From 9d3ede87c99dc8918c4073da435ed9b88bcb4329 Mon Sep 17 00:00:00 2001 From: Scott Staniewicz Date: Sun, 20 Oct 2024 22:02:50 -0400 Subject: [PATCH 1/4] Replace CSVs with `chi2.ppf` for GLRT test --- src/dolphin/shp/_glrt.py | 63 +- src/dolphin/shp/glrt_cutoffs.csv | 3993 ----------------------- src/dolphin/workflows/config/_common.py | 6 +- 3 files changed, 14 insertions(+), 4048 deletions(-) delete mode 100644 src/dolphin/shp/glrt_cutoffs.csv diff --git a/src/dolphin/shp/_glrt.py b/src/dolphin/shp/_glrt.py index 13dc6d6f..fd003486 100644 --- a/src/dolphin/shp/_glrt.py +++ b/src/dolphin/shp/_glrt.py @@ -1,14 +1,12 @@ from __future__ import annotations -import csv -from functools import lru_cache from math import log -from pathlib import Path from typing import Optional import numba import numpy as np from numpy.typing import ArrayLike +from scipy import stats from dolphin._types import Strides from dolphin.utils import _get_slices, compute_out_shape @@ -78,7 +76,8 @@ def estimate_neighbors( half_row, half_col = halfwin_rowcol rows, cols = mean.shape - threshold = get_cutoff(alpha=alpha, N=nslc) + # 1 Degree of freedom, regardless of N + threshold = stats.chi2.ppf(1 - alpha, df=1) strides_rowcol = (strides["y"], strides["x"]) out_rows, out_cols = compute_out_shape((rows, cols), Strides(*strides_rowcol)) @@ -88,6 +87,7 @@ def estimate_neighbors( return _loop_over_pixels( mean, var, + nslc, halfwin_rowcol, strides_rowcol, threshold, @@ -96,47 +96,18 @@ def estimate_neighbors( ) -def get_cutoff(alpha: float, N: int) -> float: - r"""Compute the upper cutoff for the GLRT test statistic. - - Statistic is - - \[ - 2\log(\sigma_{pooled}) - \log(\sigma_{p}) -\log(\sigma_{q}) - \] - - Parameters - ---------- - alpha: float - Significance level (0 < alpha < 1). - N: int - Number of samples. - - Returns - ------- - float - Cutoff value for the GLRT test statistic. - - """ - n_alpha_to_cutoff = _read_cutoff_csv() - try: - return n_alpha_to_cutoff[(N, alpha)] - except KeyError as e: - msg = f"Not implemented for {N = }, {alpha = }" - raise NotImplementedError(msg) from e - - @numba.njit(nogil=True) -def _compute_glrt_test_stat(scale_1, scale_2): +def _compute_glrt_test_stat(scale_sq_1, scale_sq_2, N): """Compute the GLRT test statistic.""" - scale_pooled = (scale_1 + scale_2) / 2 - return 2 * log(scale_pooled) - log(scale_1) - log(scale_2) + scale_pooled = (scale_sq_1 + scale_sq_2) / 2 + return N * (2 * log(scale_pooled) - log(scale_sq_1) - log(scale_sq_2)) @numba.njit(nogil=True, parallel=True) def _loop_over_pixels( mean: ArrayLike, var: ArrayLike, + N: int, halfwin_rowcol: tuple[int, int], strides_rowcol: tuple[int, int], threshold: float, @@ -180,7 +151,7 @@ def _loop_over_pixels( continue scale_2 = scale_squared[in_r2, in_c2] - T = _compute_glrt_test_stat(scale_1, scale_2) + T = _compute_glrt_test_stat(scale_1, scale_2, N) is_shp[out_r, out_c, r_off, c_off] = threshold > T if prune_disconnected: @@ -188,19 +159,3 @@ def _loop_over_pixels( remove_unconnected(is_shp[out_r, out_c], inplace=True) return is_shp - - -@lru_cache -def _read_cutoff_csv(): - filename = Path(__file__).parent / "glrt_cutoffs.csv" - - result = {} - with open(filename) as file: - reader = csv.DictReader(file) - for row in reader: - n = int(row["N"]) - alpha = float(row["alpha"]) - cutoff = float(row["cutoff"]) - result[(n, alpha)] = cutoff - - return result diff --git a/src/dolphin/shp/glrt_cutoffs.csv b/src/dolphin/shp/glrt_cutoffs.csv deleted file mode 100644 index dd88033a..00000000 --- a/src/dolphin/shp/glrt_cutoffs.csv +++ /dev/null @@ -1,3993 +0,0 @@ -N,alpha,cutoff -1,0.001,6.314 -1,0.005,4.5737 -1,0.01,3.9102 -1,0.05,2.331 -2,0.001,2.9138 -2,0.005,2.1534 -2,0.01,1.8213 -2,0.05,1.0781 -3,0.001,1.966 -3,0.005,1.4326 -3,0.01,1.2206 -3,0.05,0.6986 -4,0.001,1.4093 -4,0.005,1.041 -4,0.01,0.8867 -4,0.05,0.5156 -5,0.001,1.1393 -5,0.005,0.8343 -5,0.01,0.6974 -5,0.05,0.4055 -6,0.001,0.9475 -6,0.005,0.6899 -6,0.01,0.5832 -6,0.05,0.336 -7,0.001,0.8117 -7,0.005,0.5968 -7,0.01,0.4911 -7,0.05,0.2846 -8,0.001,0.7124 -8,0.005,0.5113 -8,0.01,0.4289 -8,0.05,0.2474 -9,0.001,0.6168 -9,0.005,0.455 -9,0.01,0.3853 -9,0.05,0.219 -10,0.001,0.5637 -10,0.005,0.4007 -10,0.01,0.3435 -10,0.05,0.1983 -11,0.001,0.5086 -11,0.005,0.3689 -11,0.01,0.3101 -11,0.05,0.1797 -12,0.001,0.4486 -12,0.005,0.3304 -12,0.01,0.2766 -12,0.05,0.1637 -13,0.001,0.4141 -13,0.005,0.309 -13,0.01,0.2588 -13,0.05,0.1516 -14,0.001,0.4008 -14,0.005,0.2892 -14,0.01,0.2414 -14,0.05,0.1401 -15,0.001,0.3687 -15,0.005,0.2667 -15,0.01,0.2228 -15,0.05,0.1307 -16,0.001,0.3518 -16,0.005,0.2522 -16,0.01,0.2106 -16,0.05,0.1224 -17,0.001,0.3204 -17,0.005,0.2346 -17,0.01,0.1981 -17,0.05,0.1143 -18,0.001,0.3034 -18,0.005,0.2245 -18,0.01,0.1887 -18,0.05,0.1087 -19,0.001,0.2959 -19,0.005,0.2134 -19,0.01,0.1775 -19,0.05,0.1025 -20,0.001,0.2684 -20,0.005,0.1996 -20,0.01,0.169 -20,0.05,0.0988 -21,0.001,0.2615 -21,0.005,0.1907 -21,0.01,0.1598 -21,0.05,0.092 -22,0.001,0.2466 -22,0.005,0.1832 -22,0.01,0.1544 -22,0.05,0.0894 -23,0.001,0.2309 -23,0.005,0.1744 -23,0.01,0.1472 -23,0.05,0.0845 -24,0.001,0.2329 -24,0.005,0.1686 -24,0.01,0.1409 -24,0.05,0.0805 -25,0.001,0.2189 -25,0.005,0.1583 -25,0.01,0.1342 -25,0.05,0.0781 -26,0.001,0.2066 -26,0.005,0.1527 -26,0.01,0.1283 -26,0.05,0.0745 -27,0.001,0.2005 -27,0.005,0.1465 -27,0.01,0.124 -27,0.05,0.0717 -28,0.001,0.1946 -28,0.005,0.1404 -28,0.01,0.1188 -28,0.05,0.0688 -29,0.001,0.1861 -29,0.005,0.1375 -29,0.01,0.1161 -29,0.05,0.0668 -30,0.001,0.1842 -30,0.005,0.1328 -30,0.01,0.1118 -30,0.05,0.0645 -31,0.001,0.174 -31,0.005,0.1291 -31,0.01,0.1082 -31,0.05,0.0621 -32,0.001,0.1743 -32,0.005,0.1237 -32,0.01,0.1032 -32,0.05,0.0603 -33,0.001,0.1652 -33,0.005,0.1197 -33,0.01,0.1009 -33,0.05,0.0585 -34,0.001,0.1629 -34,0.005,0.1171 -34,0.01,0.0972 -34,0.05,0.0564 -35,0.001,0.1583 -35,0.005,0.1148 -35,0.01,0.0963 -35,0.05,0.0556 -36,0.001,0.15 -36,0.005,0.1099 -36,0.01,0.0921 -36,0.05,0.0534 -37,0.001,0.1461 -37,0.005,0.1071 -37,0.01,0.0896 -37,0.05,0.0517 -38,0.001,0.1419 -38,0.005,0.1041 -38,0.01,0.088 -38,0.05,0.0507 -39,0.001,0.1429 -39,0.005,0.1014 -39,0.01,0.0849 -39,0.05,0.0491 -40,0.001,0.1387 -40,0.005,0.0993 -40,0.01,0.0834 -40,0.05,0.048 -41,0.001,0.1327 -41,0.005,0.0978 -41,0.01,0.0819 -41,0.05,0.0471 -42,0.001,0.1292 -42,0.005,0.094 -42,0.01,0.0794 -42,0.05,0.0459 -43,0.001,0.1251 -43,0.005,0.0916 -43,0.01,0.0771 -43,0.05,0.0446 -44,0.001,0.1205 -44,0.005,0.0897 -44,0.01,0.0758 -44,0.05,0.0437 -45,0.001,0.1205 -45,0.005,0.0867 -45,0.01,0.0737 -45,0.05,0.0425 -46,0.001,0.1167 -46,0.005,0.085 -46,0.01,0.0715 -46,0.05,0.0415 -47,0.001,0.1154 -47,0.005,0.0832 -47,0.01,0.0713 -47,0.05,0.0409 -48,0.001,0.1165 -48,0.005,0.082 -48,0.01,0.0693 -48,0.05,0.0402 -49,0.001,0.111 -49,0.005,0.0805 -49,0.01,0.0679 -49,0.05,0.0393 -50,0.001,0.1069 -50,0.005,0.0784 -50,0.01,0.0666 -50,0.05,0.0386 -51,0.001,0.1057 -51,0.005,0.0771 -51,0.01,0.0651 -51,0.05,0.0375 -52,0.001,0.1052 -52,0.005,0.0765 -52,0.01,0.0643 -52,0.05,0.0371 -53,0.001,0.099 -53,0.005,0.0733 -53,0.01,0.0623 -53,0.05,0.0362 -54,0.001,0.0982 -54,0.005,0.0721 -54,0.01,0.0608 -54,0.05,0.0356 -55,0.001,0.0969 -55,0.005,0.0721 -55,0.01,0.06 -55,0.05,0.0351 -56,0.001,0.0977 -56,0.005,0.0701 -56,0.01,0.0595 -56,0.05,0.0347 -57,0.001,0.0952 -57,0.005,0.0691 -57,0.01,0.0586 -57,0.05,0.034 -58,0.001,0.0925 -58,0.005,0.0676 -58,0.01,0.0568 -58,0.05,0.0332 -59,0.001,0.0904 -59,0.005,0.0664 -59,0.01,0.0565 -59,0.05,0.0325 -60,0.001,0.089 -60,0.005,0.065 -60,0.01,0.0547 -60,0.05,0.0322 -61,0.001,0.0897 -61,0.005,0.0647 -61,0.01,0.0538 -61,0.05,0.0316 -62,0.001,0.088 -62,0.005,0.0627 -62,0.01,0.0529 -62,0.05,0.0311 -63,0.001,0.0859 -63,0.005,0.0625 -63,0.01,0.052 -63,0.05,0.0304 -64,0.001,0.0838 -64,0.005,0.0612 -64,0.01,0.0517 -64,0.05,0.0299 -65,0.001,0.0834 -65,0.005,0.0603 -65,0.01,0.0508 -65,0.05,0.0296 -66,0.001,0.0835 -66,0.005,0.0617 -66,0.01,0.0509 -66,0.05,0.0297 -67,0.001,0.0797 -67,0.005,0.0577 -67,0.01,0.0489 -67,0.05,0.0287 -68,0.001,0.0811 -68,0.005,0.0584 -68,0.01,0.049 -68,0.05,0.0287 -69,0.001,0.0817 -69,0.005,0.056 -69,0.01,0.0472 -69,0.05,0.0277 -70,0.001,0.0774 -70,0.005,0.0555 -70,0.01,0.0472 -70,0.05,0.0272 -71,0.001,0.0746 -71,0.005,0.0549 -71,0.01,0.046 -71,0.05,0.0272 -72,0.001,0.074 -72,0.005,0.0543 -72,0.01,0.0454 -72,0.05,0.0263 -73,0.001,0.0733 -73,0.005,0.0539 -73,0.01,0.0456 -73,0.05,0.0264 -74,0.001,0.0721 -74,0.005,0.0536 -74,0.01,0.0454 -74,0.05,0.026 -75,0.001,0.0711 -75,0.005,0.0533 -75,0.01,0.0446 -75,0.05,0.0258 -76,0.001,0.0712 -76,0.005,0.0514 -76,0.01,0.0432 -76,0.05,0.0249 -77,0.001,0.0729 -77,0.005,0.0509 -77,0.01,0.043 -77,0.05,0.025 -78,0.001,0.0662 -78,0.005,0.0497 -78,0.01,0.0426 -78,0.05,0.0247 -79,0.001,0.0674 -79,0.005,0.049 -79,0.01,0.0411 -79,0.05,0.0243 -80,0.001,0.0639 -80,0.005,0.0493 -80,0.01,0.0413 -80,0.05,0.0236 -81,0.001,0.0647 -81,0.005,0.0489 -81,0.01,0.0417 -81,0.05,0.0237 -82,0.001,0.0653 -82,0.005,0.0479 -82,0.01,0.0401 -82,0.05,0.0235 -83,0.001,0.0651 -83,0.005,0.0481 -83,0.01,0.0398 -83,0.05,0.0231 -84,0.001,0.0601 -84,0.005,0.0465 -84,0.01,0.0393 -84,0.05,0.0227 -85,0.001,0.0629 -85,0.005,0.0464 -85,0.01,0.039 -85,0.05,0.0227 -86,0.001,0.0621 -86,0.005,0.0452 -86,0.01,0.0379 -86,0.05,0.0222 -87,0.001,0.0605 -87,0.005,0.0444 -87,0.01,0.0372 -87,0.05,0.0221 -88,0.001,0.059 -88,0.005,0.0446 -88,0.01,0.0378 -88,0.05,0.0221 -89,0.001,0.0587 -89,0.005,0.0442 -89,0.01,0.0375 -89,0.05,0.0216 -90,0.001,0.0609 -90,0.005,0.043 -90,0.01,0.0365 -90,0.05,0.0213 -91,0.001,0.0621 -91,0.005,0.0438 -91,0.01,0.0364 -91,0.05,0.0211 -92,0.001,0.0561 -92,0.005,0.0424 -92,0.01,0.0357 -92,0.05,0.0209 -93,0.001,0.0586 -93,0.005,0.0423 -93,0.01,0.0356 -93,0.05,0.021 -94,0.001,0.058 -94,0.005,0.0425 -94,0.01,0.0359 -94,0.05,0.0205 -95,0.001,0.0568 -95,0.005,0.0418 -95,0.01,0.0346 -95,0.05,0.0202 -96,0.001,0.0545 -96,0.005,0.041 -96,0.01,0.034 -96,0.05,0.0198 -97,0.001,0.0552 -97,0.005,0.0407 -97,0.01,0.0338 -97,0.05,0.0197 -98,0.001,0.0549 -98,0.005,0.0405 -98,0.01,0.034 -98,0.05,0.0198 -99,0.001,0.055 -99,0.005,0.0386 -99,0.01,0.0331 -99,0.05,0.0191 -100,0.001,0.0528 -100,0.005,0.0386 -100,0.01,0.0324 -100,0.05,0.019 -101,0.001,0.0524 -101,0.005,0.0391 -101,0.01,0.0324 -101,0.05,0.0188 -102,0.001,0.0527 -102,0.005,0.0378 -102,0.01,0.0321 -102,0.05,0.0188 -103,0.001,0.0499 -103,0.005,0.0379 -103,0.01,0.0319 -103,0.05,0.0187 -104,0.001,0.0513 -104,0.005,0.0372 -104,0.01,0.0317 -104,0.05,0.0184 -105,0.001,0.0498 -105,0.005,0.0372 -105,0.01,0.0315 -105,0.05,0.0182 -106,0.001,0.0509 -106,0.005,0.0373 -106,0.01,0.0315 -106,0.05,0.0184 -107,0.001,0.0495 -107,0.005,0.0367 -107,0.01,0.0308 -107,0.05,0.018 -108,0.001,0.0515 -108,0.005,0.0367 -108,0.01,0.0311 -108,0.05,0.0178 -109,0.001,0.0513 -109,0.005,0.0372 -109,0.01,0.031 -109,0.05,0.0177 -110,0.001,0.0494 -110,0.005,0.0357 -110,0.01,0.03 -110,0.05,0.0171 -111,0.001,0.0473 -111,0.005,0.0354 -111,0.01,0.0299 -111,0.05,0.0172 -112,0.001,0.0488 -112,0.005,0.035 -112,0.01,0.0297 -112,0.05,0.0173 -113,0.001,0.0469 -113,0.005,0.0345 -113,0.01,0.0291 -113,0.05,0.0168 -114,0.001,0.0461 -114,0.005,0.0344 -114,0.01,0.0292 -114,0.05,0.0168 -115,0.001,0.0466 -115,0.005,0.0342 -115,0.01,0.0287 -115,0.05,0.0167 -116,0.001,0.0458 -116,0.005,0.0336 -116,0.01,0.0287 -116,0.05,0.0167 -117,0.001,0.0461 -117,0.005,0.0332 -117,0.01,0.0285 -117,0.05,0.0165 -118,0.001,0.0447 -118,0.005,0.0339 -118,0.01,0.0284 -118,0.05,0.0164 -119,0.001,0.0438 -119,0.005,0.0322 -119,0.01,0.0277 -119,0.05,0.016 -120,0.001,0.0448 -120,0.005,0.0324 -120,0.01,0.0274 -120,0.05,0.016 -121,0.001,0.0456 -121,0.005,0.0326 -121,0.01,0.0277 -121,0.05,0.0159 -122,0.001,0.0432 -122,0.005,0.0321 -122,0.01,0.0268 -122,0.05,0.0157 -123,0.001,0.0421 -123,0.005,0.032 -123,0.01,0.0268 -123,0.05,0.0158 -124,0.001,0.0433 -124,0.005,0.0326 -124,0.01,0.0268 -124,0.05,0.0153 -125,0.001,0.0436 -125,0.005,0.0315 -125,0.01,0.0266 -125,0.05,0.0153 -126,0.001,0.0417 -126,0.005,0.0304 -126,0.01,0.0261 -126,0.05,0.0152 -127,0.001,0.0401 -127,0.005,0.0306 -127,0.01,0.0258 -127,0.05,0.0152 -128,0.001,0.0406 -128,0.005,0.0305 -128,0.01,0.0259 -128,0.05,0.0149 -129,0.001,0.0427 -129,0.005,0.0305 -129,0.01,0.0254 -129,0.05,0.0149 -130,0.001,0.041 -130,0.005,0.0301 -130,0.01,0.0249 -130,0.05,0.0146 -131,0.001,0.04 -131,0.005,0.0299 -131,0.01,0.0248 -131,0.05,0.0146 -132,0.001,0.0425 -132,0.005,0.0299 -132,0.01,0.0249 -132,0.05,0.0144 -133,0.001,0.04 -133,0.005,0.0298 -133,0.01,0.0251 -133,0.05,0.0145 -134,0.001,0.04 -134,0.005,0.0292 -134,0.01,0.0246 -134,0.05,0.0145 -135,0.001,0.0403 -135,0.005,0.029 -135,0.01,0.0244 -135,0.05,0.0143 -136,0.001,0.039 -136,0.005,0.0281 -136,0.01,0.0237 -136,0.05,0.0141 -137,0.001,0.0379 -137,0.005,0.0284 -137,0.01,0.024 -137,0.05,0.014 -138,0.001,0.0394 -138,0.005,0.0283 -138,0.01,0.0241 -138,0.05,0.0139 -139,0.001,0.0374 -139,0.005,0.0278 -139,0.01,0.0237 -139,0.05,0.0139 -140,0.001,0.0394 -140,0.005,0.0285 -140,0.01,0.0239 -140,0.05,0.0137 -141,0.001,0.0376 -141,0.005,0.0273 -141,0.01,0.0233 -141,0.05,0.0134 -142,0.001,0.0396 -142,0.005,0.0278 -142,0.01,0.0235 -142,0.05,0.0134 -143,0.001,0.0373 -143,0.005,0.0275 -143,0.01,0.023 -143,0.05,0.0135 -144,0.001,0.0368 -144,0.005,0.0272 -144,0.01,0.0231 -144,0.05,0.0133 -145,0.001,0.0363 -145,0.005,0.0262 -145,0.01,0.0224 -145,0.05,0.0131 -146,0.001,0.0366 -146,0.005,0.0266 -146,0.01,0.0223 -146,0.05,0.013 -147,0.001,0.0369 -147,0.005,0.0262 -147,0.01,0.0225 -147,0.05,0.013 -148,0.001,0.0372 -148,0.005,0.0269 -148,0.01,0.0225 -148,0.05,0.0129 -149,0.001,0.0358 -149,0.005,0.0263 -149,0.01,0.0218 -149,0.05,0.0129 -150,0.001,0.0347 -150,0.005,0.026 -150,0.01,0.0221 -150,0.05,0.0128 -151,0.001,0.0369 -151,0.005,0.0261 -151,0.01,0.0222 -151,0.05,0.0127 -152,0.001,0.0356 -152,0.005,0.026 -152,0.01,0.0218 -152,0.05,0.0127 -153,0.001,0.0352 -153,0.005,0.0259 -153,0.01,0.0216 -153,0.05,0.0126 -154,0.001,0.0354 -154,0.005,0.0256 -154,0.01,0.0215 -154,0.05,0.0124 -155,0.001,0.0355 -155,0.005,0.0256 -155,0.01,0.0214 -155,0.05,0.0124 -156,0.001,0.0346 -156,0.005,0.0254 -156,0.01,0.0213 -156,0.05,0.0124 -157,0.001,0.0334 -157,0.005,0.025 -157,0.01,0.0206 -157,0.05,0.0121 -158,0.001,0.0337 -158,0.005,0.0251 -158,0.01,0.0209 -158,0.05,0.012 -159,0.001,0.0343 -159,0.005,0.0244 -159,0.01,0.0206 -159,0.05,0.0119 -160,0.001,0.0345 -160,0.005,0.0244 -160,0.01,0.0203 -160,0.05,0.0119 -161,0.001,0.0328 -161,0.005,0.0243 -161,0.01,0.0204 -161,0.05,0.0118 -162,0.001,0.0341 -162,0.005,0.0243 -162,0.01,0.0203 -162,0.05,0.0117 -163,0.001,0.0318 -163,0.005,0.0235 -163,0.01,0.0203 -163,0.05,0.0117 -164,0.001,0.033 -164,0.005,0.0246 -164,0.01,0.0205 -164,0.05,0.0117 -165,0.001,0.0331 -165,0.005,0.0238 -165,0.01,0.02 -165,0.05,0.0115 -166,0.001,0.0328 -166,0.005,0.024 -166,0.01,0.02 -166,0.05,0.0114 -167,0.001,0.0319 -167,0.005,0.0235 -167,0.01,0.0201 -167,0.05,0.0114 -168,0.001,0.0317 -168,0.005,0.0238 -168,0.01,0.0196 -168,0.05,0.0115 -169,0.001,0.0314 -169,0.005,0.0231 -169,0.01,0.0193 -169,0.05,0.0114 -170,0.001,0.0325 -170,0.005,0.0234 -170,0.01,0.0198 -170,0.05,0.0113 -171,0.001,0.0312 -171,0.005,0.0229 -171,0.01,0.0193 -171,0.05,0.0113 -172,0.001,0.031 -172,0.005,0.023 -172,0.01,0.0191 -172,0.05,0.0111 -173,0.001,0.0327 -173,0.005,0.0233 -173,0.01,0.019 -173,0.05,0.011 -174,0.001,0.0309 -174,0.005,0.0225 -174,0.01,0.019 -174,0.05,0.011 -175,0.001,0.031 -175,0.005,0.0222 -175,0.01,0.0186 -175,0.05,0.011 -176,0.001,0.0301 -176,0.005,0.0225 -176,0.01,0.0188 -176,0.05,0.0109 -177,0.001,0.0304 -177,0.005,0.0222 -177,0.01,0.0187 -177,0.05,0.0109 -178,0.001,0.0323 -178,0.005,0.0225 -178,0.01,0.0189 -178,0.05,0.0107 -179,0.001,0.0297 -179,0.005,0.0213 -179,0.01,0.0181 -179,0.05,0.0107 -180,0.001,0.0303 -180,0.005,0.0218 -180,0.01,0.0184 -180,0.05,0.0106 -181,0.001,0.0296 -181,0.005,0.0217 -181,0.01,0.0183 -181,0.05,0.0106 -182,0.001,0.0303 -182,0.005,0.0219 -182,0.01,0.0185 -182,0.05,0.0107 -183,0.001,0.0302 -183,0.005,0.0213 -183,0.01,0.0182 -183,0.05,0.0104 -184,0.001,0.0287 -184,0.005,0.0217 -184,0.01,0.0184 -184,0.05,0.0105 -185,0.001,0.0287 -185,0.005,0.0214 -185,0.01,0.0181 -185,0.05,0.0102 -186,0.001,0.0287 -186,0.005,0.021 -186,0.01,0.0177 -186,0.05,0.0102 -187,0.001,0.0289 -187,0.005,0.0209 -187,0.01,0.0176 -187,0.05,0.0102 -188,0.001,0.0288 -188,0.005,0.0208 -188,0.01,0.0177 -188,0.05,0.0102 -189,0.001,0.0285 -189,0.005,0.021 -189,0.01,0.0176 -189,0.05,0.0101 -190,0.001,0.0283 -190,0.005,0.0206 -190,0.01,0.0173 -190,0.05,0.0099 -191,0.001,0.0282 -191,0.005,0.0208 -191,0.01,0.0172 -191,0.05,0.01 -192,0.001,0.0278 -192,0.005,0.0206 -192,0.01,0.0173 -192,0.05,0.0099 -193,0.001,0.0281 -193,0.005,0.0203 -193,0.01,0.0171 -193,0.05,0.0101 -194,0.001,0.0285 -194,0.005,0.0208 -194,0.01,0.0173 -194,0.05,0.0099 -195,0.001,0.0287 -195,0.005,0.0203 -195,0.01,0.0169 -195,0.05,0.0099 -196,0.001,0.028 -196,0.005,0.0197 -196,0.01,0.0168 -196,0.05,0.0098 -197,0.001,0.027 -197,0.005,0.0198 -197,0.01,0.0166 -197,0.05,0.0097 -198,0.001,0.0273 -198,0.005,0.0197 -198,0.01,0.0168 -198,0.05,0.0097 -199,0.001,0.0271 -199,0.005,0.0194 -199,0.01,0.0165 -199,0.05,0.0095 -200,0.001,0.0274 -200,0.005,0.0197 -200,0.01,0.0165 -200,0.05,0.0096 -201,0.001,0.0273 -201,0.005,0.02 -201,0.01,0.0166 -201,0.05,0.0096 -202,0.001,0.0273 -202,0.005,0.0195 -202,0.01,0.0164 -202,0.05,0.0095 -203,0.001,0.027 -203,0.005,0.02 -203,0.01,0.0166 -203,0.05,0.0095 -204,0.001,0.0267 -204,0.005,0.0192 -204,0.01,0.0164 -204,0.05,0.0094 -205,0.001,0.0261 -205,0.005,0.0191 -205,0.01,0.0162 -205,0.05,0.0093 -206,0.001,0.0267 -206,0.005,0.0195 -206,0.01,0.0163 -206,0.05,0.0092 -207,0.001,0.0258 -207,0.005,0.0191 -207,0.01,0.0159 -207,0.05,0.0092 -208,0.001,0.026 -208,0.005,0.0189 -208,0.01,0.016 -208,0.05,0.0092 -209,0.001,0.0257 -209,0.005,0.019 -209,0.01,0.0159 -209,0.05,0.0091 -210,0.001,0.0263 -210,0.005,0.0188 -210,0.01,0.0158 -210,0.05,0.009 -211,0.001,0.0261 -211,0.005,0.0189 -211,0.01,0.0159 -211,0.05,0.009 -212,0.001,0.0259 -212,0.005,0.0186 -212,0.01,0.0157 -212,0.05,0.0089 -213,0.001,0.0252 -213,0.005,0.0182 -213,0.01,0.0156 -213,0.05,0.009 -214,0.001,0.0257 -214,0.005,0.0181 -214,0.01,0.0154 -214,0.05,0.0089 -215,0.001,0.0256 -215,0.005,0.0182 -215,0.01,0.0153 -215,0.05,0.0088 -216,0.001,0.0251 -216,0.005,0.0183 -216,0.01,0.0154 -216,0.05,0.0088 -217,0.001,0.0249 -217,0.005,0.0176 -217,0.01,0.015 -217,0.05,0.0087 -218,0.001,0.0257 -218,0.005,0.0184 -218,0.01,0.0154 -218,0.05,0.0087 -219,0.001,0.0243 -219,0.005,0.0179 -219,0.01,0.0153 -219,0.05,0.0087 -220,0.001,0.0256 -220,0.005,0.0178 -220,0.01,0.015 -220,0.05,0.0086 -221,0.001,0.0243 -221,0.005,0.0179 -221,0.01,0.0151 -221,0.05,0.0086 -222,0.001,0.0249 -222,0.005,0.0182 -222,0.01,0.0151 -222,0.05,0.0086 -223,0.001,0.0245 -223,0.005,0.0177 -223,0.01,0.0149 -223,0.05,0.0086 -224,0.001,0.0241 -224,0.005,0.0173 -224,0.01,0.0147 -224,0.05,0.0087 -225,0.001,0.0237 -225,0.005,0.0171 -225,0.01,0.0145 -225,0.05,0.0084 -226,0.001,0.0243 -226,0.005,0.0173 -226,0.01,0.0144 -226,0.05,0.0084 -227,0.001,0.0225 -227,0.005,0.0165 -227,0.01,0.0141 -227,0.05,0.0083 -228,0.001,0.0237 -228,0.005,0.0173 -228,0.01,0.0147 -228,0.05,0.0084 -229,0.001,0.0234 -229,0.005,0.0166 -229,0.01,0.0143 -229,0.05,0.0082 -230,0.001,0.0233 -230,0.005,0.0166 -230,0.01,0.0142 -230,0.05,0.0083 -231,0.001,0.0242 -231,0.005,0.0169 -231,0.01,0.0143 -231,0.05,0.0082 -232,0.001,0.0234 -232,0.005,0.0173 -232,0.01,0.0142 -232,0.05,0.0083 -233,0.001,0.023 -233,0.005,0.0167 -233,0.01,0.0142 -233,0.05,0.0082 -234,0.001,0.0232 -234,0.005,0.0166 -234,0.01,0.0139 -234,0.05,0.0081 -235,0.001,0.0225 -235,0.005,0.0165 -235,0.01,0.0141 -235,0.05,0.0082 -236,0.001,0.0227 -236,0.005,0.0165 -236,0.01,0.0139 -236,0.05,0.008 -237,0.001,0.0225 -237,0.005,0.0164 -237,0.01,0.0138 -237,0.05,0.0081 -238,0.001,0.0232 -238,0.005,0.0164 -238,0.01,0.0139 -238,0.05,0.008 -239,0.001,0.0228 -239,0.005,0.0164 -239,0.01,0.0138 -239,0.05,0.008 -240,0.001,0.0228 -240,0.005,0.0164 -240,0.01,0.0138 -240,0.05,0.008 -241,0.001,0.0225 -241,0.005,0.0161 -241,0.01,0.0136 -241,0.05,0.0079 -242,0.001,0.0231 -242,0.005,0.0165 -242,0.01,0.0136 -242,0.05,0.0079 -243,0.001,0.0232 -243,0.005,0.0164 -243,0.01,0.0137 -243,0.05,0.0079 -244,0.001,0.0228 -244,0.005,0.0163 -244,0.01,0.0136 -244,0.05,0.0078 -245,0.001,0.0224 -245,0.005,0.016 -245,0.01,0.0134 -245,0.05,0.0078 -246,0.001,0.0222 -246,0.005,0.0161 -246,0.01,0.0135 -246,0.05,0.0077 -247,0.001,0.0222 -247,0.005,0.0161 -247,0.01,0.0134 -247,0.05,0.0078 -248,0.001,0.0217 -248,0.005,0.0155 -248,0.01,0.0132 -248,0.05,0.0077 -249,0.001,0.022 -249,0.005,0.0154 -249,0.01,0.0131 -249,0.05,0.0078 -250,0.001,0.022 -250,0.005,0.0158 -250,0.01,0.0133 -250,0.05,0.0078 -251,0.001,0.0211 -251,0.005,0.0158 -251,0.01,0.013 -251,0.05,0.0075 -252,0.001,0.0215 -252,0.005,0.0156 -252,0.01,0.013 -252,0.05,0.0075 -253,0.001,0.0212 -253,0.005,0.0154 -253,0.01,0.013 -253,0.05,0.0075 -254,0.001,0.0212 -254,0.005,0.0152 -254,0.01,0.0127 -254,0.05,0.0075 -255,0.001,0.02 -255,0.005,0.0151 -255,0.01,0.0128 -255,0.05,0.0076 -256,0.001,0.0217 -256,0.005,0.0154 -256,0.01,0.0128 -256,0.05,0.0075 -257,0.001,0.0192 -257,0.005,0.0151 -257,0.01,0.0128 -257,0.05,0.0074 -258,0.001,0.0213 -258,0.005,0.0154 -258,0.01,0.0127 -258,0.05,0.0074 -259,0.001,0.0204 -259,0.005,0.0147 -259,0.01,0.0126 -259,0.05,0.0073 -260,0.001,0.0211 -260,0.005,0.0153 -260,0.01,0.0128 -260,0.05,0.0073 -261,0.001,0.0212 -261,0.005,0.015 -261,0.01,0.0127 -261,0.05,0.0073 -262,0.001,0.0202 -262,0.005,0.0149 -262,0.01,0.0125 -262,0.05,0.0072 -263,0.001,0.0205 -263,0.005,0.0149 -263,0.01,0.0128 -263,0.05,0.0073 -264,0.001,0.02 -264,0.005,0.0147 -264,0.01,0.0125 -264,0.05,0.0072 -265,0.001,0.0199 -265,0.005,0.0147 -265,0.01,0.0123 -265,0.05,0.0072 -266,0.001,0.0203 -266,0.005,0.0146 -266,0.01,0.0124 -266,0.05,0.0071 -267,0.001,0.0202 -267,0.005,0.015 -267,0.01,0.0126 -267,0.05,0.0071 -268,0.001,0.0206 -268,0.005,0.0146 -268,0.01,0.0123 -268,0.05,0.0071 -269,0.001,0.0199 -269,0.005,0.0144 -269,0.01,0.0123 -269,0.05,0.0072 -270,0.001,0.019 -270,0.005,0.0144 -270,0.01,0.012 -270,0.05,0.007 -271,0.001,0.0201 -271,0.005,0.0144 -271,0.01,0.0122 -271,0.05,0.0071 -272,0.001,0.02 -272,0.005,0.0146 -272,0.01,0.0123 -272,0.05,0.0071 -273,0.001,0.0196 -273,0.005,0.0143 -273,0.01,0.0121 -273,0.05,0.007 -274,0.001,0.0206 -274,0.005,0.0145 -274,0.01,0.0123 -274,0.05,0.007 -275,0.001,0.0198 -275,0.005,0.0144 -275,0.01,0.0121 -275,0.05,0.007 -276,0.001,0.02 -276,0.005,0.0144 -276,0.01,0.012 -276,0.05,0.0069 -277,0.001,0.0192 -277,0.005,0.0142 -277,0.01,0.0119 -277,0.05,0.0069 -278,0.001,0.0197 -278,0.005,0.0141 -278,0.01,0.0117 -278,0.05,0.0069 -279,0.001,0.0196 -279,0.005,0.0137 -279,0.01,0.0116 -279,0.05,0.0068 -280,0.001,0.0194 -280,0.005,0.0143 -280,0.01,0.0118 -280,0.05,0.0068 -281,0.001,0.0191 -281,0.005,0.014 -281,0.01,0.0118 -281,0.05,0.0068 -282,0.001,0.0189 -282,0.005,0.0143 -282,0.01,0.0118 -282,0.05,0.0067 -283,0.001,0.0199 -283,0.005,0.0139 -283,0.01,0.0116 -283,0.05,0.0068 -284,0.001,0.0188 -284,0.005,0.0135 -284,0.01,0.0113 -284,0.05,0.0067 -285,0.001,0.0194 -285,0.005,0.0138 -285,0.01,0.0114 -285,0.05,0.0067 -286,0.001,0.019 -286,0.005,0.0138 -286,0.01,0.0116 -286,0.05,0.0068 -287,0.001,0.0187 -287,0.005,0.0138 -287,0.01,0.0115 -287,0.05,0.0068 -288,0.001,0.0192 -288,0.005,0.0138 -288,0.01,0.0114 -288,0.05,0.0065 -289,0.001,0.0185 -289,0.005,0.0133 -289,0.01,0.0113 -289,0.05,0.0065 -290,0.001,0.019 -290,0.005,0.0137 -290,0.01,0.0113 -290,0.05,0.0067 -291,0.001,0.0184 -291,0.005,0.0136 -291,0.01,0.0113 -291,0.05,0.0065 -292,0.001,0.0192 -292,0.005,0.0136 -292,0.01,0.0112 -292,0.05,0.0065 -293,0.001,0.0187 -293,0.005,0.0134 -293,0.01,0.0112 -293,0.05,0.0065 -294,0.001,0.019 -294,0.005,0.0136 -294,0.01,0.0116 -294,0.05,0.0065 -295,0.001,0.0182 -295,0.005,0.0132 -295,0.01,0.0112 -295,0.05,0.0064 -296,0.001,0.018 -296,0.005,0.0131 -296,0.01,0.011 -296,0.05,0.0064 -297,0.001,0.0185 -297,0.005,0.0133 -297,0.01,0.0111 -297,0.05,0.0065 -298,0.001,0.018 -298,0.005,0.0129 -298,0.01,0.0109 -298,0.05,0.0065 -299,0.001,0.0177 -299,0.005,0.0133 -299,0.01,0.011 -299,0.05,0.0064 -300,0.001,0.0178 -300,0.005,0.013 -300,0.01,0.0111 -300,0.05,0.0063 -301,0.001,0.0174 -301,0.005,0.0127 -301,0.01,0.0108 -301,0.05,0.0064 -302,0.001,0.0177 -302,0.005,0.013 -302,0.01,0.011 -302,0.05,0.0064 -303,0.001,0.0173 -303,0.005,0.0129 -303,0.01,0.0108 -303,0.05,0.0063 -304,0.001,0.0179 -304,0.005,0.0132 -304,0.01,0.0111 -304,0.05,0.0064 -305,0.001,0.0179 -305,0.005,0.0129 -305,0.01,0.0108 -305,0.05,0.0063 -306,0.001,0.0177 -306,0.005,0.0131 -306,0.01,0.0109 -306,0.05,0.0063 -307,0.001,0.0172 -307,0.005,0.0128 -307,0.01,0.0109 -307,0.05,0.0062 -308,0.001,0.0171 -308,0.005,0.013 -308,0.01,0.0108 -308,0.05,0.0063 -309,0.001,0.0181 -309,0.005,0.0131 -309,0.01,0.0109 -309,0.05,0.0062 -310,0.001,0.0175 -310,0.005,0.0125 -310,0.01,0.0106 -310,0.05,0.0062 -311,0.001,0.017 -311,0.005,0.0125 -311,0.01,0.0106 -311,0.05,0.0062 -312,0.001,0.0175 -312,0.005,0.0126 -312,0.01,0.0106 -312,0.05,0.0062 -313,0.001,0.0172 -313,0.005,0.0127 -313,0.01,0.0107 -313,0.05,0.0062 -314,0.001,0.0167 -314,0.005,0.0124 -314,0.01,0.0105 -314,0.05,0.0062 -315,0.001,0.0174 -315,0.005,0.0125 -315,0.01,0.0105 -315,0.05,0.0062 -316,0.001,0.0171 -316,0.005,0.0127 -316,0.01,0.0105 -316,0.05,0.006 -317,0.001,0.0175 -317,0.005,0.0125 -317,0.01,0.0105 -317,0.05,0.0061 -318,0.001,0.0169 -318,0.005,0.0124 -318,0.01,0.0106 -318,0.05,0.006 -319,0.001,0.0164 -319,0.005,0.0121 -319,0.01,0.0102 -319,0.05,0.0061 -320,0.001,0.0164 -320,0.005,0.0124 -320,0.01,0.0104 -320,0.05,0.006 -321,0.001,0.0171 -321,0.005,0.0124 -321,0.01,0.0103 -321,0.05,0.006 -322,0.001,0.0176 -322,0.005,0.0122 -322,0.01,0.0102 -322,0.05,0.0059 -323,0.001,0.0168 -323,0.005,0.0121 -323,0.01,0.0102 -323,0.05,0.006 -324,0.001,0.0165 -324,0.005,0.0121 -324,0.01,0.0103 -324,0.05,0.0059 -325,0.001,0.017 -325,0.005,0.0121 -325,0.01,0.0101 -325,0.05,0.0059 -326,0.001,0.0173 -326,0.005,0.0124 -326,0.01,0.0105 -326,0.05,0.0059 -327,0.001,0.0162 -327,0.005,0.012 -327,0.01,0.0101 -327,0.05,0.0059 -328,0.001,0.0163 -328,0.005,0.0121 -328,0.01,0.0103 -328,0.05,0.006 -329,0.001,0.0162 -329,0.005,0.0119 -329,0.01,0.01 -329,0.05,0.0058 -330,0.001,0.0168 -330,0.005,0.0123 -330,0.01,0.0101 -330,0.05,0.0059 -331,0.001,0.0162 -331,0.005,0.0117 -331,0.01,0.0099 -331,0.05,0.0058 -332,0.001,0.0161 -332,0.005,0.0118 -332,0.01,0.01 -332,0.05,0.0058 -333,0.001,0.0161 -333,0.005,0.0118 -333,0.01,0.0099 -333,0.05,0.0057 -334,0.001,0.0158 -334,0.005,0.0119 -334,0.01,0.01 -334,0.05,0.0058 -335,0.001,0.0164 -335,0.005,0.012 -335,0.01,0.0099 -335,0.05,0.0057 -336,0.001,0.0159 -336,0.005,0.0118 -336,0.01,0.0099 -336,0.05,0.0057 -337,0.001,0.0159 -337,0.005,0.0117 -337,0.01,0.01 -337,0.05,0.0057 -338,0.001,0.0155 -338,0.005,0.0114 -338,0.01,0.0096 -338,0.05,0.0056 -339,0.001,0.0158 -339,0.005,0.0117 -339,0.01,0.0098 -339,0.05,0.0057 -340,0.001,0.0163 -340,0.005,0.0117 -340,0.01,0.0099 -340,0.05,0.0057 -341,0.001,0.0168 -341,0.005,0.0117 -341,0.01,0.0096 -341,0.05,0.0057 -342,0.001,0.0155 -342,0.005,0.0116 -342,0.01,0.0097 -342,0.05,0.0056 -343,0.001,0.0157 -343,0.005,0.0114 -343,0.01,0.0096 -343,0.05,0.0056 -344,0.001,0.0151 -344,0.005,0.0111 -344,0.01,0.0096 -344,0.05,0.0056 -345,0.001,0.0163 -345,0.005,0.0115 -345,0.01,0.0097 -345,0.05,0.0056 -346,0.001,0.0153 -346,0.005,0.0113 -346,0.01,0.0095 -346,0.05,0.0055 -347,0.001,0.0156 -347,0.005,0.0112 -347,0.01,0.0095 -347,0.05,0.0056 -348,0.001,0.0155 -348,0.005,0.0113 -348,0.01,0.0095 -348,0.05,0.0056 -349,0.001,0.0157 -349,0.005,0.0114 -349,0.01,0.0094 -349,0.05,0.0055 -350,0.001,0.0155 -350,0.005,0.0113 -350,0.01,0.0095 -350,0.05,0.0055 -351,0.001,0.0155 -351,0.005,0.0112 -351,0.01,0.0094 -351,0.05,0.0054 -352,0.001,0.0162 -352,0.005,0.0113 -352,0.01,0.0094 -352,0.05,0.0055 -353,0.001,0.0148 -353,0.005,0.0111 -353,0.01,0.0094 -353,0.05,0.0055 -354,0.001,0.015 -354,0.005,0.0112 -354,0.01,0.0094 -354,0.05,0.0055 -355,0.001,0.0154 -355,0.005,0.0111 -355,0.01,0.0093 -355,0.05,0.0054 -356,0.001,0.0148 -356,0.005,0.0109 -356,0.01,0.0093 -356,0.05,0.0054 -357,0.001,0.0152 -357,0.005,0.011 -357,0.01,0.0094 -357,0.05,0.0053 -358,0.001,0.0157 -358,0.005,0.0111 -358,0.01,0.0092 -358,0.05,0.0054 -359,0.001,0.0155 -359,0.005,0.0113 -359,0.01,0.0094 -359,0.05,0.0054 -360,0.001,0.0154 -360,0.005,0.0109 -360,0.01,0.0093 -360,0.05,0.0053 -361,0.001,0.0153 -361,0.005,0.0109 -361,0.01,0.0092 -361,0.05,0.0053 -362,0.001,0.0151 -362,0.005,0.011 -362,0.01,0.0093 -362,0.05,0.0053 -363,0.001,0.0155 -363,0.005,0.0109 -363,0.01,0.0091 -363,0.05,0.0052 -364,0.001,0.0149 -364,0.005,0.0109 -364,0.01,0.0092 -364,0.05,0.0053 -365,0.001,0.015 -365,0.005,0.0109 -365,0.01,0.009 -365,0.05,0.0053 -366,0.001,0.0155 -366,0.005,0.0109 -366,0.01,0.0091 -366,0.05,0.0053 -367,0.001,0.0147 -367,0.005,0.0108 -367,0.01,0.009 -367,0.05,0.0052 -368,0.001,0.0143 -368,0.005,0.0106 -368,0.01,0.0089 -368,0.05,0.0052 -369,0.001,0.0144 -369,0.005,0.0107 -369,0.01,0.009 -369,0.05,0.0052 -370,0.001,0.0142 -370,0.005,0.0104 -370,0.01,0.0088 -370,0.05,0.0052 -371,0.001,0.0146 -371,0.005,0.0105 -371,0.01,0.0088 -371,0.05,0.0052 -372,0.001,0.0146 -372,0.005,0.0108 -372,0.01,0.009 -372,0.05,0.0052 -373,0.001,0.015 -373,0.005,0.0109 -373,0.01,0.0091 -373,0.05,0.0052 -374,0.001,0.0145 -374,0.005,0.0104 -374,0.01,0.0089 -374,0.05,0.0052 -375,0.001,0.0148 -375,0.005,0.0106 -375,0.01,0.009 -375,0.05,0.0051 -376,0.001,0.0146 -376,0.005,0.0103 -376,0.01,0.0086 -376,0.05,0.005 -377,0.001,0.0143 -377,0.005,0.0104 -377,0.01,0.0088 -377,0.05,0.0051 -378,0.001,0.0144 -378,0.005,0.0104 -378,0.01,0.0086 -378,0.05,0.0051 -379,0.001,0.0145 -379,0.005,0.0105 -379,0.01,0.0087 -379,0.05,0.0051 -380,0.001,0.0139 -380,0.005,0.0104 -380,0.01,0.0086 -380,0.05,0.005 -381,0.001,0.0149 -381,0.005,0.0104 -381,0.01,0.0087 -381,0.05,0.005 -382,0.001,0.0137 -382,0.005,0.01 -382,0.01,0.0085 -382,0.05,0.005 -383,0.001,0.014 -383,0.005,0.0101 -383,0.01,0.0085 -383,0.05,0.005 -384,0.001,0.0141 -384,0.005,0.0104 -384,0.01,0.0088 -384,0.05,0.005 -385,0.001,0.0139 -385,0.005,0.0102 -385,0.01,0.0086 -385,0.05,0.005 -386,0.001,0.0141 -386,0.005,0.0103 -386,0.01,0.0086 -386,0.05,0.005 -387,0.001,0.0138 -387,0.005,0.0101 -387,0.01,0.0085 -387,0.05,0.005 -388,0.001,0.0138 -388,0.005,0.0101 -388,0.01,0.0085 -388,0.05,0.005 -389,0.001,0.014 -389,0.005,0.01 -389,0.01,0.0085 -389,0.05,0.0049 -390,0.001,0.014 -390,0.005,0.0103 -390,0.01,0.0087 -390,0.05,0.005 -391,0.001,0.014 -391,0.005,0.0102 -391,0.01,0.0085 -391,0.05,0.0049 -392,0.001,0.0142 -392,0.005,0.01 -392,0.01,0.0084 -392,0.05,0.0049 -393,0.001,0.0135 -393,0.005,0.0098 -393,0.01,0.0084 -393,0.05,0.0049 -394,0.001,0.0139 -394,0.005,0.0099 -394,0.01,0.0084 -394,0.05,0.0048 -395,0.001,0.0132 -395,0.005,0.0101 -395,0.01,0.0085 -395,0.05,0.0048 -396,0.001,0.0134 -396,0.005,0.0099 -396,0.01,0.0084 -396,0.05,0.0049 -397,0.001,0.0136 -397,0.005,0.0098 -397,0.01,0.0083 -397,0.05,0.0048 -398,0.001,0.0136 -398,0.005,0.0099 -398,0.01,0.0083 -398,0.05,0.0049 -399,0.001,0.0133 -399,0.005,0.0098 -399,0.01,0.0084 -399,0.05,0.0048 -400,0.001,0.0137 -400,0.005,0.0099 -400,0.01,0.0084 -400,0.05,0.0048 -401,0.001,0.0142 -401,0.005,0.0098 -401,0.01,0.0084 -401,0.05,0.0048 -402,0.001,0.0135 -402,0.005,0.0098 -402,0.01,0.0083 -402,0.05,0.0048 -403,0.001,0.0131 -403,0.005,0.0097 -403,0.01,0.0082 -403,0.05,0.0048 -404,0.001,0.0138 -404,0.005,0.0099 -404,0.01,0.0083 -404,0.05,0.0048 -405,0.001,0.0133 -405,0.005,0.0097 -405,0.01,0.0082 -405,0.05,0.0048 -406,0.001,0.0133 -406,0.005,0.0098 -406,0.01,0.0081 -406,0.05,0.0047 -407,0.001,0.0133 -407,0.005,0.0098 -407,0.01,0.0083 -407,0.05,0.0047 -408,0.001,0.0133 -408,0.005,0.0096 -408,0.01,0.0081 -408,0.05,0.0047 -409,0.001,0.0138 -409,0.005,0.0098 -409,0.01,0.0082 -409,0.05,0.0047 -410,0.001,0.0131 -410,0.005,0.0096 -410,0.01,0.0081 -410,0.05,0.0047 -411,0.001,0.0132 -411,0.005,0.0097 -411,0.01,0.0082 -411,0.05,0.0047 -412,0.001,0.0129 -412,0.005,0.0096 -412,0.01,0.0081 -412,0.05,0.0047 -413,0.001,0.0139 -413,0.005,0.0096 -413,0.01,0.008 -413,0.05,0.0046 -414,0.001,0.0134 -414,0.005,0.0095 -414,0.01,0.008 -414,0.05,0.0047 -415,0.001,0.0131 -415,0.005,0.0096 -415,0.01,0.008 -415,0.05,0.0046 -416,0.001,0.0127 -416,0.005,0.0095 -416,0.01,0.008 -416,0.05,0.0046 -417,0.001,0.0129 -417,0.005,0.0094 -417,0.01,0.0079 -417,0.05,0.0046 -418,0.001,0.013 -418,0.005,0.0094 -418,0.01,0.008 -418,0.05,0.0046 -419,0.001,0.0133 -419,0.005,0.0095 -419,0.01,0.008 -419,0.05,0.0047 -420,0.001,0.0127 -420,0.005,0.0094 -420,0.01,0.0079 -420,0.05,0.0046 -421,0.001,0.0133 -421,0.005,0.0096 -421,0.01,0.008 -421,0.05,0.0046 -422,0.001,0.0129 -422,0.005,0.0093 -422,0.01,0.0078 -422,0.05,0.0045 -423,0.001,0.0123 -423,0.005,0.0091 -423,0.01,0.0077 -423,0.05,0.0046 -424,0.001,0.0134 -424,0.005,0.0093 -424,0.01,0.0078 -424,0.05,0.0045 -425,0.001,0.0131 -425,0.005,0.0093 -425,0.01,0.008 -425,0.05,0.0046 -426,0.001,0.0132 -426,0.005,0.0096 -426,0.01,0.0079 -426,0.05,0.0045 -427,0.001,0.0127 -427,0.005,0.0094 -427,0.01,0.0078 -427,0.05,0.0045 -428,0.001,0.0124 -428,0.005,0.0093 -428,0.01,0.0078 -428,0.05,0.0044 -429,0.001,0.0132 -429,0.005,0.0093 -429,0.01,0.0078 -429,0.05,0.0045 -430,0.001,0.0128 -430,0.005,0.0092 -430,0.01,0.0077 -430,0.05,0.0045 -431,0.001,0.0124 -431,0.005,0.009 -431,0.01,0.0076 -431,0.05,0.0044 -432,0.001,0.0123 -432,0.005,0.0092 -432,0.01,0.0077 -432,0.05,0.0045 -433,0.001,0.0129 -433,0.005,0.0092 -433,0.01,0.0076 -433,0.05,0.0044 -434,0.001,0.0126 -434,0.005,0.0093 -434,0.01,0.0079 -434,0.05,0.0045 -435,0.001,0.0129 -435,0.005,0.0093 -435,0.01,0.0076 -435,0.05,0.0044 -436,0.001,0.0124 -436,0.005,0.0091 -436,0.01,0.0077 -436,0.05,0.0044 -437,0.001,0.0124 -437,0.005,0.009 -437,0.01,0.0076 -437,0.05,0.0044 -438,0.001,0.0123 -438,0.005,0.0091 -438,0.01,0.0077 -438,0.05,0.0044 -439,0.001,0.0122 -439,0.005,0.0089 -439,0.01,0.0075 -439,0.05,0.0044 -440,0.001,0.012 -440,0.005,0.0089 -440,0.01,0.0075 -440,0.05,0.0043 -441,0.001,0.0119 -441,0.005,0.0092 -441,0.01,0.0076 -441,0.05,0.0044 -442,0.001,0.0123 -442,0.005,0.0089 -442,0.01,0.0075 -442,0.05,0.0044 -443,0.001,0.0119 -443,0.005,0.0088 -443,0.01,0.0075 -443,0.05,0.0044 -444,0.001,0.0118 -444,0.005,0.0089 -444,0.01,0.0075 -444,0.05,0.0043 -445,0.001,0.0125 -445,0.005,0.009 -445,0.01,0.0076 -445,0.05,0.0044 -446,0.001,0.0121 -446,0.005,0.0089 -446,0.01,0.0075 -446,0.05,0.0044 -447,0.001,0.0121 -447,0.005,0.0087 -447,0.01,0.0074 -447,0.05,0.0043 -448,0.001,0.0122 -448,0.005,0.0088 -448,0.01,0.0074 -448,0.05,0.0043 -449,0.001,0.0124 -449,0.005,0.009 -449,0.01,0.0074 -449,0.05,0.0043 -450,0.001,0.0117 -450,0.005,0.0088 -450,0.01,0.0074 -450,0.05,0.0043 -451,0.001,0.0121 -451,0.005,0.0088 -451,0.01,0.0074 -451,0.05,0.0043 -452,0.001,0.0122 -452,0.005,0.0089 -452,0.01,0.0075 -452,0.05,0.0043 -453,0.001,0.012 -453,0.005,0.0085 -453,0.01,0.0073 -453,0.05,0.0042 -454,0.001,0.0123 -454,0.005,0.0088 -454,0.01,0.0073 -454,0.05,0.0042 -455,0.001,0.0122 -455,0.005,0.0087 -455,0.01,0.0073 -455,0.05,0.0042 -456,0.001,0.0115 -456,0.005,0.0086 -456,0.01,0.0072 -456,0.05,0.0042 -457,0.001,0.0115 -457,0.005,0.0087 -457,0.01,0.0074 -457,0.05,0.0042 -458,0.001,0.0121 -458,0.005,0.0086 -458,0.01,0.0073 -458,0.05,0.0042 -459,0.001,0.0113 -459,0.005,0.0085 -459,0.01,0.0071 -459,0.05,0.0042 -460,0.001,0.0118 -460,0.005,0.0086 -460,0.01,0.0073 -460,0.05,0.0041 -461,0.001,0.0117 -461,0.005,0.0085 -461,0.01,0.0071 -461,0.05,0.0042 -462,0.001,0.0113 -462,0.005,0.0084 -462,0.01,0.0071 -462,0.05,0.0042 -463,0.001,0.0117 -463,0.005,0.0085 -463,0.01,0.0071 -463,0.05,0.0041 -464,0.001,0.0117 -464,0.005,0.0085 -464,0.01,0.0072 -464,0.05,0.0042 -465,0.001,0.0111 -465,0.005,0.0084 -465,0.01,0.0072 -465,0.05,0.0041 -466,0.001,0.0116 -466,0.005,0.0084 -466,0.01,0.0072 -466,0.05,0.0041 -467,0.001,0.0119 -467,0.005,0.0085 -467,0.01,0.0072 -467,0.05,0.0041 -468,0.001,0.0112 -468,0.005,0.0083 -468,0.01,0.007 -468,0.05,0.0041 -469,0.001,0.0118 -469,0.005,0.0086 -469,0.01,0.0071 -469,0.05,0.0041 -470,0.001,0.0115 -470,0.005,0.0084 -470,0.01,0.007 -470,0.05,0.0041 -471,0.001,0.0112 -471,0.005,0.0084 -471,0.01,0.007 -471,0.05,0.0041 -472,0.001,0.0114 -472,0.005,0.0086 -472,0.01,0.0072 -472,0.05,0.0041 -473,0.001,0.0114 -473,0.005,0.0085 -473,0.01,0.0071 -473,0.05,0.0041 -474,0.001,0.0113 -474,0.005,0.0083 -474,0.01,0.007 -474,0.05,0.0041 -475,0.001,0.0113 -475,0.005,0.0084 -475,0.01,0.0071 -475,0.05,0.0041 -476,0.001,0.0113 -476,0.005,0.0084 -476,0.01,0.007 -476,0.05,0.004 -477,0.001,0.0113 -477,0.005,0.0082 -477,0.01,0.0069 -477,0.05,0.004 -478,0.001,0.0113 -478,0.005,0.0083 -478,0.01,0.0069 -478,0.05,0.004 -479,0.001,0.0112 -479,0.005,0.0082 -479,0.01,0.0068 -479,0.05,0.004 -480,0.001,0.0114 -480,0.005,0.0082 -480,0.01,0.0069 -480,0.05,0.004 -481,0.001,0.0113 -481,0.005,0.0082 -481,0.01,0.0069 -481,0.05,0.004 -482,0.001,0.0112 -482,0.005,0.008 -482,0.01,0.0068 -482,0.05,0.004 -483,0.001,0.0114 -483,0.005,0.0082 -483,0.01,0.0069 -483,0.05,0.004 -484,0.001,0.0111 -484,0.005,0.008 -484,0.01,0.0068 -484,0.05,0.004 -485,0.001,0.0114 -485,0.005,0.0081 -485,0.01,0.0068 -485,0.05,0.0039 -486,0.001,0.0111 -486,0.005,0.0081 -486,0.01,0.0069 -486,0.05,0.0039 -487,0.001,0.0113 -487,0.005,0.0083 -487,0.01,0.0069 -487,0.05,0.004 -488,0.001,0.0108 -488,0.005,0.0078 -488,0.01,0.0067 -488,0.05,0.004 -489,0.001,0.0116 -489,0.005,0.0081 -489,0.01,0.0068 -489,0.05,0.0039 -490,0.001,0.0109 -490,0.005,0.0081 -490,0.01,0.0068 -490,0.05,0.0039 -491,0.001,0.0113 -491,0.005,0.008 -491,0.01,0.0068 -491,0.05,0.0039 -492,0.001,0.0109 -492,0.005,0.008 -492,0.01,0.0067 -492,0.05,0.0039 -493,0.001,0.011 -493,0.005,0.0082 -493,0.01,0.0068 -493,0.05,0.0039 -494,0.001,0.0109 -494,0.005,0.008 -494,0.01,0.0067 -494,0.05,0.0039 -495,0.001,0.0112 -495,0.005,0.0079 -495,0.01,0.0067 -495,0.05,0.0039 -496,0.001,0.0109 -496,0.005,0.0079 -496,0.01,0.0067 -496,0.05,0.0039 -497,0.001,0.0108 -497,0.005,0.0081 -497,0.01,0.0068 -497,0.05,0.0039 -498,0.001,0.0104 -498,0.005,0.008 -498,0.01,0.0067 -498,0.05,0.0039 -499,0.001,0.0109 -499,0.005,0.0079 -499,0.01,0.0067 -499,0.05,0.0038 -500,0.001,0.0107 -500,0.005,0.0081 -500,0.01,0.0067 -500,0.05,0.0039 -501,0.001,0.0106 -501,0.005,0.0078 -501,0.01,0.0066 -501,0.05,0.0038 -502,0.001,0.0105 -502,0.005,0.0078 -502,0.01,0.0066 -502,0.05,0.0039 -503,0.001,0.0104 -503,0.005,0.0078 -503,0.01,0.0066 -503,0.05,0.0038 -504,0.001,0.0107 -504,0.005,0.0077 -504,0.01,0.0065 -504,0.05,0.0038 -505,0.001,0.0108 -505,0.005,0.0079 -505,0.01,0.0066 -505,0.05,0.0038 -506,0.001,0.0107 -506,0.005,0.0079 -506,0.01,0.0066 -506,0.05,0.0038 -507,0.001,0.011 -507,0.005,0.008 -507,0.01,0.0068 -507,0.05,0.0038 -508,0.001,0.0107 -508,0.005,0.0078 -508,0.01,0.0066 -508,0.05,0.0038 -509,0.001,0.0112 -509,0.005,0.0078 -509,0.01,0.0065 -509,0.05,0.0038 -510,0.001,0.0103 -510,0.005,0.0074 -510,0.01,0.0063 -510,0.05,0.0037 -511,0.001,0.0106 -511,0.005,0.0077 -511,0.01,0.0066 -511,0.05,0.0038 -512,0.001,0.0105 -512,0.005,0.0076 -512,0.01,0.0064 -512,0.05,0.0037 -513,0.001,0.0104 -513,0.005,0.0077 -513,0.01,0.0063 -513,0.05,0.0038 -514,0.001,0.0106 -514,0.005,0.0077 -514,0.01,0.0065 -514,0.05,0.0037 -515,0.001,0.0103 -515,0.005,0.0079 -515,0.01,0.0066 -515,0.05,0.0037 -516,0.001,0.0101 -516,0.005,0.0074 -516,0.01,0.0064 -516,0.05,0.0037 -517,0.001,0.0108 -517,0.005,0.0077 -517,0.01,0.0065 -517,0.05,0.0037 -518,0.001,0.0099 -518,0.005,0.0076 -518,0.01,0.0064 -518,0.05,0.0036 -519,0.001,0.011 -519,0.005,0.0076 -519,0.01,0.0063 -519,0.05,0.0036 -520,0.001,0.0107 -520,0.005,0.0077 -520,0.01,0.0065 -520,0.05,0.0037 -521,0.001,0.0104 -521,0.005,0.0075 -521,0.01,0.0063 -521,0.05,0.0037 -522,0.001,0.011 -522,0.005,0.0076 -522,0.01,0.0064 -522,0.05,0.0038 -523,0.001,0.0101 -523,0.005,0.0075 -523,0.01,0.0064 -523,0.05,0.0037 -524,0.001,0.0105 -524,0.005,0.0076 -524,0.01,0.0064 -524,0.05,0.0037 -525,0.001,0.0103 -525,0.005,0.0074 -525,0.01,0.0062 -525,0.05,0.0036 -526,0.001,0.0103 -526,0.005,0.0075 -526,0.01,0.0063 -526,0.05,0.0036 -527,0.001,0.0106 -527,0.005,0.0074 -527,0.01,0.0063 -527,0.05,0.0036 -528,0.001,0.0102 -528,0.005,0.0075 -528,0.01,0.0062 -528,0.05,0.0037 -529,0.001,0.0104 -529,0.005,0.0076 -529,0.01,0.0064 -529,0.05,0.0037 -530,0.001,0.0103 -530,0.005,0.0075 -530,0.01,0.0064 -530,0.05,0.0036 -531,0.001,0.0103 -531,0.005,0.0074 -531,0.01,0.0062 -531,0.05,0.0036 -532,0.001,0.01 -532,0.005,0.0073 -532,0.01,0.0063 -532,0.05,0.0036 -533,0.001,0.0106 -533,0.005,0.0073 -533,0.01,0.0061 -533,0.05,0.0036 -534,0.001,0.0102 -534,0.005,0.0074 -534,0.01,0.0062 -534,0.05,0.0036 -535,0.001,0.0111 -535,0.005,0.0076 -535,0.01,0.0063 -535,0.05,0.0036 -536,0.001,0.0102 -536,0.005,0.0074 -536,0.01,0.0062 -536,0.05,0.0036 -537,0.001,0.0099 -537,0.005,0.0073 -537,0.01,0.0062 -537,0.05,0.0036 -538,0.001,0.0103 -538,0.005,0.0073 -538,0.01,0.0061 -538,0.05,0.0036 -539,0.001,0.0098 -539,0.005,0.0075 -539,0.01,0.0061 -539,0.05,0.0036 -540,0.001,0.01 -540,0.005,0.0073 -540,0.01,0.0062 -540,0.05,0.0035 -541,0.001,0.0099 -541,0.005,0.0074 -541,0.01,0.0062 -541,0.05,0.0036 -542,0.001,0.0102 -542,0.005,0.0074 -542,0.01,0.0062 -542,0.05,0.0035 -543,0.001,0.0103 -543,0.005,0.0075 -543,0.01,0.0061 -543,0.05,0.0035 -544,0.001,0.01 -544,0.005,0.0073 -544,0.01,0.006 -544,0.05,0.0035 -545,0.001,0.0097 -545,0.005,0.0071 -545,0.01,0.006 -545,0.05,0.0035 -546,0.001,0.0098 -546,0.005,0.0071 -546,0.01,0.006 -546,0.05,0.0035 -547,0.001,0.0098 -547,0.005,0.0072 -547,0.01,0.006 -547,0.05,0.0035 -548,0.001,0.0099 -548,0.005,0.007 -548,0.01,0.006 -548,0.05,0.0035 -549,0.001,0.0103 -549,0.005,0.0073 -549,0.01,0.006 -549,0.05,0.0035 -550,0.001,0.0101 -550,0.005,0.0072 -550,0.01,0.006 -550,0.05,0.0035 -551,0.001,0.0094 -551,0.005,0.007 -551,0.01,0.006 -551,0.05,0.0035 -552,0.001,0.0095 -552,0.005,0.0071 -552,0.01,0.006 -552,0.05,0.0035 -553,0.001,0.0099 -553,0.005,0.0071 -553,0.01,0.006 -553,0.05,0.0035 -554,0.001,0.0095 -554,0.005,0.0071 -554,0.01,0.006 -554,0.05,0.0034 -555,0.001,0.0096 -555,0.005,0.0071 -555,0.01,0.006 -555,0.05,0.0035 -556,0.001,0.0095 -556,0.005,0.007 -556,0.01,0.006 -556,0.05,0.0035 -557,0.001,0.0097 -557,0.005,0.0071 -557,0.01,0.0059 -557,0.05,0.0035 -558,0.001,0.0097 -558,0.005,0.0069 -558,0.01,0.0059 -558,0.05,0.0035 -559,0.001,0.0098 -559,0.005,0.0071 -559,0.01,0.0059 -559,0.05,0.0035 -560,0.001,0.0098 -560,0.005,0.0071 -560,0.01,0.0059 -560,0.05,0.0034 -561,0.001,0.0098 -561,0.005,0.007 -561,0.01,0.0059 -561,0.05,0.0034 -562,0.001,0.0098 -562,0.005,0.0071 -562,0.01,0.0059 -562,0.05,0.0034 -563,0.001,0.0098 -563,0.005,0.0071 -563,0.01,0.0059 -563,0.05,0.0034 -564,0.001,0.0096 -564,0.005,0.0069 -564,0.01,0.0059 -564,0.05,0.0034 -565,0.001,0.0094 -565,0.005,0.0069 -565,0.01,0.0059 -565,0.05,0.0034 -566,0.001,0.009 -566,0.005,0.0067 -566,0.01,0.0058 -566,0.05,0.0034 -567,0.001,0.0093 -567,0.005,0.007 -567,0.01,0.0059 -567,0.05,0.0034 -568,0.001,0.0093 -568,0.005,0.0069 -568,0.01,0.0058 -568,0.05,0.0033 -569,0.001,0.0093 -569,0.005,0.0068 -569,0.01,0.0058 -569,0.05,0.0034 -570,0.001,0.0095 -570,0.005,0.0071 -570,0.01,0.0059 -570,0.05,0.0033 -571,0.001,0.0094 -571,0.005,0.0068 -571,0.01,0.0057 -571,0.05,0.0033 -572,0.001,0.0095 -572,0.005,0.0068 -572,0.01,0.0057 -572,0.05,0.0034 -573,0.001,0.0091 -573,0.005,0.0068 -573,0.01,0.0058 -573,0.05,0.0034 -574,0.001,0.0095 -574,0.005,0.0068 -574,0.01,0.0058 -574,0.05,0.0033 -575,0.001,0.0095 -575,0.005,0.0069 -575,0.01,0.0059 -575,0.05,0.0034 -576,0.001,0.0093 -576,0.005,0.0067 -576,0.01,0.0057 -576,0.05,0.0033 -577,0.001,0.0092 -577,0.005,0.0068 -577,0.01,0.0058 -577,0.05,0.0034 -578,0.001,0.0093 -578,0.005,0.0066 -578,0.01,0.0056 -578,0.05,0.0033 -579,0.001,0.0094 -579,0.005,0.0068 -579,0.01,0.0058 -579,0.05,0.0033 -580,0.001,0.009 -580,0.005,0.0067 -580,0.01,0.0058 -580,0.05,0.0033 -581,0.001,0.009 -581,0.005,0.0067 -581,0.01,0.0057 -581,0.05,0.0033 -582,0.001,0.0093 -582,0.005,0.0066 -582,0.01,0.0056 -582,0.05,0.0033 -583,0.001,0.009 -583,0.005,0.0067 -583,0.01,0.0056 -583,0.05,0.0033 -584,0.001,0.0095 -584,0.005,0.0067 -584,0.01,0.0056 -584,0.05,0.0033 -585,0.001,0.0089 -585,0.005,0.0066 -585,0.01,0.0056 -585,0.05,0.0032 -586,0.001,0.009 -586,0.005,0.0067 -586,0.01,0.0056 -586,0.05,0.0033 -587,0.001,0.0092 -587,0.005,0.0067 -587,0.01,0.0056 -587,0.05,0.0032 -588,0.001,0.0091 -588,0.005,0.0067 -588,0.01,0.0057 -588,0.05,0.0032 -589,0.001,0.009 -589,0.005,0.0066 -589,0.01,0.0056 -589,0.05,0.0032 -590,0.001,0.009 -590,0.005,0.0066 -590,0.01,0.0056 -590,0.05,0.0033 -591,0.001,0.0088 -591,0.005,0.0065 -591,0.01,0.0055 -591,0.05,0.0032 -592,0.001,0.0092 -592,0.005,0.0066 -592,0.01,0.0056 -592,0.05,0.0033 -593,0.001,0.0092 -593,0.005,0.0066 -593,0.01,0.0055 -593,0.05,0.0032 -594,0.001,0.0089 -594,0.005,0.0065 -594,0.01,0.0055 -594,0.05,0.0032 -595,0.001,0.0088 -595,0.005,0.0066 -595,0.01,0.0056 -595,0.05,0.0032 -596,0.001,0.0094 -596,0.005,0.0066 -596,0.01,0.0056 -596,0.05,0.0032 -597,0.001,0.0091 -597,0.005,0.0067 -597,0.01,0.0056 -597,0.05,0.0032 -598,0.001,0.0092 -598,0.005,0.0066 -598,0.01,0.0056 -598,0.05,0.0032 -599,0.001,0.0087 -599,0.005,0.0065 -599,0.01,0.0055 -599,0.05,0.0032 -600,0.001,0.0087 -600,0.005,0.0065 -600,0.01,0.0055 -600,0.05,0.0032 -601,0.001,0.0087 -601,0.005,0.0065 -601,0.01,0.0055 -601,0.05,0.0032 -602,0.001,0.0091 -602,0.005,0.0065 -602,0.01,0.0054 -602,0.05,0.0032 -603,0.001,0.0089 -603,0.005,0.0064 -603,0.01,0.0054 -603,0.05,0.0032 -604,0.001,0.0087 -604,0.005,0.0066 -604,0.01,0.0055 -604,0.05,0.0032 -605,0.001,0.0088 -605,0.005,0.0064 -605,0.01,0.0054 -605,0.05,0.0032 -606,0.001,0.0092 -606,0.005,0.0065 -606,0.01,0.0055 -606,0.05,0.0032 -607,0.001,0.0084 -607,0.005,0.0064 -607,0.01,0.0055 -607,0.05,0.0032 -608,0.001,0.0086 -608,0.005,0.0066 -608,0.01,0.0054 -608,0.05,0.0031 -609,0.001,0.0088 -609,0.005,0.0065 -609,0.01,0.0054 -609,0.05,0.0032 -610,0.001,0.0089 -610,0.005,0.0065 -610,0.01,0.0056 -610,0.05,0.0031 -611,0.001,0.0089 -611,0.005,0.0064 -611,0.01,0.0054 -611,0.05,0.0032 -612,0.001,0.0087 -612,0.005,0.0064 -612,0.01,0.0054 -612,0.05,0.0031 -613,0.001,0.009 -613,0.005,0.0064 -613,0.01,0.0053 -613,0.05,0.0031 -614,0.001,0.0087 -614,0.005,0.0063 -614,0.01,0.0054 -614,0.05,0.0031 -615,0.001,0.0088 -615,0.005,0.0064 -615,0.01,0.0054 -615,0.05,0.0031 -616,0.001,0.0088 -616,0.005,0.0065 -616,0.01,0.0054 -616,0.05,0.0031 -617,0.001,0.0089 -617,0.005,0.0063 -617,0.01,0.0053 -617,0.05,0.0031 -618,0.001,0.0088 -618,0.005,0.0063 -618,0.01,0.0053 -618,0.05,0.0031 -619,0.001,0.0084 -619,0.005,0.0062 -619,0.01,0.0052 -619,0.05,0.0031 -620,0.001,0.0088 -620,0.005,0.0063 -620,0.01,0.0054 -620,0.05,0.0031 -621,0.001,0.0087 -621,0.005,0.0063 -621,0.01,0.0053 -621,0.05,0.0031 -622,0.001,0.0089 -622,0.005,0.0063 -622,0.01,0.0053 -622,0.05,0.0031 -623,0.001,0.0088 -623,0.005,0.0064 -623,0.01,0.0053 -623,0.05,0.0031 -624,0.001,0.0085 -624,0.005,0.0062 -624,0.01,0.0053 -624,0.05,0.0031 -625,0.001,0.0088 -625,0.005,0.0064 -625,0.01,0.0054 -625,0.05,0.0031 -626,0.001,0.0084 -626,0.005,0.0063 -626,0.01,0.0053 -626,0.05,0.003 -627,0.001,0.0085 -627,0.005,0.0062 -627,0.01,0.0053 -627,0.05,0.003 -628,0.001,0.0083 -628,0.005,0.0062 -628,0.01,0.0053 -628,0.05,0.003 -629,0.001,0.0086 -629,0.005,0.0064 -629,0.01,0.0052 -629,0.05,0.0031 -630,0.001,0.0087 -630,0.005,0.0062 -630,0.01,0.0053 -630,0.05,0.0031 -631,0.001,0.0085 -631,0.005,0.0062 -631,0.01,0.0053 -631,0.05,0.0031 -632,0.001,0.0082 -632,0.005,0.0062 -632,0.01,0.0052 -632,0.05,0.003 -633,0.001,0.0083 -633,0.005,0.0061 -633,0.01,0.0052 -633,0.05,0.003 -634,0.001,0.0086 -634,0.005,0.0062 -634,0.01,0.0052 -634,0.05,0.003 -635,0.001,0.0083 -635,0.005,0.0062 -635,0.01,0.0052 -635,0.05,0.003 -636,0.001,0.0086 -636,0.005,0.0062 -636,0.01,0.0053 -636,0.05,0.003 -637,0.001,0.0085 -637,0.005,0.0062 -637,0.01,0.0051 -637,0.05,0.003 -638,0.001,0.0086 -638,0.005,0.0063 -638,0.01,0.0052 -638,0.05,0.003 -639,0.001,0.0084 -639,0.005,0.0062 -639,0.01,0.0051 -639,0.05,0.003 -640,0.001,0.0082 -640,0.005,0.0061 -640,0.01,0.0053 -640,0.05,0.003 -641,0.001,0.0084 -641,0.005,0.0061 -641,0.01,0.0051 -641,0.05,0.003 -642,0.001,0.0088 -642,0.005,0.0063 -642,0.01,0.0052 -642,0.05,0.003 -643,0.001,0.0084 -643,0.005,0.0062 -643,0.01,0.0052 -643,0.05,0.0029 -644,0.001,0.0083 -644,0.005,0.006 -644,0.01,0.0051 -644,0.05,0.003 -645,0.001,0.0084 -645,0.005,0.0061 -645,0.01,0.0052 -645,0.05,0.0029 -646,0.001,0.0084 -646,0.005,0.0062 -646,0.01,0.0052 -646,0.05,0.003 -647,0.001,0.0084 -647,0.005,0.0062 -647,0.01,0.0052 -647,0.05,0.003 -648,0.001,0.0084 -648,0.005,0.0059 -648,0.01,0.0051 -648,0.05,0.0029 -649,0.001,0.0083 -649,0.005,0.006 -649,0.01,0.0051 -649,0.05,0.003 -650,0.001,0.0085 -650,0.005,0.0061 -650,0.01,0.0051 -650,0.05,0.003 -651,0.001,0.0085 -651,0.005,0.0061 -651,0.01,0.0051 -651,0.05,0.0029 -652,0.001,0.0084 -652,0.005,0.006 -652,0.01,0.005 -652,0.05,0.0029 -653,0.001,0.0082 -653,0.005,0.0059 -653,0.01,0.0049 -653,0.05,0.0029 -654,0.001,0.0082 -654,0.005,0.0061 -654,0.01,0.0052 -654,0.05,0.003 -655,0.001,0.0079 -655,0.005,0.006 -655,0.01,0.005 -655,0.05,0.0029 -656,0.001,0.0084 -656,0.005,0.0061 -656,0.01,0.0051 -656,0.05,0.0029 -657,0.001,0.0079 -657,0.005,0.0058 -657,0.01,0.005 -657,0.05,0.0029 -658,0.001,0.0084 -658,0.005,0.006 -658,0.01,0.0051 -658,0.05,0.0029 -659,0.001,0.0082 -659,0.005,0.006 -659,0.01,0.0049 -659,0.05,0.0029 -660,0.001,0.0079 -660,0.005,0.0058 -660,0.01,0.0049 -660,0.05,0.0029 -661,0.001,0.0084 -661,0.005,0.0062 -661,0.01,0.0051 -661,0.05,0.0029 -662,0.001,0.0081 -662,0.005,0.006 -662,0.01,0.005 -662,0.05,0.0029 -663,0.001,0.0082 -663,0.005,0.006 -663,0.01,0.0051 -663,0.05,0.0029 -664,0.001,0.0086 -664,0.005,0.0059 -664,0.01,0.005 -664,0.05,0.0029 -665,0.001,0.0084 -665,0.005,0.006 -665,0.01,0.005 -665,0.05,0.0029 -666,0.001,0.0083 -666,0.005,0.0061 -666,0.01,0.0051 -666,0.05,0.0029 -667,0.001,0.0079 -667,0.005,0.0061 -667,0.01,0.0051 -667,0.05,0.0029 -668,0.001,0.0079 -668,0.005,0.0059 -668,0.01,0.005 -668,0.05,0.0029 -669,0.001,0.008 -669,0.005,0.0059 -669,0.01,0.0049 -669,0.05,0.0028 -670,0.001,0.008 -670,0.005,0.0058 -670,0.01,0.0049 -670,0.05,0.0029 -671,0.001,0.0077 -671,0.005,0.0057 -671,0.01,0.0048 -671,0.05,0.0028 -672,0.001,0.0079 -672,0.005,0.0059 -672,0.01,0.0049 -672,0.05,0.0029 -673,0.001,0.008 -673,0.005,0.0059 -673,0.01,0.005 -673,0.05,0.0028 -674,0.001,0.008 -674,0.005,0.006 -674,0.01,0.0049 -674,0.05,0.0028 -675,0.001,0.0081 -675,0.005,0.0058 -675,0.01,0.0049 -675,0.05,0.0029 -676,0.001,0.0083 -676,0.005,0.0059 -676,0.01,0.0049 -676,0.05,0.0028 -677,0.001,0.0081 -677,0.005,0.0058 -677,0.01,0.0049 -677,0.05,0.0029 -678,0.001,0.0079 -678,0.005,0.0058 -678,0.01,0.0049 -678,0.05,0.0028 -679,0.001,0.0078 -679,0.005,0.0057 -679,0.01,0.0048 -679,0.05,0.0028 -680,0.001,0.0081 -680,0.005,0.0058 -680,0.01,0.0049 -680,0.05,0.0028 -681,0.001,0.0079 -681,0.005,0.0059 -681,0.01,0.005 -681,0.05,0.0028 -682,0.001,0.0079 -682,0.005,0.0058 -682,0.01,0.0049 -682,0.05,0.0028 -683,0.001,0.0079 -683,0.005,0.0058 -683,0.01,0.0048 -683,0.05,0.0029 -684,0.001,0.008 -684,0.005,0.0057 -684,0.01,0.0048 -684,0.05,0.0028 -685,0.001,0.0078 -685,0.005,0.0057 -685,0.01,0.0048 -685,0.05,0.0028 -686,0.001,0.008 -686,0.005,0.0058 -686,0.01,0.0049 -686,0.05,0.0028 -687,0.001,0.0079 -687,0.005,0.0058 -687,0.01,0.0049 -687,0.05,0.0028 -688,0.001,0.0078 -688,0.005,0.0057 -688,0.01,0.0048 -688,0.05,0.0028 -689,0.001,0.0078 -689,0.005,0.0056 -689,0.01,0.0048 -689,0.05,0.0028 -690,0.001,0.0081 -690,0.005,0.0059 -690,0.01,0.0048 -690,0.05,0.0028 -691,0.001,0.0079 -691,0.005,0.0056 -691,0.01,0.0048 -691,0.05,0.0028 -692,0.001,0.0077 -692,0.005,0.0056 -692,0.01,0.0048 -692,0.05,0.0027 -693,0.001,0.0077 -693,0.005,0.0057 -693,0.01,0.0048 -693,0.05,0.0028 -694,0.001,0.0078 -694,0.005,0.0057 -694,0.01,0.0047 -694,0.05,0.0027 -695,0.001,0.0076 -695,0.005,0.0055 -695,0.01,0.0047 -695,0.05,0.0028 -696,0.001,0.0076 -696,0.005,0.0057 -696,0.01,0.0048 -696,0.05,0.0028 -697,0.001,0.008 -697,0.005,0.0056 -697,0.01,0.0048 -697,0.05,0.0028 -698,0.001,0.0074 -698,0.005,0.0056 -698,0.01,0.0048 -698,0.05,0.0027 -699,0.001,0.0076 -699,0.005,0.0057 -699,0.01,0.0048 -699,0.05,0.0027 -700,0.001,0.0079 -700,0.005,0.0056 -700,0.01,0.0048 -700,0.05,0.0027 -701,0.001,0.0076 -701,0.005,0.0056 -701,0.01,0.0047 -701,0.05,0.0028 -702,0.001,0.0079 -702,0.005,0.0057 -702,0.01,0.0048 -702,0.05,0.0027 -703,0.001,0.0075 -703,0.005,0.0056 -703,0.01,0.0048 -703,0.05,0.0028 -704,0.001,0.0076 -704,0.005,0.0055 -704,0.01,0.0046 -704,0.05,0.0027 -705,0.001,0.0076 -705,0.005,0.0055 -705,0.01,0.0048 -705,0.05,0.0028 -706,0.001,0.0078 -706,0.005,0.0056 -706,0.01,0.0047 -706,0.05,0.0027 -707,0.001,0.0074 -707,0.005,0.0054 -707,0.01,0.0046 -707,0.05,0.0027 -708,0.001,0.0077 -708,0.005,0.0056 -708,0.01,0.0048 -708,0.05,0.0027 -709,0.001,0.0076 -709,0.005,0.0055 -709,0.01,0.0046 -709,0.05,0.0027 -710,0.001,0.0077 -710,0.005,0.0055 -710,0.01,0.0047 -710,0.05,0.0027 -711,0.001,0.0078 -711,0.005,0.0055 -711,0.01,0.0046 -711,0.05,0.0027 -712,0.001,0.0072 -712,0.005,0.0054 -712,0.01,0.0046 -712,0.05,0.0027 -713,0.001,0.0074 -713,0.005,0.0054 -713,0.01,0.0045 -713,0.05,0.0027 -714,0.001,0.0076 -714,0.005,0.0056 -714,0.01,0.0047 -714,0.05,0.0027 -715,0.001,0.0077 -715,0.005,0.0056 -715,0.01,0.0046 -715,0.05,0.0027 -716,0.001,0.0072 -716,0.005,0.0054 -716,0.01,0.0046 -716,0.05,0.0027 -717,0.001,0.0073 -717,0.005,0.0054 -717,0.01,0.0046 -717,0.05,0.0027 -718,0.001,0.0075 -718,0.005,0.0055 -718,0.01,0.0047 -718,0.05,0.0027 -719,0.001,0.0075 -719,0.005,0.0054 -719,0.01,0.0045 -719,0.05,0.0026 -720,0.001,0.0076 -720,0.005,0.0055 -720,0.01,0.0046 -720,0.05,0.0027 -721,0.001,0.0073 -721,0.005,0.0055 -721,0.01,0.0046 -721,0.05,0.0027 -722,0.001,0.0075 -722,0.005,0.0056 -722,0.01,0.0047 -722,0.05,0.0027 -723,0.001,0.0076 -723,0.005,0.0055 -723,0.01,0.0045 -723,0.05,0.0026 -724,0.001,0.0074 -724,0.005,0.0054 -724,0.01,0.0046 -724,0.05,0.0026 -725,0.001,0.0073 -725,0.005,0.0054 -725,0.01,0.0046 -725,0.05,0.0026 -726,0.001,0.0077 -726,0.005,0.0055 -726,0.01,0.0046 -726,0.05,0.0026 -727,0.001,0.0074 -727,0.005,0.0055 -727,0.01,0.0045 -727,0.05,0.0026 -728,0.001,0.0075 -728,0.005,0.0054 -728,0.01,0.0045 -728,0.05,0.0026 -729,0.001,0.0076 -729,0.005,0.0055 -729,0.01,0.0045 -729,0.05,0.0026 -730,0.001,0.0074 -730,0.005,0.0055 -730,0.01,0.0046 -730,0.05,0.0027 -731,0.001,0.0074 -731,0.005,0.0053 -731,0.01,0.0045 -731,0.05,0.0026 -732,0.001,0.0072 -732,0.005,0.0053 -732,0.01,0.0045 -732,0.05,0.0026 -733,0.001,0.0073 -733,0.005,0.0054 -733,0.01,0.0045 -733,0.05,0.0026 -734,0.001,0.0074 -734,0.005,0.0053 -734,0.01,0.0045 -734,0.05,0.0026 -735,0.001,0.0074 -735,0.005,0.0053 -735,0.01,0.0045 -735,0.05,0.0026 -736,0.001,0.0075 -736,0.005,0.0054 -736,0.01,0.0045 -736,0.05,0.0026 -737,0.001,0.0073 -737,0.005,0.0053 -737,0.01,0.0045 -737,0.05,0.0026 -738,0.001,0.007 -738,0.005,0.0053 -738,0.01,0.0045 -738,0.05,0.0026 -739,0.001,0.0072 -739,0.005,0.0052 -739,0.01,0.0045 -739,0.05,0.0026 -740,0.001,0.0074 -740,0.005,0.0053 -740,0.01,0.0045 -740,0.05,0.0026 -741,0.001,0.0071 -741,0.005,0.0053 -741,0.01,0.0045 -741,0.05,0.0026 -742,0.001,0.0072 -742,0.005,0.0053 -742,0.01,0.0044 -742,0.05,0.0026 -743,0.001,0.0073 -743,0.005,0.0054 -743,0.01,0.0045 -743,0.05,0.0026 -744,0.001,0.007 -744,0.005,0.0053 -744,0.01,0.0045 -744,0.05,0.0026 -745,0.001,0.0073 -745,0.005,0.0054 -745,0.01,0.0045 -745,0.05,0.0026 -746,0.001,0.007 -746,0.005,0.0053 -746,0.01,0.0044 -746,0.05,0.0026 -747,0.001,0.0075 -747,0.005,0.0052 -747,0.01,0.0043 -747,0.05,0.0026 -748,0.001,0.0073 -748,0.005,0.0053 -748,0.01,0.0044 -748,0.05,0.0026 -749,0.001,0.007 -749,0.005,0.0053 -749,0.01,0.0045 -749,0.05,0.0026 -750,0.001,0.0073 -750,0.005,0.0052 -750,0.01,0.0044 -750,0.05,0.0025 -751,0.001,0.0071 -751,0.005,0.0053 -751,0.01,0.0044 -751,0.05,0.0026 -752,0.001,0.0073 -752,0.005,0.0053 -752,0.01,0.0045 -752,0.05,0.0025 -753,0.001,0.0073 -753,0.005,0.0052 -753,0.01,0.0044 -753,0.05,0.0026 -754,0.001,0.0072 -754,0.005,0.0053 -754,0.01,0.0044 -754,0.05,0.0025 -755,0.001,0.0075 -755,0.005,0.0053 -755,0.01,0.0044 -755,0.05,0.0025 -756,0.001,0.007 -756,0.005,0.0053 -756,0.01,0.0044 -756,0.05,0.0026 -757,0.001,0.0071 -757,0.005,0.0051 -757,0.01,0.0044 -757,0.05,0.0025 -758,0.001,0.0071 -758,0.005,0.0053 -758,0.01,0.0045 -758,0.05,0.0025 -759,0.001,0.007 -759,0.005,0.0053 -759,0.01,0.0045 -759,0.05,0.0026 -760,0.001,0.0073 -760,0.005,0.0053 -760,0.01,0.0045 -760,0.05,0.0025 -761,0.001,0.0069 -761,0.005,0.0051 -761,0.01,0.0043 -761,0.05,0.0025 -762,0.001,0.0071 -762,0.005,0.0051 -762,0.01,0.0043 -762,0.05,0.0025 -763,0.001,0.0071 -763,0.005,0.0052 -763,0.01,0.0043 -763,0.05,0.0025 -764,0.001,0.007 -764,0.005,0.0052 -764,0.01,0.0043 -764,0.05,0.0025 -765,0.001,0.007 -765,0.005,0.005 -765,0.01,0.0043 -765,0.05,0.0025 -766,0.001,0.0072 -766,0.005,0.0052 -766,0.01,0.0044 -766,0.05,0.0025 -767,0.001,0.007 -767,0.005,0.0052 -767,0.01,0.0044 -767,0.05,0.0025 -768,0.001,0.007 -768,0.005,0.0051 -768,0.01,0.0043 -768,0.05,0.0025 -769,0.001,0.0069 -769,0.005,0.0052 -769,0.01,0.0043 -769,0.05,0.0025 -770,0.001,0.0068 -770,0.005,0.005 -770,0.01,0.0043 -770,0.05,0.0025 -771,0.001,0.0069 -771,0.005,0.005 -771,0.01,0.0042 -771,0.05,0.0025 -772,0.001,0.0071 -772,0.005,0.0052 -772,0.01,0.0043 -772,0.05,0.0025 -773,0.001,0.0068 -773,0.005,0.0051 -773,0.01,0.0043 -773,0.05,0.0025 -774,0.001,0.007 -774,0.005,0.0051 -774,0.01,0.0043 -774,0.05,0.0025 -775,0.001,0.0068 -775,0.005,0.0051 -775,0.01,0.0043 -775,0.05,0.0025 -776,0.001,0.0068 -776,0.005,0.0049 -776,0.01,0.0041 -776,0.05,0.0025 -777,0.001,0.007 -777,0.005,0.0051 -777,0.01,0.0043 -777,0.05,0.0025 -778,0.001,0.0071 -778,0.005,0.005 -778,0.01,0.0042 -778,0.05,0.0025 -779,0.001,0.0069 -779,0.005,0.005 -779,0.01,0.0042 -779,0.05,0.0024 -780,0.001,0.0068 -780,0.005,0.0051 -780,0.01,0.0043 -780,0.05,0.0025 -781,0.001,0.007 -781,0.005,0.0051 -781,0.01,0.0043 -781,0.05,0.0025 -782,0.001,0.0069 -782,0.005,0.005 -782,0.01,0.0042 -782,0.05,0.0025 -783,0.001,0.0069 -783,0.005,0.0051 -783,0.01,0.0043 -783,0.05,0.0024 -784,0.001,0.0071 -784,0.005,0.005 -784,0.01,0.0042 -784,0.05,0.0025 -785,0.001,0.0072 -785,0.005,0.0051 -785,0.01,0.0043 -785,0.05,0.0025 -786,0.001,0.007 -786,0.005,0.005 -786,0.01,0.0042 -786,0.05,0.0025 -787,0.001,0.0066 -787,0.005,0.005 -787,0.01,0.0042 -787,0.05,0.0024 -788,0.001,0.0068 -788,0.005,0.005 -788,0.01,0.0043 -788,0.05,0.0024 -789,0.001,0.0069 -789,0.005,0.0051 -789,0.01,0.0043 -789,0.05,0.0024 -790,0.001,0.0067 -790,0.005,0.005 -790,0.01,0.0042 -790,0.05,0.0024 -791,0.001,0.0068 -791,0.005,0.005 -791,0.01,0.0043 -791,0.05,0.0024 -792,0.001,0.007 -792,0.005,0.0051 -792,0.01,0.0042 -792,0.05,0.0024 -793,0.001,0.0072 -793,0.005,0.005 -793,0.01,0.0042 -793,0.05,0.0024 -794,0.001,0.0068 -794,0.005,0.0049 -794,0.01,0.0041 -794,0.05,0.0024 -795,0.001,0.0068 -795,0.005,0.0049 -795,0.01,0.0042 -795,0.05,0.0025 -796,0.001,0.0066 -796,0.005,0.0049 -796,0.01,0.0042 -796,0.05,0.0024 -797,0.001,0.007 -797,0.005,0.005 -797,0.01,0.0042 -797,0.05,0.0024 -798,0.001,0.0067 -798,0.005,0.0048 -798,0.01,0.0041 -798,0.05,0.0024 -799,0.001,0.0066 -799,0.005,0.005 -799,0.01,0.0042 -799,0.05,0.0024 -800,0.001,0.0065 -800,0.005,0.0049 -800,0.01,0.0042 -800,0.05,0.0024 -801,0.001,0.007 -801,0.005,0.005 -801,0.01,0.0042 -801,0.05,0.0024 -802,0.001,0.0069 -802,0.005,0.0049 -802,0.01,0.0041 -802,0.05,0.0024 -803,0.001,0.0067 -803,0.005,0.0048 -803,0.01,0.0041 -803,0.05,0.0024 -804,0.001,0.0068 -804,0.005,0.0049 -804,0.01,0.0041 -804,0.05,0.0023 -805,0.001,0.0063 -805,0.005,0.0049 -805,0.01,0.0041 -805,0.05,0.0024 -806,0.001,0.0067 -806,0.005,0.005 -806,0.01,0.0042 -806,0.05,0.0024 -807,0.001,0.0067 -807,0.005,0.0049 -807,0.01,0.0042 -807,0.05,0.0024 -808,0.001,0.0066 -808,0.005,0.0049 -808,0.01,0.0042 -808,0.05,0.0024 -809,0.001,0.0066 -809,0.005,0.0049 -809,0.01,0.0041 -809,0.05,0.0024 -810,0.001,0.0069 -810,0.005,0.0048 -810,0.01,0.0041 -810,0.05,0.0024 -811,0.001,0.0066 -811,0.005,0.0049 -811,0.01,0.0041 -811,0.05,0.0024 -812,0.001,0.0064 -812,0.005,0.0048 -812,0.01,0.004 -812,0.05,0.0024 -813,0.001,0.0065 -813,0.005,0.0048 -813,0.01,0.0041 -813,0.05,0.0024 -814,0.001,0.0063 -814,0.005,0.0048 -814,0.01,0.004 -814,0.05,0.0023 -815,0.001,0.0066 -815,0.005,0.0049 -815,0.01,0.0041 -815,0.05,0.0023 -816,0.001,0.0067 -816,0.005,0.0049 -816,0.01,0.0041 -816,0.05,0.0023 -817,0.001,0.0065 -817,0.005,0.0049 -817,0.01,0.0041 -817,0.05,0.0024 -818,0.001,0.0067 -818,0.005,0.0047 -818,0.01,0.004 -818,0.05,0.0023 -819,0.001,0.0068 -819,0.005,0.0049 -819,0.01,0.0041 -819,0.05,0.0023 -820,0.001,0.0067 -820,0.005,0.0048 -820,0.01,0.004 -820,0.05,0.0024 -821,0.001,0.0064 -821,0.005,0.0047 -821,0.01,0.004 -821,0.05,0.0023 -822,0.001,0.0066 -822,0.005,0.0047 -822,0.01,0.004 -822,0.05,0.0023 -823,0.001,0.0066 -823,0.005,0.0048 -823,0.01,0.004 -823,0.05,0.0023 -824,0.001,0.0063 -824,0.005,0.0047 -824,0.01,0.004 -824,0.05,0.0023 -825,0.001,0.0066 -825,0.005,0.0048 -825,0.01,0.004 -825,0.05,0.0023 -826,0.001,0.0063 -826,0.005,0.0048 -826,0.01,0.004 -826,0.05,0.0023 -827,0.001,0.0064 -827,0.005,0.0048 -827,0.01,0.004 -827,0.05,0.0023 -828,0.001,0.0063 -828,0.005,0.0047 -828,0.01,0.004 -828,0.05,0.0023 -829,0.001,0.0064 -829,0.005,0.0047 -829,0.01,0.004 -829,0.05,0.0023 -830,0.001,0.0063 -830,0.005,0.0047 -830,0.01,0.0039 -830,0.05,0.0023 -831,0.001,0.0065 -831,0.005,0.0047 -831,0.01,0.004 -831,0.05,0.0023 -832,0.001,0.0067 -832,0.005,0.0048 -832,0.01,0.004 -832,0.05,0.0023 -833,0.001,0.0065 -833,0.005,0.0047 -833,0.01,0.004 -833,0.05,0.0023 -834,0.001,0.0067 -834,0.005,0.0047 -834,0.01,0.004 -834,0.05,0.0023 -835,0.001,0.0066 -835,0.005,0.0047 -835,0.01,0.004 -835,0.05,0.0023 -836,0.001,0.0065 -836,0.005,0.0046 -836,0.01,0.0039 -836,0.05,0.0023 -837,0.001,0.0065 -837,0.005,0.0047 -837,0.01,0.0039 -837,0.05,0.0023 -838,0.001,0.0063 -838,0.005,0.0047 -838,0.01,0.0039 -838,0.05,0.0023 -839,0.001,0.0066 -839,0.005,0.0046 -839,0.01,0.0039 -839,0.05,0.0023 -840,0.001,0.0064 -840,0.005,0.0046 -840,0.01,0.0039 -840,0.05,0.0022 -841,0.001,0.0063 -841,0.005,0.0046 -841,0.01,0.0039 -841,0.05,0.0023 -842,0.001,0.0064 -842,0.005,0.0047 -842,0.01,0.004 -842,0.05,0.0023 -843,0.001,0.0063 -843,0.005,0.0047 -843,0.01,0.0039 -843,0.05,0.0023 -844,0.001,0.0065 -844,0.005,0.0047 -844,0.01,0.004 -844,0.05,0.0023 -845,0.001,0.0061 -845,0.005,0.0047 -845,0.01,0.0039 -845,0.05,0.0023 -846,0.001,0.0066 -846,0.005,0.0046 -846,0.01,0.0039 -846,0.05,0.0022 -847,0.001,0.0063 -847,0.005,0.0047 -847,0.01,0.0039 -847,0.05,0.0023 -848,0.001,0.0064 -848,0.005,0.0046 -848,0.01,0.0039 -848,0.05,0.0022 -849,0.001,0.0066 -849,0.005,0.0048 -849,0.01,0.0039 -849,0.05,0.0023 -850,0.001,0.0062 -850,0.005,0.0046 -850,0.01,0.0039 -850,0.05,0.0023 -851,0.001,0.0063 -851,0.005,0.0047 -851,0.01,0.0039 -851,0.05,0.0023 -852,0.001,0.0066 -852,0.005,0.0047 -852,0.01,0.0039 -852,0.05,0.0022 -853,0.001,0.0063 -853,0.005,0.0045 -853,0.01,0.0038 -853,0.05,0.0023 -854,0.001,0.0063 -854,0.005,0.0047 -854,0.01,0.0039 -854,0.05,0.0022 -855,0.001,0.0066 -855,0.005,0.0047 -855,0.01,0.0039 -855,0.05,0.0022 -856,0.001,0.0066 -856,0.005,0.0046 -856,0.01,0.0039 -856,0.05,0.0022 -857,0.001,0.0063 -857,0.005,0.0046 -857,0.01,0.0039 -857,0.05,0.0022 -858,0.001,0.0064 -858,0.005,0.0046 -858,0.01,0.0039 -858,0.05,0.0022 -859,0.001,0.0066 -859,0.005,0.0046 -859,0.01,0.0039 -859,0.05,0.0022 -860,0.001,0.0061 -860,0.005,0.0045 -860,0.01,0.0038 -860,0.05,0.0022 -861,0.001,0.0063 -861,0.005,0.0046 -861,0.01,0.0038 -861,0.05,0.0022 -862,0.001,0.0063 -862,0.005,0.0046 -862,0.01,0.0039 -862,0.05,0.0022 -863,0.001,0.0062 -863,0.005,0.0045 -863,0.01,0.0039 -863,0.05,0.0022 -864,0.001,0.0062 -864,0.005,0.0046 -864,0.01,0.0038 -864,0.05,0.0022 -865,0.001,0.0063 -865,0.005,0.0046 -865,0.01,0.0038 -865,0.05,0.0022 -866,0.001,0.0065 -866,0.005,0.0046 -866,0.01,0.0038 -866,0.05,0.0022 -867,0.001,0.006 -867,0.005,0.0045 -867,0.01,0.0038 -867,0.05,0.0022 -868,0.001,0.0062 -868,0.005,0.0045 -868,0.01,0.0038 -868,0.05,0.0022 -869,0.001,0.0062 -869,0.005,0.0045 -869,0.01,0.0038 -869,0.05,0.0022 -870,0.001,0.006 -870,0.005,0.0044 -870,0.01,0.0038 -870,0.05,0.0022 -871,0.001,0.0062 -871,0.005,0.0045 -871,0.01,0.0038 -871,0.05,0.0022 -872,0.001,0.0062 -872,0.005,0.0046 -872,0.01,0.0038 -872,0.05,0.0022 -873,0.001,0.0062 -873,0.005,0.0045 -873,0.01,0.0038 -873,0.05,0.0022 -874,0.001,0.0062 -874,0.005,0.0045 -874,0.01,0.0038 -874,0.05,0.0022 -875,0.001,0.0061 -875,0.005,0.0045 -875,0.01,0.0038 -875,0.05,0.0022 -876,0.001,0.0062 -876,0.005,0.0045 -876,0.01,0.0038 -876,0.05,0.0022 -877,0.001,0.0063 -877,0.005,0.0046 -877,0.01,0.0039 -877,0.05,0.0022 -878,0.001,0.0062 -878,0.005,0.0046 -878,0.01,0.0038 -878,0.05,0.0022 -879,0.001,0.0062 -879,0.005,0.0046 -879,0.01,0.0038 -879,0.05,0.0022 -880,0.001,0.0061 -880,0.005,0.0045 -880,0.01,0.0038 -880,0.05,0.0022 -881,0.001,0.006 -881,0.005,0.0045 -881,0.01,0.0038 -881,0.05,0.0022 -882,0.001,0.0063 -882,0.005,0.0044 -882,0.01,0.0037 -882,0.05,0.0021 -883,0.001,0.0062 -883,0.005,0.0045 -883,0.01,0.0037 -883,0.05,0.0021 -884,0.001,0.0061 -884,0.005,0.0044 -884,0.01,0.0037 -884,0.05,0.0022 -885,0.001,0.0061 -885,0.005,0.0044 -885,0.01,0.0036 -885,0.05,0.0021 -886,0.001,0.0062 -886,0.005,0.0044 -886,0.01,0.0037 -886,0.05,0.0021 -887,0.001,0.0056 -887,0.005,0.0043 -887,0.01,0.0037 -887,0.05,0.0022 -888,0.001,0.006 -888,0.005,0.0044 -888,0.01,0.0037 -888,0.05,0.0022 -889,0.001,0.006 -889,0.005,0.0044 -889,0.01,0.0037 -889,0.05,0.0022 -890,0.001,0.006 -890,0.005,0.0044 -890,0.01,0.0037 -890,0.05,0.0021 -891,0.001,0.0061 -891,0.005,0.0044 -891,0.01,0.0037 -891,0.05,0.0021 -892,0.001,0.0062 -892,0.005,0.0044 -892,0.01,0.0037 -892,0.05,0.0021 -893,0.001,0.0061 -893,0.005,0.0044 -893,0.01,0.0037 -893,0.05,0.0021 -894,0.001,0.0061 -894,0.005,0.0044 -894,0.01,0.0038 -894,0.05,0.0022 -895,0.001,0.0058 -895,0.005,0.0043 -895,0.01,0.0037 -895,0.05,0.0021 -896,0.001,0.0063 -896,0.005,0.0044 -896,0.01,0.0037 -896,0.05,0.0022 -897,0.001,0.0058 -897,0.005,0.0044 -897,0.01,0.0037 -897,0.05,0.0021 -898,0.001,0.006 -898,0.005,0.0044 -898,0.01,0.0037 -898,0.05,0.0022 -899,0.001,0.0059 -899,0.005,0.0044 -899,0.01,0.0037 -899,0.05,0.0022 -900,0.001,0.006 -900,0.005,0.0044 -900,0.01,0.0037 -900,0.05,0.0021 -901,0.001,0.0059 -901,0.005,0.0043 -901,0.01,0.0037 -901,0.05,0.0021 -902,0.001,0.0058 -902,0.005,0.0043 -902,0.01,0.0037 -902,0.05,0.0021 -903,0.001,0.006 -903,0.005,0.0043 -903,0.01,0.0036 -903,0.05,0.0021 -904,0.001,0.0062 -904,0.005,0.0045 -904,0.01,0.0037 -904,0.05,0.0021 -905,0.001,0.0058 -905,0.005,0.0043 -905,0.01,0.0037 -905,0.05,0.0021 -906,0.001,0.006 -906,0.005,0.0043 -906,0.01,0.0037 -906,0.05,0.0021 -907,0.001,0.0059 -907,0.005,0.0043 -907,0.01,0.0037 -907,0.05,0.0021 -908,0.001,0.0058 -908,0.005,0.0042 -908,0.01,0.0036 -908,0.05,0.0021 -909,0.001,0.0058 -909,0.005,0.0042 -909,0.01,0.0037 -909,0.05,0.0021 -910,0.001,0.0061 -910,0.005,0.0044 -910,0.01,0.0036 -910,0.05,0.0021 -911,0.001,0.0058 -911,0.005,0.0043 -911,0.01,0.0036 -911,0.05,0.0021 -912,0.001,0.0059 -912,0.005,0.0043 -912,0.01,0.0036 -912,0.05,0.0021 -913,0.001,0.006 -913,0.005,0.0044 -913,0.01,0.0037 -913,0.05,0.0021 -914,0.001,0.0062 -914,0.005,0.0043 -914,0.01,0.0036 -914,0.05,0.0021 -915,0.001,0.0061 -915,0.005,0.0042 -915,0.01,0.0036 -915,0.05,0.0021 -916,0.001,0.006 -916,0.005,0.0043 -916,0.01,0.0036 -916,0.05,0.0021 -917,0.001,0.0057 -917,0.005,0.0042 -917,0.01,0.0036 -917,0.05,0.0021 -918,0.001,0.0057 -918,0.005,0.0041 -918,0.01,0.0035 -918,0.05,0.0021 -919,0.001,0.0059 -919,0.005,0.0043 -919,0.01,0.0036 -919,0.05,0.0021 -920,0.001,0.0059 -920,0.005,0.0042 -920,0.01,0.0036 -920,0.05,0.0021 -921,0.001,0.006 -921,0.005,0.0042 -921,0.01,0.0035 -921,0.05,0.0021 -922,0.001,0.0057 -922,0.005,0.0043 -922,0.01,0.0036 -922,0.05,0.0021 -923,0.001,0.006 -923,0.005,0.0042 -923,0.01,0.0036 -923,0.05,0.0021 -924,0.001,0.0056 -924,0.005,0.0042 -924,0.01,0.0035 -924,0.05,0.0021 -925,0.001,0.0058 -925,0.005,0.0042 -925,0.01,0.0035 -925,0.05,0.0021 -926,0.001,0.0058 -926,0.005,0.0042 -926,0.01,0.0036 -926,0.05,0.0021 -927,0.001,0.0059 -927,0.005,0.0042 -927,0.01,0.0036 -927,0.05,0.0021 -928,0.001,0.0058 -928,0.005,0.0042 -928,0.01,0.0036 -928,0.05,0.0021 -929,0.001,0.0058 -929,0.005,0.0041 -929,0.01,0.0035 -929,0.05,0.002 -930,0.001,0.0058 -930,0.005,0.0042 -930,0.01,0.0036 -930,0.05,0.002 -931,0.001,0.0058 -931,0.005,0.0042 -931,0.01,0.0035 -931,0.05,0.002 -932,0.001,0.006 -932,0.005,0.0043 -932,0.01,0.0036 -932,0.05,0.0021 -933,0.001,0.0056 -933,0.005,0.0042 -933,0.01,0.0035 -933,0.05,0.0021 -934,0.001,0.0057 -934,0.005,0.0043 -934,0.01,0.0036 -934,0.05,0.002 -935,0.001,0.0058 -935,0.005,0.0042 -935,0.01,0.0035 -935,0.05,0.0021 -936,0.001,0.0058 -936,0.005,0.0042 -936,0.01,0.0035 -936,0.05,0.002 -937,0.001,0.0058 -937,0.005,0.0042 -937,0.01,0.0035 -937,0.05,0.002 -938,0.001,0.0056 -938,0.005,0.0041 -938,0.01,0.0035 -938,0.05,0.002 -939,0.001,0.0057 -939,0.005,0.0042 -939,0.01,0.0035 -939,0.05,0.002 -940,0.001,0.0058 -940,0.005,0.0042 -940,0.01,0.0035 -940,0.05,0.002 -941,0.001,0.0057 -941,0.005,0.0042 -941,0.01,0.0035 -941,0.05,0.002 -942,0.001,0.0055 -942,0.005,0.0042 -942,0.01,0.0035 -942,0.05,0.0021 -943,0.001,0.0059 -943,0.005,0.0042 -943,0.01,0.0035 -943,0.05,0.002 -944,0.001,0.0056 -944,0.005,0.0041 -944,0.01,0.0034 -944,0.05,0.002 -945,0.001,0.0056 -945,0.005,0.0041 -945,0.01,0.0035 -945,0.05,0.002 -946,0.001,0.0059 -946,0.005,0.0042 -946,0.01,0.0035 -946,0.05,0.002 -947,0.001,0.0057 -947,0.005,0.0042 -947,0.01,0.0035 -947,0.05,0.002 -948,0.001,0.0054 -948,0.005,0.0041 -948,0.01,0.0035 -948,0.05,0.002 -949,0.001,0.0057 -949,0.005,0.0041 -949,0.01,0.0035 -949,0.05,0.002 -950,0.001,0.0055 -950,0.005,0.0041 -950,0.01,0.0035 -950,0.05,0.002 -951,0.001,0.0056 -951,0.005,0.0041 -951,0.01,0.0035 -951,0.05,0.002 -952,0.001,0.0057 -952,0.005,0.004 -952,0.01,0.0034 -952,0.05,0.002 -953,0.001,0.0058 -953,0.005,0.0041 -953,0.01,0.0035 -953,0.05,0.002 -954,0.001,0.0056 -954,0.005,0.004 -954,0.01,0.0034 -954,0.05,0.002 -955,0.001,0.0059 -955,0.005,0.004 -955,0.01,0.0035 -955,0.05,0.002 -956,0.001,0.0057 -956,0.005,0.0041 -956,0.01,0.0035 -956,0.05,0.002 -957,0.001,0.0054 -957,0.005,0.0041 -957,0.01,0.0035 -957,0.05,0.002 -958,0.001,0.0057 -958,0.005,0.0041 -958,0.01,0.0035 -958,0.05,0.002 -959,0.001,0.0057 -959,0.005,0.0041 -959,0.01,0.0034 -959,0.05,0.002 -960,0.001,0.0057 -960,0.005,0.0041 -960,0.01,0.0034 -960,0.05,0.002 -961,0.001,0.0055 -961,0.005,0.004 -961,0.01,0.0034 -961,0.05,0.002 -962,0.001,0.0056 -962,0.005,0.004 -962,0.01,0.0034 -962,0.05,0.002 -963,0.001,0.0056 -963,0.005,0.0041 -963,0.01,0.0035 -963,0.05,0.002 -964,0.001,0.0055 -964,0.005,0.004 -964,0.01,0.0034 -964,0.05,0.002 -965,0.001,0.0054 -965,0.005,0.004 -965,0.01,0.0034 -965,0.05,0.002 -966,0.001,0.0055 -966,0.005,0.004 -966,0.01,0.0033 -966,0.05,0.002 -967,0.001,0.0053 -967,0.005,0.004 -967,0.01,0.0034 -967,0.05,0.002 -968,0.001,0.0055 -968,0.005,0.0041 -968,0.01,0.0034 -968,0.05,0.002 -969,0.001,0.0057 -969,0.005,0.004 -969,0.01,0.0034 -969,0.05,0.002 -970,0.001,0.0055 -970,0.005,0.0041 -970,0.01,0.0034 -970,0.05,0.002 -971,0.001,0.0055 -971,0.005,0.004 -971,0.01,0.0034 -971,0.05,0.002 -972,0.001,0.0055 -972,0.005,0.004 -972,0.01,0.0034 -972,0.05,0.002 -973,0.001,0.0056 -973,0.005,0.004 -973,0.01,0.0034 -973,0.05,0.002 -974,0.001,0.0054 -974,0.005,0.0041 -974,0.01,0.0034 -974,0.05,0.002 -975,0.001,0.0056 -975,0.005,0.004 -975,0.01,0.0034 -975,0.05,0.0019 -976,0.001,0.0053 -976,0.005,0.004 -976,0.01,0.0034 -976,0.05,0.002 -977,0.001,0.0056 -977,0.005,0.004 -977,0.01,0.0034 -977,0.05,0.0019 -978,0.001,0.0054 -978,0.005,0.004 -978,0.01,0.0033 -978,0.05,0.002 -979,0.001,0.0055 -979,0.005,0.004 -979,0.01,0.0034 -979,0.05,0.002 -980,0.001,0.0055 -980,0.005,0.004 -980,0.01,0.0034 -980,0.05,0.002 -981,0.001,0.0055 -981,0.005,0.0041 -981,0.01,0.0034 -981,0.05,0.0019 -982,0.001,0.0055 -982,0.005,0.004 -982,0.01,0.0033 -982,0.05,0.002 -983,0.001,0.0056 -983,0.005,0.004 -983,0.01,0.0034 -983,0.05,0.0019 -984,0.001,0.0055 -984,0.005,0.004 -984,0.01,0.0034 -984,0.05,0.0019 -985,0.001,0.0054 -985,0.005,0.004 -985,0.01,0.0033 -985,0.05,0.0019 -986,0.001,0.0055 -986,0.005,0.004 -986,0.01,0.0033 -986,0.05,0.0019 -987,0.001,0.0055 -987,0.005,0.004 -987,0.01,0.0034 -987,0.05,0.002 -988,0.001,0.0054 -988,0.005,0.004 -988,0.01,0.0034 -988,0.05,0.0019 -989,0.001,0.0056 -989,0.005,0.004 -989,0.01,0.0034 -989,0.05,0.0019 -990,0.001,0.0056 -990,0.005,0.0039 -990,0.01,0.0033 -990,0.05,0.0019 -991,0.001,0.0053 -991,0.005,0.0039 -991,0.01,0.0033 -991,0.05,0.0019 -992,0.001,0.0054 -992,0.005,0.004 -992,0.01,0.0034 -992,0.05,0.0019 -993,0.001,0.0055 -993,0.005,0.004 -993,0.01,0.0033 -993,0.05,0.0019 -994,0.001,0.0052 -994,0.005,0.004 -994,0.01,0.0034 -994,0.05,0.0019 -995,0.001,0.0054 -995,0.005,0.0039 -995,0.01,0.0033 -995,0.05,0.0019 -996,0.001,0.0052 -996,0.005,0.0039 -996,0.01,0.0033 -996,0.05,0.0019 -997,0.001,0.0053 -997,0.005,0.004 -997,0.01,0.0033 -997,0.05,0.002 -998,0.001,0.0054 -998,0.005,0.0039 -998,0.01,0.0033 -998,0.05,0.0019 diff --git a/src/dolphin/workflows/config/_common.py b/src/dolphin/workflows/config/_common.py index f83ff0c5..106c0f84 100644 --- a/src/dolphin/workflows/config/_common.py +++ b/src/dolphin/workflows/config/_common.py @@ -109,7 +109,11 @@ class PhaseLinkingOptions(BaseModel, extra="forbid"): shp_method: ShpMethod = ShpMethod.GLRT shp_alpha: float = Field( 0.005, - description="Significance level (probability of false alarm) for SHP tests.", + description=( + "Significance level (probability of false alarm) for SHP tests. Lower" + " numbers include more pixels within the multilook window during covariance" + " estimation." + ), gt=0.0, lt=1.0, ) From 54404bc5cadeaafa478598d27c664f02475338b2 Mon Sep 17 00:00:00 2001 From: Scott Staniewicz Date: Sun, 20 Oct 2024 22:15:41 -0400 Subject: [PATCH 2/4] default 0.001 --- src/dolphin/workflows/config/_common.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/dolphin/workflows/config/_common.py b/src/dolphin/workflows/config/_common.py index 106c0f84..517344c5 100644 --- a/src/dolphin/workflows/config/_common.py +++ b/src/dolphin/workflows/config/_common.py @@ -108,7 +108,7 @@ class PhaseLinkingOptions(BaseModel, extra="forbid"): ) shp_method: ShpMethod = ShpMethod.GLRT shp_alpha: float = Field( - 0.005, + 0.001, description=( "Significance level (probability of false alarm) for SHP tests. Lower" " numbers include more pixels within the multilook window during covariance" From 9b4c9c9ff3e4c78713fb17bb53cf7982bb4c900e Mon Sep 17 00:00:00 2001 From: Scott Staniewicz Date: Mon, 21 Oct 2024 12:11:08 -0400 Subject: [PATCH 3/4] test smaller alphas --- tests/test_shp.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_shp.py b/tests/test_shp.py index b3743459..56db285e 100644 --- a/tests/test_shp.py +++ b/tests/test_shp.py @@ -184,7 +184,7 @@ def test_shp_glrt_nodata_0(mean, var, strides): @pytest.mark.parametrize("method", ["glrt", "ks"]) -@pytest.mark.parametrize("alpha", [0.01, 0.05]) +@pytest.mark.parametrize("alpha", [0.001, 0.005]) @pytest.mark.parametrize("strides", [{"x": 1, "y": 1}, {"x": 2, "y": 2}]) def test_shp_statistics(method, alpha, strides): """Check that with repeated tries, the alpha is correct.""" From 9ef02a24f505b9f09aea0850b9152e386ebb025e Mon Sep 17 00:00:00 2001 From: Scott Staniewicz Date: Mon, 21 Oct 2024 12:21:01 -0400 Subject: [PATCH 4/4] specify log in temp dir --- tests/test_workflows_displacement.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/tests/test_workflows_displacement.py b/tests/test_workflows_displacement.py index 3cff98c1..535c51db 100644 --- a/tests/test_workflows_displacement.py +++ b/tests/test_workflows_displacement.py @@ -197,6 +197,7 @@ def test_displacement_run_extra_reference_date( pytest.skip(reason="spurt unwrapper not installed") with tmpdir.as_cwd(): + log_file = Path() / "dolphin.log" cfg = config.DisplacementWorkflow( # start_date = 20220101 # shape = (4, 128, 128) @@ -208,6 +209,7 @@ def test_displacement_run_extra_reference_date( phase_linking={ "ministack_size": 4, }, + log_file=log_file, ) paths = displacement.run(cfg) @@ -245,3 +247,4 @@ def test_displacement_run_extra_reference_date( ] assert all(get_raster_units(p) == "radians" for p in paths.unwrapped_paths) + log_file.unlink()