Needs cleanup but here's proof of concept wiht gen 1, also need to turn cosine dist into angle diff for mean

web/database.js

@@ -0,0 +1,216 @@
+const database = [
+  {"num": 1, "species": "Bulbasaur", "name": "Bulbasaur", "traits": [], "types": ["Grass", "Poison"], "color": "Green", "total": {"centroid": [0.653169, -0.062897, 0.027108], "tilt": [0.993302, -0.093118, 0.040375], "variance": 0.030339, "chroma": 0.072778, "hue": 2.783499, "size": 147352, "hex": "#6C9D7F"}, "clusters": [{"centroid": [0.663429, -0.069541, 0.030233], "tilt": [0.991353, -0.10406, 0.046454], "variance": 0.003128, "chroma": 0.083725, "hue": 2.786625, "size": 70417, "hex": "#6BA180"}, {"centroid": [0.834329, -0.075404, 0.033266], "tilt": [0.994782, -0.090139, 0.039911], "variance": 0.001649, "chroma": 0.0837, "hue": 2.748457, "size": 44761, "hex": "#9CD9B2"}, {"centroid": [0.274454, -0.000254, 0.000807], "tilt": [0.99999, -0.000905, 0.002874], "variance": 0.000233, "chroma": 0.000873, "hue": 3.308554, "size": 8555, "hex": "#272726"}, {"centroid": [0.41643, -0.042074, 0.015644], "tilt": [0.993888, -0.09954, 0.036717], "variance": 0.003471, "chroma": 0.045488, "hue": 2.791405, "size": 23619, "hex": "#365343"}]},
+  {"num": 2, "species": "Ivysaur", "name": "Ivysaur", "traits": [], "types": ["Grass", "Poison"], "color": "Green", "total": {"centroid": [0.581471, -0.003348, -0.008741], "tilt": [0.990807, -0.008533, -0.012915], "variance": 0.038119, "chroma": 0.074078, "hue": 3.531063, "size": 252786, "hex": "#767B80"}, "clusters": [{"centroid": [0.666267, 0.141594, 0.024524], "tilt": [0.977356, 0.208158, 0.036149], "variance": 0.00422, "chroma": 0.143752, "hue": 0.171122, "size": 51625, "hex": "#DC6A80"}, {"centroid": [0.368117, -0.015541, -0.001715], "tilt": [0.993674, -0.036271, -0.003792], "variance": 0.008889, "chroma": 0.037734, "hue": 3.174416, "size": 85352, "hex": "#364240"}, {"centroid": [0.700915, -0.058974, -0.028749], "tilt": [0.99469, -0.084685, -0.041511], "variance": 0.010254, "chroma": 0.069803, "hue": 3.610882, "size": 115809, "hex": "#6BAAB2"}]},
+  {"num": 3, "species": "Venusaur", "name": "Venusaur", "traits": [], "types": ["Grass", "Poison"], "color": "Green", "total": {"centroid": [0.614291, -0.026817, -0.005349], "tilt": [0.994179, -0.03934, -0.007108], "variance": 0.03543, "chroma": 0.063657, "hue": 3.441026, "size": 616975, "hex": "#728A88"}, "clusters": [{"centroid": [0.834291, -0.058014, -0.011911], "tilt": [0.995119, -0.069851, -0.013979], "variance": 0.005388, "chroma": 0.077661, "hue": 3.376824, "size": 149682, "hex": "#9BD5D2"}, {"centroid": [0.521879, -0.036276, -0.014345], "tilt": [0.995753, -0.060093, -0.021417], "variance": 0.021632, "chroma": 0.047723, "hue": 3.522149, "size": 387896, "hex": "#4E7072"}, {"centroid": [0.651018, 0.078207, 0.050975], "tilt": [0.984715, 0.119569, 0.075756], "variance": 0.008214, "chroma": 0.115102, "hue": 0.572616, "size": 79397, "hex": "#C1796A"}]},
+  {"num": 3, "species": "Venusaur", "name": "Venusaur-Gmax", "traits": ["gmax", "nostart"], "types": ["Grass", "Poison"], "color": "Green", "total": {"centroid": [0.598439, 0.029633, 0.06], "tilt": [0.976173, 0.042405, 0.089884], "variance": 0.052624, "chroma": 0.128507, "hue": 1.375829, "size": 11073, "hex": "#9C7755"}, "clusters": [{"centroid": [0.660791, 0.15697, 0.078004], "tilt": [0.964326, 0.231825, 0.115706], "variance": 0.004789, "chroma": 0.176143, "hue": 0.469676, "size": 4152, "hex": "#EA5E55"}, {"centroid": [0.375621, -0.021988, 0.021222], "tilt": [0.983887, -0.04177, 0.048022], "variance": 0.025454, "chroma": 0.067955, "hue": 3.395518, "size": 3613, "hex": "#394534"}, {"centroid": [0.763539, -0.073811, 0.079754], "tilt": [0.982617, -0.103406, 0.103197], "variance": 0.019572, "chroma": 0.134851, "hue": 2.349098, "size": 3308, "hex": "#97C178"}]},
+  {"num": 3, "species": "Venusaur", "name": "Venusaur-Mega", "traits": ["mega", "nostart"], "types": ["Grass", "Poison"], "color": "Green", "total": {"centroid": [0.579079, -0.016531, -0.003561], "tilt": [0.993721, -0.03317, -0.003262], "variance": 0.03699, "chroma": 0.063275, "hue": 3.380946, "size": 942316, "hex": "#6F7D7C"}, "clusters": [{"centroid": [0.338026, -0.0102, 0.003428], "tilt": [0.995888, -0.03152, 0.009705], "variance": 0.004011, "chroma": 0.02774, "hue": 3.152334, "size": 275923, "hex": "#323935"}, {"centroid": [0.751332, 0.105053, 0.015838], "tilt": [0.988201, 0.140047, 0.021799], "variance": 0.004955, "chroma": 0.110911, "hue": 0.185704, "size": 138312, "hex": "#E891A0"}, {"centroid": [0.611554, -0.052891, -0.003528], "tilt": [0.993493, -0.085596, -0.006368], "variance": 0.004489, "chroma": 0.068235, "hue": 3.299877, "size": 409451, "hex": "#5E8E86"}, {"centroid": [0.826832, -0.047516, -0.04255], "tilt": [0.995904, -0.058012, -0.051923], "variance": 0.003538, "chroma": 0.073263, "hue": 3.90169, "size": 118630, "hex": "#98D0E4"}]},
+  {"num": 4, "species": "Charmander", "name": "Charmander", "traits": [], "types": ["Fire"], "color": "Red", "total": {"centroid": [0.686174, 0.030337, 0.067816], "tilt": [0.992962, 0.045208, 0.09477], "variance": 0.040644, "chroma": 0.078121, "hue": 1.172034, "size": 162870, "hex": "#BA9168"}, "clusters": [{"centroid": [0.384773, 0.014815, 0.02926], "tilt": [0.995022, 0.038919, 0.073016], "variance": 0.006176, "chroma": 0.036969, "hue": 1.157764, "size": 43251, "hex": "#504031"}, {"centroid": [0.801454, 0.031255, 0.079542], "tilt": [0.993664, 0.040582, 0.098854], "variance": 0.006359, "chroma": 0.088427, "hue": 1.19579, "size": 113373, "hex": "#E2B481"}, {"centroid": [0.680762, 0.121167, 0.12195], "tilt": [0.965956, 0.172729, 0.171282], "variance": 0.0057, "chroma": 0.176014, "hue": 0.834622, "size": 6246, "hex": "#EB6E2C"}]},
+  {"num": 5, "species": "Charmeleon", "name": "Charmeleon", "traits": [], "types": ["Fire"], "color": "Red", "total": {"centroid": [0.617578, 0.080232, 0.059262], "tilt": [0.984283, 0.12675, 0.091651], "variance": 0.039089, "chroma": 0.102124, "hue": 0.69502, "size": 223874, "hex": "#B96E5A"}, "clusters": [{"centroid": [0.348308, 0.03127, 0.023742], "tilt": [0.99164, 0.085208, 0.062562], "variance": 0.005181, "chroma": 0.040593, "hue": 0.725843, "size": 60853, "hex": "#4C322B"}, {"centroid": [0.718092, 0.098509, 0.072521], "tilt": [0.981537, 0.142258, 0.102509], "variance": 0.012702, "chroma": 0.125093, "hue": 0.683762, "size": 163021, "hex": "#E5866C"}]},
+  {"num": 6, "species": "Charizard", "name": "Charizard", "traits": [], "types": ["Fire", "Flying"], "color": "Red", "total": {"centroid": [0.64177, 0.024224, 0.069798], "tilt": [0.988535, 0.03071, 0.096194], "variance": 0.037729, "chroma": 0.096076, "hue": 1.31563, "size": 468261, "hex": "#A98559"}, "clusters": [{"centroid": [0.705919, 0.054378, 0.105391], "tilt": [0.98568, 0.076199, 0.147126], "variance": 0.001785, "chroma": 0.119387, "hue": 1.105596, "size": 214431, "hex": "#D48E4B"}, {"centroid": [0.546024, -0.078169, -0.053801], "tilt": [0.985176, -0.141177, -0.097235], "variance": 0.000563, "chroma": 0.094915, "hue": 3.744634, "size": 52898, "hex": "#077D92"}, {"centroid": [0.846507, 0.028307, 0.100773], "tilt": [0.991145, 0.034099, 0.119231], "variance": 0.003589, "chroma": 0.106327, "hue": 1.341501, "size": 100787, "hex": "#F5C27D"}, {"centroid": [0.348939, 0.009636, 0.027701], "tilt": [0.993798, 0.020688, 0.066125], "variance": 0.005861, "chroma": 0.036462, "hue": 1.441332, "size": 100145, "hex": "#443729"}]},
+  {"num": 6, "species": "Charizard", "name": "Charizard-Gmax", "traits": ["gmax", "nostart"], "types": ["Fire", "Flying"], "color": "Red", "total": {"centroid": [0.607452, 0.057421, 0.076131], "tilt": [0.975093, 0.12077, 0.113837], "variance": 0.077787, "chroma": 0.114689, "hue": 0.713009, "size": 3377627, "hex": "#AF7149"}, "clusters": [{"centroid": [0.920866, -0.007856, 0.108908], "tilt": [0.988443, -0.00764, 0.120953], "variance": 0.010946, "chroma": 0.113215, "hue": 1.516027, "size": 1024520, "hex": "#FCE48E"}, {"centroid": [0.646478, 0.214336, -0.061129], "tilt": [0.940582, 0.315353, -0.084966], "variance": 0.008244, "chroma": 0.227371, "hue": 6.021513, "size": 80709, "hex": "#E342AE"}, {"centroid": [0.325851, 0.065795, 0.030291], "tilt": [0.969941, 0.185494, 0.079341], "variance": 0.014489, "chroma": 0.078164, "hue": 0.301867, "size": 1326256, "hex": "#532321"}, {"centroid": [0.659481, 0.102983, 0.116602], "tilt": [0.970801, 0.152493, 0.171444], "variance": 0.008221, "chroma": 0.15787, "hue": 0.866829, "size": 946142, "hex": "#DB6F2C"}]},
+  {"num": 6, "species": "Charizard", "name": "Charizard-Mega-X", "traits": ["mega", "nostart"], "types": ["Fire", "Dragon"], "color": "Black", "total": {"centroid": [0.485704, -0.015978, -0.033216], "tilt": [0.995643, -0.026328, -0.062356], "variance": 0.027605, "chroma": 0.038468, "hue": 4.500705, "size": 580604, "hex": "#4D6172"}, "clusters": [{"centroid": [0.424755, -0.006824, -0.023372], "tilt": [0.996743, -0.015634, -0.053437], "variance": 0.010945, "chroma": 0.025438, "hue": 4.579875, "size": 474296, "hex": "#454F5B"}, {"centroid": [0.757633, -0.056821, -0.077133], "tilt": [0.990737, -0.074042, -0.102151], "variance": 0.007013, "chroma": 0.0966, "hue": 4.135296, "size": 106308, "hex": "#6EBAE3"}]},
+  {"num": 6, "species": "Charizard", "name": "Charizard-Mega-Y", "traits": ["mega", "nostart"], "types": ["Fire", "Flying"], "color": "Red", "total": {"centroid": [0.634729, 0.025952, 0.070557], "tilt": [0.988001, 0.035252, 0.099673], "variance": 0.038015, "chroma": 0.096226, "hue": 1.352009, "size": 991133, "hex": "#A88257"}, "clusters": [{"centroid": [0.759859, 0.041248, 0.10494], "tilt": [0.988054, 0.05524, 0.137643], "variance": 0.004403, "chroma": 0.114033, "hue": 1.219276, "size": 584065, "hex": "#DFA35D"}, {"centroid": [0.349675, 0.010868, 0.029117], "tilt": [0.993, 0.024027, 0.069883], "variance": 0.005523, "chroma": 0.038615, "hue": 1.634393, "size": 237362, "hex": "#453728"}, {"centroid": [0.641984, 0.114477, 0.108102], "tilt": [0.967704, 0.167174, 0.161323], "variance": 0.006413, "chroma": 0.161901, "hue": 0.853466, "size": 58776, "hex": "#D86631"}, {"centroid": [0.581997, -0.069212, -0.041703], "tilt": [0.987782, -0.115867, -0.069169], "variance": 0.003967, "chroma": 0.090944, "hue": 3.646125, "size": 110930, "hex": "#368796"}]},
+  {"num": 7, "species": "Squirtle", "name": "Squirtle", "traits": [], "types": ["Water"], "color": "Blue", "total": {"centroid": [0.637815, -0.022369, -0.009851], "tilt": [0.995751, -0.028252, -0.010473], "variance": 0.042469, "chroma": 0.055484, "hue": 3.245633, "size": 94161, "hex": "#7A9092"}, "clusters": [{"centroid": [0.703165, -0.054465, -0.037648], "tilt": [0.993921, -0.076726, -0.05283], "variance": 0.002194, "chroma": 0.076799, "hue": 3.707055, "size": 23385, "hex": "#6DAAB8"}, {"centroid": [0.540745, 0.03871, 0.041679], "tilt": [0.992936, 0.069489, 0.075261], "variance": 0.003109, "chroma": 0.062637, "hue": 0.880771, "size": 16199, "hex": "#8A6452"}, {"centroid": [0.840421, -0.038355, -0.01898], "tilt": [0.99725, -0.045777, -0.023019], "variance": 0.003448, "chroma": 0.059938, "hue": 3.532316, "size": 32431, "hex": "#ABD3D8"}, {"centroid": [0.34311, -0.009745, -0.00482], "tilt": [0.997546, -0.022897, -0.010085], "variance": 0.005309, "chroma": 0.021223, "hue": 1.623929, "size": 22146, "hex": "#323A3B"}]},
+  {"num": 8, "species": "Wartortle", "name": "Wartortle", "traits": [], "types": ["Water"], "color": "Blue", "total": {"centroid": [0.678248, -0.009772, -0.015934], "tilt": [0.997448, -0.013028, -0.019172], "variance": 0.04543, "chroma": 0.042043, "hue": 4.11012, "size": 172530, "hex": "#8D99A2"}, "clusters": [{"centroid": [0.811222, -0.015749, -0.036834], "tilt": [0.998227, -0.019713, -0.044538], "variance": 0.002098, "chroma": 0.048094, "hue": 4.303917, "size": 53242, "hex": "#ADC4DA"}, {"centroid": [0.420051, -0.000962, 0.012284], "tilt": [0.997312, -0.002641, 0.021407], "variance": 0.010327, "chroma": 0.028294, "hue": 1.406733, "size": 59160, "hex": "#4F4D45"}, {"centroid": [0.679167, -0.020167, -0.064634], "tilt": [0.993635, -0.029084, -0.092361], "variance": 0.003293, "chroma": 0.07351, "hue": 4.292301, "size": 25456, "hex": "#7A9BC1"}, {"centroid": [0.913935, -0.007993, 0.003766], "tilt": [0.999282, -0.008696, 0.004277], "variance": 0.001926, "chroma": 0.03311, "hue": 3.306886, "size": 34672, "hex": "#DEE4DF"}]},
+  {"num": 9, "species": "Blastoise", "name": "Blastoise", "traits": [], "types": ["Water"], "color": "Blue", "total": {"centroid": [0.631158, -0.000802, -0.010091], "tilt": [0.996767, 0.000928, -0.013414], "variance": 0.043872, "chroma": 0.042071, "hue": 0.168055, "size": 775672, "hex": "#86898F"}, "clusters": [{"centroid": [0.869114, 0.00023, 0.00746], "tilt": [0.999073, 0.000321, 0.008017], "variance": 0.006466, "chroma": 0.029895, "hue": 2.103893, "size": 220422, "hex": "#D5D3CE"}, {"centroid": [0.316827, -0.000445, -0.006949], "tilt": [0.997881, 0.000119, -0.017298], "variance": 0.003139, "chroma": 0.016705, "hue": 0.372251, "size": 138342, "hex": "#303135"}, {"centroid": [0.512736, 0.016172, 0.026832], "tilt": [0.996635, 0.0312, 0.051636], "variance": 0.001091, "chroma": 0.039138, "hue": 1.081077, "size": 194735, "hex": "#746255"}, {"centroid": [0.694601, -0.016926, -0.061824], "tilt": [0.993902, -0.024499, -0.089275], "variance": 0.00513, "chroma": 0.072519, "hue": 4.409094, "size": 222173, "hex": "#819FC4"}]},
+  {"num": 9, "species": "Blastoise", "name": "Blastoise-Gmax", "traits": ["gmax", "nostart"], "types": ["Water"], "color": "Blue", "total": {"centroid": [0.488847, 0.007303, -0.010608], "tilt": [0.98833, 0.010675, -0.020555], "variance": 0.049781, "chroma": 0.055502, "hue": 5.983922, "size": 11738, "hex": "#615E66"}, "clusters": [{"centroid": [0.345974, 0.000367, 0.005624], "tilt": [0.995398, 0.000562, 0.011988], "variance": 0.009265, "chroma": 0.024869, "hue": 1.308552, "size": 6474, "hex": "#3A3936"}, {"centroid": [0.918818, -0.00372, -0.012739], "tilt": [0.998934, -0.004377, -0.016361], "variance": 0.008885, "chroma": 0.016849, "hue": 4.630702, "size": 1511, "hex": "#DEE4ED"}, {"centroid": [0.609479, 0.093694, 0.068075], "tilt": [0.975632, 0.153571, 0.111567], "variance": 0.005639, "chroma": 0.115844, "hue": 0.346846, "size": 1706, "hex": "#BD6750"}, {"centroid": [0.522785, -0.034621, -0.125945], "tilt": [0.968731, -0.065323, -0.236687], "variance": 0.003071, "chroma": 0.130627, "hue": 4.445025, "size": 2047, "hex": "#2D6AB2"}]},
+  {"num": 9, "species": "Blastoise", "name": "Blastoise-Mega", "traits": ["mega", "nostart"], "types": ["Water"], "color": "Blue", "total": {"centroid": [0.627832, 0.002269, -0.000797], "tilt": [0.99737, 0.005747, 0.00196], "variance": 0.041749, "chroma": 0.036597, "hue": 0.754042, "size": 914394, "hex": "#898788"}, "clusters": [{"centroid": [0.782482, -0.005766, -0.031454], "tilt": [0.997528, -0.007255, -0.039527], "variance": 0.002366, "chroma": 0.049126, "hue": 4.624304, "size": 166006, "hex": "#ACB9CD"}, {"centroid": [0.911941, 0.001484, 0.019202], "tilt": [0.999505, 0.001716, 0.021707], "variance": 0.002638, "chroma": 0.022762, "hue": 1.535739, "size": 171871, "hex": "#E7E1D3"}, {"centroid": [0.645392, -0.013844, -0.049205], "tilt": [0.994, -0.021585, -0.076686], "variance": 0.003224, "chroma": 0.060657, "hue": 4.410332, "size": 146016, "hex": "#788FAC"}, {"centroid": [0.448815, 0.011147, 0.01946], "tilt": [0.997599, 0.021639, 0.03675], "variance": 0.010098, "chroma": 0.029128, "hue": 1.09896, "size": 430501, "hex": "#5E5248"}]},
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+  {"num": 143, "species": "Snorlax", "name": "Snorlax", "traits": [], "types": ["Normal"], "color": "Black", "total": {"centroid": [0.618714, -0.028234, -0.019196], "tilt": [0.994944, -0.056852, -0.044319], "variance": 0.058591, "chroma": 0.044271, "hue": 3.328597, "size": 839764, "hex": "#6E8B92"}, "clusters": [{"centroid": [0.947775, -0.000932, 0.018979], "tilt": [0.999782, -0.000689, 0.019906], "variance": 0.005407, "chroma": 0.019455, "hue": 1.597665, "size": 268980, "hex": "#F1EDDF"}, {"centroid": [0.463645, -0.0411, -0.037186], "tilt": [0.992664, -0.083318, -0.074585], "variance": 0.007054, "chroma": 0.055966, "hue": 3.842033, "size": 570784, "hex": "#33606F"}]},
+  {"num": 143, "species": "Snorlax", "name": "Snorlax-Gmax", "traits": ["gmax", "nostart"], "types": ["Normal"], "color": "Black", "total": {"centroid": [0.415005, 0.033022, -0.003054], "tilt": [0.97928, 0.056638, -0.012916], "variance": 0.034422, "chroma": 0.083765, "hue": 6.244021, "size": 3272762, "hex": "#5A444C"}, "clusters": [{"centroid": [0.20243, 0.018085, -0.005924], "tilt": [0.985397, 0.072447, -0.016924], "variance": 0.006356, "chroma": 0.035207, "hue": 0.238105, "size": 759037, "hex": "#1C1319"}, {"centroid": [0.584542, 0.174518, -0.005694], "tilt": [0.956845, 0.282024, -0.008554], "variance": 0.008374, "chroma": 0.176902, "hue": 6.24413, "size": 582384, "hex": "#C7437A"}, {"centroid": [0.39775, -0.01168, -0.013247], "tilt": [0.981387, -0.032119, -0.035161], "variance": 0.007509, "chroma": 0.075423, "hue": 4.159244, "size": 1538358, "hex": "#3D494E"}, {"centroid": [0.641889, 0.027171, 0.046306], "tilt": [0.992468, 0.039539, 0.075441], "variance": 0.00924, "chroma": 0.072182, "hue": 0.879993, "size": 392983, "hex": "#A5856C"}]},
+  {"num": 144, "species": "Articuno", "name": "Articuno", "traits": [], "types": ["Ice", "Flying"], "color": "Blue", "total": {"centroid": [0.57936, -0.031268, -0.050547], "tilt": [0.993368, -0.053081, -0.085033], "variance": 0.038633, "chroma": 0.060075, "hue": 4.140561, "size": 304786, "hex": "#587F99"}, "clusters": [{"centroid": [0.706959, -0.038129, -0.065572], "tilt": [0.994011, -0.05379, -0.091828], "variance": 0.003785, "chroma": 0.076343, "hue": 4.178619, "size": 139257, "hex": "#74A7CB"}, {"centroid": [0.331164, -0.014029, -0.020875], "tilt": [0.996202, -0.040767, -0.059933], "variance": 0.00292, "chroma": 0.025348, "hue": 4.182583, "size": 95123, "hex": "#293741"}, {"centroid": [0.931875, -0.017297, -0.007237], "tilt": [0.999791, -0.018611, -0.007701], "variance": 0.001874, "chroma": 0.018898, "hue": 3.534254, "size": 19329, "hex": "#DAECED"}, {"centroid": [0.560301, -0.049955, -0.081228], "tilt": [0.983909, -0.087126, -0.142517], "variance": 0.002549, "chroma": 0.095977, "hue": 4.179577, "size": 51077, "hex": "#367BA5"}]},
+  {"num": 144, "species": "Articuno", "name": "Articuno-Galar", "traits": ["galar", "regional"], "types": ["Psychic", "Flying"], "color": "Purple", "total": {"centroid": [0.559931, 0.034061, -0.055021], "tilt": [0.988594, 0.058313, -0.102024], "variance": 0.047984, "chroma": 0.065941, "hue": 5.244309, "size": 760165, "hex": "#7B6B94"}, "clusters": [{"centroid": [0.784315, 0.044447, -0.047838], "tilt": [0.995416, 0.05878, -0.063204], "variance": 0.008462, "chroma": 0.065358, "hue": 5.427015, "size": 290085, "hex": "#C7ADD7"}, {"centroid": [0.174718, 0.002666, -0.006563], "tilt": [0.999146, 0.015173, -0.037401], "variance": 3.7e-05, "chroma": 0.007118, "hue": 5.074465, "size": 63562, "hex": "#100F13"}, {"centroid": [0.556124, 0.043398, -0.092434], "tilt": [0.979629, 0.076921, -0.164119], "variance": 0.003689, "chroma": 0.102785, "hue": 5.196562, "size": 195550, "hex": "#7866A8"}, {"centroid": [0.370988, 0.020583, -0.04482], "tilt": [0.984345, 0.05342, -0.117316], "variance": 0.005294, "chroma": 0.050314, "hue": 5.059137, "size": 210968, "hex": "#413A57"}]},
+  {"num": 145, "species": "Zapdos", "name": "Zapdos", "traits": [], "types": ["Electric", "Flying"], "color": "Yellow", "total": {"centroid": [0.543175, -0.001693, 0.059894], "tilt": [0.994401, -0.002778, 0.07792], "variance": 0.083978, "chroma": 0.061879, "hue": 1.770916, "size": 203646, "hex": "#7C6E46"}, "clusters": [{"centroid": [0.295573, -0.000901, 0.015641], "tilt": [0.997359, -0.003184, 0.031361], "variance": 0.012425, "chroma": 0.019025, "hue": 4.18268, "size": 109806, "hex": "#2F2C23"}, {"centroid": [0.832904, -0.002619, 0.111677], "tilt": [0.99094, -0.002303, 0.132401], "variance": 0.00705, "chroma": 0.112024, "hue": 1.585863, "size": 93840, "hex": "#E2C56E"}]},
+  {"num": 145, "species": "Zapdos", "name": "Zapdos-Galar", "traits": ["galar", "regional"], "types": ["Fighting", "Flying"], "color": "Yellow", "total": {"centroid": [0.441638, 0.071121, 0.048742], "tilt": [0.980935, 0.123366, 0.081333], "variance": 0.05089, "chroma": 0.088687, "hue": 0.629249, "size": 555701, "hex": "#7B3F31"}, "clusters": [{"centroid": [0.627195, 0.132872, 0.090969], "tilt": [0.965081, 0.209161, 0.139532], "variance": 0.011321, "chroma": 0.164794, "hue": 0.606663, "size": 273864, "hex": "#D75C40"}, {"centroid": [0.261331, 0.011118, 0.007709], "tilt": [0.99634, 0.039999, 0.02478], "variance": 0.012649, "chroma": 0.014734, "hue": 0.657533, "size": 281837, "hex": "#2A221F"}]},
+  {"num": 146, "species": "Moltres", "name": "Moltres", "traits": [], "types": ["Fire", "Flying"], "color": "Yellow", "total": {"centroid": [0.638467, 0.0844, 0.106439], "tilt": [0.971585, 0.131825, 0.158008], "variance": 0.037397, "chroma": 0.147338, "hue": 1.0019, "size": 651986, "hex": "#CA7033"}, "clusters": [{"centroid": [0.80516, 0.025727, 0.130851], "tilt": [0.985476, 0.033294, 0.160361], "variance": 0.003959, "chroma": 0.135951, "hue": 1.378012, "size": 233970, "hex": "#EDB44F"}, {"centroid": [0.395156, 0.046012, 0.058064], "tilt": [0.978551, 0.109084, 0.137195], "variance": 0.009432, "chroma": 0.080114, "hue": 1.017621, "size": 188107, "hex": "#65391D"}, {"centroid": [0.6679, 0.175518, 0.121176], "tilt": [0.95175, 0.250703, 0.172643], "variance": 0.000976, "chroma": 0.213927, "hue": 0.611143, "size": 229909, "hex": "#FB5126"}]},
+  {"num": 146, "species": "Moltres", "name": "Moltres-Galar", "traits": ["galar", "regional"], "types": ["Dark", "Flying"], "color": "Red", "total": {"centroid": [0.430862, 0.101854, 0.003494], "tilt": [0.969283, 0.174957, 0.007182], "variance": 0.04095, "chroma": 0.107364, "hue": 6.212339, "size": 694797, "hex": "#7B344B"}, "clusters": [{"centroid": [0.282288, 0.010835, -8e-05], "tilt": [0.993148, 0.033473, 0.000394], "variance": 0.012534, "chroma": 0.020356, "hue": 5.01679, "size": 351444, "hex": "#2E2729"}, {"centroid": [0.582937, 0.195018, 0.007153], "tilt": [0.944856, 0.319775, 0.01413], "variance": 0.007129, "chroma": 0.196423, "hue": 0.027026, "size": 343353, "hex": "#D03571"}]},
+  {"num": 147, "species": "Dratini", "name": "Dratini", "traits": [], "types": ["Dragon"], "color": "Blue", "total": {"centroid": [0.682975, -0.002996, -0.023377], "tilt": [0.998556, -0.003173, -0.034647], "variance": 0.05177, "chroma": 0.025956, "hue": 4.809178, "size": 119464, "hex": "#9199A8"}, "clusters": [{"centroid": [0.886199, -0.002863, -0.014866], "tilt": [0.999345, -0.003464, -0.017845], "variance": 0.006157, "chroma": 0.019479, "hue": 1.513707, "size": 51959, "hex": "#D3D9E3"}, {"centroid": [0.366771, 0.001032, -0.006624], "tilt": [0.999368, 0.004388, -0.017605], "variance": 0.006928, "chroma": 0.007776, "hue": 5.060439, "size": 33996, "hex": "#3D3E42"}, {"centroid": [0.688656, -0.007289, -0.053571], "tilt": [0.996507, -0.010391, -0.077991], "variance": 0.001137, "chroma": 0.054444, "hue": 4.565304, "size": 33509, "hex": "#889BBD"}]},
+  {"num": 148, "species": "Dragonair", "name": "Dragonair", "traits": [], "types": ["Dragon"], "color": "Blue", "total": {"centroid": [0.646518, -0.017122, -0.042166], "tilt": [0.995246, -0.027135, -0.067909], "variance": 0.049207, "chroma": 0.046592, "hue": 4.172969, "size": 211358, "hex": "#7891A8"}, "clusters": [{"centroid": [0.926609, -0.001887, -3.5e-05], "tilt": [0.99996, -0.001946, 0.000101], "variance": 0.004469, "chroma": 0.003973, "hue": 3.042288, "size": 48594, "hex": "#E5E7E6"}, {"centroid": [0.675636, -0.030331, -0.075263], "tilt": [0.991894, -0.04529, -0.111792], "variance": 0.005932, "chroma": 0.08148, "hue": 4.2978, "size": 107375, "hex": "#6E9BC6"}, {"centroid": [0.344342, -0.004883, -0.014966], "tilt": [0.99761, -0.014042, -0.042508], "variance": 0.005454, "chroma": 0.016352, "hue": 4.404795, "size": 55389, "hex": "#333941"}]},
+  {"num": 149, "species": "Dragonite", "name": "Dragonite", "traits": [], "types": ["Dragon", "Flying"], "color": "Brown", "total": {"centroid": [0.659114, 0.012174, 0.068645], "tilt": [0.992927, 0.016058, 0.096854], "variance": 0.038074, "chroma": 0.075568, "hue": 1.472538, "size": 324179, "hex": "#A88D60"}, "clusters": [{"centroid": [0.382287, -0.009105, 0.016805], "tilt": [0.995056, -0.017153, 0.042578], "variance": 0.010729, "chroma": 0.036257, "hue": 2.093299, "size": 80181, "hex": "#414439"}, {"centroid": [0.750083, 0.019167, 0.085681], "tilt": [0.992228, 0.026972, 0.114689], "variance": 0.012231, "chroma": 0.088486, "hue": 1.368241, "size": 243998, "hex": "#CDA76C"}]},
+  {"num": 150, "species": "Mewtwo", "name": "Mewtwo", "traits": [], "types": ["Psychic"], "color": "Purple", "total": {"centroid": [0.655177, 0.019489, -0.014905], "tilt": [0.998415, 0.033284, -0.024179], "variance": 0.045472, "chroma": 0.025004, "hue": 5.519325, "size": 487894, "hex": "#988B99"}, "clusters": [{"centroid": [0.555216, 0.048102, -0.029422], "tilt": [0.99453, 0.086351, -0.052843], "variance": 0.000939, "chroma": 0.056618, "hue": 5.740522, "size": 84010, "hex": "#856783"}, {"centroid": [0.727294, 0.021243, -0.015298], "tilt": [0.998731, 0.028929, -0.020843], "variance": 0.001545, "chroma": 0.026373, "hue": 5.52866, "size": 164493, "hex": "#AFA1B0"}, {"centroid": [0.349476, 0.008785, -0.006479], "tilt": [0.99924, 0.027297, -0.019395], "variance": 0.003261, "chroma": 0.011034, "hue": 5.615364, "size": 117375, "hex": "#3D383D"}, {"centroid": [0.920853, 0.007722, -0.012486], "tilt": [0.999869, 0.008375, -0.013543], "variance": 0.000548, "chroma": 0.014831, "hue": 5.259408, "size": 122016, "hex": "#E6E2ED"}]},
+  {"num": 150, "species": "Mewtwo", "name": "Mewtwo-Mega-X", "traits": ["mega", "nostart"], "types": ["Psychic", "Fighting"], "color": "Purple", "total": {"centroid": [0.680193, 0.016715, -0.010177], "tilt": [0.998943, 0.025471, -0.015159], "variance": 0.047528, "chroma": 0.019945, "hue": 5.62161, "size": 341012, "hex": "#9F949E"}, "clusters": [{"centroid": [0.85252, 0.010534, -0.007388], "tilt": [0.999872, 0.012569, -0.008491], "variance": 0.004463, "chroma": 0.01332, "hue": 5.685881, "size": 179401, "hex": "#D3CBD3"}, {"centroid": [0.368552, 0.006694, -0.004412], "tilt": [0.999221, 0.016951, -0.010905], "variance": 0.007415, "chroma": 0.008188, "hue": 5.341451, "size": 92814, "hex": "#413D41"}, {"centroid": [0.651254, 0.04635, -0.025228], "tilt": [0.996145, 0.07061, -0.038286], "variance": 0.003238, "chroma": 0.05308, "hue": 5.769815, "size": 68797, "hex": "#A3849E"}]},
+  {"num": 150, "species": "Mewtwo", "name": "Mewtwo-Mega-Y", "traits": ["mega", "nostart"], "types": ["Psychic"], "color": "Purple", "total": {"centroid": [0.616455, 0.022838, -0.013084], "tilt": [0.998156, 0.037638, -0.020969], "variance": 0.050339, "chroma": 0.026646, "hue": 5.600148, "size": 332471, "hex": "#8E7F8C"}, "clusters": [{"centroid": [0.667831, 0.052387, -0.028526], "tilt": [0.995583, 0.07864, -0.042522], "variance": 0.002285, "chroma": 0.060012, "hue": 5.785368, "size": 97285, "hex": "#AA87A5"}, {"centroid": [0.356805, 0.010295, -0.005714], "tilt": [0.998636, 0.027591, -0.014898], "variance": 0.006049, "chroma": 0.01196, "hue": 5.351948, "size": 123481, "hex": "#403A3F"}, {"centroid": [0.858733, 0.01097, -0.007781], "tilt": [0.999866, 0.013035, -0.008909], "variance": 0.004256, "chroma": 0.013822, "hue": 5.660829, "size": 111705, "hex": "#D5CDD5"}]},
+  {"num": 151, "species": "Mew", "name": "Mew", "traits": [], "types": ["Psychic"], "color": "Pink", "total": {"centroid": [0.632204, 0.03751, -0.003728], "tilt": [0.998037, 0.053995, -0.005689], "variance": 0.05472, "chroma": 0.038195, "hue": 6.003535, "size": 80732, "hex": "#9D808B"}, "clusters": [{"centroid": [0.807213, 0.051443, -0.004739], "tilt": [0.997735, 0.064144, -0.005901], "variance": 0.008453, "chroma": 0.05206, "hue": 6.190494, "size": 48555, "hex": "#DCB2C1"}, {"centroid": [0.368115, 0.016484, -0.002202], "tilt": [0.998493, 0.038681, -0.00537], "variance": 0.007837, "chroma": 0.017273, "hue": 5.583492, "size": 32177, "hex": "#463B3F"}]},
+  {"num": 286, "species": "Breloom", "name": "Breloom", "traits": [], "types": ["Grass", "Fighting"], "color": "Green", "total": {"centroid": [0.576239, -0.012511, 0.032584], "tilt": [0.995672, -0.022228, 0.053962], "variance": 0.03766, "chroma": 0.050222, "hue": 2.006753, "size": 186571, "hex": "#797B63"}, "clusters": [{"centroid": [0.316246, -0.000476, 0.012334], "tilt": [0.997233, -0.004943, 0.037213], "variance": 0.002137, "chroma": 0.021443, "hue": 2.106514, "size": 47847, "hex": "#34312A"}, {"centroid": [0.553807, -0.040206, 0.035538], "tilt": [0.995085, -0.070616, 0.063427], "variance": 0.002548, "chroma": 0.054625, "hue": 2.361786, "size": 60105, "hex": "#637A5B"}, {"centroid": [0.814099, -0.033918, 0.046431], "tilt": [0.996499, -0.045086, 0.057707], "variance": 0.008155, "chroma": 0.062709, "hue": 2.080951, "size": 43024, "hex": "#B8C9A1"}, {"centroid": [0.676098, 0.04395, 0.03808], "tilt": [0.993564, 0.063875, 0.055967], "variance": 0.004229, "chroma": 0.066379, "hue": 1.023365, "size": 35595, "hex": "#B78B7B"}]},
+]

web/index.html

@@ -4,10 +4,10 @@
     <meta charset="utf-8" />
     <title>Pokemon By Color</title>
     <link rel="stylesheet" href="styles.css" />
-    <script src="https://unpkg.com/d3-color@3.0.1/dist/d3-color.min.js"></script>
-    <script src="https://unpkg.com/d3-cam02@0.1.5/build/d3-cam02.min.js"></script>
+    <!-- <script src="https://unpkg.com/d3-color@3.0.1/dist/d3-color.min.js"></script>
+    <script src="https://unpkg.com/d3-cam02@0.1.5/build/d3-cam02.min.js"></script> -->
     <script src="https://unpkg.com/fuse.js@6.5.3/dist/fuse.min.js"></script>
-    <script src="database-v3.js"></script>
+    <script src="database.js"></script>
     <script src="main.js" defer></script>
   </head>
   <body>
@@ -40,47 +40,49 @@
           </div>
         </label>
         <select class="pill-shape highlight-border" name="whole" disabled>
-          <option value="alpha">Geometric Difference (α)</option>
-          <option value="sigma">RMS Deviation (σ)</option>
-          <option value="bigTheta">Cosine Difference (Θ)</option>
+          <option value="psi">RMS Distance (Ψ)</option>
+          <option value="lambda">Mean Cosine Difference (Λ)</option>
+          <!-- <option value="alpha">Geometric Difference (α)</option>
+          <option value="sigma">RMS Deviation (σ)</option> -->
         </select>
         <select class="pill-shape highlight-border" name="mean" disabled>
-          <option value="theta">Angular Difference (θ)</option>
+          <option value="delta">Euclidean Distance (δ)</option>
+          <option value="omega">Cosine Difference (ω)</option>
+          <option value="deltaC">Chroma Difference (ΔC)</option>
+          <option value="deltaH">Hue Difference (Δh)</option>
+          <!-- <option value="theta">Angular Difference (θ)</option>
           <option value="phi">Hue Azimuth (ϕ)</option>
-          <option value="delta">Euclidean (δ)</option>
           <option value="manhattan">Manhattan (M)</option>
           <option value="ch">Chebyshev (Ч)</option>
-          <option value="lightnessDiff">Lightness (ℓ)</option>
+          <option value="lightnessDiff">Lightness (ℓ)</option> -->
         </select>
         <select class="pill-shape highlight-border" name="stat" disabled>
-          <option value="importance">Visual Importance (β)</option>
+          <option value="size">Size (N)</option>
+          <option value="chroma">Mean Chroma (C̅)</option>
+          <!-- <option value="importance">Visual Importance (β)</option>
           <option value="inertia">Inertia (I)</option>
           <option value="variance">Variance (V)</option>
           <option value="muNuAngle">Mu-Nu Angle (Φ)</option>
-          <option value="size">Size (N)</option>
-          <option value="lightness">Mean Lightness (L)</option>
-          <option value="chroma">Mean Chroma (C)</option>
+          <option value="lightness">Mean Lightness (L)</option> -->
         </select>
       </form>
     </template>
 
     <template id="pkmn-data-template">
-      <div>α&nbsp;=&nbsp;<span bind-to="alpha"></span></div>
-      <div>σ&nbsp;=&nbsp;<span bind-to="sigma"></span></div>
-      <div>Θ&nbsp;=&nbsp;<span bind-to="bigTheta"></span></div>
-      <div>θ&nbsp;=&nbsp;<span bind-to="theta"></span>°</div>
-      <div>ϕ&nbsp;=&nbsp;<span bind-to="phi"></span>°</div>
+      <div class="full-grid-row">μ&nbsp;=&nbsp;(<span bind-to="centroid"></span>)</div>
       <div>δ&nbsp;=&nbsp;<span bind-to="delta"></span></div>
-      <div>M&nbsp;=&nbsp;<span bind-to="manhattan"></span></div>
-      <div>Ч&nbsp;=&nbsp;<span bind-to="ch"></span></div>
-      <div>ℓ&nbsp;=&nbsp;<span bind-to="lightnessDiff"></span></div>
-      <div>β&nbsp;=&nbsp;<span bind-to="importance"></span></div>
-      <div>I&nbsp;=&nbsp;<span bind-to="inertia"></span></div>
-      <div>V&nbsp;=&nbsp;<span bind-to="variance"></span></div>
-      <div>Φ&nbsp;=&nbsp;<span bind-to="muNuAngle"></span>°</div>
-      <div>N&nbsp;=&nbsp;<span bind-to="size"></span></div>
-      <div>L&nbsp;=&nbsp;<span bind-to="lightness"></span></div>
-      <div>C&nbsp;=&nbsp;<span bind-to="chroma"></span></div>
+      <div>Ψ&nbsp;=&nbsp;<span bind-to="psi"></span></div>
+      <div>σ²&nbsp;=&nbsp;<span bind-to="variance"></span></div>
+      <div>σ&nbsp;=&nbsp;<span bind-to="stddev"></span></div>
+      <div class="full-grid-row">τ&nbsp;=&nbsp;(<span bind-to="tilt"></span>)</div>
+      <div>ω&nbsp;=&nbsp;<span bind-to="omega"></span></div>
+      <div>Λ&nbsp;=&nbsp;<span bind-to="lambda"></span></div>
+      <div>C̅&nbsp;=&nbsp;<span bind-to="chroma"></span></div>
+      <div>ΔC&nbsp;=&nbsp;<span bind-to="deltaC"></span></div>
+      <div>h̅&nbsp;=&nbsp;<span bind-to="hue"></span>°</div>
+      <div>Δh&nbsp;=&nbsp;<span bind-to="deltaH"></span>°</div>
+      <div>ΔL&nbsp;=&nbsp;<span bind-to="deltaL"></span></div>
+      <div>|I|&nbsp;=&nbsp;<span bind-to="size"></span></div>
     </template>
 
     <template id="pkmn-tile-template">
@@ -121,7 +123,7 @@
       action="javascript:void(0)"
       autocomplete="off"
     ></form>
-    <!-- Contains final sort order + color space controls -->
+    <!-- Contains final sort order control -->
     <form id="colorSortForm" hidden action="javascript:void(0)" autocomplete="off"></form>
     <!-- Contains display control (number or results) -->
     <form
@@ -171,23 +173,6 @@
             />
           </label>
         </div>
-        <div class="emphasis center">Color Space</div>
-        <div class="center flex big-gap">
-          <label>
-            <input
-              form="colorSortForm"
-              type="radio"
-              name="colorSpace"
-              value="jab"
-              checked
-            />
-            <span class="toggle-label | pill-shape highlight-border">CIECAM</span>
-          </label>
-          <label>
-            <input form="colorSortForm" type="radio" name="colorSpace" value="rgb" />
-            <span class="toggle-label | pill-shape highlight-border">sRGB</span>
-          </label>
-        </div>
       </div>
       <hr />
       <div class="emphasis center">Ranking Function</div>

web/main.js

@@ -1,10 +1,43 @@
 // ---- Math and Utilities ----
 // Vector Math
 const vectorDot = (u, v) => u.map((x, i) => x * v[i]).reduce((x, y) => x + y);
-const vectorMag = v => Math.sqrt(vectorDot(v, v));
+const unitVector = v => {
+  const mag = Math.hypot(...v);
+  return v.map(c => c / mag);
+};
 
 // Angle Math
 const rad2deg = 180 / Math.PI;
+const twoPi = 2 * Math.PI;
+
+// Color Conversion
+const hex2rgb = hex => {
+  hex = hex.replace("#", "");
+  const red = hex.substr(0, 2);
+  const grn = hex.substr(2, 2);
+  const blu = hex.substr(4, 2);
+  return [red, grn, blu].map(c => parseInt(c, 16));
+};
+
+// calculated from analyze.py
+RGB_TO_LMS = [
+  [0.4121965, 0.53627432, 0.05143268],
+  [0.2119195, 0.68071831, 0.10738379],
+  [0.08834911, 0.28185414, 0.63018663],
+];
+LMS_TO_OKLAB = [
+  [0.2104542553, 0.793617785, -0.0040720468],
+  [1.9779984951, -2.428592205, 0.4505937099],
+  [0.0259040371, 0.7827717662, -0.808675766],
+];
+const hex2oklab = hex => {
+  const lrgb = hex2rgb(hex).map(c => {
+    const v = c / 255;
+    return v <= 0.04045 ? v / 12.92 : Math.pow((v + 0.055) / 1.055, 2.4);
+  });
+  const lms = RGB_TO_LMS.map(row => Math.cbrt(vectorDot(row, lrgb)));
+  return LMS_TO_OKLAB.map(row => vectorDot(row, lms));
+};
 
 // Misc
 const clamp = (min, value, max) => Math.min(Math.max(value, min), max);
@@ -17,119 +50,49 @@ const productLift =
       .reduce((x, y) => x * y, 1);
 
 // Pre-computation
-const getVectorDataBuilder = (toHue, toLightness, toChroma, toHex) => vector => {
-  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 buildVectorDataJab = getVectorDataBuilder(
-  jab => d3.jch(d3.jab(...jab)).h || 0, // Jab -> hue
-  ([j]) => j / 100, // Jab -> lightness
-  jab => d3.jch(d3.jab(...jab)).C / 100, // Jab -> chroma
-  jab => d3.jab(...jab).formatHex() // Jab -> hex
-);
-const buildVectorDataRgb = getVectorDataBuilder(
-  rgb => d3.hsl(d3.rgb(...rgb)).h || 0, // RGB -> hue
-  rgb => d3.hsl(d3.rgb(...rgb)).l || 0, // RGB -> lightness
-  rgb => d3.jch(d3.rgb(...rgb)).C / 100, // RGB -> chroma
-  rgb => d3.rgb(...rgb).formatHex() // RGB -> hex
-);
-
-const buildClusterData = (
-  size,
-  inertia,
-  mu1,
-  mu2,
-  mu3,
-  nu1,
-  nu2,
-  nu3,
-  totalSize,
-  buildVectorDataForSpace
-) => {
-  const mu = buildVectorDataForSpace([mu1, mu2, mu3]);
-  const nu = [nu1, nu2, nu3];
-  const muNuAngle =
-    rad2deg * Math.acos(clamp(-1, vectorDot(mu.unit, nu) / vectorMag(nu), 1));
-  const proportion = size / totalSize;
-  // "Visual Importance" - effectively a comparison where size is the
-  // biggest factor, then lightness, then chroma
-  const importance = 100 * proportion + 10 * mu.lightness + mu.chroma;
+const getColorData = hex => {
+  const lab = hex2oklab(hex);
   return {
-    size,
-    inverseSize: 1 / size,
-    inertia,
-    mu,
-    nu,
-    muNuAngle,
-    proportion,
-    inverseProportion: 1 / proportion,
-    importance,
+    hex,
+    vector: lab,
+    unit: unitVector(lab),
+    chroma: Math.hypot(lab[1], lab[2]),
+    hue: (Math.atan2(lab[2], lab[1]) + twoPi) % twoPi,
   };
 };
 
-const pokemonData = databaseV3.map(([name, size, ...values]) => ({
-  name,
-  jab: {
-    total: buildClusterData(size, ...values.slice(0, 7), size, buildVectorDataJab),
-    clusters: [
-      buildClusterData(...values.slice(7, 15), size, buildVectorDataJab),
-      buildClusterData(...values.slice(15, 23), size, buildVectorDataJab),
-      buildClusterData(...values.slice(23, 31), size, buildVectorDataJab),
-      buildClusterData(...values.slice(31, 39), size, buildVectorDataJab),
-    ].filter(c => c.size !== 0),
-  },
-  rgb: {
-    total: buildClusterData(size, ...values.slice(39, 46), size, buildVectorDataRgb),
-    clusters: [
-      buildClusterData(...values.slice(46, 54), size, buildVectorDataRgb),
-      buildClusterData(...values.slice(54, 62), size, buildVectorDataRgb),
-      buildClusterData(...values.slice(62, 70), size, buildVectorDataRgb),
-      buildClusterData(...values.slice(70, 78), size, buildVectorDataRgb),
-    ].filter(c => c.size !== 0),
+const pokemonData = database.map(({ total, clusters, ...rest }) => ({
+  total: {
+    ...total,
+    unitCentroid: unitVector(total.centroid),
+    stddev: Math.sqrt(total.variance),
+    proportion: 1,
+    inverseSize: 1 / total.size,
   },
+  clusters: clusters.map(c => ({
+    ...c,
+    unitCentroid: unitVector(c.centroid),
+    stddev: Math.sqrt(c.variance),
+    proportion: c.size / total.size,
+    inverseSize: 1 / c.size,
+  })),
+  ...rest,
 }));
-
 const pokemonLookup = new Fuse(pokemonData, { keys: ["name"] });
 
 const calcScores = (data, target) => {
-  const sigma = Math.sqrt(
-    data.inertia - 2 * vectorDot(data.mu.vector, target.vector) + target.sqMag
-  );
-  const bigTheta = 1 - vectorDot(data.nu, target.unit);
-  const rawPhi = Math.abs(data.mu.hue - target.hue);
+  const { centroid, unitCentroid, tilt, variance, chroma, hue } = data;
+  const delta = Math.hypot(...centroid.map((c, i) => c - target.vector[i]));
+
   return {
-    sigma,
-    bigTheta,
-    alpha: sigma * Math.pow(bigTheta, target.chroma + target.lightness),
-
-    theta: rad2deg * Math.acos(clamp(-1, vectorDot(data.mu.unit, target.unit), 1)),
-    phi: Math.min(rawPhi, 360 - rawPhi),
-    delta: vectorMag(data.mu.vector.map((x, i) => x - target.vector[i])),
-    manhattan: data.mu.vector
-      .map((x, i) => Math.abs(x - target.vector[i]))
-      .reduce((x, y) => x + y),
-    ch: Math.max(...data.mu.vector.map((x, i) => Math.abs(x - target.vector[i]))),
-    lightnessDiff: Math.abs(data.mu.lightness - target.lightness),
-
-    inertia: data.inertia,
-    variance: data.inertia - data.mu.sqMag,
-    muNuAngle: data.muNuAngle,
-    size: data.size,
-    lightness: data.mu.lightness,
-    chroma: data.mu.chroma,
-    importance: data.importance,
-
-    inverseSize: data.inverseSize,
-    proportion: data.proportion,
-    inverseProportion: data.inverseProportion,
-
-    muHex: data.mu.hex,
+    ...data,
+    delta,
+    psi: Math.sqrt(variance + delta * delta),
+    omega: 1 - vectorDot(unitCentroid, target.unit),
+    lambda: 1 - vectorDot(tilt, target.unit),
+    deltaL: Math.abs(centroid[0] - target.vector[0]),
+    deltaC: Math.abs(chroma - target.chroma),
+    deltaH: Math.abs(hue - target.hue) % Math.PI,
   };
 };
 
@@ -216,7 +179,7 @@ const updateMetricSelects = form => {
 const metricSymbols = Object.fromEntries(
   Array.from(document.querySelectorAll("option")).map(el => [
     el.value,
-    el.textContent.at(-2),
+    el.textContent.split("(")[1].split(")")[0],
   ])
 );
 
@@ -239,15 +202,13 @@ const updateMetricDisplays = () => {
 // ---- Styling ----
 
 const getColorStyles = hex => {
-  const { r, g, b } = d3.color(hex);
-  const highlight =
-    vectorDot([r, g, b], [0.3, 0.6, 0.1]) >= 128
-      ? "var(--color-dark)"
-      : "var(--color-light)";
+  const rgb = hex2rgb(hex);
+  const lum = vectorDot(rgb, [0.3, 0.6, 0.1]);
+  const highlight = lum >= 128 ? "var(--color-dark)" : "var(--color-light)";
   return {
     "--highlight": highlight,
     "--background": hex,
-    "--shadow-component": highlight.includes("light") ? "255" : "0",
+    "--shadow-component": lum >= 128 ? "0" : "255",
   };
 };
 
@@ -267,14 +228,20 @@ const createPokemonTooltip = makeTemplate("pkmn-data-template", data =>
   Object.fromEntries(
     Object.entries(data).map(([metric, value]) => [
       metric,
-      { innerText: value.toFixed?.(2)?.replace(".00", "") },
+      {
+        innerText: Array.isArray(value)
+          ? value.map(v => v.toFixed(2)).join(", ")
+          : (value * (metric === "hue" || metric === "deltaH" ? rad2deg : 1))
+              .toFixed?.(2)
+              ?.replace(".00", ""),
+      },
     ])
   )
 );
 
 const createPokemonTile = makeTemplate(
   "pkmn-tile-template",
-  (pkmnName, colorSpace, enableTotalFlags, enableClusterFlags) => {
+  (pkmnName, enableTotalFlags, enableClusterFlags) => {
     const formattedName = pkmnName
       .split("-")
       .map(part => part.charAt(0).toUpperCase() + part.substr(1))
@@ -285,12 +252,14 @@ const createPokemonTile = makeTemplate(
     };
 
     let spriteName = pkmnName
+      .toLowerCase()
       .replace("-alola", "-alolan")
       .replace("-galar", "-galarian")
       .replace("-hisui", "-hisuian")
       .replace("-paldea", "-paldean")
-      .replace("-paldeanfire", "-paldean-fire") // tauros
-      .replace("-paldeanwater", "-paldean-water") // tauros
+      .replace("-paldean-combat", "-paldean") // tauros
+      .replace("-paldean-blaze", "-paldean-fire") // tauros
+      .replace("-paldean-aqua", "-paldean-water") // tauros
       .replace("-phony", "") // sinistea and polteageist
       .replace("darmanitan-galarian", "darmanitan-galarian-standard")
       .replace("chienpao", "chien-pao")
@@ -325,10 +294,10 @@ const createPokemonTile = makeTemplate(
     };
 
     const score = {
-      innerText: objectiveValues[pkmnName][colorSpace].toFixed(2),
+      innerText: objectiveValues[pkmnName].toFixed(2),
     };
 
-    const { total, clusters } = metricScores[pkmnName][colorSpace];
+    const { total, clusters } = metricScores[pkmnName];
     const buttonBinds = [
       [clusters[0], "cls1Btn", "cls1Data"],
       [clusters[1], "cls2Btn", "cls2Data"],
@@ -341,15 +310,14 @@ const createPokemonTile = makeTemplate(
         return {
           [button]: {
             dataset: {
-              included:
-                enableClusterFlags && index === bestClusterIndices[pkmnName][colorSpace],
+              included: enableClusterFlags && index === bestClusterIndices[pkmnName],
             },
             hidden: false,
-            innerText: data.muHex,
+            innerText: data.hex,
             "@click"() {
-              model.setTargetColor(data.muHex);
+              model.setTargetColor(data.hex);
             },
-            ...getColorStyles(data.muHex),
+            ...getColorStyles(data.hex),
           },
           [tooltip]: {
             append: createPokemonTooltip(data)[0],
@@ -366,8 +334,6 @@ const createPokemonTile = makeTemplate(
 const renderPokemon = (list, target) => {
   target.innerText = "";
 
-  const colorSpace = colorSortForm.elements.colorSpace.value;
-
   const {
     sortUseWholeImage,
     sortUseBestCluster,
@@ -390,9 +356,7 @@ const renderPokemon = (list, target) => {
   );
 
   target.append(
-    ...list.map(
-      name => createPokemonTile(name, colorSpace, enableTotalFlags, enableClusterFlags)[0]
-    )
+    ...list.map(name => createPokemonTile(name, enableTotalFlags, enableClusterFlags)[0])
   );
 };
 
@@ -423,21 +387,12 @@ const model = {
       prevColorsSidebar.prepend(prevButton);
     }
 
-    const rgb = d3.rgb(hex);
-    const { J, a, b } = d3.jab(rgb);
-    const targetJab = buildVectorDataJab([J, a, b]);
-    const targetRgb = buildVectorDataRgb([rgb.r, rgb.g, rgb.b]);
+    const targetData = getColorData(hex);
 
-    pokemonData.forEach(({ name, jab, rgb }) => {
+    pokemonData.forEach(({ name, total, clusters }) => {
       metricScores[name] = {
-        jab: {
-          total: calcScores(jab.total, targetJab),
-          clusters: jab.clusters.map(c => calcScores(c, targetJab)),
-        },
-        rgb: {
-          total: calcScores(rgb.total, targetRgb),
-          clusters: rgb.clusters.map(c => calcScores(c, targetRgb)),
-        },
+        total: calcScores(total, targetData),
+        clusters: clusters.map(c => calcScores(c, targetData)),
       };
     });
 
@@ -474,11 +429,8 @@ const model = {
         .map((c, i) => [getClusterScore(c, total), i])
         .reduce((a, b) => (clsSort(a[0], b[0]) > 0 ? b : a))[1];
 
-    Object.entries(metricScores).forEach(([name, { jab, rgb }]) => {
-      bestClusterIndices[name] = {
-        jab: getBestClusterIndex(jab),
-        rgb: getBestClusterIndex(rgb),
-      };
+    Object.entries(metricScores).forEach(([name, scores]) => {
+      bestClusterIndices[name] = getBestClusterIndex(scores);
     });
 
     const metric = sortMetricForm.elements.metric.value;
@@ -491,11 +443,8 @@ const model = {
       sortUseInvTotalSize && (({ total }) => total.inverseSize)
     );
 
-    Object.entries(metricScores).forEach(([name, { jab, rgb }]) => {
-      objectiveValues[name] = {
-        jab: getSortScore(jab, bestClusterIndices[name].jab),
-        rgb: getSortScore(rgb, bestClusterIndices[name].rgb),
-      };
+    Object.entries(metricScores).forEach(([name, scores]) => {
+      objectiveValues[name] = getSortScore(scores, bestClusterIndices[name]);
     });
 
     this.renderNameSearchResults();
@@ -503,12 +452,9 @@ const model = {
   },
 
   rank() {
-    const { colorSpace, sortOrder } = Object.fromEntries(
-      new FormData(colorSortForm).entries()
-    );
+    const { sortOrder } = Object.fromEntries(new FormData(colorSortForm).entries());
     const compare = sortOrders[sortOrder];
-    const sortFn = (a, b) =>
-      compare(objectiveValues[a][colorSpace], objectiveValues[b][colorSpace]);
+    const sortFn = (a, b) => compare(objectiveValues[a], objectiveValues[b]);
 
     this.ranked = pokemonData
       .map(({ name }) => name)
@@ -570,7 +516,13 @@ targetColorElements.colorPicker.addEventListener("change", ({ target }) =>
 
 const randomizeTargetColor = () =>
   model.setTargetColor(
-    d3.hsl(Math.random() * 360, Math.random(), Math.random()).formatHex()
+    [Math.random(), Math.random(), Math.random()]
+      .map(component =>
+        Math.floor(component * 256)
+          .toString(16)
+          .padStart(2, "0")
+      )
+      .reduce((x, y) => x + y)
   );
 
 targetColorElements.randomColor.addEventListener("click", randomizeTargetColor);

web/styles.css

@@ -86,6 +86,10 @@ body {
   gap: var(--gap, 1rem);
 }
 
+.full-grid-row {
+  grid-column: 1 / -1;
+}
+
 .flow > * + * {
   margin-block-start: var(--flow-space, 1rem);
 }
@@ -317,7 +321,7 @@ button.color-select:hover {
   transition: visibility 200ms, opacity 200ms ease-out, transform 200ms ease-out;
   font-size: 0.75rem;
 
-  grid-template-columns: repeat(4, 1fr);
+  grid-template-columns: repeat(2, 1fr);
   column-gap: 0.5ch;
 
   padding: var(--tile-block-padding) 0.5ch;