diff --git a/examples/pcsaft/parameter_adjustment/README.md b/examples/pcsaft/parameter_adjustment/README.md index d81d11839..18911cd70 100644 --- a/examples/pcsaft/parameter_adjustment/README.md +++ b/examples/pcsaft/parameter_adjustment/README.md @@ -1,3 +1,5 @@ # Example notebooks for adjusting PC-SAFT parameters to experimental data -- Adjust $m$, $\sigma$ and $\epsilon_k$ for a pure substance. [`adjust_non_polar_non_asssociating.ipynb`](adjust_non_polar_non_asssociating.ipynb). +- Adjust **PC-SAFT parameters** $m$, $\sigma$ and $\epsilon_k$ for a pure substance. [🠒 Notebook](adjust_non_polar_non_asssociating.ipynb) +- Adjust **binary PC-SAFT parameter** $k_{ij}$ to VLE data. [🠒 Notebook](adjust_kij.ipynb) +- Adjust **entropy scaling** correlation parameters for the viscosity of a pure substance using PC-SAFT. [🠒 Notebook](adjust_viscosity_correlation.ipynb) \ No newline at end of file diff --git a/examples/pcsaft/parameter_adjustment/adjust_kij.ipynb b/examples/pcsaft/parameter_adjustment/adjust_kij.ipynb index 4e6edfc28..14c45ee4d 100644 --- a/examples/pcsaft/parameter_adjustment/adjust_kij.ipynb +++ b/examples/pcsaft/parameter_adjustment/adjust_kij.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 1, "id": "5bbffc77-9ab5-4996-8980-a464c75959b9", "metadata": {}, "outputs": [], @@ -63,7 +63,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 2, "id": "7d84054b-62d4-44eb-a548-e6d5e92cfb86", "metadata": {}, "outputs": [], @@ -91,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 3, "id": "b809b90b-7ff4-44ca-9d2b-9b78fdf59a01", "metadata": {}, "outputs": [], @@ -148,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 4, "id": "28a94d65-5509-4104-bf0c-818988504e34", "metadata": {}, "outputs": [], @@ -168,7 +168,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 5, "id": "23b05a20-63c8-47da-9915-3b9eef0b7cda", "metadata": {}, "outputs": [ @@ -181,10 +181,10 @@ "|2,2,4-trimethylpentane|114.141|3.13984|4.08786|249.78239|0|0|0|0|0|0|0|" ], "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -197,18 +197,20 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 6, "id": "aad85cf6-5a0a-4ce8-acb9-c3c9a8ab374e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -234,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 7, "id": "fea4598b-7d10-4256-9e71-56ea9844921b", "metadata": {}, "outputs": [], @@ -263,7 +265,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 8, "id": "cec22449-afab-429a-aee0-a587f7c61570", "metadata": {}, "outputs": [], @@ -283,7 +285,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 9, "id": "e1e6ffea-0eb4-4fdd-995a-6a465326be57", "metadata": {}, "outputs": [ @@ -300,8 +302,8 @@ " 5 6 6.6846e-07 1.11e-13 2.41e-06 4.89e-10 \n", "`gtol` termination condition is satisfied.\n", "Function evaluations 6, initial cost 5.2773e-05, final cost 6.6846e-07, first-order optimality 4.89e-10.\n", - "CPU times: user 1.66 s, sys: 4.5 ms, total: 1.66 s\n", - "Wall time: 470 ms\n" + "CPU times: user 1.41 s, sys: 27.4 ms, total: 1.44 s\n", + "Wall time: 422 ms\n" ] } ], @@ -313,18 +315,20 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 10, "id": "0f7e8b0f-3bb5-4038-807c-f44194a9c040", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -354,7 +358,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 11, "id": "c068dd2d-b261-4fd3-87ef-11ef937ce989", "metadata": {}, "outputs": [], @@ -373,7 +377,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 12, "id": "8a349ab6-b51c-487d-ae48-ca34b252089d", "metadata": {}, "outputs": [ @@ -388,8 +392,8 @@ " 3 4 6.7856e-05 1.49e-09 5.67e-05 9.88e-09 \n", "`gtol` termination condition is satisfied.\n", "Function evaluations 4, initial cost 1.2674e-03, final cost 6.7856e-05, first-order optimality 9.88e-09.\n", - "CPU times: user 140 ms, sys: 3.22 ms, total: 143 ms\n", - "Wall time: 52.4 ms\n" + "CPU times: user 52.7 ms, sys: 74 µs, total: 52.8 ms\n", + "Wall time: 16.8 ms\n" ] } ], @@ -401,18 +405,20 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 13, "id": "c04615cb-807c-4fa2-9dfe-279d18f24983", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -434,7 +440,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 14, "id": "4e6f9a43-cd47-4996-81de-78147b8af713", "metadata": {}, "outputs": [], @@ -463,7 +469,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 15, "id": "157a03af-7d98-479d-b44c-a79f6d737c2d", "metadata": {}, "outputs": [ @@ -479,8 +485,8 @@ " 4 5 8.1416e-06 1.29e-14 3.10e-07 2.78e-09 \n", "`gtol` termination condition is satisfied.\n", "Function evaluations 5, initial cost 2.2123e-04, final cost 8.1416e-06, first-order optimality 2.78e-09.\n", - "CPU times: user 3.02 s, sys: 70.3 ms, total: 3.09 s\n", - "Wall time: 924 ms\n" + "CPU times: user 2.96 s, sys: 75.1 ms, total: 3.03 s\n", + "Wall time: 866 ms\n" ] } ], @@ -492,18 +498,20 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 16, "id": "8833ef48-c0aa-420c-8f2a-a7e920946d7f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "
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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -524,7 +532,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 17, "id": "815c48a9-702d-4dc8-8ee0-4cd4b27a92f2", "metadata": {}, "outputs": [ @@ -533,7 +541,7 @@ "output_type": "stream", "text": [ "Adjusted k_ij parameters and MARDs\n", - "MARD (distance, k_ij = 0.05082) = 3.123 %\n", + "MARD (distance, k_ij = 0.05082) = 1.302 %\n", "MARD (chem. pot., k_ij = 0.05048) = 6.181 %\n", "MARD (pressure, k_ij = 0.05056) = 3.092 %\n" ] diff --git a/examples/pcsaft/parameter_adjustment/adjust_non_polar_non_asssociating.ipynb b/examples/pcsaft/parameter_adjustment/adjust_non_polar_non_asssociating.ipynb index eb64bd6b9..99a97ca78 100644 --- a/examples/pcsaft/parameter_adjustment/adjust_non_polar_non_asssociating.ipynb +++ b/examples/pcsaft/parameter_adjustment/adjust_non_polar_non_asssociating.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 1, "id": "805bdfdb-d397-45a3-8354-082a8d13e4c1", "metadata": {}, "outputs": [], @@ -65,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 2, "id": "3c80cd76-4868-4b92-a654-287c7d65b875", "metadata": {}, "outputs": [], @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 3, "id": "981aab8f-bd41-4939-a27a-02223c5a5ff0", "metadata": {}, "outputs": [], @@ -150,7 +150,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 4, "id": "2e4c20fb-2415-43ac-87c4-68279dcb4e7d", "metadata": {}, "outputs": [], @@ -181,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 5, "id": "a61f8330-e31c-4d97-943d-6abe9fad9f1b", "metadata": {}, "outputs": [], @@ -230,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 6, "id": "1309b82d-dd20-4e9c-987c-03167cf4a7b8", "metadata": {}, "outputs": [ @@ -253,8 +253,8 @@ " 11 12 3.2164e-06 2.93e-15 4.13e-04 3.49e-09 \n", "`gtol` termination condition is satisfied.\n", "Function evaluations 12, initial cost 9.6023e-05, final cost 3.2164e-06, first-order optimality 3.49e-09.\n", - "CPU times: user 3.01 s, sys: 60.5 ms, total: 3.07 s\n", - "Wall time: 828 ms\n" + "CPU times: user 2.92 s, sys: 62 ms, total: 2.98 s\n", + "Wall time: 802 ms\n" ] } ], @@ -279,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 7, "id": "b266f557-40f5-43d6-82eb-f5c393a3b464", "metadata": {}, "outputs": [ @@ -323,7 +323,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 8, "id": "9a75d38a-8f73-402a-9558-e5f3582e982d", "metadata": {}, "outputs": [], @@ -333,18 +333,20 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 10, "id": "f8444e44-ca81-42f5-be85-543640490d89", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], diff --git a/examples/pcsaft/parameter_adjustment/adjust_viscosity_correlation.ipynb b/examples/pcsaft/parameter_adjustment/adjust_viscosity_correlation.ipynb index 65daa7f71..c7374a26e 100644 --- a/examples/pcsaft/parameter_adjustment/adjust_viscosity_correlation.ipynb +++ b/examples/pcsaft/parameter_adjustment/adjust_viscosity_correlation.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 1, "id": "805bdfdb-d397-45a3-8354-082a8d13e4c1", "metadata": {}, "outputs": [], @@ -35,7 +35,7 @@ "import seaborn as sns\n", "\n", "from feos.si import BAR, KELVIN, KILOGRAM, METER, MILLI, PASCAL, SECOND, RGAS\n", - "from feos.eos import EquationOfState, State\n", + "from feos.eos import EquationOfState, State, Contributions\n", "from feos.pcsaft import Identifier, PcSaftParameters, PcSaftRecord, PureRecord\n", "from feos.eos.estimator import Estimator, Loss, DataSet, Phase\n", "\n", @@ -64,7 +64,7 @@ }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 2, "id": "3c80cd76-4868-4b92-a654-287c7d65b875", "metadata": {}, "outputs": [], @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 98, + "execution_count": 3, "id": "2e4c20fb-2415-43ac-87c4-68279dcb4e7d", "metadata": {}, "outputs": [], @@ -144,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 4, "id": "8002fc42-49dd-4166-b85e-7c96f567fa8d", "metadata": {}, "outputs": [], @@ -188,7 +188,7 @@ }, { "cell_type": "code", - "execution_count": 100, + "execution_count": 5, "id": "1309b82d-dd20-4e9c-987c-03167cf4a7b8", "metadata": {}, "outputs": [ @@ -205,8 +205,8 @@ " 5 6 8.4357e-08 3.66e-12 4.59e-03 2.38e-11 \n", "`gtol` termination condition is satisfied.\n", "Function evaluations 6, initial cost 4.7163e-03, final cost 8.4357e-08, first-order optimality 2.38e-11.\n", - "CPU times: user 274 ms, sys: 0 ns, total: 274 ms\n", - "Wall time: 93.2 ms\n" + "CPU times: user 227 ms, sys: 12.2 ms, total: 239 ms\n", + "Wall time: 75.9 ms\n" ] } ], @@ -230,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 101, + "execution_count": 6, "id": "b266f557-40f5-43d6-82eb-f5c393a3b464", "metadata": {}, "outputs": [ @@ -264,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 106, + "execution_count": 7, "id": "4569e7a0-54ec-4fb7-b735-1dbb4dca268a", "metadata": {}, "outputs": [], @@ -287,18 +287,20 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 8, "id": "90dca269-a213-4b2b-aff2-f006b4f522e2", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], diff --git a/examples/pcsaft/parameter_adjustment/data/hexane_nist.csv b/examples/pcsaft/parameter_adjustment/data/hexane_nist.csv deleted file mode 100644 index 2e4b73acc..000000000 --- a/examples/pcsaft/parameter_adjustment/data/hexane_nist.csv +++ /dev/null @@ -1,104 +0,0 @@ -Temperature (K) Pressure (MPa) Density (mol/m3) Volume (m3/mol) Internal Energy (kJ/mol) Enthalpy (kJ/mol) Entropy (J/mol*K) Cv (J/mol*K) Cp (J/mol*K) Sound Spd. (m/s) Joule-Thomson (K/MPa) Viscosity (Pa*s) Therm. Cond. (W/m*K) Phase -450.00 0.010000 2.6774 0.37350 45.229 48.964 154.33 193.37 201.76 212.47 11.204 9.4340e-06 0.029374 vapor -450.00 0.11000 29.984 0.033351 45.065 48.734 134.03 193.94 203.09 209.04 11.510 9.4218e-06 0.029276 vapor -450.00 0.21000 58.329 0.017144 44.896 48.496 128.27 194.53 204.55 205.48 11.842 9.4339e-06 0.029196 vapor -450.00 0.31000 87.826 0.011386 44.720 48.249 124.64 195.15 206.15 201.76 12.207 9.4759e-06 0.029136 vapor -450.00 0.41000 118.61 0.0084312 44.536 47.992 121.90 195.80 207.93 197.87 12.608 9.5515e-06 0.029098 vapor -450.00 0.51000 150.84 0.0066297 44.343 47.724 119.64 196.49 209.93 193.78 13.053 9.6600e-06 0.029086 vapor -450.00 0.61000 184.71 0.0054138 44.141 47.444 117.69 197.21 212.19 189.48 13.550 9.7984e-06 0.029103 vapor -450.00 0.71000 220.48 0.0045355 43.929 47.149 115.93 197.98 214.78 184.92 14.112 9.9619e-06 0.029156 vapor -450.00 0.81000 258.46 0.0038690 43.703 46.837 114.31 198.80 217.79 180.06 14.755 1.0146e-05 0.029250 vapor -450.00 0.91000 299.06 0.0033438 43.462 46.505 112.77 199.67 221.34 174.84 15.501 1.0348e-05 0.029397 vapor -450.00 1.0100 342.84 0.0029168 43.203 46.149 111.29 200.60 225.65 169.19 16.381 1.0565e-05 0.029609 vapor -450.00 1.1100 390.57 0.0025603 42.921 45.763 109.82 201.61 231.03 163.00 17.447 1.0798e-05 0.029907 vapor -450.00 1.2100 443.42 0.0022552 42.611 45.339 108.34 202.71 238.04 156.09 18.779 1.1050e-05 0.030324 vapor -450.00 1.2329 456.42 0.0021910 42.534 45.236 108.00 202.97 239.97 154.38 19.134 1.1111e-05 0.030442 vapor -450.00 1.2329 5569.7 0.00017954 25.744 25.965 65.177 204.59 276.67 409.02 0.48292 8.2036e-05 0.084655 liquid -450.00 1.3100 5576.9 0.00017931 25.720 25.955 65.123 204.56 276.12 411.64 0.47103 8.2329e-05 0.084750 liquid -450.00 1.4100 5586.1 0.00017902 25.690 25.942 65.055 204.52 275.45 414.98 0.45614 8.2705e-05 0.084872 liquid -450.00 1.5100 5595.1 0.00017873 25.660 25.930 64.988 204.49 274.79 418.27 0.44183 8.3076e-05 0.084993 liquid -450.00 1.6100 5603.9 0.00017845 25.630 25.918 64.922 204.45 274.17 421.51 0.42804 8.3443e-05 0.085113 liquid -450.00 1.7100 5612.6 0.00017817 25.601 25.906 64.856 204.41 273.56 424.70 0.41477 8.3805e-05 0.085231 liquid -450.00 1.8100 5621.1 0.00017790 25.573 25.895 64.792 204.38 272.98 427.84 0.40196 8.4163e-05 0.085348 liquid -450.00 1.9100 5629.5 0.00017763 25.545 25.884 64.729 204.34 272.42 430.93 0.38960 8.4518e-05 0.085464 liquid -450.00 2.0100 5637.8 0.00017737 25.517 25.874 64.666 204.31 271.88 433.98 0.37767 8.4868e-05 0.085579 liquid -450.00 2.1100 5645.9 0.00017712 25.490 25.864 64.604 204.28 271.35 436.99 0.36612 8.5215e-05 0.085693 liquid -450.00 2.2100 5653.9 0.00017687 25.463 25.854 64.543 204.25 270.85 439.96 0.35496 8.5558e-05 0.085806 liquid -450.00 2.3100 5661.8 0.00017662 25.436 25.844 64.483 204.22 270.36 442.88 0.34415 8.5897e-05 0.085918 liquid -450.00 2.4100 5669.6 0.00017638 25.410 25.835 64.423 204.19 269.88 445.77 0.33368 8.6233e-05 0.086029 liquid -450.00 2.5100 5677.3 0.00017614 25.384 25.826 64.364 204.16 269.42 448.62 0.32353 8.6566e-05 0.086139 liquid -450.00 2.6100 5684.8 0.00017591 25.359 25.818 64.306 204.13 268.98 451.44 0.31368 8.6896e-05 0.086248 liquid -450.00 2.7100 5692.3 0.00017568 25.333 25.809 64.249 204.11 268.55 454.22 0.30413 8.7223e-05 0.086356 liquid -450.00 2.8100 5699.6 0.00017545 25.308 25.801 64.192 204.08 268.13 456.97 0.29485 8.7547e-05 0.086464 liquid -450.00 2.9100 5706.9 0.00017523 25.284 25.794 64.136 204.05 267.72 459.69 0.28583 8.7868e-05 0.086570 liquid -450.00 3.0100 5714.0 0.00017501 25.259 25.786 64.080 204.03 267.32 462.37 0.27707 8.8187e-05 0.086676 liquid -450.00 3.1100 5721.1 0.00017479 25.235 25.779 64.025 204.00 266.93 465.03 0.26854 8.8502e-05 0.086781 liquid -450.00 3.2100 5728.1 0.00017458 25.211 25.772 63.970 203.98 266.56 467.65 0.26025 8.8815e-05 0.086885 liquid -450.00 3.3100 5735.0 0.00017437 25.188 25.765 63.916 203.96 266.19 470.25 0.25217 8.9126e-05 0.086988 liquid -450.00 3.4100 5741.8 0.00017416 25.164 25.758 63.863 203.94 265.84 472.82 0.24430 8.9434e-05 0.087091 liquid -450.00 3.5100 5748.5 0.00017396 25.141 25.752 63.810 203.91 265.49 475.36 0.23664 8.9740e-05 0.087193 liquid -450.00 3.6100 5755.1 0.00017376 25.119 25.746 63.758 203.89 265.15 477.87 0.22916 9.0043e-05 0.087294 liquid -450.00 3.7100 5761.7 0.00017356 25.096 25.740 63.706 203.87 264.82 480.36 0.22188 9.0344e-05 0.087395 liquid -450.00 3.8100 5768.2 0.00017336 25.074 25.734 63.655 203.85 264.50 482.83 0.21477 9.0643e-05 0.087494 liquid -450.00 3.9100 5774.6 0.00017317 25.051 25.728 63.604 203.83 264.19 485.27 0.20783 9.0940e-05 0.087594 liquid -450.00 4.0100 5781.0 0.00017298 25.029 25.723 63.553 203.81 263.88 487.69 0.20105 9.1235e-05 0.087692 liquid -450.00 4.1100 5787.3 0.00017279 25.008 25.718 63.503 203.79 263.58 490.08 0.19444 9.1528e-05 0.087790 liquid -450.00 4.2100 5793.5 0.00017261 24.986 25.713 63.454 203.78 263.29 492.46 0.18797 9.1818e-05 0.087887 liquid -450.00 4.3100 5799.6 0.00017242 24.965 25.708 63.404 203.76 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(m/s) Joule-Thomson (K/bar) Viscosity (uPa*s) Therm. Cond. 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