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"cells": [
{
"cell_type": "markdown",
"id": "f037fd25-b3cf-4cde-a591-8a856ce8fd13",
"metadata": {},
"source": [
"# Modelling liquid-line-of-descents"
]
},
{
"cell_type": "markdown",
"id": "adc693d5",
"metadata": {},
"source": [
"- One of the primary uses of the MELTS thermodynamic models is simulating the crystallization of magma under different conditions.\n",
"- This can be useful for identifying whether samples are linked by crystallisation or if other processes are required to explain the geochemical variability of a region.\n",
"\n",
"**Before any calculations can be run** users need to download the alphaMELTS for MATLAB files. Please see the installation guide on ReadTheDocs.\n",
"\n",
"Data used in the calculations below can be downloaded from here: https://github.com/gleesonm1/PetThermoTools/blob/master/docs/Examples/CrystallisationTests/Fernandina_glass.xlsx"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "49d709f6-5b7f-4a0a-bdc7-5031ef5ca560",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"alphaMELTS for Python files successfully located.\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# If the alphaMELTS for Python files have not been added to your Python path (see installation guide) then use the two lines below to add\n",
"# the location of the alphaMELTS files here.\n",
"# import sys\n",
"# sys.path.append(r'C:\\Users\\penny\\Box\\Berkeley_new\\MELTS_Installation\\alphamelts_py\\alphamelts-py-2.3.1-win64')\n",
"\n",
"# Now run this and itll check you have added it properly\n",
"import petthermotools as ptt"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "4497bb6d",
"metadata": {},
"outputs": [],
"source": [
"# Should be used to suppress outputs on MacOS - run twice\n",
"import platform\n",
"if platform.system() == \"Darwin\":\n",
" import sys\n",
" import os\n",
" sys.stdout = open(os.devnull, 'w')\n",
" sys.stderr = open(os.devnull, 'w')"
]
},
{
"cell_type": "markdown",
"id": "00cf288b-d00b-4dba-8e95-985874c5ec8d",
"metadata": {},
"source": [
"In this notebook we'll show how PetThermoTools can quickly perform multiple calculations (utilizing parallel processing), and investigate how the liquid-line-of-descent is linked to the conditions of magma storage.\n",
"\n",
"First, we need to load in some data. For this example we'll use data from Isla Fernandina in the Galapagos Archipelago, where a series of melt inclusions (Koleszar et al. 2009) and matrix glasses (Peterson et al. 2017) provide us with plenty of glass data to constain the magmatic evolution of the sub-volcanic system. The melt inclusion and matrix glass data is included in a single excel spreadsheet that we can load in using Pandas. We can also split this DataFrame into two. One containing just the melt inclusion data, the second including just the matrix glass data."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "09f40231-5761-4cbe-8b86-a11b1696fa6b",
"metadata": {},
"outputs": [
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" Group Latitude Longitude SiO2 TiO2 Al2O3 FeOt MnO MgO CaO \\\n",
"0 MG -0.17 -91.77 49.11 2.90 14.04 11.38 0.21 6.53 11.88 \n",
"1 MG -0.17 -91.77 49.22 3.10 14.09 11.37 0.20 6.75 11.78 \n",
"2 MG -0.21 -91.81 49.01 2.92 13.92 11.74 0.21 6.31 11.90 \n",
"3 MG -0.21 -91.80 49.42 3.14 13.92 11.77 0.20 6.47 11.46 \n",
"4 MG -0.24 -91.75 48.76 3.57 13.88 11.83 0.23 6.37 11.40 \n",
"\n",
" Na2O K2O P2O5 H2O CO2 \n",
"0 2.55 0.43 0.30 0.593 0.011442 \n",
"1 2.75 0.44 0.31 0.683 0.009890 \n",
"2 2.55 0.46 0.33 0.635 0.012210 \n",
"3 2.82 0.46 0.33 0.732 0.010531 \n",
"4 3.09 0.52 0.36 0.834 0.007797 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_excel('Fernandina_glass.xlsx')\n",
"df = df.fillna(0)\n",
"\n",
"# split data based on the Group (Melt Inclusion or Matrix Glass)\n",
"MI = df.loc[df['Group'] == 'MI',:].reset_index(drop = True)\n",
"MG = df.loc[df['Group'] == 'MG',:].reset_index(drop = True)\n",
"\n",
"MG.head()"
]
},
{
"cell_type": "markdown",
"id": "f8d588ca-4d54-4b6e-bfcf-8fb872676ace",
"metadata": {},
"source": [
"One of the key things that we need to perform any calculations with MELTS is a starting composition. To start, let's use the most primitive (highest MgO) composition from the melt inclusion analyses. There are a few ways to find this composition, the way I like to do so (not necessarily the quickest) is to simply sort the melt inclusion DataFrame by the MgO contents and select the first row:"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "d58cfa8a-3bee-4f7d-8431-567d2b8a95e4",
"metadata": {},
"outputs": [
{
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" Group Latitude Longitude SiO2 TiO2 Al2O3 FeOt MnO MgO CaO \\\n",
"0 MI 0.0 0.0 47.5 2.29 16.4 9.16 0.123 9.38 11.6 \n",
"1 MI 0.0 0.0 47.5 2.58 15.5 10.04 0.138 8.97 11.4 \n",
"2 MI 0.0 0.0 49.2 2.33 16.0 8.67 0.147 8.94 12.0 \n",
"3 MI 0.0 0.0 48.4 2.50 15.7 9.07 0.139 8.88 11.6 \n",
"4 MI 0.0 0.0 48.1 2.46 15.3 8.96 0.153 8.82 12.1 \n",
"\n",
" Na2O K2O P2O5 H2O CO2 \n",
"0 2.25 0.329 0.257 0.68 0.0280 \n",
"1 2.44 0.428 0.262 0.69 0.0630 \n",
"2 1.78 0.005 0.094 0.78 0.0004 \n",
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]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"MI = MI.sort_values('MgO', ascending = False, ignore_index = True)\n",
"MI.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5da77a80-a76a-49ab-85ea-6aa28caf30b6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Group MI\n",
"Latitude 0.0\n",
"Longitude 0.0\n",
"SiO2 47.5\n",
"TiO2 2.29\n",
"Al2O3 16.4\n",
"FeOt 9.16\n",
"MnO 0.123\n",
"MgO 9.38\n",
"CaO 11.6\n",
"Na2O 2.25\n",
"K2O 0.329\n",
"P2O5 0.257\n",
"H2O 0.68\n",
"CO2 0.028\n",
"Name: 0, dtype: object"
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},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
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"source": [
"starting_comp = MI.loc[0]\n",
"starting_comp"
]
},
{
"cell_type": "markdown",
"id": "8031b333-bc47-412a-b870-bd3cf750e752",
"metadata": {},
"source": [
"We can now perform crystallisation calculations. These calculations are run using rhyoliteMELTSv1.2.0 (we have some CO$_2$ in the starting composition), start at the liquidus and end at 1100$^o$C. The calculations are also run at 1 log unit below the FMQ buffer. By specifying Frac_solid = True, we inform PetThermoTools that we want to perform a fractional (rather than equilibrium) crystallisation scenario."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "2235813e",
"metadata": {},
"outputs": [],
"source": [
"Isobaric_Xtal_single = ptt.isobaric_crystallisation(Model = \"MELTSv1.2.0\",\n",
" bulk = starting_comp,\n",
" find_liquidus = False,\n",
" P_bar = 2000,\n",
" T_start_C = 1200,\n",
" T_end_C = 1000,\n",
" dt_C = 2,\n",
" fO2_buffer = \"FMQ\",\n",
" fO2_offset = -1.0,\n",
" Frac_solid = True,\n",
" Frac_fluid = True,\n",
" timeout = 180)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "5cfe3225",
"metadata": {},
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101 rows × 237 columns
\n",
"
"
],
"text/plain": [
" T_C P_bar mass_g H_J S_J/K V_cm^3 \\\n",
"0 1200.0 1.0 100.100984 -1.230909e+06 273.450924 4310.288566 \n",
"1 1198.0 1.0 92.726072 -1.136831e+06 247.567891 42.309579 \n",
"2 1196.0 1.0 90.579657 -1.109053e+06 241.634706 43.811207 \n",
"3 1194.0 1.0 88.509757 -1.082270e+06 235.913599 43.256018 \n",
"4 1192.0 1.0 86.530399 -1.056671e+06 230.441803 42.076632 \n",
".. ... ... ... ... ... ... \n",
"96 1008.0 1.0 9.361867 -1.165780e+05 23.071242 5.585661 \n",
"97 1006.0 1.0 9.187897 -1.146112e+05 22.648183 5.105417 \n",
"98 1004.0 1.0 9.101458 -1.136423e+05 22.414906 5.063776 \n",
"99 1002.0 1.0 9.017304 -1.126991e+05 22.187583 5.023281 \n",
"100 1000.0 1.0 8.935337 -1.117807e+05 21.965963 4.983879 \n",
"\n",
" rho_kg/m^3 log10(fO2) dVdP_cm^3/bar SiO2_Cpx ... H_J_whitlockite1 \\\n",
"0 23.223731 -9.301589 2.901675 NaN ... NaN \n",
"1 2191.609448 -9.324145 0.005309 NaN ... NaN \n",
"2 2067.499688 -9.346763 0.006894 NaN ... NaN \n",
"3 2046.183627 -9.369442 0.007060 NaN ... NaN \n",
"4 2056.495343 -9.392183 0.006778 NaN ... NaN \n",
".. ... ... ... ... ... ... \n",
"96 1676.053610 -11.788094 0.001412 48.275989 ... -101.681091 \n",
"97 1799.637100 -11.817923 0.001083 48.227750 ... -59.753071 \n",
"98 1797.365887 -11.847846 0.001076 48.179016 ... -58.849555 \n",
"99 1795.102281 -11.877863 0.001070 48.129841 ... -57.985194 \n",
"100 1792.847743 -11.907974 0.001064 48.080275 ... -57.157297 \n",
"\n",
" S_J/K_whitlockite1 Cp_J/(kg.K^2)_whitlockite1 \\\n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
".. ... ... \n",
"96 0.018452 1351.604326 \n",
"97 0.010831 1350.063205 \n",
"98 0.010654 1348.525528 \n",
"99 0.010486 1346.991285 \n",
"100 0.010324 1345.460471 \n",
"\n",
" dCpdT_J/(kg.K^2)_whitlockite1 dVdT_cm^3/K_whitlockite1 \\\n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
".. ... ... \n",
"96 0.000006 0.0 \n",
"97 0.000004 0.0 \n",
"98 0.000004 0.0 \n",
"99 0.000004 0.0 \n",
"100 0.000004 0.0 \n",
"\n",
" dPdT_bar/K_whitlockite1 d2VdT2_cm^3/K^2_whitlockite1 \\\n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
".. ... ... \n",
"96 NaN 0.0 \n",
"97 NaN 0.0 \n",
"98 NaN 0.0 \n",
"99 NaN 0.0 \n",
"100 NaN 0.0 \n",
"\n",
" d2VdTdP_cm^3/(bar.K)_whitlockite1 d2VdP2_cm^3/bar^2_whitlockite1 \\\n",
"0 NaN NaN \n",
"1 NaN NaN \n",
"2 NaN NaN \n",
"3 NaN NaN \n",
"4 NaN NaN \n",
".. ... ... \n",
"96 0.0 0.0 \n",
"97 0.0 0.0 \n",
"98 0.0 0.0 \n",
"99 0.0 0.0 \n",
"100 0.0 0.0 \n",
"\n",
" molwt_whitlockite1 \n",
"0 NaN \n",
"1 NaN \n",
"2 NaN \n",
"3 NaN \n",
"4 NaN \n",
".. ... \n",
"96 310.18272 \n",
"97 310.18272 \n",
"98 310.18272 \n",
"99 310.18272 \n",
"100 310.18272 \n",
"\n",
"[101 rows x 237 columns]"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"Isobaric_Xtal_single['All']"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "6cf1e49f-28d0-4988-b950-f837c3a4dfb9",
"metadata": {},
"outputs": [],
"source": [
"Isobaric_Xtal = ptt.isobaric_crystallisation(Model = \"MELTSv1.2.0\",\n",
" bulk = starting_comp,\n",
" find_liquidus = True,\n",
" P_bar = [500,1000,2000,4000],\n",
" T_end_C = 600,\n",
" dt_C = 2,\n",
" fO2_buffer = \"FMQ\",\n",
" fO2_offset = -1.0,\n",
" Frac_solid = True,\n",
" Frac_fluid = True,\n",
" label=\"P_bar\",\n",
" timeout = 180)"
]
},
{
"cell_type": "markdown",
"id": "0ca3d805",
"metadata": {},
"source": [
"This code will perform all 4 calculations at the specified pressures simultaneously. This 'parallel processing' significantly reduces the time required to perform these models.\n",
"\n",
"There are several ways to display the results. Option 1 is to use the in-built harker plotting function which directly creates oxide-oxide plots without having to make any changes to the output from the crystallisation models. You'll see below that the code also allows other data to be loaded and plotted alongside the models: "
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "c5e38324",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(,\n",
" array([[,\n",
" ,\n",
" ],\n",
" [,\n",
" ,\n",
" ],\n",
" [, , ]],\n",
" dtype=object))"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ptt.harker(Results = Isobaric_Xtal, data = {'MI': MI, 'Matrix Glasses': MG},\n",
" d_color = ['b','red'], legend = [1,2])"
]
},
{
"cell_type": "markdown",
"id": "00d63862",
"metadata": {},
"source": [
"We can also use the in-built function `phase_plot` to examine the phase proportions at each step of the crystallization model."
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "aec353ba",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, a = ptt.phase_plot(Isobaric_Xtal, x_axis = 'T_C', \n",
" cmap = \"Reds\")"
]
},
{
"cell_type": "markdown",
"id": "d6b9d3ca-5502-4c31-b5ce-205d25a4d468",
"metadata": {},
"source": [
"We can see that the lower pressure models generally provide a better fit to the Data. Also, examining the results would reveal that as pressure decreases, clinopyroxene stability decreases (it saturates at lower MgO contents) as would be expected based on experimental data.\n",
"\n",
"There are, however, several other variables that we haven't explored in these models above that might influence our results. To demonstrate this, let's change the melt H$_2$O and CO$_2$ contents and re-run the models.\n",
"\n",
"Gleeson et al. (2022) suggest that the melt inclusion H$_2$O contents measured by Koleszar et al. (2009) overpredict the melt H$_2$O content at the time of melt inclusion formation. In addition, the melt CO$_2$ content was likely underestimated as the CO$_2$ content in melt inclusions from Fernandinas reaches up to around 5000 ppm. Therefore, let's use these values to see how changing melt H$_2$O and CO$_2$ contents influences the liquid line of descent. There is no need to change our starting composition, we can simply use the H2O_Liq and CO2_Liq inputs in the isobaric_crystallisation function to 'overwrite' the initial H$_2$O and CO$_2$ contents of the magma."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "89054e27",
"metadata": {},
"outputs": [],
"source": [
"Isobaric_Xtal_CO2 = ptt.isobaric_crystallisation(Model = \"MELTSv1.2.0\",\n",
" bulk=starting_comp,find_liquidus=True,P_bar=np.array([500,1000,2000,4000]),\n",
" T_end_C=1050,dt_C=2,fO2_buffer=\"FMQ\",fO2_offset=-1.0,\n",
" Frac_solid=True,Frac_fluid=True,H2O_init=0.4,CO2_init=0.5,label=\"P_bar\")"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "78100600",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(,\n",
" array([[,\n",
" ,\n",
" ],\n",
" [,\n",
" ,\n",
" ]], dtype=object))"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ptt.harker(Results = Isobaric_Xtal_CO2, data = {'MI': MI, 'MG': MG},\n",
" d_color = ['b','red'], legend_loc = [1,2], \n",
" y_axis = ['SiO2', 'TiO2', 'Al2O3', 'FeOt', 'CaO', 'Na2O'])"
]
},
{
"cell_type": "markdown",
"id": "c2907fbe",
"metadata": {},
"source": [
"We can see that making this change has improved the fit between models and data (for some oxide pairs).\n",
"\n",
"It is also possible to integrate the results with pyrolite (Williams et al. 2020) to plot the results of the models on a TAS diagram:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "027604f3",
"metadata": {},
"outputs": [],
"source": [
"# If you have not installed pyrolite already, you need to comment out the # in the line below and install it now. Once you've run thisonce, \n",
"# you can re-comment it out again. \n",
"\n",
"#!pip install pyrolite"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "ad19aa58",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# ---- Create TAS diagram from pyrolite ----\n",
"from pyrolite.util.classification import TAS\n",
"cm = TAS()\n",
"f, a = plt.subplots(1,1, figsize=(4,3.5))\n",
"cm.add_to_axes(a,alpha=0.5,linewidth=0.5,\n",
" zorder=-1,add_labels=False)\n",
"\n",
"# ---- Loop through model results ----\n",
"for i in Isobaric_Xtal_CO2:\n",
" df = Isobaric_Xtal_CO2[i]['All'].copy()\n",
" df['Na2O+K2O']=df['Na2O_Liq']+df['K2O_Liq']\n",
" a.plot(df['SiO2_Liq'],df['Na2O+K2O'], lw = 2,\n",
" linestyle='-',alpha=1, label = i)\n",
"\n",
"# ---- Plot glass data ----\n",
"a.plot(MI['SiO2'],MI['Na2O']+MI['K2O'],\n",
" 'ok', mfc = 'b', label=\"MI\")\n",
"a.plot(MG['SiO2'],MG['Na2O']+MG['K2O'],\n",
" 'sk', mfc = 'r', label=\"MG\")\n",
"\n",
"a.set_xlim([40, 65])\n",
"a.set_ylim([1, 8])\n",
"a.legend()\n",
" "
]
},
{
"cell_type": "markdown",
"id": "524ff09b",
"metadata": {},
"source": [
"We can also use Thermobar (Wieser et al. 2022) to examine mineral compositions using the clinopyroxene quadrilateral."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "bdb1cca4",
"metadata": {},
"outputs": [],
"source": [
"# If you have not installed Thermobar already, you need to comment out the # in the line below and install it now. Once you've run thisonce, \n",
"# you can re-comment it out again. \n",
"\n",
"\n",
"# !pip install Thermobar"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "2ca2fe84",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import Thermobar as pt\n",
"f, tax = pt.plot_px_classification(figsize = (10,5),major_grid = True, labels = True)\n",
"for i in Isobaric_Xtal_CO2.keys(): \n",
" cpx_comps_tern_1 = pt.tern_points_px(px_comps = Isobaric_Xtal_CO2[i]['clinopyroxene1'])\n",
" tax.scatter(cpx_comps_tern_1,edgecolor = 'k', s = 40, label = i) #If you want points. \n",
" \n",
"tax.legend()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "ac66bfbb",
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"id": "6e962f43",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}