iad.maths — histograms, geometry, regression
Project description
ialdev-maths
Numerical helpers for the iad toolbox, published as ialdev-maths and imported as iad.maths.
Use this package for histogram statistics, sampling, geometry primitives, plane fitting, and regression helpers used by image/data workflows.
Install
pip install ialdev-maths
Requires Python >=3.10.
Highlights
- Histogram tools:
Sampler,StatGather,StatGather2D,Hist2D, and equal-bin statistics. - Geometry primitives:
Vec2d,Rect,Pose, ranges, and region checks. - Plane utilities: plane fitting, axis IDs, and 3D plane representation.
- Regression helpers, including robust linear regression and an SVD plane estimator.
Examples
from iad.maths.geom.shapes import Rect, Vec2d
roi = Rect(Vec2d(10, 20), dim=Vec2d(100, 80))
inside = (25, 30) in roi
from iad.maths.hist import Sampler, equal_bins_stats
sampler = Sampler(low=0, high=1, bins=16)
stats = equal_bins_stats(values, sampler, stats=True)
from iad.maths.regress import robust_linear_regression
coef, intercept = robust_linear_regression(x, y)
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