['sans-serif'],
                           'font.sans-serif': ['Arial',
                                               'Liberation Sans',
                                               'DejaVu Sans',
                                               'Bitstream Vera Sans',
                                               'sans-serif'],
                           'grid.color': 'white',
                           'grid.linestyle': '-',
                           'image.cmap': 'Greys',
                           'legend.frameon': False,
                           'legend.numpoints': 1,
                           'legend.scatterpoints': 1,
                           'lines.solid_capstyle': <CapStyle.round: 'round'>,
                           'text.color': '.15',
                           'xtick.color': '.15',
                           'xtick.direction': 'out',
                           'xtick.major.size': 0.0,
                           'xtick.minor.size': 0.0,
                           'ytick.color': '.15',
                           'ytick.direction': 'out',
                           'ytick.major.size': 0.0,
                           'ytick.minor.size': 0.0},
 'seaborn-v0_8-deep': {'axes.prop_cycle': cycler('color', ['#4C72B0', '#55A868', '#C44E52', '#8172B2', '#CCB974', '#64B5CD']),
                       'patch.facecolor': '#4C72B0'},
 'seaborn-v0_8-muted': {'axes.prop_cycle': cycler('color', ['#4878CF', '#6ACC65', '#D65F5F', '#B47CC7', '#C4AD66', '#77BEDB']),
                        'patch.facecolor': '#4878CF'},
 'seaborn-v0_8-notebook': {'axes.labelsize': 11.0,
                           'axes.titlesize': 12.0,
                           'figure.figsize': [8.0, 5.5],
                           'grid.linewidth': 1.0,
                           'legend.fontsize': 10.0,
                           'lines.linewidth': 1.75,
                           'lines.markeredgewidth': 0.0,
                           'lines.markersize': 7.0,
                           'patch.linewidth': 0.3,
                           'xtick.labelsize': 10.0,
                           'xtick.major.pad': 7.0,
                           'xtick.major.width': 1.0,
                           'xtick.minor.width': 0.5,
                           'ytick.labelsize': 10.0,
                           'ytick.major.pad': 7.0,
                           'ytick.major.width': 1.0,
                           'ytick.minor.width': 0.5},
 'seaborn-v0_8-paper': {'axes.labelsize': 8.8,
                        'axes.titlesize': 9.6,
                        'figure.figsize': [6.4, 4.4],
                        'grid.linewidth': 0.8,
                        'legend.fontsize': 8.0,
                        'lines.linewidth': 1.4,
                        'lines.markeredgewidth': 0.0,
                        'lines.markersize': 5.6,
                        'patch.linewidth': 0.24,
                        'xtick.labelsize': 8.0,
                        'xtick.major.pad': 5.6,
                        'xtick.major.width': 0.8,
                        'xtick.minor.width': 0.4,
                        'ytick.labelsize': 8.0,
                        'ytick.major.pad': 5.6,
                        'ytick.major.width': 0.8,
                        'ytick.minor.width': 0.4},
 'seaborn-v0_8-pastel': {'axes.prop_cycle': cycler('color', ['#92C6FF', '#97F0AA', '#FF9F9A', '#D0BBFF', '#FFFEA3', '#B0E0E6']),
                         'patch.facecolor': '#92C6FF'},
 'seaborn-v0_8-poster': {'axes.labelsize': 17.6,
                         'axes.titlesize': 19.2,
                         'figure.figsize': [12.8, 8.8],
                         'grid.linewidth': 1.6,
                         'legend.fontsize': 16.0,
                         'lines.linewidth': 2.8,
                         'lines.markeredgewidth': 0.0,
                         'lines.markersize': 11.2,
                         'patch.linewidth': 0.48,
                         'xtick.labelsize': 16.0,
                         'xtick.major.pad': 11.2,
                         'xtick.major.width': 1.6,
                         'xtick.minor.width': 0.8,
                         'ytick.labelsize': 16.0,
                         'ytick.major.pad': 11.2,
                         'ytick.major.width': 1.6,
                         'ytick.minor.width': 0.8},
 'seaborn-v0_8-talk': {'axes.labelsize': 14.3,
                       'axes.titlesize': 15.6,
                       'figure.figsize': [10.4, 7.15],
                       'grid.linewidth': 1.3,
                       'legend.fontsize': 13.0,
                       'lines.linewidth': 2.275,
                       'lines.markeredgewidth': 0.0,
                       'lines.markersize': 9.1,
                       'patch.linewidth': 0.39,
                       'xtick.labelsize': 13.0,
                       'xtick.major.pad': 9.1,
                       'xtick.major.width': 1.3,
                       'xtick.minor.width': 0.65,
                       'ytick.labelsize': 13.0,
                       'ytick.major.pad': 9.1,
                       'ytick.major.width': 1.3,
                       'ytick.minor.width': 0.65},
 'seaborn-v0_8-ticks': {'axes.axisbelow': True,
                        'axes.edgecolor': '.15',
                        'axes.facecolor': 'white',
                        'axes.grid': False,
                        'axes.labelcolor': '.15',
                        'axes.linewidth': 1.25,
                        'figure.facecolor': 'white',
                        'font.family': ['sans-serif'],
                        'font.sans-serif': ['Arial',
                                            'Liberation Sans',
                                            'DejaVu Sans',
                                            'Bitstream Vera Sans',
                                            'sans-serif'],
                        'grid.color': '.8',
                        'grid.linestyle': '-',
                        'image.cmap': 'Greys',
                        'legend.frameon': False,
                        'legend.numpoints': 1,
                        'legend.scatterpoints': 1,
                        'lines.solid_capstyle': <CapStyle.round: 'round'>,
                        'text.color': '.15',
                        'xtick.color': '.15',
                        'xtick.direction': 'out',
                        'xtick.major.size': 6.0,
                        'xtick.minor.size': 3.0,
                        'ytick.color': '.15',
                        'ytick.direction': 'out',
                        'ytick.major.size': 6.0,
                        'ytick.minor.size': 3.0},
 'seaborn-v0_8-white': {'axes.axisbelow': True,
                        'axes.edgecolor': '.15',
                        'axes.facecolor': 'white',
                        'axes.grid': False,
                        'axes.labelcolor': '.15',
                        'axes.linewidth': 1.25,
                        'figure.facecolor': 'white',
                        'font.family': ['sans-serif'],
                        'font.sans-serif': ['Arial',
                                            'Liberation Sans',
                                            'DejaVu Sans',
                                            'Bitstream Vera Sans',
                                            'sans-serif'],
                        'grid.color': '.8',
                        'grid.linestyle': '-',
                        'image.cmap': 'Greys',
                        'legend.frameon': False,
                        'legend.numpoints': 1,
                        'legend.scatterpoints': 1,
                        'lines.solid_capstyle': <CapStyle.round: 'round'>,
                        'text.color': '.15',
                        'xtick.color': '.15',
                        'xtick.direction': 'out',
                        'xtick.major.size': 0.0,
                        'xtick.minor.size': 0.0,
                        'ytick.color': '.15',
                        'ytick.direction': 'out',
                        'ytick.major.size': 0.0,
                        'ytick.minor.size': 0.0},
 'seaborn-v0_8-whitegrid': {'axes.axisbelow': True,
                            'axes.edgecolor': '.8',
                            'axes.facecolor': 'white',
                            'axes.grid': True,
                            'axes.labelcolor': '.15',
                            'axes.linewidth': 1.0,
                            'figure.facecolor': 'white',
                            'font.family': ['sans-serif'],
                            'font.sans-serif': ['Arial',
                                                'Liberation Sans',
                                                'DejaVu Sans',
                                                'Bitstream Vera Sans',
                                                'sans-serif'],
                            'grid.color': '.8',
                            'grid.linestyle': '-',
                            'image.cmap': 'Greys',
                            'legend.frameon': False,
                            'legend.numpoints': 1,
                            'legend.scatterpoints': 1,
                            'lines.solid_capstyle': <CapStyle.round: 'round'>,
                            'text.color': '.15',
                            'xtick.color': '.15',
                            'xtick.direction': 'out',
                            'xtick.major.size': 0.0,
                            'xtick.minor.size': 0.0,
                            'ytick.color': '.15',
                            'ytick.direction': 'out',
                            'ytick.major.size': 0.0,
                            'ytick.minor.size': 0.0},
 'tableau-colorblind10': {'axes.prop_cycle': cycler('color', ['#006BA4', '#FF800E', '#ABABAB', '#595959', '#5F9ED1', '#C85200', '#898989', '#A2C8EC', '#FFBC79', '#CFCFCF']),
                          'patch.facecolor': '#006BA4'}}