bokeh.models.mappers¶
Models for mapping values from one range or space to another in the client.
Mappers (as opposed to scales) are not presumed to be invertible.
-
class
Mapper
(**kwargs)[source]¶ Bases:
bokeh.models.transforms.Transform
Base class for mappers.
Note
This is an abstract base class used to help organize the hierarchy of Bokeh model types. It is not useful to instantiate on its own.
-
class
ColorMapper
(palette=None, **kwargs)[source]¶ Bases:
bokeh.models.mappers.Mapper
Base class for color mapper types.
Note
This is an abstract base class used to help organize the hierarchy of Bokeh model types. It is not useful to instantiate on its own.
-
nan_color
¶ property type:
Color
Color to be used if data is NaN or otherwise not mappable. (Default: ‘gray’)
-
palette
¶ -
A sequence of colors to use as the target palette for mapping.
This property can also be set as a
String
, to the name of any of the palettes shown in bokeh.palettes.
-
-
class
CategoricalMapper
(**kwargs)[source]¶ Bases:
bokeh.models.mappers.Mapper
Base class for mappers that map categorical factors to other values.
Note
This is an abstract base class used to help organize the hierarchy of Bokeh model types. It is not useful to instantiate on its own.
-
end
¶ property type:
Int
A start index to “slice” data factors with before mapping.
For example, if the data to color map consists of 2-level factors such as
["2016", "sales"]
and["2017", "marketing"]
, then settingend=1
will perform color mapping only based on the first sub-factor (i.e. in this case based on the year"2016"
or"2017"
)If
None
then all sub-factors fromstart
to the end of the factor will be used for color mapping.
-
factors
¶ property type:
Either
(Seq
(String
),Seq
(Tuple
(String
,String
) ),Seq
(Tuple
(String
,String
,String
) ) )A sequence of factors / categories that map to the some target range. For example the following color mapper:
mapper = CategoricalColorMapper(palette=["red", "blue"], factors=["foo", "bar"])
will map the factor
"foo"
to red and the factor"bar"
to blue.
-
start
¶ property type:
Int
A start index to “slice” data factors with before mapping.
For example, if the data to color map consists of 2-level factors such as
["2016", "sales"]
and["2016", "marketing"]
, then settingstart=1
will perform color mapping only based on the second sub-factor (i.e. in this case based on the department"sales"
or"marketing"
)
-
-
class
CategoricalColorMapper
(**kwargs)[source]¶ Bases:
bokeh.models.mappers.CategoricalMapper
,bokeh.models.mappers.ColorMapper
Map categorical factors to colors.
Values that are passed to this mapper that are not in the factors list will be mapped to
nan_color
.
-
class
CategoricalMarkerMapper
(**kwargs)[source]¶ Bases:
bokeh.models.mappers.CategoricalMapper
Map categorical factors to marker types.
Values that are passed to this mapper that are not in the factors list will be mapped to
default_value
.Note
This mappers is primarily only useful with the
Scatter
marker glyph that be parameterized by marker type.-
default_value
¶ property type:
MarkerType
(MarkerType
)A marker type to use in case an unrecognized factor is passed in to be mapped.
-
markers
¶ property type:
Seq
(MarkerType
(MarkerType
) )A sequence of marker types to use as the target for mapping.
-
-
class
ContinuousColorMapper
(palette=None, **kwargs)[source]¶ Bases:
bokeh.models.mappers.ColorMapper
Base class for continuous color mapper types.
Note
This is an abstract base class used to help organize the hierarchy of Bokeh model types. It is not useful to instantiate on its own.
-
high
¶ property type:
Float
The maximum value of the range to map into the palette. Values above this are clamped to
high
.
-
high_color
¶ property type:
Color
Color to be used if data is higher than
high
value. If None, values higher thanhigh
are mapped to the last color in the palette.
-
-
class
LinearColorMapper
(palette=None, **kwargs)[source]¶ Bases:
bokeh.models.mappers.ContinuousColorMapper
Map numbers in a range [low, high] linearly into a sequence of colors (a palette).
For example, if the range is [0, 99] and the palette is
['red', 'green', 'blue']
, the values would be mapped as follows:x < 0 : 'red' # values < low are clamped 0 >= x < 33 : 'red' 33 >= x < 66 : 'green' 66 >= x < 99 : 'blue' 99 >= x : 'blue' # values > high are clamped
-
class
LogColorMapper
(palette=None, **kwargs)[source]¶ Bases:
bokeh.models.mappers.ContinuousColorMapper
Map numbers in a range [low, high] into a sequence of colors (a palette) on a natural logarithm scale.
For example, if the range is [0, 25] and the palette is
['red', 'green', 'blue']
, the values would be mapped as follows:x < 0 : 'red' # values < low are clamped 0 >= x < 2.72 : 'red' # math.e ** 1 2.72 >= x < 7.39 : 'green' # math.e ** 2 7.39 >= x < 20.09 : 'blue' # math.e ** 3 20.09 >= x : 'blue' # values > high are clamped
Warning
The
LogColorMapper
only works for images with scalar values that are non-negative.