In [1]:
import pyfas as fa
import matplotlib.pyplot as plt
from mpl_toolkits.mplot3d import Axes3D
In [2]:
sin_fix = fa.Tab("3P_single-fluid_fixed.tab")
mul_fix = fa.Tab("3P_multi-fluid_fixed.tab")
sin_key = fa.Tab("3P_single-fluid_key.tab")
mul_key = fa.Tab("3P_multi-fluid_key.tab")
In [3]:
sin_fix.data;
In [4]:
sin_fix.export_all()
In [5]:
sin_fix.data
Out[5]:
Fluid
Property
Unit
Temperature
Pressure
values
42
mal-2007-3
GAS DENSITY
KG/M3
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[0.0849146, 0.0841808, 0.0834595, 0.0827506, 0...
543
mal-2007-3
LIQUID DENSITY
KG/M3
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[899.718, 900.424, 901.309, 902.434, 903.838, ...
1044
mal-2007-3
WATER DENSITY
KG/M3
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[813.363, 812.66, 811.929, 811.17, 810.382, 80...
5553
mal-2007-3
GAS VISCOSITY
N S/M2
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[1.01832e-05, 1.02634e-05, 1.03434e-05, 1.0423...
6054
mal-2007-3
LIQ. VISCOSITY
N S/M2
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[0.220481, 0.227562, 0.234135, 0.240676, 0.247...
6555
mal-2007-3
WAT. VISCOSITY
N S/M2
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[0.0010661, 0.00101649, 0.000970794, 0.0009286...
7056
mal-2007-3
GAS SPECIFIC HEAT
J/KG K
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[1898.12, 1905.92, 1913.71, 1921.51, 1929.3, 1...
7557
mal-2007-3
LIQ. SPECIFIC HEAT
J/KG K
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[1610.0, 1617.06, 1623.76, 1630.02, 1635.79, 1...
8058
mal-2007-3
WAT. SPECIFIC HEAT
J/KG K
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[3454.74, 3458.93, 3463.33, 3467.94, 3472.76, ...
8559
mal-2007-3
GAS ENTHALPY
J/KG
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[-19279.3, -14920.5, -10543.9, -6149.34, -1736...
9060
mal-2007-3
LIQ. ENTHALPY
J/KG
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[-317877.0, -313080.0, -308335.0, -303637.0, -...
9561
mal-2007-3
WAT. ENTHALPY
J/KG
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[-1395510.0, -1387580.0, -1379650.0, -1371710....
10062
mal-2007-3
GAS THERMAL COND.
W/M K
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[0.0277744, 0.028032, 0.0282904, 0.0285496, 0....
10563
mal-2007-3
LIQ. THERMAL COND.
W/M K
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[0.0969043, 0.0960938, 0.0953334, 0.094616, 0....
11064
mal-2007-3
WAT. THERMAL COND.
W/M K
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[0.548681, 0.553425, 0.558072, 0.562624, 0.567...
11565
mal-2007-3
SURFACE TENSION GAS/OIL
N/M
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[0.0280944, 0.0280288, 0.0279906, 0.0279847, 0...
12066
mal-2007-3
SURFACE TENSION GAS/WATER
N/M
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[0.0698809, 0.0690383, 0.0682086, 0.0673915, 0...
12567
mal-2007-3
SURFACE TENSION WATER/OIL
N/M
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[0.0551154, 0.0550872, 0.0550879, 0.0551306, 0...
13068
mal-2007-3
GAS ENTROPY
J/KG/C
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[1185.33, 1201.82, 1218.24, 1234.58, 1250.85, ...
13569
mal-2007-3
LIQUID ENTROPY
J/KG/C
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[-587.526, -570.743, -554.118, -537.594, -521....
14070
mal-2007-3
WATER ENTROPY
J/KG/C
[-10.0, -10.0, -10.0, -10.0, -10.0, -10.0, -10...
[0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
[-4115.44, -4085.47, -4055.71, -4026.17, -3996...
In [11]:
T = sin_fix.data["Temperature"][(sin_fix.data.Property == "GAS ENTROPY")]
P = sin_fix.data["Pressure"][(sin_fix.data.Property == "GAS ENTROPY")]
data = sin_fix.data["values"][(sin_fix.data.Property == "GAS ENTROPY")]
In [12]:
t = list(T)[0]
p = list(P)[0]
data = list(data)[0]
In [13]:
P
Out[13]:
13068 [0.1, 1.01325, 7.38958, 14.6792, 21.9688, 29.2...
Name: Pressure, dtype: object
In [14]:
data
Out[14]:
array([ 1185.33, 1201.82, 1218.24, ..., -2135.18, -2116.3 , -2097.55])
In [15]:
%matplotlib inline
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')
ax.scatter(t, P.all(), data)
Out[15]:
<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0xafa2bacc>
In [43]:
mul_fix.data
Out[43]:
Fluid
Property
Unit
Temperature
Pressure
values
45
mal-2007-3
GAS DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0849146, 0.0841808, 0.0834595, 0.0827506, 0...
546
mal-2007-3
LIQUID DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[899.718, 900.424, 901.309, 902.434, 903.838, ...
1047
mal-2007-3
WATER DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[813.363, 812.66, 811.929, 811.17, 810.382, 80...
5556
mal-2007-3
GAS VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1.01832e-05, 1.02634e-05, 1.03434e-05, 1.0423...
6057
mal-2007-3
LIQ. VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.220481, 0.227562, 0.234135, 0.240676, 0.247...
6558
mal-2007-3
WAT. VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0010661, 0.00101649, 0.000970794, 0.0009286...
7059
mal-2007-3
GAS SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1898.12, 1905.92, 1913.71, 1921.51, 1929.3, 1...
7560
mal-2007-3
LIQ. SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1610.0, 1617.06, 1623.76, 1630.02, 1635.79, 1...
8061
mal-2007-3
WAT. SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[3454.74, 3458.93, 3463.33, 3467.94, 3472.76, ...
8562
mal-2007-3
GAS ENTHALPY
J/KG
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-19279.3, -14920.5, -10543.9, -6149.34, -1736...
9063
mal-2007-3
LIQ. ENTHALPY
J/KG
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-317877.0, -313080.0, -308335.0, -303637.0, -...
9564
mal-2007-3
WAT. ENTHALPY
J/KG
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-1395510.0, -1387580.0, -1379650.0, -1371710....
10065
mal-2007-3
GAS THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0277744, 0.028032, 0.0282904, 0.0285496, 0....
10566
mal-2007-3
LIQ. THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0969043, 0.0960938, 0.0953334, 0.094616, 0....
11067
mal-2007-3
WAT. THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.548681, 0.553425, 0.558072, 0.562624, 0.567...
11568
mal-2007-3
SURFACE TENSION GAS/OIL
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0280944, 0.0280288, 0.0279906, 0.0279847, 0...
12069
mal-2007-3
SURFACE TENSION GAS/WATER
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0698809, 0.0690383, 0.0682086, 0.0673915, 0...
12570
mal-2007-3
SURFACE TENSION WATER/OIL
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0551154, 0.0550872, 0.0550879, 0.0551306, 0...
13071
mal-2007-3
GAS ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1185.33, 1201.82, 1218.24, 1234.58, 1250.85, ...
13572
mal-2007-3
LIQUID ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-587.526, -570.743, -554.118, -537.594, -521....
14073
mal-2007-3
WATER ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-4115.44, -4085.47, -4055.71, -4026.17, -3996...
14617
mal-2007-2
GAS DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0850584, 0.0843237, 0.0836016, 0.0828918, 0...
15118
mal-2007-2
LIQUID DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[890.183, 890.897, 891.669, 892.545, 893.561, ...
15619
mal-2007-2
WATER DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[998.65, 998.996, 999.299, 999.545, 999.729, 9...
20128
mal-2007-2
GAS VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1.01379e-05, 1.02181e-05, 1.0298e-05, 1.03778...
20629
mal-2007-2
LIQ. VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0953909, 0.101423, 0.107646, 0.114204, 0.12...
21130
mal-2007-2
WAT. VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.00260078, 0.00236823, 0.00216585, 0.0019888...
21631
mal-2007-2
GAS SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1896.55, 1904.26, 1911.97, 1919.68, 1927.38, ...
22132
mal-2007-2
LIQ. SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1617.14, 1624.53, 1631.8, 1638.9, 1645.74, 16...
22633
mal-2007-2
WAT. SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[4115.95, 4149.47, 4172.87, 4188.4, 4197.97, 4...
...
...
...
...
...
...
...
24637
mal-2007-2
GAS THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0276155, 0.0278689, 0.0281231, 0.028378, 0....
25138
mal-2007-2
LIQ. THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.101774, 0.10084, 0.0999201, 0.0990074, 0.09...
25639
mal-2007-2
WAT. THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.548681, 0.553425, 0.558072, 0.562624, 0.567...
26140
mal-2007-2
SURFACE TENSION GAS/OIL
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0278377, 0.0277255, 0.0276261, 0.0275434, 0...
26641
mal-2007-2
SURFACE TENSION GAS/WATER
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0986832, 0.0976704, 0.0966705, 0.0956817, 0...
27142
mal-2007-2
SURFACE TENSION WATER/OIL
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.055677, 0.0554834, 0.0552801, 0.0550659, 0....
27643
mal-2007-2
GAS ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1213.54, 1230.01, 1246.41, 1262.73, 1278.98, ...
28144
mal-2007-2
LIQUID ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-605.701, -587.445, -569.306, -551.277, -533....
28645
mal-2007-2
WATER ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-6954.16, -6918.32, -6882.55, -6846.91, -6811...
29189
mal-2007-1
GAS DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.765858, 0.756305, 0.746988, 0.737899, 0.729...
29690
mal-2007-1
LIQUID DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[875.4, 877.459, 879.975, 883.022, 886.503, 89...
30191
mal-2007-1
WATER DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[808.281, 806.539, 804.708, 802.788, 800.774, ...
34700
mal-2007-1
GAS VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1.12301e-05, 1.13536e-05, 1.14766e-05, 1.1598...
35201
mal-2007-1
LIQ. VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0376117, 0.0410375, 0.0445707, 0.0482234, 0...
35702
mal-2007-1
WAT. VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.000705364, 0.000669605, 0.000637022, 0.0006...
36203
mal-2007-1
GAS SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[2004.26, 2016.56, 2028.87, 2041.17, 2053.47, ...
36704
mal-2007-1
LIQ. SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1732.77, 1742.9, 1752.15, 1760.42, 1767.9, 17...
37205
mal-2007-1
WAT. SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[3580.63, 3590.7, 3601.36, 3612.64, 3624.54, 3...
37706
mal-2007-1
GAS ENTHALPY
J/KG
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[38130.1, 45515.2, 52945.4, 60420.9, 67941.5, ...
38207
mal-2007-1
LIQ. ENTHALPY
J/KG
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-270543.0, -262146.0, -253911.0, -245857.0, -...
38708
mal-2007-1
WAT. ENTHALPY
J/KG
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-1329300.0, -1316130.0, -1302920.0, -1289670....
39209
mal-2007-1
GAS THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0314484, 0.0318777, 0.0323095, 0.0327438, 0...
39710
mal-2007-1
LIQ. THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.103153, 0.101553, 0.100041, 0.098621, 0.097...
40211
mal-2007-1
WAT. THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.60348, 0.609125, 0.61455, 0.619758, 0.62475...
40712
mal-2007-1
SURFACE TENSION GAS/OIL
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0254278, 0.0253864, 0.0254091, 0.0255026, 0...
41213
mal-2007-1
SURFACE TENSION GAS/WATER
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0605158, 0.05939, 0.0582864, 0.0572038, 0.0...
41714
mal-2007-1
SURFACE TENSION WATER/OIL
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0445628, 0.0450036, 0.0455026, 0.0460673, 0...
42215
mal-2007-1
GAS ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[364.494, 389.532, 414.413, 439.141, 463.72, 4...
42716
mal-2007-1
LIQUID ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-410.085, -382.735, -356.017, -329.986, -304....
43217
mal-2007-1
WATER ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-3804.14, -3759.48, -3715.25, -3671.42, -3627...
63 rows × 6 columns
In [44]:
mul_fix.export_all()
In [45]:
mul_fix.data
Out[45]:
Fluid
Property
Unit
Temperature
Pressure
values
45
mal-2007-3
GAS DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0849146, 0.0841808, 0.0834595, 0.0827506, 0...
546
mal-2007-3
LIQUID DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[899.718, 900.424, 901.309, 902.434, 903.838, ...
1047
mal-2007-3
WATER DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[813.363, 812.66, 811.929, 811.17, 810.382, 80...
5556
mal-2007-3
GAS VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1.01832e-05, 1.02634e-05, 1.03434e-05, 1.0423...
6057
mal-2007-3
LIQ. VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.220481, 0.227562, 0.234135, 0.240676, 0.247...
6558
mal-2007-3
WAT. VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0010661, 0.00101649, 0.000970794, 0.0009286...
7059
mal-2007-3
GAS SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1898.12, 1905.92, 1913.71, 1921.51, 1929.3, 1...
7560
mal-2007-3
LIQ. SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1610.0, 1617.06, 1623.76, 1630.02, 1635.79, 1...
8061
mal-2007-3
WAT. SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[3454.74, 3458.93, 3463.33, 3467.94, 3472.76, ...
8562
mal-2007-3
GAS ENTHALPY
J/KG
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-19279.3, -14920.5, -10543.9, -6149.34, -1736...
9063
mal-2007-3
LIQ. ENTHALPY
J/KG
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-317877.0, -313080.0, -308335.0, -303637.0, -...
9564
mal-2007-3
WAT. ENTHALPY
J/KG
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-1395510.0, -1387580.0, -1379650.0, -1371710....
10065
mal-2007-3
GAS THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0277744, 0.028032, 0.0282904, 0.0285496, 0....
10566
mal-2007-3
LIQ. THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0969043, 0.0960938, 0.0953334, 0.094616, 0....
11067
mal-2007-3
WAT. THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.548681, 0.553425, 0.558072, 0.562624, 0.567...
11568
mal-2007-3
SURFACE TENSION GAS/OIL
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0280944, 0.0280288, 0.0279906, 0.0279847, 0...
12069
mal-2007-3
SURFACE TENSION GAS/WATER
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0698809, 0.0690383, 0.0682086, 0.0673915, 0...
12570
mal-2007-3
SURFACE TENSION WATER/OIL
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0551154, 0.0550872, 0.0550879, 0.0551306, 0...
13071
mal-2007-3
GAS ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1185.33, 1201.82, 1218.24, 1234.58, 1250.85, ...
13572
mal-2007-3
LIQUID ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-587.526, -570.743, -554.118, -537.594, -521....
14073
mal-2007-3
WATER ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-4115.44, -4085.47, -4055.71, -4026.17, -3996...
14617
mal-2007-2
GAS DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0850584, 0.0843237, 0.0836016, 0.0828918, 0...
15118
mal-2007-2
LIQUID DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[890.183, 890.897, 891.669, 892.545, 893.561, ...
15619
mal-2007-2
WATER DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[998.65, 998.996, 999.299, 999.545, 999.729, 9...
20128
mal-2007-2
GAS VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1.01379e-05, 1.02181e-05, 1.0298e-05, 1.03778...
20629
mal-2007-2
LIQ. VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0953909, 0.101423, 0.107646, 0.114204, 0.12...
21130
mal-2007-2
WAT. VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.00260078, 0.00236823, 0.00216585, 0.0019888...
21631
mal-2007-2
GAS SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1896.55, 1904.26, 1911.97, 1919.68, 1927.38, ...
22132
mal-2007-2
LIQ. SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1617.14, 1624.53, 1631.8, 1638.9, 1645.74, 16...
22633
mal-2007-2
WAT. SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[4115.95, 4149.47, 4172.87, 4188.4, 4197.97, 4...
...
...
...
...
...
...
...
24637
mal-2007-2
GAS THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0276155, 0.0278689, 0.0281231, 0.028378, 0....
25138
mal-2007-2
LIQ. THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.101774, 0.10084, 0.0999201, 0.0990074, 0.09...
25639
mal-2007-2
WAT. THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.548681, 0.553425, 0.558072, 0.562624, 0.567...
26140
mal-2007-2
SURFACE TENSION GAS/OIL
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0278377, 0.0277255, 0.0276261, 0.0275434, 0...
26641
mal-2007-2
SURFACE TENSION GAS/WATER
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0986832, 0.0976704, 0.0966705, 0.0956817, 0...
27142
mal-2007-2
SURFACE TENSION WATER/OIL
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.055677, 0.0554834, 0.0552801, 0.0550659, 0....
27643
mal-2007-2
GAS ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1213.54, 1230.01, 1246.41, 1262.73, 1278.98, ...
28144
mal-2007-2
LIQUID ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-605.701, -587.445, -569.306, -551.277, -533....
28645
mal-2007-2
WATER ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-6954.16, -6918.32, -6882.55, -6846.91, -6811...
29189
mal-2007-1
GAS DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.765858, 0.756305, 0.746988, 0.737899, 0.729...
29690
mal-2007-1
LIQUID DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[875.4, 877.459, 879.975, 883.022, 886.503, 89...
30191
mal-2007-1
WATER DENSITY
KG/M3
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[808.281, 806.539, 804.708, 802.788, 800.774, ...
34700
mal-2007-1
GAS VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1.12301e-05, 1.13536e-05, 1.14766e-05, 1.1598...
35201
mal-2007-1
LIQ. VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0376117, 0.0410375, 0.0445707, 0.0482234, 0...
35702
mal-2007-1
WAT. VISCOSITY
N S/M2
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.000705364, 0.000669605, 0.000637022, 0.0006...
36203
mal-2007-1
GAS SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[2004.26, 2016.56, 2028.87, 2041.17, 2053.47, ...
36704
mal-2007-1
LIQ. SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[1732.77, 1742.9, 1752.15, 1760.42, 1767.9, 17...
37205
mal-2007-1
WAT. SPECIFIC HEAT
J/KG K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[3580.63, 3590.7, 3601.36, 3612.64, 3624.54, 3...
37706
mal-2007-1
GAS ENTHALPY
J/KG
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[38130.1, 45515.2, 52945.4, 60420.9, 67941.5, ...
38207
mal-2007-1
LIQ. ENTHALPY
J/KG
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-270543.0, -262146.0, -253911.0, -245857.0, -...
38708
mal-2007-1
WAT. ENTHALPY
J/KG
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-1329300.0, -1316130.0, -1302920.0, -1289670....
39209
mal-2007-1
GAS THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0314484, 0.0318777, 0.0323095, 0.0327438, 0...
39710
mal-2007-1
LIQ. THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.103153, 0.101553, 0.100041, 0.098621, 0.097...
40211
mal-2007-1
WAT. THERMAL COND.
W/M K
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.60348, 0.609125, 0.61455, 0.619758, 0.62475...
40712
mal-2007-1
SURFACE TENSION GAS/OIL
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0254278, 0.0253864, 0.0254091, 0.0255026, 0...
41213
mal-2007-1
SURFACE TENSION GAS/WATER
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0605158, 0.05939, 0.0582864, 0.0572038, 0.0...
41714
mal-2007-1
SURFACE TENSION WATER/OIL
N/M
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[0.0445628, 0.0450036, 0.0455026, 0.0460673, 0...
42215
mal-2007-1
GAS ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[364.494, 389.532, 414.413, 439.141, 463.72, 4...
42716
mal-2007-1
LIQUID ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-410.085, -382.735, -356.017, -329.986, -304....
43217
mal-2007-1
WATER ENTROPY
J/KG/C
[-9.99999, -9.99999, -9.99999, -9.99999, -9.99...
[0.1, 1.01325, 3.36277, 6.62554, 9.88831, 13.1...
[-3804.14, -3759.48, -3715.25, -3671.42, -3627...
63 rows × 6 columns
In [55]:
T = mul_fix.data.Temperature[45]
P = mul_fix.data.Pressure[45]
values = mul_fix.data.values[45][3]
In [56]:
%matplotlib inline
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')
ax.scatter(T, P, values)
Out[56]:
<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0xaf5abe4c>
In [20]:
sin_key.metadata
Out[20]:
{'fluids': ['1'],
'nfluids': 1,
'p_array': array([ 1.00000000e+04, 1.01325000e+05, 7.38958000e+05,
1.46792000e+06, 2.19688000e+06, 2.92583000e+06,
3.65479000e+06, 4.38375000e+06, 5.11271000e+06,
5.84167000e+06, 6.57063000e+06, 7.29958000e+06,
8.02854000e+06, 8.75750000e+06, 9.48646000e+06,
1.02154000e+07, 1.09444000e+07, 1.16733000e+07,
1.24023000e+07, 1.31313000e+07, 1.38602000e+07,
1.45892000e+07, 1.53181000e+07, 1.60471000e+07,
1.67760000e+07, 1.75050000e+07, 1.82340000e+07,
1.89629000e+07, 1.96919000e+07, 2.04208000e+07,
2.11498000e+07, 2.18788000e+07, 2.26077000e+07,
2.33367000e+07, 2.40656000e+07, 2.47946000e+07,
2.55235000e+07, 2.62525000e+07, 2.69815000e+07,
2.77104000e+07, 2.84394000e+07, 2.91683000e+07,
2.98973000e+07, 3.06263000e+07, 3.13552000e+07,
3.20842000e+07, 3.28131000e+07, 3.35421000e+07,
3.42710000e+07, 3.50000000e+07]),
'p_points': 50,
'properties': ['PT',
'TM',
'ROG',
'ROHL',
'ROWT',
'DROGDP',
'DROHLDP',
'DROWTDP',
'DROGDT',
'DROHLDT',
'DROWTDT',
'RS',
'RSW',
'VISG',
'VISHL',
'VISWT',
'CPG',
'CPHL',
'CPWT',
'HG',
'HHL',
'HWT',
'TCG',
'TCHL',
'TCWT',
'SIGGHL',
'SIGGWT',
'SIGHLWT',
'SEG',
'SEHL',
'SEWT'],
't_array': array([ -10. , -7.70833 , -5.41667 , -3.125 , -0.833333,
1.45833 , 3.75 , 6.04167 , 8.33333 , 10.625 ,
12.9167 , 15.2083 , 15.56 , 17.5 , 19.7917 ,
22.0833 , 24.375 , 26.6667 , 28.9583 , 31.25 ,
33.5417 , 35.8333 , 38.125 , 40.4167 , 42.7083 ,
45. , 47.2917 , 49.5833 , 51.875 , 54.1667 ,
56.4583 , 58.75 , 61.0417 , 63.3333 , 65.625 ,
67.9167 , 70.2083 , 72.5 , 74.7917 , 77.0833 ,
79.375 , 81.6667 , 83.9583 , 86.25 , 88.5417 ,
90.8333 , 93.125 , 95.4167 , 97.7083 , 100. ]),
't_points': 50}
In [22]:
sin_key.export_all()
In [23]:
sin_key.data
Out[23]:
1
CPG
[1898.12, 1905.92, 1913.71, 1921.51, 1929.3, 1...
CPHL
[1610.0, 1617.06, 1623.76, 1630.02, 1635.79, 1...
CPWT
[3454.74, 3458.93, 3463.33, 3467.94, 3472.76, ...
DROGDP
[8.4946e-06, 8.42111e-06, 8.34888e-06, 8.27788...
DROGDT
[0.000323057, 0.000317492, 0.00031207, 0.00030...
DROHLDP
[4.47091e-07, 4.5376e-07, 4.60533e-07, 4.67363...
DROHLDT
[0.694011, 0.693068, 0.691885, 0.69043, 0.6886...
DROWTDP
[5.24381e-07, 5.22483e-07, 5.1907e-07, 5.14565...
DROWTDT
[0.158913, 0.142489, 0.120409, 0.0942844, 0.06...
HG
[19279.3, 14920.5, 10543.9, 6149.34, 1736.95, ...
HHL
[317877.0, 313080.0, 308335.0, 303637.0, 29897...
HWT
[1395510.0, 1387580.0, 1379650.0, 1371710.0, 1...
PT
[10000.0, 10000.0, 10000.0, 10000.0, 10000.0, ...
ROG
[0.0849146, 0.0841808, 0.0834595, 0.0827506, 0...
ROHL
[899.718, 900.424, 901.309, 902.434, 903.838, ...
ROWT
[813.363, 812.66, 811.929, 811.17, 810.382, 80...
RS
[0.999977, 0.999979, 0.99998, 0.999982, 0.9999...
RSW
[0.000692485, 0.000692485, 0.000692484, 0.0006...
SEG
[1185.33, 1201.82, 1218.24, 1234.58, 1250.85, ...
SEHL
[587.526, 570.743, 554.118, 537.594, 521.16, 5...
SEWT
[4115.44, 4085.47, 4055.71, 4026.17, 3996.84, ...
SIGGHL
[0.0280944, 0.0280288, 0.0279906, 0.0279847, 0...
SIGGWT
[0.0698809, 0.0690383, 0.0682086, 0.0673915, 0...
SIGHLWT
[0.0551154, 0.0550872, 0.0550879, 0.0551306, 0...
TCG
[0.0277744, 0.028032, 0.0282904, 0.0285496, 0....
TCHL
[0.0969043, 0.0960938, 0.0953334, 0.094616, 0....
TCWT
[0.548681, 0.553425, 0.558072, 0.562624, 0.567...
TM
[10.0, 7.70833, 5.41667, 3.125, 0.833333, 1.45...
VISG
[1.01832e-05, 1.02634e-05, 1.03434e-05, 1.0423...
VISHL
[0.220481, 0.227562, 0.234135, 0.240676, 0.247...
VISWT
[0.0010661, 0.00101649, 0.000970794, 0.0009286...
In [3]:
mul_key.metadata
Out[3]:
{'fluids': ['1', '2', '3'],
'nfluids': 3,
'p_array': array([ 100000., 101325., 514583., 929167., 1343750.,
1758330., 2172920., 2587500., 3002080., 3416670.,
3831250., 4245830., 4660420., 5075000., 5489580.,
5904170., 6318750., 6733330., 7147920., 7562500.,
7977080., 8391670., 8806250., 9220830., 9635420.,
10050000., 10464600., 10879200., 11293800., 11708300.,
12122900., 12537500., 12952100., 13366700., 13781300.,
14195800., 14610400., 15025000., 15439600., 15854200.,
16268800., 16683300., 17097900., 17512500., 17927100.,
18341700., 18756300., 19170800., 19585400., 20000000.]),
'p_points': 50,
'properties': ['PT',
'TM',
'ROG',
'ROHL',
'ROWT',
'DROGDP',
'DROHLDP',
'DROWTDP',
'DROGDT',
'DROHLDT',
'DROWTDT',
'RS',
'RSW',
'VISG',
'VISHL',
'VISWT',
'CPG',
'CPHL',
'CPWT',
'HG',
'HHL',
'HWT',
'TCG',
'TCHL',
'TCWT',
'SIGGHL',
'SIGGWT',
'SIGHLWT',
'SEG',
'SEHL',
'SEWT'],
't_array': array([ 20. , 23.6735, 27.3469, 31.0204, 34.6939, 38.3673,
42.0408, 45.7143, 49.3878, 53.0612, 56.7347, 60.4082,
64.0816, 67.7551, 71.4286, 75.102 , 78.7755, 82.449 ,
86.1224, 89.7959, 93.4694, 97.1429, 100.816 , 104.49 ,
108.163 , 111.837 , 115.51 , 119.184 , 122.857 , 126.531 ,
130.204 , 133.878 , 137.551 , 141.224 , 144.898 , 148.571 ,
152.245 , 155.918 , 159.592 , 163.265 , 166.939 , 170.612 ,
174.286 , 177.959 , 181.633 , 185.306 , 188.98 , 192.653 ,
196.327 , 200. ]),
't_points': 50}
In [4]:
mul_key.export_all()
In [5]:
mul_key.data
Out[5]:
1
2
3
CPG
[1898.12, 1905.92, 1913.71, 1921.51, 1929.3, 1...
[1896.55, 1904.26, 1911.97, 1919.68, 1927.38, ...
[2004.26, 2016.56, 2028.87, 2041.17, 2053.47, ...
CPHL
[1610.0, 1617.06, 1623.76, 1630.02, 1635.79, 1...
[1617.14, 1624.53, 1631.8, 1638.9, 1645.74, 16...
[1732.77, 1742.9, 1752.15, 1760.42, 1767.9, 17...
CPWT
[3454.74, 3458.93, 3463.33, 3467.94, 3472.76, ...
[4115.95, 4149.47, 4172.87, 4188.4, 4197.97, 4...
[3580.63, 3590.7, 3601.36, 3612.64, 3624.54, 3...
DROGDP
[8.4946e-06, 8.42111e-06, 8.34888e-06, 8.27788...
[8.50905e-06, 8.43547e-06, 8.36316e-06, 8.2920...
[7.67875e-06, 7.58215e-06, 7.48797e-06, 7.3961...
DROGDT
[0.000323057, 0.000317492, 0.00031207, 0.00030...
[0.000323611, 0.000318038, 0.000312607, 0.0003...
[0.00263553, 0.00256973, 0.00250637, 0.0024453...
DROHLDP
[4.47091e-07, 4.5376e-07, 4.60533e-07, 4.67363...
[4.55687e-07, 4.61496e-07, 4.67662e-07, 4.7411...
[5.75888e-07, 5.86846e-07, 5.98137e-07, 6.0955...
DROHLDT
[0.694011, 0.693068, 0.691885, 0.69043, 0.6886...
[0.697742, 0.697528, 0.69711, 0.696467, 0.6955...
[0.704383, 0.702407, 0.699857, 0.696731, 0.693...
DROWTDP
[5.24381e-07, 5.22483e-07, 5.1907e-07, 5.14565...
[5.24381e-07, 5.22483e-07, 5.1907e-07, 5.14565...
[4.62113e-07, 4.56381e-07, 4.51539e-07, 4.4753...
DROWTDT
[0.158913, 0.142489, 0.120409, 0.0942844, 0.06...
[0.158913, 0.142489, 0.120408, 0.0942843, 0.06...
[0.201731, 0.241159, 0.277883, 0.312086, 0.343...
HG
[19279.3, 14920.5, 10543.9, 6149.34, 1736.95, ...
[19263.8, 14908.7, 10535.9, 6145.46, 1737.37, ...
[38130.1, 45515.2, 52945.4, 60420.9, 67941.5, ...
HHL
[317877.0, 313080.0, 308335.0, 303637.0, 29897...
[325444.0, 320247.0, 315064.0, 309892.0, 30474...
[270543.0, 262146.0, 253911.0, 245857.0, 23799...
HWT
[1395510.0, 1387580.0, 1379650.0, 1371710.0, 1...
[2543490.0, 2534020.0, 2524480.0, 2514900.0, 2...
[1329300.0, 1316130.0, 1302920.0, 1289670.0, 1...
PT
[10000.0, 10000.0, 10000.0, 10000.0, 10000.0, ...
[10000.0, 10000.0, 10000.0, 10000.0, 10000.0, ...
[100000.0, 100000.0, 100000.0, 100000.0, 10000...
ROG
[0.0849146, 0.0841808, 0.0834595, 0.0827506, 0...
[0.0850584, 0.0843237, 0.0836016, 0.0828918, 0...
[0.765858, 0.756305, 0.746988, 0.737899, 0.729...
ROHL
[899.718, 900.424, 901.309, 902.434, 903.838, ...
[890.183, 890.897, 891.669, 892.545, 893.561, ...
[875.4, 877.459, 879.975, 883.022, 886.503, 89...
ROWT
[813.363, 812.66, 811.929, 811.17, 810.382, 80...
[998.65, 998.996, 999.299, 999.545, 999.729, 9...
[808.281, 806.539, 804.708, 802.788, 800.774, ...
RS
[0.999977, 0.999979, 0.99998, 0.999982, 0.9999...
[0.999901, 0.999908, 0.999915, 0.999921, 0.999...
[0.999923, 0.999933, 0.999941, 0.999949, 0.999...
RSW
[0.000692485, 0.000692485, 0.000692484, 0.0006...
[0.0135402, 0.0135401, 0.01354, 0.0135399, 0.0...
[0.00106583, 0.00106582, 0.00106582, 0.0010658...
SEG
[1185.33, 1201.82, 1218.24, 1234.58, 1250.85, ...
[1213.54, 1230.01, 1246.41, 1262.73, 1278.98, ...
[364.494, 389.532, 414.413, 439.141, 463.72, 4...
SEHL
[587.526, 570.743, 554.118, 537.594, 521.16, 5...
[605.701, 587.445, 569.306, 551.277, 533.406, ...
[410.085, 382.735, 356.017, 329.986, 304.777, ...
SEWT
[4115.44, 4085.47, 4055.71, 4026.17, 3996.84, ...
[6954.16, 6918.32, 6882.55, 6846.91, 6811.47, ...
[3804.14, 3759.48, 3715.25, 3671.42, 3627.98, ...
SIGGHL
[0.0280944, 0.0280288, 0.0279906, 0.0279847, 0...
[0.0278377, 0.0277255, 0.0276261, 0.0275434, 0...
[0.0254278, 0.0253864, 0.0254091, 0.0255026, 0...
SIGGWT
[0.0698809, 0.0690383, 0.0682086, 0.0673915, 0...
[0.0986832, 0.0976704, 0.0966705, 0.0956817, 0...
[0.0605158, 0.05939, 0.0582864, 0.0572038, 0.0...
SIGHLWT
[0.0551154, 0.0550872, 0.0550879, 0.0551306, 0...
[0.055677, 0.0554834, 0.0552801, 0.0550659, 0....
[0.0445628, 0.0450036, 0.0455026, 0.0460673, 0...
TCG
[0.0277744, 0.028032, 0.0282904, 0.0285496, 0....
[0.0276155, 0.0278689, 0.0281231, 0.028378, 0....
[0.0314484, 0.0318777, 0.0323095, 0.0327438, 0...
TCHL
[0.0969043, 0.0960938, 0.0953334, 0.094616, 0....
[0.101774, 0.10084, 0.0999201, 0.0990074, 0.09...
[0.103153, 0.101553, 0.100041, 0.098621, 0.097...
TCWT
[0.548681, 0.553425, 0.558072, 0.562624, 0.567...
[0.548681, 0.553425, 0.558072, 0.562624, 0.567...
[0.60348, 0.609125, 0.61455, 0.619758, 0.62475...
TM
[10.0, 7.70833, 5.41667, 3.125, 0.833333, 1.45...
[9.99999, 7.70833, 5.41666, 3.12499, 0.833327,...
[20.0, 23.6735, 27.3469, 31.0204, 34.6939, 38....
VISG
[1.01832e-05, 1.02634e-05, 1.03434e-05, 1.0423...
[1.01379e-05, 1.02181e-05, 1.0298e-05, 1.03778...
[1.12301e-05, 1.13536e-05, 1.14766e-05, 1.1598...
VISHL
[0.220481, 0.227562, 0.234135, 0.240676, 0.247...
[0.0953909, 0.101423, 0.107646, 0.114204, 0.12...
[0.0376117, 0.0410375, 0.0445707, 0.0482234, 0...
VISWT
[0.0010661, 0.00101649, 0.000970794, 0.0009286...
[0.00260078, 0.00236823, 0.00216585, 0.0019888...
[0.000705364, 0.000669605, 0.000637022, 0.0006...
In [8]:
T = mul_key.data["1"].TM
P = mul_key.data["1"].PT
data = mul_key.data["1"].SEG
In [9]:
%matplotlib inline
fig = plt.figure()
ax = fig.add_subplot(111, projection='3d')
ax.scatter(T, P, data)
Out[9]:
<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0xafc8dc8c>
In [ ]:
Content source: gpagliuca/pyfas
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