Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Logit scale #280

Open
wants to merge 1 commit into
base: main
Choose a base branch
from
Open
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Jump to
Jump to file
Failed to load files.
Diff view
Diff view
4 changes: 4 additions & 0 deletions src/index.js
Expand Up @@ -15,6 +15,10 @@ export {
default as scaleLog
} from "./log.js";

export {
default as scaleLogit
} from "./logit.js"

export {
default as scaleSymlog
} from "./symlog.js";
Expand Down
131 changes: 131 additions & 0 deletions src/logit.js
@@ -0,0 +1,131 @@
import { copy, transformer } from "./continuous.js";
import { initRange } from "./init.js";
import tickFormat from "./tickFormat.js";
import nice from "./nice.js";

export const logitScaleDefDomain = [0.001, 0.999];

export const mirrorNumber = (n) => {
const mirrored = 1 - n;
const s1 = n.toString().split(".")[1];
const s2 = mirrored.toString().split(".")[1];
if (s1 && s2) {
if (s1.length == s2.length) return mirrored;
return parseFloat(mirrored.toPrecision(s1.length));
}
return mirrored;
};

export const getTick = (i, k = 1) => {
if (k >= 5 && (i == 1 || i == -1)) return null;
if (i < 0) return parseFloat(k + "e" + i);
else return mirrorNumber(parseFloat(k + "e" + -i));
};

export const guessDecade = (number) => {
if (number < 0.5) {
return Math.floor(Math.log10(number));
} else {
const approximated = Math.floor(Math.log10(1 - number));
if (number <= mirrorNumber("1e" + (approximated + 1)))
return -(approximated + 1);
return -approximated;
}
};

function transformLogit(x) {
return Math.log(x / (1 - x));
}

function transformLogistic(x) {
return 1 / (1 + Math.pow(Math.E, -x));
}

function pow10(x) {
return isFinite(x) ? +("1e" + x) : x < 0 ? 0 : x;
}

function logitish(transform) {
const scale = transform(transformLogit, transformLogistic);
const domain = scale.domain;

scale.ticks = (count = 10) => {
const d = domain(),
a = d[0],
b = d[d.length - 1];

if (a <= 0 || a >= 1 || b >= 1 || b <= 0)
return [pow10(-1), 0.5, 1 - pow10(-1)];

let lowExp = guessDecade(a);
let highExp = guessDecade(b);

const detailLevel = count / Math.abs(lowExp - highExp);
const intermediateTicks = [1, 5, 2, 3, 7];

const vals = [];

if (a < 0.5 && b > 0.5) vals.push(0.5);

for (let i = lowExp; i < highExp + 1; i++) {
if (i == 0) continue;
if (detailLevel > 0.5) {
for (let j = 0; j < detailLevel && j < intermediateTicks.length; j++) {
if (i == lowExp && lowExp > 0 && j != 0) continue;
const tick = getTick(i, intermediateTicks[j]);
if (!tick || tick < a) continue;
if (tick > b) continue;
vals.push(tick);
}
} else if (
i == lowExp ||
i == highExp ||
(detailLevel > 0.25 && i % 2 == 0) ||
(detailLevel > 0.1 && i % 4 == 0) ||
i % 8 == 0
) {
vals.push(getTick(i, 1));
}
}

return vals.sort((a, b) => a - b);
};

scale.tickFormat = function (count, specifier) {
var d = domain();
if (specifier)
return tickFormat(
d[0],
d[d.length - 1],
count == null ? 10 : count,
specifier
);
return (n) => {
if (n >= 0.01 && n <= 0.99) return n.toFixed(2);
else if (n > 0.5) return "1-" + (1 - n).toExponential(0);
return n.toExponential(0);
};
};

scale.nice = () => {
return domain(
nice(domain(), {
floor: (x) => pow10(Math.floor(Math.log10(x))),
ceil: (x) => 1 - pow10(Math.floor(Math.log10(1 - x))),
})
);
};

return scale;
}

export default function logit() {
const scale = logitish(transformer()).domain(logitScaleDefDomain);

scale.copy = function () {
return copy(scale, logit());
};

initRange.apply(scale, arguments);
return scale;
}