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Visualization components for the Morpheus data science library
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package com.zavtech.morpheus.viz.util;
import java.text.DecimalFormat;
import java.time.LocalTime;
import java.util.ArrayList;
import java.util.Iterator;
import java.util.List;
/**
* Reference:
* [1] An Extension of Wilkinson's Algorithm for positioning Tick Labels on Axes
* (Justin Talbot, Sharon Lin, Pat Hanrahan)
* Ahmet Engin Karahan
*/
public class XWilkinson {
private XWilkinson(double[] Q, double base, double[] w, double eps) {
this.w = w;
this.Q = Q;
this.base = base;
this.eps = eps;
}
private XWilkinson(double[] Q, double base) {
this(Q, base, new double[] {0.25, 0.2, 0.5, 0.05}, 1e-10);
}
public static XWilkinson of(double[] Q, double base) {
return new XWilkinson(Q, base);
}
public static XWilkinson base10() {
return XWilkinson.of(new double[] {1, 5, 2, 2.5, 4, 3}, 10);
}
public static XWilkinson base2() {
return XWilkinson.of(new double[] {1}, 2);
}
public static XWilkinson base16() {
return XWilkinson.of(new double[] {1, 2, 4, 8}, 16);
}
//- Factory methods that may be useful for time-axis implementations
public static XWilkinson forSeconds() {
return XWilkinson.of(new double[] {1, 2, 3, 5, 10, 15, 20, 30}, 60);
}
public static XWilkinson forMinutes() {
return XWilkinson.of(new double[] {1, 2, 3, 5, 10, 15, 20, 30}, 60);
}
public static XWilkinson forHours24() {
return XWilkinson.of(new double[] {1, 2, 3, 4, 6, 8, 12}, 24);
}
public static XWilkinson forHours12() {
return XWilkinson.of(new double[] {1, 2, 3, 4, 6}, 12);
}
public static XWilkinson forDays() {
return XWilkinson.of(new double[] {1, 2}, 7);
}
public static XWilkinson forWeeks() {
return XWilkinson.of(new double[] {1, 2, 4, 13, 26}, 52);
}
public static XWilkinson forMonths() {
return XWilkinson.of(new double[] {1, 2, 3, 4, 6}, 12);
}
public static XWilkinson forYears() {
return XWilkinson.of(new double[] {1, 2, 5}, 10);
}
// Loose flag
public boolean loose = false;
// scale-goodness weights for simplicity, coverage, density, legibility
final private double w[];
// calculation of scale-goodness
private double w(double s, double c, double d, double l) {
return w[0] * s + w[1] * c + w[2] * d + w[3] * l;
}
// Initial step sizes which we use as seed of generator
final private double[] Q;
// Number base used to calculate logarithms
final private double base;
private double logB(double a) {
return Math.log(a) / Math.log(base);
}
/*
* a mod b for float numbers (reminder of a/b)
*/
private double flooredMod(double a, double n) {
return a - n * Math.floor(a / n);
}
// can be injected via c'tor depending on your application, default is 1e-10
final private double eps;
private double v(double min, double max, double step) {
return (flooredMod(min, step) < eps && min <= 0 && max >= 0) ? 1 : 0;
}
private double simplicity(int i, int j, double min, double max, double step) {
if (Q.length > 1) {
return 1 - (double) i / (Q.length - 1) - j + v(min, max, step);
} else {
return 1 - j + v(min, max, step);
}
}
private double simplicity_max(int i, int j) {
if (Q.length > 1) {
return 1 - (double) i / (Q.length - 1) - j + 1.0;
} else {
return 1 - j + 1.0;
}
}
private double coverage(double dmin, double dmax, double lmin, double lmax) {
double a = dmax - lmax;
double b = dmin - lmin;
double c = 0.1 * (dmax - dmin);
return 1 - 0.5 * ((a * a + b * b) / (c * c));
}
private double coverage_max(double dmin, double dmax, double span) {
double range = dmax - dmin;
if (span > range) {
double half = (span - range) / 2;
double r = 0.1 * range;
return 1 - half * half / (r * r);
} else {
return 1.0;
}
}
/*
*
* @param k number of labels
* @param m number of desired labels
* @param dmin data range minimum
* @param dmax data range maximum
* @param lmin label range minimum
* @param lmax label range maximum
* @return density
*
* k-1 number of intervals between labels
* m-1 number of intervals between desired number of labels
* r label interval length/label range
* rt desired label interval length/actual range
*/
private double density(int k, int m, double dmin, double dmax, double lmin, double lmax) {
double r = (k - 1) / (lmax - lmin);
double rt = (m - 1) / (Math.max(lmax, dmax) - Math.min(lmin, dmin));
return 2 - Math.max(r / rt, rt / r); // return 1-Math.max(r/rt, rt/r); (paper is wrong)
}
private double density_max(int k, int m) {
if (k >= m) {
return 2 - (k - 1) / (m - 1); // return 2-(k-1)/(m-1); (paper is wrong)
} else {
return 1;
}
}
private double legibility(double min, double max, double step) {
return 1; // Maybe later more...
}
public class Label implements Iterable {
private double min, max, step, score;
@Override
public String toString() {
DecimalFormat df = new DecimalFormat("00.00");
String s = "(Score: " + df.format(score) + ") ";
for (double x = min; x <= max; x = x + step) {
s += df.format(x) + "\t";
}
return s;
}
@Override
public Iterator iterator() {
return getList().iterator();
}
public List getList() {
List list = new ArrayList<>();
for (double i = min; i <= max; i += step) {
list.add(i);
}
return list;
}
public double getMin() {
return min;
}
public double getMax() {
return max;
}
public double getStep() {
return step;
}
public double getScore() {
return score;
}
}
/**
*
* @param dmin data range min
* @param dmax data range max
* @param m desired number of labels
*
* @return XWilkinson.Label
*/
public Label search(double dmin, double dmax, int m) {
Label best = new Label();
double bestScore = -2;
double sm, dm, cm, delta;
int j = 1;
main_loop:
while (j < Integer.MAX_VALUE) {
for (int _i = 0; _i < Q.length; _i++) {
int i = _i + 1;
double q = Q[_i];
sm = simplicity_max(i, j);
if (w(sm, 1, 1, 1) < bestScore) {
break main_loop;
}
int k = 2;
while (k < Integer.MAX_VALUE) {
dm = density_max(k, m);
if (w(sm, 1, dm, 1) < bestScore) {
break;
}
delta = (dmax - dmin) / (k + 1) / (j * q);
int z = (int) Math.ceil(logB(delta));
while (z < Integer.MAX_VALUE) {
double step = j * q * Math.pow(base, z);
cm = coverage_max(dmin, dmax, step * (k - 1));
if (w(sm, cm, dm, 1) < bestScore) {
break;
}
int min_start = (int) (Math.floor(dmax / step - (k - 1)) * j);
int max_start = (int) (Math.ceil(dmin / step)) * j;
for (int start = min_start; start <= max_start; start++) {
double lmin = start * step / j;
double lmax = lmin + step * (k - 1);
double c = coverage(dmin, dmax, lmin, lmax);
double s = simplicity(i, j, lmin, lmax, step);
double d = density(k, m, dmin, dmax, lmin, lmax);
double l = legibility(lmin, lmax, step);
double score = w(s, c, d, l);
// later legibility logic can be implemented hier
if (score > bestScore && (!loose || (lmin <= dmin && lmax >= dmax))) {
best.min = lmin;
best.max = lmax;
best.step = step;
best.score = score;
bestScore = score;
}
}
z = z + 1;
}
k = k + 1;
}
}
j = j + 1;
}
return best;
}
// Demo for usage
public static void main(String[] args) {
XWilkinson x = XWilkinson.base10();
// First examples taken from the paper pg 6, Fig 4
x.loose = true;
System.out.println(x.search(-98.0, 18.0, 3).toString());
x.loose = false;
System.out.println(x.search(-98.0, 18.0, 3).toString());
System.out.println();
x.loose = true;
System.out.println(x.search(-1.0, 200.0, 3).toString());
x.loose = false;
System.out.println(x.search(-1.0, 200.0, 3).toString());
System.out.println();
x.loose = true;
System.out.println(x.search(119.0, 178.0, 3).toString());
x.loose = false;
System.out.println(x.search(119.0, 178.0, 3).toString());
System.out.println();
x.loose = true;
System.out.println(x.search(-31.0, 27.0, 4).toString());
x.loose = false;
System.out.println(x.search(-31.0, 27.0, 3).toString());
System.out.println();
x.loose = true;
System.out.println(x.search(-55.45, -49.99, 2).toString());
x.loose = false;
System.out.println(x.search(-55.45, -49.99, 3).toString());
System.out.println();
x.loose = false;
System.out.println(x.search(0, 100, 2).toString());
System.out.println(x.search(0, 100, 3).toString());
System.out.println(x.search(0, 100, 4).toString());
System.out.println(x.search(0, 100, 5).toString());
System.out.println(x.search(0, 100, 6).toString());
System.out.println(x.search(0, 100, 7).toString());
System.out.println(x.search(0, 100, 8).toString());
System.out.println(x.search(0, 100, 9).toString());
System.out.println(x.search(0, 100, 10).toString());
System.out.println("Some additional tests: Testing with base2");
x = XWilkinson.base2();
System.out.println(x.search(0, 32, 8).toString());
System.out.println("Quick experiment with minutes: Check the logic");
x = XWilkinson.forMinutes();
System.out.println(x.search(0, 240, 16));
System.out.println(x.search(0, 240, 9));
System.out.println("Quick experiment with minutes: Convert values to HH:mm");
LocalTime start = LocalTime.now();
LocalTime end = start.plusMinutes(245); // add 4 hrs 5 mins (245 mins) to the start
int dmin = start.toSecondOfDay() / 60;
int dmax = end.toSecondOfDay() / 60;
if (dmin > dmax) {
// if adding 4 hrs exceeds the midnight simply swap the values this is just an
// example...
int swap = dmin;
dmin = dmax;
dmax = swap;
}
System.out.println("dmin: " + dmin + " dmax: " + dmax);
XWilkinson.Label labels = x.search(dmin, dmax, 15);
System.out.println("labels");
for (double time = labels.getMin(); time < labels.getMax(); time += labels.getStep()) {
LocalTime lt = LocalTime.ofSecondOfDay(Double.valueOf(time).intValue() * 60);
System.out.println(lt);
}
}
}