| { | |
| "model_type": "EnhancedRandomForestRegressor", | |
| "n_estimators": 200, | |
| "max_depth": 15, | |
| "min_samples_split": 10, | |
| "min_samples_leaf": 5, | |
| "max_features": "sqrt", | |
| "random_state": 42, | |
| "n_features_total": 36, | |
| "n_features_selected": 25, | |
| "feature_columns": [ | |
| "text_length", | |
| "word_count", | |
| "sentence_count", | |
| "paragraph_count", | |
| "avg_sentence_length", | |
| "avg_word_length", | |
| "flesch_kincaid", | |
| "coleman_liau", | |
| "flesch_reading_ease", | |
| "ari", | |
| "smog", | |
| "linsear_write", | |
| "gunning_fog", | |
| "dale_chall", | |
| "difficult_words", | |
| "difficult_words_ratio", | |
| "syllable_count", | |
| "avg_syllables_per_word", | |
| "polysyllable_count", | |
| "polysyllable_ratio", | |
| "char_count", | |
| "avg_chars_per_word", | |
| "readability_consensus", | |
| "readability_std", | |
| "readability_range", | |
| "mean_aoa", | |
| "median_aoa", | |
| "max_aoa", | |
| "aoa_75th_percentile", | |
| "aoa_90th_percentile", | |
| "difficult_word_ratio", | |
| "coverage_ratio", | |
| "aoa_std", | |
| "aoa_range", | |
| "aoa_grade_estimate", | |
| "source_clear" | |
| ], | |
| "selected_feature_columns": [ | |
| "text_length", | |
| "word_count", | |
| "avg_sentence_length", | |
| "flesch_kincaid", | |
| "flesch_reading_ease", | |
| "ari", | |
| "smog", | |
| "linsear_write", | |
| "gunning_fog", | |
| "dale_chall", | |
| "difficult_words", | |
| "syllable_count", | |
| "polysyllable_count", | |
| "polysyllable_ratio", | |
| "char_count", | |
| "readability_consensus", | |
| "mean_aoa", | |
| "median_aoa", | |
| "max_aoa", | |
| "aoa_75th_percentile", | |
| "aoa_90th_percentile", | |
| "difficult_word_ratio", | |
| "coverage_ratio", | |
| "aoa_std", | |
| "aoa_range" | |
| ], | |
| "training_samples": 2500, | |
| "test_samples": 625, | |
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| 1105, | |
| 109, | |
| 2233, | |
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| 2390, | |
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| 252, | |
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| 1706, | |
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| 1421, | |
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| 1807, | |
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| 1510, | |
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| 3043, | |
| 2501, | |
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| 3121, | |
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| 157, | |
| 1748, | |
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| 1907, | |
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| 1837, | |
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| 100, | |
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| 1918, | |
| 1042, | |
| 261, | |
| 1133, | |
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| 195, | |
| 2219, | |
| 2004, | |
| 1898, | |
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| 842, | |
| 2418, | |
| 2728, | |
| 3089, | |
| 340, | |
| 1697, | |
| 1283, | |
| 748, | |
| 1177, | |
| 662, | |
| 480, | |
| 803, | |
| 2375, | |
| 1037, | |
| 1475, | |
| 2538, | |
| 549, | |
| 2866, | |
| 783, | |
| 3068, | |
| 2328, | |
| 742, | |
| 2517, | |
| 1866, | |
| 3013, | |
| 1334, | |
| 2067, | |
| 962, | |
| 2528, | |
| 1113, | |
| 247, | |
| 871, | |
| 1110, | |
| 2738, | |
| 2836, | |
| 626, | |
| 347, | |
| 278, | |
| 1951, | |
| 2381, | |
| 655, | |
| 1864, | |
| 2548, | |
| 907, | |
| 2737, | |
| 2697, | |
| 2258, | |
| 911, | |
| 2847, | |
| 632, | |
| 2474, | |
| 445, | |
| 617, | |
| 2643, | |
| 3026, | |
| 2073, | |
| 3091, | |
| 3102, | |
| 844, | |
| 2661, | |
| 547, | |
| 1941, | |
| 2764, | |
| 1044, | |
| 263, | |
| 1373, | |
| 3000, | |
| 1985, | |
| 353, | |
| 802, | |
| 208, | |
| 613, | |
| 1034, | |
| 1829, | |
| 2118, | |
| 1251, | |
| 2349, | |
| 1916, | |
| 2610, | |
| 57, | |
| 1971, | |
| 811, | |
| 2289, | |
| 561, | |
| 2232, | |
| 229, | |
| 2616, | |
| 1883, | |
| 1720, | |
| 538, | |
| 1361, | |
| 1760, | |
| 1797, | |
| 2914, | |
| 1577, | |
| 560, | |
| 1159, | |
| 707, | |
| 2990, | |
| 424, | |
| 69, | |
| 1072, | |
| 2973, | |
| 647, | |
| 1846, | |
| 1426, | |
| 1878, | |
| 1302, | |
| 2989, | |
| 1174, | |
| 2034, | |
| 1005, | |
| 620, | |
| 1316, | |
| 553, | |
| 2778, | |
| 2877, | |
| 998, | |
| 1402, | |
| 2325, | |
| 2861, | |
| 3109, | |
| 1616, | |
| 440, | |
| 508, | |
| 589, | |
| 2460, | |
| 649, | |
| 2215, | |
| 3119, | |
| 1295, | |
| 1313, | |
| 1808, | |
| 630, | |
| 1381, | |
| 482, | |
| 1225, | |
| 2672, | |
| 2871, | |
| 2178, | |
| 2431, | |
| 2903, | |
| 856, | |
| 530, | |
| 1868, | |
| 49, | |
| 858, | |
| 719, | |
| 1623, | |
| 2943, | |
| 2347, | |
| 1427, | |
| 2636, | |
| 2221, | |
| 1551, | |
| 2330, | |
| 1414, | |
| 1362, | |
| 1465, | |
| 1161, | |
| 2234, | |
| 2742, | |
| 2818, | |
| 297, | |
| 2968, | |
| 1791, | |
| 958, | |
| 1299, | |
| 2218, | |
| 1196, | |
| 349, | |
| 1987, | |
| 643, | |
| 1157, | |
| 1263, | |
| 669, | |
| 2951, | |
| 2839, | |
| 1860, | |
| 1675, | |
| 2476, | |
| 2172, | |
| 2140, | |
| 786, | |
| 2809, | |
| 140, | |
| 788, | |
| 1694, | |
| 2510, | |
| 714, | |
| 1444, | |
| 2757, | |
| 2412, | |
| 1206, | |
| 618, | |
| 406, | |
| 1286, | |
| 1842, | |
| 1178, | |
| 2177, | |
| 1747, | |
| 497, | |
| 342, | |
| 2011, | |
| 2367, | |
| 782, | |
| 1602, | |
| 303, | |
| 1814, | |
| 664, | |
| 1947, | |
| 1640, | |
| 1569, | |
| 1600, | |
| 84, | |
| 2310, | |
| 941, | |
| 961, | |
| 841, | |
| 1462, | |
| 2657, | |
| 1271, | |
| 1393, | |
| 290, | |
| 2872, | |
| 1801, | |
| 604, | |
| 2130, | |
| 916, | |
| 2554, | |
| 1788, | |
| 1099, | |
| 1088, | |
| 2292, | |
| 1739, | |
| 821, | |
| 2573, | |
| 1000, | |
| 2168, | |
| 18, | |
| 2456, | |
| 1125, | |
| 1330, | |
| 2884, | |
| 1374, | |
| 2597, | |
| 2631, | |
| 1777, | |
| 2032, | |
| 2108, | |
| 1494, | |
| 1009, | |
| 360, | |
| 2666, | |
| 2692, | |
| 1213, | |
| 1375, | |
| 1718, | |
| 344, | |
| 986, | |
| 2541, | |
| 1874, | |
| 1454, | |
| 2270, | |
| 113, | |
| 1752, | |
| 2404, | |
| 1730, | |
| 85, | |
| 2155, | |
| 668, | |
| 1014, | |
| 128, | |
| 2475, | |
| 2587, | |
| 891, | |
| 2274, | |
| 307, | |
| 383, | |
| 2005, | |
| 1241, | |
| 426, | |
| 494, | |
| 2358, | |
| 2535, | |
| 2671, | |
| 1378, | |
| 2346, | |
| 275, | |
| 489, | |
| 3106, | |
| 690, | |
| 2779, | |
| 1737, | |
| 3039, | |
| 1309, | |
| 2302, | |
| 2171, | |
| 1058, | |
| 118, | |
| 1024, | |
| 1467, | |
| 281, | |
| 1641, | |
| 2436, | |
| 968, | |
| 1264, | |
| 1298, | |
| 1977, | |
| 155, | |
| 304, | |
| 2387, | |
| 2282, | |
| 1656, | |
| 2337, | |
| 1502, | |
| 575, | |
| 3120, | |
| 2681, | |
| 2812, | |
| 1558, | |
| 2821, | |
| 843, | |
| 1385, | |
| 269, | |
| 629, | |
| 1033, | |
| 286, | |
| 2308, | |
| 300, | |
| 1611, | |
| 2950, | |
| 1446, | |
| 65, | |
| 3042, | |
| 890, | |
| 2862, | |
| 2113, | |
| 1894, | |
| 1674, | |
| 230, | |
| 503, | |
| 2543, | |
| 1487, | |
| 3055, | |
| 1657, | |
| 1004, | |
| 836, | |
| 2166, | |
| 374, | |
| 1377, | |
| 2204, | |
| 1954, | |
| 1973, | |
| 2163, | |
| 751, | |
| 99, | |
| 1885, | |
| 866, | |
| 910, | |
| 1455, | |
| 529, | |
| 1260, | |
| 636, | |
| 1269, | |
| 185, | |
| 1307, | |
| 1543, | |
| 931, | |
| 1518, | |
| 2396, | |
| 2091, | |
| 2576, | |
| 1273, | |
| 2916, | |
| 607, | |
| 2934, | |
| 151, | |
| 2246, | |
| 2944, | |
| 731, | |
| 1731, | |
| 2341, | |
| 2845, | |
| 23, | |
| 2575, | |
| 158, | |
| 861, | |
| 902, | |
| 1861, | |
| 1230, | |
| 2354, | |
| 444, | |
| 3058, | |
| 754, | |
| 923, | |
| 3094, | |
| 2196, | |
| 311, | |
| 548, | |
| 2086, | |
| 2956, | |
| 306, | |
| 287, | |
| 694, | |
| 308, | |
| 2421, | |
| 749, | |
| 1575, | |
| 1366, | |
| 1660, | |
| 2483, | |
| 908, | |
| 86, | |
| 2481, | |
| 1413, | |
| 2600, | |
| 970, | |
| 13, | |
| 873, | |
| 808, | |
| 2687, | |
| 514, | |
| 2515, | |
| 409, | |
| 2663, | |
| 1337, | |
| 2360, | |
| 2627, | |
| 3080, | |
| 1525, | |
| 1559, | |
| 382, | |
| 1725, | |
| 2283, | |
| 1350, | |
| 1461, | |
| 1813, | |
| 2030, | |
| 1491, | |
| 552, | |
| 222, | |
| 1096, | |
| 2708, | |
| 8, | |
| 1620, | |
| 316, | |
| 1328, | |
| 427, | |
| 1468, | |
| 105, | |
| 1776, | |
| 142, | |
| 121, | |
| 2472, | |
| 2984, | |
| 1189, | |
| 2063, | |
| 2710, | |
| 2795, | |
| 115, | |
| 2952, | |
| 1886, | |
| 2238, | |
| 2915, | |
| 3070, | |
| 2999, | |
| 1965, | |
| 672, | |
| 1572, | |
| 1862, | |
| 1662, | |
| 591, | |
| 2279, | |
| 888, | |
| 2211, | |
| 1503, | |
| 2225, | |
| 213, | |
| 778, | |
| 3072, | |
| 800, | |
| 2586, | |
| 1587, | |
| 1671, | |
| 2384, | |
| 2776, | |
| 2154, | |
| 2827, | |
| 1343, | |
| 273, | |
| 71, | |
| 2513, | |
| 1087, | |
| 394, | |
| 583, | |
| 1672, | |
| 2500, | |
| 2110, | |
| 500, | |
| 2123, | |
| 2320, | |
| 3103, | |
| 2856, | |
| 1612, | |
| 1259, | |
| 2287, | |
| 1957, | |
| 205, | |
| 733, | |
| 2243, | |
| 526, | |
| 1512, | |
| 898, | |
| 377, | |
| 2181, | |
| 2967, | |
| 1584, | |
| 386, | |
| 198, | |
| 1050, | |
| 590, | |
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| 2112, | |
| 2132, | |
| 429, | |
| 1083, | |
| 207, | |
| 491, | |
| 2419, | |
| 3032, | |
| 792, | |
| 2599, | |
| 1186, | |
| 1185, | |
| 1927, | |
| 1477, | |
| 2329, | |
| 1410, | |
| 83, | |
| 2470, | |
| 2323, | |
| 20, | |
| 3107, | |
| 1712, | |
| 1405, | |
| 2083, | |
| 2808, | |
| 2618, | |
| 973, | |
| 2907, | |
| 883, | |
| 1098, | |
| 156, | |
| 2377, | |
| 886, | |
| 3123, | |
| 1746, | |
| 2584, | |
| 1642, | |
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| 2927, | |
| 1812, | |
| 1453, | |
| 2762, | |
| 458, | |
| 2059, | |
| 78, | |
| 3034, | |
| 1056, | |
| 906, | |
| 1717, | |
| 2713, | |
| 2882, | |
| 380, | |
| 947, | |
| 1873, | |
| 2099, | |
| 715, | |
| 2089, | |
| 686, | |
| 2674, | |
| 1293, | |
| 305, | |
| 209, | |
| 2252, | |
| 2318, | |
| 3099, | |
| 1689, | |
| 885, | |
| 2860, | |
| 917, | |
| 2880, | |
| 1818, | |
| 191, | |
| 1911, | |
| 2379, | |
| 1265, | |
| 483, | |
| 915, | |
| 2709, | |
| 277, | |
| 988, | |
| 2712, | |
| 1245, | |
| 3015, | |
| 571, | |
| 1435, | |
| 993, | |
| 1780, | |
| 1743, | |
| 585, | |
| 3061, | |
| 1726, | |
| 3117, | |
| 1349, | |
| 1007, | |
| 674, | |
| 2497, | |
| 855, | |
| 447, | |
| 1609, | |
| 1825, | |
| 1771, | |
| 2359, | |
| 2789, | |
| 2486, | |
| 1877, | |
| 2785, | |
| 1247, | |
| 294, | |
| 588, | |
| 1281, | |
| 1563, | |
| 2885, | |
| 2272, | |
| 1567, | |
| 2353, | |
| 1417, | |
| 425, | |
| 534, | |
| 1054, | |
| 2209, | |
| 2611, | |
| 1566, | |
| 132, | |
| 2009, | |
| 2175, | |
| 421, | |
| 2772, | |
| 2129, | |
| 1972, | |
| 1368, | |
| 556, | |
| 2295, | |
| 2268, | |
| 2793, | |
| 570, | |
| 352, | |
| 91, | |
| 2216, | |
| 2641, | |
| 1170, | |
| 2438, | |
| 1285, | |
| 2127, | |
| 1610, | |
| 1588, | |
| 1621, | |
| 697, | |
| 2763, | |
| 348, | |
| 1714, | |
| 2447, | |
| 2534, | |
| 2593, | |
| 1137, | |
| 1966, | |
| 1593, | |
| 2954, | |
| 2938, | |
| 1339, | |
| 2596, | |
| 453, | |
| 913, | |
| 1199, | |
| 1274, | |
| 2040, | |
| 37, | |
| 974, | |
| 2887, | |
| 983, | |
| 2276, | |
| 2843, | |
| 1418, | |
| 1284, | |
| 1800, | |
| 39, | |
| 1486, | |
| 1953, | |
| 169, | |
| 1355, | |
| 737, | |
| 2825, | |
| 2815, | |
| 1564, | |
| 2148, | |
| 634, | |
| 2761, | |
| 2071, | |
| 1290, | |
| 1380, | |
| 579, | |
| 328, | |
| 1798, | |
| 892, | |
| 2023, | |
| 780, | |
| 159, | |
| 2715, | |
| 1811, | |
| 2425, | |
| 61, | |
| 849, | |
| 2223, | |
| 3012, | |
| 1764, | |
| 1596, | |
| 1043, | |
| 2602, | |
| 1544, | |
| 2281, | |
| 2307, | |
| 1070, | |
| 53, | |
| 2620, | |
| 258, | |
| 505, | |
| 752, | |
| 2589, | |
| 217, | |
| 824, | |
| 2170, | |
| 3122, | |
| 2374, | |
| 1389, | |
| 2609, | |
| 1266, | |
| 2570, | |
| 1872, | |
| 1598, | |
| 1607, | |
| 1795, | |
| 771, | |
| 2920, | |
| 2971, | |
| 2890, | |
| 1085, | |
| 1880, | |
| 1684, | |
| 1325, | |
| 2213, | |
| 1709, | |
| 2373, | |
| 1882, | |
| 1403, | |
| 1839, | |
| 1840, | |
| 2633, | |
| 1163, | |
| 963, | |
| 3022, | |
| 1820, | |
| 398, | |
| 584, | |
| 948, | |
| 704, | |
| 431, | |
| 1688, | |
| 292, | |
| 145, | |
| 323, | |
| 2699, | |
| 2202, | |
| 1165, | |
| 1452, | |
| 2, | |
| 576, | |
| 2401, | |
| 339, | |
| 1949, | |
| 1740, | |
| 925, | |
| 265, | |
| 376, | |
| 2037, | |
| 1463, | |
| 271, | |
| 696, | |
| 3097, | |
| 244, | |
| 2931, | |
| 476, | |
| 2664, | |
| 2830, | |
| 2022, | |
| 1835, | |
| 2645, | |
| 2901, | |
| 3075, | |
| 1164, | |
| 2046, | |
| 250, | |
| 413, | |
| 545, | |
| 1193, | |
| 738, | |
| 310, | |
| 1914, | |
| 893, | |
| 1131, | |
| 1449, | |
| 3027, | |
| 15, | |
| 2090, | |
| 721, | |
| 1420, | |
| 2746, | |
| 981, | |
| 2723, | |
| 1539, | |
| 2638, | |
| 1550, | |
| 2786, | |
| 363, | |
| 982, | |
| 182, | |
| 985, | |
| 2114, | |
| 1194, | |
| 1936, | |
| 1833, | |
| 1121, | |
| 187, | |
| 619, | |
| 1767, | |
| 1175, | |
| 1182, | |
| 2802, | |
| 2297, | |
| 614, | |
| 1513, | |
| 1466, | |
| 401, | |
| 994, | |
| 934, | |
| 371, | |
| 2291, | |
| 3011, | |
| 593, | |
| 3078, | |
| 726, | |
| 826, | |
| 1832, | |
| 687, | |
| 2312, | |
| 136, | |
| 2553, | |
| 628, | |
| 334, | |
| 390, | |
| 2410, | |
| 1109, | |
| 2149, | |
| 2986, | |
| 710, | |
| 1039, | |
| 2054, | |
| 2024, | |
| 2705, | |
| 1561, | |
| 2873, | |
| 1594, | |
| 2966, | |
| 2628, | |
| 1112, | |
| 465, | |
| 1560, | |
| 1223, | |
| 2092, | |
| 3090, | |
| 3049, | |
| 1508, | |
| 1937, | |
| 1104, | |
| 660, | |
| 2801, | |
| 338, | |
| 215, | |
| 1615, | |
| 1341, | |
| 2622, | |
| 2922, | |
| 1592, | |
| 2008, | |
| 2874, | |
| 2630, | |
| 816, | |
| 1067, | |
| 2119, | |
| 274, | |
| 2344, | |
| 865, | |
| 101, | |
| 1501, | |
| 2245, | |
| 171, | |
| 107, | |
| 2464, | |
| 1521, | |
| 3111, | |
| 2028, | |
| 2299, | |
| 2095, | |
| 2891, | |
| 2131, | |
| 2102, | |
| 2351, | |
| 2441, | |
| 2684, | |
| 1925, | |
| 295, | |
| 712, | |
| 72, | |
| 1524, | |
| 2370, | |
| 2670, | |
| 3085, | |
| 481, | |
| 2315, | |
| 1530, | |
| 2662, | |
| 1514, | |
| 3082, | |
| 1762, | |
| 1490, | |
| 1171, | |
| 3060, | |
| 1999, | |
| 2649, | |
| 2407, | |
| 2313, | |
| 2372, | |
| 405, | |
| 757, | |
| 2096, | |
| 2345, | |
| 2051, | |
| 97, | |
| 1333, | |
| 2490, | |
| 743, | |
| 806, | |
| 2886, | |
| 3071, | |
| 2606, | |
| 1535, | |
| 3064, | |
| 2844, | |
| 2623, | |
| 148, | |
| 1940, | |
| 2870, | |
| 2064, | |
| 1315, | |
| 692, | |
| 818, | |
| 1728, | |
| 1386, | |
| 1845, | |
| 2382, | |
| 2783, | |
| 1599, | |
| 2462, | |
| 2561, | |
| 701, | |
| 1499, | |
| 2770, | |
| 921, | |
| 1424, | |
| 1708, | |
| 905, | |
| 454, | |
| 2174, | |
| 3029, | |
| 2405, | |
| 1938, | |
| 167, | |
| 730, | |
| 2254, | |
| 1310, | |
| 2399, | |
| 26, | |
| 2079, | |
| 1897, | |
| 1652, | |
| 1622, | |
| 587, | |
| 1401, | |
| 997, | |
| 1176, | |
| 1700, | |
| 1040, | |
| 33, | |
| 1979, | |
| 2469, | |
| 1379, | |
| 41, | |
| 1876, | |
| 1960, | |
| 2335, | |
| 2717, | |
| 2257, | |
| 1980, | |
| 1961, | |
| 609, | |
| 1132, | |
| 28, | |
| 441, | |
| 665, | |
| 2256, | |
| 493, | |
| 1258, | |
| 1301, | |
| 2647, | |
| 2466, | |
| 1382, | |
| 1304, | |
| 236, | |
| 551, | |
| 520, | |
| 2314, | |
| 1232, | |
| 1138, | |
| 1905, | |
| 720, | |
| 735, | |
| 3036, | |
| 1750, | |
| 58, | |
| 631, | |
| 1181, | |
| 2771, | |
| 592, | |
| 1303, | |
| 1387, | |
| 2727, | |
| 2743, | |
| 2018, | |
| 2594, | |
| 939, | |
| 2906, | |
| 1249, | |
| 904, | |
| 2652, | |
| 1279, | |
| 2503, | |
| 2998, | |
| 2244, | |
| 2488, | |
| 2648, | |
| 1142, | |
| 2482, | |
| 706, | |
| 2754, | |
| 1022, | |
| 745, | |
| 1546, | |
| 1939, | |
| 2458, | |
| 3113, | |
| 2057, | |
| 513, | |
| 81, | |
| 2775, | |
| 1308, | |
| 2601, | |
| 914, | |
| 1404, | |
| 1647, | |
| 2876, | |
| 1108, | |
| 150, | |
| 2983, | |
| 774, | |
| 329, | |
| 6, | |
| 2001, | |
| 943, | |
| 822, | |
| 734, | |
| 909, | |
| 468, | |
| 181, | |
| 164, | |
| 1523, | |
| 451, | |
| 2722, | |
| 490, | |
| 813, | |
| 1143, | |
| 1311, | |
| 2342, | |
| 1111, | |
| 2972, | |
| 1826, | |
| 1441, | |
| 1287, | |
| 1006, | |
| 1627, | |
| 1632, | |
| 1074, | |
| 578, | |
| 2195, | |
| 2446, | |
| 2364, | |
| 2403, | |
| 327, | |
| 1790, | |
| 442, | |
| 2769, | |
| 2007, | |
| 1858, | |
| 2266, | |
| 312, | |
| 832, | |
| 1201, | |
| 2415, | |
| 2849, | |
| 2424, | |
| 1481, | |
| 777, | |
| 799, | |
| 54, | |
| 1920, | |
| 3019, | |
| 2250, | |
| 1701, | |
| 2924, | |
| 987, | |
| 2248, | |
| 1394, | |
| 768, | |
| 2766, | |
| 285, | |
| 2751, | |
| 428, | |
| 722, | |
| 951, | |
| 989, | |
| 2910, | |
| 2120, | |
| 326, | |
| 1383, | |
| 1724, | |
| 1086, | |
| 341, | |
| 147, | |
| 2440, | |
| 1107, | |
| 848, | |
| 966, | |
| 3023, | |
| 661, | |
| 1002, | |
| 2442, | |
| 2624, | |
| 2768, | |
| 1879, | |
| 2935, | |
| 1203, | |
| 1990, | |
| 24, | |
| 2928, | |
| 2117, | |
| 3118, | |
| 2400, | |
| 875, | |
| 2810, | |
| 938, | |
| 2614, | |
| 3095, | |
| 385, | |
| 2615, | |
| 2293, | |
| 2179, | |
| 936, | |
| 2689, | |
| 3045, | |
| 1332, | |
| 1934, | |
| 935, | |
| 566, | |
| 1854, | |
| 2529, | |
| 1645, | |
| 2212, | |
| 1792, | |
| 1430, | |
| 2422, | |
| 1013, | |
| 1928, | |
| 2348, | |
| 126, | |
| 2184, | |
| 1347, | |
| 355, | |
| 827, | |
| 1639, | |
| 984, | |
| 362, | |
| 345, | |
| 2858, | |
| 2650, | |
| 711, | |
| 2153, | |
| 10, | |
| 2759, | |
| 2116, | |
| 1834, | |
| 793, | |
| 2881, | |
| 94, | |
| 129, | |
| 2338, | |
| 3025, | |
| 1900, | |
| 2496, | |
| 1932, | |
| 2241, | |
| 1865, | |
| 1658, | |
| 516, | |
| 1857, | |
| 1277, | |
| 950, | |
| 1120, | |
| 419, | |
| 922, | |
| 2339, | |
| 477, | |
| 2035, | |
| 2273, | |
| 1692, | |
| 2309, | |
| 1471, | |
| 1202, | |
| 1669, | |
| 2892, | |
| 1970, | |
| 2151, | |
| 820, | |
| 1997, | |
| 2987, | |
| 1248, | |
| 2774, | |
| 2725, | |
| 1046, | |
| 1888, | |
| 615, | |
| 1318, | |
| 3004, | |
| 2136, | |
| 2564, | |
| 1772, | |
| 3073, | |
| 131, | |
| 77, | |
| 2052, | |
| 724, | |
| 1314, | |
| 1851, | |
| 2397, | |
| 2592, | |
| 1372, | |
| 1855, | |
| 1319, | |
| 2993, | |
| 2913, | |
| 375, | |
| 1908, | |
| 333, | |
| 2720, | |
| 2402, | |
| 1604, | |
| 1118, | |
| 2946, | |
| 1943, | |
| 2362, | |
| 2629, | |
| 1342, | |
| 320, | |
| 1619, | |
| 2550, | |
| 2060, | |
| 1673, | |
| 1942, | |
| 260, | |
| 2745, | |
| 2039, | |
| 689, | |
| 901, | |
| 2026, | |
| 138, | |
| 1917, | |
| 1828, | |
| 1573, | |
| 319, | |
| 653, | |
| 2137, | |
| 2423, | |
| 558, | |
| 2187, | |
| 112, | |
| 531, | |
| 224, | |
| 723, | |
| 2531, | |
| 2679, | |
| 1433, | |
| 2430, | |
| 2498, | |
| 1458, | |
| 2817, | |
| 846, | |
| 193, | |
| 1464, | |
| 946, | |
| 2021, | |
| 1629, | |
| 117, | |
| 645, | |
| 1870, | |
| 3, | |
| 74, | |
| 1755, | |
| 467, | |
| 5, | |
| 1246, | |
| 919, | |
| 228, | |
| 1063, | |
| 242, | |
| 2380, | |
| 1160, | |
| 2621, | |
| 1526, | |
| 1605, | |
| 2902, | |
| 2428, | |
| 2653, | |
| 1989, | |
| 2453, | |
| 1975, | |
| 1761, | |
| 1305, | |
| 1541, | |
| 622, | |
| 2414, | |
| 1493, | |
| 110, | |
| 2275, | |
| 2365, | |
| 1169, | |
| 2784, | |
| 232, | |
| 66, | |
| 2823, | |
| 2072, | |
| 2192, | |
| 536, | |
| 125, | |
| 2133, | |
| 1254, | |
| 2590, | |
| 1976, | |
| 2566, | |
| 2632, | |
| 2075, | |
| 484, | |
| 1654, | |
| 2975, | |
| 2366, | |
| 2506, | |
| 1774, | |
| 918, | |
| 1646, | |
| 1026, | |
| 1030, | |
| 882, | |
| 1335, | |
| 2319, | |
| 364, | |
| 2125, | |
| 27, | |
| 473, | |
| 525, | |
| 725, | |
| 55, | |
| 638, | |
| 302, | |
| 2719, | |
| 1276, | |
| 2748, | |
| 624, | |
| 2055, | |
| 1280, | |
| 1049, | |
| 336, | |
| 47, | |
| 106, | |
| 1079, | |
| 2286, | |
| 2261, | |
| 1144, | |
| 2487, | |
| 2296, | |
| 1836, | |
| 1753, | |
| 1101, | |
| 1968, | |
| 523, | |
| 2280, | |
| 1428, | |
| 2718, | |
| 603, | |
| 1489, | |
| 2452, | |
| 60, | |
| 2865, | |
| 671, | |
| 92, | |
| 666, | |
| 1887, | |
| 280, | |
| 1719, | |
| 359, | |
| 899, | |
| 1935, | |
| 1994, | |
| 2413, | |
| 760, | |
| 2158, | |
| 3086, | |
| 42, | |
| 2173, | |
| 204, | |
| 1473, | |
| 2100, | |
| 68, | |
| 1875, | |
| 2480, | |
| 2231, | |
| 137, | |
| 796, | |
| 2180, | |
| 2128, | |
| 758, | |
| 541, | |
| 1019, | |
| 2389, | |
| 165, | |
| 248, | |
| 1331, | |
| 2017, | |
| 446, | |
| 1358, | |
| 2145, | |
| 1329, | |
| 3030, | |
| 2150, | |
| 434, | |
| 2122, | |
| 577, | |
| 2530, | |
| 2857, | |
| 1848, | |
| 762, | |
| 388, | |
| 235, | |
| 2716, | |
| 1984, | |
| 267, | |
| 770, | |
| 2165, | |
| 437, | |
| 673, | |
| 249, | |
| 2201, | |
| 1574, | |
| 2142, | |
| 2081, | |
| 2958, | |
| 2677, | |
| 2855, | |
| 448, | |
| 1469, | |
| 716, | |
| 2499, | |
| 2726, | |
| 2048, | |
| 1901, | |
| 1168, | |
| 82, | |
| 2526, | |
| 1460, | |
| 1893, | |
| 1668, | |
| 2000, | |
| 475, | |
| 517, | |
| 404, | |
| 384, | |
| 2536, | |
| 2152, | |
| 1633, | |
| 3002, | |
| 688, | |
| 1240, | |
| 62, | |
| 852, | |
| 2867, | |
| 2582, | |
| 1262, | |
| 223, | |
| 2193, | |
| 373, | |
| 1824, | |
| 2644, | |
| 2988, | |
| 2707, | |
| 2798, | |
| 9, | |
| 1944, | |
| 1838, | |
| 708, | |
| 255, | |
| 1617, | |
| 389, | |
| 1581, | |
| 924, | |
| 2036, | |
| 2957, | |
| 1224, | |
| 1946, | |
| 739, | |
| 40, | |
| 868, | |
| 539, | |
| 2721, | |
| 1371, | |
| 1145, | |
| 1031, | |
| 372, | |
| 667, | |
| 357, | |
| 967, | |
| 1353, | |
| 1035, | |
| 470, | |
| 1396, | |
| 2732, | |
| 1549, | |
| 1256, | |
| 2094, | |
| 1555, | |
| 2698, | |
| 1250, | |
| 1699, | |
| 1252, | |
| 2898, | |
| 79, | |
| 1172, | |
| 814, | |
| 1852, | |
| 2220, | |
| 2741, | |
| 2105, | |
| 133, | |
| 1140, | |
| 933, | |
| 928, | |
| 823, | |
| 1531, | |
| 1214, | |
| 504, | |
| 3088, | |
| 2395, | |
| 1996, | |
| 2434, | |
| 1958, | |
| 1384, | |
| 894, | |
| 828, | |
| 3040, | |
| 1683, | |
| 2683, | |
| 2667, | |
| 2619, | |
| 652, | |
| 172, | |
| 38, | |
| 2979, | |
| 713, | |
| 90, | |
| 3076, | |
| 1205, | |
| 2579, | |
| 2694, | |
| 1827, | |
| 1155, | |
| 1324, | |
| 216, | |
| 510, | |
| 1680, | |
| 499, | |
| 2585, | |
| 1856, | |
| 1388, | |
| 1519, | |
| 2386, | |
| 2837, | |
| 2076, | |
| 1540, | |
| 1217, | |
| 1416, | |
| 2217, | |
| 2626, | |
| 1676, | |
| 1197, | |
| 1542, | |
| 2539, | |
| 953, | |
| 750, | |
| 234, | |
| 732, | |
| 3116, | |
| 1156, | |
| 2682, | |
| 2445, | |
| 1209, | |
| 1065, | |
| 2156, | |
| 1062, | |
| 1167, | |
| 1492, | |
| 2580, | |
| 884, | |
| 143, | |
| 3063, | |
| 850, | |
| 717, | |
| 2960, | |
| 2502, | |
| 264, | |
| 75, | |
| 2492, | |
| 395, | |
| 2654, | |
| 2224, | |
| 2917, | |
| 396, | |
| 1365, | |
| 2607, | |
| 1903, | |
| 595, | |
| 2109, | |
| 1296, | |
| 1821, | |
| 872, | |
| 3031, | |
| 2326, | |
| 1548, | |
| 36, | |
| 2634, | |
| 2143, | |
| 2665, | |
| 977, | |
| 1571, | |
| 1122, | |
| 2239, | |
| 2504, | |
| 1892, | |
| 675, | |
| 728, | |
| 412, | |
| 1516, | |
| 1649, | |
| 825, | |
| 616, | |
| 114, | |
| 417, | |
| 1625, | |
| 3059, | |
| 89, | |
| 2082, | |
| 753, | |
| 2546, | |
| 1630, | |
| 11, | |
| 2444, | |
| 284, | |
| 1066, | |
| 1191, | |
| 1440, | |
| 3112, | |
| 2918, | |
| 2826, | |
| 1568, | |
| 2427, | |
| 2686, | |
| 1687, | |
| 851, | |
| 2207, | |
| 895, | |
| 496, | |
| 2305, | |
| 1782, | |
| 335, | |
| 515, | |
| 1348, | |
| 1015, | |
| 2926, | |
| 2921, | |
| 1781, | |
| 2569, | |
| 1785, | |
| 2070, | |
| 356, | |
| 2970, | |
| 1312, | |
| 1635, | |
| 550, | |
| 2388, | |
| 2479, | |
| 2521, | |
| 2265, | |
| 1227, | |
| 2794, | |
| 957, | |
| 1773, | |
| 2141, | |
| 1008, | |
| 1092, | |
| 2788, | |
| 996, | |
| 1679, | |
| 153, | |
| 2900, | |
| 580, | |
| 1470, | |
| 703, | |
| 1212, | |
| 896, | |
| 487, | |
| 559, | |
| 1141, | |
| 1119, | |
| 512, | |
| 633, | |
| 2955, | |
| 1664, | |
| 1012, | |
| 1931, | |
| 1150, | |
| 2923, | |
| 116, | |
| 740, | |
| 3081, | |
| 1974, | |
| 1081, | |
| 1810, | |
| 830, | |
| 119, | |
| 656, | |
| 2848, | |
| 2806, | |
| 3052, | |
| 635, | |
| 369, | |
| 268, | |
| 2703, | |
| 46, | |
| 991, | |
| 876, | |
| 773, | |
| 1219, | |
| 1126, | |
| 4, | |
| 1595, | |
| 2311, | |
| 2991, | |
| 2491, | |
| 1077, | |
| 837, | |
| 681, | |
| 1715, | |
| 2352, | |
| 2617, | |
| 2361, | |
| 2197, | |
| 1148, | |
| 574, | |
| 50, | |
| 853, | |
| 1982, | |
| 1823, | |
| 833, | |
| 1115, | |
| 1166, | |
| 2518, | |
| 1906, | |
| 971, | |
| 2701, | |
| 399, | |
| 2559, | |
| 2368, | |
| 19, | |
| 684, | |
| 35, | |
| 2947, | |
| 524, | |
| 2455, | |
| 920, | |
| 1841, | |
| 1890, | |
| 537, | |
| 1705, | |
| 3051, | |
| 245, | |
| 784, | |
| 1409, | |
| 2537, | |
| 154, | |
| 1686, | |
| 625, | |
| 2733, | |
| 2995, | |
| 1346, | |
| 569, | |
| 3053, | |
| 1758, | |
| 1816, | |
| 2065, | |
| 127, | |
| 3101, | |
| 2006, | |
| 980, | |
| 3098, | |
| 190, | |
| 1139, | |
| 992, | |
| 699, | |
| 606, | |
| 180, | |
| 301, | |
| 2544, | |
| 2893, | |
| 1060, | |
| 2937, | |
| 2997, | |
| 2565, | |
| 1069, | |
| 2524, | |
| 2205, | |
| 1243, | |
| 16, | |
| 3104, | |
| 546, | |
| 658, | |
| 2820, | |
| 2851, | |
| 1504, | |
| 959, | |
| 2331, | |
| 797, | |
| 225, | |
| 2074, | |
| 1799, | |
| 2485, | |
| 3084, | |
| 2277, | |
| 2085, | |
| 1693, | |
| 2797, | |
| 1045, | |
| 469, | |
| 954, | |
| 3100, | |
| 2735, | |
| 639, | |
| 2896, | |
| 1218, | |
| 1158, | |
| 1415, | |
| 2829, | |
| 1527, | |
| 3041, | |
| 1300, | |
| 2985, | |
| 1603, | |
| 160, | |
| 1704, | |
| 956, | |
| 3035, | |
| 877, | |
| 1919, | |
| 1884, | |
| 2200, | |
| 98, | |
| 3066, | |
| 2557, | |
| 253, | |
| 103, | |
| 1445, | |
| 1443, | |
| 1648, | |
| 586, | |
| 627, | |
| 1696, | |
| 2101, | |
| 2199, | |
| 403, | |
| 1154, | |
| 2255, | |
| 1682, | |
| 2056, | |
| 2962, | |
| 452, | |
| 2301, | |
| 1327, | |
| 2049, | |
| 880, | |
| 3038, | |
| 623, | |
| 2393, | |
| 2889, | |
| 1787, | |
| 262, | |
| 1634, | |
| 1438, | |
| 2198, | |
| 1969, | |
| 2520, | |
| 1802, | |
| 640, | |
| 2385, | |
| 2598, | |
| 2948, | |
| 1959, | |
| 488, | |
| 1843, | |
| 1734, | |
| 146, | |
| 1534, | |
| 1986, | |
| 1369, | |
| 2450, | |
| 3056, | |
| 2811, | |
| 659, | |
| 1794, | |
| 2511, | |
| 186, | |
| 1147, | |
| 608, | |
| 2191, | |
| 2799, | |
| 1930, | |
| 197, | |
| 2327, | |
| 293, | |
| 766, | |
| 400, | |
| 122, | |
| 202, | |
| 835, | |
| 2294, | |
| 1439, | |
| 1733, | |
| 1695, | |
| 3048, | |
| 1707, | |
| 3033, | |
| 1153, | |
| 1661, | |
| 2432, | |
| 1759, | |
| 854, | |
| 1589, | |
| 2267, | |
| 641, | |
| 1, | |
| 2160, | |
| 698, | |
| 1636, | |
| 1291, | |
| 2974, | |
| 2489, | |
| 1520, | |
| 1853, | |
| 1136, | |
| 3018, | |
| 1631, | |
| 1998, | |
| 663, | |
| 683, | |
| 1257, | |
| 317, | |
| 648, | |
| 1434, | |
| 1479, | |
| 709, | |
| 1282, | |
| 1768, | |
| 972, | |
| 2675, | |
| 2680, | |
| 1306, | |
| 1400, | |
| 1408, | |
| 2237, | |
| 1496, | |
| 2038, | |
| 1529, | |
| 1663, | |
| 1354, | |
| 3044, | |
| 3065, | |
| 1643, | |
| 1051, | |
| 795, | |
| 2693, | |
| 1597, | |
| 2604, | |
| 2729, | |
| 2625, | |
| 1819, | |
| 1722, | |
| 1183, | |
| 2572, | |
| 1059, | |
| 540, | |
| 1678, | |
| 2796, | |
| 3008, | |
| 2532, | |
| 1757, | |
| 1923, | |
| 95, | |
| 1020, | |
| 563, | |
| 2790, | |
| 863, | |
| 1484, | |
| 2939, | |
| 1881, | |
| 1038, | |
| 206, | |
| 392, | |
| 2842, | |
| 870, | |
| 397, | |
| 2814, | |
| 3001, | |
| 1028, | |
| 2690, | |
| 1485, | |
| 2660, | |
| 960, | |
| 1570, | |
| 2773, | |
| 1895, | |
| 2731, | |
| 2146, | |
| 804, | |
| 1751, | |
| 2454, | |
| 502, | |
| 2977, | |
| 779, | |
| 1863, | |
| 200, | |
| 2182, | |
| 2088, | |
| 2278, | |
| 1796, | |
| 378, | |
| 2336, | |
| 418, | |
| 1698, | |
| 391, | |
| 2640, | |
| 1522, | |
| 1162, | |
| 1495, | |
| 2695, | |
| 2027, | |
| 1152, | |
| 1367, | |
| 2568, | |
| 64, | |
| 2062, | |
| 1180, | |
| 492, | |
| 379, | |
| 2235, | |
| 763, | |
| 2264, | |
| 791, | |
| 1076, | |
| 878, | |
| 337, | |
| 2767, | |
| 2343, | |
| 1016, | |
| 1275, | |
| 455, | |
| 815, | |
| 2317, | |
| 995, | |
| 1981, | |
| 201, | |
| 161, | |
| 1579, | |
| 2777, | |
| 2449, | |
| 702, | |
| 1500, | |
| 1129, | |
| 2613, | |
| 1021, | |
| 1585, | |
| 1955, | |
| 2253, | |
| 34, | |
| 775, | |
| 2556, | |
| 1478, | |
| 3003, | |
| 1390, | |
| 2139, | |
| 1363, | |
| 2945, | |
| 2612, | |
| 2824, | |
| 2041, | |
| 241, | |
| 2061, | |
| 2363, | |
| 600, | |
| 2435, | |
| 1297, | |
| 2214, | |
| 2888, | |
| 2068, | |
| 646, | |
| 1528, | |
| 2879, | |
| 1267, | |
| 1899, | |
| 562, | |
| 3087, | |
| 2734, | |
| 3005, | |
| 189, | |
| 1806, | |
| 975, | |
| 2747, | |
| 2047, | |
| 2558, | |
| 1082, | |
| 474, | |
| 2904, | |
| 747, | |
| 2300, | |
| 21, | |
| 459, | |
| 1184, | |
| 2324, | |
| 955, | |
| 1215, | |
| 2433, | |
| 2853, | |
| 1515, | |
| 2391, | |
| 769, | |
| 1685, | |
| 130, | |
| 2919, | |
| 2135, | |
| 1482, | |
| 330, | |
| 1238, | |
| 466, | |
| 2169, | |
| 1638, | |
| 3092, | |
| 1095, | |
| 1130, | |
| 1294, | |
| 860 | |
| ], | |
| "test_indices": [ | |
| 817, | |
| 2084, | |
| 346, | |
| 1765, | |
| 1071, | |
| 1929, | |
| 291, | |
| 801, | |
| 2930, | |
| 1613, | |
| 438, | |
| 1659, | |
| 1114, | |
| 170, | |
| 2567, | |
| 794, | |
| 1352, | |
| 565, | |
| 1192, | |
| 2468, | |
| 102, | |
| 812, | |
| 1681, | |
| 17, | |
| 251, | |
| 2247, | |
| 2260, | |
| 270, | |
| 309, | |
| 756, | |
| 2981, | |
| 457, | |
| 1075, | |
| 2961, | |
| 599, | |
| 1711, | |
| 790, | |
| 2183, | |
| 965, | |
| 139, | |
| 1261, | |
| 2897, | |
| 1207, | |
| 2304, | |
| 1398, | |
| 1073, | |
| 134, | |
| 2714, | |
| 621, | |
| 2936, | |
| 2605, | |
| 299, | |
| 2371, | |
| 1032, | |
| 2208, | |
| 581, | |
| 2019, | |
| 2822, | |
| 2002, | |
| 194, | |
| 1431, | |
| 3006, | |
| 1562, | |
| 214, | |
| 2003, | |
| 2240, | |
| 2222, | |
| 1950, | |
| 2540, | |
| 2164, | |
| 2854, | |
| 1844, | |
| 685, | |
| 314, | |
| 2303, | |
| 1229, | |
| 2591, | |
| 744, | |
| 2185, | |
| 1397, | |
| 1847, | |
| 256, | |
| 1710, | |
| 2332, | |
| 2581, | |
| 343, | |
| 289, | |
| 3124, | |
| 450, | |
| 940, | |
| 867, | |
| 1924, | |
| 3020, | |
| 370, | |
| 612, | |
| 2736, | |
| 2869, | |
| 1336, | |
| 2457, | |
| 192, | |
| 2159, | |
| 651, | |
| 51, | |
| 178, | |
| 63, | |
| 691, | |
| 321, | |
| 2477, | |
| 2704, | |
| 736, | |
| 964, | |
| 52, | |
| 3010, | |
| 2899, | |
| 2411, | |
| 568, | |
| 2134, | |
| 2029, | |
| 2813, | |
| 70, | |
| 44, | |
| 874, | |
| 949, | |
| 2053, | |
| 506, | |
| 3009, | |
| 2033, | |
| 2012, | |
| 857, | |
| 809, | |
| 240, | |
| 1945, | |
| 594, | |
| 432, | |
| 596, | |
| 2549, | |
| 478, | |
| 1565, | |
| 449, | |
| 889, | |
| 2963, | |
| 999, | |
| 602, | |
| 695, | |
| 1419, | |
| 3115, | |
| 3096, | |
| 218, | |
| 1583, | |
| 76, | |
| 2700, | |
| 257, | |
| 1221, | |
| 144, | |
| 1769, | |
| 254, | |
| 2651, | |
| 332, | |
| 2765, | |
| 1904, | |
| 1553, | |
| 2167, | |
| 152, | |
| 1831, | |
| 1778, | |
| 1376, | |
| 411, | |
| 0, | |
| 3083, | |
| 1011, | |
| 1090, | |
| 1236, | |
| 203, | |
| 567, | |
| 298, | |
| 1235, | |
| 1321, | |
| 2473, | |
| 32, | |
| 1891, | |
| 2527, | |
| 14, | |
| 93, | |
| 2356, | |
| 2050, | |
| 610, | |
| 2996, | |
| 149, | |
| 1395, | |
| 3108, | |
| 2840, | |
| 184, | |
| 2115, | |
| 1102, | |
| 582, | |
| 211, | |
| 1124, | |
| 2124, | |
| 1926, | |
| 2992, | |
| 2588, | |
| 471, | |
| 1912, | |
| 1677, | |
| 246, | |
| 2816, | |
| 2259, | |
| 1557, | |
| 1850, | |
| 2895, | |
| 1208, | |
| 174, | |
| 1370, | |
| 798, | |
| 120, | |
| 1691, | |
| 776, | |
| 1532, | |
| 2249, | |
| 927, | |
| 2833, | |
| 1357, | |
| 527, | |
| 3114, | |
| 188, | |
| 1233, | |
| 433, | |
| 368, | |
| 897, | |
| 2043, | |
| 1399, | |
| 2408, | |
| 1650, | |
| 772, | |
| 1149, | |
| 1580, | |
| 1915, | |
| 2507, | |
| 322, | |
| 2792, | |
| 1135, | |
| 805, | |
| 2210, | |
| 2383, | |
| 1624, | |
| 887, | |
| 976, | |
| 1591, | |
| 2574, | |
| 1902, | |
| 1545, | |
| 1323, | |
| 1736, | |
| 679, | |
| 45, | |
| 2226, | |
| 554, | |
| 1867, | |
| 1359, | |
| 2045, | |
| 2603, | |
| 2577, | |
| 2058, | |
| 175, | |
| 2013, | |
| 598, | |
| 2863, | |
| 528, | |
| 3047, | |
| 2859, | |
| 463, | |
| 3037, | |
| 2805, | |
| 1100, | |
| 1497, | |
| 2831, | |
| 611, | |
| 1268, | |
| 1505, | |
| 2010, | |
| 1127, | |
| 2691, | |
| 1582, | |
| 1036, | |
| 2203, | |
| 266, | |
| 196, | |
| 2478, | |
| 88, | |
| 2285, | |
| 354, | |
| 2298, | |
| 2409, | |
| 1628, | |
| 1922, | |
| 761, | |
| 2676, | |
| 2730, | |
| 331, | |
| 25, | |
| 2912, | |
| 1052, | |
| 1910, | |
| 670, | |
| 2044, | |
| 495, | |
| 1078, | |
| 705, | |
| 859, | |
| 682, | |
| 1187, | |
| 1391, | |
| 67, | |
| 1093, | |
| 912, | |
| 2929, | |
| 31, | |
| 2042, | |
| 2659, | |
| 439, | |
| 2514, | |
| 2316, | |
| 1962, | |
| 2894, | |
| 1995, | |
| 1618, | |
| 166, | |
| 124, | |
| 2571, | |
| 1702, | |
| 387, | |
| 838, | |
| 430, | |
| 2750, | |
| 1338, | |
| 1406, | |
| 2711, | |
| 1817, | |
| 755, | |
| 1533, | |
| 810, | |
| 1871, | |
| 1068, | |
| 176, | |
| 1741, | |
| 2077, | |
| 693, | |
| 3016, | |
| 930, | |
| 2646, | |
| 1272, | |
| 80, | |
| 862, | |
| 1964, | |
| 2852, | |
| 2229, | |
| 2547, | |
| 1345, | |
| 511, | |
| 1742, | |
| 605, | |
| 1956, | |
| 1653, | |
| 1317, | |
| 1754, | |
| 831, | |
| 1547, | |
| 1320, | |
| 1231, | |
| 1948, | |
| 1003, | |
| 141, | |
| 2087, | |
| 1432, | |
| 2562, | |
| 881, | |
| 1909, | |
| 1116, | |
| 2868, | |
| 2126, | |
| 1983, | |
| 2417, | |
| 177, | |
| 1220, | |
| 1041, | |
| 2804, | |
| 1784, | |
| 2093, | |
| 416, | |
| 2908, | |
| 183, | |
| 2162, | |
| 486, | |
| 2555, | |
| 2925, | |
| 2655, | |
| 2369, | |
| 2932, | |
| 410, | |
| 423, | |
| 2749, | |
| 2744, | |
| 393, | |
| 2781, | |
| 1237, | |
| 408, | |
| 162, | |
| 2429, | |
| 759, | |
| 900, | |
| 1089, | |
| 443, | |
| 1270, | |
| 601, | |
| 1023, | |
| 1061, | |
| 937, | |
| 30, | |
| 532, | |
| 2355, | |
| 942, | |
| 1340, | |
| 173, | |
| 2016, | |
| 296, | |
| 325, | |
| 2157, | |
| 2560, | |
| 279, | |
| 3017, | |
| 903, | |
| 1450, | |
| 1047, | |
| 1198, | |
| 2875, | |
| 1097, | |
| 1991, | |
| 926, | |
| 765, | |
| 507, | |
| 73, | |
| 845, | |
| 48, | |
| 1425, | |
| 2519, | |
| 2121, | |
| 2138, | |
| 1665, | |
| 1422, | |
| 2941, | |
| 1552, | |
| 402, | |
| 1713, | |
| 2025, | |
| 2306, | |
| 2883, | |
| 2533, | |
| 2378, | |
| 1436, | |
| 2176, | |
| 1195, | |
| 2333, | |
| 1590, | |
| 2706, | |
| 1211, | |
| 1472, | |
| 2755, | |
| 324, | |
| 1933, | |
| 1084, | |
| 1779, | |
| 2838, | |
| 2020, | |
| 1289, | |
| 2190, | |
| 479, | |
| 1511, | |
| 1188, | |
| 2104, | |
| 2800, | |
| 239, | |
| 2525, | |
| 979, | |
| 1210, | |
| 2942, | |
| 932, | |
| 1242, | |
| 3057, | |
| 1967, | |
| 1517, | |
| 1789, | |
| 2463, | |
| 2909, | |
| 1896, | |
| 1412, | |
| 978, | |
| 3105, | |
| 1554, | |
| 1474, | |
| 501, | |
| 3093, | |
| 1963, | |
| 2850, | |
| 680, | |
| 2969, | |
| 1690, | |
| 1173, | |
| 1738, | |
| 2147, | |
| 414, | |
| 1459, | |
| 485, | |
| 555, | |
| 2578, | |
| 108, | |
| 2467, | |
| 2791, | |
| 318, | |
| 1556, | |
| 2994, | |
| 1080, | |
| 3046, | |
| 557, | |
| 1226, | |
| 1055, | |
| 572, | |
| 1356, | |
| 789, | |
| 1442, | |
| 3079, | |
| 2227, | |
| 952, | |
| 56, | |
| 1756, | |
| 1601, | |
| 2111, | |
| 564, | |
| 2015, | |
| 1849, | |
| 764, | |
| 535, | |
| 1578, | |
| 544, | |
| 2787, | |
| 2189, | |
| 2583, | |
| 676, | |
| 1360, | |
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| "performance": { | |
| "test_mae": 0.4219855672279393, | |
| "test_r2": 0.8460916091361399, | |
| "cv_mae": 0.41789318171271833, | |
| "cv_std": 0.011257100569327851, | |
| "oob_score": 0.8415221144777265 | |
| }, | |
| "feature_importance": { | |
| "text_length": 0.011954169956151622, | |
| "word_count": 0.012377663994546382, | |
| "avg_sentence_length": 0.13331525483704687, | |
| "flesch_kincaid": 0.014394845200040371, | |
| "flesch_reading_ease": 0.007889017432250098, | |
| "ari": 0.011636248993775328, | |
| "smog": 0.009431860600342009, | |
| "linsear_write": 0.05353049467153113, | |
| "gunning_fog": 0.07313099321074473, | |
| "dale_chall": 0.008328335120317188, | |
| "difficult_words": 0.017068432814141107, | |
| "syllable_count": 0.012830363677323276, | |
| "polysyllable_count": 0.0069004379668197975, | |
| "polysyllable_ratio": 0.004504473090921254, | |
| "char_count": 0.013916827010508816, | |
| "readability_consensus": 0.03812128961542228, | |
| "mean_aoa": 0.02255968227408099, | |
| "median_aoa": 0.0034676473133392286, | |
| "max_aoa": 0.21385820806081232, | |
| "aoa_75th_percentile": 0.006338836982081097, | |
| "aoa_90th_percentile": 0.03645721694460121, | |
| "difficult_word_ratio": 0.018733691863403807, | |
| "coverage_ratio": 0.008292428695067333, | |
| "aoa_std": 0.1229381246429495, | |
| "aoa_range": 0.1380234550317823 | |
| }, | |
| "trained_date": "2025-07-02T23:04:35.722721", | |
| "enhancements": [ | |
| "Enhanced linguistic features", | |
| "Comprehensive AoA metrics", | |
| "Feature selection", | |
| "Robust scaling", | |
| "Stratified validation", | |
| "Out-of-bag scoring" | |
| ], | |
| "description": "Enhanced Random Forest readability assessment model trained on WeeBit and CLEAR corpora with 35+ linguistic features, AoA metrics, and improved cross-domain generalization" | |
| } |