ScatterplotLayer¶
Screenshot from Ookla example.
lonboard.ScatterplotLayer ¶
Bases: BaseArrowLayer
The ScatterplotLayer
renders circles at given coordinates.
Example:
From GeoPandas:
import geopandas as gpd
from lonboard import Map, ScatterplotLayer
# A GeoDataFrame with Point or MultiPoint geometries
gdf = gpd.GeoDataFrame()
layer = ScatterplotLayer.from_geopandas(
gdf,
get_fill_color=[255, 0, 0],
)
m = Map(layer)
From geoarrow-rust:
from geoarrow.rust.core import read_parquet
from lonboard import Map, ScatterplotLayer
# Example: A GeoParquet file with Point or MultiPoint geometries
table = read_parquet("path/to/file.parquet")
layer = ScatterplotLayer(
table=table,
get_fill_color=[255, 0, 0],
)
m = Map(layer)
antialiasing
class-attribute
instance-attribute
¶
antialiasing = tag(sync=True)
If True
, circles are rendered with smoothed edges. If False
, circles are
rendered with rough edges. Antialiasing can cause artifacts on edges of overlapping
circles.
- Type:
bool
, optional - Default:
True
auto_highlight
class-attribute
instance-attribute
¶
auto_highlight = tag(sync=True)
When true, the current object pointed to by the mouse pointer (when hovered over) is
highlighted with highlightColor
.
Requires pickable
to be True
.
- Type:
bool
- Default:
False
billboard
class-attribute
instance-attribute
¶
billboard = tag(sync=True)
If True
, rendered circles always face the camera. If False
circles face up (i.e.
are parallel with the ground plane).
- Type:
bool
, optional - Default:
False
extensions
class-attribute
instance-attribute
¶
extensions = tag(sync=True, **widget_serialization)
A list of layer extension objects to add additional features to a layer.
filled
class-attribute
instance-attribute
¶
filled = tag(sync=True)
Draw the filled area of points.
- Type:
bool
, optional - Default:
True
get_fill_color
class-attribute
instance-attribute
¶
get_fill_color = ColorAccessor(None, allow_none=True)
The filled color of each object in the format of [r, g, b, [a]]
. Each channel is a
number between 0-255 and a
is 255 if not supplied.
- Type: ColorAccessor, optional
- If a single
list
ortuple
is provided, it is used as the filled color for all objects. - If a numpy or pyarrow array is provided, each value in the array will be used as the filled color for the object at the same row index.
- If a single
- Default:
[0, 0, 0, 255]
.
get_line_color
class-attribute
instance-attribute
¶
get_line_color = ColorAccessor(None, allow_none=True)
The outline color of each object in the format of [r, g, b, [a]]
. Each channel is
a number between 0-255 and a
is 255 if not supplied.
- Type: ColorAccessor, optional
- If a single
list
ortuple
is provided, it is used as the outline color for all objects. - If a numpy or pyarrow array is provided, each value in the array will be used as the outline color for the object at the same row index.
- If a single
- Default:
[0, 0, 0, 255]
.
get_line_width
class-attribute
instance-attribute
¶
get_line_width = FloatAccessor(None, allow_none=True)
The width of the outline of each object, in units specified by line_width_units
(default 'meters'
).
- Type: FloatAccessor, optional
- If a number is provided, it is used as the outline width for all objects.
- If an array is provided, each value in the array will be used as the outline width for the object at the same row index.
- Default:
1
.
get_radius
class-attribute
instance-attribute
¶
get_radius = FloatAccessor(None, allow_none=True)
The radius of each object, in units specified by radius_units
(default
'meters'
).
- Type: FloatAccessor, optional
- If a number is provided, it is used as the radius for all objects.
- If an array is provided, each value in the array will be used as the radius for the object at the same row index.
- Default:
1
.
highlight_color
class-attribute
instance-attribute
¶
highlight_color = VariableLengthTuple(
Int(), default_value=None, minlen=3, maxlen=4
)
RGBA color to blend with the highlighted object (the hovered over object if
auto_highlight=true
). When the value is a 3 component (RGB) array, a default alpha
of 255 is applied.
- Type: List or Tuple of integers
- Default:
[0, 0, 128, 128]
line_width_max_pixels
class-attribute
instance-attribute
¶
line_width_max_pixels = tag(sync=True)
The maximum line width in pixels. This can be used to prevent the stroke from getting too thick when zoomed in.
- Type:
float
, optional - Default:
None
line_width_min_pixels
class-attribute
instance-attribute
¶
line_width_min_pixels = tag(sync=True)
The minimum line width in pixels. This can be used to prevent the stroke from getting too thin when zoomed out.
- Type:
float
, optional - Default:
0
line_width_scale
class-attribute
instance-attribute
¶
line_width_scale = tag(sync=True)
A global line width multiplier for all points.
- Type:
float
, optional - Default:
1
line_width_units
class-attribute
instance-attribute
¶
line_width_units = tag(sync=True)
The units of the line width, one of 'meters'
, 'common'
, and 'pixels'
. See
unit
system.
- Type:
str
, optional - Default:
'meters'
opacity
class-attribute
instance-attribute
¶
opacity = tag(sync=True)
The opacity of the layer.
- Type:
float
. Must range between 0 and 1. - Default:
1
pickable
class-attribute
instance-attribute
¶
pickable = tag(sync=True)
Whether the layer responds to mouse pointer picking events.
This must be set to True
for tooltips and other interactive elements to be
available. This can also be used to only allow picking on specific layers within a
map instance.
Note that picking has some performance overhead in rendering. To get the absolute
best rendering performance with large data (at the cost of removing interactivity),
set this to False
.
- Type:
bool
- Default:
True
radius_max_pixels
class-attribute
instance-attribute
¶
radius_max_pixels = tag(sync=True)
The maximum radius in pixels. This can be used to prevent the circle from getting too big when zoomed in.
- Type:
float
, optional - Default:
None
radius_min_pixels
class-attribute
instance-attribute
¶
radius_min_pixels = tag(sync=True)
The minimum radius in pixels. This can be used to prevent the circle from getting too small when zoomed out.
- Type:
float
, optional - Default:
0
radius_scale
class-attribute
instance-attribute
¶
radius_scale = tag(sync=True)
A global radius multiplier for all points.
- Type:
float
, optional - Default:
1
radius_units
class-attribute
instance-attribute
¶
radius_units = tag(sync=True)
The units of the radius, one of 'meters'
, 'common'
, and 'pixels'
. See unit
system.
- Type:
str
, optional - Default:
'meters'
selected_index
class-attribute
instance-attribute
¶
selected_index = tag(sync=True)
The positional index of the most-recently clicked on row of data.
You can use this to access the full row of data from a GeoDataFrame
gdf.iloc[layer.selected_index]
Setting a value here from Python will do nothing. This attribute only exists to be
updated from JavaScript on a map click. Note that pickable
must be True
(the
default) on this layer for the JavaScript onClick
handler to work; if pickable
is set to False
, selected_index
will never update.
Note that you can use observe
to call a function whenever a new value is received
from JavaScript. Refer
here
for an example.
stroked
class-attribute
instance-attribute
¶
stroked = tag(sync=True)
Draw the outline of points.
- Type:
bool
, optional - Default:
False
table
class-attribute
instance-attribute
¶
table = ArrowTableTrait(allowed_geometry_types={POINT, MULTIPOINT})
A GeoArrow table with a Point or MultiPoint column.
This is the fastest way to plot data from an existing GeoArrow source, such as geoarrow-rust or geoarrow-pyarrow.
If you have a GeoPandas GeoDataFrame
, use
from_geopandas
instead.
visible
class-attribute
instance-attribute
¶
visible = tag(sync=True)
Whether the layer is visible.
Under most circumstances, using the visible
attribute to control the visibility of
layers is recommended over removing/adding the layer from the Map.layers
list.
In particular, toggling the visible
attribute will persist the layer on the
JavaScript side, while removing/adding the layer from the Map.layers
list will
re-download and re-render from scratch.
- Type:
bool
- Default:
True
from_duckdb
classmethod
¶
from_duckdb(
sql: Union[str, DuckDBPyRelation],
con: Optional[DuckDBPyConnection] = None,
*,
crs: Optional[Union[str, CRS]] = None,
**kwargs: Unpack[ScatterplotLayerKwargs]
) -> Self
Construct a Layer from a duckdb-spatial query.
DuckDB Spatial does not currently expose coordinate reference system
information, so the user must ensure that data has been reprojected to
EPSG:4326 or pass in the existing CRS of the data in the crs
keyword
parameter.
Parameters:
-
sql
(Union[str, DuckDBPyRelation]
) –The SQL input to visualize. This can either be a string containing a SQL query or the output of the duckdb
sql
function. -
con
(Optional[DuckDBPyConnection]
, default:None
) –The current DuckDB connection. This is required when passing a
str
to thesql
parameter or when using a non-global DuckDB connection. Defaults to None.
Other Parameters:
-
crs
(Optional[Union[str, CRS]]
) –The CRS of the input data. This can either be a string passed to
pyproj.CRS.from_user_input
or apyproj.CRS
object. Defaults to None.
Returns:
-
Self
–A Layer with the initialized data.
from_geopandas
classmethod
¶
from_geopandas(
gdf: GeoDataFrame,
*,
auto_downcast: bool = True,
**kwargs: Unpack[ScatterplotLayerKwargs]
) -> Self
Construct a Layer from a geopandas GeoDataFrame.
The GeoDataFrame will be reprojected to EPSG:4326 if it is not already in that coordinate system.
Parameters:
-
gdf
(GeoDataFrame
) –The GeoDataFrame to set on the layer.
Other Parameters:
-
auto_downcast
(bool
) –If
True
, automatically downcast to smaller-size data types if possible without loss of precision. This calls pandas.DataFrame.convert_dtypes and pandas.to_numeric under the hood.
Returns:
-
Self
–A Layer with the initialized data.