In [9]:
from pycalphad import Database, equilibrium, variables as v
db_file = '/Users/brandon/Box Sync/databases/nims-databases/Al-Fe_sei.tdb'
dbf = Database(db_file)
comps = ['AL', 'FE', 'VA']
phases = ['FCC_A1', 'LIQUID']
conditions = {v.X('FE'): .0028156, v.T: 931.385693359375, v.P: 1.0e5}
In [13]:
eq = equilibrium(dbf, comps, phases, conditions, calc_opts={'pdens': 500 }, verbose=True)
eq.X
Calculation Backend: Compiled (autowrap)
Components: AL FE VA
Phases: FCC_A1 LIQUID [done]
('NEW_L_MULTIPLIERS', array([ -405.01747922, 1567.93152121, 7946.1014188 ,
-37723.1363365 , -148381.49490613]))
('old_driving_force', -38031.778470333891)
(1.0, -38031.752189458384, 0.00080339025389464247)
(0.5, -38032.795578030498, 0.00017453753423712914)
(0.25, -38032.433091489511, 4.363438356069782e-05)
('alpha', 0.25)
('Phases', [CompositionSet(FCC_A1, [ 1.00000000e+00 1.00000000e-12]), CompositionSet(LIQUID, [ 0.99649094 0.00350906])])
('step', array([ 4.78188768e-12, -4.78113553e-12, 1.67362776e-16,
1.99580629e-03, -1.99580629e-03, -3.49808568e-01,
3.49808568e-01]))
('Site fractions', array([ 1.00000000e+00, 1.00000000e-12, 1.00000000e+00,
9.96490936e-01, 3.50906446e-03]))
('Phase fractions', array([ 0.21005566, 0.78994434]))
('Chemical potentials', array([ -37723.1363365 , -148381.49490613]))
('Chem pot progress', array([ 6.70741429e-07, -1.03975750e+03]))
('Energy progress', 4.1738880748744123)
('Driving force', 2.2729193964405567)
('NEW_L_MULTIPLIERS', array([ -242.94450995, 940.50349659, 7783.51850924,
-37723.13633664, -148147.21465611]))
('old_driving_force', -38032.422868815425)
(1.0, -38032.455768795407, 0.00032375989482125167)
(0.5, -38032.710183718191, 8.3213699967665811e-05)
('alpha', 0.5)
('Phases', [CompositionSet(FCC_A1, [ 1.00000000e+00 1.00000000e-12]), CompositionSet(LIQUID, [ 0.99699955 0.00300045])])
('step', array([ 2.82438561e-12, -3.82475055e-12, -1.80078222e-16,
1.01722436e-03, -1.01722436e-03, -2.41427599e-01,
2.41427599e-01]))
('Site fractions', array([ 1.00000000e+00, 1.00000000e-12, 1.00000000e+00,
9.96999548e-01, 3.00045228e-03]))
('Phase fractions', array([ 0.08934186, 0.91065814]))
('Chemical potentials', array([ -37723.13633664, -148147.21465611]))
('Chem pot progress', array([ -1.38184987e-07, 2.34280250e+02]))
('Energy progress', 4.083194631995866)
('Driving force', 1.336187833774602)
('NEW_L_MULTIPLIERS', array([ 457.39189994, -1770.68698082, 7081.01753868,
-37723.13633957, -147659.57556242]))
('old_driving_force', -38032.669605465519)
(1.0, -38032.669441059246, 2.5380530732643791e-07)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 1.00000000e+00 1.82431704e-11]), CompositionSet(LIQUID, [ 0.99700793 0.00299207])])
('step', array([ -1.82427563e-11, 1.72431704e-11, 2.41937939e-16,
8.38251673e-06, -8.38251672e-06, -3.02778704e-02,
3.02778704e-02]))
('Site fractions', array([ 1.00000000e+00, 1.82431704e-11, 1.00000000e+00,
9.97007930e-01, 2.99206977e-03]))
('Phase fractions', array([ 0.05906399, 0.94093601]))
('Chemical potentials', array([ -37723.13633957, -147659.57556242]))
('Chem pot progress', array([ -2.93365883e-06, 4.87639094e+02]))
('Energy progress', -9.120150984956126)
('Driving force', 0.0039367861609207466)
('NEW_L_MULTIPLIERS', array([ 472.53110841, -1829.29492058, 7065.83163434,
-37723.13637274, -147658.20186757]))
('old_driving_force', -38032.66944071059)
(1.0, -38032.669497073832, 1.2679815458889465e-08)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 1.00000000e+00 3.03359433e-10]), CompositionSet(LIQUID, [ 0.99700144 0.00299856])])
('step', array([ -2.85115699e-10, 2.85116262e-10, -1.71573871e-17,
-6.48626365e-06, 6.48626364e-06, 1.95495797e-03,
-1.95495797e-03]))
('Site fractions', array([ 1.00000000e+00, 3.03359433e-10, 1.00000000e+00,
9.97001444e-01, 2.99855603e-03]))
('Phase fractions', array([ 0.06101895, 0.93898105]))
('Chemical potentials', array([ -37723.13637274, -147658.20186757]))
('Chem pot progress', array([ -3.31664050e-05, 1.37369485e+00]))
('Energy progress', -0.026564505467831623)
('Driving force', 4.6069362724665552e-05)
('NEW_L_MULTIPLIERS', array([ 472.66368287, -1829.80809564, 7065.69894075,
-37723.1367257 , -147658.06824193]))
('old_driving_force', -38032.669497072129)
(1.0, -38032.669515699556, 1.099120794378905e-12)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99999996e-01 4.04542765e-09]), CompositionSet(LIQUID, [ 0.99700138 0.00299862])])
('step', array([ -3.74206827e-09, 3.74206822e-09, -2.93691911e-16,
-6.79238063e-08, 6.79238081e-08, 1.71174709e-05,
-1.71174709e-05]))
('Site fractions', array([ 9.99999996e-01, 4.04542765e-09, 1.00000000e+00,
9.97001376e-01, 2.99862395e-03]))
('Phase fractions', array([ 0.06103606, 0.93896394]))
('Chemical potentials', array([ -37723.1367257 , -147658.06824193]))
('Chem pot progress', array([-0.00035297, 0.13362564]))
('Energy progress', -0.0014124613444437273)
('Driving force', 3.1818635761737823e-06)
('NEW_L_MULTIPLIERS', array([ 473.53413107, -1833.17743017, 7064.82886815,
-37723.13965201, -147657.09528569]))
('old_driving_force', -38032.669515699556)
(1.0, -38032.669667386377, 3.5612512938598684e-11)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99999956e-01 4.35273916e-08]), CompositionSet(LIQUID, [ 0.99700102 0.00299898])])
('step', array([ -3.94819641e-08, 3.94819639e-08, 4.92309392e-16,
-3.56345511e-07, 3.56345511e-07, 1.12386471e-04,
-1.12386471e-04]))
('Site fractions', array([ 9.99999956e-01, 4.35273916e-08, 1.00000000e+00,
9.97001020e-01, 2.99898030e-03]))
('Phase fractions', array([ 0.06114845, 0.93885155]))
('Chemical potentials', array([ -37723.13965201, -147657.09528569]))
('Chem pot progress', array([-0.00292631, 0.97295623]))
('Energy progress', -0.00014789276610827073)
('Driving force', 3.0107679776847363e-05)
('NEW_L_MULTIPLIERS', array([ 478.90069935, -1853.95095481, 7059.46487943,
-37723.15765503, -147651.11029913]))
('old_driving_force', -38032.669667386166)
(1.0, -38032.670584166095, 1.2943292939174289e-09)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99999632e-01 3.67813173e-07]), CompositionSet(LIQUID, [ 0.99699883 0.00300117])])
('step', array([ -3.24285781e-07, 3.24285782e-07, -6.07449609e-17,
-2.19224959e-06, 2.19224959e-06, 6.92909202e-04,
-6.92909202e-04]))
('Site fractions', array([ 9.99999632e-01, 3.67813173e-07, 1.00000000e+00,
9.96998827e-01, 3.00117255e-03]))
('Phase fractions', array([ 0.06184136, 0.93815864]))
('Chemical potentials', array([ -37723.15765503, -147651.11029913]))
('Chem pot progress', array([-0.01800302, 5.98498656]))
('Energy progress', -0.0007784115296090022)
('Driving force', 0.00021433201618492603)
('NEW_L_MULTIPLIERS', array([ 502.30168664, -1944.53848252, 7036.07720966,
-37723.23594463, -147625.10445358]))
('old_driving_force', -38032.670584132335)
(1.0, -38032.674536630439, 2.2701099111621659e-08)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99997612e-01 2.38767030e-06]), CompositionSet(LIQUID, [ 0.99698929 0.00301071])])
('step', array([ -2.01985712e-06, 2.01985712e-06, 7.65625443e-16,
-9.53295511e-06, 9.53295511e-06, 3.02153635e-03,
-3.02153635e-03]))
('Site fractions', array([ 9.99997612e-01, 2.38767030e-06, 1.00000000e+00,
9.96989294e-01, 3.01070550e-03]))
('Phase fractions', array([ 0.0648629, 0.9351371]))
('Chemical potentials', array([ -37723.23594463, -147625.10445358]))
('Chem pot progress', array([ -0.07828959, 26.00584555]))
('Energy progress', -0.001599854207597673)
('Driving force', 0.0011089691979577765)
('NEW_L_MULTIPLIERS', array([ 567.82755957, -2198.2211098 , 6970.60435865,
-37723.45454269, -147552.75781008]))
('old_driving_force', -38032.674534983125)
(1.0, -38032.68578875719, 1.4812519200102514e-07)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99988506e-01 1.14936788e-05]), CompositionSet(LIQUID, [ 0.99696268 0.00303732])])
('step', array([ -9.10600854e-06, 9.10600854e-06, -5.98929581e-16,
-2.66123223e-05, 2.66123223e-05, 8.46124392e-03,
-8.46124392e-03]))
('Site fractions', array([ 9.99988506e-01, 1.14936788e-05, 1.00000000e+00,
9.96962682e-01, 3.03731783e-03]))
('Phase fractions', array([ 0.07332414, 0.92667586]))
('Chemical potentials', array([ -37723.45454269, -147552.75781008]))
('Chem pot progress', array([ -0.21859807, 72.34664351]))
('Energy progress', 0.002521466572943609)
('Driving force', 0.0041402154747629538)
('NEW_L_MULTIPLIERS', array([ 648.21334639, -2509.55199414, 6890.34949876,
-37723.71906602, -147466.25304497]))
('old_driving_force', -38032.685775904472)
(1.0, -38032.70136438754, 8.7100081875256252e-08)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99964716e-01 3.52839033e-05]), CompositionSet(LIQUID, [ 0.9969305 0.0030695])])
('step', array([ -2.37902244e-05, 2.37902244e-05, 6.26605595e-16,
-3.21792461e-05, 3.21792461e-05, 1.03826269e-02,
-1.03826269e-02]))
('Site fractions', array([ 9.99964716e-01, 3.52839033e-05, 1.00000000e+00,
9.96930503e-01, 3.06949707e-03]))
('Phase fractions', array([ 0.08370677, 0.91629323]))
('Chemical potentials', array([ -37723.71906602, -147466.25304497]))
('Chem pot progress', array([ -0.26452332, 86.5047651 ]))
('Energy progress', -0.022285533108515665)
('Driving force', 0.0087802996786194853)
('NEW_L_MULTIPLIERS', array([ 656.92363807, -2543.53692444, 6881.76581108,
-37723.73207313, -147462.48351413]))
('old_driving_force', -38032.701364058077)
(1.0, -38032.707794185248, 2.6258867524830976e-08)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99939920e-01 6.00800007e-05]), CompositionSet(LIQUID, [ 0.99692893 0.00307107])])
('step', array([ -2.47960974e-05, 2.47960974e-05, -1.79055572e-16,
-1.57432878e-06, 1.57432878e-06, 1.13078669e-03,
-1.13078669e-03]))
('Site fractions', array([ 9.99939920e-01, 6.00800007e-05, 1.00000000e+00,
9.96928929e-01, 3.07107140e-03]))
('Phase fractions', array([ 0.08483755, 0.91516245]))
('Chemical potentials', array([ -37723.73207313, -147462.48351413]))
('Chem pot progress', array([-0.01300711, 3.76953085]))
('Energy progress', -0.018869996652938426)
('Driving force', 0.0047075011025299318)
('NEW_L_MULTIPLIERS', array([ 646.24656678, -2502.30988724, 6892.47538694,
-37723.68742936, -147476.97659578]))
('old_driving_force', -38032.707793803507)
(1.0, -38032.708361645724, 2.0423099827623914e-08)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99930507e-01 6.94927062e-05]), CompositionSet(LIQUID, [ 0.99693436 0.00306564])])
('step', array([ -9.41270557e-06, 9.41270557e-06, -1.45314495e-16,
5.42875068e-06, -5.42875068e-06, -1.37608463e-03,
1.37608463e-03]))
('Site fractions', array([ 9.99930507e-01, 6.94927062e-05, 1.00000000e+00,
9.96934357e-01, 3.06564265e-03]))
('Phase fractions', array([ 0.08346147, 0.91653853]))
('Chemical potentials', array([ -37723.68742936, -147476.97659578]))
('Chem pot progress', array([ 0.04464377, -14.49308166]))
('Energy progress', 0.004555657156743109)
('Driving force', 0.00042869464232353494)
('NEW_L_MULTIPLIERS', array([ 644.78082645, -2496.64371201, 6893.94315294,
-37723.6818316 , -147478.80983012]))
('old_driving_force', -38032.708361683275)
(1.0, -38032.708366375038, 3.0574740005409606e-10)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99929571e-01 7.04288567e-05]), CompositionSet(LIQUID, [ 0.99693504 0.00306496])])
('step', array([ -9.36150481e-07, 9.36150480e-07, 3.54018812e-16,
6.81012090e-07, -6.81012090e-07, -1.89064111e-04,
1.89064111e-04]))
('Site fractions', array([ 9.99929571e-01, 7.04288567e-05, 1.00000000e+00,
9.96935038e-01, 3.06496164e-03]))
('Phase fractions', array([ 0.0832724, 0.9167276]))
('Chemical potentials', array([ -37723.6818316 , -147478.80983012]))
('Chem pot progress', array([ 0.00559777, -1.83323434]))
('Energy progress', -0.0022126743278931826)
('Driving force', 3.6132623790763319e-06)
('NEW_L_MULTIPLIERS', array([ 644.76695428, -2496.59007178, 6893.95703319,
-37723.68178008, -147478.82679363]))
('old_driving_force', -38032.708366375045)
(1.0, -38032.708366375424, 2.622251374373441e-14)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99929563e-01 7.04372282e-05]), CompositionSet(LIQUID, [ 0.99693504 0.00306496])])
('step', array([ -8.37149423e-09, 8.37149540e-09, 1.57236134e-16,
6.27309320e-09, -6.27309335e-09, -1.78971179e-06,
1.78971179e-06]))
('Site fractions', array([ 9.99929563e-01, 7.04372282e-05, 1.00000000e+00,
9.96935045e-01, 3.06495537e-03]))
('Phase fractions', array([ 0.08327061, 0.91672939]))
('Chemical potentials', array([ -37723.68178008, -147478.82679363]))
('Chem pot progress', array([ 5.15201245e-05, -1.69635107e-02]))
('Energy progress', -3.355482476763427e-05)
('Driving force', 2.7648638933897018e-10)
('NEW_L_MULTIPLIERS', array([ 644.76695302, -2496.59006694, 6893.95703438,
-37723.68178007, -147478.82679498]))
('old_driving_force', -38032.708366375424)
(1.0, -38032.708366375344, 1.3995559268800695e-15)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99929563e-01 7.04372289e-05]), CompositionSet(LIQUID, [ 0.99693504 0.00306496])])
('step', array([ -6.69138407e-13, 6.67683197e-13, 1.09537994e-16,
5.61952758e-13, -5.61952758e-13, -1.62212914e-10,
1.62213912e-10]))
('Site fractions', array([ 9.99929563e-01, 7.04372289e-05, 1.00000000e+00,
9.96935045e-01, 3.06495537e-03]))
('Phase fractions', array([ 0.08327061, 0.91672939]))
('Chemical potentials', array([ -37723.68178007, -147478.82679498]))
('Chem pot progress', array([ 4.07453626e-09, -1.34363654e-06]))
('Energy progress', -2.837623469531536e-09)
('Driving force', 7.2759576141834259e-11)
No progress
Out[13]:
<xarray.DataArray 'X' (P: 1, T: 1, X_FE: 1, vertex: 2, component: 2)>
array([[[[[ 9.99929563e-01, 7.04372289e-05],
[ 9.96935045e-01, 3.06495537e-03]]]]])
Coordinates:
* X_FE (X_FE) float64 0.002816
* component (component) <U2 'AL' 'FE'
* vertex (vertex) int64 0 1
* P (P) float64 1e+05
* T (T) float64 931.4
In [16]:
eq = equilibrium(dbf, comps, phases, conditions, calc_opts={'pdens': 2000 }, verbose=True)
eq.X
Calculation Backend: Compiled (autowrap)
Components: AL FE VA
Phases: FCC_A1 LIQUID [done]
('NEW_L_MULTIPLIERS', array([ 472.5425895 , -1829.33937232, 7065.81999672,
-37723.13634075, -147658.20014453]))
('old_driving_force', -38032.669484192571)
(1.0, -38032.669495361733, 2.6818302023556839e-09)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 1.00000000e+00 2.66513395e-11]), CompositionSet(LIQUID, [ 0.99700143 0.00299857])])
('step', array([ -2.56502130e-11, 2.56513395e-11, -1.44832580e-16,
2.92931975e-06, -2.92931976e-06, -9.15504689e-04,
9.15504689e-04]))
('Site fractions', array([ 1.00000000e+00, 2.66513395e-11, 1.00000000e+00,
9.97001429e-01, 2.99857143e-03]))
('Phase fractions', array([ 0.06102043, 0.93897957]))
('Chemical potentials', array([ -37723.13634075, -147658.20014453]))
('Chem pot progress', array([ -3.58490070e-06, -6.61725708e-03]))
('Energy progress', 0.00028365789330564439)
('Driving force', 1.1037191143259406e-05)
No progress
Out[16]:
<xarray.DataArray 'X' (P: 1, T: 1, X_FE: 1, vertex: 2, component: 2)>
array([[[[[ 1.00000000e+00, 2.66513395e-11],
[ 9.97001429e-01, 2.99857143e-03]]]]])
Coordinates:
* X_FE (X_FE) float64 0.002816
* component (component) <U2 'AL' 'FE'
* vertex (vertex) int64 0 1
* P (P) float64 1e+05
* T (T) float64 931.4
In [15]:
eq = equilibrium(dbf, comps, phases, conditions, calc_opts={'pdens': 10000 }, verbose=True)
eq.X
Calculation Backend: Compiled (autowrap)
Components: AL FE VA
Phases: FCC_A1 LIQUID [done]
('NEW_L_MULTIPLIERS', array([ 649.21667531, -2513.79796303, 6889.50458142,
-37723.69860884, -147473.37738669]))
('old_driving_force', -38032.707168508248)
(1.0, -38032.708334909221, 9.5264208521683713e-08)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99931928e-01 6.80716004e-05]), CompositionSet(LIQUID, [ 0.99693306 0.00306694])])
('step', array([ 1.85323370e-05, -1.85323370e-05, 1.06637900e-16,
-1.17765120e-05, 1.17765120e-05, 3.14311533e-03,
-3.14311533e-03]))
('Site fractions', array([ 9.99931928e-01, 6.80716004e-05, 1.00000000e+00,
9.96933056e-01, 3.06694442e-03]))
('Phase fractions', array([ 0.08384473, 0.91615527]))
('Chemical potentials', array([ -37723.69860884, -147473.37738669]))
('Chem pot progress', array([-0.03059329, 9.89886713]))
('Energy progress', 0.0092888152139494196)
('Driving force', 0.0014694959245389327)
('NEW_L_MULTIPLIERS', array([ 644.85384905, -2496.92608661, 6893.8700623 ,
-37723.6821 , -147478.72098726]))
('old_driving_force', -38032.708335419848)
(1.0, -38032.7083663593, 2.3982501540231738e-09)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99929618e-01 7.03820462e-05]), CompositionSet(LIQUID, [ 0.99693501 0.00306499])])
('step', array([ -2.31044584e-06, 2.31044584e-06, -2.89679208e-16,
1.95003683e-06, -1.95003683e-06, -5.62905503e-04,
5.62905503e-04]))
('Site fractions', array([ 9.99929618e-01, 7.03820462e-05, 1.00000000e+00,
9.96935006e-01, 3.06499438e-03]))
('Phase fractions', array([ 0.08328183, 0.91671817]))
('Chemical potentials', array([ -37723.6821 , -147478.72098726]))
('Chem pot progress', array([ 0.01650884, -5.34360057]))
('Energy progress', -0.010223446377494838)
('Driving force', 2.1127787476871163e-05)
('NEW_L_MULTIPLIERS', array([ 644.76700161, -2496.59025489, 6893.95698643,
-37723.68178025, -147478.82673662]))
('old_driving_force', -38032.708366359555)
(1.0, -38032.708366375336, 1.0549690461492123e-12)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99929563e-01 7.04372002e-05]), CompositionSet(LIQUID, [ 0.99693504 0.00306496])])
('step', array([ -5.51540171e-08, 5.51540166e-08, 4.71625210e-16,
3.89973901e-08, -3.89973899e-08, -1.12049689e-05,
1.12049689e-05]))
('Site fractions', array([ 9.99929563e-01, 7.04372002e-05, 1.00000000e+00,
9.96935045e-01, 3.06495539e-03]))
('Phase fractions', array([ 0.08327062, 0.91672938]))
('Chemical potentials', array([ -37723.68178025, -147478.82673662]))
('Chem pot progress', array([ 0.00031975, -0.10574936]))
('Energy progress', -0.00026312009867979214)
('Driving force', 1.2536474969238043e-08)
('NEW_L_MULTIPLIERS', array([ 644.76695304, -2496.59006701, 6893.95703436,
-37723.68178007, -147478.82679496]))
('old_driving_force', -38032.708366375336)
(1.0, -38032.708366375402, 1.1748414741052926e-15)
('alpha', 1.0)
('Phases', [CompositionSet(FCC_A1, [ 9.99929563e-01 7.04372289e-05]), CompositionSet(LIQUID, [ 0.99693504 0.00306496])])
('step', array([ -2.86612571e-11, 2.86616223e-11, -3.94094232e-16,
2.19335299e-11, -2.19325624e-11, -6.26962270e-09,
6.26962313e-09]))
('Site fractions', array([ 9.99929563e-01, 7.04372289e-05, 1.00000000e+00,
9.96935045e-01, 3.06495537e-03]))
('Phase fractions', array([ 0.08327061, 0.91672939]))
('Chemical potentials', array([ -37723.68178007, -147478.82679496]))
('Chem pot progress', array([ 1.77278707e-07, -5.83306246e-05]))
('Energy progress', -1.1589872883632779e-07)
('Driving force', -7.2759576141834259e-11)
No progress
Out[15]:
<xarray.DataArray 'X' (P: 1, T: 1, X_FE: 1, vertex: 2, component: 2)>
array([[[[[ 9.99929563e-01, 7.04372289e-05],
[ 9.96935045e-01, 3.06495537e-03]]]]])
Coordinates:
* X_FE (X_FE) float64 0.002816
* component (component) <U2 'AL' 'FE'
* vertex (vertex) int64 0 1
* P (P) float64 1e+05
* T (T) float64 931.4
In [ ]:
Content source: bocklund/notebooks
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