smile.plot.vega.LoessTransform Maven / Gradle / Ivy
The newest version!
/*
* Copyright (c) 2010-2021 Haifeng Li. All rights reserved.
*
* Smile is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* Smile is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with Smile. If not, see .
*/
package smile.plot.vega;
import com.fasterxml.jackson.databind.node.ArrayNode;
import com.fasterxml.jackson.databind.node.ObjectNode;
/**
* The loess transform (for locally-estimated scatterplot smoothing) uses
* locally-estimated regression to produce a trend line. Loess performs
* a sequence of local weighted regressions over a sliding window of
* nearest-neighbor points. For standard parametric regression options,
* see the regression transform.
*
* @author Haifeng Li
*/
public class LoessTransform {
/** VegaLite's Loess definition object. */
final ObjectNode spec;
/**
* Hides the constructor so that users cannot create the instances directly.
*/
LoessTransform(ObjectNode spec) {
this.spec = spec;
}
@Override
public String toString() {
return spec.toString();
}
/**
* Returns the specification in pretty print.
* @return the specification in pretty print.
*/
public String toPrettyString() {
return spec.toPrettyString();
}
/**
* Sets a bandwidth parameter in the range [0, 1] that determines
* the amount of smoothing.
*
* @param width the bandwidth parameter in [0, 1].
* @return this object.
*/
public LoessTransform bandwidth(double width) {
spec.put("bandwidth", width);
return this;
}
/**
* Sets the data fields to group by. If not specified, a single group
* containing all data objects will be used.
*
* @param fields The data fields to group by. If not specified,
* a single group containing all data objects will be used.
* @return this object.
*/
public LoessTransform groupby(String... fields) {
ArrayNode node = spec.putArray("groupby");
for (var field : fields) {
node.add(field);
}
return this;
}
/**
* Sets the output field names for the smoothed points generated
* by the loess transform.
*
* @param fields The output field names for the smoothed points
* generated by the loess transform.
* @return this object.
*/
public LoessTransform as(String... fields) {
ArrayNode node = spec.putArray("as");
for (var field : fields) {
node.add(field);
}
return this;
}
}