// https://d3js.org/d3-array/ v3.2.2 Copyright 2010-2023 Mike Bostock
(function (global, factory) {
typeof exports === 'object' && typeof module !== 'undefined' ? factory(exports) :
typeof define === 'function' && define.amd ? define(['exports'], factory) :
(global = typeof globalThis !== 'undefined' ? globalThis : global || self, factory(global.d3 = global.d3 || {}));
})(this, (function (exports) { 'use strict';

function ascending(a, b) {
  return a == null || b == null ? NaN : a < b ? -1 : a > b ? 1 : a >= b ? 0 : NaN;
}

function descending(a, b) {
  return a == null || b == null ? NaN
    : b < a ? -1
    : b > a ? 1
    : b >= a ? 0
    : NaN;
}

function bisector(f) {
  let compare1, compare2, delta;

  // If an accessor is specified, promote it to a comparator. In this case we
  // can test whether the search value is (self-) comparable. We can’t do this
  // for a comparator (except for specific, known comparators) because we can’t
  // tell if the comparator is symmetric, and an asymmetric comparator can’t be
  // used to test whether a single value is comparable.
  if (f.length !== 2) {
    compare1 = ascending;
    compare2 = (d, x) => ascending(f(d), x);
    delta = (d, x) => f(d) - x;
  } else {
    compare1 = f === ascending || f === descending ? f : zero;
    compare2 = f;
    delta = f;
  }

  function left(a, x, lo = 0, hi = a.length) {
    if (lo < hi) {
      if (compare1(x, x) !== 0) return hi;
      do {
        const mid = (lo + hi) >>> 1;
        if (compare2(a[mid], x) < 0) lo = mid + 1;
        else hi = mid;
      } while (lo < hi);
    }
    return lo;
  }

  function right(a, x, lo = 0, hi = a.length) {
    if (lo < hi) {
      if (compare1(x, x) !== 0) return hi;
      do {
        const mid = (lo + hi) >>> 1;
        if (compare2(a[mid], x) <= 0) lo = mid + 1;
        else hi = mid;
      } while (lo < hi);
    }
    return lo;
  }

  function center(a, x, lo = 0, hi = a.length) {
    const i = left(a, x, lo, hi - 1);
    return i > lo && delta(a[i - 1], x) > -delta(a[i], x) ? i - 1 : i;
  }

  return {left, center, right};
}

function zero() {
  return 0;
}

function number(x) {
  return x === null ? NaN : +x;
}

function* numbers(values, valueof) {
  if (valueof === undefined) {
    for (let value of values) {
      if (value != null && (value = +value) >= value) {
        yield value;
      }
    }
  } else {
    let index = -1;
    for (let value of values) {
      if ((value = valueof(value, ++index, values)) != null && (value = +value) >= value) {
        yield value;
      }
    }
  }
}

const ascendingBisect = bisector(ascending);
const bisectRight = ascendingBisect.right;
const bisectLeft = ascendingBisect.left;
const bisectCenter = bisector(number).center;
var bisect = bisectRight;

function blur(values, r) {
  if (!((r = +r) >= 0)) throw new RangeError("invalid r");
  let length = values.length;
  if (!((length = Math.floor(length)) >= 0)) throw new RangeError("invalid length");
  if (!length || !r) return values;
  const blur = blurf(r);
  const temp = values.slice();
  blur(values, temp, 0, length, 1);
  blur(temp, values, 0, length, 1);
  blur(values, temp, 0, length, 1);
  return values;
}

const blur2 = Blur2(blurf);

const blurImage = Blur2(blurfImage);

function Blur2(blur) {
  return function(data, rx, ry = rx) {
    if (!((rx = +rx) >= 0)) throw new RangeError("invalid rx");
    if (!((ry = +ry) >= 0)) throw new RangeError("invalid ry");
    let {data: values, width, height} = data;
    if (!((width = Math.floor(width)) >= 0)) throw new RangeError("invalid width");
    if (!((height = Math.floor(height !== undefined ? height : values.length / width)) >= 0)) throw new RangeError("invalid height");
    if (!width || !height || (!rx && !ry)) return data;
    const blurx = rx && blur(rx);
    const blury = ry && blur(ry);
    const temp = values.slice();
    if (blurx && blury) {
      blurh(blurx, temp, values, width, height);
      blurh(blurx, values, temp, width, height);
      blurh(blurx, temp, values, width, height);
      blurv(blury, values, temp, width, height);
      blurv(blury, temp, values, width, height);
      blurv(blury, values, temp, width, height);
    } else if (blurx) {
      blurh(blurx, values, temp, width, height);
      blurh(blurx, temp, values, width, height);
      blurh(blurx, values, temp, width, height);
    } else if (blury) {
      blurv(blury, values, temp, width, height);
      blurv(blury, temp, values, width, height);
      blurv(blury, values, temp, width, height);
    }
    return data;
  };
}

function blurh(blur, T, S, w, h) {
  for (let y = 0, n = w * h; y < n;) {
    blur(T, S, y, y += w, 1);
  }
}

function blurv(blur, T, S, w, h) {
  for (let x = 0, n = w * h; x < w; ++x) {
    blur(T, S, x, x + n, w);
  }
}

function blurfImage(radius) {
  const blur = blurf(radius);
  return (T, S, start, stop, step) => {
    start <<= 2, stop <<= 2, step <<= 2;
    blur(T, S, start + 0, stop + 0, step);
    blur(T, S, start + 1, stop + 1, step);
    blur(T, S, start + 2, stop + 2, step);
    blur(T, S, start + 3, stop + 3, step);
  };
}

// Given a target array T, a source array S, sets each value T[i] to the average
// of {S[i - r], …, S[i], …, S[i + r]}, where r = ⌊radius⌋, start <= i < stop,
// for each i, i + step, i + 2 * step, etc., and where S[j] is clamped between
// S[start] (inclusive) and S[stop] (exclusive). If the given radius is not an
// integer, S[i - r - 1] and S[i + r + 1] are added to the sum, each weighted
// according to r - ⌊radius⌋.
function blurf(radius) {
  const radius0 = Math.floor(radius);
  if (radius0 === radius) return bluri(radius);
  const t = radius - radius0;
  const w = 2 * radius + 1;
  return (T, S, start, stop, step) => { // stop must be aligned!
    if (!((stop -= step) >= start)) return; // inclusive stop
    let sum = radius0 * S[start];
    const s0 = step * radius0;
    const s1 = s0 + step;
    for (let i = start, j = start + s0; i < j; i += step) {
      sum += S[Math.min(stop, i)];
    }
    for (let i = start, j = stop; i <= j; i += step) {
      sum += S[Math.min(stop, i + s0)];
      T[i] = (sum + t * (S[Math.max(start, i - s1)] + S[Math.min(stop, i + s1)])) / w;
      sum -= S[Math.max(start, i - s0)];
    }
  };
}

// Like blurf, but optimized for integer radius.
function bluri(radius) {
  const w = 2 * radius + 1;
  return (T, S, start, stop, step) => { // stop must be aligned!
    if (!((stop -= step) >= start)) return; // inclusive stop
    let sum = radius * S[start];
    const s = step * radius;
    for (let i = start, j = start + s; i < j; i += step) {
      sum += S[Math.min(stop, i)];
    }
    for (let i = start, j = stop; i <= j; i += step) {
      sum += S[Math.min(stop, i + s)];
      T[i] = sum / w;
      sum -= S[Math.max(start, i - s)];
    }
  };
}

function count(values, valueof) {
  let count = 0;
  if (valueof === undefined) {
    for (let value of values) {
      if (value != null && (value = +value) >= value) {
        ++count;
      }
    }
  } else {
    let index = -1;
    for (let value of values) {
      if ((value = valueof(value, ++index, values)) != null && (value = +value) >= value) {
        ++count;
      }
    }
  }
  return count;
}

function length$1(array) {
  return array.length | 0;
}

function empty(length) {
  return !(length > 0);
}

function arrayify(values) {
  return typeof values !== "object" || "length" in values ? values : Array.from(values);
}

function reducer(reduce) {
  return values => reduce(...values);
}

function cross(...values) {
  const reduce = typeof values[values.length - 1] === "function" && reducer(values.pop());
  values = values.map(arrayify);
  const lengths = values.map(length$1);
  const j = values.length - 1;
  const index = new Array(j + 1).fill(0);
  const product = [];
  if (j < 0 || lengths.some(empty)) return product;
  while (true) {
    product.push(index.map((j, i) => values[i][j]));
    let i = j;
    while (++index[i] === lengths[i]) {
      if (i === 0) return reduce ? product.map(reduce) : product;
      index[i--] = 0;
    }
  }
}

function cumsum(values, valueof) {
  var sum = 0, index = 0;
  return Float64Array.from(values, valueof === undefined
    ? v => (sum += +v || 0)
    : v => (sum += +valueof(v, index++, values) || 0));
}

function variance(values, valueof) {
  let count = 0;
  let delta;
  let mean = 0;
  let sum = 0;
  if (valueof === undefined) {
    for (let value of values) {
      if (value != null && (value = +value) >= value) {
        delta = value - mean;
        mean += delta / ++count;
        sum += delta * (value - mean);
      }
    }
  } else {
    let index = -1;
    for (let value of values) {
      if ((value = valueof(value, ++index, values)) != null && (value = +value) >= value) {
        delta = value - mean;
        mean += delta / ++count;
        sum += delta * (value - mean);
      }
    }
  }
  if (count > 1) return sum / (count - 1);
}

function deviation(values, valueof) {
  const v = variance(values, valueof);
  return v ? Math.sqrt(v) : v;
}

function extent(values, valueof) {
  let min;
  let max;
  if (valueof === undefined) {
    for (const value of values) {
      if (value != null) {
        if (min === undefined) {
          if (value >= value) min = max = value;
        } else {
          if (min > value) min = value;
          if (max < value) max = value;
        }
      }
    }
  } else {
    let index = -1;
    for (let value of values) {
      if ((value = valueof(value, ++index, values)) != null) {
        if (min === undefined) {
          if (value >= value) min = max = value;
        } else {
          if (min > value) min = value;
          if (max < value) max = value;
        }
      }
    }
  }
  return [min, max];
}

// https://github.com/python/cpython/blob/a74eea238f5baba15797e2e8b570d153bc8690a7/Modules/mathmodule.c#L1423
class Adder {
  constructor() {
    this._partials = new Float64Array(32);
    this._n = 0;
  }
  add(x) {
    const p = this._partials;
    let i = 0;
    for (let j = 0; j < this._n && j < 32; j++) {
      const y = p[j],
        hi = x + y,
        lo = Math.abs(x) < Math.abs(y) ? x - (hi - y) : y - (hi - x);
      if (lo) p[i++] = lo;
      x = hi;
    }
    p[i] = x;
    this._n = i + 1;
    return this;
  }
  valueOf() {
    const p = this._partials;
    let n = this._n, x, y, lo, hi = 0;
    if (n > 0) {
      hi = p[--n];
      while (n > 0) {
        x = hi;
        y = p[--n];
        hi = x + y;
        lo = y - (hi - x);
        if (lo) break;
      }
      if (n > 0 && ((lo < 0 && p[n - 1] < 0) || (lo > 0 && p[n - 1] > 0))) {
        y = lo * 2;
        x = hi + y;
        if (y == x - hi) hi = x;
      }
    }
    return hi;
  }
}

function fsum(values, valueof) {
  const adder = new Adder();
  if (valueof === undefined) {
    for (let value of values) {
      if (value = +value) {
        adder.add(value);
      }
    }
  } else {
    let index = -1;
    for (let value of values) {
      if (value = +valueof(value, ++index, values)) {
        adder.add(value);
      }
    }
  }
  return +adder;
}

function fcumsum(values, valueof) {
  const adder = new Adder();
  let index = -1;
  return Float64Array.from(values, valueof === undefined
      ? v => adder.add(+v || 0)
      : v => adder.add(+valueof(v, ++index, values) || 0)
  );
}

class InternMap extends Map {
  constructor(entries, key = keyof) {
    super();
    Object.defineProperties(this, {_intern: {value: new Map()}, _key: {value: key}});
    if (entries != null) for (const [key, value] of entries) this.set(key, value);
  }
  get(key) {
    return super.get(intern_get(this, key));
  }
  has(key) {
    return super.has(intern_get(this, key));
  }
  set(key, value) {
    return super.set(intern_set(this, key), value);
  }
  delete(key) {
    return super.delete(intern_delete(this, key));
  }
}

class InternSet extends Set {
  constructor(values, key = keyof) {
    super();
    Object.defineProperties(this, {_intern: {value: new Map()}, _key: {value: key}});
    if (values != null) for (const value of values) this.add(value);
  }
  has(value) {
    return super.has(intern_get(this, value));
  }
  add(value) {
    return super.add(intern_set(this, value));
  }
  delete(value) {
    return super.delete(intern_delete(this, value));
  }
}

function intern_get({_intern, _key}, value) {
  const key = _key(value);
  return _intern.has(key) ? _intern.get(key) : value;
}

function intern_set({_intern, _key}, value) {
  const key = _key(value);
  if (_intern.has(key)) return _intern.get(key);
  _intern.set(key, value);
  return value;
}

function intern_delete({_intern, _key}, value) {
  const key = _key(value);
  if (_intern.has(key)) {
    value = _intern.get(key);
    _intern.delete(key);
  }
  return value;
}

function keyof(value) {
  return value !== null && typeof value === "object" ? value.valueOf() : value;
}

function identity(x) {
  return x;
}

function group(values, ...keys) {
  return nest(values, identity, identity, keys);
}

function groups(values, ...keys) {
  return nest(values, Array.from, identity, keys);
}

function flatten$1(groups, keys) {
  for (let i = 1, n = keys.length; i < n; ++i) {
    groups = groups.flatMap(g => g.pop().map(([key, value]) => [...g, key, value]));
  }
  return groups;
}

function flatGroup(values, ...keys) {
  return flatten$1(groups(values, ...keys), keys);
}

function flatRollup(values, reduce, ...keys) {
  return flatten$1(rollups(values, reduce, ...keys), keys);
}

function rollup(values, reduce, ...keys) {
  return nest(values, identity, reduce, keys);
}

function rollups(values, reduce, ...keys) {
  return nest(values, Array.from, reduce, keys);
}

function index(values, ...keys) {
  return nest(values, identity, unique, keys);
}

function indexes(values, ...keys) {
  return nest(values, Array.from, unique, keys);
}

function unique(values) {
  if (values.length !== 1) throw new Error("duplicate key");
  return values[0];
}

function nest(values, map, reduce, keys) {
  return (function regroup(values, i) {
    if (i >= keys.length) return reduce(values);
    const groups = new InternMap();
    const keyof = keys[i++];
    let index = -1;
    for (const value of values) {
      const key = keyof(value, ++index, values);
      const group = groups.get(key);
      if (group) group.push(value);
      else groups.set(key, [value]);
    }
    for (const [key, values] of groups) {
      groups.set(key, regroup(values, i));
    }
    return map(groups);
  })(values, 0);
}

function permute(source, keys) {
  return Array.from(keys, key => source[key]);
}

function sort(values, ...F) {
  if (typeof values[Symbol.iterator] !== "function") throw new TypeError("values is not iterable");
  values = Array.from(values);
  let [f] = F;
  if ((f && f.length !== 2) || F.length > 1) {
    const index = Uint32Array.from(values, (d, i) => i);
    if (F.length > 1) {
      F = F.map(f => values.map(f));
      index.sort((i, j) => {
        for (const f of F) {
          const c = ascendingDefined(f[i], f[j]);
          if (c) return c;
        }
      });
    } else {
      f = values.map(f);
      index.sort((i, j) => ascendingDefined(f[i], f[j]));
    }
    return permute(values, index);
  }
  return values.sort(compareDefined(f));
}

function compareDefined(compare = ascending) {
  if (compare === ascending) return ascendingDefined;
  if (typeof compare !== "function") throw new TypeError("compare is not a function");
  return (a, b) => {
    const x = compare(a, b);
    if (x || x === 0) return x;
    return (compare(b, b) === 0) - (compare(a, a) === 0);
  };
}

function ascendingDefined(a, b) {
  return (a == null || !(a >= a)) - (b == null || !(b >= b)) || (a < b ? -1 : a > b ? 1 : 0);
}

function groupSort(values, reduce, key) {
  return (reduce.length !== 2
    ? sort(rollup(values, reduce, key), (([ak, av], [bk, bv]) => ascending(av, bv) || ascending(ak, bk)))
    : sort(group(values, key), (([ak, av], [bk, bv]) => reduce(av, bv) || ascending(ak, bk))))
    .map(([key]) => key);
}

var array = Array.prototype;

var slice = array.slice;

function constant(x) {
  return () => x;
}

const e10 = Math.sqrt(50),
    e5 = Math.sqrt(10),
    e2 = Math.sqrt(2);

function tickSpec(start, stop, count) {
  const step = (stop - start) / Math.max(0, count),
      power = Math.floor(Math.log10(step)),
      error = step / Math.pow(10, power),
      factor = error >= e10 ? 10 : error >= e5 ? 5 : error >= e2 ? 2 : 1;
  let i1, i2, inc;
  if (power < 0) {
    inc = Math.pow(10, -power) / factor;
    i1 = Math.round(start * inc);
    i2 = Math.round(stop * inc);
    if (i1 / inc < start) ++i1;
    if (i2 / inc > stop) --i2;
    inc = -inc;
  } else {
    inc = Math.pow(10, power) * factor;
    i1 = Math.round(start / inc);
    i2 = Math.round(stop / inc);
    if (i1 * inc < start) ++i1;
    if (i2 * inc > stop) --i2;
  }
  if (i2 < i1 && 0.5 <= count && count < 2) return tickSpec(start, stop, count * 2);
  return [i1, i2, inc];
}

function ticks(start, stop, count) {
  stop = +stop, start = +start, count = +count;
  if (!(count > 0)) return [];
  if (start === stop) return [start];
  const reverse = stop < start, [i1, i2, inc] = reverse ? tickSpec(stop, start, count) : tickSpec(start, stop, count);
  if (!(i2 >= i1)) return [];
  const n = i2 - i1 + 1, ticks = new Array(n);
  if (reverse) {
    if (inc < 0) for (let i = 0; i < n; ++i) ticks[i] = (i2 - i) / -inc;
    else for (let i = 0; i < n; ++i) ticks[i] = (i2 - i) * inc;
  } else {
    if (inc < 0) for (let i = 0; i < n; ++i) ticks[i] = (i1 + i) / -inc;
    else for (let i = 0; i < n; ++i) ticks[i] = (i1 + i) * inc;
  }
  return ticks;
}

function tickIncrement(start, stop, count) {
  stop = +stop, start = +start, count = +count;
  return tickSpec(start, stop, count)[2];
}

function tickStep(start, stop, count) {
  stop = +stop, start = +start, count = +count;
  const reverse = stop < start, inc = reverse ? tickIncrement(stop, start, count) : tickIncrement(start, stop, count);
  return (reverse ? -1 : 1) * (inc < 0 ? 1 / -inc : inc);
}

function nice(start, stop, count) {
  let prestep;
  while (true) {
    const step = tickIncrement(start, stop, count);
    if (step === prestep || step === 0 || !isFinite(step)) {
      return [start, stop];
    } else if (step > 0) {
      start = Math.floor(start / step) * step;
      stop = Math.ceil(stop / step) * step;
    } else if (step < 0) {
      start = Math.ceil(start * step) / step;
      stop = Math.floor(stop * step) / step;
    }
    prestep = step;
  }
}

function thresholdSturges(values) {
  return Math.ceil(Math.log(count(values)) / Math.LN2) + 1;
}

function bin() {
  var value = identity,
      domain = extent,
      threshold = thresholdSturges;

  function histogram(data) {
    if (!Array.isArray(data)) data = Array.from(data);

    var i,
        n = data.length,
        x,
        step,
        values = new Array(n);

    for (i = 0; i < n; ++i) {
      values[i] = value(data[i], i, data);
    }

    var xz = domain(values),
        x0 = xz[0],
        x1 = xz[1],
        tz = threshold(values, x0, x1);

    // Convert number of thresholds into uniform thresholds, and nice the
    // default domain accordingly.
    if (!Array.isArray(tz)) {
      const max = x1, tn = +tz;
      if (domain === extent) [x0, x1] = nice(x0, x1, tn);
      tz = ticks(x0, x1, tn);

      // If the domain is aligned with the first tick (which it will by
      // default), then we can use quantization rather than bisection to bin
      // values, which is substantially faster.
      if (tz[0] <= x0) step = tickIncrement(x0, x1, tn);

      // If the last threshold is coincident with the domain’s upper bound, the
      // last bin will be zero-width. If the default domain is used, and this
      // last threshold is coincident with the maximum input value, we can
      // extend the niced upper bound by one tick to ensure uniform bin widths;
      // otherwise, we simply remove the last threshold. Note that we don’t
      // coerce values or the domain to numbers, and thus must be careful to
      // compare order (>=) rather than strict equality (===)!
      if (tz[tz.length - 1] >= x1) {
        if (max >= x1 && domain === extent) {
          const step = tickIncrement(x0, x1, tn);
          if (isFinite(step)) {
            if (step > 0) {
              x1 = (Math.floor(x1 / step) + 1) * step;
            } else if (step < 0) {
              x1 = (Math.ceil(x1 * -step) + 1) / -step;
            }
          }
        } else {
          tz.pop();
        }
      }
    }

    // Remove any thresholds outside the domain.
    // Be careful not to mutate an array owned by the user!
    var m = tz.length, a = 0, b = m;
    while (tz[a] <= x0) ++a;
    while (tz[b - 1] > x1) --b;
    if (a || b < m) tz = tz.slice(a, b), m = b - a;

    var bins = new Array(m + 1),
        bin;

    // Initialize bins.
    for (i = 0; i <= m; ++i) {
      bin = bins[i] = [];
      bin.x0 = i > 0 ? tz[i - 1] : x0;
      bin.x1 = i < m ? tz[i] : x1;
    }

    // Assign data to bins by value, ignoring any outside the domain.
    if (isFinite(step)) {
      if (step > 0) {
        for (i = 0; i < n; ++i) {
          if ((x = values[i]) != null && x0 <= x && x <= x1) {
            bins[Math.min(m, Math.floor((x - x0) / step))].push(data[i]);
          }
        }
      } else if (step < 0) {
        for (i = 0; i < n; ++i) {
          if ((x = values[i]) != null && x0 <= x && x <= x1) {
            const j = Math.floor((x0 - x) * step);
            bins[Math.min(m, j + (tz[j] <= x))].push(data[i]); // handle off-by-one due to rounding
          }
        }
      }
    } else {
      for (i = 0; i < n; ++i) {
        if ((x = values[i]) != null && x0 <= x && x <= x1) {
          bins[bisect(tz, x, 0, m)].push(data[i]);
        }
      }
    }

    return bins;
  }

  histogram.value = function(_) {
    return arguments.length ? (value = typeof _ === "function" ? _ : constant(_), histogram) : value;
  };

  histogram.domain = function(_) {
    return arguments.length ? (domain = typeof _ === "function" ? _ : constant([_[0], _[1]]), histogram) : domain;
  };

  histogram.thresholds = function(_) {
    return arguments.length ? (threshold = typeof _ === "function" ? _ : constant(Array.isArray(_) ? slice.call(_) : _), histogram) : threshold;
  };

  return histogram;
}

function max(values, valueof) {
  let max;
  if (valueof === undefined) {
    for (const value of values) {
      if (value != null
          && (max < value || (max === undefined && value >= value))) {
        max = value;
      }
    }
  } else {
    let index = -1;
    for (let value of values) {
      if ((value = valueof(value, ++index, values)) != null
          && (max < value || (max === undefined && value >= value))) {
        max = value;
      }
    }
  }
  return max;
}

function maxIndex(values, valueof) {
  let max;
  let maxIndex = -1;
  let index = -1;
  if (valueof === undefined) {
    for (const value of values) {
      ++index;
      if (value != null
          && (max < value || (max === undefined && value >= value))) {
        max = value, maxIndex = index;
      }
    }
  } else {
    for (let value of values) {
      if ((value = valueof(value, ++index, values)) != null
          && (max < value || (max === undefined && value >= value))) {
        max = value, maxIndex = index;
      }
    }
  }
  return maxIndex;
}

function min(values, valueof) {
  let min;
  if (valueof === undefined) {
    for (const value of values) {
      if (value != null
          && (min > value || (min === undefined && value >= value))) {
        min = value;
      }
    }
  } else {
    let index = -1;
    for (let value of values) {
      if ((value = valueof(value, ++index, values)) != null
          && (min > value || (min === undefined && value >= value))) {
        min = value;
      }
    }
  }
  return min;
}

function minIndex(values, valueof) {
  let min;
  let minIndex = -1;
  let index = -1;
  if (valueof === undefined) {
    for (const value of values) {
      ++index;
      if (value != null
          && (min > value || (min === undefined && value >= value))) {
        min = value, minIndex = index;
      }
    }
  } else {
    for (let value of values) {
      if ((value = valueof(value, ++index, values)) != null
          && (min > value || (min === undefined && value >= value))) {
        min = value, minIndex = index;
      }
    }
  }
  return minIndex;
}

// Based on https://github.com/mourner/quickselect
// ISC license, Copyright 2018 Vladimir Agafonkin.
function quickselect(array, k, left = 0, right = Infinity, compare) {
  k = Math.floor(k);
  left = Math.floor(Math.max(0, left));
  right = Math.floor(Math.min(array.length - 1, right));

  if (!(left <= k && k <= right)) return array;

  compare = compare === undefined ? ascendingDefined : compareDefined(compare);

  while (right > left) {
    if (right - left > 600) {
      const n = right - left + 1;
      const m = k - left + 1;
      const z = Math.log(n);
      const s = 0.5 * Math.exp(2 * z / 3);
      const sd = 0.5 * Math.sqrt(z * s * (n - s) / n) * (m - n / 2 < 0 ? -1 : 1);
      const newLeft = Math.max(left, Math.floor(k - m * s / n + sd));
      const newRight = Math.min(right, Math.floor(k + (n - m) * s / n + sd));
      quickselect(array, k, newLeft, newRight, compare);
    }

    const t = array[k];
    let i = left;
    let j = right;

    swap(array, left, k);
    if (compare(array[right], t) > 0) swap(array, left, right);

    while (i < j) {
      swap(array, i, j), ++i, --j;
      while (compare(array[i], t) < 0) ++i;
      while (compare(array[j], t) > 0) --j;
    }

    if (compare(array[left], t) === 0) swap(array, left, j);
    else ++j, swap(array, j, right);

    if (j <= k) left = j + 1;
    if (k <= j) right = j - 1;
  }

  return array;
}

function swap(array, i, j) {
  const t = array[i];
  array[i] = array[j];
  array[j] = t;
}

function greatest(values, compare = ascending) {
  let max;
  let defined = false;
  if (compare.length === 1) {
    let maxValue;
    for (const element of values) {
      const value = compare(element);
      if (defined
          ? ascending(value, maxValue) > 0
          : ascending(value, value) === 0) {
        max = element;
        maxValue = value;
        defined = true;
      }
    }
  } else {
    for (const value of values) {
      if (defined
          ? compare(value, max) > 0
          : compare(value, value) === 0) {
        max = value;
        defined = true;
      }
    }
  }
  return max;
}

function quantile(values, p, valueof) {
  values = Float64Array.from(numbers(values, valueof));
  if (!(n = values.length) || isNaN(p = +p)) return;
  if (p <= 0 || n < 2) return min(values);
  if (p >= 1) return max(values);
  var n,
      i = (n - 1) * p,
      i0 = Math.floor(i),
      value0 = max(quickselect(values, i0).subarray(0, i0 + 1)),
      value1 = min(values.subarray(i0 + 1));
  return value0 + (value1 - value0) * (i - i0);
}

function quantileSorted(values, p, valueof = number) {
  if (!(n = values.length) || isNaN(p = +p)) return;
  if (p <= 0 || n < 2) return +valueof(values[0], 0, values);
  if (p >= 1) return +valueof(values[n - 1], n - 1, values);
  var n,
      i = (n - 1) * p,
      i0 = Math.floor(i),
      value0 = +valueof(values[i0], i0, values),
      value1 = +valueof(values[i0 + 1], i0 + 1, values);
  return value0 + (value1 - value0) * (i - i0);
}

function quantileIndex(values, p, valueof) {
  values = Float64Array.from(numbers(values, valueof));
  if (!(n = values.length) || isNaN(p = +p)) return;
  if (p <= 0 || n < 2) return minIndex(values);
  if (p >= 1) return maxIndex(values);
  var n,
      i = Math.floor((n - 1) * p),
      order = (i, j) => ascendingDefined(values[i], values[j]),
      index = quickselect(Uint32Array.from(values, (_, i) => i), i, 0, n - 1, order);
  return greatest(index.subarray(0, i + 1), i => values[i]);
}

function thresholdFreedmanDiaconis(values, min, max) {
  return Math.ceil((max - min) / (2 * (quantile(values, 0.75) - quantile(values, 0.25)) * Math.pow(count(values), -1 / 3)));
}

function thresholdScott(values, min, max) {
  return Math.ceil((max - min) * Math.cbrt(count(values)) / (3.49 * deviation(values)));
}

function mean(values, valueof) {
  let count = 0;
  let sum = 0;
  if (valueof === undefined) {
    for (let value of values) {
      if (value != null && (value = +value) >= value) {
        ++count, sum += value;
      }
    }
  } else {
    let index = -1;
    for (let value of values) {
      if ((value = valueof(value, ++index, values)) != null && (value = +value) >= value) {
        ++count, sum += value;
      }
    }
  }
  if (count) return sum / count;
}

function median(values, valueof) {
  return quantile(values, 0.5, valueof);
}

function medianIndex(values, valueof) {
  return quantileIndex(values, 0.5, valueof);
}

function* flatten(arrays) {
  for (const array of arrays) {
    yield* array;
  }
}

function merge(arrays) {
  return Array.from(flatten(arrays));
}

function mode(values, valueof) {
  const counts = new InternMap();
  if (valueof === undefined) {
    for (let value of values) {
      if (value != null && value >= value) {
        counts.set(value, (counts.get(value) || 0) + 1);
      }
    }
  } else {
    let index = -1;
    for (let value of values) {
      if ((value = valueof(value, ++index, values)) != null && value >= value) {
        counts.set(value, (counts.get(value) || 0) + 1);
      }
    }
  }
  let modeValue;
  let modeCount = 0;
  for (const [value, count] of counts) {
    if (count > modeCount) {
      modeCount = count;
      modeValue = value;
    }
  }
  return modeValue;
}

function pairs(values, pairof = pair) {
  const pairs = [];
  let previous;
  let first = false;
  for (const value of values) {
    if (first) pairs.push(pairof(previous, value));
    previous = value;
    first = true;
  }
  return pairs;
}

function pair(a, b) {
  return [a, b];
}

function range(start, stop, step) {
  start = +start, stop = +stop, step = (n = arguments.length) < 2 ? (stop = start, start = 0, 1) : n < 3 ? 1 : +step;

  var i = -1,
      n = Math.max(0, Math.ceil((stop - start) / step)) | 0,
      range = new Array(n);

  while (++i < n) {
    range[i] = start + i * step;
  }

  return range;
}

function rank(values, valueof = ascending) {
  if (typeof values[Symbol.iterator] !== "function") throw new TypeError("values is not iterable");
  let V = Array.from(values);
  const R = new Float64Array(V.length);
  if (valueof.length !== 2) V = V.map(valueof), valueof = ascending;
  const compareIndex = (i, j) => valueof(V[i], V[j]);
  let k, r;
  Uint32Array
    .from(V, (_, i) => i)
    .sort(valueof === ascending ? (i, j) => ascendingDefined(V[i], V[j]) : compareDefined(compareIndex))
    .forEach((j, i) => {
      const c = compareIndex(j, k === undefined ? j : k);
      if (c >= 0) {
        if (k === undefined || c > 0) k = j, r = i;
        R[j] = r;
      } else {
        R[j] = NaN;
      }
    });
  return R;
}

function least(values, compare = ascending) {
  let min;
  let defined = false;
  if (compare.length === 1) {
    let minValue;
    for (const element of values) {
      const value = compare(element);
      if (defined
          ? ascending(value, minValue) < 0
          : ascending(value, value) === 0) {
        min = element;
        minValue = value;
        defined = true;
      }
    }
  } else {
    for (const value of values) {
      if (defined
          ? compare(value, min) < 0
          : compare(value, value) === 0) {
        min = value;
        defined = true;
      }
    }
  }
  return min;
}

function leastIndex(values, compare = ascending) {
  if (compare.length === 1) return minIndex(values, compare);
  let minValue;
  let min = -1;
  let index = -1;
  for (const value of values) {
    ++index;
    if (min < 0
        ? compare(value, value) === 0
        : compare(value, minValue) < 0) {
      minValue = value;
      min = index;
    }
  }
  return min;
}

function greatestIndex(values, compare = ascending) {
  if (compare.length === 1) return maxIndex(values, compare);
  let maxValue;
  let max = -1;
  let index = -1;
  for (const value of values) {
    ++index;
    if (max < 0
        ? compare(value, value) === 0
        : compare(value, maxValue) > 0) {
      maxValue = value;
      max = index;
    }
  }
  return max;
}

function scan(values, compare) {
  const index = leastIndex(values, compare);
  return index < 0 ? undefined : index;
}

var shuffle = shuffler(Math.random);

function shuffler(random) {
  return function shuffle(array, i0 = 0, i1 = array.length) {
    let m = i1 - (i0 = +i0);
    while (m) {
      const i = random() * m-- | 0, t = array[m + i0];
      array[m + i0] = array[i + i0];
      array[i + i0] = t;
    }
    return array;
  };
}

function sum(values, valueof) {
  let sum = 0;
  if (valueof === undefined) {
    for (let value of values) {
      if (value = +value) {
        sum += value;
      }
    }
  } else {
    let index = -1;
    for (let value of values) {
      if (value = +valueof(value, ++index, values)) {
        sum += value;
      }
    }
  }
  return sum;
}

function transpose(matrix) {
  if (!(n = matrix.length)) return [];
  for (var i = -1, m = min(matrix, length), transpose = new Array(m); ++i < m;) {
    for (var j = -1, n, row = transpose[i] = new Array(n); ++j < n;) {
      row[j] = matrix[j][i];
    }
  }
  return transpose;
}

function length(d) {
  return d.length;
}

function zip() {
  return transpose(arguments);
}

function every(values, test) {
  if (typeof test !== "function") throw new TypeError("test is not a function");
  let index = -1;
  for (const value of values) {
    if (!test(value, ++index, values)) {
      return false;
    }
  }
  return true;
}

function some(values, test) {
  if (typeof test !== "function") throw new TypeError("test is not a function");
  let index = -1;
  for (const value of values) {
    if (test(value, ++index, values)) {
      return true;
    }
  }
  return false;
}

function filter(values, test) {
  if (typeof test !== "function") throw new TypeError("test is not a function");
  const array = [];
  let index = -1;
  for (const value of values) {
    if (test(value, ++index, values)) {
      array.push(value);
    }
  }
  return array;
}

function map(values, mapper) {
  if (typeof values[Symbol.iterator] !== "function") throw new TypeError("values is not iterable");
  if (typeof mapper !== "function") throw new TypeError("mapper is not a function");
  return Array.from(values, (value, index) => mapper(value, index, values));
}

function reduce(values, reducer, value) {
  if (typeof reducer !== "function") throw new TypeError("reducer is not a function");
  const iterator = values[Symbol.iterator]();
  let done, next, index = -1;
  if (arguments.length < 3) {
    ({done, value} = iterator.next());
    if (done) return;
    ++index;
  }
  while (({done, value: next} = iterator.next()), !done) {
    value = reducer(value, next, ++index, values);
  }
  return value;
}

function reverse(values) {
  if (typeof values[Symbol.iterator] !== "function") throw new TypeError("values is not iterable");
  return Array.from(values).reverse();
}

function difference(values, ...others) {
  values = new InternSet(values);
  for (const other of others) {
    for (const value of other) {
      values.delete(value);
    }
  }
  return values;
}

function disjoint(values, other) {
  const iterator = other[Symbol.iterator](), set = new InternSet();
  for (const v of values) {
    if (set.has(v)) return false;
    let value, done;
    while (({value, done} = iterator.next())) {
      if (done) break;
      if (Object.is(v, value)) return false;
      set.add(value);
    }
  }
  return true;
}

function intersection(values, ...others) {
  values = new InternSet(values);
  others = others.map(set);
  out: for (const value of values) {
    for (const other of others) {
      if (!other.has(value)) {
        values.delete(value);
        continue out;
      }
    }
  }
  return values;
}

function set(values) {
  return values instanceof InternSet ? values : new InternSet(values);
}

function superset(values, other) {
  const iterator = values[Symbol.iterator](), set = new Set();
  for (const o of other) {
    const io = intern(o);
    if (set.has(io)) continue;
    let value, done;
    while (({value, done} = iterator.next())) {
      if (done) return false;
      const ivalue = intern(value);
      set.add(ivalue);
      if (Object.is(io, ivalue)) break;
    }
  }
  return true;
}

function intern(value) {
  return value !== null && typeof value === "object" ? value.valueOf() : value;
}

function subset(values, other) {
  return superset(other, values);
}

function union(...others) {
  const set = new InternSet();
  for (const other of others) {
    for (const o of other) {
      set.add(o);
    }
  }
  return set;
}

exports.Adder = Adder;
exports.InternMap = InternMap;
exports.InternSet = InternSet;
exports.ascending = ascending;
exports.bin = bin;
exports.bisect = bisect;
exports.bisectCenter = bisectCenter;
exports.bisectLeft = bisectLeft;
exports.bisectRight = bisectRight;
exports.bisector = bisector;
exports.blur = blur;
exports.blur2 = blur2;
exports.blurImage = blurImage;
exports.count = count;
exports.cross = cross;
exports.cumsum = cumsum;
exports.descending = descending;
exports.deviation = deviation;
exports.difference = difference;
exports.disjoint = disjoint;
exports.every = every;
exports.extent = extent;
exports.fcumsum = fcumsum;
exports.filter = filter;
exports.flatGroup = flatGroup;
exports.flatRollup = flatRollup;
exports.fsum = fsum;
exports.greatest = greatest;
exports.greatestIndex = greatestIndex;
exports.group = group;
exports.groupSort = groupSort;
exports.groups = groups;
exports.histogram = bin;
exports.index = index;
exports.indexes = indexes;
exports.intersection = intersection;
exports.least = least;
exports.leastIndex = leastIndex;
exports.map = map;
exports.max = max;
exports.maxIndex = maxIndex;
exports.mean = mean;
exports.median = median;
exports.medianIndex = medianIndex;
exports.merge = merge;
exports.min = min;
exports.minIndex = minIndex;
exports.mode = mode;
exports.nice = nice;
exports.pairs = pairs;
exports.permute = permute;
exports.quantile = quantile;
exports.quantileIndex = quantileIndex;
exports.quantileSorted = quantileSorted;
exports.quickselect = quickselect;
exports.range = range;
exports.rank = rank;
exports.reduce = reduce;
exports.reverse = reverse;
exports.rollup = rollup;
exports.rollups = rollups;
exports.scan = scan;
exports.shuffle = shuffle;
exports.shuffler = shuffler;
exports.some = some;
exports.sort = sort;
exports.subset = subset;
exports.sum = sum;
exports.superset = superset;
exports.thresholdFreedmanDiaconis = thresholdFreedmanDiaconis;
exports.thresholdScott = thresholdScott;
exports.thresholdSturges = thresholdSturges;
exports.tickIncrement = tickIncrement;
exports.tickStep = tickStep;
exports.ticks = ticks;
exports.transpose = transpose;
exports.union = union;
exports.variance = variance;
exports.zip = zip;

}));
