StackGenVis: Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics
https://doi.org/10.1109/TVCG.2020.3030352
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readme.md
regl-splom
Matrix of scatter plots. A wrapper over regl-scatter2d for optimized intersected data rendering.
- minimal GPU memory footprint: N vs N*N in direct regl-scatter2d passes case.
- optimized performance due to binary trees for 1d point clustering, opposed to default 2d quad clustering.
Usage
let regl = require('regl')({extensions: 'oes_element_index_uint'})
let createMatrix = require('regl-splom')
let scatterMatrix = createMatrix(regl)
// pass data and views to display
scatterMatrix.update(
{ data: [[], [], ...], ranges, domains, viewport, size, color, border },
{ data: [[], [], ...], ranges, domains, viewport, size, color, border }
)
// draw views by ids
scatterMatrix.draw(0, 1, ...views)
API
splom = createSplom(regl)
Creates scatter matrix instance.
splom.update(trace1, trace2, ...traces)
Define passes for draw
method. Every trace can include the following options:
Option | Description |
---|---|
data |
An array with arrays for the columns. |
range |
Array with data ranges corresponding to data . Every range can be an array [min, max] or [minX, minY, maxX, maxY] . If undefined - detected automatically. |
domain |
Array with domains for the data, ie. the area data dimension holds within the viewport . Each domain can be an array [min, max] for symmetric placement or [minX, minY, maxX, maxY] for precise position. Domain values are from 0..1 interval, defining what area of the viewport a dimension holds. By default domains cover viewport evnely. |
padding |
Padding within domains (in px), or list of paddings per-domain. By default [0,0,0,0] . Can be a number, an array or any rectangle format. |
color , size , borderColor , borderSize , opacity |
Points style. |
marker |
Points marker. |
diagonal |
Show or hide diagonal. |
upper |
Show or hide upper half matrix. |
lower |
Show or hide lower half matrix. |
viewport |
Area that the plot holds within the canvas. Can take any rectangle format. |
splom.draw(...ids?|...points?)
Draw all defined passes, or only selected ones provided by ids
. Optionally define point indexes to render.
// draw 1 and 3 passes
splom.draw(1, 3)
// draw 1, 2 and 3 points from the first pass and 3 point from the second pass
splom.draw([1, 2, 3], [3])
splom.destroy()
Dispose renderer and all the associated resources
Related
License
© 2018 Dmitry Yv. MIT License
Development supported by plot.ly.