Manipulating the Pandas DataFrame¶
The Jupyter notebook for this demo can be found in: - docs/quick_start/demo/op2_pandas_unstack.ipynb - https://github.com/SteveDoyle2/pyNastran/tree/master/docs/quick_start/demo/op2_pandas_unstack.ipynb
This example will use pandas unstack¶
The unstack method on a DataFrame moves on index level from rows to columns. First let’s read in some data:
import os
import pyNastran
pkg_path = pyNastran.__path__[0]
from pyNastran.op2.op2 import read_op2
import pandas as pd
pd.set_option('precision', 2)
op2_filename = os.path.join(pkg_path, '..', 'models', 'iSat', 'iSat_launch_100Hz.op2')
from pyNastran.op2.op2 import read_op2
isat = read_op2(op2_filename, build_dataframe=True, debug=False, skip_undefined_matrices=True)
INFO: fname=op2_scalar.py lineNo=1176 op2_filename = 'f:\work\pynastran\pynastran\master3\pyNastran\..\models\iSat\iSat_launch_100Hz.op2' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RAPCONS' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RAQCONS' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RASCONS' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RAFCONS' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RAECONS' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RANCONS' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RAGCONS' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RAPEATC' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RAQEATC' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RASEATC' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RAFEATC' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RAEEATC' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RANEATC' INFO: fname=fortran_format.py lineNo=321 skipping table_name = 'RAGEATC'
cbar = isat.cbar_force[1].data_frame
cbar.head()
Mode | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
EigenvalueReal | 2758.15 | 3568.63 | 9689.31 | 16168.10 | 16278.22 | 16679.71 | 18248.43 | 18600.70 | 18632.55 | 32147.81 | ... | 253140.88 | 295297.75 | 306885.91 | 309040.66 | 319227.72 | 350984.50 | 351566.19 | 364166.16 | 384601.34 | 386090.44 | |
Freq | 8.36 | 9.51 | 15.67 | 20.24 | 20.31 | 20.55 | 21.50 | 21.71 | 21.72 | 28.54 | ... | 80.08 | 86.49 | 88.17 | 88.48 | 89.92 | 94.29 | 94.37 | 96.04 | 98.70 | 98.89 | |
Radians | 52.52 | 59.74 | 98.43 | 127.15 | 127.59 | 129.15 | 135.09 | 136.38 | 136.50 | 179.30 | ... | 503.13 | 543.41 | 553.97 | 555.91 | 565.00 | 592.44 | 592.93 | 603.46 | 620.16 | 621.36 | |
ElementID | Item | |||||||||||||||||||||
3323 | bending_moment_a1 | -0.16 | 0.23 | -1.33 | -2.32e+00 | 1.88 | -0.80 | -1.34e-03 | 1.42 | 1.47 | 4.64 | ... | -43.49 | 63.35 | -43.08 | -3.35 | 11.10 | -14.38 | 0.75 | 29.36 | 0.49 | -4.56 |
bending_moment_a2 | 0.19 | -0.05 | 0.18 | 5.61e-03 | 0.11 | -0.42 | -4.19e-03 | -1.11 | 0.10 | -1.57 | ... | -4.46 | 5.33 | 1.63 | 4.86 | 2.14 | 0.09 | -1.27 | -10.58 | -0.67 | 3.48 | |
bending_moment_b1 | 0.17 | -0.21 | 2.01 | 2.66e+00 | -1.88 | 0.73 | 2.29e-03 | -1.38 | -1.31 | -3.97 | ... | 34.78 | -74.02 | 35.14 | 3.54 | -15.06 | 10.97 | -0.67 | -17.69 | -0.63 | 6.39 | |
bending_moment_b2 | -0.19 | 0.05 | -0.18 | -3.57e-03 | -0.11 | 0.43 | 4.18e-03 | 1.11 | -0.10 | 1.57 | ... | 4.45 | -5.34 | -1.62 | -4.86 | -2.15 | -0.08 | 1.27 | 10.56 | 0.67 | -3.48 | |
shear1 | -0.13 | 0.18 | -1.33 | -1.99e+00 | 1.50 | -0.61 | -1.45e-03 | 1.12 | 1.11 | 3.44 | ... | -31.31 | 54.95 | -31.29 | -2.76 | 10.47 | -10.14 | 0.57 | 18.82 | 0.44 | -4.38 |
5 rows × 33 columns
First I’m going to pull out a small subset to work with
csub = cbar.loc[3323:3324,1:2]
csub
Mode | 1 | 2 | |
---|---|---|---|
EigenvalueReal | 2758.15 | 3568.63 | |
Freq | 8.36 | 9.51 | |
Radians | 52.52 | 59.74 | |
ElementID | Item | ||
3323 | bending_moment_a1 | -0.16 | 0.23 |
bending_moment_a2 | 0.19 | -0.05 | |
bending_moment_b1 | 0.17 | -0.21 | |
bending_moment_b2 | -0.19 | 0.05 | |
shear1 | -0.13 | 0.18 | |
shear2 | 0.15 | -0.04 | |
axial | 0.80 | 0.21 | |
torque | -0.04 | -0.06 | |
3324 | bending_moment_a1 | 0.14 | -0.29 |
bending_moment_a2 | -0.19 | 0.05 | |
bending_moment_b1 | -0.15 | 0.26 | |
bending_moment_b2 | 0.19 | -0.05 | |
shear1 | 0.12 | -0.22 | |
shear2 | -0.15 | 0.04 | |
axial | -0.80 | -0.21 | |
torque | 0.04 | 0.06 |
I happen to like the way that’s organized, but let’s say that I want the have the item descriptions in columns and the mode ID’s and element numbers in rows. To do that, I’ll first move the element ID’s up to the columns using a .unstack(level=0) and the transpose the result:
csub.unstack(level=0).T
Item | bending_moment_a1 | bending_moment_a2 | bending_moment_b1 | bending_moment_b2 | shear1 | shear2 | axial | torque | ||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Mode | EigenvalueReal | Freq | Radians | ElementID | ||||||||
1 | 2758.15 | 8.36 | 52.52 | 3323 | -0.16 | 0.19 | 0.17 | -0.19 | -0.13 | 0.15 | 0.80 | -0.04 |
3324 | 0.14 | -0.19 | -0.15 | 0.19 | 0.12 | -0.15 | -0.80 | 0.04 | ||||
2 | 3568.63 | 9.51 | 59.74 | 3323 | 0.23 | -0.05 | -0.21 | 0.05 | 0.18 | -0.04 | 0.21 | -0.06 |
3324 | -0.29 | 0.05 | 0.26 | -0.05 | -0.22 | 0.04 | -0.21 | 0.06 |
unstack requires unique row indices so I can’t work with CQUAD4 stresses as they’re currently output, but I’ll work with CHEXA stresses. Let’s pull out the first two elements and first two modes:
chs = isat.chexa_stress[1].data_frame.loc[3684:3685,1:2]
chs
Mode | 1 | 2 | ||
---|---|---|---|---|
EigenvalueReal | 2758.15 | 3568.63 | ||
Freq | 8.36 | 9.51 | ||
Radians | 52.52 | 59.74 | ||
ElementID | NodeID | Item | ||
3684 | 0 | oxx | 7.93e-12 | 1.14e-13 |
oyy | -3.58e-12 | -7.96e-13 | ||
ozz | -3.41e-13 | 2.27e-13 | ||
txy | -1.99e-13 | 0.00e+00 | ||
tyz | 2.84e-14 | 5.68e-14 | ||
txz | 5.12e-13 | -2.27e-13 | ||
omax | 7.96e-12 | 4.07e-13 | ||
omid | -3.72e-13 | -6.22e-14 | ||
omin | -3.59e-12 | -7.99e-13 | ||
von_mises | 1.03e-11 | 1.05e-12 | ||
55 | oxx | 2.33e-12 | -2.10e-12 | |
oyy | 1.18e-12 | -1.93e-12 | ||
ozz | -9.45e-13 | -1.05e-12 | ||
txy | -3.98e-13 | -9.09e-13 | ||
tyz | -2.62e-14 | -9.88e-14 | ||
txz | -4.76e-13 | -6.53e-13 | ||
omax | 2.51e-12 | -6.34e-13 | ||
omid | 1.07e-12 | -1.37e-12 | ||
omin | -1.02e-12 | -3.08e-12 | ||
von_mises | 3.07e-12 | 2.18e-12 | ||
51 | oxx | -8.67e-13 | -3.98e-13 | |
oyy | 2.29e-12 | 9.66e-13 | ||
ozz | -2.53e-12 | 7.11e-13 | ||
txy | -3.15e-13 | -1.98e-12 | ||
tyz | 2.17e-14 | -3.56e-13 | ||
txz | 1.95e-13 | -1.58e-13 | ||
omax | 2.32e-12 | 2.40e-12 | ||
omid | -8.75e-13 | 7.31e-13 | ||
omin | -2.55e-12 | -1.85e-12 | ||
von_mises | 4.29e-12 | 3.71e-12 | ||
... | ... | ... | ... | ... |
3685 | 46 | oxx | -2.38e-13 | 2.84e-13 |
oyy | 6.68e-13 | -3.41e-13 | ||
ozz | 1.28e-13 | 1.14e-13 | ||
txy | 1.05e-13 | 3.84e-16 | ||
tyz | -2.84e-14 | 0.00e+00 | ||
txz | 2.14e-13 | -9.59e-14 | ||
omax | 6.80e-13 | 3.27e-13 | ||
omid | 2.26e-13 | 7.06e-14 | ||
omin | -3.48e-13 | -3.41e-13 | ||
von_mises | 8.92e-13 | 5.84e-13 | ||
1031 | oxx | -2.74e-12 | -3.41e-13 | |
oyy | -5.68e-13 | 3.41e-13 | ||
ozz | -1.42e-12 | -4.55e-13 | ||
txy | 1.07e-13 | 0.00e+00 | ||
tyz | 0.00e+00 | -2.27e-13 | ||
txz | -4.55e-13 | 4.55e-13 | ||
omax | -5.63e-13 | 4.26e-13 | ||
omid | -1.28e-12 | -1.01e-28 | ||
omin | -2.89e-12 | -8.80e-13 | ||
von_mises | 2.06e-12 | 1.15e-12 | ||
1037 | oxx | 2.42e-13 | -1.14e-13 | |
oyy | -1.28e-13 | -4.55e-13 | ||
ozz | 1.14e-13 | 0.00e+00 | ||
txy | -7.11e-15 | 2.84e-13 | ||
tyz | -1.42e-14 | -1.14e-13 | ||
txz | -2.27e-13 | 4.55e-13 | ||
omax | 4.14e-13 | 4.15e-13 | ||
omid | -5.52e-14 | -2.05e-13 | ||
omin | -1.31e-13 | -7.79e-13 | ||
von_mises | 5.11e-13 | 1.03e-12 |
180 rows × 2 columns
Now I want to put ElementID and the Node ID in the rows along with the Load ID, and have the items in the columns:
cht = chs.unstack(level=[0,1]).T
cht
Item | oxx | oyy | ozz | txy | tyz | txz | omax | omid | omin | von_mises | |||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Mode | EigenvalueReal | Freq | Radians | ElementID | NodeID | ||||||||||
1 | 2758.15 | 8.36 | 52.52 | 3684 | 0 | 7.93e-12 | -3.58e-12 | -3.41e-13 | -1.99e-13 | 2.84e-14 | 5.12e-13 | 7.96e-12 | -3.72e-13 | -3.59e-12 | 1.03e-11 |
41 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
45 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
46 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
50 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
51 | -8.67e-13 | 2.29e-12 | -2.53e-12 | -3.15e-13 | 2.17e-14 | 1.95e-13 | 2.32e-12 | -8.75e-13 | -2.55e-12 | 4.29e-12 | |||||
55 | 2.33e-12 | 1.18e-12 | -9.45e-13 | -3.98e-13 | -2.62e-14 | -4.76e-13 | 2.51e-12 | 1.07e-12 | -1.02e-12 | 3.07e-12 | |||||
56 | -5.37e-12 | -2.76e-12 | -2.43e-12 | -4.92e-13 | 1.14e-13 | -1.95e-13 | -2.35e-12 | -2.74e-12 | -5.47e-12 | 2.95e-12 | |||||
60 | 8.81e-13 | -2.10e-12 | -4.97e-13 | 5.68e-14 | 1.14e-13 | -2.93e-13 | 9.41e-13 | -5.47e-13 | -2.11e-12 | 2.65e-12 | |||||
758 | 2.22e-12 | 1.63e-12 | 2.43e-12 | -1.99e-13 | -2.49e-14 | -3.41e-13 | 2.69e-12 | 2.04e-12 | 1.55e-12 | 9.89e-13 | |||||
778 | -3.24e-12 | -1.88e-12 | -4.99e-12 | -1.15e-13 | -5.52e-15 | -3.41e-13 | -1.87e-12 | -3.19e-12 | -5.05e-12 | 2.77e-12 | |||||
880 | 1.76e-12 | 1.88e-12 | 1.82e-12 | -5.26e-13 | 1.14e-13 | 0.00e+00 | 2.36e-12 | 1.82e-12 | 1.28e-12 | 9.37e-13 | |||||
952 | -5.29e-12 | -7.11e-13 | -1.93e-12 | -1.71e-13 | 5.68e-14 | 2.27e-13 | -7.02e-13 | -1.92e-12 | -5.31e-12 | 4.13e-12 | |||||
1015 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
1021 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
1031 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
1037 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
3685 | 0 | 7.18e-13 | 1.85e-13 | -2.13e-13 | 1.17e-13 | -3.55e-14 | 3.41e-13 | 8.45e-13 | 1.79e-13 | -3.34e-13 | 1.02e-12 | ||||
41 | -8.46e-13 | -6.04e-13 | -6.04e-14 | 2.20e-13 | -3.50e-15 | 1.71e-13 | -2.15e-14 | -4.89e-13 | -1.00e-12 | 8.48e-13 | |||||
45 | 1.06e-12 | -5.65e-13 | 5.68e-13 | 3.55e-14 | -5.37e-15 | -1.18e-13 | 1.09e-12 | 5.42e-13 | -5.66e-13 | 1.46e-12 | |||||
46 | -2.38e-13 | 6.68e-13 | 1.28e-13 | 1.05e-13 | -2.84e-14 | 2.14e-13 | 6.80e-13 | 2.26e-13 | -3.48e-13 | 8.92e-13 | |||||
50 | -6.04e-14 | 1.14e-13 | 6.39e-14 | -4.26e-14 | -2.84e-14 | -9.99e-14 | 1.27e-13 | 1.17e-13 | -1.27e-13 | 2.49e-13 | |||||
51 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
55 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
56 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
60 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
758 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
778 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
880 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
952 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
2 | 3568.63 | 9.51 | 59.74 | 3684 | 50 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
51 | -3.98e-13 | 9.66e-13 | 7.11e-13 | -1.98e-12 | -3.56e-13 | -1.58e-13 | 2.40e-12 | 7.31e-13 | -1.85e-12 | 3.71e-12 | |||||
55 | -2.10e-12 | -1.93e-12 | -1.05e-12 | -9.09e-13 | -9.88e-14 | -6.53e-13 | -6.34e-13 | -1.37e-12 | -3.08e-12 | 2.18e-12 | |||||
56 | 2.84e-13 | -4.55e-13 | -8.53e-13 | -9.09e-13 | -2.27e-13 | 9.52e-14 | 9.20e-13 | -8.07e-13 | -1.14e-12 | 1.91e-12 | |||||
60 | 5.12e-13 | 1.14e-12 | 5.12e-13 | -9.09e-13 | -2.27e-13 | -3.68e-14 | 1.81e-12 | 5.30e-13 | -1.76e-13 | 1.74e-12 | |||||
758 | 3.41e-13 | 2.05e-12 | 1.08e-12 | -9.09e-13 | -3.40e-13 | 4.55e-13 | 2.60e-12 | 9.89e-13 | -1.25e-13 | 2.38e-12 | |||||
778 | 2.27e-13 | 2.27e-13 | 3.98e-13 | -1.03e-12 | 2.30e-14 | 4.55e-13 | 1.36e-12 | 3.87e-13 | -8.99e-13 | 1.97e-12 | |||||
880 | -1.71e-12 | 1.59e-12 | 9.09e-13 | -9.09e-13 | -2.27e-13 | 4.55e-13 | 1.94e-12 | 8.48e-13 | -1.99e-12 | 3.51e-12 | |||||
952 | -1.02e-12 | 1.36e-12 | -1.36e-12 | -9.09e-13 | 0.00e+00 | 4.55e-13 | 1.68e-12 | -9.20e-13 | -1.78e-12 | 3.12e-12 | |||||
1015 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
1021 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
1031 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
1037 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
3685 | 0 | 1.14e-13 | -3.41e-13 | 2.27e-13 | -2.84e-14 | -5.68e-14 | 6.82e-13 | 8.58e-13 | -3.42e-13 | -5.16e-13 | 1.30e-12 | ||||
41 | -2.84e-13 | 2.27e-13 | -2.84e-14 | -9.02e-13 | -3.56e-13 | 1.07e-12 | 1.53e-12 | -2.31e-13 | -1.38e-12 | 2.54e-12 | |||||
45 | -5.68e-13 | 0.00e+00 | 1.14e-13 | 2.27e-13 | -3.26e-13 | 6.52e-13 | 5.63e-13 | 6.88e-14 | -1.09e-12 | 1.47e-12 | |||||
46 | 2.84e-13 | -3.41e-13 | 1.14e-13 | 3.84e-16 | 0.00e+00 | -9.59e-14 | 3.27e-13 | 7.06e-14 | -3.41e-13 | 5.84e-13 | |||||
50 | 5.12e-13 | 6.82e-13 | 3.98e-13 | 4.55e-13 | 0.00e+00 | 9.45e-13 | 1.54e-12 | 6.27e-13 | -5.73e-13 | 1.83e-12 | |||||
51 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
55 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
56 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
60 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
758 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
778 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
880 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
952 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | |||||
1015 | -1.14e-13 | 5.68e-14 | 1.71e-13 | 1.14e-13 | -1.13e-13 | 4.55e-13 | 5.06e-13 | 1.01e-13 | -4.94e-13 | 8.71e-13 | |||||
1021 | 0.00e+00 | 5.68e-14 | 1.71e-13 | 9.15e-13 | -9.06e-14 | -4.55e-13 | 1.11e-12 | 7.50e-14 | -9.53e-13 | 1.78e-12 | |||||
1031 | -3.41e-13 | 3.41e-13 | -4.55e-13 | 0.00e+00 | -2.27e-13 | 4.55e-13 | 4.26e-13 | -1.01e-28 | -8.80e-13 | 1.15e-12 | |||||
1037 | -1.14e-13 | -4.55e-13 | 0.00e+00 | 2.84e-13 | -1.14e-13 | 4.55e-13 | 4.15e-13 | -2.05e-13 | -7.79e-13 | 1.03e-12 |
68 rows × 10 columns
Maybe I’d like my rows organized with the modes on the inside. I can do that by swapping levels:
We actually need to get rid of the extra rows using dropna():
cht = cht.dropna()
cht
Item | oxx | oyy | ozz | txy | tyz | txz | omax | omid | omin | von_mises | |||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Mode | EigenvalueReal | Freq | Radians | ElementID | NodeID | ||||||||||
1 | 2758.15 | 8.36 | 52.52 | 3684 | 0 | 7.93e-12 | -3.58e-12 | -3.41e-13 | -1.99e-13 | 2.84e-14 | 5.12e-13 | 7.96e-12 | -3.72e-13 | -3.59e-12 | 1.03e-11 |
51 | -8.67e-13 | 2.29e-12 | -2.53e-12 | -3.15e-13 | 2.17e-14 | 1.95e-13 | 2.32e-12 | -8.75e-13 | -2.55e-12 | 4.29e-12 | |||||
55 | 2.33e-12 | 1.18e-12 | -9.45e-13 | -3.98e-13 | -2.62e-14 | -4.76e-13 | 2.51e-12 | 1.07e-12 | -1.02e-12 | 3.07e-12 | |||||
56 | -5.37e-12 | -2.76e-12 | -2.43e-12 | -4.92e-13 | 1.14e-13 | -1.95e-13 | -2.35e-12 | -2.74e-12 | -5.47e-12 | 2.95e-12 | |||||
60 | 8.81e-13 | -2.10e-12 | -4.97e-13 | 5.68e-14 | 1.14e-13 | -2.93e-13 | 9.41e-13 | -5.47e-13 | -2.11e-12 | 2.65e-12 | |||||
758 | 2.22e-12 | 1.63e-12 | 2.43e-12 | -1.99e-13 | -2.49e-14 | -3.41e-13 | 2.69e-12 | 2.04e-12 | 1.55e-12 | 9.89e-13 | |||||
778 | -3.24e-12 | -1.88e-12 | -4.99e-12 | -1.15e-13 | -5.52e-15 | -3.41e-13 | -1.87e-12 | -3.19e-12 | -5.05e-12 | 2.77e-12 | |||||
880 | 1.76e-12 | 1.88e-12 | 1.82e-12 | -5.26e-13 | 1.14e-13 | 0.00e+00 | 2.36e-12 | 1.82e-12 | 1.28e-12 | 9.37e-13 | |||||
952 | -5.29e-12 | -7.11e-13 | -1.93e-12 | -1.71e-13 | 5.68e-14 | 2.27e-13 | -7.02e-13 | -1.92e-12 | -5.31e-12 | 4.13e-12 | |||||
3685 | 0 | 7.18e-13 | 1.85e-13 | -2.13e-13 | 1.17e-13 | -3.55e-14 | 3.41e-13 | 8.45e-13 | 1.79e-13 | -3.34e-13 | 1.02e-12 | ||||
41 | -8.46e-13 | -6.04e-13 | -6.04e-14 | 2.20e-13 | -3.50e-15 | 1.71e-13 | -2.15e-14 | -4.89e-13 | -1.00e-12 | 8.48e-13 | |||||
45 | 1.06e-12 | -5.65e-13 | 5.68e-13 | 3.55e-14 | -5.37e-15 | -1.18e-13 | 1.09e-12 | 5.42e-13 | -5.66e-13 | 1.46e-12 | |||||
46 | -2.38e-13 | 6.68e-13 | 1.28e-13 | 1.05e-13 | -2.84e-14 | 2.14e-13 | 6.80e-13 | 2.26e-13 | -3.48e-13 | 8.92e-13 | |||||
50 | -6.04e-14 | 1.14e-13 | 6.39e-14 | -4.26e-14 | -2.84e-14 | -9.99e-14 | 1.27e-13 | 1.17e-13 | -1.27e-13 | 2.49e-13 | |||||
1015 | -5.68e-14 | -7.85e-13 | -2.70e-13 | 3.55e-14 | -1.18e-14 | -3.41e-13 | 1.95e-13 | -5.20e-13 | -7.87e-13 | 8.80e-13 | |||||
1021 | 9.66e-13 | 2.17e-13 | 8.60e-13 | 4.43e-13 | -2.10e-15 | -6.82e-13 | 1.67e-12 | 4.79e-13 | -1.10e-13 | 1.57e-12 | |||||
1031 | -2.74e-12 | -5.68e-13 | -1.42e-12 | 1.07e-13 | 0.00e+00 | -4.55e-13 | -5.63e-13 | -1.28e-12 | -2.89e-12 | 2.06e-12 | |||||
1037 | 2.42e-13 | -1.28e-13 | 1.14e-13 | -7.11e-15 | -1.42e-14 | -2.27e-13 | 4.14e-13 | -5.52e-14 | -1.31e-13 | 5.11e-13 | |||||
2 | 3568.63 | 9.51 | 59.74 | 3684 | 0 | 1.14e-13 | -7.96e-13 | 2.27e-13 | 0.00e+00 | 5.68e-14 | -2.27e-13 | 4.07e-13 | -6.22e-14 | -7.99e-13 | 1.05e-12 |
51 | -3.98e-13 | 9.66e-13 | 7.11e-13 | -1.98e-12 | -3.56e-13 | -1.58e-13 | 2.40e-12 | 7.31e-13 | -1.85e-12 | 3.71e-12 | |||||
55 | -2.10e-12 | -1.93e-12 | -1.05e-12 | -9.09e-13 | -9.88e-14 | -6.53e-13 | -6.34e-13 | -1.37e-12 | -3.08e-12 | 2.18e-12 | |||||
56 | 2.84e-13 | -4.55e-13 | -8.53e-13 | -9.09e-13 | -2.27e-13 | 9.52e-14 | 9.20e-13 | -8.07e-13 | -1.14e-12 | 1.91e-12 | |||||
60 | 5.12e-13 | 1.14e-12 | 5.12e-13 | -9.09e-13 | -2.27e-13 | -3.68e-14 | 1.81e-12 | 5.30e-13 | -1.76e-13 | 1.74e-12 | |||||
758 | 3.41e-13 | 2.05e-12 | 1.08e-12 | -9.09e-13 | -3.40e-13 | 4.55e-13 | 2.60e-12 | 9.89e-13 | -1.25e-13 | 2.38e-12 | |||||
778 | 2.27e-13 | 2.27e-13 | 3.98e-13 | -1.03e-12 | 2.30e-14 | 4.55e-13 | 1.36e-12 | 3.87e-13 | -8.99e-13 | 1.97e-12 | |||||
880 | -1.71e-12 | 1.59e-12 | 9.09e-13 | -9.09e-13 | -2.27e-13 | 4.55e-13 | 1.94e-12 | 8.48e-13 | -1.99e-12 | 3.51e-12 | |||||
952 | -1.02e-12 | 1.36e-12 | -1.36e-12 | -9.09e-13 | 0.00e+00 | 4.55e-13 | 1.68e-12 | -9.20e-13 | -1.78e-12 | 3.12e-12 | |||||
3685 | 0 | 1.14e-13 | -3.41e-13 | 2.27e-13 | -2.84e-14 | -5.68e-14 | 6.82e-13 | 8.58e-13 | -3.42e-13 | -5.16e-13 | 1.30e-12 | ||||
41 | -2.84e-13 | 2.27e-13 | -2.84e-14 | -9.02e-13 | -3.56e-13 | 1.07e-12 | 1.53e-12 | -2.31e-13 | -1.38e-12 | 2.54e-12 | |||||
45 | -5.68e-13 | 0.00e+00 | 1.14e-13 | 2.27e-13 | -3.26e-13 | 6.52e-13 | 5.63e-13 | 6.88e-14 | -1.09e-12 | 1.47e-12 | |||||
46 | 2.84e-13 | -3.41e-13 | 1.14e-13 | 3.84e-16 | 0.00e+00 | -9.59e-14 | 3.27e-13 | 7.06e-14 | -3.41e-13 | 5.84e-13 | |||||
50 | 5.12e-13 | 6.82e-13 | 3.98e-13 | 4.55e-13 | 0.00e+00 | 9.45e-13 | 1.54e-12 | 6.27e-13 | -5.73e-13 | 1.83e-12 | |||||
1015 | -1.14e-13 | 5.68e-14 | 1.71e-13 | 1.14e-13 | -1.13e-13 | 4.55e-13 | 5.06e-13 | 1.01e-13 | -4.94e-13 | 8.71e-13 | |||||
1021 | 0.00e+00 | 5.68e-14 | 1.71e-13 | 9.15e-13 | -9.06e-14 | -4.55e-13 | 1.11e-12 | 7.50e-14 | -9.53e-13 | 1.78e-12 | |||||
1031 | -3.41e-13 | 3.41e-13 | -4.55e-13 | 0.00e+00 | -2.27e-13 | 4.55e-13 | 4.26e-13 | -1.01e-28 | -8.80e-13 | 1.15e-12 | |||||
1037 | -1.14e-13 | -4.55e-13 | 0.00e+00 | 2.84e-13 | -1.14e-13 | 4.55e-13 | 4.15e-13 | -2.05e-13 | -7.79e-13 | 1.03e-12 |
# mode, eigr, freq, rad, eids, nids # initial
# nids, eids, eigr, freq, rad, mode # final
cht.swaplevel(0,4).swaplevel(1,5).swaplevel(2,5).swaplevel(4, 5)
Item | oxx | oyy | ozz | txy | tyz | txz | omax | omid | omin | von_mises | |||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ElementID | NodeID | EigenvalueReal | Radians | Freq | Mode | ||||||||||
3684 | 0 | 2758.15 | 52.52 | 8.36 | 1 | 7.93e-12 | -3.58e-12 | -3.41e-13 | -1.99e-13 | 2.84e-14 | 5.12e-13 | 7.96e-12 | -3.72e-13 | -3.59e-12 | 1.03e-11 |
51 | 2758.15 | 52.52 | 8.36 | 1 | -8.67e-13 | 2.29e-12 | -2.53e-12 | -3.15e-13 | 2.17e-14 | 1.95e-13 | 2.32e-12 | -8.75e-13 | -2.55e-12 | 4.29e-12 | |
55 | 2758.15 | 52.52 | 8.36 | 1 | 2.33e-12 | 1.18e-12 | -9.45e-13 | -3.98e-13 | -2.62e-14 | -4.76e-13 | 2.51e-12 | 1.07e-12 | -1.02e-12 | 3.07e-12 | |
56 | 2758.15 | 52.52 | 8.36 | 1 | -5.37e-12 | -2.76e-12 | -2.43e-12 | -4.92e-13 | 1.14e-13 | -1.95e-13 | -2.35e-12 | -2.74e-12 | -5.47e-12 | 2.95e-12 | |
60 | 2758.15 | 52.52 | 8.36 | 1 | 8.81e-13 | -2.10e-12 | -4.97e-13 | 5.68e-14 | 1.14e-13 | -2.93e-13 | 9.41e-13 | -5.47e-13 | -2.11e-12 | 2.65e-12 | |
758 | 2758.15 | 52.52 | 8.36 | 1 | 2.22e-12 | 1.63e-12 | 2.43e-12 | -1.99e-13 | -2.49e-14 | -3.41e-13 | 2.69e-12 | 2.04e-12 | 1.55e-12 | 9.89e-13 | |
778 | 2758.15 | 52.52 | 8.36 | 1 | -3.24e-12 | -1.88e-12 | -4.99e-12 | -1.15e-13 | -5.52e-15 | -3.41e-13 | -1.87e-12 | -3.19e-12 | -5.05e-12 | 2.77e-12 | |
880 | 2758.15 | 52.52 | 8.36 | 1 | 1.76e-12 | 1.88e-12 | 1.82e-12 | -5.26e-13 | 1.14e-13 | 0.00e+00 | 2.36e-12 | 1.82e-12 | 1.28e-12 | 9.37e-13 | |
952 | 2758.15 | 52.52 | 8.36 | 1 | -5.29e-12 | -7.11e-13 | -1.93e-12 | -1.71e-13 | 5.68e-14 | 2.27e-13 | -7.02e-13 | -1.92e-12 | -5.31e-12 | 4.13e-12 | |
3685 | 0 | 2758.15 | 52.52 | 8.36 | 1 | 7.18e-13 | 1.85e-13 | -2.13e-13 | 1.17e-13 | -3.55e-14 | 3.41e-13 | 8.45e-13 | 1.79e-13 | -3.34e-13 | 1.02e-12 |
41 | 2758.15 | 52.52 | 8.36 | 1 | -8.46e-13 | -6.04e-13 | -6.04e-14 | 2.20e-13 | -3.50e-15 | 1.71e-13 | -2.15e-14 | -4.89e-13 | -1.00e-12 | 8.48e-13 | |
45 | 2758.15 | 52.52 | 8.36 | 1 | 1.06e-12 | -5.65e-13 | 5.68e-13 | 3.55e-14 | -5.37e-15 | -1.18e-13 | 1.09e-12 | 5.42e-13 | -5.66e-13 | 1.46e-12 | |
46 | 2758.15 | 52.52 | 8.36 | 1 | -2.38e-13 | 6.68e-13 | 1.28e-13 | 1.05e-13 | -2.84e-14 | 2.14e-13 | 6.80e-13 | 2.26e-13 | -3.48e-13 | 8.92e-13 | |
50 | 2758.15 | 52.52 | 8.36 | 1 | -6.04e-14 | 1.14e-13 | 6.39e-14 | -4.26e-14 | -2.84e-14 | -9.99e-14 | 1.27e-13 | 1.17e-13 | -1.27e-13 | 2.49e-13 | |
1015 | 2758.15 | 52.52 | 8.36 | 1 | -5.68e-14 | -7.85e-13 | -2.70e-13 | 3.55e-14 | -1.18e-14 | -3.41e-13 | 1.95e-13 | -5.20e-13 | -7.87e-13 | 8.80e-13 | |
1021 | 2758.15 | 52.52 | 8.36 | 1 | 9.66e-13 | 2.17e-13 | 8.60e-13 | 4.43e-13 | -2.10e-15 | -6.82e-13 | 1.67e-12 | 4.79e-13 | -1.10e-13 | 1.57e-12 | |
1031 | 2758.15 | 52.52 | 8.36 | 1 | -2.74e-12 | -5.68e-13 | -1.42e-12 | 1.07e-13 | 0.00e+00 | -4.55e-13 | -5.63e-13 | -1.28e-12 | -2.89e-12 | 2.06e-12 | |
1037 | 2758.15 | 52.52 | 8.36 | 1 | 2.42e-13 | -1.28e-13 | 1.14e-13 | -7.11e-15 | -1.42e-14 | -2.27e-13 | 4.14e-13 | -5.52e-14 | -1.31e-13 | 5.11e-13 | |
3684 | 0 | 3568.63 | 59.74 | 9.51 | 2 | 1.14e-13 | -7.96e-13 | 2.27e-13 | 0.00e+00 | 5.68e-14 | -2.27e-13 | 4.07e-13 | -6.22e-14 | -7.99e-13 | 1.05e-12 |
51 | 3568.63 | 59.74 | 9.51 | 2 | -3.98e-13 | 9.66e-13 | 7.11e-13 | -1.98e-12 | -3.56e-13 | -1.58e-13 | 2.40e-12 | 7.31e-13 | -1.85e-12 | 3.71e-12 | |
55 | 3568.63 | 59.74 | 9.51 | 2 | -2.10e-12 | -1.93e-12 | -1.05e-12 | -9.09e-13 | -9.88e-14 | -6.53e-13 | -6.34e-13 | -1.37e-12 | -3.08e-12 | 2.18e-12 | |
56 | 3568.63 | 59.74 | 9.51 | 2 | 2.84e-13 | -4.55e-13 | -8.53e-13 | -9.09e-13 | -2.27e-13 | 9.52e-14 | 9.20e-13 | -8.07e-13 | -1.14e-12 | 1.91e-12 | |
60 | 3568.63 | 59.74 | 9.51 | 2 | 5.12e-13 | 1.14e-12 | 5.12e-13 | -9.09e-13 | -2.27e-13 | -3.68e-14 | 1.81e-12 | 5.30e-13 | -1.76e-13 | 1.74e-12 | |
758 | 3568.63 | 59.74 | 9.51 | 2 | 3.41e-13 | 2.05e-12 | 1.08e-12 | -9.09e-13 | -3.40e-13 | 4.55e-13 | 2.60e-12 | 9.89e-13 | -1.25e-13 | 2.38e-12 | |
778 | 3568.63 | 59.74 | 9.51 | 2 | 2.27e-13 | 2.27e-13 | 3.98e-13 | -1.03e-12 | 2.30e-14 | 4.55e-13 | 1.36e-12 | 3.87e-13 | -8.99e-13 | 1.97e-12 | |
880 | 3568.63 | 59.74 | 9.51 | 2 | -1.71e-12 | 1.59e-12 | 9.09e-13 | -9.09e-13 | -2.27e-13 | 4.55e-13 | 1.94e-12 | 8.48e-13 | -1.99e-12 | 3.51e-12 | |
952 | 3568.63 | 59.74 | 9.51 | 2 | -1.02e-12 | 1.36e-12 | -1.36e-12 | -9.09e-13 | 0.00e+00 | 4.55e-13 | 1.68e-12 | -9.20e-13 | -1.78e-12 | 3.12e-12 | |
3685 | 0 | 3568.63 | 59.74 | 9.51 | 2 | 1.14e-13 | -3.41e-13 | 2.27e-13 | -2.84e-14 | -5.68e-14 | 6.82e-13 | 8.58e-13 | -3.42e-13 | -5.16e-13 | 1.30e-12 |
41 | 3568.63 | 59.74 | 9.51 | 2 | -2.84e-13 | 2.27e-13 | -2.84e-14 | -9.02e-13 | -3.56e-13 | 1.07e-12 | 1.53e-12 | -2.31e-13 | -1.38e-12 | 2.54e-12 | |
45 | 3568.63 | 59.74 | 9.51 | 2 | -5.68e-13 | 0.00e+00 | 1.14e-13 | 2.27e-13 | -3.26e-13 | 6.52e-13 | 5.63e-13 | 6.88e-14 | -1.09e-12 | 1.47e-12 | |
46 | 3568.63 | 59.74 | 9.51 | 2 | 2.84e-13 | -3.41e-13 | 1.14e-13 | 3.84e-16 | 0.00e+00 | -9.59e-14 | 3.27e-13 | 7.06e-14 | -3.41e-13 | 5.84e-13 | |
50 | 3568.63 | 59.74 | 9.51 | 2 | 5.12e-13 | 6.82e-13 | 3.98e-13 | 4.55e-13 | 0.00e+00 | 9.45e-13 | 1.54e-12 | 6.27e-13 | -5.73e-13 | 1.83e-12 | |
1015 | 3568.63 | 59.74 | 9.51 | 2 | -1.14e-13 | 5.68e-14 | 1.71e-13 | 1.14e-13 | -1.13e-13 | 4.55e-13 | 5.06e-13 | 1.01e-13 | -4.94e-13 | 8.71e-13 | |
1021 | 3568.63 | 59.74 | 9.51 | 2 | 0.00e+00 | 5.68e-14 | 1.71e-13 | 9.15e-13 | -9.06e-14 | -4.55e-13 | 1.11e-12 | 7.50e-14 | -9.53e-13 | 1.78e-12 | |
1031 | 3568.63 | 59.74 | 9.51 | 2 | -3.41e-13 | 3.41e-13 | -4.55e-13 | 0.00e+00 | -2.27e-13 | 4.55e-13 | 4.26e-13 | -1.01e-28 | -8.80e-13 | 1.15e-12 | |
1037 | 3568.63 | 59.74 | 9.51 | 2 | -1.14e-13 | -4.55e-13 | 0.00e+00 | 2.84e-13 | -1.14e-13 | 4.55e-13 | 4.15e-13 | -2.05e-13 | -7.79e-13 | 1.03e-12 |
Alternatively I can do that by first using reset_index to move all the index columns into data, and then using set_index to define the order of columns I want as my index:
cht.reset_index().set_index(['ElementID','NodeID','Mode','Freq']).sort_index()
Item | EigenvalueReal | Radians | oxx | oyy | ozz | txy | tyz | txz | omax | omid | omin | von_mises | |||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ElementID | NodeID | Mode | Freq | ||||||||||||
3684 | 0 | 1 | 8.36 | 2758.15 | 52.52 | 7.93e-12 | -3.58e-12 | -3.41e-13 | -1.99e-13 | 2.84e-14 | 5.12e-13 | 7.96e-12 | -3.72e-13 | -3.59e-12 | 1.03e-11 |
2 | 9.51 | 3568.63 | 59.74 | 1.14e-13 | -7.96e-13 | 2.27e-13 | 0.00e+00 | 5.68e-14 | -2.27e-13 | 4.07e-13 | -6.22e-14 | -7.99e-13 | 1.05e-12 | ||
51 | 1 | 8.36 | 2758.15 | 52.52 | -8.67e-13 | 2.29e-12 | -2.53e-12 | -3.15e-13 | 2.17e-14 | 1.95e-13 | 2.32e-12 | -8.75e-13 | -2.55e-12 | 4.29e-12 | |
2 | 9.51 | 3568.63 | 59.74 | -3.98e-13 | 9.66e-13 | 7.11e-13 | -1.98e-12 | -3.56e-13 | -1.58e-13 | 2.40e-12 | 7.31e-13 | -1.85e-12 | 3.71e-12 | ||
55 | 1 | 8.36 | 2758.15 | 52.52 | 2.33e-12 | 1.18e-12 | -9.45e-13 | -3.98e-13 | -2.62e-14 | -4.76e-13 | 2.51e-12 | 1.07e-12 | -1.02e-12 | 3.07e-12 | |
2 | 9.51 | 3568.63 | 59.74 | -2.10e-12 | -1.93e-12 | -1.05e-12 | -9.09e-13 | -9.88e-14 | -6.53e-13 | -6.34e-13 | -1.37e-12 | -3.08e-12 | 2.18e-12 | ||
56 | 1 | 8.36 | 2758.15 | 52.52 | -5.37e-12 | -2.76e-12 | -2.43e-12 | -4.92e-13 | 1.14e-13 | -1.95e-13 | -2.35e-12 | -2.74e-12 | -5.47e-12 | 2.95e-12 | |
2 | 9.51 | 3568.63 | 59.74 | 2.84e-13 | -4.55e-13 | -8.53e-13 | -9.09e-13 | -2.27e-13 | 9.52e-14 | 9.20e-13 | -8.07e-13 | -1.14e-12 | 1.91e-12 | ||
60 | 1 | 8.36 | 2758.15 | 52.52 | 8.81e-13 | -2.10e-12 | -4.97e-13 | 5.68e-14 | 1.14e-13 | -2.93e-13 | 9.41e-13 | -5.47e-13 | -2.11e-12 | 2.65e-12 | |
2 | 9.51 | 3568.63 | 59.74 | 5.12e-13 | 1.14e-12 | 5.12e-13 | -9.09e-13 | -2.27e-13 | -3.68e-14 | 1.81e-12 | 5.30e-13 | -1.76e-13 | 1.74e-12 | ||
758 | 1 | 8.36 | 2758.15 | 52.52 | 2.22e-12 | 1.63e-12 | 2.43e-12 | -1.99e-13 | -2.49e-14 | -3.41e-13 | 2.69e-12 | 2.04e-12 | 1.55e-12 | 9.89e-13 | |
2 | 9.51 | 3568.63 | 59.74 | 3.41e-13 | 2.05e-12 | 1.08e-12 | -9.09e-13 | -3.40e-13 | 4.55e-13 | 2.60e-12 | 9.89e-13 | -1.25e-13 | 2.38e-12 | ||
778 | 1 | 8.36 | 2758.15 | 52.52 | -3.24e-12 | -1.88e-12 | -4.99e-12 | -1.15e-13 | -5.52e-15 | -3.41e-13 | -1.87e-12 | -3.19e-12 | -5.05e-12 | 2.77e-12 | |
2 | 9.51 | 3568.63 | 59.74 | 2.27e-13 | 2.27e-13 | 3.98e-13 | -1.03e-12 | 2.30e-14 | 4.55e-13 | 1.36e-12 | 3.87e-13 | -8.99e-13 | 1.97e-12 | ||
880 | 1 | 8.36 | 2758.15 | 52.52 | 1.76e-12 | 1.88e-12 | 1.82e-12 | -5.26e-13 | 1.14e-13 | 0.00e+00 | 2.36e-12 | 1.82e-12 | 1.28e-12 | 9.37e-13 | |
2 | 9.51 | 3568.63 | 59.74 | -1.71e-12 | 1.59e-12 | 9.09e-13 | -9.09e-13 | -2.27e-13 | 4.55e-13 | 1.94e-12 | 8.48e-13 | -1.99e-12 | 3.51e-12 | ||
952 | 1 | 8.36 | 2758.15 | 52.52 | -5.29e-12 | -7.11e-13 | -1.93e-12 | -1.71e-13 | 5.68e-14 | 2.27e-13 | -7.02e-13 | -1.92e-12 | -5.31e-12 | 4.13e-12 | |
2 | 9.51 | 3568.63 | 59.74 | -1.02e-12 | 1.36e-12 | -1.36e-12 | -9.09e-13 | 0.00e+00 | 4.55e-13 | 1.68e-12 | -9.20e-13 | -1.78e-12 | 3.12e-12 | ||
3685 | 0 | 1 | 8.36 | 2758.15 | 52.52 | 7.18e-13 | 1.85e-13 | -2.13e-13 | 1.17e-13 | -3.55e-14 | 3.41e-13 | 8.45e-13 | 1.79e-13 | -3.34e-13 | 1.02e-12 |
2 | 9.51 | 3568.63 | 59.74 | 1.14e-13 | -3.41e-13 | 2.27e-13 | -2.84e-14 | -5.68e-14 | 6.82e-13 | 8.58e-13 | -3.42e-13 | -5.16e-13 | 1.30e-12 | ||
41 | 1 | 8.36 | 2758.15 | 52.52 | -8.46e-13 | -6.04e-13 | -6.04e-14 | 2.20e-13 | -3.50e-15 | 1.71e-13 | -2.15e-14 | -4.89e-13 | -1.00e-12 | 8.48e-13 | |
2 | 9.51 | 3568.63 | 59.74 | -2.84e-13 | 2.27e-13 | -2.84e-14 | -9.02e-13 | -3.56e-13 | 1.07e-12 | 1.53e-12 | -2.31e-13 | -1.38e-12 | 2.54e-12 | ||
45 | 1 | 8.36 | 2758.15 | 52.52 | 1.06e-12 | -5.65e-13 | 5.68e-13 | 3.55e-14 | -5.37e-15 | -1.18e-13 | 1.09e-12 | 5.42e-13 | -5.66e-13 | 1.46e-12 | |
2 | 9.51 | 3568.63 | 59.74 | -5.68e-13 | 0.00e+00 | 1.14e-13 | 2.27e-13 | -3.26e-13 | 6.52e-13 | 5.63e-13 | 6.88e-14 | -1.09e-12 | 1.47e-12 | ||
46 | 1 | 8.36 | 2758.15 | 52.52 | -2.38e-13 | 6.68e-13 | 1.28e-13 | 1.05e-13 | -2.84e-14 | 2.14e-13 | 6.80e-13 | 2.26e-13 | -3.48e-13 | 8.92e-13 | |
2 | 9.51 | 3568.63 | 59.74 | 2.84e-13 | -3.41e-13 | 1.14e-13 | 3.84e-16 | 0.00e+00 | -9.59e-14 | 3.27e-13 | 7.06e-14 | -3.41e-13 | 5.84e-13 | ||
50 | 1 | 8.36 | 2758.15 | 52.52 | -6.04e-14 | 1.14e-13 | 6.39e-14 | -4.26e-14 | -2.84e-14 | -9.99e-14 | 1.27e-13 | 1.17e-13 | -1.27e-13 | 2.49e-13 | |
2 | 9.51 | 3568.63 | 59.74 | 5.12e-13 | 6.82e-13 | 3.98e-13 | 4.55e-13 | 0.00e+00 | 9.45e-13 | 1.54e-12 | 6.27e-13 | -5.73e-13 | 1.83e-12 | ||
1015 | 1 | 8.36 | 2758.15 | 52.52 | -5.68e-14 | -7.85e-13 | -2.70e-13 | 3.55e-14 | -1.18e-14 | -3.41e-13 | 1.95e-13 | -5.20e-13 | -7.87e-13 | 8.80e-13 | |
2 | 9.51 | 3568.63 | 59.74 | -1.14e-13 | 5.68e-14 | 1.71e-13 | 1.14e-13 | -1.13e-13 | 4.55e-13 | 5.06e-13 | 1.01e-13 | -4.94e-13 | 8.71e-13 | ||
1021 | 1 | 8.36 | 2758.15 | 52.52 | 9.66e-13 | 2.17e-13 | 8.60e-13 | 4.43e-13 | -2.10e-15 | -6.82e-13 | 1.67e-12 | 4.79e-13 | -1.10e-13 | 1.57e-12 | |
2 | 9.51 | 3568.63 | 59.74 | 0.00e+00 | 5.68e-14 | 1.71e-13 | 9.15e-13 | -9.06e-14 | -4.55e-13 | 1.11e-12 | 7.50e-14 | -9.53e-13 | 1.78e-12 | ||
1031 | 1 | 8.36 | 2758.15 | 52.52 | -2.74e-12 | -5.68e-13 | -1.42e-12 | 1.07e-13 | 0.00e+00 | -4.55e-13 | -5.63e-13 | -1.28e-12 | -2.89e-12 | 2.06e-12 | |
2 | 9.51 | 3568.63 | 59.74 | -3.41e-13 | 3.41e-13 | -4.55e-13 | 0.00e+00 | -2.27e-13 | 4.55e-13 | 4.26e-13 | -1.01e-28 | -8.80e-13 | 1.15e-12 | ||
1037 | 1 | 8.36 | 2758.15 | 52.52 | 2.42e-13 | -1.28e-13 | 1.14e-13 | -7.11e-15 | -1.42e-14 | -2.27e-13 | 4.14e-13 | -5.52e-14 | -1.31e-13 | 5.11e-13 | |
2 | 9.51 | 3568.63 | 59.74 | -1.14e-13 | -4.55e-13 | 0.00e+00 | 2.84e-13 | -1.14e-13 | 4.55e-13 | 4.15e-13 | -2.05e-13 | -7.79e-13 | 1.03e-12 |