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")

Single - Fixed


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>

Multi - Fixed


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>

Single - Keyword


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...

Multiple keyword


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 [ ]: