pyvista.fit_line_to_points

pyvista.fit_line_to_points#

fit_line_to_points(
points: MatrixLike[float],
*,
resolution: int = 1,
init_direction: VectorLike[float] | None = None,
return_meta: bool = False,
)[source]#

Fit a line to points using its principal_axes().

The line is automatically sized and oriented to fit the extents of the points.

Added in version 0.45.0.

Parameters:
pointsMatrixLike[float]

Size [N x 3] array of points to fit a line through.

resolutionint, default: 1

Number of pieces to divide the line into.

init_directionVectorLike[float], optional

Flip the direction of the line’s points such that it best aligns with this vector. Can be a vector or string specifying the axis by name (e.g. 'x' or '-x', etc.).

return_metabool, default: False

If True, also returns the length (magnitude) and direction of the line.

Returns:
pyvista.PolyData

Line mesh.

float

Line length if return_meta=True.

numpy.ndarray

Line direction (unit vector) if return_meta=True.

See also

fit_plane_to_points

Fit a plane using the first two principal axes of the points.

principal_axes

Compute axes vectors which best fit a set of points.

Examples

Download a point cloud. The points trace a path along topographical surface.

>>> import pyvista as pv
>>> from pyvista import examples
>>> mesh = examples.download_gpr_path()

Fit a line to the points and plot the result. The line of best fit is colored red.

>>> line = pv.fit_line_to_points(mesh.points)
>>> pl = pv.Plotter()
>>> _ = pl.add_mesh(mesh, color='black', line_width=10)
>>> _ = pl.add_mesh(line, color='red', line_width=5)
>>> pl.show()
../../../_images/pyvista-fit_line_to_points-1_00_00.png

Fit a line to a mesh and return the metadata.

>>> mesh = examples.download_human()
>>> line, length, direction = pv.fit_line_to_points(
...     mesh.points, return_meta=True
... )

Show the length of the line.

>>> length
167.6145387467733

Plot the line as an arrow to show its direction.

>>> arrow = pv.Arrow(
...     start=line.points[0],
...     direction=direction,
...     scale=length,
...     tip_length=0.2,
...     tip_radius=0.04,
...     shaft_radius=0.01,
... )
>>> pl = pv.Plotter()
>>> _ = pl.add_mesh(mesh, opacity=0.5)
>>> _ = pl.add_mesh(arrow, color='red')
>>> pl.show()
../../../_images/pyvista-fit_line_to_points-1_01_00.png

Set init_direction to the positive z-axis to flip the line’s direction.

>>> mesh = examples.download_human()
>>> line, length, direction = pv.fit_line_to_points(
...     mesh.points, init_direction='z', return_meta=True
... )

Plot the results again with an arrow.

>>> arrow = pv.Arrow(
...     start=line.points[0],
...     direction=direction,
...     scale=length,
...     tip_length=0.2,
...     tip_radius=0.04,
...     shaft_radius=0.01,
... )
>>> pl = pv.Plotter()
>>> _ = pl.add_mesh(mesh, opacity=0.5)
>>> _ = pl.add_mesh(arrow, color='red')
>>> pl.show()
../../../_images/pyvista-fit_line_to_points-1_02_00.png