Transient DataFrames in PyNastran
The Jupyter notebook for this demo can be found in: - docs/quick_start/demo/op2_pandas_DataFrames.ipynb - https://github.com/SteveDoyle2/pyNastran/tree/main/docs/quick_start/demo/op2_pandas_DataFrames.ipynb
We’ll use standard pyNastran methods to load a model. We’ll set build_dataframe=True
to make pandas objects
import os
import pandas as pd
pd.set_option('precision', 3)
import pyNastran
pkg_path = pyNastran.__path__[0]
from pyNastran.op2.op2 import read_op2
from pyNastran.utils.nastran_utils import run_nastran
bdf_filename = os.path.join(pkg_path, '..', 'models', 'iSat', 'iSat_launch_100Hz.dat')
op2_filename = os.path.join(pkg_path, '..', 'models', 'iSat', 'iSat_launch_100Hz.op2')
if not os.path.exists(op2_filename):
run_nastran(bdf_filename)
assert os.path.exists(op2_filename)
isat = read_op2(op2_filename, build_dataframe=True, debug=False, skip_undefined_matrices=True,
exclude_results='*strain_energy')
Get a list of all objects:
print(isat.get_op2_stats(short=True))
op2_results.force.cbush_force[1]
op2_results.force.cbar_force[1]
op2_results.force.cquad4_force[1]
op2_results.stress.chexa_stress[1]
op2_results.strain.chexa_strain[1]
eigenvectors[1]
mpc_forces[1]
grid_point_forces[1]
cquad4_stress[1]
cquad4_strain[1]
cquad4_composite_stress[1]
ctria3_composite_stress[1]
cquad4_composite_strain[1]
ctria3_composite_strain[1]
Access the DataFrames
eigenvalues = None
if len(isat.eigenvalues):
print(isat.eigenvalues.keys())
eigenvalues = isat.eigenvalues[u'ISAT_SM_LAUNCH_4PT MODES TO 100 HZ'].data_frame
eigenvectors = isat.eigenvectors[1].data_frame
mpc_forces = isat.mpc_forces[1].data_frame
grid_point_forces = isat.grid_point_forces[1].data_frame
cbar_force = isat.cbar_force[1].data_frame
cbush_force = isat.cbush_force[1].data_frame
cquad4_force = isat.cquad4_force[1].data_frame
cquad4_stress = isat.cquad4_stress[1].data_frame
chexa_stress = isat.chexa_stress[1].data_frame
cquad4_composite_stress = isat.cquad4_composite_stress[1].data_frame
ctria3_composite_stress = isat.ctria3_composite_stress[1].data_frame
cquad4_strain = isat.cquad4_strain[1].data_frame
chexa_strain = isat.chexa_strain[1].data_frame
cquad4_composite_strain = isat.cquad4_composite_strain[1].data_frame
ctria3_composite_strain = isat.ctria3_composite_strain[1].data_frame
#del isat
Now list each of the objects and be amazed!
eigenvalues
eigenvectors
Mode | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Freq | 8.359 | 9.508 | 15.667 | 20.237 | 20.306 | 20.555 | 21.500 | 21.706 | 21.725 | 28.542 | ... | 80.076 | 86.487 | 88.168 | 88.477 | 89.928 | 94.290 | 94.368 | 96.044 | 98.702 | 98.893 | |
Eigenvalue | 2758.149 | 3568.632 | 9689.982 | 16168.038 | 16278.158 | 16679.707 | 18248.432 | 18600.697 | 18632.551 | 32159.891 | ... | 253141.172 | 295300.938 | 306886.000 | 309040.656 | 319267.094 | 350984.500 | 351566.188 | 364166.312 | 384601.344 | 386090.469 | |
Radians | 52.518 | 59.738 | 98.438 | 127.154 | 127.586 | 129.150 | 135.087 | 136.384 | 136.501 | 179.332 | ... | 503.131 | 543.416 | 553.973 | 555.914 | 565.037 | 592.439 | 592.930 | 603.462 | 620.162 | 621.362 | |
NodeID | Item | |||||||||||||||||||||
1 | t1 | 4.783e-03 | 4.603e-06 | -1.895e-04 | 4.649e-02 | -1.608e-04 | 3.418e-02 | -6.925e-05 | -1.378e-03 | 6.644e-04 | -1.029e-01 | ... | 6.944e-02 | -1.152e-02 | -5.198e-03 | 7.273e-04 | -1.586e-03 | -0.048 | -3.118e-04 | 0.262 | -5.739e-04 | 0.085 |
t2 | -1.520e-04 | 4.498e-03 | 1.998e-02 | -5.474e-04 | -8.295e-05 | -2.297e-04 | 4.005e-05 | -1.423e-02 | -3.019e-02 | -8.729e-03 | ... | 5.747e-02 | -2.854e-01 | 7.230e-03 | 6.321e-03 | -5.092e-03 | 0.010 | 1.104e-04 | -0.040 | -6.828e-04 | -0.005 | |
t3 | 8.177e-04 | 1.411e-03 | 6.604e-03 | 7.383e-03 | 1.335e-03 | 5.795e-03 | -1.029e-04 | -4.668e-03 | -9.329e-03 | -2.090e-02 | ... | -7.095e-03 | 1.501e-02 | 2.409e-02 | 2.687e-03 | 1.775e-02 | 0.018 | -7.755e-03 | -0.079 | 7.459e-03 | -0.021 | |
r1 | 7.844e-06 | -1.974e-04 | -9.371e-04 | 4.649e-05 | -5.713e-05 | 1.262e-05 | -1.822e-06 | 5.970e-04 | 1.275e-03 | 4.882e-04 | ... | 1.329e-03 | -2.210e-02 | 5.975e-04 | 4.576e-04 | -6.993e-03 | 0.002 | 1.095e-04 | -0.007 | -1.151e-04 | -0.002 | |
r2 | 2.356e-04 | 1.469e-06 | -7.073e-06 | 2.291e-03 | -5.968e-06 | 1.604e-03 | -3.388e-06 | -6.959e-05 | 2.359e-05 | -4.947e-03 | ... | 4.910e-04 | -8.452e-04 | 6.328e-03 | -1.456e-04 | 1.214e-04 | 0.005 | 4.534e-05 | -0.019 | 1.826e-05 | -0.005 | |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
5633 | r3 | -3.599e-06 | 3.174e-06 | -4.415e-06 | 1.197e-04 | -1.459e-08 | 3.944e-05 | -2.706e-07 | 2.433e-05 | -3.509e-05 | -8.416e-04 | ... | -4.034e-02 | -1.183e-03 | -3.966e-02 | 4.915e-04 | -1.417e-03 | -0.022 | -1.365e-04 | 0.087 | -9.923e-05 | 0.023 |
10001 | S | -6.046e-03 | -2.173e-03 | -1.196e-02 | -6.238e-02 | -4.141e-04 | -4.187e-02 | 4.991e-06 | 7.265e-03 | 1.305e-02 | 1.279e-01 | ... | -1.766e-01 | -1.924e-01 | -5.082e-01 | 7.830e-02 | -4.190e-02 | -0.025 | 2.880e-01 | 1.334 | -1.396e-01 | 0.212 |
10002 | S | -5.565e-03 | 2.292e-03 | 1.160e-02 | -6.046e-02 | -7.145e-04 | -4.065e-02 | 4.942e-05 | -8.080e-03 | -1.509e-02 | 1.319e-01 | ... | -2.143e-01 | 2.777e-01 | -4.068e-01 | 6.402e-02 | 1.274e-01 | 0.060 | 2.877e-01 | 0.958 | -1.356e-01 | 0.075 |
10003 | S | -6.044e-03 | 2.256e-03 | 1.223e-02 | -6.248e-02 | 7.931e-04 | -4.195e-02 | 1.607e-04 | -6.251e-03 | -1.424e-02 | 1.234e-01 | ... | -1.839e-01 | 2.654e-01 | -4.871e-01 | -6.867e-02 | 2.085e-02 | -0.026 | -2.919e-01 | 1.339 | 1.410e-01 | 0.210 |
10004 | S | -5.553e-03 | -2.316e-03 | -1.095e-02 | -6.020e-02 | 1.098e-03 | -4.048e-02 | 1.170e-04 | 7.148e-03 | 1.569e-02 | 1.367e-01 | ... | -1.781e-01 | -3.089e-01 | -4.325e-01 | -5.553e-02 | -1.630e-01 | 0.064 | -2.893e-01 | 0.927 | 1.387e-01 | 0.063 |
32278 rows × 33 columns
mpc_forces
Mode | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Freq | 8.359 | 9.508 | 15.667 | 20.237 | 20.306 | 20.555 | 21.500 | 21.706 | 21.725 | 28.542 | ... | 80.076 | 86.487 | 88.168 | 88.477 | 89.928 | 94.290 | 94.368 | 96.044 | 98.702 | 98.893 | |
Eigenvalue | 2758.149 | 3568.632 | 9689.982 | 16168.038 | 16278.158 | 16679.707 | 18248.432 | 18600.697 | 18632.551 | 32159.891 | ... | 253141.172 | 295300.938 | 306886.000 | 309040.656 | 319267.094 | 350984.500 | 351566.188 | 364166.312 | 384601.344 | 386090.469 | |
Radians | 52.518 | 59.738 | 98.438 | 127.154 | 127.586 | 129.150 | 135.087 | 136.384 | 136.501 | 179.332 | ... | 503.131 | 543.416 | 553.973 | 555.914 | 565.037 | 592.439 | 592.930 | 603.462 | 620.162 | 621.362 | |
NodeID | Item | |||||||||||||||||||||
5297 | t1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
t2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
t3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
5300 | t1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
t2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
t3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
5321 | t1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
t2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
t3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
5324 | t1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
t2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
t3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
5489 | t1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
t2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
t3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
5492 | t1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
t2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
t3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
5513 | t1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
t2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
t3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
5516 | t1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
t2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
t3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r2 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | |
r3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | ... | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
48 rows × 33 columns
Well maybe be less amazed by this one. If you know pandas and can fix it, here’s the code :) It’s supposed to have the Eigenvalues, Freq, and Cycles, at the top.
import numpy as np
import pandas as pd
def build_dataframe_gpf(self):
headers = self.get_headers()
#name = self.name
if self.is_unique:
ntimes = self.data.shape[0]
nnodes = self.data.shape[1]
nvalues = ntimes * nnodes
node_element = self.node_element.reshape((ntimes * nnodes, 2))
if self.nonlinear_factor is not None:
column_names, column_values = self._build_dataframe_transient_header()
#column_names = [column_names[0]]
#column_values = [column_values[0]]
column_values2 = []
for value in column_values:
values2 = []
#print(value)
for valuei in value:
values = np.ones(nnodes) * valuei
values2.append(values)
values3 = np.vstack(values2).ravel()
column_values2.append(values3)
df1 = pd.DataFrame(column_values2).T
df1.columns = column_names
return df1
#df1.columns.names = column_names
#self.data_frame.columns.names = column_names
df2 = pd.DataFrame(node_element)
df2.columns = ['NodeID', 'ElementID']
df3 = pd.DataFrame(self.element_names.ravel())
df3.columns = ['ElementType']
dfs = [df2, df3]
for i, header in enumerate(headers):
df = pd.DataFrame(self.data[:, :, i].ravel())
df.columns = [header]
dfs.append(df)
data_frame = df1.join(dfs)
#print(data_frame)
else:
df1 = pd.DataFrame(node_element)
df1.columns = ['NodeID', 'ElementID']
df2 = pd.DataFrame(self.element_names[0, :])
df2.columns = ['ElementType']
df3 = pd.DataFrame(self.data[0])
df3.columns = headers
data_frame = df1.join([df2, df3])
#print(data_frame)
else:
node_element = [self.node_element[:, 0], self.node_element[:, 1]]
if self.nonlinear_factor is not None:
column_names, column_values = self._build_dataframe_transient_header()
data_frame = pd.Panel(self.data, items=column_values, major_axis=node_element, minor_axis=headers).to_frame()
data_frame.columns.names = column_names
data_frame.index.names = ['NodeID', 'ElementID', 'Item']
else:
data_frame = pd.Panel(self.data, major_axis=node_element, minor_axis=headers).to_frame()
data_frame.columns.names = ['Static']
data_frame.index.names = ['NodeID', 'ElementID', 'Item']
return data_frame
# print(isat.grid_point_forces[1])
grid_point_forces2 = build_dataframe_gpf(isat.grid_point_forces[1])
# print(grid_point_forces2)
grid_point_forces
Mode | Freq | Eigenvalue | Radians | NodeID | ElementID | ElementType | f1 | f2 | f3 | m1 | m2 | m3 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1.0 | 0.0 | 0.0 | 0.0 | 5297 | 5346 | BAR | -0.060 | -0.022 | -2.764e-02 | 8.066e-02 | -2.382e-01 | -8.417e-02 |
1 | 1.0 | 0.0 | 0.0 | 0.0 | 5297 | 5363 | BAR | -0.359 | -0.030 | 1.490e-02 | -1.058e-01 | 6.810e-02 | 1.616e-01 |
2 | 1.0 | 0.0 | 0.0 | 0.0 | 5297 | 5367 | BAR | 0.613 | 0.090 | -1.151e-01 | -7.916e-02 | 1.702e-01 | -1.745e-01 |
3 | 1.0 | 0.0 | 0.0 | 0.0 | 5297 | 5328 | QUAD4 | -0.192 | -0.033 | 1.284e-01 | 1.043e-01 | -1.460e-05 | 9.700e-02 |
4 | 1.0 | 0.0 | 0.0 | 0.0 | 5297 | 0 | *TOTALS* | 0.002 | 0.004 | 5.683e-04 | -5.509e-12 | 3.293e-11 | 5.565e-11 |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
1315 | 33.0 | 0.0 | 0.0 | 0.0 | 5516 | 5546 | BAR | 472.574 | 851.095 | -6.422e+00 | 1.504e+02 | -2.873e+01 | 5.298e+03 |
1316 | 33.0 | 0.0 | 0.0 | 0.0 | 5516 | 5547 | BAR | 93.582 | 37.378 | -4.746e+00 | -8.224e+02 | -4.008e+02 | 1.306e+03 |
1317 | 33.0 | 0.0 | 0.0 | 0.0 | 5516 | 5556 | BAR | -818.569 | -1348.531 | 2.214e+02 | -6.220e+02 | 4.295e+02 | -9.262e+03 |
1318 | 33.0 | 0.0 | 0.0 | 0.0 | 5516 | 5537 | QUAD4 | 268.423 | 447.600 | -1.907e+02 | 1.294e+03 | -4.314e-02 | 2.657e+03 |
1319 | 33.0 | 0.0 | 0.0 | 0.0 | 5516 | 0 | *TOTALS* | 16.010 | -12.457 | 1.959e+01 | -8.185e-12 | 3.750e-11 | 1.819e-12 |
1320 rows × 13 columns
cbar_force
Mode | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Freq | 8.359 | 9.508 | 15.667 | 20.237 | 20.306 | 20.555 | 21.500 | 21.706 | 21.725 | 28.542 | ... | 80.076 | 86.487 | 88.168 | 88.477 | 89.928 | 94.290 | 94.368 | 96.044 | 98.702 | 98.893 | |
Eigenvalue | 2758.149 | 3568.632 | 9689.982 | 16168.038 | 16278.158 | 16679.707 | 18248.432 | 18600.697 | 18632.551 | 32159.891 | ... | 253141.172 | 295300.938 | 306886.000 | 309040.656 | 319267.094 | 350984.500 | 351566.188 | 364166.312 | 384601.344 | 386090.469 | |
Radians | 52.518 | 59.738 | 98.438 | 127.154 | 127.586 | 129.150 | 135.087 | 136.384 | 136.501 | 179.332 | ... | 503.131 | 543.416 | 553.973 | 555.914 | 565.037 | 592.439 | 592.930 | 603.462 | 620.162 | 621.362 | |
ElementID | Item | |||||||||||||||||||||
3323 | bending_moment_a1 | -0.159 | -0.232 | -1.325 | -2.320 | -1.883 | -0.800 | -1.344e-03 | 1.423 | 1.467 | 4.649 | ... | -43.417 | 63.358 | -43.073 | -3.345 | 11.078 | -14.381 | 0.750 | 29.360 | 0.486 | -4.564 |
bending_moment_a2 | 0.187 | 0.050 | 0.181 | 0.006 | -0.107 | -0.424 | -4.186e-03 | -1.106 | 0.102 | -1.569 | ... | -4.503 | 5.332 | 1.627 | 4.864 | 2.146 | 0.088 | -1.271 | -10.582 | -0.670 | 3.477 | |
bending_moment_b1 | 0.166 | 0.208 | 2.010 | 2.657 | 1.879 | 0.729 | 2.291e-03 | -1.376 | -1.308 | -3.985 | ... | 34.704 | -74.023 | 35.134 | 3.543 | -15.034 | 10.974 | -0.674 | -17.690 | -0.626 | 6.393 | |
bending_moment_b2 | -0.187 | -0.050 | -0.181 | -0.004 | 0.107 | 0.425 | 4.183e-03 | 1.106 | -0.102 | 1.567 | ... | 4.501 | -5.342 | -1.624 | -4.862 | -2.148 | -0.082 | 1.271 | 10.558 | 0.669 | -3.485 | |
shear1 | -0.130 | -0.176 | -1.334 | -1.991 | -1.505 | -0.611 | -1.454e-03 | 1.120 | 1.110 | 3.453 | ... | -31.248 | 54.952 | -31.283 | -2.755 | 10.445 | -10.142 | 0.570 | 18.820 | 0.445 | -4.383 | |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
5673 | bending_moment_b2 | -4.887 | -0.771 | -5.513 | -64.275 | 0.708 | -45.140 | 4.117e-02 | 4.519 | 15.583 | 178.278 | ... | 1221.807 | -2167.272 | -139.608 | 90.460 | -995.605 | -521.442 | 20.895 | 3044.015 | -150.282 | 1542.777 |
shear1 | 1.530 | 0.064 | 0.196 | 8.091 | 0.036 | 5.044 | -1.170e-02 | 1.575 | 3.008 | 12.579 | ... | -333.076 | 1069.363 | -402.194 | -17.513 | 146.144 | -290.489 | -0.529 | 1119.859 | -20.882 | 507.706 | |
shear2 | 2.500 | 0.185 | 2.094 | 32.720 | -0.164 | 22.790 | -3.028e-02 | -1.243 | -6.007 | -87.993 | ... | -509.317 | 1353.304 | 118.067 | -52.505 | 568.911 | 270.128 | -11.844 | -1547.519 | 79.168 | -791.210 | |
axial | 1.087 | 0.531 | 6.835 | -0.771 | -0.603 | -0.734 | 3.275e-02 | -8.155 | -14.764 | 40.129 | ... | -1067.977 | 919.702 | -107.349 | -59.708 | 777.990 | 357.506 | -1.989 | -2290.321 | 58.945 | -969.833 | |
torque | 0.051 | 0.037 | -0.309 | 2.623 | 0.036 | 1.727 | 7.360e-04 | -0.236 | -1.174 | -12.099 | ... | -40.983 | -357.232 | -5.330 | 9.918 | -82.831 | 11.710 | 1.341 | -37.390 | -3.730 | -0.301 |
6616 rows × 33 columns
cbush_force
Mode | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Freq | 8.359 | 9.508 | 15.667 | 20.237 | 20.306 | 20.555 | 21.500 | 21.706 | 21.725 | 28.542 | ... | 80.076 | 86.487 | 88.168 | 88.477 | 89.928 | 94.290 | 94.368 | 96.044 | 98.702 | 98.893 | |
Eigenvalue | 2758.149 | 3568.632 | 9689.982 | 16168.038 | 16278.158 | 16679.707 | 18248.432 | 18600.697 | 18632.551 | 32159.891 | ... | 253141.172 | 295300.938 | 306886.000 | 309040.656 | 319267.094 | 350984.500 | 351566.188 | 364166.312 | 384601.344 | 386090.469 | |
Radians | 52.518 | 59.738 | 98.438 | 127.154 | 127.586 | 129.150 | 135.087 | 136.384 | 136.501 | 179.332 | ... | 503.131 | 543.416 | 553.973 | 555.914 | 565.037 | 592.439 | 592.930 | 603.462 | 620.162 | 621.362 | |
ElementID | Item | |||||||||||||||||||||
3736 | fx | -2.840 | 0.740 | 1.768 | -46.228 | -1.190 | -26.767 | -0.046 | -8.746 | -4.973 | 81.487 | ... | 393.464 | -1072.932 | 286.009 | -514.819 | -193.329 | -42.187 | 88.025 | 490.178 | 93.169 | 262.899 |
fy | 3.374 | -0.809 | 0.580 | 46.108 | 0.300 | 28.258 | 0.032 | 7.206 | 5.679 | -82.707 | ... | -315.394 | 1119.104 | -206.135 | 438.922 | 198.549 | 68.430 | -66.234 | -527.734 | -91.114 | -277.767 | |
fz | -0.617 | 8.572 | 43.051 | -10.336 | 7.485 | -17.494 | 0.185 | -31.983 | -51.687 | 67.928 | ... | -285.806 | -751.496 | 11.479 | 67.312 | -188.466 | 78.173 | -54.881 | -631.523 | -35.506 | -183.889 | |
mx | -0.000 | -0.000 | -0.000 | -0.000 | -0.000 | -0.000 | -0.000 | 0.000 | 0.000 | 0.000 | ... | 0.000 | -0.000 | 0.000 | -0.000 | 0.000 | -0.000 | 0.000 | 0.000 | -0.000 | 0.000 | |
my | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | -0.000 | -0.000 | -0.000 | ... | -0.000 | 0.000 | -0.000 | 0.000 | 0.000 | 0.000 | 0.000 | -0.000 | 0.000 | -0.000 | |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
5641 | fy | 24.829 | -98.887 | -556.445 | 344.300 | -19.428 | 212.605 | 0.389 | 375.821 | 656.316 | -868.910 | ... | -573.390 | -2030.561 | 3627.555 | -194.011 | -3566.293 | 3906.700 | 55.275 | -18164.916 | 175.571 | -5279.999 |
fz | 33.502 | -133.430 | -750.819 | 464.569 | -26.214 | 286.871 | 0.525 | 507.101 | 885.577 | -1172.433 | ... | -773.684 | -2739.867 | 4894.715 | -261.781 | -4812.053 | 5271.370 | 74.583 | -24510.199 | 236.901 | -7124.383 | |
mx | 0.000 | 0.000 | 0.000 | 0.000 | -0.000 | 0.000 | 0.000 | -0.000 | -0.000 | -0.000 | ... | 0.000 | 0.000 | 0.000 | -0.000 | 0.000 | 0.000 | 0.000 | -0.000 | 0.000 | -0.000 | |
my | -0.000 | -0.000 | -0.000 | -0.000 | 0.000 | -0.000 | 0.000 | 0.000 | 0.000 | 0.000 | ... | 0.000 | -0.000 | 0.000 | -0.000 | -0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | |
mz | -0.000 | 0.000 | 0.000 | -0.000 | 0.000 | -0.000 | 0.000 | -0.000 | -0.000 | 0.000 | ... | -0.000 | 0.000 | -0.000 | -0.000 | 0.000 | -0.000 | -0.000 | 0.000 | 0.000 | 0.000 |
624 rows × 33 columns
cquad4_force
Mode | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | ||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Freq | 8.359 | 9.508 | 15.667 | 20.237 | 20.306 | 20.555 | 21.500 | 21.706 | 21.725 | 28.542 | ... | 80.076 | 86.487 | 88.168 | 88.477 | 89.928 | 94.290 | 94.368 | 96.044 | 98.702 | 98.893 | ||
Eigenvalue | 2758.149 | 3568.632 | 9689.982 | 16168.038 | 16278.158 | 16679.707 | 18248.432 | 18600.697 | 18632.551 | 32159.891 | ... | 253141.172 | 295300.938 | 306886.000 | 309040.656 | 319267.094 | 350984.500 | 351566.188 | 364166.312 | 384601.344 | 386090.469 | ||
Radians | 52.518 | 59.738 | 98.438 | 127.154 | 127.586 | 129.150 | 135.087 | 136.384 | 136.501 | 179.332 | ... | 503.131 | 543.416 | 553.973 | 555.914 | 565.037 | 592.439 | 592.930 | 603.462 | 620.162 | 621.362 | ||
ElementID | NodeID | Item | |||||||||||||||||||||
4670 | 0 | mx | -16.088 | -4.299 | 0.070 | -28.998 | 4.570e-01 | -186.939 | -603.215 | 47.768 | -107.817 | -5.846 | ... | 3.548 | -10.621 | 3.548 | -0.028 | 0.379 | 1.788 | -0.431 | -6.105 | 0.628 | -0.340 |
4670 | my | -88.183 | -73.038 | 1.312 | -50.870 | 1.207e+00 | -324.954 | -149.853 | 87.416 | 12.643 | -9.902 | ... | 19.580 | 72.428 | 36.214 | -1.031 | 52.952 | 23.808 | -3.855 | -98.772 | 4.841 | -36.234 | |
4671 | mxy | -35.416 | 22.025 | 0.063 | -20.034 | 2.038e-01 | -127.819 | 3.770 | 58.400 | -24.900 | -3.556 | ... | -9.565 | 5.375 | -16.705 | 0.338 | -0.175 | -11.625 | -0.045 | 45.932 | -0.193 | 13.473 | |
4674 | bmx | -2.664 | 9.183 | -1.222 | -29.950 | 9.125e-01 | -189.689 | -7.586 | 53.520 | 56.479 | -4.086 | ... | 2.742 | -14.829 | 2.041 | 0.111 | -2.436 | 2.162 | 0.050 | -9.309 | 0.033 | -4.001 | |
4673 | bmy | -3.037 | 9.879 | -1.313 | -30.299 | 9.187e-01 | -192.163 | -20.070 | 80.239 | 42.297 | -4.087 | ... | 2.543 | -15.440 | 1.955 | 0.126 | -2.095 | 2.172 | 0.020 | -9.370 | 0.068 | -4.156 | |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
4757 | 0 | bmx | -0.720 | 19.216 | -0.150 | 1.475 | 3.240e-03 | 9.613 | -0.447 | -11.301 | 15.890 | 0.301 | ... | -2.391 | -1.963 | -3.463 | 0.091 | -1.101 | -2.075 | 0.037 | 7.907 | -0.079 | 2.300 |
4783 | bmy | -29.445 | 38.810 | -0.216 | 3.666 | -2.646e-02 | 22.093 | 8.303 | -4.192 | 1.488 | 0.074 | ... | -0.132 | -1.333 | 1.109 | -0.028 | 1.367 | 1.113 | -0.207 | -4.890 | 0.296 | -1.784 | |
4771 | bmxy | -0.233 | -0.873 | 0.005 | 0.003 | 3.776e-04 | 0.027 | -0.205 | 0.331 | -0.435 | 0.009 | ... | -0.074 | 0.050 | -0.156 | 0.002 | 0.027 | -0.104 | -0.003 | 0.401 | 0.003 | 0.100 | |
4774 | tx | -18.875 | 20.105 | -0.088 | 1.690 | 1.169e-03 | 10.319 | -2.478 | 5.951 | -7.828 | 0.250 | ... | -1.792 | -1.240 | -3.321 | 0.085 | -0.973 | -2.108 | 0.039 | 8.108 | -0.081 | 2.232 | |
4779 | ty | 11.037 | -28.189 | 0.098 | 0.929 | 8.701e-03 | 6.668 | -3.198 | -7.155 | 9.551 | 0.446 | ... | -2.191 | 1.786 | -3.206 | -0.004 | 1.056 | -1.967 | -0.056 | 7.324 | 0.055 | 1.845 |
3520 rows × 33 columns
cquad4_stress
Mode | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | |||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Freq | 8.359 | 9.508 | 15.667 | 20.237 | 20.306 | 20.555 | 21.500 | 21.706 | 21.725 | 28.542 | ... | 80.076 | 86.487 | 88.168 | 88.477 | 89.928 | 94.290 | 94.368 | 96.044 | 98.702 | 98.893 | |||
Eigenvalue | 2758.149 | 3568.632 | 9689.982 | 16168.038 | 16278.158 | 16679.707 | 18248.432 | 18600.697 | 18632.551 | 32159.891 | ... | 253141.172 | 295300.938 | 306886.000 | 309040.656 | 319267.094 | 350984.500 | 351566.188 | 364166.312 | 384601.344 | 386090.469 | |||
Radians | 52.518 | 59.738 | 98.438 | 127.154 | 127.586 | 129.150 | 135.087 | 136.384 | 136.501 | 179.332 | ... | 503.131 | 543.416 | 553.973 | 555.914 | 565.037 | 592.439 | 592.930 | 603.462 | 620.162 | 621.362 | |||
ElementID | NodeID | Location | Item | |||||||||||||||||||||
1 | CEN | Top | fiber_distance | 0.400 | 0.400 | 0.400 | 0.400 | 0.400 | 0.400 | 0.400 | 0.400 | 0.400 | 0.400 | ... | 0.400 | 0.400 | 0.400 | 0.400 | 0.400 | 0.400 | 0.400 | 0.400 | 0.400 | 0.400 |
Bottom | oxx | 63.246 | -72.309 | 2933.358 | 259.021 | 84.267 | 133.791 | 1.853 | 128.291 | 785.570 | 3323.714 | ... | -25687.611 | 44998.809 | -18275.949 | 523.016 | -12460.453 | -9954.559 | 107.619 | 39103.473 | -75.161 | 15.965 | ||
1 | Top | oyy | 62.859 | -71.048 | 2875.741 | 253.699 | 81.985 | 133.149 | 1.833 | 123.604 | 772.436 | 3262.440 | ... | -25118.213 | 44054.754 | -17823.283 | 540.663 | -12261.231 | -9691.335 | 103.417 | 38048.668 | -81.522 | -72.995 | |
Bottom | txy | -1.035 | 0.187 | 10.978 | -5.745 | -2.516 | -1.820 | 0.009 | 4.870 | -1.962 | -2.234 | ... | 140.224 | 365.609 | 166.100 | 6.940 | 0.761 | 132.142 | -0.526 | -600.034 | -2.169 | -147.073 | ||
2 | Top | angle | -39.698 | 81.736 | 10.430 | -32.574 | -32.800 | -39.999 | 20.557 | 32.153 | -8.315 | -2.085 | ... | 76.889 | 18.880 | 71.863 | 70.907 | 89.781 | 67.442 | -7.033 | -24.343 | -17.147 | -36.586 | |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
5537 | 5512 | Bottom | txy | 0.769 | -0.509 | -7.836 | 1.422 | 1.355 | 1.176 | -0.021 | 0.966 | 10.549 | 4.209 | ... | 2240.626 | 2866.230 | 760.664 | 1484.642 | 388.962 | -1785.988 | 915.890 | 3906.425 | 747.305 | 523.084 |
5516 | Top | angle | 7.874 | -76.331 | -79.695 | 87.123 | 7.259 | 86.468 | -58.092 | 84.299 | 13.915 | 1.319 | ... | 1.667 | 13.038 | 88.488 | 86.469 | 15.395 | -3.277 | 88.593 | 6.174 | 1.636 | 88.243 | |
Bottom | omax | 10.072 | -3.675 | -44.207 | 12.633 | 18.438 | 11.200 | -0.101 | 1.689 | 92.377 | 162.953 | ... | 75666.742 | 21448.652 | -22037.004 | -20674.857 | 2019.026 | 79206.766 | -51180.082 | 62782.621 | 84956.586 | -53040.340 | ||
5515 | Top | omin | 4.405 | -5.892 | -88.728 | -15.731 | 7.623 | -7.931 | -0.149 | -8.089 | 47.185 | -19.895 | ... | -1384.560 | 8407.658 | -50865.668 | -44829.422 | 499.341 | 47910.672 | -88484.125 | 26250.986 | 58768.730 | -70112.367 | |
Bottom | von_mises | 8.745 | 5.155 | 76.841 | 24.612 | 16.047 | 16.648 | 0.131 | 9.052 | 80.007 | 173.757 | ... | 76368.430 | 18718.986 | 44181.656 | 38862.383 | 1821.435 | 69096.273 | 76942.945 | 54613.789 | 75356.445 | 63326.438 |
306880 rows × 33 columns
chexa_stress
Mode | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | ||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Freq | 8.359 | 9.508 | 15.667 | 20.237 | 20.306 | 20.555 | 21.500 | 21.706 | 21.725 | 28.542 | ... | 80.076 | 86.487 | 88.168 | 88.477 | 89.928 | 94.290 | 94.368 | 96.044 | 98.702 | 98.893 | ||
Eigenvalue | 2758.149 | 3568.632 | 9689.982 | 16168.038 | 16278.158 | 16679.707 | 18248.432 | 18600.697 | 18632.551 | 32159.891 | ... | 253141.172 | 295300.938 | 306886.000 | 309040.656 | 319267.094 | 350984.500 | 351566.188 | 364166.312 | 384601.344 | 386090.469 | ||
Radians | 52.518 | 59.738 | 98.438 | 127.154 | 127.586 | 129.150 | 135.087 | 136.384 | 136.501 | 179.332 | ... | 503.131 | 543.416 | 553.973 | 555.914 | 565.037 | 592.439 | 592.930 | 603.462 | 620.162 | 621.362 | ||
ElementID | NodeID | Item | |||||||||||||||||||||
3684 | 0 | oxx | 1.222e-12 | -3.411e-13 | -3.638e-12 | -6.912e-11 | 5.684e-14 | -2.956e-12 | 4.619e-14 | 1.592e-12 | 9.095e-13 | -1.028e-10 | ... | 3.638e-11 | 3.638e-11 | -5.321e-11 | 1.762e-12 | -1.819e-12 | -3.809e-11 | -4.547e-13 | 3.311e-10 | -6.821e-13 | -4.923e-11 |
oyy | -3.354e-12 | -2.274e-13 | 2.728e-12 | 2.069e-11 | 0.000e+00 | -7.049e-12 | -4.619e-14 | -2.956e-12 | 9.095e-12 | -8.185e-12 | ... | -1.091e-11 | 6.548e-11 | 8.640e-12 | -1.876e-12 | 3.638e-12 | -2.080e-11 | 9.095e-13 | 4.111e-10 | -9.095e-13 | -3.752e-12 | ||
ozz | 1.251e-12 | 4.547e-13 | -9.095e-13 | -1.819e-12 | -1.137e-13 | -1.955e-11 | -7.105e-15 | -9.095e-13 | 9.095e-13 | 2.547e-11 | ... | 2.001e-11 | -6.548e-11 | -5.821e-11 | -3.837e-12 | -7.276e-12 | -8.549e-11 | -9.095e-13 | -2.274e-11 | -4.547e-13 | 6.395e-11 | ||
txy | -3.268e-13 | 1.819e-12 | 3.638e-12 | -1.023e-12 | 4.263e-14 | -3.979e-13 | 7.105e-15 | 0.000e+00 | -3.638e-12 | -2.274e-12 | ... | 2.547e-11 | 1.455e-10 | -9.095e-13 | -9.095e-13 | 7.276e-12 | -4.547e-12 | -3.411e-13 | -4.366e-11 | -4.547e-13 | 6.366e-12 | ||
tyz | 2.842e-14 | 3.979e-13 | 0.000e+00 | 1.137e-13 | 2.842e-14 | 2.274e-13 | -8.882e-15 | 0.000e+00 | 1.819e-12 | -2.274e-12 | ... | -3.183e-12 | 1.091e-11 | -9.095e-13 | 5.045e-13 | 1.091e-11 | 2.842e-13 | -2.274e-13 | 1.410e-11 | 0.000e+00 | -5.969e-13 | ||
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
5568 | 5595 | txz | 4.548e-13 | -1.944e-14 | 1.406e-11 | -1.455e-11 | -9.080e-13 | -1.819e-11 | -8.026e-17 | -1.225e-11 | -1.495e-11 | 4.367e-11 | ... | -5.860e-11 | 3.497e-10 | -8.753e-11 | -2.253e-15 | 5.811e-11 | -1.401e-13 | -1.364e-12 | -2.322e-10 | 3.629e-12 | 5.841e-11 |
omax | 5.819e-12 | 1.221e-11 | 7.609e-11 | 1.018e-10 | -3.954e-13 | 8.336e-11 | 9.825e-14 | -1.606e-11 | 1.108e-12 | 1.220e-10 | ... | 2.013e-10 | 2.213e-09 | -1.527e-10 | 8.035e-11 | 4.857e-10 | 1.316e-10 | 8.612e-12 | 1.728e-09 | 3.570e-11 | 5.262e-10 | ||
omid | 1.003e-12 | 1.003e-11 | 4.388e-11 | 1.683e-11 | -1.421e-12 | 2.142e-11 | 4.564e-14 | -2.840e-11 | -7.396e-11 | -8.451e-11 | ... | -4.313e-11 | -1.228e-09 | -2.507e-10 | 3.745e-11 | -1.008e-10 | 2.860e-11 | 4.314e-12 | -1.323e-10 | -1.073e-11 | -3.357e-11 | ||
omin | -3.504e-12 | 3.222e-12 | -3.550e-12 | -3.721e-11 | -3.072e-12 | -3.554e-11 | 3.375e-14 | -4.285e-11 | -1.163e-10 | -2.739e-10 | ... | -7.112e-10 | -2.091e-09 | -3.533e-10 | -4.072e-11 | -6.613e-10 | -3.785e-10 | -6.303e-12 | -4.902e-10 | -4.862e-11 | -2.453e-10 | ||
von_mises | 8.075e-12 | 8.122e-12 | 6.939e-11 | 1.213e-10 | 2.339e-12 | 1.030e-10 | 5.945e-14 | 2.323e-11 | 1.030e-10 | 3.430e-10 | ... | 8.181e-10 | 3.944e-09 | 1.737e-10 | 1.063e-10 | 9.934e-10 | 4.671e-10 | 1.330e-11 | 2.063e-09 | 7.315e-11 | 6.905e-10 |
2250 rows × 33 columns
cquad4_composite_stress
ctria3_composite_stress
cquad4_strain
Mode | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | |||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Freq | 8.359 | 9.508 | 15.667 | 20.237 | 20.306 | 20.555 | 21.500 | 21.706 | 21.725 | 28.542 | ... | 80.076 | 86.487 | 88.168 | 88.477 | 89.928 | 94.290 | 94.368 | 96.044 | 98.702 | 98.893 | |||
Eigenvalue | 2758.149 | 3568.632 | 9689.982 | 16168.038 | 16278.158 | 16679.707 | 18248.432 | 18600.697 | 18632.551 | 32159.891 | ... | 253141.172 | 295300.938 | 306886.000 | 309040.656 | 319267.094 | 350984.500 | 351566.188 | 364166.312 | 384601.344 | 386090.469 | |||
Radians | 52.518 | 59.738 | 98.438 | 127.154 | 127.586 | 129.150 | 135.087 | 136.384 | 136.501 | 179.332 | ... | 503.131 | 543.416 | 553.973 | 555.914 | 565.037 | 592.439 | 592.930 | 603.462 | 620.162 | 621.362 | |||
ElementID | NodeID | Location | Item | |||||||||||||||||||||
1 | CEN | Top | fiber_distance | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | ... | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 | 4.000e-01 |
Bottom | exx | 9.675e-08 | -1.578e-07 | 6.772e-06 | 6.115e-07 | 2.307e-07 | 1.944e-07 | 3.318e-09 | 4.211e-07 | 1.681e-06 | 7.442e-06 | ... | -6.304e-05 | 1.074e-04 | -4.760e-05 | -4.020e-07 | -2.614e-05 | -2.689e-05 | 3.688e-07 | 1.068e-04 | 2.783e-07 | 5.147e-06 | ||
1 | Top | eyy | 5.161e-08 | -1.089e-08 | 6.181e-08 | -8.301e-09 | -3.513e-08 | 1.196e-07 | 1.018e-09 | -1.247e-07 | 1.516e-07 | 3.059e-07 | ... | 3.273e-06 | -2.593e-06 | 5.126e-06 | 1.653e-06 | -2.940e-06 | 3.773e-06 | -1.205e-07 | -1.604e-05 | -4.626e-07 | -5.214e-06 | |
Bottom | exy | -3.044e-06 | 5.503e-07 | 3.229e-05 | -1.690e-05 | -7.400e-06 | -5.353e-06 | 2.535e-08 | 1.432e-05 | -5.769e-06 | -6.571e-06 | ... | 4.124e-04 | 1.075e-03 | 4.885e-04 | 2.041e-05 | 2.237e-06 | 3.887e-04 | -1.548e-06 | -1.765e-03 | -6.380e-06 | -4.326e-04 | ||
2 | Top | angle | -4.458e+01 | 5.247e+01 | 3.913e+01 | -4.395e+01 | -4.397e+01 | -4.460e+01 | 4.241e+01 | 4.391e+01 | -3.757e+01 | -2.132e+01 | ... | 4.957e+01 | 4.208e+01 | 4.808e+01 | 4.788e+01 | 8.725e+01 | 4.726e+01 | -3.623e+01 | -4.301e+01 | -4.169e+01 | -4.431e+01 | |
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
5537 | 5512 | Bottom | exy | 2.262e-06 | -1.497e-06 | -2.305e-05 | 4.182e-06 | 3.987e-06 | 3.460e-06 | -6.318e-08 | 2.843e-06 | 3.103e-05 | 1.238e-05 | ... | 6.590e-03 | 8.430e-03 | 2.237e-03 | 4.367e-03 | 1.144e-03 | -5.253e-03 | 2.694e-03 | 1.149e-02 | 2.198e-03 | 1.538e-03 |
5516 | Top | angle | 3.794e+01 | -4.862e+01 | -5.024e+01 | 6.368e+01 | 3.730e+01 | 6.102e+01 | -4.569e+01 | 5.527e+01 | 4.128e+01 | 1.573e+01 | ... | 1.894e+01 | 4.086e+01 | 7.171e+01 | 5.986e+01 | 4.153e+01 | -2.978e+01 | 7.213e+01 | 3.598e+01 | 2.085e+01 | 6.719e+01 | |
Bottom | emax | 1.190e-06 | 7.360e-07 | 1.149e-05 | 2.672e-06 | 2.109e-06 | 2.081e-06 | 3.107e-08 | 1.520e-06 | 1.590e-05 | 1.187e-05 | ... | 5.403e-03 | 4.307e-03 | 1.760e-03 | 2.405e-03 | 5.797e-04 | 3.284e-03 | 2.050e-03 | 6.184e-03 | 1.936e-03 | 8.238e-04 | ||
5515 | Top | emin | -1.142e-06 | -7.730e-07 | -1.195e-05 | -2.588e-06 | -2.026e-06 | -2.000e-06 | -3.213e-08 | -1.516e-06 | -1.539e-05 | -1.185e-05 | ... | -5.329e-03 | -4.211e-03 | -1.994e-03 | -2.622e-03 | -5.727e-04 | -2.809e-03 | -2.561e-03 | -5.899e-03 | -1.368e-03 | -1.329e-03 | |
Bottom | von_mises | 1.347e-06 | 8.714e-07 | 1.353e-05 | 3.037e-06 | 2.387e-06 | 2.357e-06 | 3.649e-08 | 1.753e-06 | 1.807e-05 | 1.369e-05 | ... | 6.196e-03 | 4.918e-03 | 2.168e-03 | 2.904e-03 | 6.654e-04 | 3.521e-03 | 2.668e-03 | 6.977e-03 | 1.917e-03 | 1.254e-03 |
306880 rows × 33 columns
chexa_stress
Mode | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | ||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Freq | 8.359 | 9.508 | 15.667 | 20.237 | 20.306 | 20.555 | 21.500 | 21.706 | 21.725 | 28.542 | ... | 80.076 | 86.487 | 88.168 | 88.477 | 89.928 | 94.290 | 94.368 | 96.044 | 98.702 | 98.893 | ||
Eigenvalue | 2758.149 | 3568.632 | 9689.982 | 16168.038 | 16278.158 | 16679.707 | 18248.432 | 18600.697 | 18632.551 | 32159.891 | ... | 253141.172 | 295300.938 | 306886.000 | 309040.656 | 319267.094 | 350984.500 | 351566.188 | 364166.312 | 384601.344 | 386090.469 | ||
Radians | 52.518 | 59.738 | 98.438 | 127.154 | 127.586 | 129.150 | 135.087 | 136.384 | 136.501 | 179.332 | ... | 503.131 | 543.416 | 553.973 | 555.914 | 565.037 | 592.439 | 592.930 | 603.462 | 620.162 | 621.362 | ||
ElementID | NodeID | Item | |||||||||||||||||||||
3684 | 0 | oxx | 1.222e-12 | -3.411e-13 | -3.638e-12 | -6.912e-11 | 5.684e-14 | -2.956e-12 | 4.619e-14 | 1.592e-12 | 9.095e-13 | -1.028e-10 | ... | 3.638e-11 | 3.638e-11 | -5.321e-11 | 1.762e-12 | -1.819e-12 | -3.809e-11 | -4.547e-13 | 3.311e-10 | -6.821e-13 | -4.923e-11 |
oyy | -3.354e-12 | -2.274e-13 | 2.728e-12 | 2.069e-11 | 0.000e+00 | -7.049e-12 | -4.619e-14 | -2.956e-12 | 9.095e-12 | -8.185e-12 | ... | -1.091e-11 | 6.548e-11 | 8.640e-12 | -1.876e-12 | 3.638e-12 | -2.080e-11 | 9.095e-13 | 4.111e-10 | -9.095e-13 | -3.752e-12 | ||
ozz | 1.251e-12 | 4.547e-13 | -9.095e-13 | -1.819e-12 | -1.137e-13 | -1.955e-11 | -7.105e-15 | -9.095e-13 | 9.095e-13 | 2.547e-11 | ... | 2.001e-11 | -6.548e-11 | -5.821e-11 | -3.837e-12 | -7.276e-12 | -8.549e-11 | -9.095e-13 | -2.274e-11 | -4.547e-13 | 6.395e-11 | ||
txy | -3.268e-13 | 1.819e-12 | 3.638e-12 | -1.023e-12 | 4.263e-14 | -3.979e-13 | 7.105e-15 | 0.000e+00 | -3.638e-12 | -2.274e-12 | ... | 2.547e-11 | 1.455e-10 | -9.095e-13 | -9.095e-13 | 7.276e-12 | -4.547e-12 | -3.411e-13 | -4.366e-11 | -4.547e-13 | 6.366e-12 | ||
tyz | 2.842e-14 | 3.979e-13 | 0.000e+00 | 1.137e-13 | 2.842e-14 | 2.274e-13 | -8.882e-15 | 0.000e+00 | 1.819e-12 | -2.274e-12 | ... | -3.183e-12 | 1.091e-11 | -9.095e-13 | 5.045e-13 | 1.091e-11 | 2.842e-13 | -2.274e-13 | 1.410e-11 | 0.000e+00 | -5.969e-13 | ||
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
5568 | 5595 | txz | 4.548e-13 | -1.944e-14 | 1.406e-11 | -1.455e-11 | -9.080e-13 | -1.819e-11 | -8.026e-17 | -1.225e-11 | -1.495e-11 | 4.367e-11 | ... | -5.860e-11 | 3.497e-10 | -8.753e-11 | -2.253e-15 | 5.811e-11 | -1.401e-13 | -1.364e-12 | -2.322e-10 | 3.629e-12 | 5.841e-11 |
omax | 5.819e-12 | 1.221e-11 | 7.609e-11 | 1.018e-10 | -3.954e-13 | 8.336e-11 | 9.825e-14 | -1.606e-11 | 1.108e-12 | 1.220e-10 | ... | 2.013e-10 | 2.213e-09 | -1.527e-10 | 8.035e-11 | 4.857e-10 | 1.316e-10 | 8.612e-12 | 1.728e-09 | 3.570e-11 | 5.262e-10 | ||
omid | 1.003e-12 | 1.003e-11 | 4.388e-11 | 1.683e-11 | -1.421e-12 | 2.142e-11 | 4.564e-14 | -2.840e-11 | -7.396e-11 | -8.451e-11 | ... | -4.313e-11 | -1.228e-09 | -2.507e-10 | 3.745e-11 | -1.008e-10 | 2.860e-11 | 4.314e-12 | -1.323e-10 | -1.073e-11 | -3.357e-11 | ||
omin | -3.504e-12 | 3.222e-12 | -3.550e-12 | -3.721e-11 | -3.072e-12 | -3.554e-11 | 3.375e-14 | -4.285e-11 | -1.163e-10 | -2.739e-10 | ... | -7.112e-10 | -2.091e-09 | -3.533e-10 | -4.072e-11 | -6.613e-10 | -3.785e-10 | -6.303e-12 | -4.902e-10 | -4.862e-11 | -2.453e-10 | ||
von_mises | 8.075e-12 | 8.122e-12 | 6.939e-11 | 1.213e-10 | 2.339e-12 | 1.030e-10 | 5.945e-14 | 2.323e-11 | 1.030e-10 | 3.430e-10 | ... | 8.181e-10 | 3.944e-09 | 1.737e-10 | 1.063e-10 | 9.934e-10 | 4.671e-10 | 1.330e-11 | 2.063e-09 | 7.315e-11 | 6.905e-10 |
2250 rows × 33 columns
chexa_strain
Mode | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | ... | 24 | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | ||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Freq | 8.359 | 9.508 | 15.667 | 20.237 | 20.306 | 20.555 | 21.500 | 21.706 | 21.725 | 28.542 | ... | 80.076 | 86.487 | 88.168 | 88.477 | 89.928 | 94.290 | 94.368 | 96.044 | 98.702 | 98.893 | ||
Eigenvalue | 2758.149 | 3568.632 | 9689.982 | 16168.038 | 16278.158 | 16679.707 | 18248.432 | 18600.697 | 18632.551 | 32159.891 | ... | 253141.172 | 295300.938 | 306886.000 | 309040.656 | 319267.094 | 350984.500 | 351566.188 | 364166.312 | 384601.344 | 386090.469 | ||
Radians | 52.518 | 59.738 | 98.438 | 127.154 | 127.586 | 129.150 | 135.087 | 136.384 | 136.501 | 179.332 | ... | 503.131 | 543.416 | 553.973 | 555.914 | 565.037 | 592.439 | 592.930 | 603.462 | 620.162 | 621.362 | ||
ElementID | NodeID | Item | |||||||||||||||||||||
3684 | 0 | exx | 1.079e-19 | -4.132e-21 | -4.924e-20 | 2.597e-18 | -4.290e-21 | 8.636e-19 | -1.635e-21 | -4.844e-20 | 1.182e-20 | -1.719e-18 | ... | 1.524e-20 | -9.929e-20 | -3.477e-18 | 2.219e-22 | -4.775e-19 | -2.146e-21 | 3.259e-20 | -2.775e-17 | -5.352e-21 | -6.938e-18 |
eyy | -8.470e-22 | -2.711e-20 | 0.000e+00 | -3.388e-21 | -8.470e-22 | -1.694e-21 | -2.118e-22 | 0.000e+00 | -2.168e-19 | -5.421e-20 | ... | 8.674e-19 | -1.735e-18 | 2.168e-19 | 0.000e+00 | 0.000e+00 | 2.168e-19 | 9.317e-21 | -4.337e-19 | -1.355e-20 | -2.168e-19 | ||
ezz | 0.000e+00 | -1.355e-20 | -5.421e-20 | 0.000e+00 | 0.000e+00 | 0.000e+00 | 0.000e+00 | 2.711e-20 | 0.000e+00 | -1.084e-19 | ... | -1.084e-19 | 4.337e-19 | 0.000e+00 | 1.694e-21 | 0.000e+00 | 0.000e+00 | 0.000e+00 | 1.626e-19 | 0.000e+00 | 5.082e-20 | ||
exy | -1.050e-19 | 5.421e-19 | 1.301e-18 | -4.743e-19 | -1.186e-20 | -8.674e-19 | 0.000e+00 | -8.674e-19 | -1.735e-18 | -6.505e-19 | ... | 9.541e-18 | -2.776e-17 | 0.000e+00 | 6.505e-19 | -2.819e-18 | 1.735e-18 | -7.115e-20 | -3.469e-18 | -1.220e-19 | 1.084e-18 | ||
eyz | -1.016e-20 | -5.421e-20 | -6.505e-19 | -1.084e-19 | -5.421e-20 | -2.711e-20 | 1.271e-21 | 4.879e-19 | 7.589e-19 | 3.253e-19 | ... | 9.758e-19 | -6.072e-18 | 5.421e-20 | 3.049e-19 | -4.337e-19 | 1.762e-19 | 1.084e-19 | 1.193e-18 | -2.168e-19 | -6.031e-19 | ||
... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
5568 | 5595 | exz | 1.084e-19 | -2.394e-19 | 1.528e-19 | 3.469e-18 | -1.318e-20 | -2.344e-22 | -2.014e-23 | -7.520e-19 | -2.020e-19 | 6.944e-18 | ... | 6.840e-18 | 2.786e-17 | 6.885e-18 | -1.735e-18 | 1.385e-17 | 1.384e-17 | -3.252e-19 | -5.536e-17 | 8.651e-19 | -1.383e-17 |
emax | 2.747e-19 | 6.979e-19 | 2.794e-18 | 3.923e-18 | 2.328e-19 | 2.143e-18 | 6.899e-21 | 2.686e-18 | 7.414e-18 | 1.155e-17 | ... | 6.771e-18 | 1.769e-16 | 1.354e-17 | 2.629e-18 | 3.547e-17 | 2.259e-17 | 4.898e-19 | 6.536e-17 | 2.485e-18 | 2.635e-17 | ||
emid | 4.887e-20 | 2.480e-19 | 2.309e-18 | -3.899e-19 | -6.916e-20 | 4.746e-19 | 1.974e-21 | -1.193e-18 | -1.490e-18 | -2.978e-18 | ... | -2.984e-18 | -7.979e-17 | 8.286e-18 | 1.336e-18 | -3.547e-18 | 2.045e-18 | 1.641e-19 | 7.327e-18 | -7.795e-19 | 1.230e-17 | ||
emin | -3.994e-19 | -1.108e-18 | -2.067e-18 | -4.414e-18 | -1.095e-19 | -5.017e-18 | -8.449e-21 | -2.578e-18 | -3.756e-18 | -5.640e-18 | ... | -4.542e-17 | -1.457e-16 | -3.050e-17 | -2.949e-18 | -1.111e-17 | -1.683e-17 | -4.642e-19 | -1.039e-16 | -1.434e-18 | -1.437e-17 | ||
von_mises | 3.962e-19 | 1.086e-18 | 3.092e-18 | 4.814e-18 | 2.160e-19 | 4.326e-18 | 9.048e-21 | 3.151e-18 | 6.818e-18 | 1.068e-17 | ... | 3.204e-17 | 1.968e-16 | 2.778e-17 | 3.371e-18 | 2.887e-17 | 2.277e-17 | 5.599e-19 | 9.932e-17 | 2.424e-18 | 2.389e-17 |
2250 rows × 33 columns
cquad4_composite_strain
ctria3_composite_strain