# Creating Perple_X lookup tables Here is a brief workflow note for building the Wet Basalt $\to$ Dry Eclogite phase transition model for ASPECT. 🌊 Workflow: build $\to$ vertex $\to$ werami 🌏 Objective: Create a look-up table where oceanic crust/basalt (low density) dehydrates into Eclogite (high density) at depth, driving slab pull. :::success [Perple_x file format](https://perplex.ethz.ch/perplex/faq/Perple_X_tab_file_format.txt) ::: ## 1. Build ### start to build project ``` > build Perple_X release 7.1.6, Jan 21, 2024. Copyright (C) 1986-2023 James A D Connolly <www.perplex.ethz.ch/copyright.html>. NO is the default (blank) answer to all Y/N prompts ``` ### project name ``` Enter a name for this project (the name will be used as the root for all output file names) [default = my_project]: > basalt_wet The problem definition file will be named: basalt_wet.dat ``` ### thermodynamic data file ``` Enter thermodynamic data file name [default = hp02ver.dat]: > hp62ver.dat Enter the computational option file name [default = perplex_option.dat]: See: www.perplex.ethz.ch/perplex_options.html > Warning: the Perple_X option file: perplex_option.dat was not found, default option values will be used. ``` ### compositions ``` The current data base components are: Na2O MgO Al2O3 SiO2 K2O CaO TiO2 MnO FeO NiO ZrO2 Cl2 O2 H2O CO2 CuO Cr2O3 S2 F2 N2 ZnO Transform them (Y/N)? > N Specify computational mode: 1 - Convex-Hull minimization 2 - Constrained minimization on a 2d grid [default] 3 - Constrained minimization on a 1d grid 4 - Output pseudocompound data 5 - 1-d Phase fractionation 6 - 0-d Infiltration-reaction-fractionation 7 - 2-d Phase fractionation (FRAC2D and TITRATE reactive transport models) 8 - (pseudo-)Ternary liquidus/solidus surfaces Use Convex-Hull minimization for Schreinemakers projections or phase diagrams with > 2 independent variables. Use constrained minimization for phase diagrams or phase diagram sections with < 3 independent variables. > 2 Calculations with a saturated fluid (Y/N)? > N Calculations with saturated components (Y/N)? > N Use chemical potentials, activities or fugacities as independent variables (Y/N)? > N Select thermodynamic components from the set: Na2O MgO Al2O3 SiO2 K2O CaO TiO2 MnO FeO NiO ZrO2 Cl2 O2 H2O CO2 CuO Cr2O3 S2 F2 N2 ZnO Enter names, 1 per line, press <enter> to finish: > SiO2 > TiO2 > Al2O3 > FeO > MnO > MgO > CaO > Na2O > K2O > H2O ``` #### H2O related ``` Because the thermodynamic data file identifies: H2O as special components, you will be prompted next for the EoS to be used for the corresponding composants and mixtures thereof. To override this behavior, e.g., to use a generic hybrid fluid EoS (GFSM) either: set/add the GFSM option to T in your option file or delete the special_component section from the thermodynamic data file header. Select fluid equation of state: 0 - X(CO2) H2O-CO2 Modified Redlich-Kwong (MRK) DeSantis et al 74 1 - X(CO2) H2O-CO2 HSMRK Kerrick & Jacobs 81 2 - X(CO2) H2O-CO2 MRK hybrid-EoS* 5 - X(CO2) H2O-CO2 CORK Holland & Powell 91, 98 8 - f(O2/CO2) C-buffered COH MRK hybrid-EoS* 10 - X(O) C-buffered COH MRK hybrid-EoS Connolly & Cesare 93* 12 - X(O)-f(S2) C-buffered COHS MRK hybrid-EoS Connolly & Cesare 93* 13 - X(H2) H2O-H2 MRK hybrid-EoS* 14 - X(CO2) H2O-CO2 Pitzer & Sterner 94; Holland & Powell mixing 03 15 - X(H2) H2O-H2 low T MRK hybrid-EoS* 16 - X(O) H-O MRK hybrid-EoS* 17 - X(O)-f(S2) H-O-S MRK hybrid-EoS* 19 - X(O)-X(S) C-buffered COHS MRK hybrid-EoS Connolly & Cesare 93* 20 - X(O)-X(C) COHS MRK hybrid-EoS Connolly & Cesare 93* 24 - f(O2/CO2)-N/C C-buffered COHN MRK hybrid-EoS* 25 - X(CO2)-X(NaCl) H2O-CO2-NaCl Aranovich et al 10 26 - X(O) O-Si MRK Connolly 16 27 - X(O)-X(C) C-O-H MRK hybrid-EoS* *Hybrid EoS use the following pure species EoS, to change these associations modify the hybrid_EoS keywords in the perplex_option file: H2O - PSEoS Pitzer & Sterner 1994 CO2 - PSEoS Pitzer & Sterner 1994 CH4 - MRK DeSantis et al 1974 > 5 ``` ### P-T condition ``` The data base has P(bar) and T(K) as default independent potentials. Make one dependent on the other, e.g., as along a geothermal gradient (y/n)? N Select x-axis variable: 1 - P(bar) 2 - T(K) 3 - Composition X_C1* (user defined) *X_C1 can not be selected as the y-axis variable > 2 Enter minimum and maximum values, respectively, for: T(K) > 273 > 1600 Enter minimum and maximum values, respectively, for: P(bar) > 1 > 100000 #(~300km) ``` ### grid ``` For gridded minimization, grid resolution is determined by the number of levels (grid_levels) and the resolution at the lowest level in the X- and Y-directions (x_nodes and y_nodes) these parameters are currently set for the exploratory and autorefine cycles as follows: stage grid_levels xnodes ynodes effective resolution exploratory 1 10 10 10 x 10 nodes auto-refine 4 40 40 313 x 313 nodes To change these options edit or create the file perplex_option.dat See: www.perplex.ethz.ch/perplex_options.html#grid_parameters ``` ### molar amount of components ``` Specify component amounts by mass (Y/N)? > N ``` ``` The amounts you enter next need not be normalized; regardless of units, they define the molar amount of the system Enter the molar amounts of the components: SiO2 TiO2 Al2O3 FeO MnO MgO CaO Na2O K2O H2O for the bulk composition of interest: > 50.5 1.5 15.5 10.5 0.15 7.5 11.5 2.8 0.1 2.0 ``` ### solution ``` **warning ver056** the EoS specified for H2O by the hybrid_EoS option will be overridden by the EoS specified in the problem definition file. To prevent this behavior set the GFSM option to True. Exclude pure and/or endmember phases (Y/N)? N ``` ### solution model ``` Include solution models (Y/N)? Y Enter the solution model file name [default = solution_model.dat]: ``` ``` ... ... **warning ver114** the following endmembers are missing for Opx(TH) crjd_d crdi_d ness_d cess_d ojdTH ffbuf_d obufTH crfs_d crenTH facm_d macmTH **warning ver114** the following endmembers are missing for Cpx(TH) mkbuf_d mnbuf_d mcbufTH crkjd_d crjd_d crdiTH kess_d ness_d cessTH kjdTH ffbuf_d mmbuf_d crfs_d cren_d fess_d mess_d Select models from the following list, enter 1 per line, press <enter> to finish clinohumite models: TiCh(PL) Chum ternary-feldspar models: feldspar feldspar_B Pl(I1,HP) Fsp(C1) Fsp(HGP21) clinoamphibole models: cAmph_I(G) cAmph(G) Cumm Gl Tr Act(M) cAmph(DP) cAmph_I(DP GlTrTsMr Ca-Amph(D) Na-Amph(D) GlTrTsPg Amph(DHP) Amph(DPW) clinopyroxene models: Cpx_I(HGP) Cpx(HGP) Augite(G) Cpx(JH) Cpx(l) Cpx(h) Cpx(stx) Cpx(stx7) Omph(HP) Cpx(HP) Cpx(m) Cpx(stx8) Omph(GHP) Cpx(TH) fluid models: Aqfl(HGP) COH-Fluid COH-Fluid+ WADDAH HOS-Fluid HO-Fluid liquid models: melt(HGPH) melt(G) Melt(JH) Melt(A) Melt(B) melt(W) melt(HP) melt(TH) chlorite models: Chl(W) Chl(HP) Chl(LWV) olivine models: O(JH) O(SG) O(HP) O(HPK) O(stx) O(stx7) Ol(m) O(stx8) O(HGP) spinel models: Sp(JH) GaHcSp Sp(JR) Sp(GS) Sp(HP) Sp(stx) CrSp Sp(stx7) Sp(WPC) Sp_II(WPC) Sp(stx8) binary-feldspar models: Pl(JH) Pl(h) San San(TH) Pl(stx8) garnet models: Grt(JH) Gt(W) CrGt Gt(MPF) Gt(B) Gt(GCT) Gt(HP) Gt(EWHP) Gt(WPH) Gt(stx) Gt(stx8) Gt(WPPH) Maj Gt(H) Gt(HGP) ZrGt(KP) Gt(TH) orthopyroxene models: Opx(JH) Opx(W) Opx(HP) CrOpx(HP) Opx(stx) Opx(stx8) Opx(HGP) Opx(TH) white-mica models: Mica(W) Pheng(HP) MaPa Mica(CF) Mica(CHA1) Mica(CHA) Mica+(CHA) Mica(M) Mica(SGH) chloritoid models: Ctd(W) Ctd(HP) Ctd(SGH) staurolite models: St(W) St(HP) biotite models: Bi(W) Bi(HGP) Bio(TCC) Bio(WPH) Bio(HP) cordierite models: Crd(W) Crd(HGP) hCrd sapphirine models: Sa(WP) Sapp(TP) Sapp(HP) Sapp(KWP) pumpellyite models: Pu osumilite models: Osm(HP11) carpholite models: Carp Carp(M) Carp(SGH) sudoite models: Sud(Livi) Sud Sud(M) orthoamphibole models: Anth oAmph(DP) o-Amph stilpnomelane models: Stlp ilmenite models: IlHm(A) IlGkPy Aki Ilm(WPH) Ilm(DS6) feldspathoid models: Neph(FB) alphabet-phase models: A-phase brucite models: B wadleysite models: Wad ringwoodite models: Ring Ring(H) wuestite models: Wus perovskite models: Pv ferropericlase models: Fper(H) MgSi Perovskite models: Mpv(H) CaSi Perovskite models: Cpv(H) Corundum models: Cor(H) Akimotoite models: Aki(H) wadsleyite models: Wad(H) HP_clinopyroxene models: Hpx(H) talc models: T serpentine models: Atg(PN) For details on these models see: www.perplex.ethz.ch/perplex_solution_model_glossary.html or read the commentary in the solution model file. ``` ``` > Omph(GHP) Gt(W) Pl(h) cAmph(DP) Chl(W) Opx(HP) Cpx(HP) Sp(HP) Mica(W) ``` ### get file `basalt_wet.dat` ``` hp62ver.dat thermodynamic data file print | no_print suppresses print output plot | obsolete 6.8.4+ solution_model.dat | solution model file, blank = none BASALT perplex_option.dat | Perple_X option file 5 calculation type: 0- composition, 1- Schreinemakers, 2 - liquidus/solidus, 3- Mixed, 5- gridded min, 7- 1d fract, 8- gwash, 9- 2d fract, 10- 7 w/file input, 11- 9 w/file input, 12- 0d infiltration 0 unused place holder, post 06 0 unused place holder, post 06 0 unused place holder, post 06 0 unused place holder, post 06 0 unused place holder, post 06 0 unused place holder, post 06 0 unused place holder, post 06 0 unused place holder, post 06 0 unused place holder, post 06 0 number component transformations 21 number of components in the data base 0 component amounts, 0 - mole, 1 mass 0 unused place holder, post 06 0 unused place holder, post 06 0 unused place holder, post 05 5 ifug EoS for saturated phase 2 gridded minimization dimension (1 or 2) 0 special dependencies: 0 - P and T independent, 1 - P(T), 2 - T(P) 0.00000 0.00000 0.00000 0.00000 0.00000 Geothermal gradient polynomial coeffs. begin thermodynamic component list SiO2 1 50.5000 0.00000 0.00000 molar amount TiO2 1 1.50000 0.00000 0.00000 molar amount Al2O3 1 15.5000 0.00000 0.00000 molar amount FeO 1 10.5000 0.00000 0.00000 molar amount MnO 1 0.150000 0.00000 0.00000 molar amount MgO 1 7.50000 0.00000 0.00000 molar amount CaO 1 11.5000 0.00000 0.00000 molar amount Na2O 1 2.80000 0.00000 0.00000 molar amount K2O 1 0.100000 0.00000 0.00000 molar amount H2O 1 2.00000 0.00000 0.00000 molar amount end thermodynamic component list begin saturated component list end saturated component list begin saturated phase component list end saturated phase component list begin independent potential/fugacity/activity list end independent potential list begin excluded phase list end excluded phase list begin solution phase list Omph(GHP) Gt(W) Pl(h) Chl(W) Opx(HP) Cpx(HP) Sp(HP) Mica(W) end solution phase list 100000. 1600.00 0.00000 0.00000 0.00000 max p, t, xco2, mu_1, mu_2 1.00000 273.000 0.00000 0.00000 0.00000 min p, t, xco2, mu_1, mu_2 0.00000 0.00000 0.00000 0.00000 0.00000 unused place holder post 06 2 1 4 5 3 indices of 1st & 2nd independent & sectioning variables ``` --- ## 2. vertex ### vertex: thermodynamic calculation ``` > vertex Perple_X release 7.1.6, Jan 21, 2024. Copyright (C) 1986-2023 James A D Connolly <www.perplex.ethz.ch/copyright.html>. Enter the project name (the name assigned in BUILD) [default = my_project]: > basalt_wet ``` working and running...wait a few minutes ``` ... Reading problem definition from file: basalt_wet.dat Reading thermodynamic data from file: hp62ver.dat Writing print output to file: basalt_wet.plt Writing plot output to file: basalt_wet.plt Writing phase assemblage data to file: basalt_wet.blk Reading solution models from file: solution_model.dat Warning: the Perple_X option file: perplex_option.dat was not found, default option values will be used. Writing auto refine summary to: not requested Writing seismic data options to: basalt_wet_seismic_data.txt Writing pseudocompound glossary to: not requested Writing Perple_X option summary to: not requested Perple_X computational option settings for VERTEX: ... ... ... ...working ( 7252 minimizations done) ...working ( 7754 minimizations done) ...working ( 8256 minimizations done) refinement at level 4 involved 8387 minimizations 15276 minimizations required of the theoretical limit of 98596 -------------------------------------------------------------------------------- Timing min. % of total Static G calculation 0.38352E-01 1.4 Dynamic G calculation 0.57926 21.8 Static LP 0.12838E-01 0.5 Dynamic LP 0.92087 34.6 Successive QP 1.0738 40.4 Total of above 2.6251 98.7 Total elapsed time 2.6587 100.0 -------------------------------------------------------------------------------- End of job: basalt_wet -------------------------------------------------------------------------------- 65923791 ``` ### get files ``` basalt_wet.arf basalt_wet.blk basalt_wet.plt basalt_wet.prn basalt_wet.tim basalt_wet.tof basalt_wet_auto_refine.txt basalt_wet_seismic_data.txt ``` ## 3. werami ### werami ``` > werami Perple_X release 7.1.6, Jan 21, 2024. Copyright (C) 1986-2023 James A D Connolly <www.perplex.ethz.ch/copyright.html>. Enter the project name (the name assigned in BUILD) [default = my_project]: > basalt_wet Warning: the Perple_X option file: perplex_option.dat was not found, default option values will be used. Writing Perple_X option summary to: not requested Perple_X computational option settings for WERAMI: Keyword: Value: Permitted values [default]: Input/Output options: aqueous_output T [F] T aqeuous_species 20 [20] 0-150 aq_solvent_composition y [y] m: y => mol fraction, m => molality aq_solute_composition m y [m]: y => mol fraction, m => molality spreadsheet T [F] T logarithmic_p F [F] T logarithmic_X F [F] T bad_number NaN [NaN] composition_constant F [F] T composition_phase mol [mol] wt composition_system wt [wt] mol proportions vol [vol] wt mol absolute F [F] T cumulative F [F] T fancy_cumulative_modes F [F] T interpolation on [on] off melt_is_fluid T [T] F solution_names mod [model] abbreviation full structural_formulae T [T] F output_species T [T] F output_species_props F [F] T seismic_output som [some] none all poisson_test F [F] T interim_results aut [auto] off manual sample_on_grid T [T] F Information file output options: option_list_files F [F] T; echo computational options Thermodynamic options: approx_alpha T [T] F Anderson-Gruneisen F [F] T hybrid_EoS_H2O 4 [4] 0-2, 4-7 hybrid_EoS_CO2 4 [4] 0-4, 7 hybrid_EoS_CH4 0 [0] 0-1, 7 fd_expansion_factor 2.0 [2] >0 finite_difference_p 0.1E+05 [1d4] >0; fraction = 0.1E-02 [1d-2] Seismic wavespeed computational options: seismic_data_file T [F] T bounds VRH [VRH] HS vrh/hs_weighting 0.5 [0.5] 0->1 explicit_bulk_modulus T [T] F poisson_ratio on [on] all off; Poisson ratio = 0.35 seismic_output som [some] none all poisson_test F [F] T Tisza_test F [F] T fluid_shear_modulus T [T] F phi_d 0.36 [0.36] 0->1 Error/warning control options: pause_on_error T [T] F max_warn_limit 5 [5] warn_interactive T [T] F aq_error_ver100 F [F] T, abort during iteration aq_error_ver101 T [T] F, solute undersaturation abort aq_error_ver102 T [T] F, pure + impure solvent abort aq_error_ver103 T [T] F, out-of-range HKF g abort aq_error_ver104 T [T] F, abort on failed respeciation warning_ver637 T [T] F error_ver109 T [T] F do_not_reset_options F [F] T, prevents automatic resets To change these options see: www.perplex.ethz.ch/perplex_options.html **warning ver056** the EoS specified for H2O by the hybrid_EoS option will be overridden by the EoS specified in the problem definition file. To prevent this behavior set the GFSM option to True. -------------------------------------------------------------------------------- Select operational mode: 1 - properties at specified conditions 2 - properties on a 2d grid 3 - properties along a 1d path 4 - as in 3, but input from file > 2 ``` ### select what to plot ``` Select a property: 1 - Specific Enthalpy (J/m3) 2 - Density (kg/m3) 3 - Specific heat capacity (J/K/m3) 4 - Expansivity (1/K, for volume) 5 - Compressibility (1/bar, for volume) 6 - Composition (Mol, Mass, or Wt%) of the system 7 - Mode (Vol, Mol, or Wt proportion) of a phase 8 - Composition (Mol, Mass, or Wt%) of a solution phase 9 - Grueneisen thermal ratio 10 - Adiabatic bulk modulus (bar) 11 - Adiabatic shear modulus (bar) 12 - Sound velocity (km/s) 13 - P-wave velocity (Vp, km/s) 14 - S-wave velocity (Vs, km/s) 15 - Vp/Vs 16 - Specific entropy (J/K/m3) 17 - Entropy (J/K/kg) 18 - Enthalpy (J/kg) 19 - Heat Capacity (J/K/kg) 20 - Specific mass of a phase (kg/m3-system) 21 - Poisson ratio 22 - Molar Volume (J/bar) 23 - Dependent potentials (J/mol, bar, K) 24 - Assemblage Index 25 - Modes of all phases 26 - Sound velocity T derivative (km/s/K) 27 - P-wave velocity T derivative (km/s/K) 28 - S-wave velocity T derivative (km/s/K) 29 - Adiabatic bulk modulus T derivative (bar/K) 30 - Shear modulus T derivative (bar/K) 31 - Sound velocity P derivative (km/s/bar) 32 - P-wave velocity P derivative (km/s/bar) 33 - S-wave velocity P derivative (km/s/bar) 34 - Adiabatic bulk modulus P derivative (unitless) 35 - Shear modulus P derivative (unitless) 36 - All phase &/or system properties 37 - Absolute amount (Vol, Mol, or Wt) of a phase 38 - Multiple property output 39 - Heat capacity ratio (Cp/Cv) 40 - Lagged or back-calculated aqueous solute chemistry ``` ``` > 2 Calculate individual phase properties (y/n)? > N ``` :::success 2 (Density, kg/m³) 13 (P-wave velocity, Vp, km/s) 14 (S-wave velocity, Vs, km/s) 4 (Expansivity, 1/K) 19 (Heat Capacity, J/K/kg) — Note: Choose 19, not 3. ASPECT wants J/kg/K. 0 (Done) ::: :::info 2 (Density): The most critical parameter. It drives the subduction (slab pull) and ensures phase changes (e.g., eclogitization) affect the dynamics. 13 & 14 (Vp, Vs): These allow you to output seismic tomography images to compare with real data. 4 (Expansivity, $\alpha$): Controls how much the rock expands when hot. ASPECT needs this to calculate thermal buoyancy. 19 (Heat Capacity, $C_p$): Controls how much energy is required to change the temperature. Essential for the temperature solver. ::: Our gaol is to get properties of the bulk / system, not idividual minerals continue for other items ``` Calculate individual phase properties (y/n)? > n Include fluid in computation of aggregate (or modal) properties (y/n)? > n Select an additional property or enter 0 to finish: > 10 Calculate individual phase properties (y/n)? > n Include fluid in computation of aggregate (or modal) properties (y/n)? > n Select an additional property or enter 0 to finish: > 13 Calculate individual phase properties (y/n)? > n Include fluid in computation of aggregate (or modal) properties (y/n)? > n Select an additional property or enter 0 to finish: > 14 Calculate individual phase properties (y/n)? > n Include fluid in computation of aggregate (or modal) properties (y/n)? > n Select an additional property or enter 0 to finish: > 13 Calculate individual phase properties (y/n)? > n Include fluid in computation of aggregate (or modal) properties (y/n)? > n Select an additional property or enter 0 to finish: > 14 Calculate individual phase properties (y/n)? > n Include fluid in computation of aggregate (or modal) properties (y/n)? > n Select an additional property or enter 0 to finish: > 15 Calculate individual phase properties (y/n)? > 0 Include fluid in computation of aggregate (or modal) properties (y/n)? > n Select an additional property or enter 0 to finish: > 0 Change default variable range (y/n)? > N Select the grid resolution (to use an arbitrary grid set sample_on_grid to F): 1 - 40 x 40 nodes [default] 2 - 79 x 79 nodes 3 - 157 x 157 nodes 4 - 313 x 313 nodes > 3 **warning ver538** use of multi-level grids may generate noise due to data interpolation onto unpopulated nodes. If exceptional resolution is required set grid_levels to 1 1 and change the 2nd value of x/y_nodesto obtain the desired resolution. To disable [all] interactive warnings set warn_interactive to F. Continue (y/n)? > y ``` Runing ... ``` ... Data ranges excluding values equal to bad_number ( NaN) specified in perplex_option.dat: rho,kg/m3 Ks,bar vp,km/s vs,km/s min 2852.67 698404. 5.94673 2.85672 max 3961.27 0.219583E+007 8.94813 4.29854 Output has been written to the 2d tab format file: basalt_wet_2.tab 2d tab format files can be processed with: PSTABLE - a Perple_X plotting program PERPLE_X_PLOT - a MATLAB plotting script PYWERAMI - github.com/ondrolexa/pywerami spread-sheet programs, e.g., EXCEL for details on tab format refer to: perplex.ethz.ch/perplex/faq/Perple_X_tab_file_format.txt ``` ### get file `basalt_wet_2.dat` ``` > head -n 14 basalt_wet_2.tab |6.6.6 basalt_wet_2.tab 2 T(K) 273.00000000000000 17.012820512820515 79 P(bar) 1.0000000000000000 1282.0384615384614 79 6 T(K) P(bar) rho,kg/m3 Ks,bar vp,km/s vs,km/s 273.000 1.00000 3470.59 0.122745E+007 7.14744 3.43352 ``` or ### use python script provided by ASPECT ``` python3 create_aspect_readable_perplex_table_with_phase_volumes.py \ --werami_path /Users/wanlin/Documents/Perple_X-7.1.6/src/werami \ --project basalt_wet \ --outfile tempbasalt \ --n_pressures 100 \ --n_temperatures 100 \ --pressure_range 1 100000 \ --temperature_range 273 1600 ``` ### get a file `basalt_wet_1.tab` ``` > head -n 14 basalt_wet_1.tab |6.6.6 basalt_wet_1.tab 2 T(K) 273.00000000000000 34.025641025641029 40 P(bar) 1.0000000000000000 2564.0769230769229 40 52 T(K) P(bar) Gt(W) Gt(W) Opx(HP) ky tr fanth ab ilm gl_dqf kjdh Omph(GHP) Omph(GHP) sph q ru fctd Mica(W) Mica(W) ta coe tpz cen stv hol dsp fst phl law ts Pl(h) Pl(h) cor Cpx(HP) naph cz san fa Chl(W) Chl(W) zo Sp(HP) H2O lc parg_dqf usp kcm fa8L dilm jdL faTL 273.000 1.00000 37.5089 NaN 5.73712 15.3301 1.52366 1.89533 10.8757 2.47330 23.8235 0.832372 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ``` ## Plot out results ### phases diagram ![image](https://hackmd.io/_uploads/r1HzRf2W-e.png) ### material properties ![image](https://hackmd.io/_uploads/SJslTMnZZe.png)