const jab2hex = jab => d3.jab(...jab).formatHex();
const rgb2hex = rgb => d3.rgb(...rgb).formatHex();
const jab2hue = jab => d3.jch(d3.jab(...jab)).h || 0;
const rgb2hue = rgb => d3.hsl(d3.rgb(...rgb)).h || 0;
const jab2lit = ([j]) => j / 100;
const rgb2lit = rgb => d3.hsl(d3.rgb(...rgb)).l || 0;
const jab2chroma = jab => d3.jch(d3.jab(...jab)).C / 100;
const rgb2chroma = rgb => d3.jch(d3.rgb(...rgb)).C / 100;

const buildVectorData = (vector, toHue, toLightness, toChroma, toHex) => {
  const sqMag = vectorDot(vector, vector);
  const mag = Math.sqrt(sqMag);
  const unit = vector.map(c => c / mag);
  const hue = toHue(vector);
  const lightness = toLightness(vector);
  const chroma = toChroma(vector);
  const hex = toHex(vector);
  return { vector, sqMag, mag, unit, hue, lightness, chroma, hex };
};

const calcImportance = (chroma, lightness, proportion) => (
  // proportion component - linear, with penalties
  proportion
  + Math.tanh(100 * (proportion - 0.05)) // penalty for being <5%
  + Math.tanh(100 * (proportion - 0.15)) // penalty for being <15%
  + Math.tanh(100 * (proportion - 0.75)) // penalty for being <75%
  // chroma component - scaled, with penalty
  + (chroma / (chroma + lightness)) // consider chroma as portion of chroma + lightness
  + (Math.tanh(10 * (chroma - 0.25))) // penalty for being <25%
  // lightness component - linear, with penality
  + lightness
  + (Math.tanh(10 * (lightness - 0.5))) // penalty for being <50%
);

const buildClusterData = (size, inertia, mu1, mu2, mu3, nu1, nu2, nu3, totalSize, toHue, toLightness, toChroma, toHex) => {
  const mu = buildVectorData([mu1, mu2, mu3], toHue, toLightness, toChroma, toHex);
  const nu = [nu1, nu2, nu3];
  const muNuAngle = rad2deg * Math.acos(vectorDot(mu.unit, nu) / vectorMag(nu));
  const proportion = size / totalSize;
  const importance = calcImportance(mu.chroma, mu.lightness, proportion);
  return {
    size, inertia, mu, nu,
    muNuAngle, proportion, importance, 
  };
};

const buildPokemonData = ([name, size, ...values]) => ({
  name,
  jab: {
    total: buildClusterData(size, ...values.slice(0, 7), size, jab2hue, jab2lit, jab2chroma, jab2hex),
    clusters: [
      buildClusterData(...values.slice(7, 15), size, jab2hue, jab2lit, jab2chroma, jab2hex),
      buildClusterData(...values.slice(15, 23), size, jab2hue, jab2lit, jab2chroma, jab2hex),
      buildClusterData(...values.slice(23, 31), size, jab2hue, jab2lit, jab2chroma, jab2hex),
    ],
  },
  rgb: {
    total: buildClusterData(size, ...values.slice(31, 38), size, rgb2hue, rgb2lit, rgb2chroma, rgb2hex),
    clusters: [
      buildClusterData(...values.slice(38, 46), size, rgb2hue, rgb2lit, rgb2chroma, rgb2hex),
      buildClusterData(...values.slice(46, 54), size, rgb2hue, rgb2lit, rgb2chroma, rgb2hex),
      buildClusterData(...values.slice(54, 62), size, rgb2hue, rgb2lit, rgb2chroma, rgb2hex),
    ],
  },
});

const pokemonData = databaseV2.map(row => buildPokemonData(row));