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anisotropic stishovite model
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bobmyhill committed Mar 25, 2024
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36 changes: 36 additions & 0 deletions contrib/anisotropic_stishovite/Readme.md
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## Companion code to
# A self-consistent Landau formalism to model instantaneous and time-dependent elastic softening and second order phase transitions in anisotropic phases, with application to stishovite
## R. Myhill

The python scripts contained in this directory accompany the paper
submitted by Myhill (2024).
There are comments in each of the scripts, so it is hoped that by reading
these in tandem with the original paper, the reader will get a feel
for how to use the code for their own purposes.

The scripts contained in this directory are as follows:

stishovite_data.py
------------------
This script packages all of the data in the data directory into convenient
dictionaries.

stishovite_parameters.py
------------------------
This script provides the final fitted parameters for the model,
along with the bounds used during fitting.

stishovite_model.py
-------------------
This file makes the burnman solution objects from the parameters.
The function get_models() also modifies the Zhang elasticity data
based on the model parameters, as described in the paper.

stishovite_fit_eos.py
---------------------
This script allows the user to refine the model parameters
based on the experimental data.

stishovite_model_plots.py
-------------------------
This script creates all of the plots presented in the paper.
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# P P_err a a_err b b_err c c_err V V_err
66.31 0.19893 3.8971 0.0007 4.0008 0.0008 2.5658 0.0002 40.005 0.013
69.58 0.20874 3.8829 0.0007 3.9955 0.0007 2.5608 0.0003 39.729 0.013
76.42 0.22926 3.8467 0.0011 4.0114 0.0012 2.5509 0.0004 39.363 0.021
81.72 0.24516 3.8325 0.0009 3.9848 0.001 2.5438 0.0002 38.848 0.016
89.39 0.26817 3.817 0.001 3.9787 0.0011 2.5339 0.0002 38.481 0.017
94.64 0.28392 3.8014 0.001 3.975 0.0011 2.5279 0.0002 38.198 0.017
99.41 0.29823 3.7882 0.0009 3.9709 0.001 2.5221 0.0002 37.939 0.016
103.7 0.3111 3.7773 0.001 3.9664 0.0011 2.5169 0.0003 37.709 0.017
106.9 0.3207 3.7675 0.0006 3.9576 0.0007 2.513 0.0002 37.469 0.011
114.6 0.3438 3.7505 0.0007 3.9533 0.0008 2.5065 0.0003 37.164 0.013
120.4 0.3612 3.7364 0.0007 3.9482 0.0008 2.4998 0.0002 36.876 0.013
124.1 0.3723 3.727 0.0008 3.9449 0.0009 2.496 0.0003 36.699 0.013
128 0.384 3.7201 0.0008 3.9422 0.0009 2.4913 0.0003 36.535 0.014
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# P P_err a a_err c c_err V V_err
0.0001 0.00001 4.17755 0.00016 2.66518 0.00034 46.5126 0.0061
1.168 0.006 4.17119 0.00027 2.66356 0.0003 46.3429 0.0053
2.299 0.008 4.16504 0.00011 2.6618 0.00024 46.1756 0.0043
3.137 0.008 4.16051 0.00014 2.66062 0.00029 46.055 0.0051
4.252 0.008 4.15488 0.00013 2.65868 0.00026 45.8969 0.0045
5.037 0.011 4.15084 0.00015 2.65767 0.0003 45.7902 0.0053
5.851 0.009 4.14669 0.00012 2.65612 0.00022 45.6721 0.0038
6.613 0.008 4.14323 0.00014 2.6547 0.00027 45.5715 0.005
7.504 0.009 4.13888 0.00012 2.6534 0.00022 45.4536 0.0041
8.264 0.011 4.13555 0.00015 2.65226 0.0003 45.3609 0.0056
9.635 0.012 4.12962 0.00011 2.64976 0.00023 45.1885 0.0042
11.69 0.03507 4.1217 0.0001 2.6458 0.0001 44.947 0.002
17.67 0.05301 4.0962 0.0001 2.6381 0.0001 44.264 0.002
22.38 0.06714 4.0781 0.0001 2.6321 0.0002 43.776 0.003
29.38 0.08814 4.0552 0.0003 2.6192 0.0005 43.073 0.009
37.71 0.11313 4.0287 0.0003 2.6048 0.0004 42.278 0.008
46.03 0.13809 4.0035 0.0004 2.5919 0.001 41.544 0.017
52.73 0.15819 3.9859 0.0004 2.5806 0.0004 40.999 0.009
26.32 0.07896 4.0576 0.0002 2.6217 0.0003 43.164 0.006
30.98 0.09294 4.044 0.0002 2.6155 0.0003 42.772 0.005
34.21 0.10263 4.0308 0.0001 2.6101 0.0002 42.407 0.003
38.45 0.11535 4.0207 0.0002 2.6037 0.0002 42.093 0.004
43.37 0.13011 4.003 0.0002 2.5966 0.0002 41.61 0.004
47.49 0.14247 3.9907 0.0003 2.5921 0.0004 41.28 0.007
50.47 0.15141 3.9836 0.0002 2.5837 0.0004 41 0.008
55.91 0.16773 3.9755 0.0003 2.5767 0.0008 40.724 0.013
57.56 0.17268 3.9725 0.0003 2.5788 0.0009 40.695 0.015
138 changes: 138 additions & 0 deletions contrib/anisotropic_stishovite/data/Fischer_2018_stishovite.dat

Large diffs are not rendered by default.

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# T(K) a a_err b b_err c c_err V V_err
291.15 4.1789 0.00208945 4.1789 0.00208945 2.6664 0.00208945 46.56389037 0.049147819
413.15 4.1834 0.0020917 4.1834 0.0020917 2.666 0.0020917 46.6572276 0.049279652
473.15 4.1852 0.0020926 4.1852 0.0020926 2.6667 0.0020926 46.70964797 0.049339583
523.15 4.1864 0.0020932 4.1864 0.0020932 2.6674 0.0020932 46.74870559 0.0493815
573.15 4.1881 0.00209405 4.1881 0.00209405 2.6672 0.00209405 46.78317239 0.049431031
773.15 4.195 0.0020975 4.195 0.0020975 2.6699 0.0020975 46.98496695 0.049661643
291.15 4.1795 0.00208975 4.1795 0.00208975 2.6649 0.00208975 46.55106014 0.049153415

663.15 4.1922 0.0020961 4.1922 0.0020961 2.6686 0.0020961 46.89941969 0.049566275
723.15 4.1937 0.00209685 4.1937 0.00209685 2.6698 0.00209685 46.95409215 0.04962154
773.15 4.1951 0.00209755 4.1951 0.00209755 2.67 0.00209755 46.98896691 0.049665497
823.15 4.1967 0.00209835 4.1967 0.00209835 2.6713 0.00209835 47.04771265 0.049724693
873.15 4.1987 0.00209935 4.1987 0.00209935 2.6713 0.00209935 47.09256592 0.049785202
62 changes: 62 additions & 0 deletions contrib/anisotropic_stishovite/data/Wang_2012_stv.dat
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# This paper was almost solely studying stv.
# Just a few post-stv data points, not in this table
# (see their Fig 2)
# Data Number T (K) P (GPa) Stishovite Au V (Å3)
a (Å) c (Å) V (Å3)
M1034007 1300 19.32(10) 4.1145(3) 2.6464(4) 44.80(2) 63.84(2)
M1034008 1100 18.9(2) 4.1105(3) 2.6443(2) 44.68(2) 63.57(3)
M1034009 900 18.5(2) 4.1062(4) 2.6422(3) 44.55(2) 63.30(4)
M1034010 700 17.9(2) 4.1031(2) 2.6390(2) 44.43(3) 63.08(3)
M1034011 500 17.5(2) 4.1002(4) 2.6377(4) 44.34(3) 62.84(2)
M1034012 300 16.85(12) 4.0987(3) 2.6359(2) 44.28(2) 62.66(2)
M1036003 1300 25.6(2) 4.0866(2) 2.6345(3) 44.00(2) 62.24(2)
M1036004 1100 25.02(2) 4.0828(3) 2.6337(4) 43.90(2) 62.04(2)
M1036005 900 24.6(3) 4.0792(6) 2.6304(9) 43.77(4) 61.82(4)
M1036006 700 24.1(2) 4.07704(5) 2.62788(8) 43.681(4) 61.64(2)
M1036007 500 23.4(2) 4.0751(4) 2.6235(9) 43.60(5) 61.48(3)
M1036008 300 23.05(10) 4.0743(4) 2.6237(5) 43.55(4) 61.28(1)
M1036012 1300 30.9(2) 4.0630(2) 2.6260(4) 43.35(4) 61.06(3)
M1036013 1100 30.3(2) 4.0600(4) 2.6232(3) 43.24(2) 60.90(2)
M1036014 900 29.98(2) 4.0591(4) 2.6197(3) 43.16(3) 60.70(3)
M1036015 700 29.5(2) 4.0545(3) 2.6192(2) 43.06(3) 60.5(2)
M1036016 500 29.1(3) 4.0538(4) 2.6181(5) 43.02(2) 60.36(3)
M1036017 300 28.5(2) 4.0513(7) 2.6167(5) 42.95(4) 60.22(2)
M914003 1700 38.5(4) 4.0462(4) 2.6211(6) 42.91(3) 60.08(4)
M914005 1500 37.7(3) 4.0425(4) 2.6193(7) 42.80(3) 59.98(3)
M914006 1300 37.4(4) 4.0392(5) 2.6172(8) 42.70(4) 59.80(4)
M914007 1100 36.7(4) 4.0365(6) 2.6155(10) 42.62(5) 59.68(5)
M914008 900 36.4(4) 4.0340(7) 2.6135(10) 42.53(5) 59.50(4)
M914009 700 35.9(3) 4.0322(5) 2.6121(9) 42.47(4) 59.36(3)
M914010 500 35.1(2) 4.0308(4) 2.6109(7) 42.42(3) 59.28(3)
M914011 300 34.2(3) 4.0302(4) 2.6105(7) 42.40(3) 59.21(3)
M942004 1700 40.4(4) 4.0406(4) 2.6177(7) 42.74(3) 59.74(4)
M942005 1500 40.1(4) 4.0362(3) 2.6153(5) 42.60(2) 59.54(4)
M942006 1300 39.3(3) 4.0339(4) 2.6125(7) 42.51(3) 59.46(3)
M942007 1100 39.0(2) 4.0310(3) 2.6106(6) 42.42(3) 59.27(2)
M942008 900 38.5(2) 4.0290(5) 2.6085(9) 42.34(4) 59.13(2)
M942009 700 38.0(2) 4.0263(4) 2.6070(7) 42.26(3) 59.00(2)
M942010 500 37.4(2) 4.0247(2) 2.6062(4) 42.21(2) 58.89(3)
M942011 300 36.8(3) 4.0234(4) 2.6058(8) 42.18(4) 58.77(3)
M915004 1700 46.1(5) 4.0201(5) 2.6081(8) 42.15(4) 58.75(5)
M915005 1500 45.9(2) 4.0168(4) 2.6056(7) 42.04(4) 58.56(2)
M915006 1300 45.6(4) 4.0143(3) 2.6039(5) 41.96(2) 58.40(4)
M915007 1100 44.88(11) 4.0117(3) 2.6024(6) 41.88(3) 58.31(1)
M915008 900 44.5(2) 4.0095(3) 2.6010(5) 41.81(2) 58.17(2)
M915009 700 43.9(2) 4.0079(2) 2.5993(4) 41.75(2) 58.07(2)
M915010 500 43.3(2) 4.0064(4) 2.5988(8) 41.71(4) 57.97(4)
M915011 300 42.5(4) 4.0058(3) 2.5977(5) 41.68(2) 57.89(5)
M941009 1700 48.1(3) 4.01369(10) 2.60407(10) 41.951(14) 58.41(2)
M941010 1500 47.8(4) 4.01017(10) 2.60158(10) 41.837(14) 58.26(3)
M941011 1300 47.4(2) 4.0063(3) 2.5999(6) 41.73(3) 58.12(4)
M941012 1100 47.3(2) 4.0036(2) 2.5977(4) 41.64(2) 57.94(2)
M941013 900 47.10(13) 4.0004(3) 2.5954(5) 41.54(2) 57.78(2)
M941014 700 47.1(2) 3.9972(4) 2.5939(6) 41.45(3) 57.60(3)
M941015 500 46.6(2) 3.9957(4) 2.5924(6) 41.39(3) 57.48(2)
M941016 300 46.16(12) 3.9948(3) 2.5916(6) 41.36(3) 57.373(10)
M922006 1300 54.4(3) 3.9863(4) 2.5901(7) 41.16(3) 57.10(4)
M922007 1100 54.5(3) 3.9833(4) 2.5877(7) 41.06(3) 56.91(3)
M922008 900 54.4(2) 3.9801(7) 2.5857(12) 40.96(6) 56.76(3)
M922009 700 54.0(3) 3.9781(4) 2.5839(6) 40.89(3) 56.64(2)
M922010 500 53.7(4) 3.9758(7) 2.5822(13) 40.82(6) 56.53(3)
M922011 300 53.4(4) 3.9750(7) 2.5819(12) 40.80(5) 56.41(3)
@@ -0,0 +1,26 @@
# P Perr V Verr D Derr thetavar thetavarerr angle angleerr
0 0.00001 7.351 0.002 0.01278 0.00003 27.186 0.007 0 0.001
2.8 0.1 7.319 0.004 0.01196 0.00007 27.75 0.02 0 0.001
7.8 0.1 7.224 0.008 0.00923 0.0001 27.35 0.03 0 0.001
13 0.2 7.128 0.008 0.00745 0.00008 26.7 0.03 0 0.001
16 0.1 7.075 0.008 0.00685 0.00008 27.52 0.03 0 0.001
16.9 0.3 7.057 0.009 0.00711 0.00011 27.16 0.03 0 0.001
19.7 0.1 6.988 0.008 0.00537 0.00006 25.96 0.03 0 0.001
21.4 0.1 6.994 0.009 0.00582 0.00007 27.92 0.03 0 0.001
26.8 0.2 6.895 0.008 0.00662 0.00008 28.91 0.03 0 0.001
28.5 0.2 6.828 0.009 0.00412 0.00005 27.16 0.03 0 0.001
33.8 0.2 6.738 0.005 0.00325 0.00003 27.32 0.02 0 0.001
40.4 0.2 6.659 0.005 0.00276 0.00002 28.01 0.02 0 0.001
48.7 0.2 6.542 0.008 0.00075 0.00001 26.66 0.03 0 0.001
49.8 0.2 6.522 0.01 0.00053 0.00001 25.85 0.04 0 0.2
52.4 0.2 6.53 0.013 0.00036 0.00004 26.85 0.05 2.1 0.2
54.2 0.2 6.511 0.013 0.00225 0.00001 25.52 0.05 2.6 0.2
55.6 0.2 6.473 0.008 0.00076 0.00001 26.71 0.03 2.5 0.1
58.6 0.3 6.466 0.013 0.00204 0.00004 24.52 0.05 3.3 0.2
62 0.3 6.435 0.016 0.0027 0.00007 23.63 0.06 3.8 0.2
64.4 0.3 6.418 0.018 0.00274 0.00011 24.92 0.07 4 0.2
65.8 0.3 6.405 0.014 0.00221 0.00005 25.31 0.05 4.2 0.2
68 0.3 6.386 0.013 0.00366 0.00007 23.79 0.05 4.6 0.2
71 0.3 6.356 0.009 0.00304 0.00004 24.26 0.03 4.9 0.1
73.8 0.3 6.341 0.013 0.00396 0.00008 23.68 0.05 5.1 0.2
75.3 0.3 6.3 0.008 0.00259 0.00003 24.29 0.03 5.4 0.1
@@ -0,0 +1,31 @@
# P  err C11  err C12  err C13  err C22  err C23  err C33  err C44  err C55  err C66  err ρ  err
# (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (GPa)  (g/cm3)  (g/cm3) 
# Platelet P1 
0.0001 0.00001 454.2 2.4 196.1 3.1 193 3.3 454.2 2.4 193 3.3 760.2 6.9 261.6 1.6 261.6 1.6 319.7 2 4.286 0.001
26.4 0.8 558.2 4 371.6 5 233.5 2.8 558.2 4 233.5 2.8 847.5 6.2 302.6 1.9 302.6 1.9 396.2 3.2 4.598 0.001
# Platelet P2 
8.2 0.3 491.3 1.9 248.7 2.3 205.7 6.8 491.3 1.9 205.7 6.8 787.8 33.6 275.8 2.5 275.8 2.5 344.8 1.6 4.392 0.001
10.9 0.1 502.2 0.5 266.2 0.7 210.1 1.9 502.2 0.5 210.1 1.9 800.8 38 280 0.4 280 0.4 352.8 0.4 4.425 0.001
14.6 0.1 516.9 1.3 290.8 1.6 215.3 4.4 516.9 1.3 215.3 4.4 812.6 42 286 1.4 286 1.4 363.6 0.9 4.469 0.001
23.8 0.1 548.9 1.4 353.8 1.7 228.6 4.9 548.9 1.4 228.6 4.9 843.2 45 299.4 1.4 299.4 1.4 389.4 1.2 4.571 0.001
32.6 0.1 574.2 1.2 418 1.4 240.4 4 574.2 1.2 240.4 4 867.1 49 311.8 1.4 311.8 1.4 413.2 1 4.662 0.001
38.7 0.4 587.9 1.8 464.5 2.1 248.1 6.4 587.9 1.8 248.1 6.4 881.8 52 319.7 1.9 319.7 1.9 429.1 1.5 4.721 0.001
42.3 0.2 594.4 1.8 494.1 2.1 252.2 5.9 594.4 1.8 252.2 5.9 889.8 55 324.5 1.6 324.5 1.6 438.8 1.7 4.756 0.001
50.1 0.2 603.5 5.3 559.9 6 262.1 16.3 603.5 5.3 262.1 16.3 905 58 334.1 5.3 334.1 5.3 458.5 4.8 4.826 0.001
# Platelet P3 
17.9 0.1 531.2 3.5 310.7 7.8 220.8 3.2 531.2 3.5 220.8 3.2 823.4 3 290.6 1.5 290.6 1.5 371.4 3.6 4.507 0.001
20.8 0.1 539.2 4.8 331.9 10.3 224.1 4.1 539.2 4.8 224.1 4.1 832.6 4 294.5 2.1 294.5 2.1 382.2 5 4.538 0.001
28.5 0.5 564.2 4.8 386.7 10.9 230.2 3.6 564.2 4.8 230.2 3.6 855.7 3.4 306.6 1.7 306.6 1.7 403.7 4.5 4.62 0.001
35.3 0.3 583.9 4.5 440.1 9.9 240.3 3.9 583.9 4.5 240.3 3.9 873.2 3.4 315.9 1.8 315.9 1.8 416.4 4.4 4.688 0.001
41 0.3 592.7 3.2 482.6 8.2 251.4 2.2 592.7 3.2 251.4 2.2 886.6 2 322.8 1 322.8 1 434.4 5.1 4.743 0.001
42.3 0.1 594.7 3.9 492.7 7.7 250.2 3.3 594.7 3.9 250.2 3.3 890.9 2.9 324.3 1.5 324.3 1.5 439.7 4.1 4.755 0.001
44.1 0.1 597.4 5.8 505.5 12 253.5 5.2 597.4 5.8 253.5 5.2 894.4 4.5 327.2 2.3 327.2 2.3 444.6 6.1 4.772 0.001
45.8 0.2 599.7 3.8 521.9 8.7 256.3 3.3 599.7 3.8 256.3 3.3 898.2 2.9 329.1 1.6 329.1 1.6 447.4 4.4 4.788 0.001
47.9 0.1 600.6 3.7 540 6.7 258.6 3 600.6 3.7 258.6 3 903.7 2.9 331.4 1.4 331.4 1.4 454.9 3.5 4.807 0.001
49.1 0.2 603 3.8 549.4 7.6 260.4 3.2 603 3.8 260.4 3.2 905.7 3 333.1 1.4 333.1 1.4 456.6 3.9 4.818 0.001
52.1 0.2 605.5 4 578.6 8.3 264.2 3.5 605.5 4 264.2 3.5 912.2 3.1 336.4 1.5 336.4 1.5 462.4 4.1 4.844 0.001
55 0.5 605.9 5 605.5 9.4 267.6 4.2 605.9 5 267.6 4.2 918.5 3.8 339.8 1.8 339.8 1.8 470.2 5 4.869 0.002
57.2 0.1 593.8 36.8 594.9 5.8 237.4 9.6 673.8 3.3 298.4 2.4 920.1 1.6 346 1.2 338.8 1.5 475.9 2.7 4.899 0.002
60.1 0.2 609 92 585.6 20.6 226.1 29.8 723.5 10.2 310.8 7.4 922.2 4.8 351.8 3.5 340.4 4.3 483.3 8.8 4.929 0.002
64.2 0.2 648.5 96.8 576 17.4 219.3 25.8 779.6 8.9 322 6.4 926.3 4.2 357.9 3.4 343 4.1 494.5 6.3 4.971 0.002
69.7 0.3 695.2 99.8 572.7 19.9 215.5 26.4 838.7 9.4 331.4 6.3 932.3 4.1 365.5 3.7 347 4.6 507.2 6.5 5.026 0.002
@@ -0,0 +1,39 @@
# P (GPa)  err a (A)  err b (A)  err c (A)  err V (Å)  err ρ (g/cm3)  err
0.0001  0.000001 4.1771 0.001 4.1771 0.001 2.669 0.0008 46.57 0.03 4.286 0.003
4.3 0.1 4.1539 0.0006 4.1539 0.0006 2.6611 0.0008 45.92 0.01 4.347 0.001
5.9 0.1 4.1466 0.0006 4.1466 0.0006 2.6596 0.0008 45.73 0.01 4.365 0.001
7.4 0.1 4.1387 0.0006 4.1387 0.0006 2.6561 0.0008 45.5 0.01 4.388 0.001
9 0.1 4.1319 0.0006 4.1319 0.0006 2.6541 0.0008 45.31 0.01 4.405 0.001
10.4 0.1 4.1255 0.0006 4.1255 0.0006 2.6518 0.0008 45.13 0.01 4.423 0.001
12.8 0.1 4.1156 0.0006 4.1156 0.0006 2.6479 0.0008 44.85 0.01 4.451 0.001
14.8 0.1 4.1074 0.0006 4.1074 0.0006 2.6446 0.0008 44.62 0.01 4.474 0.001
16.1 0.1 4.1023 0.0006 4.1023 0.0006 2.6424 0.0008 44.47 0.01 4.489 0.001
17.1 0.1 4.0992 0.0006 4.0992 0.0006 2.6416 0.0008 44.39 0.01 4.497 0.001
18.3 0.1 4.0949 0.0006 4.0949 0.0006 2.6395 0.0008 44.26 0.01 4.51 0.001
19.6 0.1 4.09 0.0006 4.09 0.0006 2.6375 0.0008 44.12 0.01 4.524 0.001
19.8 0.1 4.0889 0.0006 4.0889 0.0006 2.6371 0.0008 44.09 0.01 4.527 0.001
21.9 0.1 4.082 0.0006 4.082 0.0006 2.6322 0.0008 43.86 0.01 4.551 0.001
23 0.2 4.0785 0.0006 4.0785 0.0006 2.631 0.0008 43.76 0.01 4.561 0.001
25.3 0.1 4.0705 0.0006 4.0705 0.0006 2.6278 0.0008 43.54 0.01 4.585 0.001
26.8 0.1 4.0654 0.0006 4.0654 0.0006 2.6261 0.0008 43.4 0.01 4.599 0.001
27.6 0.2 4.0612 0.0006 4.0612 0.0006 2.6238 0.0008 43.27 0.01 4.613 0.001
29.2 0.2 4.0566 0.0006 4.0566 0.0006 2.6221 0.0008 43.15 0.01 4.626 0.001
30.8 0.2 4.0528 0.0006 4.0528 0.0006 2.6203 0.0008 43.04 0.01 4.638 0.001
32.1 0.2 4.0485 0.0006 4.0485 0.0006 2.6174 0.0008 42.9 0.01 4.653 0.001
33.8 0.2 4.0422 0.0005 4.0422 0.0005 2.6166 0.0008 42.75 0.01 4.669 0.001
35.2 0.2 4.0393 0.0005 4.0393 0.0005 2.6133 0.0007 42.64 0.01 4.682 0.001
37.3 0.2 4.0328 0.0006 4.0328 0.0006 2.6105 0.0008 42.45 0.01 4.702 0.001
38.6 0.2 4.0293 0.0006 4.0293 0.0006 2.6096 0.0008 42.37 0.01 4.711 0.001
40.3 0.2 4.024 0.0006 4.024 0.0006 2.6062 0.0008 42.2 0.01 4.73 0.001
42.4 0.2 4.016 0.0006 4.016 0.0006 2.6039 0.0008 42 0.01 4.753 0.001
43.9 0.2 4.011 0.0006 4.011 0.0006 2.6015 0.0007 41.85 0.01 4.769 0.001
45.2 0.2 4.008 0.0006 4.008 0.0006 2.5992 0.0008 41.75 0.01 4.781 0.001
47.6 0.2 4.001 0.0006 4.001 0.0006 2.5965 0.0008 41.56 0.01 4.802 0.001
49.4 0.2 3.997 0.0006 3.997 0.0006 2.5929 0.0008 41.42 0.01 4.819 0.001
50.8 0.2 3.994 0.0006 3.994 0.0006 2.5895 0.0007 41.31 0.01 4.832 0.001
52.7 0.2 3.96 0.0112 4.0131 0.0009 2.5886 0.0008 41.14 0.11 4.852 0.013
54.8 0.2 3.9487 0.0015 4.0106 0.0006 2.5844 0.0007 40.93 0.02 4.877 0.002
56.9 0.2 3.9385 0.0015 4.0082 0.0006 2.58 0.0007 40.73 0.02 4.901 0.002
58.4 0.2 3.9319 0.0015 4.0065 0.0006 2.5783 0.0007 40.62 0.02 4.915 0.002
59.9 0.2 3.9242 0.0015 4.0048 0.0006 2.5762 0.0007 40.49 0.02 4.931 0.002
61.5 0.2 3.9168 0.0015 4.0029 0.0006 2.5741 0.0007 40.36 0.02 4.946 0.002

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