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In the context of Bokeh, a *palette* is a simple plain Python list of (hex) RGB color strings. For example the ``Blues8`` palette which looks like :bokeh-palette:`Blues8` is defined as: .. code-block:: python ('#084594', '#2171b5', '#4292c6', '#6baed6', '#9ecae1', '#c6dbef', '#deebf7', '#f7fbff') This module contains the following sets of palettes: * All `ColorBrewer`_ palettes * Categorical `D3`_ palettes * The `Matplotlib`_ palettes Magma, Inferno, Plasma, and Viridis * A Bokeh palette comprised of the Bokeh shutter logo colors * Palettes designed for color-deficient usability Additionally, you can also use any of the 256-color perceptually uniform Bokeh palettes from the external `colorcet`_ package, if it is installed. ---- Every pre-built palette is available as a module attributes, e.g. ``bokeh.palettes.YlGn3`` or ``bokeh.palettes.Viridis256``. The name of each pre-built palette can be found in the ``__palettes__`` module attribute. There are also functions such as :func:`~bokeh.palettes.magma` and :func:`~bokeh.palettes.viridis` that can generate lists of colors of arbitrary size from special larger palettes. The Brewer palettes are also collected and grouped by name in a ``brewer`` dictionary, e.g.: ``brewer['Spectral'][6]``. Similarly there are attributes ``d3``, ``mpl``, and ``tol`` that have dictionaries corresponding to the those groups of palettes. Finally, all palettes are collected in the ``all_palettes`` palettes module attribute, and the "small" palettes (i.e. excluding the ones with 256 colors) are collected and in a ``small_palettes`` attribute. Built-in Palettes ----------------- Matplotlib Palettes ~~~~~~~~~~~~~~~~~~~ Bokeh includes the `Matplotlib`_ palettes Magma, Inferno, Plasma, Viridis, and Cividis. This section shows the pre-defined small palettes in this group. There are also large 256-color versions of these palettes, shown below in the `Large Palettes`_ section. .. bokeh-palette-group:: mpl D3 Palettes ~~~~~~~~~~~ Bokeh includes the categorical palettes from `D3`_, which are shown below: .. bokeh-palette-group:: d3 Brewer Palettes ~~~~~~~~~~~~~~~ Bokeh includes all the `ColorBrewer`_ palettes, shown below: .. bokeh-palette-group:: brewer Bokeh Palette ~~~~~~~~~~~~~~~ Bokeh's own palette, comprised of the shutter logo colors: .. bokeh-palette-group:: bokeh Accessible Palettes ~~~~~~~~~~~~~~~~~~~ Bokeh includes some palettes that are useful for addressing color deficiencies, which contains `Paul Tol's color schemes`_, and ``Colorblind`` from https://jfly.uni-koeln.de/color/#pallet. .. bokeh-palette-group:: tol .. bokeh-palette-group:: colorblind The following palettes are also introduced in `Paul Tol's color schemes`_ but with different usage. ``PaleTextBackground`` should be used for the background of black text. ``DarkText`` is meant for text itself on a white background. The idea is to use one dark color for support, not all combined and not for just one word. :PaleTextBackground: :bokeh-palette:`PaleTextBackground` :DarkText: :bokeh-palette:`DarkText` Large Palettes ~~~~~~~~~~~~~~ In addition to all the palettes shown above, which are available in the ``small_palettes`` attribute, the ``bokeh.palettes`` module also has some larger palettes with 256 colors. These are shown below: :Greys256: :bokeh-palette:`grey(256)` (brewer) :Inferno256: :bokeh-palette:`inferno(256)` (mpl) :Magma256: :bokeh-palette:`magma(256)` (mpl) :Plasma256: :bokeh-palette:`plasma(256)` (mpl) :Viridis256: :bokeh-palette:`viridis(256)` (mpl) :Cividis256: :bokeh-palette:`cividis(256)` (mpl) :Turbo256: :bokeh-palette:`turbo(256)` (mpl) Many other 256-color perceptually uniform palettes are available in the external `colorcet`_ package. Other Attributes ---------------- In addition to all the palettes described in the section above, there are the following notable attributes in the ``bokeh.palettes`` module: .. data:: __palettes__ An alphabetical list of the names of all individual palettes in this module. For example, the first eight palette names are: .. code-block:: python >>> bp.__palettes__[:8] ('Accent3', 'Accent4', 'Accent5', 'Accent6', 'Accent7', 'Accent8', 'Blues3', 'Blues4') .. note:: The full list of all palettes is also available as an enumeration from ``bokeh.core.enums``: .. bokeh-enum:: Palette :module: bokeh.core.enums :noindex: .. data:: all_palettes All built-in palette groups. This dictionary is indexed with a palette name to obtain a complete group of palettes, e.g. ``Viridis``, and then further indexed with an integer to select a palette of a specific size from the group: .. code-block:: python >> all_palettes['Viridis'][4] ('#440154', '#30678D', '#35B778', '#FDE724') The resulting palette looks like: :bokeh-palette:`all_palettes['Viridis'][4]` .. data:: brewer Palette groups included from `ColorBrewer`_. This dictionary is indexed with a palette name to obtain a complete group of palettes, e.g. ``YlGnBu``, and then further indexed with an integer to select a palette of a specific size from the group: .. code-block:: python >> brewer['YlGnBu'][4] ('#225ea8', '#41b6c4', '#a1dab4', '#ffffcc') The resulting palette looks like: :bokeh-palette:`brewer['YlGnBu'][4]` .. data:: d3 Categorical palette groups included from `D3`_. This dictionary is indexed with a palette name to obtain a complete group of palettes, e.g. ``Category20b``, and then further indexed with an integer to select a palette of a specific size from the group: .. code-block:: python >> d3['Category20b'][4] ('#393b79', '#5254a3', '#6b6ecf', '#9c9ede') The resulting palette looks like: :bokeh-palette:`d3['Category20b'][4]` The names of the D3 palette groups are: ``Category10``, ``Category20``, ``Category20b``, ``Category20c`` .. data:: mpl Palette groups included from `Matplotlib`_. This dictionary is indexed with a palette name to obtain a complete group of palettes, e.g. ``Plasma``, and then further indexed with an integer to select a palette of a specific size from the group: .. code-block:: python >> mpl['Plasma'][4] ('#440154', '#30678D', '#35B778', '#FDE724') The resulting palette looks like: :bokeh-palette:`mpl['Plasma'][4]` The names of the MPL palette groups are: ``Inferno``, ``Magma`` ``Plasma``, ``Viridis`` .. data:: tol A set of accessible palettes from `Paul Tol's color schemes`_. This dictionary is indexed with a palette name to obtain a complete group of palettes, e.g. ``Bright``, and then further indexed with an integer to select a palette of a specific size from the group: .. code-block:: python >> tol['Bright'][4] ('#4477AA', '#EE6677', '#228833', '#CCBB44') The resulting palette looks like: :bokeh-palette:`tol['Bright'][4]` The names of the Tol palette groups are: ``Bright``, ``HighContrast``, ``Vibrant``, ``Muted``, ``MediumContrast``, ``Light``, ``Sunset``, ``BuRd``, ``TolPRGn``, ``TolYlOrBr``, ``Iridescent``, ``TolRainbow`` .. data:: small_palettes All palette groups, excluding 256-length palettes. This dictionary is indexed with a palette name to obtain a complete group of palettes, e.g. ``Viridis``, and then further indexed with an integer to select a palette of a specific size from the group: .. code-block:: python >> small_palettes['Viridis'][4] ('#440154', '#30678D', '#35B778', '#FDE724') The resulting palette looks like: :bokeh-palette:`small_palettes['Viridis'][4]` Functions --------- The ``bokeh.palettes`` module also has several functions that can be used to generate palettes of arbitrary size. .. autofunction:: bokeh.palettes.cividis(n) .. autofunction:: bokeh.palettes.diverging_palette(palette1, palette2, n, midpoint) .. autofunction:: bokeh.palettes.gray(n) .. autofunction:: bokeh.palettes.grey(n) .. autofunction:: bokeh.palettes.inferno(n) .. autofunction:: bokeh.palettes.interp_palette(palette, n) .. autofunction:: bokeh.palettes.linear_palette(palette, n) .. autofunction:: bokeh.palettes.magma(n) .. autofunction:: bokeh.palettes.varying_alpha_palette(palette, n, start_alpha, end_alpha) .. autofunction:: bokeh.palettes.viridis(n) Licenses -------- The respective licenses for all the palettes included in Bokeh are viewable as a comment at the top of the :bokeh-tree:`src/bokeh/palettes.py` source file. .. _ColorBrewer: http://colorbrewer2.org/#type=sequential&scheme=BuGn&n=3 .. _colorcet: https://colorcet.holoviz.org .. _D3: https://github.com/d3/d3-3.x-api-reference/blob/master/Ordinal-Scales.md#categorical-colors .. _Matplotlib: http://matplotlib.org/examples/color/colormaps_reference.html .. _`Paul Tol's color schemes`: https://personal.sron.nl/~pault/ ) annotationsN)deepcopy) TYPE_CHECKING)RGB NamedColor) TypeAlias.r PalettePaletteCollection PaletteMap)#31a354#addd8e#f7fcb9)#238443#78c679#c2e699#ffffcc)#006837r rrr)rr rr#d9f0a3r)#005a32r#41ab5drrrr)rrrrrrr#ffffe5) z#004529rrrrrrrr)#2c7fb8#7fcdbb#edf8b1)#225ea8#41b6c4#a1dab4r)#253494rrrr)rrrr#c7e9b4r)#0c2c84r#1d91c0rrr r)r!rr"rrr r#ffffd9) z#081d58rrr"rrr 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#FFFFE5z#FFF7BC#FEE391z#FEC44F#FB9A29z#EC7014#CC4C02rr)rlz#FEF4B5z#FEDA7Ez#FCB23Ez#F2821Dz#D55607z#A03703r)rlz#FEF0AD#FECE65rn#E1640Ez#AA3C03r)rlz#FEEBA2z#FDBB47z#EF7818z#B74202r)rlrmrnror)rlrprqr)rlrnr)z#FEFBE9z#FCF7D5z#F5F3C1z#EAF0B5z#DDECBFz#D0E7CAz#C2E3D2z#B5DDD8z#A8D8DCz#9BD2E1z#8DCBE4z#81C4E7z#7BBCE7z#7EB2E4z#88A5DDz#9398D2z#9B8AC4z#9D7DB2z#9A709Ez#906388z#805770z#684957z#46353A)z#E8ECFB#D9CCE3#CAACCB#BA8DB4#AA6F9E#994F88#882E72#1965B0#437DBF#6195CF#7BAFDE#4EB265#90C987#CAE0AB#F7F056#F7CB45#F4A736#EE8026#E65518#DC050C#A5170E#72190E#42150A)rurvrwrxryrzr{r|r}r~rrrrrrrrrrrr)rurvrwrxryrzr{r|r}r~rrrrrrrrrrr)rurvrwrxryrzr{r|r}r~rrrr#F6C141#F1932D#E8601Crrr)rurvrwrxryrzr{#5289C7r~rrrrrrrrrr)#D1BBD7rwrxryrzr{rr~rrrrrrrrrr)rrwrxryrzr{rr~rrrrrrrrr)rrwrxrzr{rr~rrrrrrrrr)rrxrzr{rr~rrrrrrrrr)rrxrzr{rr~rrrrrrrr) rrxrzr{rr~rrrrrrr) rrxrzr{rr~rrrrrr) rzr{rr~rrrrrrr) rzr{r~rrrrrrr) rzr{r~rrrrrr)rzr{r~rrrrr)rzr{r~rrrr)r{r~rrrr)r{r~rrr)r{rrr)r{rr)#EC1557#F05223#F6A91B#A5CD39#20B254#00AAAEz#4998D3#892889)rrrrrrr)rkrjrirhrgrpro)rkrjrirhrgrpro) rkrjrirhrgrprornrm)rkrjrirhrgrp) rkrjrirhrgrprornrmrP) rkrjrirhrgrprornrmr)rkrjrirhrgrprorn)rkrjrirhrgzdict[int, tuple[str, ...]] HighContrast)rkrjrirh)rtrsrrYlGnYlGnBuGnBuBuGnPuBuGnPuBuBuPuRdPuPuRdOrRdYlOrRdYlOrBrPurplesBluesGreensOrangesRedsGreysPuOrBrBGPRGnPiYGRdBuRdGyRdYlBuSpectralRdYlGnAccentDark2PairedPastel1Pastel2Set1Set2Set3Bokeh) Category10 Category20 Category20b Category20c)MagmaInfernoPlasmaViridisCividis) BrightrVibrantMutedMediumContrastLightSunsetBuRdTolPRGn TolYlOrBr Iridescent TolRainbow ColorblindrrrrrTurborpalettenintreturnc |tkr#td|dtdtfdtjdtdz |DS)a Generate a new palette as a subset of a given palette. Given an input ``palette``, take ``n`` colors from it by dividing its length into ``n`` (approximately) evenly spaced indices. Args: palette (seq[str]) : a sequence of hex RGB color strings n (int) : the size of the output palette to generate Returns: seq[str] : a sequence of hex RGB color strings Raises: ValueError if n > len(palette) z Requested zJ colors, function can only return colors up to the base palette's length ()c3fK|]+}ttj|V,dSN)rmathfloor).0irs .lib/python3.11/site-packages/bokeh/palettes.py z!linear_palette..s8^^!'#djmm,,-^^^^^^rr)num)len ValueErrortuplenplinspace)rrs` rlinear_paletters$ 3w<<CaCCsvw~ssCCCDD D ^^^^r{1c'llSTnZ[7\7\7\^^^ ^ ^^r?palette1palette2midpointfloatc|ddd}tt||z}ttd|z |z}t||t||zS)au Generate a new palette by combining exactly two input palettes. Given an input ``palette1`` and ``palette2``, take a combined ``n`` colors, and combine input palettes at the relative ``midpoint``. ``palette1`` and ``palette2`` are meant to be sequential palettes that proceed left to right from perceptually dark to light colors. In that case the returned palette is comprised of the input palettes connected at perceptually light ends. Palettes are combined by piecewise linear interpolation. Args: palette1 (seq[str]) : A sequence of hex RGB color strings for the first palette palette2 (seq[str]) : A sequence of hex RGB color strings for the second palette n (int) : The size of the output palette to generate midpoint (float, optional) : Relative position in the returned palette where input palettes are connected (default: 0.5) Returns: seq[str] : a sequence of hex RGB color strings Raises: ValueError if n is greater than the possible combined length the input palettes Nr)rroundr)rrrrn1n2s rdiverging_palettersnB"~H U8a< ! !B UALA% & & ' 'B (B ' '.2*F*F FFrcolorstr int | None start_alpha end_alphac& d|cxkrdksntd|dd|cxkrdksntd|dtj|jdkr.t |jz}t |jz}||dkr#t t||z dzn||d z |d z dfd t fdtD}|S)a Generate a palette that is a single color with linearly varying alpha. Alpha may vary from low to high or high to low, depending on the values of ``start_alpha`` and ``end_alpha``. Args: color (str) : Named color or RGB(A) hex color string. Any alpha component is combined with the ``start_alpha`` to ``end_alpha`` range by multiplying them together, so it is the maximum possible alpha that can be obtained. n (int, optional) : The size of the palette to generate. If not specified uses the maximum number of colors such that adjacent colors differ by an alpha of 1. start_alpha (int, optional) : The alpha component of the start of the palette is this value (in the range 0 to 255) multiplied by the alpha component of the ``color`` argument. end_alpha (int, optional) : The alpha component of the end of the palette is this value (in the range 0 to 255) multiplied by the alpha component of the ``color`` argument. Returns: seq[str] : a sequence of hex RGBA color strings Raises: ValueError if ``color`` is not recognisable as a string name or hex RGB(A) string, or if ``start_alpha`` or ``end_alpha`` are outside the range 0 to 255 inclusive. rrz start_alpha z must be in the range 0 to 255z end_alpha ?Nro@rgbarrrrc4z |zdz z z|_|S)Nr)a)rrnnnorm_end_alphanorm_start_alphas r set_alphaz(varying_alpha_palette..set_alphabs)!^6F%F$IRPSV$TT rc3TK|]"}|V#dSr)to_hex)rrrrs rrz(varying_alpha_palette..fs;CCAIIdA&&--//CCCCCCr)rrrrrr) rr from_stringcopyrrrabsrrange) rrrrrrrrrrs @@@@@rvarying_alpha_paletter &sqL  # # # # # # # #S SSSTTT  ! ! ! !c ! ! ! !OiOOOPPP  !% ( ( - - / /D v||K.// )DF*++ yAEE Y,-- . . 2 #U*&NCCCCCrCCCCCG Nrc t|}|dkrtd|dkrtdt|}tj|}tjd|dz |}tj|||dddftj}tj|||dddftj}tj|||dddftj}tj|||dddfdz } td t|||| DS) a Generate a new palette by interpolating a given palette. Linear interpolation is performed separately on each of the RGBA components. Args: palette (seq[str]) : A sequence of hex RGB(A) color strings to create new palette from n (int) : The size of the palette to generate Returns: tuple[str] : a sequence of hex RGB(A) color strings Raises: ValueError if ``n`` is negative or the supplied ``palette`` is empty. rz'palette must contain at least one colorrz+requested palette length cannot be negativeNrkrc3LK|]}t|V dSr)rr)rargss rrz!interp_palette..s2AAd""$$AAAAAAr) rr to_rgba_arrayrarangerinterpastypeuint8rzip) rrnpalette rgba_arrayintegers fractionsrgbrs rinterp_paletterjsP(7||H!||BCCC1uuFGGGw''Jy""H Axz1--I )Xz!!!Q$'788??IIA )Xz!!!Q$'788??IIA )Xz!!!Q$'788??IIA )Xz!!!Q$'7885@A AAQ1aAAA A AArc,tt|S)an Generate a palette of colors from the Magma palette. The full Magma palette that serves as input for deriving new palettes has 256 colors, and looks like: :bokeh-palette:`magma(256)` Args: n (int) : size of the palette to generate Returns: seq[str] : a sequence of hex RGB color strings Raises: ValueError if n is greater than the base palette length of 256 Examples: .. code-block:: python >>> magma(6) ('#000003', '#3B0F6F', '#8C2980', '#DD4968', '#FD9F6C', '#FBFCBF') The resulting palette looks like: :bokeh-palette:`magma(6)` )rMagma256rs rmagmar!s6 (A & &&rc,tt|S)ax Generate a palette of colors from the Inferno palette. The full Inferno palette that serves as input for deriving new palettes has 256 colors, and looks like: :bokeh-palette:`inferno(256)` Args: n (int) : size of the palette to generate Returns: seq[str] : a sequence of hex RGB color strings Raises: ValueError if n is greater than the base palette length of 256 Examples: .. code-block:: python >>> inferno(6) ('#000003', '#410967', '#932567', '#DC5039', '#FBA40A', '#FCFEA4') The resulting palette looks like: :bokeh-palette:`inferno(6)` )r Inferno256r s rinfernor$6 *a ( ((rc,tt|S)as Generate a palette of colors from the Plasma palette. The full Plasma palette that serves as input for deriving new palettes has 256 colors, and looks like: :bokeh-palette:`plasma(256)` Args: n (int) : size of the palette to generate Returns: seq[str] : a sequence of hex RGB color strings Raises: ValueError if n is greater than the base palette length of 256 Examples: .. code-block:: python >>> plasma(6) ('#0C0786', '#6A00A7', '#B02A8F', '#E06461', '#FCA635', '#EFF821') The resulting palette looks like: :bokeh-palette:`plasma(6)` )r Plasma256r s rplasmar(s6 )Q ' ''rc,tt|S)ax Generate a palette of colors from the Viridis palette. The full Viridis palette that serves as input for deriving new palettes has 256 colors, and looks like: :bokeh-palette:`viridis(256)` Args: n (int) : size of the palette to generate Returns: seq[str] : a sequence of hex RGB color strings Raises: ValueError if n is greater than the base palette length of 256 Examples: .. code-block:: python >>> viridis(6) ('#440154', '#404387', '#29788E', '#22A784', '#79D151', '#FDE724') The resulting palette looks like: :bokeh-palette:`viridis(6)` )r Viridis256r s rviridisr+r%rc,tt|S)ax Generate a palette of colors from the Cividis palette. The full Cividis palette that serves as input for deriving new palettes has 256 colors, and looks like: :bokeh-palette:`cividis(256)` Args: n (int) : size of the palette to generate Returns: seq[str] : a sequence of hex RGB color strings Raises: ValueError if n is greater than the base palette length of 256 Examples: .. code-block:: python >>> cividis(6) ('#00204C', '#31446B', '#666870', '#958F78', '#CAB969', '#FFE945') The resulting palette looks like: :bokeh-palette:`cividis(6)` )r Cividis256r s rcividisr.r%rc,tt|S)a Generate a palette of colors from the Turbo palette. Turbo is described here: https://ai.googleblog.com/2019/08/turbo-improved-rainbow-colormap-for.html The full Turbo palette that serves as input for deriving new palettes has 256 colors, and looks like: :bokeh-palette:`turbo(256)` Args: n (int) : size of the palette to generate Returns: seq[str] : a sequence of hex RGB color strings Raises: ValueError if n is greater than the base palette length of 256 Examples: .. code-block:: python >>> turbo(6) ('#00204C', '#31446B', '#666870', '#958F78', '#CAB969', '#FFE945') The resulting palette looks like: :bokeh-palette:`turbo(6)` )rTurbo256r s rturbor1 s> (A & &&rc,tt|S)a Generate a palette of colors from the Greys palette. The full Greys palette that serves as input for deriving new palettes has 256 colors, and looks like: :bokeh-palette:`grey(256)` Args: n (int) : size of the palette to generate Returns: seq[str] : a sequence of hex RGB color strings Raises: ValueError if n is greater than the base palette length of 256 Examples: .. code-block:: python >>> grey(6) ('#000000', '#333333', '#666666', '#999999', '#cccccc', '#ffffff') The resulting palette looks like: :bokeh-palette:`gray(6)` .. note:: This function also has the alternate spelling ``gray`` rGreys256r s rgreyr5A< (A & &&rc,tt|S)a Generate a palette of colors or from the Greys palette. The full Greys palette that serves as input for deriving new palettes has 256 colors, and looks like: :bokeh-palette:`grey(256)` Args: n (int) : size of the palette to generate Returns: seq[str] : a sequence of hex RGB color strings Raises: ValueError if n is greater than the base palette length of 256 Examples: .. code-block:: python >>> gray(6) ('#000000', '#333333', '#666666', '#999999', '#cccccc', '#ffffff') The resulting palette looks like: :bokeh-palette:`grey(6)` .. note:: This function also has the alternate spelling ``grey`` r3r s rgrayr8ar6rnpt.NDArray[np.uint8]ctjt|dftj}t |D]9\}}t j|}|j|j|j |j dzf||<:|S)z@ Convert palette to a numpy array of uint8 RGBA components. rj)dtyper) remptyrr enumeraterrrrrr)rrrrrs rrrsv3w<<+28<<rBs 3q6r)keyr_c<g|]}tt|zSr@)namer)rindexs r rHs#NNNEdSZZ'NNNr)rr rrrr )r) rr rr rrrrrr )Nrr) rrrrrrrrrr )rrrr )rr rr9(s__doc__ __future__rlogging getLogger__name__logrrrtypingrnumpyr colors.utilrr numpy.typingnpttyping_extensionsr rrr __annotations__dictrr r 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