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feat: refactors dataset

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Volodymyr Orlov
2020-09-14 13:36:40 -07:00
parent d28f13d849
commit 7c013ddc35
10 changed files with 145 additions and 6617 deletions
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src/dataset/boston.rs
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@@ -24,548 +24,22 @@
//! | LSTAT, % lower status of the population | Numerical | No |
//! | MEDV, Median value of owner-occupied homes in $1000's | Numerical | Yes |
//!
use crate::dataset::deserialize_data;
use crate::dataset::Dataset;
/// Get dataset
pub fn load_dataset() -> Dataset<f32, f32> {
let x = vec![
0.00632, 18.0, 2.31, 0.0, 0.538, 6.575, 65.2, 4.09, 1.0, 296.0, 15.3, 396.9, 4.98, 0.02731,
0.0, 7.07, 0.0, 0.469, 6.421, 78.9, 4.9671, 2.0, 242.0, 17.8, 396.9, 9.14, 0.02729, 0.0,
7.07, 0.0, 0.469, 7.185, 61.1, 4.9671, 2.0, 242.0, 17.8, 392.83, 4.03, 0.03237, 0.0, 2.18,
0.0, 0.458, 6.998, 45.8, 6.0622, 3.0, 222.0, 18.7, 394.63, 2.94, 0.06905, 0.0, 2.18, 0.0,
0.458, 7.147, 54.2, 6.0622, 3.0, 222.0, 18.7, 396.9, 5.33, 0.02985, 0.0, 2.18, 0.0, 0.458,
6.43, 58.7, 6.0622, 3.0, 222.0, 18.7, 394.12, 5.21, 0.08829, 12.5, 7.87, 0.0, 0.524, 6.012,
66.6, 5.5605, 5.0, 311.0, 15.2, 395.6, 12.43, 0.14455, 12.5, 7.87, 0.0, 0.524, 6.172, 96.1,
5.9505, 5.0, 311.0, 15.2, 396.9, 19.15, 0.21124, 12.5, 7.87, 0.0, 0.524, 5.631, 100.0,
6.0821, 5.0, 311.0, 15.2, 386.63, 29.93, 0.17004, 12.5, 7.87, 0.0, 0.524, 6.004, 85.9,
6.5921, 5.0, 311.0, 15.2, 386.71, 17.1, 0.22489, 12.5, 7.87, 0.0, 0.524, 6.377, 94.3,
6.3467, 5.0, 311.0, 15.2, 392.52, 20.45, 0.11747, 12.5, 7.87, 0.0, 0.524, 6.009, 82.9,
6.2267, 5.0, 311.0, 15.2, 396.9, 13.27, 0.09378, 12.5, 7.87, 0.0, 0.524, 5.889, 39.0,
5.4509, 5.0, 311.0, 15.2, 390.5, 15.71, 0.62976, 0.0, 8.14, 0.0, 0.538, 5.949, 61.8,
4.7075, 4.0, 307.0, 21.0, 396.9, 8.26, 0.63796, 0.0, 8.14, 0.0, 0.538, 6.096, 84.5, 4.4619,
4.0, 307.0, 21.0, 380.02, 10.26, 0.62739, 0.0, 8.14, 0.0, 0.538, 5.834, 56.5, 4.4986, 4.0,
307.0, 21.0, 395.62, 8.47, 1.05393, 0.0, 8.14, 0.0, 0.538, 5.935, 29.3, 4.4986, 4.0, 307.0,
21.0, 386.85, 6.58, 0.7842, 0.0, 8.14, 0.0, 0.538, 5.99, 81.7, 4.2579, 4.0, 307.0, 21.0,
386.75, 14.67, 0.80271, 0.0, 8.14, 0.0, 0.538, 5.456, 36.6, 3.7965, 4.0, 307.0, 21.0,
288.99, 11.69, 0.7258, 0.0, 8.14, 0.0, 0.538, 5.727, 69.5, 3.7965, 4.0, 307.0, 21.0,
390.95, 11.28, 1.25179, 0.0, 8.14, 0.0, 0.538, 5.57, 98.1, 3.7979, 4.0, 307.0, 21.0,
376.57, 21.02, 0.85204, 0.0, 8.14, 0.0, 0.538, 5.965, 89.2, 4.0123, 4.0, 307.0, 21.0,
392.53, 13.83, 1.23247, 0.0, 8.14, 0.0, 0.538, 6.142, 91.7, 3.9769, 4.0, 307.0, 21.0,
396.9, 18.72, 0.98843, 0.0, 8.14, 0.0, 0.538, 5.813, 100.0, 4.0952, 4.0, 307.0, 21.0,
394.54, 19.88, 0.75026, 0.0, 8.14, 0.0, 0.538, 5.924, 94.1, 4.3996, 4.0, 307.0, 21.0,
394.33, 16.3, 0.84054, 0.0, 8.14, 0.0, 0.538, 5.599, 85.7, 4.4546, 4.0, 307.0, 21.0,
303.42, 16.51, 0.67191, 0.0, 8.14, 0.0, 0.538, 5.813, 90.3, 4.682, 4.0, 307.0, 21.0,
376.88, 14.81, 0.95577, 0.0, 8.14, 0.0, 0.538, 6.047, 88.8, 4.4534, 4.0, 307.0, 21.0,
306.38, 17.28, 0.77299, 0.0, 8.14, 0.0, 0.538, 6.495, 94.4, 4.4547, 4.0, 307.0, 21.0,
387.94, 12.8, 1.00245, 0.0, 8.14, 0.0, 0.538, 6.674, 87.3, 4.239, 4.0, 307.0, 21.0, 380.23,
11.98, 1.13081, 0.0, 8.14, 0.0, 0.538, 5.713, 94.1, 4.233, 4.0, 307.0, 21.0, 360.17, 22.6,
1.35472, 0.0, 8.14, 0.0, 0.538, 6.072, 100.0, 4.175, 4.0, 307.0, 21.0, 376.73, 13.04,
1.38799, 0.0, 8.14, 0.0, 0.538, 5.95, 82.0, 3.99, 4.0, 307.0, 21.0, 232.6, 27.71, 1.15172,
0.0, 8.14, 0.0, 0.538, 5.701, 95.0, 3.7872, 4.0, 307.0, 21.0, 358.77, 18.35, 1.61282, 0.0,
8.14, 0.0, 0.538, 6.096, 96.9, 3.7598, 4.0, 307.0, 21.0, 248.31, 20.34, 0.06417, 0.0, 5.96,
0.0, 0.499, 5.933, 68.2, 3.3603, 5.0, 279.0, 19.2, 396.9, 9.68, 0.09744, 0.0, 5.96, 0.0,
0.499, 5.841, 61.4, 3.3779, 5.0, 279.0, 19.2, 377.56, 11.41, 0.08014, 0.0, 5.96, 0.0,
0.499, 5.85, 41.5, 3.9342, 5.0, 279.0, 19.2, 396.9, 8.77, 0.17505, 0.0, 5.96, 0.0, 0.499,
5.966, 30.2, 3.8473, 5.0, 279.0, 19.2, 393.43, 10.13, 0.02763, 75.0, 2.95, 0.0, 0.428,
6.595, 21.8, 5.4011, 3.0, 252.0, 18.3, 395.63, 4.32, 0.03359, 75.0, 2.95, 0.0, 0.428,
7.024, 15.8, 5.4011, 3.0, 252.0, 18.3, 395.62, 1.98, 0.12744, 0.0, 6.91, 0.0, 0.448, 6.77,
2.9, 5.7209, 3.0, 233.0, 17.9, 385.41, 4.84, 0.1415, 0.0, 6.91, 0.0, 0.448, 6.169, 6.6,
5.7209, 3.0, 233.0, 17.9, 383.37, 5.81, 0.15936, 0.0, 6.91, 0.0, 0.448, 6.211, 6.5, 5.7209,
3.0, 233.0, 17.9, 394.46, 7.44, 0.12269, 0.0, 6.91, 0.0, 0.448, 6.069, 40.0, 5.7209, 3.0,
233.0, 17.9, 389.39, 9.55, 0.17142, 0.0, 6.91, 0.0, 0.448, 5.682, 33.8, 5.1004, 3.0, 233.0,
17.9, 396.9, 10.21, 0.18836, 0.0, 6.91, 0.0, 0.448, 5.786, 33.3, 5.1004, 3.0, 233.0, 17.9,
396.9, 14.15, 0.22927, 0.0, 6.91, 0.0, 0.448, 6.03, 85.5, 5.6894, 3.0, 233.0, 17.9, 392.74,
18.8, 0.25387, 0.0, 6.91, 0.0, 0.448, 5.399, 95.3, 5.87, 3.0, 233.0, 17.9, 396.9, 30.81,
0.21977, 0.0, 6.91, 0.0, 0.448, 5.602, 62.0, 6.0877, 3.0, 233.0, 17.9, 396.9, 16.2,
0.08873, 21.0, 5.64, 0.0, 0.439, 5.963, 45.7, 6.8147, 4.0, 243.0, 16.8, 395.56, 13.45,
0.04337, 21.0, 5.64, 0.0, 0.439, 6.115, 63.0, 6.8147, 4.0, 243.0, 16.8, 393.97, 9.43,
0.0536, 21.0, 5.64, 0.0, 0.439, 6.511, 21.1, 6.8147, 4.0, 243.0, 16.8, 396.9, 5.28,
0.04981, 21.0, 5.64, 0.0, 0.439, 5.998, 21.4, 6.8147, 4.0, 243.0, 16.8, 396.9, 8.43,
0.0136, 75.0, 4.0, 0.0, 0.41, 5.888, 47.6, 7.3197, 3.0, 469.0, 21.1, 396.9, 14.8, 0.01311,
90.0, 1.22, 0.0, 0.403, 7.249, 21.9, 8.6966, 5.0, 226.0, 17.9, 395.93, 4.81, 0.02055, 85.0,
0.74, 0.0, 0.41, 6.383, 35.7, 9.1876, 2.0, 313.0, 17.3, 396.9, 5.77, 0.01432, 100.0, 1.32,
0.0, 0.411, 6.816, 40.5, 8.3248, 5.0, 256.0, 15.1, 392.9, 3.95, 0.15445, 25.0, 5.13, 0.0,
0.453, 6.145, 29.2, 7.8148, 8.0, 284.0, 19.7, 390.68, 6.86, 0.10328, 25.0, 5.13, 0.0,
0.453, 5.927, 47.2, 6.932, 8.0, 284.0, 19.7, 396.9, 9.22, 0.14932, 25.0, 5.13, 0.0, 0.453,
5.741, 66.2, 7.2254, 8.0, 284.0, 19.7, 395.11, 13.15, 0.17171, 25.0, 5.13, 0.0, 0.453,
5.966, 93.4, 6.8185, 8.0, 284.0, 19.7, 378.08, 14.44, 0.11027, 25.0, 5.13, 0.0, 0.453,
6.456, 67.8, 7.2255, 8.0, 284.0, 19.7, 396.9, 6.73, 0.1265, 25.0, 5.13, 0.0, 0.453, 6.762,
43.4, 7.9809, 8.0, 284.0, 19.7, 395.58, 9.5, 0.01951, 17.5, 1.38, 0.0, 0.4161, 7.104, 59.5,
9.2229, 3.0, 216.0, 18.6, 393.24, 8.05, 0.03584, 80.0, 3.37, 0.0, 0.398, 6.29, 17.8,
6.6115, 4.0, 337.0, 16.1, 396.9, 4.67, 0.04379, 80.0, 3.37, 0.0, 0.398, 5.787, 31.1,
6.6115, 4.0, 337.0, 16.1, 396.9, 10.24, 0.05789, 12.5, 6.07, 0.0, 0.409, 5.878, 21.4,
6.498, 4.0, 345.0, 18.9, 396.21, 8.1, 0.13554, 12.5, 6.07, 0.0, 0.409, 5.594, 36.8, 6.498,
4.0, 345.0, 18.9, 396.9, 13.09, 0.12816, 12.5, 6.07, 0.0, 0.409, 5.885, 33.0, 6.498, 4.0,
345.0, 18.9, 396.9, 8.79, 0.08826, 0.0, 10.81, 0.0, 0.413, 6.417, 6.6, 5.2873, 4.0, 305.0,
19.2, 383.73, 6.72, 0.15876, 0.0, 10.81, 0.0, 0.413, 5.961, 17.5, 5.2873, 4.0, 305.0, 19.2,
376.94, 9.88, 0.09164, 0.0, 10.81, 0.0, 0.413, 6.065, 7.8, 5.2873, 4.0, 305.0, 19.2,
390.91, 5.52, 0.19539, 0.0, 10.81, 0.0, 0.413, 6.245, 6.2, 5.2873, 4.0, 305.0, 19.2,
377.17, 7.54, 0.07896, 0.0, 12.83, 0.0, 0.437, 6.273, 6.0, 4.2515, 5.0, 398.0, 18.7,
394.92, 6.78, 0.09512, 0.0, 12.83, 0.0, 0.437, 6.286, 45.0, 4.5026, 5.0, 398.0, 18.7,
383.23, 8.94, 0.10153, 0.0, 12.83, 0.0, 0.437, 6.279, 74.5, 4.0522, 5.0, 398.0, 18.7,
373.66, 11.97, 0.08707, 0.0, 12.83, 0.0, 0.437, 6.14, 45.8, 4.0905, 5.0, 398.0, 18.7,
386.96, 10.27, 0.05646, 0.0, 12.83, 0.0, 0.437, 6.232, 53.7, 5.0141, 5.0, 398.0, 18.7,
386.4, 12.34, 0.08387, 0.0, 12.83, 0.0, 0.437, 5.874, 36.6, 4.5026, 5.0, 398.0, 18.7,
396.06, 9.1, 0.04113, 25.0, 4.86, 0.0, 0.426, 6.727, 33.5, 5.4007, 4.0, 281.0, 19.0, 396.9,
5.29, 0.04462, 25.0, 4.86, 0.0, 0.426, 6.619, 70.4, 5.4007, 4.0, 281.0, 19.0, 395.63, 7.22,
0.03659, 25.0, 4.86, 0.0, 0.426, 6.302, 32.2, 5.4007, 4.0, 281.0, 19.0, 396.9, 6.72,
0.03551, 25.0, 4.86, 0.0, 0.426, 6.167, 46.7, 5.4007, 4.0, 281.0, 19.0, 390.64, 7.51,
0.05059, 0.0, 4.49, 0.0, 0.449, 6.389, 48.0, 4.7794, 3.0, 247.0, 18.5, 396.9, 9.62,
0.05735, 0.0, 4.49, 0.0, 0.449, 6.63, 56.1, 4.4377, 3.0, 247.0, 18.5, 392.3, 6.53, 0.05188,
0.0, 4.49, 0.0, 0.449, 6.015, 45.1, 4.4272, 3.0, 247.0, 18.5, 395.99, 12.86, 0.07151, 0.0,
4.49, 0.0, 0.449, 6.121, 56.8, 3.7476, 3.0, 247.0, 18.5, 395.15, 8.44, 0.0566, 0.0, 3.41,
0.0, 0.489, 7.007, 86.3, 3.4217, 2.0, 270.0, 17.8, 396.9, 5.5, 0.05302, 0.0, 3.41, 0.0,
0.489, 7.079, 63.1, 3.4145, 2.0, 270.0, 17.8, 396.06, 5.7, 0.04684, 0.0, 3.41, 0.0, 0.489,
6.417, 66.1, 3.0923, 2.0, 270.0, 17.8, 392.18, 8.81, 0.03932, 0.0, 3.41, 0.0, 0.489, 6.405,
73.9, 3.0921, 2.0, 270.0, 17.8, 393.55, 8.2, 0.04203, 28.0, 15.04, 0.0, 0.464, 6.442, 53.6,
3.6659, 4.0, 270.0, 18.2, 395.01, 8.16, 0.02875, 28.0, 15.04, 0.0, 0.464, 6.211, 28.9,
3.6659, 4.0, 270.0, 18.2, 396.33, 6.21, 0.04294, 28.0, 15.04, 0.0, 0.464, 6.249, 77.3,
3.615, 4.0, 270.0, 18.2, 396.9, 10.59, 0.12204, 0.0, 2.89, 0.0, 0.445, 6.625, 57.8, 3.4952,
2.0, 276.0, 18.0, 357.98, 6.65, 0.11504, 0.0, 2.89, 0.0, 0.445, 6.163, 69.6, 3.4952, 2.0,
276.0, 18.0, 391.83, 11.34, 0.12083, 0.0, 2.89, 0.0, 0.445, 8.069, 76.0, 3.4952, 2.0,
276.0, 18.0, 396.9, 4.21, 0.08187, 0.0, 2.89, 0.0, 0.445, 7.82, 36.9, 3.4952, 2.0, 276.0,
18.0, 393.53, 3.57, 0.0686, 0.0, 2.89, 0.0, 0.445, 7.416, 62.5, 3.4952, 2.0, 276.0, 18.0,
396.9, 6.19, 0.14866, 0.0, 8.56, 0.0, 0.52, 6.727, 79.9, 2.7778, 5.0, 384.0, 20.9, 394.76,
9.42, 0.11432, 0.0, 8.56, 0.0, 0.52, 6.781, 71.3, 2.8561, 5.0, 384.0, 20.9, 395.58, 7.67,
0.22876, 0.0, 8.56, 0.0, 0.52, 6.405, 85.4, 2.7147, 5.0, 384.0, 20.9, 70.8, 10.63, 0.21161,
0.0, 8.56, 0.0, 0.52, 6.137, 87.4, 2.7147, 5.0, 384.0, 20.9, 394.47, 13.44, 0.1396, 0.0,
8.56, 0.0, 0.52, 6.167, 90.0, 2.421, 5.0, 384.0, 20.9, 392.69, 12.33, 0.13262, 0.0, 8.56,
0.0, 0.52, 5.851, 96.7, 2.1069, 5.0, 384.0, 20.9, 394.05, 16.47, 0.1712, 0.0, 8.56, 0.0,
0.52, 5.836, 91.9, 2.211, 5.0, 384.0, 20.9, 395.67, 18.66, 0.13117, 0.0, 8.56, 0.0, 0.52,
6.127, 85.2, 2.1224, 5.0, 384.0, 20.9, 387.69, 14.09, 0.12802, 0.0, 8.56, 0.0, 0.52, 6.474,
97.1, 2.4329, 5.0, 384.0, 20.9, 395.24, 12.27, 0.26363, 0.0, 8.56, 0.0, 0.52, 6.229, 91.2,
2.5451, 5.0, 384.0, 20.9, 391.23, 15.55, 0.10793, 0.0, 8.56, 0.0, 0.52, 6.195, 54.4,
2.7778, 5.0, 384.0, 20.9, 393.49, 13.0, 0.10084, 0.0, 10.01, 0.0, 0.547, 6.715, 81.6,
2.6775, 6.0, 432.0, 17.8, 395.59, 10.16, 0.12329, 0.0, 10.01, 0.0, 0.547, 5.913, 92.9,
2.3534, 6.0, 432.0, 17.8, 394.95, 16.21, 0.22212, 0.0, 10.01, 0.0, 0.547, 6.092, 95.4,
2.548, 6.0, 432.0, 17.8, 396.9, 17.09, 0.14231, 0.0, 10.01, 0.0, 0.547, 6.254, 84.2,
2.2565, 6.0, 432.0, 17.8, 388.74, 10.45, 0.17134, 0.0, 10.01, 0.0, 0.547, 5.928, 88.2,
2.4631, 6.0, 432.0, 17.8, 344.91, 15.76, 0.13158, 0.0, 10.01, 0.0, 0.547, 6.176, 72.5,
2.7301, 6.0, 432.0, 17.8, 393.3, 12.04, 0.15098, 0.0, 10.01, 0.0, 0.547, 6.021, 82.6,
2.7474, 6.0, 432.0, 17.8, 394.51, 10.3, 0.13058, 0.0, 10.01, 0.0, 0.547, 5.872, 73.1,
2.4775, 6.0, 432.0, 17.8, 338.63, 15.37, 0.14476, 0.0, 10.01, 0.0, 0.547, 5.731, 65.2,
2.7592, 6.0, 432.0, 17.8, 391.5, 13.61, 0.06899, 0.0, 25.65, 0.0, 0.581, 5.87, 69.7,
2.2577, 2.0, 188.0, 19.1, 389.15, 14.37, 0.07165, 0.0, 25.65, 0.0, 0.581, 6.004, 84.1,
2.1974, 2.0, 188.0, 19.1, 377.67, 14.27, 0.09299, 0.0, 25.65, 0.0, 0.581, 5.961, 92.9,
2.0869, 2.0, 188.0, 19.1, 378.09, 17.93, 0.15038, 0.0, 25.65, 0.0, 0.581, 5.856, 97.0,
1.9444, 2.0, 188.0, 19.1, 370.31, 25.41, 0.09849, 0.0, 25.65, 0.0, 0.581, 5.879, 95.8,
2.0063, 2.0, 188.0, 19.1, 379.38, 17.58, 0.16902, 0.0, 25.65, 0.0, 0.581, 5.986, 88.4,
1.9929, 2.0, 188.0, 19.1, 385.02, 14.81, 0.38735, 0.0, 25.65, 0.0, 0.581, 5.613, 95.6,
1.7572, 2.0, 188.0, 19.1, 359.29, 27.26, 0.25915, 0.0, 21.89, 0.0, 0.624, 5.693, 96.0,
1.7883, 4.0, 437.0, 21.2, 392.11, 17.19, 0.32543, 0.0, 21.89, 0.0, 0.624, 6.431, 98.8,
1.8125, 4.0, 437.0, 21.2, 396.9, 15.39, 0.88125, 0.0, 21.89, 0.0, 0.624, 5.637, 94.7,
1.9799, 4.0, 437.0, 21.2, 396.9, 18.34, 0.34006, 0.0, 21.89, 0.0, 0.624, 6.458, 98.9,
2.1185, 4.0, 437.0, 21.2, 395.04, 12.6, 1.19294, 0.0, 21.89, 0.0, 0.624, 6.326, 97.7,
2.271, 4.0, 437.0, 21.2, 396.9, 12.26, 0.59005, 0.0, 21.89, 0.0, 0.624, 6.372, 97.9,
2.3274, 4.0, 437.0, 21.2, 385.76, 11.12, 0.32982, 0.0, 21.89, 0.0, 0.624, 5.822, 95.4,
2.4699, 4.0, 437.0, 21.2, 388.69, 15.03, 0.97617, 0.0, 21.89, 0.0, 0.624, 5.757, 98.4,
2.346, 4.0, 437.0, 21.2, 262.76, 17.31, 0.55778, 0.0, 21.89, 0.0, 0.624, 6.335, 98.2,
2.1107, 4.0, 437.0, 21.2, 394.67, 16.96, 0.32264, 0.0, 21.89, 0.0, 0.624, 5.942, 93.5,
1.9669, 4.0, 437.0, 21.2, 378.25, 16.9, 0.35233, 0.0, 21.89, 0.0, 0.624, 6.454, 98.4,
1.8498, 4.0, 437.0, 21.2, 394.08, 14.59, 0.2498, 0.0, 21.89, 0.0, 0.624, 5.857, 98.2,
1.6686, 4.0, 437.0, 21.2, 392.04, 21.32, 0.54452, 0.0, 21.89, 0.0, 0.624, 6.151, 97.9,
1.6687, 4.0, 437.0, 21.2, 396.9, 18.46, 0.2909, 0.0, 21.89, 0.0, 0.624, 6.174, 93.6,
1.6119, 4.0, 437.0, 21.2, 388.08, 24.16, 1.62864, 0.0, 21.89, 0.0, 0.624, 5.019, 100.0,
1.4394, 4.0, 437.0, 21.2, 396.9, 34.41, 3.32105, 0.0, 19.58, 1.0, 0.871, 5.403, 100.0,
1.3216, 5.0, 403.0, 14.7, 396.9, 26.82, 4.0974, 0.0, 19.58, 0.0, 0.871, 5.468, 100.0,
1.4118, 5.0, 403.0, 14.7, 396.9, 26.42, 2.77974, 0.0, 19.58, 0.0, 0.871, 4.903, 97.8,
1.3459, 5.0, 403.0, 14.7, 396.9, 29.29, 2.37934, 0.0, 19.58, 0.0, 0.871, 6.13, 100.0,
1.4191, 5.0, 403.0, 14.7, 172.91, 27.8, 2.15505, 0.0, 19.58, 0.0, 0.871, 5.628, 100.0,
1.5166, 5.0, 403.0, 14.7, 169.27, 16.65, 2.36862, 0.0, 19.58, 0.0, 0.871, 4.926, 95.7,
1.4608, 5.0, 403.0, 14.7, 391.71, 29.53, 2.33099, 0.0, 19.58, 0.0, 0.871, 5.186, 93.8,
1.5296, 5.0, 403.0, 14.7, 356.99, 28.32, 2.73397, 0.0, 19.58, 0.0, 0.871, 5.597, 94.9,
1.5257, 5.0, 403.0, 14.7, 351.85, 21.45, 1.6566, 0.0, 19.58, 0.0, 0.871, 6.122, 97.3,
1.618, 5.0, 403.0, 14.7, 372.8, 14.1, 1.49632, 0.0, 19.58, 0.0, 0.871, 5.404, 100.0,
1.5916, 5.0, 403.0, 14.7, 341.6, 13.28, 1.12658, 0.0, 19.58, 1.0, 0.871, 5.012, 88.0,
1.6102, 5.0, 403.0, 14.7, 343.28, 12.12, 2.14918, 0.0, 19.58, 0.0, 0.871, 5.709, 98.5,
1.6232, 5.0, 403.0, 14.7, 261.95, 15.79, 1.41385, 0.0, 19.58, 1.0, 0.871, 6.129, 96.0,
1.7494, 5.0, 403.0, 14.7, 321.02, 15.12, 3.53501, 0.0, 19.58, 1.0, 0.871, 6.152, 82.6,
1.7455, 5.0, 403.0, 14.7, 88.01, 15.02, 2.44668, 0.0, 19.58, 0.0, 0.871, 5.272, 94.0,
1.7364, 5.0, 403.0, 14.7, 88.63, 16.14, 1.22358, 0.0, 19.58, 0.0, 0.605, 6.943, 97.4,
1.8773, 5.0, 403.0, 14.7, 363.43, 4.59, 1.34284, 0.0, 19.58, 0.0, 0.605, 6.066, 100.0,
1.7573, 5.0, 403.0, 14.7, 353.89, 6.43, 1.42502, 0.0, 19.58, 0.0, 0.871, 6.51, 100.0,
1.7659, 5.0, 403.0, 14.7, 364.31, 7.39, 1.27346, 0.0, 19.58, 1.0, 0.605, 6.25, 92.6,
1.7984, 5.0, 403.0, 14.7, 338.92, 5.5, 1.46336, 0.0, 19.58, 0.0, 0.605, 7.489, 90.8,
1.9709, 5.0, 403.0, 14.7, 374.43, 1.73, 1.83377, 0.0, 19.58, 1.0, 0.605, 7.802, 98.2,
2.0407, 5.0, 403.0, 14.7, 389.61, 1.92, 1.51902, 0.0, 19.58, 1.0, 0.605, 8.375, 93.9,
2.162, 5.0, 403.0, 14.7, 388.45, 3.32, 2.24236, 0.0, 19.58, 0.0, 0.605, 5.854, 91.8, 2.422,
5.0, 403.0, 14.7, 395.11, 11.64, 2.924, 0.0, 19.58, 0.0, 0.605, 6.101, 93.0, 2.2834, 5.0,
403.0, 14.7, 240.16, 9.81, 2.01019, 0.0, 19.58, 0.0, 0.605, 7.929, 96.2, 2.0459, 5.0,
403.0, 14.7, 369.3, 3.7, 1.80028, 0.0, 19.58, 0.0, 0.605, 5.877, 79.2, 2.4259, 5.0, 403.0,
14.7, 227.61, 12.14, 2.3004, 0.0, 19.58, 0.0, 0.605, 6.319, 96.1, 2.1, 5.0, 403.0, 14.7,
297.09, 11.1, 2.44953, 0.0, 19.58, 0.0, 0.605, 6.402, 95.2, 2.2625, 5.0, 403.0, 14.7,
330.04, 11.32, 1.20742, 0.0, 19.58, 0.0, 0.605, 5.875, 94.6, 2.4259, 5.0, 403.0, 14.7,
292.29, 14.43, 2.3139, 0.0, 19.58, 0.0, 0.605, 5.88, 97.3, 2.3887, 5.0, 403.0, 14.7,
348.13, 12.03, 0.13914, 0.0, 4.05, 0.0, 0.51, 5.572, 88.5, 2.5961, 5.0, 296.0, 16.6, 396.9,
14.69, 0.09178, 0.0, 4.05, 0.0, 0.51, 6.416, 84.1, 2.6463, 5.0, 296.0, 16.6, 395.5, 9.04,
0.08447, 0.0, 4.05, 0.0, 0.51, 5.859, 68.7, 2.7019, 5.0, 296.0, 16.6, 393.23, 9.64,
0.06664, 0.0, 4.05, 0.0, 0.51, 6.546, 33.1, 3.1323, 5.0, 296.0, 16.6, 390.96, 5.33,
0.07022, 0.0, 4.05, 0.0, 0.51, 6.02, 47.2, 3.5549, 5.0, 296.0, 16.6, 393.23, 10.11,
0.05425, 0.0, 4.05, 0.0, 0.51, 6.315, 73.4, 3.3175, 5.0, 296.0, 16.6, 395.6, 6.29, 0.06642,
0.0, 4.05, 0.0, 0.51, 6.86, 74.4, 2.9153, 5.0, 296.0, 16.6, 391.27, 6.92, 0.0578, 0.0,
2.46, 0.0, 0.488, 6.98, 58.4, 2.829, 3.0, 193.0, 17.8, 396.9, 5.04, 0.06588, 0.0, 2.46,
0.0, 0.488, 7.765, 83.3, 2.741, 3.0, 193.0, 17.8, 395.56, 7.56, 0.06888, 0.0, 2.46, 0.0,
0.488, 6.144, 62.2, 2.5979, 3.0, 193.0, 17.8, 396.9, 9.45, 0.09103, 0.0, 2.46, 0.0, 0.488,
7.155, 92.2, 2.7006, 3.0, 193.0, 17.8, 394.12, 4.82, 0.10008, 0.0, 2.46, 0.0, 0.488, 6.563,
95.6, 2.847, 3.0, 193.0, 17.8, 396.9, 5.68, 0.08308, 0.0, 2.46, 0.0, 0.488, 5.604, 89.8,
2.9879, 3.0, 193.0, 17.8, 391.0, 13.98, 0.06047, 0.0, 2.46, 0.0, 0.488, 6.153, 68.8,
3.2797, 3.0, 193.0, 17.8, 387.11, 13.15, 0.05602, 0.0, 2.46, 0.0, 0.488, 7.831, 53.6,
3.1992, 3.0, 193.0, 17.8, 392.63, 4.45, 0.07875, 45.0, 3.44, 0.0, 0.437, 6.782, 41.1,
3.7886, 5.0, 398.0, 15.2, 393.87, 6.68, 0.12579, 45.0, 3.44, 0.0, 0.437, 6.556, 29.1,
4.5667, 5.0, 398.0, 15.2, 382.84, 4.56, 0.0837, 45.0, 3.44, 0.0, 0.437, 7.185, 38.9,
4.5667, 5.0, 398.0, 15.2, 396.9, 5.39, 0.09068, 45.0, 3.44, 0.0, 0.437, 6.951, 21.5,
6.4798, 5.0, 398.0, 15.2, 377.68, 5.1, 0.06911, 45.0, 3.44, 0.0, 0.437, 6.739, 30.8,
6.4798, 5.0, 398.0, 15.2, 389.71, 4.69, 0.08664, 45.0, 3.44, 0.0, 0.437, 7.178, 26.3,
6.4798, 5.0, 398.0, 15.2, 390.49, 2.87, 0.02187, 60.0, 2.93, 0.0, 0.401, 6.8, 9.9, 6.2196,
1.0, 265.0, 15.6, 393.37, 5.03, 0.01439, 60.0, 2.93, 0.0, 0.401, 6.604, 18.8, 6.2196, 1.0,
265.0, 15.6, 376.7, 4.38, 0.01381, 80.0, 0.46, 0.0, 0.422, 7.875, 32.0, 5.6484, 4.0, 255.0,
14.4, 394.23, 2.97, 0.04011, 80.0, 1.52, 0.0, 0.404, 7.287, 34.1, 7.309, 2.0, 329.0, 12.6,
396.9, 4.08, 0.04666, 80.0, 1.52, 0.0, 0.404, 7.107, 36.6, 7.309, 2.0, 329.0, 12.6, 354.31,
8.61, 0.03768, 80.0, 1.52, 0.0, 0.404, 7.274, 38.3, 7.309, 2.0, 329.0, 12.6, 392.2, 6.62,
0.0315, 95.0, 1.47, 0.0, 0.403, 6.975, 15.3, 7.6534, 3.0, 402.0, 17.0, 396.9, 4.56,
0.01778, 95.0, 1.47, 0.0, 0.403, 7.135, 13.9, 7.6534, 3.0, 402.0, 17.0, 384.3, 4.45,
0.03445, 82.5, 2.03, 0.0, 0.415, 6.162, 38.4, 6.27, 2.0, 348.0, 14.7, 393.77, 7.43,
0.02177, 82.5, 2.03, 0.0, 0.415, 7.61, 15.7, 6.27, 2.0, 348.0, 14.7, 395.38, 3.11, 0.0351,
95.0, 2.68, 0.0, 0.4161, 7.853, 33.2, 5.118, 4.0, 224.0, 14.7, 392.78, 3.81, 0.02009, 95.0,
2.68, 0.0, 0.4161, 8.034, 31.9, 5.118, 4.0, 224.0, 14.7, 390.55, 2.88, 0.13642, 0.0, 10.59,
0.0, 0.489, 5.891, 22.3, 3.9454, 4.0, 277.0, 18.6, 396.9, 10.87, 0.22969, 0.0, 10.59, 0.0,
0.489, 6.326, 52.5, 4.3549, 4.0, 277.0, 18.6, 394.87, 10.97, 0.25199, 0.0, 10.59, 0.0,
0.489, 5.783, 72.7, 4.3549, 4.0, 277.0, 18.6, 389.43, 18.06, 0.13587, 0.0, 10.59, 1.0,
0.489, 6.064, 59.1, 4.2392, 4.0, 277.0, 18.6, 381.32, 14.66, 0.43571, 0.0, 10.59, 1.0,
0.489, 5.344, 100.0, 3.875, 4.0, 277.0, 18.6, 396.9, 23.09, 0.17446, 0.0, 10.59, 1.0,
0.489, 5.96, 92.1, 3.8771, 4.0, 277.0, 18.6, 393.25, 17.27, 0.37578, 0.0, 10.59, 1.0,
0.489, 5.404, 88.6, 3.665, 4.0, 277.0, 18.6, 395.24, 23.98, 0.21719, 0.0, 10.59, 1.0,
0.489, 5.807, 53.8, 3.6526, 4.0, 277.0, 18.6, 390.94, 16.03, 0.14052, 0.0, 10.59, 0.0,
0.489, 6.375, 32.3, 3.9454, 4.0, 277.0, 18.6, 385.81, 9.38, 0.28955, 0.0, 10.59, 0.0,
0.489, 5.412, 9.8, 3.5875, 4.0, 277.0, 18.6, 348.93, 29.55, 0.19802, 0.0, 10.59, 0.0,
0.489, 6.182, 42.4, 3.9454, 4.0, 277.0, 18.6, 393.63, 9.47, 0.0456, 0.0, 13.89, 1.0, 0.55,
5.888, 56.0, 3.1121, 5.0, 276.0, 16.4, 392.8, 13.51, 0.07013, 0.0, 13.89, 0.0, 0.55, 6.642,
85.1, 3.4211, 5.0, 276.0, 16.4, 392.78, 9.69, 0.11069, 0.0, 13.89, 1.0, 0.55, 5.951, 93.8,
2.8893, 5.0, 276.0, 16.4, 396.9, 17.92, 0.11425, 0.0, 13.89, 1.0, 0.55, 6.373, 92.4,
3.3633, 5.0, 276.0, 16.4, 393.74, 10.5, 0.35809, 0.0, 6.2, 1.0, 0.507, 6.951, 88.5, 2.8617,
8.0, 307.0, 17.4, 391.7, 9.71, 0.40771, 0.0, 6.2, 1.0, 0.507, 6.164, 91.3, 3.048, 8.0,
307.0, 17.4, 395.24, 21.46, 0.62356, 0.0, 6.2, 1.0, 0.507, 6.879, 77.7, 3.2721, 8.0, 307.0,
17.4, 390.39, 9.93, 0.6147, 0.0, 6.2, 0.0, 0.507, 6.618, 80.8, 3.2721, 8.0, 307.0, 17.4,
396.9, 7.6, 0.31533, 0.0, 6.2, 0.0, 0.504, 8.266, 78.3, 2.8944, 8.0, 307.0, 17.4, 385.05,
4.14, 0.52693, 0.0, 6.2, 0.0, 0.504, 8.725, 83.0, 2.8944, 8.0, 307.0, 17.4, 382.0, 4.63,
0.38214, 0.0, 6.2, 0.0, 0.504, 8.04, 86.5, 3.2157, 8.0, 307.0, 17.4, 387.38, 3.13, 0.41238,
0.0, 6.2, 0.0, 0.504, 7.163, 79.9, 3.2157, 8.0, 307.0, 17.4, 372.08, 6.36, 0.29819, 0.0,
6.2, 0.0, 0.504, 7.686, 17.0, 3.3751, 8.0, 307.0, 17.4, 377.51, 3.92, 0.44178, 0.0, 6.2,
0.0, 0.504, 6.552, 21.4, 3.3751, 8.0, 307.0, 17.4, 380.34, 3.76, 0.537, 0.0, 6.2, 0.0,
0.504, 5.981, 68.1, 3.6715, 8.0, 307.0, 17.4, 378.35, 11.65, 0.46296, 0.0, 6.2, 0.0, 0.504,
7.412, 76.9, 3.6715, 8.0, 307.0, 17.4, 376.14, 5.25, 0.57529, 0.0, 6.2, 0.0, 0.507, 8.337,
73.3, 3.8384, 8.0, 307.0, 17.4, 385.91, 2.47, 0.33147, 0.0, 6.2, 0.0, 0.507, 8.247, 70.4,
3.6519, 8.0, 307.0, 17.4, 378.95, 3.95, 0.44791, 0.0, 6.2, 1.0, 0.507, 6.726, 66.5, 3.6519,
8.0, 307.0, 17.4, 360.2, 8.05, 0.33045, 0.0, 6.2, 0.0, 0.507, 6.086, 61.5, 3.6519, 8.0,
307.0, 17.4, 376.75, 10.88, 0.52058, 0.0, 6.2, 1.0, 0.507, 6.631, 76.5, 4.148, 8.0, 307.0,
17.4, 388.45, 9.54, 0.51183, 0.0, 6.2, 0.0, 0.507, 7.358, 71.6, 4.148, 8.0, 307.0, 17.4,
390.07, 4.73, 0.08244, 30.0, 4.93, 0.0, 0.428, 6.481, 18.5, 6.1899, 6.0, 300.0, 16.6,
379.41, 6.36, 0.09252, 30.0, 4.93, 0.0, 0.428, 6.606, 42.2, 6.1899, 6.0, 300.0, 16.6,
383.78, 7.37, 0.11329, 30.0, 4.93, 0.0, 0.428, 6.897, 54.3, 6.3361, 6.0, 300.0, 16.6,
391.25, 11.38, 0.10612, 30.0, 4.93, 0.0, 0.428, 6.095, 65.1, 6.3361, 6.0, 300.0, 16.6,
394.62, 12.4, 0.1029, 30.0, 4.93, 0.0, 0.428, 6.358, 52.9, 7.0355, 6.0, 300.0, 16.6,
372.75, 11.22, 0.12757, 30.0, 4.93, 0.0, 0.428, 6.393, 7.8, 7.0355, 6.0, 300.0, 16.6,
374.71, 5.19, 0.20608, 22.0, 5.86, 0.0, 0.431, 5.593, 76.5, 7.9549, 7.0, 330.0, 19.1,
372.49, 12.5, 0.19133, 22.0, 5.86, 0.0, 0.431, 5.605, 70.2, 7.9549, 7.0, 330.0, 19.1,
389.13, 18.46, 0.33983, 22.0, 5.86, 0.0, 0.431, 6.108, 34.9, 8.0555, 7.0, 330.0, 19.1,
390.18, 9.16, 0.19657, 22.0, 5.86, 0.0, 0.431, 6.226, 79.2, 8.0555, 7.0, 330.0, 19.1,
376.14, 10.15, 0.16439, 22.0, 5.86, 0.0, 0.431, 6.433, 49.1, 7.8265, 7.0, 330.0, 19.1,
374.71, 9.52, 0.19073, 22.0, 5.86, 0.0, 0.431, 6.718, 17.5, 7.8265, 7.0, 330.0, 19.1,
393.74, 6.56, 0.1403, 22.0, 5.86, 0.0, 0.431, 6.487, 13.0, 7.3967, 7.0, 330.0, 19.1,
396.28, 5.9, 0.21409, 22.0, 5.86, 0.0, 0.431, 6.438, 8.9, 7.3967, 7.0, 330.0, 19.1, 377.07,
3.59, 0.08221, 22.0, 5.86, 0.0, 0.431, 6.957, 6.8, 8.9067, 7.0, 330.0, 19.1, 386.09, 3.53,
0.36894, 22.0, 5.86, 0.0, 0.431, 8.259, 8.4, 8.9067, 7.0, 330.0, 19.1, 396.9, 3.54,
0.04819, 80.0, 3.64, 0.0, 0.392, 6.108, 32.0, 9.2203, 1.0, 315.0, 16.4, 392.89, 6.57,
0.03548, 80.0, 3.64, 0.0, 0.392, 5.876, 19.1, 9.2203, 1.0, 315.0, 16.4, 395.18, 9.25,
0.01538, 90.0, 3.75, 0.0, 0.394, 7.454, 34.2, 6.3361, 3.0, 244.0, 15.9, 386.34, 3.11,
0.61154, 20.0, 3.97, 0.0, 0.647, 8.704, 86.9, 1.801, 5.0, 264.0, 13.0, 389.7, 5.12,
0.66351, 20.0, 3.97, 0.0, 0.647, 7.333, 100.0, 1.8946, 5.0, 264.0, 13.0, 383.29, 7.79,
0.65665, 20.0, 3.97, 0.0, 0.647, 6.842, 100.0, 2.0107, 5.0, 264.0, 13.0, 391.93, 6.9,
0.54011, 20.0, 3.97, 0.0, 0.647, 7.203, 81.8, 2.1121, 5.0, 264.0, 13.0, 392.8, 9.59,
0.53412, 20.0, 3.97, 0.0, 0.647, 7.52, 89.4, 2.1398, 5.0, 264.0, 13.0, 388.37, 7.26,
0.52014, 20.0, 3.97, 0.0, 0.647, 8.398, 91.5, 2.2885, 5.0, 264.0, 13.0, 386.86, 5.91,
0.82526, 20.0, 3.97, 0.0, 0.647, 7.327, 94.5, 2.0788, 5.0, 264.0, 13.0, 393.42, 11.25,
0.55007, 20.0, 3.97, 0.0, 0.647, 7.206, 91.6, 1.9301, 5.0, 264.0, 13.0, 387.89, 8.1,
0.76162, 20.0, 3.97, 0.0, 0.647, 5.56, 62.8, 1.9865, 5.0, 264.0, 13.0, 392.4, 10.45,
0.7857, 20.0, 3.97, 0.0, 0.647, 7.014, 84.6, 2.1329, 5.0, 264.0, 13.0, 384.07, 14.79,
0.57834, 20.0, 3.97, 0.0, 0.575, 8.297, 67.0, 2.4216, 5.0, 264.0, 13.0, 384.54, 7.44,
0.5405, 20.0, 3.97, 0.0, 0.575, 7.47, 52.6, 2.872, 5.0, 264.0, 13.0, 390.3, 3.16, 0.09065,
20.0, 6.96, 1.0, 0.464, 5.92, 61.5, 3.9175, 3.0, 223.0, 18.6, 391.34, 13.65, 0.29916, 20.0,
6.96, 0.0, 0.464, 5.856, 42.1, 4.429, 3.0, 223.0, 18.6, 388.65, 13.0, 0.16211, 20.0, 6.96,
0.0, 0.464, 6.24, 16.3, 4.429, 3.0, 223.0, 18.6, 396.9, 6.59, 0.1146, 20.0, 6.96, 0.0,
0.464, 6.538, 58.7, 3.9175, 3.0, 223.0, 18.6, 394.96, 7.73, 0.22188, 20.0, 6.96, 1.0,
0.464, 7.691, 51.8, 4.3665, 3.0, 223.0, 18.6, 390.77, 6.58, 0.05644, 40.0, 6.41, 1.0,
0.447, 6.758, 32.9, 4.0776, 4.0, 254.0, 17.6, 396.9, 3.53, 0.09604, 40.0, 6.41, 0.0, 0.447,
6.854, 42.8, 4.2673, 4.0, 254.0, 17.6, 396.9, 2.98, 0.10469, 40.0, 6.41, 1.0, 0.447, 7.267,
49.0, 4.7872, 4.0, 254.0, 17.6, 389.25, 6.05, 0.06127, 40.0, 6.41, 1.0, 0.447, 6.826, 27.6,
4.8628, 4.0, 254.0, 17.6, 393.45, 4.16, 0.07978, 40.0, 6.41, 0.0, 0.447, 6.482, 32.1,
4.1403, 4.0, 254.0, 17.6, 396.9, 7.19, 0.21038, 20.0, 3.33, 0.0, 0.4429, 6.812, 32.2,
4.1007, 5.0, 216.0, 14.9, 396.9, 4.85, 0.03578, 20.0, 3.33, 0.0, 0.4429, 7.82, 64.5,
4.6947, 5.0, 216.0, 14.9, 387.31, 3.76, 0.03705, 20.0, 3.33, 0.0, 0.4429, 6.968, 37.2,
5.2447, 5.0, 216.0, 14.9, 392.23, 4.59, 0.06129, 20.0, 3.33, 1.0, 0.4429, 7.645, 49.7,
5.2119, 5.0, 216.0, 14.9, 377.07, 3.01, 0.01501, 90.0, 1.21, 1.0, 0.401, 7.923, 24.8,
5.885, 1.0, 198.0, 13.6, 395.52, 3.16, 0.00906, 90.0, 2.97, 0.0, 0.4, 7.088, 20.8, 7.3073,
1.0, 285.0, 15.3, 394.72, 7.85, 0.01096, 55.0, 2.25, 0.0, 0.389, 6.453, 31.9, 7.3073, 1.0,
300.0, 15.3, 394.72, 8.23, 0.01965, 80.0, 1.76, 0.0, 0.385, 6.23, 31.5, 9.0892, 1.0, 241.0,
18.2, 341.6, 12.93, 0.03871, 52.5, 5.32, 0.0, 0.405, 6.209, 31.3, 7.3172, 6.0, 293.0, 16.6,
396.9, 7.14, 0.0459, 52.5, 5.32, 0.0, 0.405, 6.315, 45.6, 7.3172, 6.0, 293.0, 16.6, 396.9,
7.6, 0.04297, 52.5, 5.32, 0.0, 0.405, 6.565, 22.9, 7.3172, 6.0, 293.0, 16.6, 371.72, 9.51,
0.03502, 80.0, 4.95, 0.0, 0.411, 6.861, 27.9, 5.1167, 4.0, 245.0, 19.2, 396.9, 3.33,
0.07886, 80.0, 4.95, 0.0, 0.411, 7.148, 27.7, 5.1167, 4.0, 245.0, 19.2, 396.9, 3.56,
0.03615, 80.0, 4.95, 0.0, 0.411, 6.63, 23.4, 5.1167, 4.0, 245.0, 19.2, 396.9, 4.7, 0.08265,
0.0, 13.92, 0.0, 0.437, 6.127, 18.4, 5.5027, 4.0, 289.0, 16.0, 396.9, 8.58, 0.08199, 0.0,
13.92, 0.0, 0.437, 6.009, 42.3, 5.5027, 4.0, 289.0, 16.0, 396.9, 10.4, 0.12932, 0.0, 13.92,
0.0, 0.437, 6.678, 31.1, 5.9604, 4.0, 289.0, 16.0, 396.9, 6.27, 0.05372, 0.0, 13.92, 0.0,
0.437, 6.549, 51.0, 5.9604, 4.0, 289.0, 16.0, 392.85, 7.39, 0.14103, 0.0, 13.92, 0.0,
0.437, 5.79, 58.0, 6.32, 4.0, 289.0, 16.0, 396.9, 15.84, 0.06466, 70.0, 2.24, 0.0, 0.4,
6.345, 20.1, 7.8278, 5.0, 358.0, 14.8, 368.24, 4.97, 0.05561, 70.0, 2.24, 0.0, 0.4, 7.041,
10.0, 7.8278, 5.0, 358.0, 14.8, 371.58, 4.74, 0.04417, 70.0, 2.24, 0.0, 0.4, 6.871, 47.4,
7.8278, 5.0, 358.0, 14.8, 390.86, 6.07, 0.03537, 34.0, 6.09, 0.0, 0.433, 6.59, 40.4,
5.4917, 7.0, 329.0, 16.1, 395.75, 9.5, 0.09266, 34.0, 6.09, 0.0, 0.433, 6.495, 18.4,
5.4917, 7.0, 329.0, 16.1, 383.61, 8.67, 0.1, 34.0, 6.09, 0.0, 0.433, 6.982, 17.7, 5.4917,
7.0, 329.0, 16.1, 390.43, 4.86, 0.05515, 33.0, 2.18, 0.0, 0.472, 7.236, 41.1, 4.022, 7.0,
222.0, 18.4, 393.68, 6.93, 0.05479, 33.0, 2.18, 0.0, 0.472, 6.616, 58.1, 3.37, 7.0, 222.0,
18.4, 393.36, 8.93, 0.07503, 33.0, 2.18, 0.0, 0.472, 7.42, 71.9, 3.0992, 7.0, 222.0, 18.4,
396.9, 6.47, 0.04932, 33.0, 2.18, 0.0, 0.472, 6.849, 70.3, 3.1827, 7.0, 222.0, 18.4, 396.9,
7.53, 0.49298, 0.0, 9.9, 0.0, 0.544, 6.635, 82.5, 3.3175, 4.0, 304.0, 18.4, 396.9, 4.54,
0.3494, 0.0, 9.9, 0.0, 0.544, 5.972, 76.7, 3.1025, 4.0, 304.0, 18.4, 396.24, 9.97, 2.63548,
0.0, 9.9, 0.0, 0.544, 4.973, 37.8, 2.5194, 4.0, 304.0, 18.4, 350.45, 12.64, 0.79041, 0.0,
9.9, 0.0, 0.544, 6.122, 52.8, 2.6403, 4.0, 304.0, 18.4, 396.9, 5.98, 0.26169, 0.0, 9.9,
0.0, 0.544, 6.023, 90.4, 2.834, 4.0, 304.0, 18.4, 396.3, 11.72, 0.26938, 0.0, 9.9, 0.0,
0.544, 6.266, 82.8, 3.2628, 4.0, 304.0, 18.4, 393.39, 7.9, 0.3692, 0.0, 9.9, 0.0, 0.544,
6.567, 87.3, 3.6023, 4.0, 304.0, 18.4, 395.69, 9.28, 0.25356, 0.0, 9.9, 0.0, 0.544, 5.705,
77.7, 3.945, 4.0, 304.0, 18.4, 396.42, 11.5, 0.31827, 0.0, 9.9, 0.0, 0.544, 5.914, 83.2,
3.9986, 4.0, 304.0, 18.4, 390.7, 18.33, 0.24522, 0.0, 9.9, 0.0, 0.544, 5.782, 71.7, 4.0317,
4.0, 304.0, 18.4, 396.9, 15.94, 0.40202, 0.0, 9.9, 0.0, 0.544, 6.382, 67.2, 3.5325, 4.0,
304.0, 18.4, 395.21, 10.36, 0.47547, 0.0, 9.9, 0.0, 0.544, 6.113, 58.8, 4.0019, 4.0, 304.0,
18.4, 396.23, 12.73, 0.1676, 0.0, 7.38, 0.0, 0.493, 6.426, 52.3, 4.5404, 5.0, 287.0, 19.6,
396.9, 7.2, 0.18159, 0.0, 7.38, 0.0, 0.493, 6.376, 54.3, 4.5404, 5.0, 287.0, 19.6, 396.9,
6.87, 0.35114, 0.0, 7.38, 0.0, 0.493, 6.041, 49.9, 4.7211, 5.0, 287.0, 19.6, 396.9, 7.7,
0.28392, 0.0, 7.38, 0.0, 0.493, 5.708, 74.3, 4.7211, 5.0, 287.0, 19.6, 391.13, 11.74,
0.34109, 0.0, 7.38, 0.0, 0.493, 6.415, 40.1, 4.7211, 5.0, 287.0, 19.6, 396.9, 6.12,
0.19186, 0.0, 7.38, 0.0, 0.493, 6.431, 14.7, 5.4159, 5.0, 287.0, 19.6, 393.68, 5.08,
0.30347, 0.0, 7.38, 0.0, 0.493, 6.312, 28.9, 5.4159, 5.0, 287.0, 19.6, 396.9, 6.15,
0.24103, 0.0, 7.38, 0.0, 0.493, 6.083, 43.7, 5.4159, 5.0, 287.0, 19.6, 396.9, 12.79,
0.06617, 0.0, 3.24, 0.0, 0.46, 5.868, 25.8, 5.2146, 4.0, 430.0, 16.9, 382.44, 9.97,
0.06724, 0.0, 3.24, 0.0, 0.46, 6.333, 17.2, 5.2146, 4.0, 430.0, 16.9, 375.21, 7.34,
0.04544, 0.0, 3.24, 0.0, 0.46, 6.144, 32.2, 5.8736, 4.0, 430.0, 16.9, 368.57, 9.09,
0.05023, 35.0, 6.06, 0.0, 0.4379, 5.706, 28.4, 6.6407, 1.0, 304.0, 16.9, 394.02, 12.43,
0.03466, 35.0, 6.06, 0.0, 0.4379, 6.031, 23.3, 6.6407, 1.0, 304.0, 16.9, 362.25, 7.83,
0.05083, 0.0, 5.19, 0.0, 0.515, 6.316, 38.1, 6.4584, 5.0, 224.0, 20.2, 389.71, 5.68,
0.03738, 0.0, 5.19, 0.0, 0.515, 6.31, 38.5, 6.4584, 5.0, 224.0, 20.2, 389.4, 6.75, 0.03961,
0.0, 5.19, 0.0, 0.515, 6.037, 34.5, 5.9853, 5.0, 224.0, 20.2, 396.9, 8.01, 0.03427, 0.0,
5.19, 0.0, 0.515, 5.869, 46.3, 5.2311, 5.0, 224.0, 20.2, 396.9, 9.8, 0.03041, 0.0, 5.19,
0.0, 0.515, 5.895, 59.6, 5.615, 5.0, 224.0, 20.2, 394.81, 10.56, 0.03306, 0.0, 5.19, 0.0,
0.515, 6.059, 37.3, 4.8122, 5.0, 224.0, 20.2, 396.14, 8.51, 0.05497, 0.0, 5.19, 0.0, 0.515,
5.985, 45.4, 4.8122, 5.0, 224.0, 20.2, 396.9, 9.74, 0.06151, 0.0, 5.19, 0.0, 0.515, 5.968,
58.5, 4.8122, 5.0, 224.0, 20.2, 396.9, 9.29, 0.01301, 35.0, 1.52, 0.0, 0.442, 7.241, 49.3,
7.0379, 1.0, 284.0, 15.5, 394.74, 5.49, 0.02498, 0.0, 1.89, 0.0, 0.518, 6.54, 59.7, 6.2669,
1.0, 422.0, 15.9, 389.96, 8.65, 0.02543, 55.0, 3.78, 0.0, 0.484, 6.696, 56.4, 5.7321, 5.0,
370.0, 17.6, 396.9, 7.18, 0.03049, 55.0, 3.78, 0.0, 0.484, 6.874, 28.1, 6.4654, 5.0, 370.0,
17.6, 387.97, 4.61, 0.03113, 0.0, 4.39, 0.0, 0.442, 6.014, 48.5, 8.0136, 3.0, 352.0, 18.8,
385.64, 10.53, 0.06162, 0.0, 4.39, 0.0, 0.442, 5.898, 52.3, 8.0136, 3.0, 352.0, 18.8,
364.61, 12.67, 0.0187, 85.0, 4.15, 0.0, 0.429, 6.516, 27.7, 8.5353, 4.0, 351.0, 17.9,
392.43, 6.36, 0.01501, 80.0, 2.01, 0.0, 0.435, 6.635, 29.7, 8.344, 4.0, 280.0, 17.0,
390.94, 5.99, 0.02899, 40.0, 1.25, 0.0, 0.429, 6.939, 34.5, 8.7921, 1.0, 335.0, 19.7,
389.85, 5.89, 0.06211, 40.0, 1.25, 0.0, 0.429, 6.49, 44.4, 8.7921, 1.0, 335.0, 19.7, 396.9,
5.98, 0.0795, 60.0, 1.69, 0.0, 0.411, 6.579, 35.9, 10.7103, 4.0, 411.0, 18.3, 370.78, 5.49,
0.07244, 60.0, 1.69, 0.0, 0.411, 5.884, 18.5, 10.7103, 4.0, 411.0, 18.3, 392.33, 7.79,
0.01709, 90.0, 2.02, 0.0, 0.41, 6.728, 36.1, 12.1265, 5.0, 187.0, 17.0, 384.46, 4.5,
0.04301, 80.0, 1.91, 0.0, 0.413, 5.663, 21.9, 10.5857, 4.0, 334.0, 22.0, 382.8, 8.05,
0.10659, 80.0, 1.91, 0.0, 0.413, 5.936, 19.5, 10.5857, 4.0, 334.0, 22.0, 376.04, 5.57,
8.98296, 0.0, 18.1, 1.0, 0.77, 6.212, 97.4, 2.1222, 24.0, 666.0, 20.2, 377.73, 17.6,
3.8497, 0.0, 18.1, 1.0, 0.77, 6.395, 91.0, 2.5052, 24.0, 666.0, 20.2, 391.34, 13.27,
5.20177, 0.0, 18.1, 1.0, 0.77, 6.127, 83.4, 2.7227, 24.0, 666.0, 20.2, 395.43, 11.48,
4.26131, 0.0, 18.1, 0.0, 0.77, 6.112, 81.3, 2.5091, 24.0, 666.0, 20.2, 390.74, 12.67,
4.54192, 0.0, 18.1, 0.0, 0.77, 6.398, 88.0, 2.5182, 24.0, 666.0, 20.2, 374.56, 7.79,
3.83684, 0.0, 18.1, 0.0, 0.77, 6.251, 91.1, 2.2955, 24.0, 666.0, 20.2, 350.65, 14.19,
3.67822, 0.0, 18.1, 0.0, 0.77, 5.362, 96.2, 2.1036, 24.0, 666.0, 20.2, 380.79, 10.19,
4.22239, 0.0, 18.1, 1.0, 0.77, 5.803, 89.0, 1.9047, 24.0, 666.0, 20.2, 353.04, 14.64,
3.47428, 0.0, 18.1, 1.0, 0.718, 8.78, 82.9, 1.9047, 24.0, 666.0, 20.2, 354.55, 5.29,
4.55587, 0.0, 18.1, 0.0, 0.718, 3.561, 87.9, 1.6132, 24.0, 666.0, 20.2, 354.7, 7.12,
3.69695, 0.0, 18.1, 0.0, 0.718, 4.963, 91.4, 1.7523, 24.0, 666.0, 20.2, 316.03, 14.0,
13.5222, 0.0, 18.1, 0.0, 0.631, 3.863, 100.0, 1.5106, 24.0, 666.0, 20.2, 131.42, 13.33,
4.89822, 0.0, 18.1, 0.0, 0.631, 4.97, 100.0, 1.3325, 24.0, 666.0, 20.2, 375.52, 3.26,
5.66998, 0.0, 18.1, 1.0, 0.631, 6.683, 96.8, 1.3567, 24.0, 666.0, 20.2, 375.33, 3.73,
6.53876, 0.0, 18.1, 1.0, 0.631, 7.016, 97.5, 1.2024, 24.0, 666.0, 20.2, 392.05, 2.96,
9.2323, 0.0, 18.1, 0.0, 0.631, 6.216, 100.0, 1.1691, 24.0, 666.0, 20.2, 366.15, 9.53,
8.26725, 0.0, 18.1, 1.0, 0.668, 5.875, 89.6, 1.1296, 24.0, 666.0, 20.2, 347.88, 8.88,
11.1081, 0.0, 18.1, 0.0, 0.668, 4.906, 100.0, 1.1742, 24.0, 666.0, 20.2, 396.9, 34.77,
18.4982, 0.0, 18.1, 0.0, 0.668, 4.138, 100.0, 1.137, 24.0, 666.0, 20.2, 396.9, 37.97,
19.6091, 0.0, 18.1, 0.0, 0.671, 7.313, 97.9, 1.3163, 24.0, 666.0, 20.2, 396.9, 13.44,
15.288, 0.0, 18.1, 0.0, 0.671, 6.649, 93.3, 1.3449, 24.0, 666.0, 20.2, 363.02, 23.24,
9.82349, 0.0, 18.1, 0.0, 0.671, 6.794, 98.8, 1.358, 24.0, 666.0, 20.2, 396.9, 21.24,
23.6482, 0.0, 18.1, 0.0, 0.671, 6.38, 96.2, 1.3861, 24.0, 666.0, 20.2, 396.9, 23.69,
17.8667, 0.0, 18.1, 0.0, 0.671, 6.223, 100.0, 1.3861, 24.0, 666.0, 20.2, 393.74, 21.78,
88.9762, 0.0, 18.1, 0.0, 0.671, 6.968, 91.9, 1.4165, 24.0, 666.0, 20.2, 396.9, 17.21,
15.8744, 0.0, 18.1, 0.0, 0.671, 6.545, 99.1, 1.5192, 24.0, 666.0, 20.2, 396.9, 21.08,
9.18702, 0.0, 18.1, 0.0, 0.7, 5.536, 100.0, 1.5804, 24.0, 666.0, 20.2, 396.9, 23.6,
7.99248, 0.0, 18.1, 0.0, 0.7, 5.52, 100.0, 1.5331, 24.0, 666.0, 20.2, 396.9, 24.56,
20.0849, 0.0, 18.1, 0.0, 0.7, 4.368, 91.2, 1.4395, 24.0, 666.0, 20.2, 285.83, 30.63,
16.8118, 0.0, 18.1, 0.0, 0.7, 5.277, 98.1, 1.4261, 24.0, 666.0, 20.2, 396.9, 30.81,
24.3938, 0.0, 18.1, 0.0, 0.7, 4.652, 100.0, 1.4672, 24.0, 666.0, 20.2, 396.9, 28.28,
22.5971, 0.0, 18.1, 0.0, 0.7, 5.0, 89.5, 1.5184, 24.0, 666.0, 20.2, 396.9, 31.99, 14.3337,
0.0, 18.1, 0.0, 0.7, 4.88, 100.0, 1.5895, 24.0, 666.0, 20.2, 372.92, 30.62, 8.15174, 0.0,
18.1, 0.0, 0.7, 5.39, 98.9, 1.7281, 24.0, 666.0, 20.2, 396.9, 20.85, 6.96215, 0.0, 18.1,
0.0, 0.7, 5.713, 97.0, 1.9265, 24.0, 666.0, 20.2, 394.43, 17.11, 5.29305, 0.0, 18.1, 0.0,
0.7, 6.051, 82.5, 2.1678, 24.0, 666.0, 20.2, 378.38, 18.76, 11.5779, 0.0, 18.1, 0.0, 0.7,
5.036, 97.0, 1.77, 24.0, 666.0, 20.2, 396.9, 25.68, 8.64476, 0.0, 18.1, 0.0, 0.693, 6.193,
92.6, 1.7912, 24.0, 666.0, 20.2, 396.9, 15.17, 13.3598, 0.0, 18.1, 0.0, 0.693, 5.887, 94.7,
1.7821, 24.0, 666.0, 20.2, 396.9, 16.35, 8.71675, 0.0, 18.1, 0.0, 0.693, 6.471, 98.8,
1.7257, 24.0, 666.0, 20.2, 391.98, 17.12, 5.87205, 0.0, 18.1, 0.0, 0.693, 6.405, 96.0,
1.6768, 24.0, 666.0, 20.2, 396.9, 19.37, 7.67202, 0.0, 18.1, 0.0, 0.693, 5.747, 98.9,
1.6334, 24.0, 666.0, 20.2, 393.1, 19.92, 38.3518, 0.0, 18.1, 0.0, 0.693, 5.453, 100.0,
1.4896, 24.0, 666.0, 20.2, 396.9, 30.59, 9.91655, 0.0, 18.1, 0.0, 0.693, 5.852, 77.8,
1.5004, 24.0, 666.0, 20.2, 338.16, 29.97, 25.0461, 0.0, 18.1, 0.0, 0.693, 5.987, 100.0,
1.5888, 24.0, 666.0, 20.2, 396.9, 26.77, 14.2362, 0.0, 18.1, 0.0, 0.693, 6.343, 100.0,
1.5741, 24.0, 666.0, 20.2, 396.9, 20.32, 9.59571, 0.0, 18.1, 0.0, 0.693, 6.404, 100.0,
1.639, 24.0, 666.0, 20.2, 376.11, 20.31, 24.8017, 0.0, 18.1, 0.0, 0.693, 5.349, 96.0,
1.7028, 24.0, 666.0, 20.2, 396.9, 19.77, 41.5292, 0.0, 18.1, 0.0, 0.693, 5.531, 85.4,
1.6074, 24.0, 666.0, 20.2, 329.46, 27.38, 67.9208, 0.0, 18.1, 0.0, 0.693, 5.683, 100.0,
1.4254, 24.0, 666.0, 20.2, 384.97, 22.98, 20.7162, 0.0, 18.1, 0.0, 0.659, 4.138, 100.0,
1.1781, 24.0, 666.0, 20.2, 370.22, 23.34, 11.9511, 0.0, 18.1, 0.0, 0.659, 5.608, 100.0,
1.2852, 24.0, 666.0, 20.2, 332.09, 12.13, 7.40389, 0.0, 18.1, 0.0, 0.597, 5.617, 97.9,
1.4547, 24.0, 666.0, 20.2, 314.64, 26.4, 14.4383, 0.0, 18.1, 0.0, 0.597, 6.852, 100.0,
1.4655, 24.0, 666.0, 20.2, 179.36, 19.78, 51.1358, 0.0, 18.1, 0.0, 0.597, 5.757, 100.0,
1.413, 24.0, 666.0, 20.2, 2.6, 10.11, 14.0507, 0.0, 18.1, 0.0, 0.597, 6.657, 100.0, 1.5275,
24.0, 666.0, 20.2, 35.05, 21.22, 18.811, 0.0, 18.1, 0.0, 0.597, 4.628, 100.0, 1.5539, 24.0,
666.0, 20.2, 28.79, 34.37, 28.6558, 0.0, 18.1, 0.0, 0.597, 5.155, 100.0, 1.5894, 24.0,
666.0, 20.2, 210.97, 20.08, 45.7461, 0.0, 18.1, 0.0, 0.693, 4.519, 100.0, 1.6582, 24.0,
666.0, 20.2, 88.27, 36.98, 18.0846, 0.0, 18.1, 0.0, 0.679, 6.434, 100.0, 1.8347, 24.0,
666.0, 20.2, 27.25, 29.05, 10.8342, 0.0, 18.1, 0.0, 0.679, 6.782, 90.8, 1.8195, 24.0,
666.0, 20.2, 21.57, 25.79, 25.9406, 0.0, 18.1, 0.0, 0.679, 5.304, 89.1, 1.6475, 24.0,
666.0, 20.2, 127.36, 26.64, 73.5341, 0.0, 18.1, 0.0, 0.679, 5.957, 100.0, 1.8026, 24.0,
666.0, 20.2, 16.45, 20.62, 11.8123, 0.0, 18.1, 0.0, 0.718, 6.824, 76.5, 1.794, 24.0, 666.0,
20.2, 48.45, 22.74, 11.0874, 0.0, 18.1, 0.0, 0.718, 6.411, 100.0, 1.8589, 24.0, 666.0,
20.2, 318.75, 15.02, 7.02259, 0.0, 18.1, 0.0, 0.718, 6.006, 95.3, 1.8746, 24.0, 666.0,
20.2, 319.98, 15.7, 12.0482, 0.0, 18.1, 0.0, 0.614, 5.648, 87.6, 1.9512, 24.0, 666.0, 20.2,
291.55, 14.1, 7.05042, 0.0, 18.1, 0.0, 0.614, 6.103, 85.1, 2.0218, 24.0, 666.0, 20.2, 2.52,
23.29, 8.79212, 0.0, 18.1, 0.0, 0.584, 5.565, 70.6, 2.0635, 24.0, 666.0, 20.2, 3.65, 17.16,
15.8603, 0.0, 18.1, 0.0, 0.679, 5.896, 95.4, 1.9096, 24.0, 666.0, 20.2, 7.68, 24.39,
12.2472, 0.0, 18.1, 0.0, 0.584, 5.837, 59.7, 1.9976, 24.0, 666.0, 20.2, 24.65, 15.69,
37.6619, 0.0, 18.1, 0.0, 0.679, 6.202, 78.7, 1.8629, 24.0, 666.0, 20.2, 18.82, 14.52,
7.36711, 0.0, 18.1, 0.0, 0.679, 6.193, 78.1, 1.9356, 24.0, 666.0, 20.2, 96.73, 21.52,
9.33889, 0.0, 18.1, 0.0, 0.679, 6.38, 95.6, 1.9682, 24.0, 666.0, 20.2, 60.72, 24.08,
8.49213, 0.0, 18.1, 0.0, 0.584, 6.348, 86.1, 2.0527, 24.0, 666.0, 20.2, 83.45, 17.64,
10.0623, 0.0, 18.1, 0.0, 0.584, 6.833, 94.3, 2.0882, 24.0, 666.0, 20.2, 81.33, 19.69,
6.44405, 0.0, 18.1, 0.0, 0.584, 6.425, 74.8, 2.2004, 24.0, 666.0, 20.2, 97.95, 12.03,
5.58107, 0.0, 18.1, 0.0, 0.713, 6.436, 87.9, 2.3158, 24.0, 666.0, 20.2, 100.19, 16.22,
13.9134, 0.0, 18.1, 0.0, 0.713, 6.208, 95.0, 2.2222, 24.0, 666.0, 20.2, 100.63, 15.17,
11.1604, 0.0, 18.1, 0.0, 0.74, 6.629, 94.6, 2.1247, 24.0, 666.0, 20.2, 109.85, 23.27,
14.4208, 0.0, 18.1, 0.0, 0.74, 6.461, 93.3, 2.0026, 24.0, 666.0, 20.2, 27.49, 18.05,
15.1772, 0.0, 18.1, 0.0, 0.74, 6.152, 100.0, 1.9142, 24.0, 666.0, 20.2, 9.32, 26.45,
13.6781, 0.0, 18.1, 0.0, 0.74, 5.935, 87.9, 1.8206, 24.0, 666.0, 20.2, 68.95, 34.02,
9.39063, 0.0, 18.1, 0.0, 0.74, 5.627, 93.9, 1.8172, 24.0, 666.0, 20.2, 396.9, 22.88,
22.0511, 0.0, 18.1, 0.0, 0.74, 5.818, 92.4, 1.8662, 24.0, 666.0, 20.2, 391.45, 22.11,
9.72418, 0.0, 18.1, 0.0, 0.74, 6.406, 97.2, 2.0651, 24.0, 666.0, 20.2, 385.96, 19.52,
5.66637, 0.0, 18.1, 0.0, 0.74, 6.219, 100.0, 2.0048, 24.0, 666.0, 20.2, 395.69, 16.59,
9.96654, 0.0, 18.1, 0.0, 0.74, 6.485, 100.0, 1.9784, 24.0, 666.0, 20.2, 386.73, 18.85,
12.8023, 0.0, 18.1, 0.0, 0.74, 5.854, 96.6, 1.8956, 24.0, 666.0, 20.2, 240.52, 23.79,
10.6718, 0.0, 18.1, 0.0, 0.74, 6.459, 94.8, 1.9879, 24.0, 666.0, 20.2, 43.06, 23.98,
6.28807, 0.0, 18.1, 0.0, 0.74, 6.341, 96.4, 2.072, 24.0, 666.0, 20.2, 318.01, 17.79,
9.92485, 0.0, 18.1, 0.0, 0.74, 6.251, 96.6, 2.198, 24.0, 666.0, 20.2, 388.52, 16.44,
9.32909, 0.0, 18.1, 0.0, 0.713, 6.185, 98.7, 2.2616, 24.0, 666.0, 20.2, 396.9, 18.13,
7.52601, 0.0, 18.1, 0.0, 0.713, 6.417, 98.3, 2.185, 24.0, 666.0, 20.2, 304.21, 19.31,
6.71772, 0.0, 18.1, 0.0, 0.713, 6.749, 92.6, 2.3236, 24.0, 666.0, 20.2, 0.32, 17.44,
5.44114, 0.0, 18.1, 0.0, 0.713, 6.655, 98.2, 2.3552, 24.0, 666.0, 20.2, 355.29, 17.73,
5.09017, 0.0, 18.1, 0.0, 0.713, 6.297, 91.8, 2.3682, 24.0, 666.0, 20.2, 385.09, 17.27,
8.24809, 0.0, 18.1, 0.0, 0.713, 7.393, 99.3, 2.4527, 24.0, 666.0, 20.2, 375.87, 16.74,
9.51363, 0.0, 18.1, 0.0, 0.713, 6.728, 94.1, 2.4961, 24.0, 666.0, 20.2, 6.68, 18.71,
4.75237, 0.0, 18.1, 0.0, 0.713, 6.525, 86.5, 2.4358, 24.0, 666.0, 20.2, 50.92, 18.13,
4.66883, 0.0, 18.1, 0.0, 0.713, 5.976, 87.9, 2.5806, 24.0, 666.0, 20.2, 10.48, 19.01,
8.20058, 0.0, 18.1, 0.0, 0.713, 5.936, 80.3, 2.7792, 24.0, 666.0, 20.2, 3.5, 16.94,
7.75223, 0.0, 18.1, 0.0, 0.713, 6.301, 83.7, 2.7831, 24.0, 666.0, 20.2, 272.21, 16.23,
6.80117, 0.0, 18.1, 0.0, 0.713, 6.081, 84.4, 2.7175, 24.0, 666.0, 20.2, 396.9, 14.7,
4.81213, 0.0, 18.1, 0.0, 0.713, 6.701, 90.0, 2.5975, 24.0, 666.0, 20.2, 255.23, 16.42,
3.69311, 0.0, 18.1, 0.0, 0.713, 6.376, 88.4, 2.5671, 24.0, 666.0, 20.2, 391.43, 14.65,
6.65492, 0.0, 18.1, 0.0, 0.713, 6.317, 83.0, 2.7344, 24.0, 666.0, 20.2, 396.9, 13.99,
5.82115, 0.0, 18.1, 0.0, 0.713, 6.513, 89.9, 2.8016, 24.0, 666.0, 20.2, 393.82, 10.29,
7.83932, 0.0, 18.1, 0.0, 0.655, 6.209, 65.4, 2.9634, 24.0, 666.0, 20.2, 396.9, 13.22,
3.1636, 0.0, 18.1, 0.0, 0.655, 5.759, 48.2, 3.0665, 24.0, 666.0, 20.2, 334.4, 14.13,
3.77498, 0.0, 18.1, 0.0, 0.655, 5.952, 84.7, 2.8715, 24.0, 666.0, 20.2, 22.01, 17.15,
4.42228, 0.0, 18.1, 0.0, 0.584, 6.003, 94.5, 2.5403, 24.0, 666.0, 20.2, 331.29, 21.32,
15.5757, 0.0, 18.1, 0.0, 0.58, 5.926, 71.0, 2.9084, 24.0, 666.0, 20.2, 368.74, 18.13,
13.0751, 0.0, 18.1, 0.0, 0.58, 5.713, 56.7, 2.8237, 24.0, 666.0, 20.2, 396.9, 14.76,
4.34879, 0.0, 18.1, 0.0, 0.58, 6.167, 84.0, 3.0334, 24.0, 666.0, 20.2, 396.9, 16.29,
4.03841, 0.0, 18.1, 0.0, 0.532, 6.229, 90.7, 3.0993, 24.0, 666.0, 20.2, 395.33, 12.87,
3.56868, 0.0, 18.1, 0.0, 0.58, 6.437, 75.0, 2.8965, 24.0, 666.0, 20.2, 393.37, 14.36,
4.64689, 0.0, 18.1, 0.0, 0.614, 6.98, 67.6, 2.5329, 24.0, 666.0, 20.2, 374.68, 11.66,
8.05579, 0.0, 18.1, 0.0, 0.584, 5.427, 95.4, 2.4298, 24.0, 666.0, 20.2, 352.58, 18.14,
6.39312, 0.0, 18.1, 0.0, 0.584, 6.162, 97.4, 2.206, 24.0, 666.0, 20.2, 302.76, 24.1,
4.87141, 0.0, 18.1, 0.0, 0.614, 6.484, 93.6, 2.3053, 24.0, 666.0, 20.2, 396.21, 18.68,
15.0234, 0.0, 18.1, 0.0, 0.614, 5.304, 97.3, 2.1007, 24.0, 666.0, 20.2, 349.48, 24.91,
10.233, 0.0, 18.1, 0.0, 0.614, 6.185, 96.7, 2.1705, 24.0, 666.0, 20.2, 379.7, 18.03,
14.3337, 0.0, 18.1, 0.0, 0.614, 6.229, 88.0, 1.9512, 24.0, 666.0, 20.2, 383.32, 13.11,
5.82401, 0.0, 18.1, 0.0, 0.532, 6.242, 64.7, 3.4242, 24.0, 666.0, 20.2, 396.9, 10.74,
5.70818, 0.0, 18.1, 0.0, 0.532, 6.75, 74.9, 3.3317, 24.0, 666.0, 20.2, 393.07, 7.74,
5.73116, 0.0, 18.1, 0.0, 0.532, 7.061, 77.0, 3.4106, 24.0, 666.0, 20.2, 395.28, 7.01,
2.81838, 0.0, 18.1, 0.0, 0.532, 5.762, 40.3, 4.0983, 24.0, 666.0, 20.2, 392.92, 10.42,
2.37857, 0.0, 18.1, 0.0, 0.583, 5.871, 41.9, 3.724, 24.0, 666.0, 20.2, 370.73, 13.34,
3.67367, 0.0, 18.1, 0.0, 0.583, 6.312, 51.9, 3.9917, 24.0, 666.0, 20.2, 388.62, 10.58,
5.69175, 0.0, 18.1, 0.0, 0.583, 6.114, 79.8, 3.5459, 24.0, 666.0, 20.2, 392.68, 14.98,
4.83567, 0.0, 18.1, 0.0, 0.583, 5.905, 53.2, 3.1523, 24.0, 666.0, 20.2, 388.22, 11.45,
0.15086, 0.0, 27.74, 0.0, 0.609, 5.454, 92.7, 1.8209, 4.0, 711.0, 20.1, 395.09, 18.06,
0.18337, 0.0, 27.74, 0.0, 0.609, 5.414, 98.3, 1.7554, 4.0, 711.0, 20.1, 344.05, 23.97,
0.20746, 0.0, 27.74, 0.0, 0.609, 5.093, 98.0, 1.8226, 4.0, 711.0, 20.1, 318.43, 29.68,
0.10574, 0.0, 27.74, 0.0, 0.609, 5.983, 98.8, 1.8681, 4.0, 711.0, 20.1, 390.11, 18.07,
0.11132, 0.0, 27.74, 0.0, 0.609, 5.983, 83.5, 2.1099, 4.0, 711.0, 20.1, 396.9, 13.35,
0.17331, 0.0, 9.69, 0.0, 0.585, 5.707, 54.0, 2.3817, 6.0, 391.0, 19.2, 396.9, 12.01,
0.27957, 0.0, 9.69, 0.0, 0.585, 5.926, 42.6, 2.3817, 6.0, 391.0, 19.2, 396.9, 13.59,
0.17899, 0.0, 9.69, 0.0, 0.585, 5.67, 28.8, 2.7986, 6.0, 391.0, 19.2, 393.29, 17.6, 0.2896,
0.0, 9.69, 0.0, 0.585, 5.39, 72.9, 2.7986, 6.0, 391.0, 19.2, 396.9, 21.14, 0.26838, 0.0,
9.69, 0.0, 0.585, 5.794, 70.6, 2.8927, 6.0, 391.0, 19.2, 396.9, 14.1, 0.23912, 0.0, 9.69,
0.0, 0.585, 6.019, 65.3, 2.4091, 6.0, 391.0, 19.2, 396.9, 12.92, 0.17783, 0.0, 9.69, 0.0,
0.585, 5.569, 73.5, 2.3999, 6.0, 391.0, 19.2, 395.77, 15.1, 0.22438, 0.0, 9.69, 0.0, 0.585,
6.027, 79.7, 2.4982, 6.0, 391.0, 19.2, 396.9, 14.33, 0.06263, 0.0, 11.93, 0.0, 0.573,
6.593, 69.1, 2.4786, 1.0, 273.0, 21.0, 391.99, 9.67, 0.04527, 0.0, 11.93, 0.0, 0.573, 6.12,
76.7, 2.2875, 1.0, 273.0, 21.0, 396.9, 9.08, 0.06076, 0.0, 11.93, 0.0, 0.573, 6.976, 91.0,
2.1675, 1.0, 273.0, 21.0, 396.9, 5.64, 0.10959, 0.0, 11.93, 0.0, 0.573, 6.794, 89.3,
2.3889, 1.0, 273.0, 21.0, 393.45, 6.48, 0.04741, 0.0, 11.93, 0.0, 0.573, 6.03, 80.8, 2.505,
1.0, 273.0, 21.0, 396.9, 7.8,
];
let y = vec![
24., 21.6, 34.7, 33.4, 36.2, 28.7, 22.9, 27.1, 16.5, 18.9, 15., 18.9, 21.7, 20.4, 18.2,
19.9, 23.1, 17.5, 20.2, 18.2, 13.6, 19.6, 15.2, 14.5, 15.6, 13.9, 16.6, 14.8, 18.4, 21.,
12.7, 14.5, 13.2, 13.1, 13.5, 18.9, 20., 21., 24.7, 30.8, 34.9, 26.6, 25.3, 24.7, 21.2,
19.3, 20., 16.6, 14.4, 19.4, 19.7, 20.5, 25., 23.4, 18.9, 35.4, 24.7, 31.6, 23.3, 19.6,
18.7, 16., 22.2, 25., 33., 23.5, 19.4, 22., 17.4, 20.9, 24.2, 21.7, 22.8, 23.4, 24.1, 21.4,
20., 20.8, 21.2, 20.3, 28., 23.9, 24.8, 22.9, 23.9, 26.6, 22.5, 22.2, 23.6, 28.7, 22.6,
22., 22.9, 25., 20.6, 28.4, 21.4, 38.7, 43.8, 33.2, 27.5, 26.5, 18.6, 19.3, 20.1, 19.5,
19.5, 20.4, 19.8, 19.4, 21.7, 22.8, 18.8, 18.7, 18.5, 18.3, 21.2, 19.2, 20.4, 19.3, 22.,
20.3, 20.5, 17.3, 18.8, 21.4, 15.7, 16.2, 18., 14.3, 19.2, 19.6, 23., 18.4, 15.6, 18.1,
17.4, 17.1, 13.3, 17.8, 14., 14.4, 13.4, 15.6, 11.8, 13.8, 15.6, 14.6, 17.8, 15.4, 21.5,
19.6, 15.3, 19.4, 17., 15.6, 13.1, 41.3, 24.3, 23.3, 27., 50., 50., 50., 22.7, 25., 50.,
23.8, 23.8, 22.3, 17.4, 19.1, 23.1, 23.6, 22.6, 29.4, 23.2, 24.6, 29.9, 37.2, 39.8, 36.2,
37.9, 32.5, 26.4, 29.6, 50., 32., 29.8, 34.9, 37., 30.5, 36.4, 31.1, 29.1, 50., 33.3, 30.3,
34.6, 34.9, 32.9, 24.1, 42.3, 48.5, 50., 22.6, 24.4, 22.5, 24.4, 20., 21.7, 19.3, 22.4,
28.1, 23.7, 25., 23.3, 28.7, 21.5, 23., 26.7, 21.7, 27.5, 30.1, 44.8, 50., 37.6, 31.6,
46.7, 31.5, 24.3, 31.7, 41.7, 48.3, 29., 24., 25.1, 31.5, 23.7, 23.3, 22., 20.1, 22.2,
23.7, 17.6, 18.5, 24.3, 20.5, 24.5, 26.2, 24.4, 24.8, 29.6, 42.8, 21.9, 20.9, 44., 50.,
36., 30.1, 33.8, 43.1, 48.8, 31., 36.5, 22.8, 30.7, 50., 43.5, 20.7, 21.1, 25.2, 24.4,
35.2, 32.4, 32., 33.2, 33.1, 29.1, 35.1, 45.4, 35.4, 46., 50., 32.2, 22., 20.1, 23.2, 22.3,
24.8, 28.5, 37.3, 27.9, 23.9, 21.7, 28.6, 27.1, 20.3, 22.5, 29., 24.8, 22., 26.4, 33.1,
36.1, 28.4, 33.4, 28.2, 22.8, 20.3, 16.1, 22.1, 19.4, 21.6, 23.8, 16.2, 17.8, 19.8, 23.1,
21., 23.8, 23.1, 20.4, 18.5, 25., 24.6, 23., 22.2, 19.3, 22.6, 19.8, 17.1, 19.4, 22.2,
20.7, 21.1, 19.5, 18.5, 20.6, 19., 18.7, 32.7, 16.5, 23.9, 31.2, 17.5, 17.2, 23.1, 24.5,
26.6, 22.9, 24.1, 18.6, 30.1, 18.2, 20.6, 17.8, 21.7, 22.7, 22.6, 25., 19.9, 20.8, 16.8,
21.9, 27.5, 21.9, 23.1, 50., 50., 50., 50., 50., 13.8, 13.8, 15., 13.9, 13.3, 13.1, 10.2,
10.4, 10.9, 11.3, 12.3, 8.8, 7.2, 10.5, 7.4, 10.2, 11.5, 15.1, 23.2, 9.7, 13.8, 12.7, 13.1,
12.5, 8.5, 5., 6.3, 5.6, 7.2, 12.1, 8.3, 8.5, 5., 11.9, 27.9, 17.2, 27.5, 15., 17.2, 17.9,
16.3, 7., 7.2, 7.5, 10.4, 8.8, 8.4, 16.7, 14.2, 20.8, 13.4, 11.7, 8.3, 10.2, 10.9, 11.,
9.5, 14.5, 14.1, 16.1, 14.3, 11.7, 13.4, 9.6, 8.7, 8.4, 12.8, 10.5, 17.1, 18.4, 15.4, 10.8,
11.8, 14.9, 12.6, 14.1, 13., 13.4, 15.2, 16.1, 17.8, 14.9, 14.1, 12.7, 13.5, 14.9, 20.,
16.4, 17.7, 19.5, 20.2, 21.4, 19.9, 19., 19.1, 19.1, 20.1, 19.9, 19.6, 23.2, 29.8, 13.8,
13.3, 16.7, 12., 14.6, 21.4, 23., 23.7, 25., 21.8, 20.6, 21.2, 19.1, 20.6, 15.2, 7., 8.1,
13.6, 20.1, 21.8, 24.5, 23.1, 19.7, 18.3, 21.2, 17.5, 16.8, 22.4, 20.6, 23.9, 22., 11.9,
];
let shape = (506, 13);
let (x, y, num_samples, num_features) = match deserialize_data(std::include_bytes!("boston.xy"))
{
Err(why) => panic!("Can't deserialize iris.xy. {}", why),
Ok((x, y, num_samples, num_features)) => (x, y, num_samples, num_features),
};
Dataset {
data: x,
target: y,
num_samples: shape.0,
num_features: shape.1,
num_samples: num_samples,
num_features: num_features,
feature_names: vec![
"CRIM", "ZN", "INDUS", "CHAS", "NOX", "RM", "AGE", "DIS", "RAD", "TAX", "PTRATIO", "B",
"LSTAT",
@@ -582,8 +56,17 @@ pub fn load_dataset() -> Dataset<f32, f32> {
#[cfg(test)]
mod tests {
use super::super::*;
use super::*;
#[test]
#[ignore]
fn refresh_boston_dataset() {
// run this test to generate boston.xy file.
let dataset = load_dataset();
assert!(serialize_data(&dataset, "boston.xy").is_ok());
}
#[test]
fn boston_dataset() {
let dataset = load_dataset();
src/dataset/boston.xy
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src/dataset/breast_cancer.rs
+18 -1579
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src/dataset/breast_cancer.xy
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src/dataset/diabetes.rs
+17 -4456
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src/dataset/diabetes.xy
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src/dataset/iris.rs
+16 -47
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@@ -15,61 +15,21 @@
//! | Petal width | Numerical | No |
//! | Class | Nominal | Yes |
//!
use crate::dataset::deserialize_data;
use crate::dataset::Dataset;
/// Get dataset
pub fn load_dataset() -> Dataset<f32, f32> {
let x = vec![
5.1, 3.5, 1.4, 0.2, 4.9, 3.0, 1.4, 0.2, 4.7, 3.2, 1.3, 0.2, 4.6, 3.1, 1.5, 0.2, 5.0, 3.6,
1.4, 0.2, 5.4, 3.9, 1.7, 0.4, 4.6, 3.4, 1.4, 0.3, 5.0, 3.4, 1.5, 0.2, 4.4, 2.9, 1.4, 0.2,
4.9, 3.1, 1.5, 0.1, 5.4, 3.7, 1.5, 0.2, 4.8, 3.4, 1.6, 0.2, 4.8, 3.0, 1.4, 0.1, 4.3, 3.0,
1.1, 0.1, 5.8, 4.0, 1.2, 0.2, 5.7, 4.4, 1.5, 0.4, 5.4, 3.9, 1.3, 0.4, 5.1, 3.5, 1.4, 0.3,
5.7, 3.8, 1.7, 0.3, 5.1, 3.8, 1.5, 0.3, 5.4, 3.4, 1.7, 0.2, 5.1, 3.7, 1.5, 0.4, 4.6, 3.6,
1.0, 0.2, 5.1, 3.3, 1.7, 0.5, 4.8, 3.4, 1.9, 0.2, 5.0, 3.0, 1.6, 0.2, 5.0, 3.4, 1.6, 0.4,
5.2, 3.5, 1.5, 0.2, 5.2, 3.4, 1.4, 0.2, 4.7, 3.2, 1.6, 0.2, 4.8, 3.1, 1.6, 0.2, 5.4, 3.4,
1.5, 0.4, 5.2, 4.1, 1.5, 0.1, 5.5, 4.2, 1.4, 0.2, 4.9, 3.1, 1.5, 0.1, 5.0, 3.2, 1.2, 0.2,
5.5, 3.5, 1.3, 0.2, 4.9, 3.1, 1.5, 0.1, 4.4, 3.0, 1.3, 0.2, 5.1, 3.4, 1.5, 0.2, 5.0, 3.5,
1.3, 0.3, 4.5, 2.3, 1.3, 0.3, 4.4, 3.2, 1.3, 0.2, 5.0, 3.5, 1.6, 0.6, 5.1, 3.8, 1.9, 0.4,
4.8, 3.0, 1.4, 0.3, 5.1, 3.8, 1.6, 0.2, 4.6, 3.2, 1.4, 0.2, 5.3, 3.7, 1.5, 0.2, 5.0, 3.3,
1.4, 0.2, 7.0, 3.2, 4.7, 1.4, 6.4, 3.2, 4.5, 1.5, 6.9, 3.1, 4.9, 1.5, 5.5, 2.3, 4.0, 1.3,
6.5, 2.8, 4.6, 1.5, 5.7, 2.8, 4.5, 1.3, 6.3, 3.3, 4.7, 1.6, 4.9, 2.4, 3.3, 1.0, 6.6, 2.9,
4.6, 1.3, 5.2, 2.7, 3.9, 1.4, 5.0, 2.0, 3.5, 1.0, 5.9, 3.0, 4.2, 1.5, 6.0, 2.2, 4.0, 1.0,
6.1, 2.9, 4.7, 1.4, 5.6, 2.9, 3.6, 1.3, 6.7, 3.1, 4.4, 1.4, 5.6, 3.0, 4.5, 1.5, 5.8, 2.7,
4.1, 1.0, 6.2, 2.2, 4.5, 1.5, 5.6, 2.5, 3.9, 1.1, 5.9, 3.2, 4.8, 1.8, 6.1, 2.8, 4.0, 1.3,
6.3, 2.5, 4.9, 1.5, 6.1, 2.8, 4.7, 1.2, 6.4, 2.9, 4.3, 1.3, 6.6, 3.0, 4.4, 1.4, 6.8, 2.8,
4.8, 1.4, 6.7, 3.0, 5.0, 1.7, 6.0, 2.9, 4.5, 1.5, 5.7, 2.6, 3.5, 1.0, 5.5, 2.4, 3.8, 1.1,
5.5, 2.4, 3.7, 1.0, 5.8, 2.7, 3.9, 1.2, 6.0, 2.7, 5.1, 1.6, 5.4, 3.0, 4.5, 1.5, 6.0, 3.4,
4.5, 1.6, 6.7, 3.1, 4.7, 1.5, 6.3, 2.3, 4.4, 1.3, 5.6, 3.0, 4.1, 1.3, 5.5, 2.5, 4.0, 1.3,
5.5, 2.6, 4.4, 1.2, 6.1, 3.0, 4.6, 1.4, 5.8, 2.6, 4.0, 1.2, 5.0, 2.3, 3.3, 1.0, 5.6, 2.7,
4.2, 1.3, 5.7, 3.0, 4.2, 1.2, 5.7, 2.9, 4.2, 1.3, 6.2, 2.9, 4.3, 1.3, 5.1, 2.5, 3.0, 1.1,
5.7, 2.8, 4.1, 1.3, 6.3, 3.3, 6.0, 2.5, 5.8, 2.7, 5.1, 1.9, 7.1, 3.0, 5.9, 2.1, 6.3, 2.9,
5.6, 1.8, 6.5, 3.0, 5.8, 2.2, 7.6, 3.0, 6.6, 2.1, 4.9, 2.5, 4.5, 1.7, 7.3, 2.9, 6.3, 1.8,
6.7, 2.5, 5.8, 1.8, 7.2, 3.6, 6.1, 2.5, 6.5, 3.2, 5.1, 2.0, 6.4, 2.7, 5.3, 1.9, 6.8, 3.0,
5.5, 2.1, 5.7, 2.5, 5.0, 2.0, 5.8, 2.8, 5.1, 2.4, 6.4, 3.2, 5.3, 2.3, 6.5, 3.0, 5.5, 1.8,
7.7, 3.8, 6.7, 2.2, 7.7, 2.6, 6.9, 2.3, 6.0, 2.2, 5.0, 1.5, 6.9, 3.2, 5.7, 2.3, 5.6, 2.8,
4.9, 2.0, 7.7, 2.8, 6.7, 2.0, 6.3, 2.7, 4.9, 1.8, 6.7, 3.3, 5.7, 2.1, 7.2, 3.2, 6.0, 1.8,
6.2, 2.8, 4.8, 1.8, 6.1, 3.0, 4.9, 1.8, 6.4, 2.8, 5.6, 2.1, 7.2, 3.0, 5.8, 1.6, 7.4, 2.8,
6.1, 1.9, 7.9, 3.8, 6.4, 2.0, 6.4, 2.8, 5.6, 2.2, 6.3, 2.8, 5.1, 1.5, 6.1, 2.6, 5.6, 1.4,
7.7, 3.0, 6.1, 2.3, 6.3, 3.4, 5.6, 2.4, 6.4, 3.1, 5.5, 1.8, 6.0, 3.0, 4.8, 1.8, 6.9, 3.1,
5.4, 2.1, 6.7, 3.1, 5.6, 2.4, 6.9, 3.1, 5.1, 2.3, 5.8, 2.7, 5.1, 1.9, 6.8, 3.2, 5.9, 2.3,
6.7, 3.3, 5.7, 2.5, 6.7, 3.0, 5.2, 2.3, 6.3, 2.5, 5.0, 1.9, 6.5, 3.0, 5.2, 2.0, 6.2, 3.4,
5.4, 2.3, 5.9, 3.0, 5.1, 1.8,
];
let setosa = std::iter::repeat(0f32).take(50);
let versicolor = std::iter::repeat(1f32).take(50);
let virginica = std::iter::repeat(2f32).take(50);
let y = setosa
.chain(versicolor)
.chain(virginica)
.collect::<Vec<f32>>();
let shape = (150, 4);
let (x, y, num_samples, num_features) = match deserialize_data(std::include_bytes!("iris.xy")) {
Err(why) => panic!("Can't deserialize iris.xy. {}", why),
Ok((x, y, num_samples, num_features)) => (x, y, num_samples, num_features),
};
Dataset {
data: x,
target: y,
num_samples: shape.0,
num_features: shape.1,
num_samples: num_samples,
num_features: num_features,
feature_names: vec![
"sepal length (cm)",
"sepal width (cm)",
@@ -90,8 +50,17 @@ pub fn load_dataset() -> Dataset<f32, f32> {
#[cfg(test)]
mod tests {
use super::super::*;
use super::*;
#[test]
#[ignore]
fn refresh_iris_dataset() {
// run this test to generate iris.xy file.
let dataset = load_dataset();
assert!(serialize_data(&dataset, "iris.xy").is_ok());
}
#[test]
fn iris_dataset() {
let dataset = load_dataset();
src/dataset/iris.xy
BIN
View File
Binary file not shown.
src/dataset/mod.rs
+66 -1
View File
@@ -1,12 +1,16 @@
//! Datasets
//!
//! In this module you will find small datasets that are used in SmartCore for demonstration purpose mostly.
pub mod boston;
pub mod breast_cancer;
pub mod diabetes;
pub mod iris;
use crate::math::num::RealNumber;
use std::fs::File;
use std::io;
use std::io::prelude::*;
/// Dataset
pub struct Dataset<X, Y> {
/// data in one-dimensional array.
@@ -42,6 +46,67 @@ impl<X, Y> Dataset<X, Y> {
}
}
#[allow(dead_code)]
pub(crate) fn serialize_data<X: RealNumber, Y: RealNumber>(
dataset: &Dataset<X, Y>,
filename: &str,
) -> Result<(), io::Error> {
match File::create(filename) {
Ok(mut file) => {
file.write(&dataset.num_features.to_le_bytes())?;
file.write(&dataset.num_samples.to_le_bytes())?;
let x: Vec<u8> = dataset
.data
.iter()
.map(|v| *v)
.flat_map(|f| f.to_f32_bits().to_le_bytes().to_vec().into_iter())
.collect();
file.write_all(&x)?;
let y: Vec<u8> = dataset
.target
.iter()
.map(|v| *v)
.flat_map(|f| f.to_f32_bits().to_le_bytes().to_vec().into_iter())
.collect();
file.write_all(&y)?;
}
Err(why) => panic!("couldn't create {}: {}", filename, why),
}
Ok(())
}
pub(crate) fn deserialize_data(
bytes: &[u8],
) -> Result<(Vec<f32>, Vec<f32>, usize, usize), io::Error> {
// read the same file back into a Vec of bytes
let (num_samples, num_features) = {
let mut buffer = [0u8; 8];
buffer.copy_from_slice(&bytes[0..8]);
let num_features = usize::from_le_bytes(buffer);
buffer.copy_from_slice(&bytes[8..16]);
let num_samples = usize::from_le_bytes(buffer);
(num_samples, num_features)
};
let mut x = Vec::with_capacity(num_samples * num_features);
let mut y = Vec::with_capacity(num_samples);
let mut buffer = [0u8; 4];
let mut c = 16;
for _ in 0..(num_samples * num_features) {
buffer.copy_from_slice(&bytes[c..(c + 4)]);
x.push(f32::from_bits(u32::from_le_bytes(buffer)));
c += 4;
}
for _ in 0..(num_samples) {
buffer.copy_from_slice(&bytes[c..(c + 4)]);
y.push(f32::from_bits(u32::from_le_bytes(buffer)));
}
Ok((x, y, num_samples, num_features))
}
#[cfg(test)]
mod tests {
use super::*;