{ "protocol": "image-level stratified train/validation/test; a single teaching split", "source_sha256": "79115d4b58ebe963a0888259f45b62a7392b2566cf7a6c3033e43a1e56b89415", "dataset_sha256": "f6d9e39f37dc45d327f6db33428ee58970ccceabb2535a5c179de35886b70443", "environment": { "python": "3.11.0", "numpy": "2.4.6", "scipy": "1.17.1", "sklearn": "1.9.1" }, "seed": 42, "dataset": { "name": "sklearn load_digits", "samples": 1797, "classes": 10, "image_shape": [ 8, 8 ], "feature_count": 64, "writer_independent_test": false }, "split_sizes": { "train": 1077, "validation": 360, "test": 360 }, "splits": { "train": [ 706, 1269, 990, 1020, 577, 330, 1175, 1151, 1552, 178, 491, 295, 1462, 1093, 1724, 320, 213, 732, 1524, 895, 1025, 460, 1597, 1645, 722, 1024, 266, 885, 53, 198, 157, 602, 165, 370, 1111, 650, 1519, 1086, 636, 1533, 786, 525, 582, 1173, 141, 506, 1549, 656, 970, 1761, 1450, 729, 1738, 625, 1638, 1654, 1121, 809, 973, 479, 1475, 703, 1220, 932, 477, 1265, 1149, 225, 1065, 894, 257, 1596, 373, 1374, 1232, 1033, 1662, 1082, 1048, 1393, 1630, 1040, 1510, 1425, 1441, 1096, 1559, 72, 1273, 846, 159, 384, 863, 438, 110, 1473, 867, 941, 1132, 376, 1343, 1607, 1318, 676, 866, 784, 1138, 1451, 1247, 430, 144, 1408, 1513, 1501, 1426, 1769, 543, 398, 674, 409, 1128, 939, 1363, 1130, 716, 1753, 221, 233, 916, 1526, 1235, 1653, 1150, 1050, 1470, 1764, 1381, 1733, 166, 212, 538, 432, 1440, 1258, 278, 312, 1754, 91, 864, 1034, 1424, 305, 1148, 164, 1728, 775, 179, 1361, 961, 556, 300, 1339, 892, 1582, 1206, 457, 687, 628, 324, 367, 1141, 1658, 1215, 1563, 572, 774, 573, 1471, 314, 1378, 238, 800, 1032, 338, 0, 40, 611, 1541, 169, 1163, 1214, 841, 293, 1075, 793, 1118, 1037, 288, 1720, 247, 818, 1680, 441, 1481, 1056, 637, 215, 1785, 503, 761, 1239, 1226, 322, 772, 508, 1300, 717, 70, 963, 108, 372, 456, 789, 696, 361, 1160, 1415, 1650, 1365, 957, 733, 1199, 1364, 263, 833, 1742, 750, 788, 105, 39, 230, 1289, 76, 209, 1368, 211, 1421, 292, 1613, 518, 13, 1243, 459, 1595, 1323, 5, 900, 1061, 1380, 1058, 1502, 888, 415, 483, 1730, 199, 1346, 847, 1129, 526, 1419, 1085, 1430, 1395, 1084, 234, 595, 186, 1261, 96, 143, 476, 277, 1628, 519, 439, 1518, 119, 627, 790, 1225, 433, 1070, 558, 537, 1263, 1467, 1550, 1257, 30, 588, 1027, 1294, 252, 738, 33, 383, 413, 397, 451, 1544, 923, 912, 1789, 134, 1303, 1276, 787, 619, 1637, 1076, 1329, 1661, 1713, 1396, 1099, 120, 658, 106, 286, 962, 804, 1106, 326, 830, 603, 1192, 801, 102, 1572, 267, 911, 731, 704, 1787, 1455, 675, 1652, 196, 1193, 1221, 1429, 113, 107, 860, 1649, 1729, 1059, 1737, 1241, 437, 249, 261, 64, 1735, 111, 1423, 544, 1301, 634, 354, 825, 1115, 853, 463, 1444, 714, 1182, 82, 195, 1640, 1051, 1135, 154, 447, 1267, 1153, 462, 889, 1280, 218, 839, 612, 1756, 1618, 350, 613, 1320, 1262, 1741, 1006, 1784, 276, 1683, 151, 1285, 67, 474, 496, 1350, 1570, 539, 1689, 662, 1174, 48, 1119, 906, 197, 531, 1620, 1422, 1231, 512, 395, 936, 181, 1443, 742, 657, 1355, 421, 1388, 1719, 827, 1131, 553, 311, 1721, 1746, 1786, 633, 692, 1023, 1711, 1412, 494, 815, 1359, 1260, 1337, 858, 1590, 1715, 418, 1325, 1779, 1567, 905, 890, 404, 92, 387, 826, 210, 285, 130, 193, 1517, 652, 878, 298, 1548, 824, 1003, 514, 1234, 270, 568, 331, 411, 380, 347, 563, 1230, 57, 272, 1606, 1485, 1478, 1505, 940, 323, 1377, 452, 393, 1211, 1442, 1204, 600, 681, 1046, 968, 609, 481, 645, 245, 282, 1766, 1092, 745, 1219, 898, 909, 131, 1172, 1237, 416, 798, 114, 255, 280, 1228, 1568, 799, 428, 971, 1571, 1117, 947, 253, 56, 258, 207, 1681, 1207, 689, 1013, 874, 547, 335, 1529, 1717, 1569, 1286, 27, 3, 886, 73, 333, 1434, 1413, 1667, 500, 1296, 237, 566, 1479, 109, 61, 1268, 1659, 162, 868, 1042, 254, 578, 767, 306, 1254, 1029, 1482, 1431, 763, 377, 1102, 1751, 1272, 1546, 1240, 480, 529, 1527, 1054, 640, 1561, 1146, 315, 904, 1372, 876, 262, 1306, 66, 999, 1687, 702, 1279, 624, 1030, 435, 14, 546, 386, 1718, 60, 1302, 1066, 1557, 214, 630, 168, 145, 19, 802, 1453, 104, 296, 26, 1105, 571, 1205, 1178, 1091, 133, 542, 461, 1602, 1375, 951, 444, 1775, 1770, 1315, 1107, 1575, 967, 509, 180, 744, 337, 928, 559, 29, 458, 49, 997, 1179, 1041, 279, 1283, 726, 823, 36, 1432, 1436, 1236, 471, 1209, 205, 1464, 1635, 1664, 1622, 55, 1185, 15, 309, 1166, 1643, 828, 1404, 465, 1126, 59, 219, 701, 332, 183, 1144, 1120, 281, 473, 294, 1690, 132, 959, 594, 126, 206, 1293, 807, 709, 736, 1512, 622, 592, 1081, 1371, 560, 407, 1165, 810, 488, 339, 400, 1348, 123, 1636, 972, 661, 842, 1591, 811, 97, 1402, 291, 1771, 1540, 1229, 945, 1109, 994, 450, 604, 1314, 90, 1134, 1691, 374, 1400, 1767, 1349, 194, 1223, 1629, 700, 1335, 766, 1633, 1255, 156, 1124, 534, 1113, 1297, 690, 869, 20, 1250, 307, 1616, 1194, 316, 224, 946, 173, 378, 445, 520, 297, 163, 998, 150, 590, 1598, 375, 740, 1641, 189, 1344, 707, 711, 146, 1744, 1608, 392, 1492, 1142, 958, 1491, 670, 1494, 845, 1698, 174, 467, 235, 1183, 167, 408, 1001, 1308, 1169, 872, 1469, 813, 551, 446, 308, 455, 549, 1053, 934, 887, 605, 871, 1418, 1660, 1405, 12, 1750, 1716, 115, 883, 954, 1697, 1611, 1409, 51, 1539, 822, 834, 2, 783, 747, 204, 635, 228, 884, 88, 1726, 1558, 427, 1545, 727, 948, 1383, 672, 615, 1435, 1693, 385, 1755, 227, 1116, 913, 1577, 879, 587, 1644, 1685, 931, 112, 673, 816, 62, 981, 1774, 1248, 982, 1520, 953, 436, 1352, 364, 829, 264, 1069, 1576, 1796, 351, 93, 1428, 1795, 1625, 1655, 1401, 1334, 1532, 273, 621, 917, 1167, 353, 1203, 85, 505, 691, 796, 349, 37, 779, 1669, 124, 1722, 580, 643, 355, 318, 522, 623, 1147, 401, 1358, 345, 1190, 1016, 1018, 98, 524, 976, 865, 877, 1028, 647, 1108, 1612, 200, 901, 502, 1634, 424, 837, 620, 1603, 68, 513, 1136, 8, 1410, 78, 806, 1483, 203, 325, 785, 382, 663, 100, 1251, 1197, 313, 410, 960, 978, 1017, 1694, 664, 341, 1727, 1624, 555, 244, 1583, 1417, 910, 118, 344, 1589, 176, 429, 1776, 665, 753, 1783, 1009, 776, 328, 1186, 631, 268, 251, 922, 1454, 469, 379, 915, 149, 1508, 303, 1156, 614, 943, 820, 1670, 117, 478, 1026, 1045, 1011, 1701, 1547, 1196, 739, 1180, 712, 45, 177, 1712, 1615, 782, 1452, 896, 1170, 389, 579, 417, 1327, 956, 449, 762, 771, 1043, 723, 880, 843, 54, 388, 660, 1706, 248, 1187, 1152, 523, 147, 1403, 1605, 755, 1353, 1594, 1468, 1311, 304, 16, 242, 1676, 1095, 434, 985, 1534, 80, 423, 769, 1073, 1386, 1760, 808, 128, 1578, 1310, 924, 426, 607, 1060, 155, 1521, 653, 532, 814, 1757, 938, 836, 63, 243, 1326, 448, 581, 1360, 610, 208, 626, 770, 136, 1759, 575, 1133 ], "validation": [ 1686, 171, 1600, 773, 987, 832, 1497, 466, 550, 805, 1772, 859, 728, 1631, 1356, 1414, 1458, 1044, 369, 718, 1299, 1538, 1266, 188, 918, 1498, 153, 730, 1580, 1406, 1331, 791, 1586, 1668, 746, 1537, 1097, 1749, 942, 891, 420, 1511, 678, 655, 601, 274, 182, 317, 79, 720, 1253, 765, 1218, 644, 1632, 1617, 454, 671, 1646, 275, 1389, 848, 638, 1604, 47, 1472, 794, 666, 1316, 1793, 870, 856, 929, 425, 1351, 926, 705, 920, 548, 1445, 84, 414, 94, 1398, 752, 1610, 1104, 1487, 1765, 184, 756, 1503, 903, 1745, 46, 1555, 777, 768, 1675, 1341, 1480, 719, 22, 1584, 1647, 1420, 875, 1038, 902, 1763, 334, 1245, 34, 1581, 1161, 89, 812, 1208, 9, 1274, 1195, 1456, 897, 250, 1287, 596, 18, 81, 1181, 1071, 1202, 1290, 1198, 1543, 443, 984, 721, 192, 1496, 1123, 1466, 849, 431, 693, 1067, 683, 1278, 152, 521, 231, 1684, 1394, 440, 135, 850, 574, 688, 1238, 348, 472, 442, 694, 899, 1448, 759, 1407, 1709, 497, 642, 1305, 758, 757, 1385, 490, 65, 545, 1564, 1008, 589, 593, 1157, 1560, 515, 1515, 1506, 406, 725, 1367, 1747, 668, 1015, 1705, 475, 1732, 1588, 127, 1723, 557, 336, 1601, 1674, 686, 50, 365, 1714, 371, 737, 1447, 1734, 974, 1184, 1155, 1298, 708, 1702, 1140, 699, 1224, 992, 160, 715, 1565, 1164, 552, 366, 646, 1366, 1217, 74, 1677, 1486, 914, 1064, 840, 616, 498, 495, 1, 1143, 283, 58, 241, 1556, 422, 1778, 893, 17, 232, 229, 1010, 396, 1282, 1309, 1336, 1338, 969, 1671, 778, 760, 535, 1122, 741, 1291, 1474, 1609, 23, 803, 1295, 682, 583, 1072, 172, 138, 1623, 831, 1052, 950, 1525, 988, 1259, 949, 1460, 1332, 710, 25, 764, 1523, 1488, 980, 1369, 569, 1509, 260, 1384, 222, 52, 1110, 1281, 1387, 1476, 504, 271, 1504, 1021, 817, 1782, 1490, 1080, 1416, 7, 649, 792, 1449, 749, 1083, 908, 975, 1542, 342, 1168, 935, 71, 1347, 1551, 1696, 1068, 881, 1012, 659, 256, 87, 576, 346, 405, 1665, 1740, 101, 927, 1031, 1495, 1397, 77, 327, 1277, 1710, 1154, 1313, 1614, 1330, 1019, 1005, 1057, 1007, 1592, 986, 1463, 1227, 42, 319, 259 ], "test": [ 618, 1427, 158, 1256, 1079, 648, 1773, 1531, 1063, 781, 695, 1682, 1554, 1390, 966, 121, 1014, 1651, 751, 161, 360, 103, 482, 861, 142, 1672, 412, 536, 965, 584, 1354, 597, 116, 1382, 680, 598, 492, 1292, 724, 1379, 1752, 240, 31, 1055, 391, 43, 1699, 501, 533, 1062, 1579, 1553, 1535, 651, 1438, 629, 4, 1739, 1516, 1593, 137, 562, 1762, 1599, 1125, 44, 1725, 930, 1399, 565, 1446, 185, 190, 933, 632, 289, 1666, 1528, 1566, 679, 677, 821, 310, 1145, 1249, 1673, 170, 1288, 1177, 363, 470, 1188, 390, 69, 517, 499, 1373, 1284, 873, 977, 989, 1100, 669, 698, 359, 1507, 223, 1522, 485, 1307, 381, 1270, 1585, 713, 1370, 1022, 852, 819, 952, 564, 1642, 24, 1035, 1489, 639, 1465, 1619, 129, 599, 1077, 1768, 1743, 1345, 1536, 1004, 1176, 735, 1376, 835, 964, 1573, 1657, 1049, 925, 1688, 1562, 1162, 1707, 1000, 358, 1002, 1391, 996, 882, 1222, 493, 191, 995, 468, 1088, 1275, 1781, 1036, 1090, 921, 419, 641, 1493, 489, 1695, 202, 1484, 122, 667, 993, 201, 1704, 748, 1233, 585, 220, 857, 125, 21, 1392, 1098, 356, 216, 1089, 1663, 530, 287, 1748, 1304, 1312, 95, 1700, 28, 217, 1788, 1319, 1791, 795, 591, 246, 1189, 75, 1648, 399, 394, 654, 608, 1216, 734, 1514, 855, 1621, 1114, 10, 1322, 32, 1094, 6, 1627, 1731, 301, 352, 844, 1264, 464, 1459, 1574, 907, 1790, 486, 38, 343, 1362, 1411, 617, 854, 487, 1780, 1252, 403, 1703, 540, 302, 1530, 1499, 1792, 357, 1328, 321, 1271, 187, 561, 139, 1437, 175, 516, 362, 1433, 1139, 1457, 919, 1137, 1357, 606, 290, 1074, 955, 1112, 697, 1333, 1201, 1210, 838, 851, 140, 484, 780, 1213, 1736, 329, 1324, 453, 1246, 299, 991, 1191, 685, 507, 983, 527, 1103, 1626, 1477, 1039, 937, 226, 239, 1500, 511, 269, 541, 1171, 1587, 1127, 11, 1692, 99, 1656, 1078, 265, 684, 510, 567, 1758, 1794, 743, 1678, 528, 1317, 586, 1242, 1439, 1777, 35, 1200, 1101, 1212, 1087, 1679, 340, 1708, 979, 236, 368, 1340, 862, 402, 83, 797, 1158, 1461, 284, 554, 148, 1321, 86, 570, 754, 1047, 944, 41, 1159, 1342, 1639, 1244 ] }, "classifiers": [ { "id": "dummy", "name": "Dummy", "train": { "accuracy": 0.10120705663881151, "macro_f1": 0.018381112984822933, "balanced_accuracy": 0.1 }, "validation": { "accuracy": 0.10277777777777777, "macro_f1": 0.01863979848866499, "balanced_accuracy": 0.1 }, "fit_seconds": 0.0009558000601828098, "predict_seconds": 0.00011740019544959068, "configuration": "DummyClassifier(strategy='most_frequent')" }, { "id": "logreg", "name": "Logistic regression", "train": { "accuracy": 0.9990714948932219, "macro_f1": 0.9990564148214087, "balanced_accuracy": 0.999074074074074 }, "validation": { "accuracy": 0.9722222222222222, "macro_f1": 0.9723752603395079, "balanced_accuracy": 0.9721385671385671 }, "fit_seconds": 0.04706769995391369, "predict_seconds": 0.001188300084322691, "configuration": "Pipeline(steps=[('standardscaler', StandardScaler()),\n ('logisticregression', LogisticRegression(max_iter=2000))])" }, { "id": "tree", "name": "Decision tree", "train": { "accuracy": 0.9517177344475395, "macro_f1": 0.9514643205795507, "balanced_accuracy": 0.9514606407688506 }, "validation": { "accuracy": 0.8388888888888889, "macro_f1": 0.8382984883679662, "balanced_accuracy": 0.8388288288288288 }, "fit_seconds": 0.020193399861454964, "predict_seconds": 0.0004961001686751842, "configuration": "DecisionTreeClassifier(max_depth=8, random_state=42)" }, { "id": "forest", "name": "Random forest", "train": { "accuracy": 1.0, "macro_f1": 1.0, "balanced_accuracy": 1.0 }, "validation": { "accuracy": 0.975, "macro_f1": 0.9751366977535503, "balanced_accuracy": 0.9748412698412698 }, "fit_seconds": 0.4798316000960767, "predict_seconds": 0.021331100026145577, "configuration": "RandomForestClassifier(n_estimators=120, n_jobs=1, random_state=42)" }, { "id": "svm", "name": "SVM (RBF)", "train": { "accuracy": 1.0, "macro_f1": 1.0, "balanced_accuracy": 1.0 }, "validation": { "accuracy": 0.9944444444444445, "macro_f1": 0.9943639602155319, "balanced_accuracy": 0.9943650793650793 }, "fit_seconds": 0.05165980011224747, "predict_seconds": 0.02888090000487864, "configuration": "Pipeline(steps=[('standardscaler', StandardScaler()), ('svc', SVC(C=3.0))])" }, { "id": "knn", "name": "k-NN", "train": { "accuracy": 0.989786443825441, "macro_f1": 0.989826511597316, "balanced_accuracy": 0.9898215171654681 }, "validation": { "accuracy": 0.9638888888888889, "macro_f1": 0.9640407766185476, "balanced_accuracy": 0.9634877734877735 }, "fit_seconds": 0.0039935000240802765, "predict_seconds": 0.007794199977070093, "configuration": "Pipeline(steps=[('standardscaler', StandardScaler()),\n ('kneighborsclassifier',\n KNeighborsClassifier(n_jobs=1, n_neighbors=3))])" }, { "id": "bayes", "name": "Gaussian naive Bayes", "train": { "accuracy": 0.8068709377901578, "macro_f1": 0.7972535647321337, "balanced_accuracy": 0.8068911784005799 }, "validation": { "accuracy": 0.7444444444444445, "macro_f1": 0.7309857510648896, "balanced_accuracy": 0.7443822393822395 }, "fit_seconds": 0.005005599930882454, "predict_seconds": 0.0033319001086056232, "configuration": "Pipeline(steps=[('standardscaler', StandardScaler()),\n ('gaussiannb', GaussianNB())])" }, { "id": "boosting", "name": "Gradient boosting", "train": { "accuracy": 0.9990714948932219, "macro_f1": 0.9990564148214087, "balanced_accuracy": 0.999074074074074 }, "validation": { "accuracy": 0.9638888888888889, "macro_f1": 0.9638130772941744, "balanced_accuracy": 0.9638052338052339 }, "fit_seconds": 2.9836790999397635, "predict_seconds": 0.003203399945050478, "configuration": "GradientBoostingClassifier(max_depth=2, n_estimators=60, random_state=42)" } ], "selected_by_validation": "svm", "feature_study": [ { "mode": "mean", "dimensions": 1, "accuracy": 0.11388888888888889, "macro_f1": 0.09572711877616313, "balanced_accuracy": 0.11340626340626343 }, { "mode": "quadrants", "dimensions": 4, "accuracy": 0.575, "macro_f1": 0.5699259591845014, "balanced_accuracy": 0.573897468897469 }, { "mode": "pixels", "dimensions": 64, "accuracy": 0.9638888888888889, "macro_f1": 0.9640407766185476, "balanced_accuracy": 0.9634877734877735 } ], "scaling_study": [ { "units": "original", "scaled": false, "accuracy": 0.9805555555555555, "macro_f1": 0.980568897983719, "balanced_accuracy": 0.9803925353925355 }, { "units": "original", "scaled": true, "accuracy": 0.9638888888888889, "macro_f1": 0.9640407766185476, "balanced_accuracy": 0.9634877734877735 }, { "units": "one_pixel_x1000", "scaled": false, "accuracy": 0.8861111111111111, "macro_f1": 0.886855241716848, "balanced_accuracy": 0.8861432861432862 }, { "units": "one_pixel_x1000", "scaled": true, "accuracy": 0.9638888888888889, "macro_f1": 0.9640407766185476, "balanced_accuracy": 0.9634877734877735 } ], "scaled_pixel_index": 42, "capacity_study": [ { "max_depth": 1, "leaves": 2, "train": { "accuracy": 0.1977715877437326, "macro_f1": 0.09836776110748713, "balanced_accuracy": 0.19811320754716982 }, "validation": { "accuracy": 0.20277777777777778, "macro_f1": 0.10241050431147111, "balanced_accuracy": 0.2 } }, { "max_depth": 3, "leaves": 8, "train": { "accuracy": 0.49303621169916434, "macro_f1": 0.4120436202006353, "balanced_accuracy": 0.49606113098489 }, "validation": { "accuracy": 0.4888888888888889, "macro_f1": 0.38995384324637694, "balanced_accuracy": 0.4913492063492063 } }, { "max_depth": 8, "leaves": 69, "train": { "accuracy": 0.9517177344475395, "macro_f1": 0.9514643205795507, "balanced_accuracy": 0.9514606407688506 }, "validation": { "accuracy": 0.8388888888888889, "macro_f1": 0.8382984883679662, "balanced_accuracy": 0.8388288288288288 } }, { "max_depth": null, "leaves": 109, "train": { "accuracy": 1.0, "macro_f1": 1.0, "balanced_accuracy": 1.0 }, "validation": { "accuracy": 0.8333333333333334, "macro_f1": 0.8330587746981125, "balanced_accuracy": 0.8329643929643931 } } ], "clustering": { "k": 10, "known_k": true, "fit_uses_labels": false, "validation_ari": 0.4895095676189424, "permuted_ari": 0.4895095676189424, "meaningless_raw_accuracy": 0.08611111111111111, "permuted_raw_accuracy": 0.058333333333333334, "permutation": [ 2, 8, 9, 5, 7, 1, 4, 6, 0, 3 ], "center_images": [ [ [ 0.0, -1.6653345369377348e-16, 0.40196078431372584, 7.303921568627451, 11.509803921568627, 1.9999999999999956, 0.07843137254902, 1.942890293094024e-16 ], [ -3.469446951953614e-18, 0.01960784313725883, 3.519607843137255, 13.46078431372549, 8.460784313725489, 1.911764705882356, 0.9019607843137243, 0.17647058823529418 ], [ 3.903127820947816e-18, 0.5980392156862773, 10.656862745098039, 11.343137254901961, 4.686274509803923, 5.509803921568627, 3.872549019607843, 0.27450980392156865 ], [ 0.0, 4.911764705882353, 14.54901960784314, 5.8137254901960755, 7.137254901960786, 10.676470588235293, 5.941176470588237, -1.3010426069826053e-18 ], [ 0.0, 9.098039215686274, 14.77450980392157, 9.852941176470589, 13.421568627450977, 14.411764705882359, 5.568627450980392, 0.0 ], [ 0.04901960784313719, 6.274509803921562, 11.450980392156865, 12.245098039215685, 15.000000000000007, 10.196078431372548, 1.4313725490196079, 1.3877787807814457e-17 ], [ -6.938893903907228e-18, 0.8921568627450982, 2.6960784313725483, 7.568627450980392, 13.725490196078427, 3.7647058823529376, 0.009803921568634966, -2.7755575615628914e-16 ], [ -1.0842021724855044e-19, 0.009803921568628082, 0.47058823529410976, 8.245098039215687, 11.911764705882353, 1.656862745098035, -1.7763568394002505e-15, 1.6653345369377348e-16 ] ], [ [ 0.0, 1.1102230246251565e-16, 1.383928571428572, 11.767857142857142, 9.571428571428571, 1.8124999999999956, 0.1875, 2.220446049250313e-16 ], [ -5.204170427930421e-18, 0.08928571428571774, 7.928571428571427, 14.517857142857142, 6.0446428571428585, 0.919642857142855, 0.02678571428571197, -1.1102230246251565e-16 ], [ 4.336808689942018e-18, 0.982142857142859, 12.821428571428566, 9.276785714285715, 0.9464285714285792, 0.1428571428571459, 2.220446049250313e-16, -1.6653345369377348e-16 ], [ 0.0, 2.839285714285715, 13.973214285714288, 7.973214285714286, 3.937499999999993, 2.026785714285711, 0.1071428571428541, 0.0 ], [ 0.0, 3.7321428571428577, 14.794642857142861, 12.839285714285712, 12.285714285714283, 10.830357142857142, 2.8035714285714284, 0.0 ], [ -1.0408340855860843e-17, 1.9375, 14.419642857142865, 10.383928571428573, 5.366071428571428, 10.830357142857142, 9.267857142857139, 0.21428571428571386 ], [ -8.239936510889834e-18, 0.14285714285714268, 10.285714285714286, 12.589285714285712, 5.5982142857142865, 11.535714285714283, 10.803571428571429, 0.49107142857142927 ], [ 0.0, 6.661338147750939e-16, 1.7053571428571423, 11.232142857142858, 15.24107142857143, 13.223214285714285, 4.473214285714285, 0.11607142857142824 ] ], [ [ 0.0, 0.07843137254901983, 7.352941176470587, 14.176470588235293, 8.607843137254902, 1.7058823529411766, 2.220446049250313e-16, 8.326672684688674e-17 ], [ 0.05882352941176462, 2.431372549019608, 11.96078431372549, 12.627450980392156, 10.313725490196079, 5.07843137254902, 0.117647058823529, 1.3877787807814457e-16 ], [ 0.03921568627450976, 2.450980392156863, 9.019607843137255, 6.431372549019608, 9.450980392156863, 6.372549019607843, 0.31372549019607865, 1.3877787807814457e-17 ], [ 0.0, 0.9411764705882364, 3.4901960784313726, 5.549019607843137, 11.490196078431373, 5.882352941176471, 0.21568627450980582, 6.505213034913027e-19 ], [ 0.0, 0.019607843137256165, 1.0196078431372504, 5.215686274509802, 12.686274509803921, 5.117647058823531, 0.21568627450980493, 0.0 ], [ -5.204170427930421e-18, 0.0, 1.235294117647057, 7.0392156862745106, 12.07843137254902, 4.313725490196077, 0.9803921568627465, 0.039215686274509845 ], [ 0.0, 0.19607843137254954, 7.490196078431373, 13.627450980392155, 13.450980392156865, 10.84313725490196, 9.509803921568626, 2.647058823529411 ], [ -1.0842021724855044e-19, 0.05882352941176461, 6.980392156862745, 13.725490196078432, 13.392156862745098, 13.745098039215684, 13.666666666666671, 6.450980392156863 ] ], [ [ 0.0, 1.6879432624113482, 11.787234042553191, 14.58156028368795, 11.879432624113475, 7.212765957446809, 1.9078014184397163, 0.014184397163120699 ], [ -7.806255641895632e-18, 6.248226950354615, 14.957446808510632, 12.212765957446809, 10.822695035460994, 6.921985815602837, 1.645390070921986, 0.021276595744680826 ], [ 4.9873299934333204e-18, 5.709219858156029, 10.439716312056737, 6.078014184397163, 8.624113475177303, 3.524822695035459, 0.21985815602836878, -2.220446049250313e-16 ], [ 0.0, 2.4042553191489366, 7.46099290780142, 10.226950354609928, 10.02836879432624, 1.7588652482269493, 0.21985815602836878, 2.6020852139652106e-18 ], [ 0.0, 0.8510638297872362, 4.893617021276594, 11.78014184397163, 9.673758865248226, 1.2269503546099312, 0.028368794326232294, 0.0 ], [ -1.1275702593849246e-17, 0.3758865248226986, 4.921985815602838, 10.40425531914894, 8.304964539007091, 2.709219858156028, 0.4893617021276544, -4.163336342344337e-17 ], [ -1.0408340855860843e-17, 1.5886524822695043, 9.943262411347517, 11.80851063829787, 11.141843971631207, 6.23404255319149, 2.8652482269503543, 0.056737588652482046 ], [ 0.0, 1.6808510638297856, 12.617021276595754, 14.432624113475178, 9.602836879432624, 5.120567375886526, 2.3404255319148937, 0.06382978723404309 ] ], [ [ 0.0, 0.017647058823530237, 2.458823529411764, 9.276470588235295, 12.25294117647059, 6.9941176470588236, 0.8529411764705882, -2.220446049250313e-16 ], [ 1.734723475976807e-18, 0.2352941176470562, 5.611764705882352, 12.435294117647059, 13.705882352941181, 11.28823529411765, 1.8470588235294119, 2.7755575615628914e-16 ], [ 5.637851296924623e-18, 0.9411764705882388, 7.129411764705878, 11.964705882352945, 12.81176470588235, 10.764705882352946, 1.2529411764705878, -2.5673907444456745e-16 ], [ 0.0, 1.4529411764705897, 7.870588235294118, 13.47058823529412, 14.41176470588236, 7.411764705882353, 0.35882352941176565, 4.119968255444917e-18 ], [ 0.0, 0.9294117647058839, 7.676470588235294, 12.9764705882353, 13.829411764705881, 4.858823529411765, 0.19999999999998996, 0.0 ], [ 0.0, 1.2058823529411764, 8.294117647058822, 10.56470588235294, 12.564705882352946, 6.576470588235296, 0.48823529411764, -6.938893903907228e-17 ], [ -1.214306433183765e-17, 0.6411764705882352, 7.211764705882354, 10.229411764705883, 12.282352941176466, 7.952941176470588, 1.1823529411764757, 0.005882352941176339 ], [ 0.0, 0.005882352941177338, 2.594117647058822, 9.323529411764705, 12.411764705882353, 7.582352941176471, 1.3882352941176486, 7.216449660063518e-16 ] ], [ [ 0.0, 0.0, 0.0, 3.0, 15.0, 13.0, 1.0, 0.0 ], [ 0.0, 0.0, 2.0, 15.0, 16.0, 16.0, 2.0, 0.0 ], [ 0.0, 0.0, 13.0, 10.0, 5.0, 15.0, -2.220446049250313e-16, 0.0 ], [ 0.0, 0.0, 6.0, 2.000000000000001, 11.0, 8.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 6.0, 14.0, 2.0, 0.0, 0.0 ], [ 0.0, 3.0, 8.0, 16.0, 8.0, 0.0, 0.0, 0.0 ], [ 3.0, 16.0, 16.0, 16.0, 16.0, 8.0, 0.0, 0.0 ], [ 0.9999999999999999, 4.0, 4.0, 5.0, 13.0, 6.0, 0.0, 0.0 ] ], [ [ 0.0, 0.019047619047618758, 4.2095238095238106, 12.971428571428572, 11.361904761904762, 3.228571428571429, 0.04761904761904745, 1.942890293094024e-16 ], [ -5.204170427930421e-18, 0.7809523809523817, 12.590476190476188, 13.485714285714286, 11.247619047619047, 11.523809523809526, 1.047619047619047, -1.1102230246251565e-16 ], [ 3.903127820947816e-18, 3.7428571428571447, 14.447619047619044, 4.980952380952381, 2.3333333333333357, 11.647619047619049, 3.5619047619047617, -1.5959455978986625e-16 ], [ 0.0, 5.342857142857143, 12.666666666666664, 1.6666666666666634, 0.12380952380952515, 8.742857142857144, 6.371428571428572, -1.3010426069826053e-18 ], [ 0.0, 5.809523809523812, 11.295238095238098, 0.9523809523809614, 0.019047619047636744, 8.533333333333333, 6.961904761904762, 0.0 ], [ -1.1275702593849246e-17, 3.409523809523808, 13.076190476190481, 1.7333333333333298, 1.4666666666666677, 11.133333333333336, 5.657142857142857, 6.938893903907228e-18 ], [ -7.806255641895632e-18, 0.7714285714285715, 13.047619047619051, 9.571428571428571, 10.361904761904762, 13.16190476190476, 2.3428571428571425, -3.0531133177191805e-16 ], [ -2.168404344971009e-19, 0.0095238095238101, 4.276190476190477, 13.561904761904763, 12.942857142857143, 5.123809523809525, 0.2285714285714271, 1.6653345369377348e-16 ] ], [ [ 0.0, 0.0, 0.0, 4.500000000000001, 15.5, 3.0, 0.0, 0.0 ], [ 0.0, 0.0, 4.0, 15.0, 10.0, 0.0, 8.5, 8.5 ], [ 0.0, 1.5, 14.5, 11.0, 0.0, 5.5, 15.5, 7.000000000000001 ], [ 0.0, 7.5, 16.0, 11.5, 12.5, 16.0, 13.999999999999998, 1.0 ], [ 0.0, 6.0, 13.5, 12.5, 12.0, 16.0, 6.0, 0.0 ], [ 0.0, 0.0, 0.0, 8.881784197001252e-16, 10.5, 13.0, 0.9999999999999996, 0.0 ], [ 0.0, 0.0, 8.881784197001252e-16, 3.499999999999999, 15.5, 6.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 7.499999999999999, 14.5, 1.0, 0.0, 0.0 ] ], [ [ 0.0, 0.3074074074074074, 7.188888888888888, 12.85925925925926, 12.577777777777778, 6.625925925925927, 0.7185185185185173, 0.00740740740740678 ], [ 0.00740740740740742, 3.0185185185185155, 13.63703703703704, 9.366666666666667, 10.144444444444444, 10.63703703703704, 1.4407407407407402, 0.003703703703704278 ], [ -5.637851296924623e-18, 3.548148148148151, 9.992592592592592, 4.637037037037038, 8.507407407407406, 9.87777777777778, 1.3555555555555556, -2.5673907444456745e-16 ], [ 0.0, 1.8222222222222235, 7.759259259259258, 10.84074074074074, 13.166666666666668, 9.644444444444446, 1.574074074074073, -4.7704895589362195e-18 ], [ 0.0, 0.3777777777777731, 2.7740740740740666, 5.922222222222229, 8.918518518518514, 11.811111111111114, 3.3555555555555565, 0.0 ], [ 1.9949319973733282e-17, 0.30000000000000693, 1.9444444444444384, 1.4444444444444269, 2.481481481481464, 11.83333333333334, 6.099999999999997, 4.163336342344337e-17 ], [ -1.3010426069826053e-17, 0.7481481481481482, 7.548148148148149, 5.77407407407407, 6.15185185185185, 12.799999999999995, 5.877777777777776, 0.05185185185185215 ], [ 5.421010862427522e-19, 0.22222222222222224, 7.503703703703707, 13.811111111111112, 14.222222222222223, 9.448148148148146, 1.8740740740740738, 0.029629629629628895 ] ], [ [ 0.0, 0.0243902439024391, 4.219512195121951, 11.861788617886178, 14.024390243902436, 11.943089430894306, 6.406504065040654, 1.146341463414632 ], [ -7.806255641895632e-18, 0.7723577235772374, 10.585365853658537, 12.284552845528456, 10.577235772357724, 12.252032520325205, 6.6097560975609735, 0.788617886178861 ], [ 4.336808689942018e-18, 1.016260162601629, 6.780487804878048, 2.8048780487804867, 6.08130081300813, 11.39837398373984, 4.113821138211382, 0.19512195121951204 ], [ 0.0, 1.0487804878048792, 6.056910569105689, 7.146341463414634, 11.918699186991871, 12.268292682926834, 5.219512195121953, 8.673617379884035e-19 ], [ 0.0, 1.2764227642276433, 8.577235772357724, 12.390243902439023, 13.731707317073168, 10.934959349593496, 3.7398373983739845, 0.0 ], [ -1.214306433183765e-17, 0.731707317073171, 4.455284552845528, 10.000000000000002, 11.47967479674797, 4.585365853658537, 0.5203252032520269, -2.42861286636753e-17 ], [ -9.540979117872439e-18, 8.881784197001252e-16, 2.121951219512198, 11.504065040650405, 7.658536585365854, 0.9999999999999796, 0.008130081300823377, -3.0531133177191805e-16 ], [ -2.168404344971009e-19, 0.0243902439024396, 5.073170731707317, 12.040650406504065, 3.4878048780487863, 0.40650406504062975, -3.1086244689504383e-15, 4.440892098500626e-16 ] ] ] }, "regression": { "synthetic": true, "training_samples": 160, "validation_samples": 80, "scores": [ { "features": "linear", "mae": 1.7292621623513895, "rmse": 2.059241815362818 }, { "features": "quadratic_features", "mae": 0.5338764320210728, "rmse": 0.6508218665657098 } ], "x_validation": [ 1.670300982442571, 1.5668382119421178, -0.7138726434211051, 2.41561437926305, 1.6725054237947674, -1.4642094565943835, 0.5762553194062372, 1.3341561035787013, -0.2976843726265974, 0.4303683142564525, 1.828586144980811, -2.2090666932808736, -1.9393633023646097, -1.097166643063708, 0.4753174136513758, -2.157962417616524, 0.9699675790065667, -1.6365676692913387, -2.1585054660083354, -0.03605508453288664, -2.1328548668037186, 0.7899863947323889, 1.8261654936778244, 1.468572935446903, -0.38941763998177237, 1.957751545166147, -0.7752118546045126, 2.830958556365804, 1.7085806955131249, 0.32421686123429616, -0.8291243366796577, 0.8038506700865105, -1.8321677528881946, 0.11315016231869457, 1.9657870319554922, -0.3796956646058258, -2.263452405531084, 1.684374186131807, 1.7033892546384806, -2.730536283646026, 0.3311882539609483, -1.164260255096085, -0.06849572789080005, 0.3275087220950086, -1.31259729696595, 0.35524296447248105, -0.7744662968253673, -1.6385439056946953, -2.503620000465369, 1.01041777074283, -2.9163822737507905, -0.7580536267577394, 1.0659520416771446, 1.986676032749437, -1.28132263870767, 0.03797958972379778, 2.139685704554253, -0.6145308370503564, -1.5963630848079555, 2.7513552794486724, 0.7816955587133307, -1.0208327260032881, 0.5045878134764132, -1.1762994116243268, 1.1982428028644971, -2.815092992592364, -2.4216542270790042, -2.8637275611968374, 1.316777735705621, -2.0802941002530355, 2.954253384335022, -1.785819811228618, 1.0982937194547278, -2.750314956828645, -1.3116966478680208, 1.8841223079962077, 2.853734109820536, -0.24650534676996028, 0.32911481634890016, 1.6118849515059424 ], "y_validation": [ 0.9824198311394698, 0.3410823706615429, 0.867230267475882, 3.2255583691814094, 1.760252939106012, 2.669548785443526, 1.0246161283885318, 0.9594789399185478, -0.6009552978311034, -1.3551976864866724, 1.5526210652943422, 5.336780605025083, 3.4175016868297132, 2.223353449516395, 0.20256291909623625, 4.565584661214086, 0.88584391189613, 2.5853403801444794, 5.502052467246319, -0.062238673674652224, 5.362290631653347, -0.6458419202797925, 0.8123338128602045, 0.9802872320959584, -0.4954020118152731, 0.7350400461927339, 2.3009593010556317, 4.066789661147305, 0.8951449657947085, 0.1716541613105504, 2.037081828181379, -0.9994952452071131, 3.1430508817784486, 0.5845677517895869, 2.752622588278018, 0.18400686952670955, 6.165141129182479, 1.0285382279939081, 1.3922513792503137, 7.098154718753323, -0.6441045336929461, 1.5447216767297167, 0.14781469730523764, -0.36439590910067987, 0.9110853770984335, 0.8886981044135314, 0.599160885990546, 3.2364696796495744, 7.272116525843966, -0.032647341079463515, 8.453126078931286, 1.0456297746233327, 0.36003377632002587, 2.7992940030558184, 2.410198234238151, 0.7669652398987121, 3.0503933670631933, 1.9784784231161507, 3.9361809950150013, 4.136871636722391, -0.3693164393093792, 1.4567489523143298, 0.4915585533670598, 1.0100369898175363, -0.4200773999405717, 8.828660748587673, 6.429905459318537, 9.159108089401407, 0.9733288607121257, 4.0889957957889695, 3.5139434061404478, 2.563452820318481, -0.1370026595547587, 7.458599200340705, 3.334013093576143, 1.5609753711093428, 4.199761162348546, 0.06997922460378364, 0.17431170178894614, 1.2258504744888588 ], "curve_x": [ -3.0, -2.959731543624161, -2.9194630872483223, -2.879194630872483, -2.8389261744966445, -2.7986577181208054, -2.7583892617449663, -2.7181208053691277, -2.6778523489932886, -2.6375838926174495, -2.597315436241611, -2.557046979865772, -2.5167785234899327, -2.476510067114094, -2.436241610738255, -2.395973154362416, -2.3557046979865772, -2.3154362416107386, -2.2751677852348995, -2.2348993288590604, -2.1946308724832218, -2.1543624161073827, -2.1140939597315436, -2.073825503355705, -2.033557046979866, -1.993288590604027, -1.953020134228188, -1.912751677852349, -1.8724832214765101, -1.8322147651006713, -1.7919463087248322, -1.7516778523489933, -1.7114093959731544, -1.6711409395973156, -1.6308724832214767, -1.5906040268456376, -1.5503355704697988, -1.5100671140939599, -1.4697986577181208, -1.429530201342282, -1.389261744966443, -1.3489932885906042, -1.3087248322147653, -1.2684563758389262, -1.2281879194630874, -1.1879194630872485, -1.1476510067114094, -1.1073825503355705, -1.0671140939597317, -1.0268456375838928, -0.9865771812080539, -0.9463087248322148, -0.9060402684563762, -0.8657718120805371, -0.825503355704698, -0.7852348993288594, -0.7449664429530203, -0.7046979865771812, -0.6644295302013425, -0.6241610738255035, -0.5838926174496644, -0.5436241610738257, -0.5033557046979866, -0.463087248322148, -0.4228187919463089, -0.3825503355704698, -0.34228187919463116, -0.30201342281879207, -0.2617449664429534, -0.22147651006711433, -0.18120805369127524, -0.1409395973154366, -0.1006711409395975, -0.06040268456375841, -0.020134228187919767, 0.020134228187919323, 0.06040268456375841, 0.10067114093959706, 0.14093959731543615, 0.1812080536912748, 0.22147651006711389, 0.261744966442953, 0.3020134228187916, 0.3422818791946307, 0.38255033557046936, 0.42281879194630845, 0.46308724832214754, 0.5033557046979862, 0.5436241610738253, 0.5838926174496644, 0.624161073825503, 0.6644295302013421, 0.7046979865771812, 0.7449664429530198, 0.7852348993288589, 0.8255033557046976, 0.8657718120805367, 0.9060402684563758, 0.9463087248322144, 0.9865771812080535, 1.0268456375838921, 1.0671140939597317, 1.1073825503355703, 1.147651006711409, 1.1879194630872476, 1.2281879194630871, 1.2684563758389258, 1.3087248322147644, 1.348993288590604, 1.3892617449664426, 1.4295302013422813, 1.4697986577181208, 1.5100671140939594, 1.550335570469798, 1.5906040268456376, 1.6308724832214763, 1.671140939597315, 1.7114093959731544, 1.751677852348993, 1.7919463087248317, 1.8322147651006713, 1.87248322147651, 1.9127516778523486, 1.9530201342281872, 1.9932885906040267, 2.0335570469798654, 2.073825503355704, 2.1140939597315436, 2.154362416107382, 2.194630872483221, 2.2348993288590604, 2.275167785234899, 2.3154362416107377, 2.3557046979865772, 2.395973154362416, 2.4362416107382545, 2.476510067114093, 2.5167785234899327, 2.5570469798657713, 2.59731543624161, 2.6375838926174495, 2.677852348993288, 2.718120805369127, 2.7583892617449663, 2.798657718120805, 2.8389261744966436, 2.879194630872483, 2.919463087248322, 2.9597315436241605, 3.0 ], "curves": { "linear": [ 4.600553670263205, 4.572179955171417, 4.543806240079629, 4.515432524987841, 4.4870588098960535, 4.458685094804266, 4.430311379712478, 4.40193766462069, 4.3735639495289025, 4.345190234437115, 4.316816519345327, 4.28844280425354, 4.260069089161751, 4.2316953740699645, 4.203321658978176, 4.174947943886389, 4.146574228794601, 4.1182005137028135, 4.089826798611026, 4.061453083519238, 4.03307936842745, 4.004705653335662, 3.9763319382438747, 3.947958223152087, 3.919584508060299, 3.8912107929685114, 3.8628370778767236, 3.834463362784936, 3.806089647693148, 3.7777159326013607, 3.7493422175095725, 3.720968502417785, 3.6925947873259974, 3.6642210722342097, 3.6358473571424224, 3.607473642050634, 3.579099926958847, 3.550726211867059, 3.5223524967752713, 3.4939787816834835, 3.4656050665916958, 3.437231351499908, 3.4088576364081202, 3.3804839213163325, 3.3521102062245447, 3.323736491132757, 3.295362776040969, 3.2669890609491814, 3.2386153458573936, 3.2102416307656063, 3.1818679156738185, 3.153494200582031, 3.1251204854902435, 3.0967467703984553, 3.0683730553066675, 3.03999934021488, 3.0116256251230924, 2.983251910031304, 2.954878194939517, 2.926504479847729, 2.8981307647559413, 2.8697570496641536, 2.841383334572366, 2.813009619480578, 2.7846359043887903, 2.7562621892970025, 2.727888474205215, 2.699514759113427, 2.6711410440216397, 2.642767328929852, 2.614393613838064, 2.5860198987462764, 2.5576461836544886, 2.529272468562701, 2.500898753470913, 2.4725250383791253, 2.4441513232873375, 2.41577760819555, 2.3874038931037624, 2.3590301780119747, 2.330656462920187, 2.302282747828399, 2.2739090327366114, 2.2455353176448236, 2.2171616025530363, 2.188787887461248, 2.1604141723694603, 2.132040457277673, 2.1036667421858852, 2.075293027094097, 2.0469193120023097, 2.018545596910522, 1.9901718818187342, 1.9617981667269464, 1.9334244516351586, 1.9050507365433713, 1.8766770214515833, 1.8483033063597953, 1.819929591268008, 1.7915558761762203, 1.7631821610844325, 1.7348084459926445, 1.706434730900857, 1.6780610158090694, 1.6496873007172819, 1.6213135856254937, 1.5929398705337063, 1.5645661554419186, 1.5361924403501304, 1.507818725258343, 1.4794450101665555, 1.4510712950747673, 1.4226975799829797, 1.3943238648911922, 1.3659501497994042, 1.3375764347076167, 1.3092027196158291, 1.280829004524041, 1.2524552894322534, 1.2240815743404658, 1.1957078592486776, 1.1673341441568903, 1.1389604290651028, 1.1105867139733152, 1.082212998881527, 1.0538392837897395, 1.025465568697952, 0.9970918536061637, 0.9687181385143762, 0.9403444234225888, 0.9119707083308006, 0.8835969932390131, 0.8552232781472255, 0.8268495630554373, 0.7984758479636498, 0.7701021328718622, 0.7417284177800749, 0.7133547026882867, 0.6849809875964992, 0.6566072725047116, 0.6282335574129234, 0.5998598423211359, 0.5714861272293483, 0.5431124121375603, 0.5147386970457728, 0.48636498195398525, 0.45799126686219704, 0.4296175517704097, 0.40124383667862196, 0.37287012158683375 ], "quadratic_features": [ 9.127061162345662, 8.911490335505796, 8.698468650543717, 8.48799610745943, 8.280072706252934, 8.074698446924227, 7.871873329473309, 7.671597353900183, 7.473870520204845, 7.278692828387299, 7.086064278447544, 6.8959848703855755, 6.7084546042014, 6.523473479895015, 6.341041497466419, 6.161158656915612, 5.983824958242598, 5.8090404014473735, 5.636804986529938, 5.467118713490293, 5.2999815823284395, 5.135393593044374, 4.973354745638099, 4.813865040109616, 4.656924476458921, 4.502533054686017, 4.350690774790904, 4.20139763677358, 4.054653640634046, 3.910458786372303, 3.76881307398835, 3.629716503482187, 3.4931690748538147, 3.3591707881032318, 3.22772164323044, 3.0988216402354367, 2.9724707791182245, 2.848669059878803, 2.7274164825171705, 2.6087130470333286, 2.4925587534272773, 2.3789536016990165, 2.2678975918485453, 2.159390723875864, 2.053432997780973, 1.9500244135638722, 1.8491649712245615, 1.750854670763041, 1.6550935121793109, 1.5618814954733709, 1.4712186206452211, 1.383104887694861, 1.2975402966222918, 1.214524847427512, 1.1340585401105223, 1.0561413746713237, 0.9807733511099145, 0.9079544694262953, 0.8376847296204671, 0.7699641316924283, 0.7047926756421796, 0.6421703614697218, 0.5820971891750536, 0.524573158758176, 0.46959827021908807, 0.4171725235577903, 0.3672959187742832, 0.31996845586856576, 0.2751901348406389, 0.23296095569050182, 0.19328091841815487, 0.1561500230235985, 0.12156826950683189, 0.08953565786785544, 0.0600521881066695, 0.0331178602232734, 0.00873267421766747, -0.013103369910148058, -0.03239027216017365, -0.0491280325324089, -0.06331665102685417, -0.07495612764350924, -0.08404646238237407, -0.09058765524344883, -0.09457970622673337, -0.0960226153322278, -0.09491638255993204, -0.09126100790984618, -0.08505649138197008, -0.07630283297630382, -0.06500003269284751, -0.05114809053160091, -0.03474700649256411, -0.015796780575737357, 0.005702587218879694, 0.02975109689128675, 0.056348748441484214, 0.08549554186947178, 0.11719147717524916, 0.15143655435881714, 0.18823077342017483, 0.22757413435932358, 0.2694666371762616, 0.3139082818709898, 0.3608990684435081, 0.41043899689381746, 0.4625280672219162, 0.5171662794278047, 0.5743536335114848, 0.6340901294729538, 0.696375767312213, 0.7612105470292637, 0.8285944686241032, 0.8985275320967324, 0.971009737447154, 1.0460410846753638, 1.1236215737813637, 1.2037512047651557, 1.2864299776267358, 1.371657892366106, 1.4594349489832683, 1.5497611474782191, 1.64263648785096, 1.738060970101491, 1.8360345942298146, 1.9365573602359258, 2.0396292681198274, 2.145250317881521, 2.2534205095210025, 2.364139843038274, 2.477408318433339, 2.5932259357061915, 2.7115926948568325, 2.8325085958852685, 2.9559736387914906, 3.081987823575503, 3.2105511502373063, 3.341663618776902, 3.4753252291942855, 3.6115359814894585, 3.7502958756624247, 3.891604911713178, 4.035463089641722, 4.1818704094480585, 4.3308268711321825, 4.482332474694096, 4.6363872201338046, 4.792991107451299, 4.9521441366465835, 5.113846307719661 ] } }, "validation_confusion_matrix": [ [ 36, 0, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 37, 0, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 35, 0, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 37, 0, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 36, 0, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 1, 35, 0, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 36, 0, 0, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 36, 0, 0 ], [ 0, 0, 1, 0, 0, 0, 0, 0, 34, 0 ], [ 0, 0, 0, 0, 0, 0, 0, 0, 0, 36 ] ], "validation_error_examples": [ { "dataset_index": 1305, "true": 8, "predicted": 2, "pixels": [ [ 0.0, 0.0, 4.0, 16.0, 14.0, 3.0, 0.0, 0.0 ], [ 2.0, 14.0, 16.0, 12.0, 10.0, 11.0, 0.0, 0.0 ], [ 0.0, 13.0, 12.0, 9.0, 15.0, 10.0, 0.0, 0.0 ], [ 0.0, 3.0, 14.0, 14.0, 16.0, 4.0, 0.0, 0.0 ], [ 0.0, 0.0, 9.0, 16.0, 8.0, 0.0, 0.0, 0.0 ], [ 0.0, 0.0, 12.0, 15.0, 14.0, 1.0, 0.0, 0.0 ], [ 0.0, 0.0, 12.0, 12.0, 16.0, 4.0, 0.0, 0.0 ], [ 0.0, 0.0, 4.0, 15.0, 16.0, 3.0, 0.0, 0.0 ] ] }, { "dataset_index": 327, "true": 5, "predicted": 4, "pixels": [ [ 0.0, 0.0, 2.0, 10.0, 16.0, 4.0, 0.0, 0.0 ], [ 1.0, 10.0, 16.0, 16.0, 15.0, 4.0, 0.0, 0.0 ], [ 0.0, 16.0, 16.0, 10.0, 1.0, 0.0, 0.0, 0.0 ], [ 0.0, 15.0, 16.0, 16.0, 7.0, 0.0, 0.0, 0.0 ], [ 0.0, 5.0, 11.0, 5.0, 15.0, 2.0, 0.0, 0.0 ], [ 0.0, 0.0, 0.0, 0.0, 11.0, 9.0, 0.0, 0.0 ], [ 0.0, 0.0, 3.0, 10.0, 16.0, 9.0, 0.0, 0.0 ], [ 0.0, 0.0, 2.0, 16.0, 15.0, 2.0, 0.0, 0.0 ] ] } ], "test_evaluated": false }