{ "cells": [ { "cell_type": "markdown", "id": "f037fd25-b3cf-4cde-a591-8a856ce8fd13", "metadata": {}, "source": [ "# Comparing fractional crystallization in different models" ] }, { "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. PetThermoTools means you can now easily compare different models\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": [], "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": 2, "id": "0f7e54fa", "metadata": {}, "outputs": [], "source": [ "# If you've not done this in a while...wh\n", "#ptt.update_MAGEMinCalc()" ] }, { "cell_type": "code", "execution_count": 3, "id": "0cee5eae", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.3.0'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ptt.__version__" ] }, { "cell_type": "code", "execution_count": 4, "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, and most importantly, the choice of thermodynamic model!\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": 5, "id": "09f40231-5761-4cbe-8b86-a11b1696fa6b", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GroupLatitudeLongitudeSiO2TiO2Al2O3FeOtMnOMgOCaONa2OK2OP2O5H2OCO2
0MG-0.17-91.7749.112.9014.0411.380.216.5311.882.550.430.300.5930.011442
1MG-0.17-91.7749.223.1014.0911.370.206.7511.782.750.440.310.6830.009890
2MG-0.21-91.8149.012.9213.9211.740.216.3111.902.550.460.330.6350.012210
3MG-0.21-91.8049.423.1413.9211.770.206.4711.462.820.460.330.7320.010531
4MG-0.24-91.7548.763.5713.8811.830.236.3711.403.090.520.360.8340.007797
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" ], "text/plain": [ " 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": 5, "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": 6, "id": "d58cfa8a-3bee-4f7d-8431-567d2b8a95e4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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GroupLatitudeLongitudeSiO2TiO2Al2O3FeOtMnOMgOCaONa2OK2OP2O5H2OCO2
0MI0.00.047.52.2916.49.160.1239.3811.62.250.3290.2570.680.0280
1MI0.00.047.52.5815.510.040.1388.9711.42.440.4280.2620.690.0630
2MI0.00.049.22.3316.08.670.1478.9412.01.780.0050.0940.780.0004
3MI0.00.048.42.5015.79.070.1398.8811.62.180.3980.3260.690.0126
4MI0.00.048.12.4615.38.960.1538.8212.12.340.3250.3870.880.4986
\n", "
" ], "text/plain": [ " 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", "3 2.18 0.398 0.326 0.69 0.0126 \n", "4 2.34 0.325 0.387 0.88 0.4986 " ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "MI = MI.sort_values('MgO', ascending = False, ignore_index = True)\n", "MI.head()" ] }, { "cell_type": "code", "execution_count": null, "id": "5da77a80-a76a-49ab-85ea-6aa28caf30b6", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\penny\\AppData\\Local\\Temp\\ipykernel_29360\\970330252.py:6: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " starting_comp['Cr2O3']=0.05\n", "C:\\Users\\penny\\AppData\\Local\\Temp\\ipykernel_29360\\970330252.py:6: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " starting_comp['Cr2O3']=0.05\n" ] } ], "source": [ "starting_comp = MI.loc[0]\n", "type(starting_comp)\n", "\n", "\n", "# To Clarify, in the YouTube example I ran the model without any Cr. I have now added 0.05 wt%. You can see MAGEMin puts it in the Cpx but MELTS doesnt. \n", "starting_comp['Cr2O3']=0.05" ] }, { "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": 8, "id": "6cf1e49f-28d0-4988-b950-f837c3a4dfb9", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Completed 100.0 %\n" ] } ], "source": [ "Isobaric_Xtal_120 = ptt.isobaric_crystallisation(Model = \"MELTSv1.2.0\",\n", " bulk = starting_comp,\n", " find_liquidus = True,\n", " P_bar = np.array([500,3000]),\n", " T_end_C = 1100,\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\")" ] }, { "cell_type": "markdown", "id": "d1db464c", "metadata": {}, "source": [ "Now lets use pMELTS" ] }, { "cell_type": "code", "execution_count": 9, "id": "dc5e19d3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Completed 100.0 %\n" ] } ], "source": [ "Isobaric_Xtal_pMELTS = ptt.isobaric_crystallisation(Model = \"pMELTS\",\n", " bulk = starting_comp,\n", " find_liquidus = True,\n", " P_bar = np.array([500,3000]),\n", " T_end_C = 1100,\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\")" ] }, { "cell_type": "markdown", "id": "44afd0ca", "metadata": {}, "source": [ "And now melts 1.0.2" ] }, { "cell_type": "code", "execution_count": 10, "id": "3672c9ec", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Completed 100.0 %\n" ] } ], "source": [ "Isobaric_Xtal_102 = ptt.isobaric_crystallisation(Model = \"MELTSv1.0.2\",\n", " bulk = starting_comp,\n", " find_liquidus = True,\n", " P_bar = np.array([500,3000]),\n", " T_end_C = 1100,\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\")" ] }, { "cell_type": "markdown", "id": "249b75f2", "metadata": {}, "source": [ "and now Green et al. (2025) e.g. the update of the Holland models run through MageMIN" ] }, { "cell_type": "code", "execution_count": 11, "id": "9d5462ae", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Completed 100.0 %\n" ] } ], "source": [ "# Takes 30 s to initialize Julia. So be patient and try to run everything in one model. \n", "Isobaric_Xtal_Green2025 = ptt.isobaric_crystallisation(Model = \"Green2025\",\n", " bulk = starting_comp,\n", " find_liquidus = True,\n", " P_bar = np.array([500,3000]),\n", " T_end_C = 1100,\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\")" ] }, { "cell_type": "markdown", "id": "e8a6c716", "metadata": {}, "source": [ "## Lets make a nice figure showing chemistry for these" ] }, { "cell_type": "code", "execution_count": 12, "id": "3a77213e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1, 2, figsize = (10,5))\n", "\n", "\n", "\n", "# plot various models at 0.5 kbar\n", "\n", "ax1.plot(Isobaric_Xtal_120['P = 500.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_120['P = 500.0 bars']['All']['FeOt_Liq'], '-r', label='MELTSv.1.2.0 0.5 kbar')\n", "ax1.plot(Isobaric_Xtal_102['P = 500.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_102['P = 500.0 bars']['All']['FeOt_Liq'], '-k', label='MELTSv.1.0.2 0.5 kbar')\n", "ax1.plot(Isobaric_Xtal_pMELTS['P = 500.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_pMELTS['P = 500.0 bars']['All']['FeOt_Liq'], '-b', label='MELTSv.1.2.0 0.5 kbar')\n", "ax1.plot(Isobaric_Xtal_Green2025['P = 500.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_Green2025['P = 500.0 bars']['All']['FeOt_Liq'], '-', color='grey', label='Green2025 0.5 kbar')\n", "\n", "# same for 3000 bars\n", "\n", "ax1.plot(Isobaric_Xtal_120['P = 3000.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_120['P = 3000.0 bars']['All']['FeOt_Liq'], ':r', label='MELTSv.1.2.0 3 kbar')\n", "ax1.plot(Isobaric_Xtal_102['P = 3000.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_102['P = 3000.0 bars']['All']['FeOt_Liq'], ':k', label='MELTSv.1.0.2 3 kbar')\n", "ax1.plot(Isobaric_Xtal_pMELTS['P = 3000.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_pMELTS['P = 3000.0 bars']['All']['FeOt_Liq'], ':b', label='MELTSv.1.2.0 3 kbar')\n", "ax1.plot(Isobaric_Xtal_Green2025['P = 3000.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_Green2025['P = 3000.0 bars']['All']['FeOt_Liq'], ':', color='grey', label='Green2025 3 kbar')\n", "ax1.set_ylabel('FeO$_t$ (wt%)')\n", "ax1.set_xlabel('MgO (wt%)')\n", "\n", "## Same for Al2O3\n", "\n", "ax2.plot(Isobaric_Xtal_120['P = 500.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_120['P = 500.0 bars']['All']['Al2O3_Liq'], '-r', label='MELTSv.1.2.0 0.5 kbar')\n", "ax2.plot(Isobaric_Xtal_102['P = 500.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_102['P = 500.0 bars']['All']['Al2O3_Liq'], '-k', label='MELTSv.1.0.2 0.5 kbar')\n", "ax2.plot(Isobaric_Xtal_pMELTS['P = 500.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_pMELTS['P = 500.0 bars']['All']['Al2O3_Liq'], '-b', label='pMELTS 0.5 kbar')\n", "ax2.plot(Isobaric_Xtal_Green2025['P = 500.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_Green2025['P = 500.0 bars']['All']['Al2O3_Liq'], '-', color='grey', label='Green2025 0.5 kbar')\n", "\n", "# same for 3000 bars\n", "\n", "ax2.plot(Isobaric_Xtal_120['P = 3000.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_120['P = 3000.0 bars']['All']['Al2O3_Liq'], ':r', label='MELTSv.1.2.0 3 kbar')\n", "ax2.plot(Isobaric_Xtal_102['P = 3000.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_102['P = 3000.0 bars']['All']['Al2O3_Liq'], ':k', label='MELTSv.1.0.2 3 kbar')\n", "ax2.plot(Isobaric_Xtal_pMELTS['P = 3000.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_pMELTS['P = 3000.0 bars']['All']['Al2O3_Liq'], ':b', label='pMELTS 3 kbar')\n", "ax2.plot(Isobaric_Xtal_Green2025['P = 3000.0 bars']['All']['MgO_Liq'], Isobaric_Xtal_Green2025['P = 3000.0 bars']['All']['Al2O3_Liq'], ':', color='grey', label='Green2025 3 kbar')\n", "ax2.set_xlabel('MgO (wt%)')\n", "ax2.set_ylabel('Al$_2$O$_3$ (wt%)')\n", "\n", "\n", "# Plot melt inclusion and matrix glass data \n", "ax1.plot(MI['MgO'], MI['FeOt'], 'ok', mfc='red', label='Melt incs')\n", "ax1.plot(MG['MgO'], MG['FeOt'], '^k', mfc='k', label='Matrix glasses')\n", "\n", "\n", "# Plot melt inclusion and matrix glass data \n", "ax2.plot(MI['MgO'], MI['Al2O3'], 'ok', mfc='red', label='Melt incs')\n", "ax2.plot(MG['MgO'], MG['Al2O3'], '^k', mfc='k', label='Matrix glasses')\n", "\n", "\n", "ax2.legend(\n", " fontsize=10,\n", " ncol=1,\n", " loc='upper left',\n", " bbox_to_anchor=(1.05, 1)\n", ")" ] }, { "cell_type": "code", "execution_count": 13, "id": "643f9f57", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['clinopyroxene1', 'olivine1', 'feldspar1', 'liquid1',\n", " 'clinopyroxene1_cumsum', 'olivine1_cumsum', 'feldspar1_cumsum'],\n", " dtype='object')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Isobaric_Xtal_Green2025['P = 500.0 bars']['mass_g'].columns" ] }, { "cell_type": "code", "execution_count": 14, "id": "a45dea06", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['liquid1', 'olivine1', 'fluid1', 'plagioclase1', 'spinel1',\n", " 'clinopyroxene1', 'clinopyroxene2', 'olivine1_cumsum', 'fluid1_cumsum',\n", " 'plagioclase1_cumsum', 'spinel1_cumsum', 'clinopyroxene1_cumsum',\n", " 'clinopyroxene2_cumsum'],\n", " dtype='object')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Isobaric_Xtal_120['P = 500.0 bars']['mass_g'].columns" ] }, { "cell_type": "markdown", "id": "a000b0f4", "metadata": {}, "source": [ "## Lets look at the phase proportions" ] }, { "cell_type": "code", "execution_count": 15, "id": "5de6f13c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0, 'MgO (wt%) in melt')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3) = plt.subplots(1, 3, figsize = (12,5))\n", "\n", "# Lets loop through all the models\n", "models=[Isobaric_Xtal_120['P = 500.0 bars'], Isobaric_Xtal_102['P = 500.0 bars'],\n", "Isobaric_Xtal_pMELTS['P = 500.0 bars'], Isobaric_Xtal_Green2025['P = 500.0 bars'] ]\n", "labels=['MELTS1.2.0 500 bars', 'MELTS 1.0.2 500 bars', 'pMELTS 500 bars', 'Green2025 500 bars']\n", "cols=['r', 'k', 'b', 'grey']\n", "\n", "for model, label, col in zip(models, labels, cols):\n", " mg = model['All']['MgO_Liq']\n", "\n", " # Plot olivine (or zeros if missing)\n", " if 'olivine1_cumsum' in model['mass_g'].columns:\n", " y_ol = model['mass_g']['olivine1_cumsum']\n", " else:\n", " y_ol = [0] * len(mg)\n", " ax1.plot(mg, y_ol, '-', color=col, label=label)\n", "\n", " # Plot plagioclase (or zeros if missing)\n", " if 'plagioclase1_cumsum' in model['mass_g'].columns:\n", " y_plag = model['mass_g']['plagioclase1_cumsum']\n", " elif 'feldspar1_cumsum' in model['mass_g'].columns:\n", " y_plag = model['mass_g']['feldspar1_cumsum']\n", " else:\n", " y_plag = [0] * len(mg)\n", " ax2.plot(mg, y_plag, '-', color=col, label=label)\n", "\n", " # Plot clinopyroxene (or zeros if missing)\n", " if 'clinopyroxene1_cumsum' in model['mass_g'].columns:\n", " y_cpx = model['mass_g']['clinopyroxene1_cumsum']\n", " else:\n", " y_cpx = [0] * len(mg)\n", " ax3.plot(mg, y_cpx, '-', color=col, label=label)\n", "\n", "\n", " if 'clinopyroxene2_cumsum' in model['mass_g'].columns:\n", " y_cpx2 = model['mass_g']['clinopyroxene2_cumsum']\n", " else:\n", " y_cpx2 = [0] * len(mg)\n", " ax3.plot(mg, y_cpx2, ':', color=col, label=label)\n", " \n", "\n", "ax1.legend()\n", "ax1.set_ylabel('Amount of olivine fractionated (%)')\n", "ax1.set_xlabel('MgO (wt%) in melt')\n", "\n", "\n", "ax2.set_ylabel('Amount of plagioclase fractionated (%)')\n", "ax2.set_xlabel('MgO (wt%) in melt')\n", "\n", "ax3.set_ylabel('Amount of clinopyroxene fractionated (%)')\n", "ax3.set_xlabel('MgO (wt%) in melt')" ] }, { "cell_type": "markdown", "id": "a2b94a5e", "metadata": {}, "source": [ "Lets see what phases are present at 3000 bars" ] }, { "cell_type": "code", "execution_count": 16, "id": "78a141e7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['liquid1', 'olivine1', 'spinel1', 'clinopyroxene1', 'plagioclase1',\n", " 'clinopyroxene2', 'rhm-oxide1', 'olivine1_cumsum', 'spinel1_cumsum',\n", " 'clinopyroxene1_cumsum', 'plagioclase1_cumsum', 'clinopyroxene2_cumsum',\n", " 'rhm-oxide1_cumsum'],\n", " dtype='object')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Isobaric_Xtal_120['P = 3000.0 bars']['mass_g'].columns" ] }, { "cell_type": "code", "execution_count": 17, "id": "effa5839", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['clinopyroxene1', 'olivine1', 'feldspar1', 'liquid1', 'spinel1',\n", " 'clinopyroxene1_cumsum', 'olivine1_cumsum', 'feldspar1_cumsum',\n", " 'spinel1_cumsum'],\n", " dtype='object')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Isobaric_Xtal_Green2025['P = 3000.0 bars']['mass_g'].columns" ] }, { "cell_type": "markdown", "id": "59e30650", "metadata": {}, "source": [ "## And plot phase abundances at 3000 bars" ] }, { "cell_type": "code", "execution_count": 18, "id": "5eb8918e", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2, ax3, ax4) = plt.subplots(1, 4, figsize = (13,5))\n", "\n", "# Lets loop through all the models\n", "models=[Isobaric_Xtal_120['P = 3000.0 bars'], Isobaric_Xtal_102['P = 3000.0 bars'],\n", "Isobaric_Xtal_pMELTS['P = 3000.0 bars'], Isobaric_Xtal_Green2025['P = 3000.0 bars'] ]\n", "labels=['MELTS1.2.0 3000 bars', 'MELTS 1.0.2 3000 bars', 'pMELTS 3000 bars', 'Green2025 3000 bars']\n", "cols=['r', 'k', 'b', 'grey']\n", "\n", "for model, label, col in zip(models, labels, cols):\n", " mg = model['All']['MgO_Liq']\n", "\n", " # Plot olivine (or zeros if missing)\n", " if 'olivine1_cumsum' in model['mass_g'].columns:\n", " y_ol = model['mass_g']['olivine1_cumsum']\n", " else:\n", " y_ol = [0] * len(mg)\n", " ax1.plot(mg, y_ol, '-', color=col, label=label)\n", "\n", " # Plot plagioclase (or zeros if missing)\n", " if 'plagioclase1_cumsum' in model['mass_g'].columns:\n", " y_plag = model['mass_g']['plagioclase1_cumsum']\n", " elif 'feldspar1_cumsum' in model['mass_g'].columns:\n", " y_plag = model['mass_g']['feldspar1_cumsum']\n", " else:\n", " y_plag = [0] * len(mg)\n", " ax2.plot(mg, y_plag, '-', color=col, label=label)\n", "\n", " # Plot clinopyroxene (or zeros if missing)\n", " if 'clinopyroxene1_cumsum' in model['mass_g'].columns:\n", " y_cpx = model['mass_g']['clinopyroxene1_cumsum']\n", " else:\n", " y_cpx = [0] * len(mg)\n", " ax3.plot(mg, y_cpx, '-', color=col, label=label)\n", "\n", "\n", " if 'clinopyroxene2_cumsum' in model['mass_g'].columns:\n", " y_cpx2 = model['mass_g']['clinopyroxene2_cumsum']\n", " else:\n", " y_cpx2 = [0] * len(mg)\n", " ax3.plot(mg, y_cpx2, ':', color=col, label=label)\n", "\n", " # Plot Rho oxide (or zeros if missing)\n", " if 'rhm-oxide1_cumsum' in model['mass_g'].columns:\n", " y_rh = model['mass_g']['rhm-oxide1_cumsum']\n", " else:\n", " y_rh = [0] * len(mg)\n", " ax4.plot(mg, y_rh, '-', color=col, label=label)\n", " \n", "\n", "ax1.legend()\n", "ax1.set_ylabel('Amount of olivine fractionated (%)')\n", "ax1.set_xlabel('MgO (wt%) in melt')\n", "\n", "\n", "ax2.set_ylabel('Amount of plagioclase fractionated (%)')\n", "ax2.set_xlabel('MgO (wt%) in melt')\n", "\n", "ax3.set_ylabel('Amount of clinopyroxene fractionated (%)')\n", "ax3.set_xlabel('MgO (wt%) in melt')\n", "\n", "ax4.set_ylabel('Amount of Rh oxide fractionated (%)')\n", "ax4.set_xlabel('MgO (wt%) in melt')\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "4c158ba3", "metadata": {}, "source": [ "## Whats up with Cpx2? " ] }, { "cell_type": "code", "execution_count": 19, "id": "1b98c220", "metadata": {}, "outputs": [], "source": [ "# Lets import thermobar, you will need to pip install if you havent already\n", "#!pip install Thermobar\n", "import Thermobar as pt\n", "# you'll also need to import ternary\n", "import ternary" ] }, { "cell_type": "code", "execution_count": 20, "id": "d8941d5e", "metadata": {}, "outputs": [], "source": [ "df_Cpx1=Isobaric_Xtal_120['P = 500.0 bars']['clinopyroxene1']\n", "tern_points_Cpx1=pt.tern_points_px(px_comps=df_Cpx1)\n", "# Remove the 2 before doing the same for Px2\n", "df_Cpx2=Isobaric_Xtal_120['P = 500.0 bars']['clinopyroxene2']\n", "df_Cpx2.columns = df_Cpx2.columns.str.replace('Cpx2', 'Cpx', regex=False)\n", "tern_points_Cpx2=pt.tern_points_px(px_comps=df_Cpx2)\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "882e1544", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\penny\\anaconda3\\Lib\\site-packages\\ternary\\plotting.py:148: UserWarning: You passed a edgecolor/edgecolors ('k') for an unfilled marker ('+'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", " ax.scatter(xs, ys, vmin=vmin, vmax=vmax, **kwargs)\n", "c:\\Users\\penny\\anaconda3\\Lib\\site-packages\\ternary\\plotting.py:148: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n", " ax.scatter(xs, ys, vmin=vmin, vmax=vmax, **kwargs)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# First, define the plot, e.g., here, we specify we want the grid, and labels\n", "fig, tax = pt.plot_px_classification(figsize=(9, 7), fontsize_component_labels=12,\n", " major_grid=True, minor_grid=True, cut_in_half=False)\n", "\n", "## Now feed in your data we calculated at the start in terms of ternary axes!\n", "\n", "tax.scatter(\n", " tern_points_Cpx1,\n", " edgecolor=\"k\",\n", " marker=\"+\",\n", " facecolor=\"red\",\n", " label='Cpx1',\n", " s=60\n", ")\n", "\n", "tax.scatter(\n", " tern_points_Cpx2,\n", " edgecolor=\"k\",\n", " marker=\".\",\n", " facecolor=\"blue\",\n", " label='Cpx2',\n", " s=90\n", ")\n", "tax.legend()" ] }, { "cell_type": "markdown", "id": "d4fdb87b", "metadata": {}, "source": [ "## Lets compare the Cpx (all from each model)" ] }, { "cell_type": "code", "execution_count": 22, "id": "8d0b21e0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\penny\\anaconda3\\Lib\\site-packages\\ternary\\plotting.py:148: UserWarning: You passed a edgecolor/edgecolors ('k') for an unfilled marker ('+'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", " ax.scatter(xs, ys, vmin=vmin, vmax=vmax, **kwargs)\n", "c:\\Users\\penny\\anaconda3\\Lib\\site-packages\\ternary\\plotting.py:148: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n", " ax.scatter(xs, ys, vmin=vmin, vmax=vmax, **kwargs)\n", "c:\\Users\\penny\\anaconda3\\Lib\\site-packages\\ternary\\plotting.py:148: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n", " ax.scatter(xs, ys, vmin=vmin, vmax=vmax, **kwargs)\n", "c:\\Users\\penny\\anaconda3\\Lib\\site-packages\\ternary\\plotting.py:148: UserWarning: You passed a edgecolor/edgecolors ('k') for an unfilled marker ('+'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", " ax.scatter(xs, ys, vmin=vmin, vmax=vmax, **kwargs)\n", "c:\\Users\\penny\\anaconda3\\Lib\\site-packages\\ternary\\plotting.py:148: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n", " ax.scatter(xs, ys, vmin=vmin, vmax=vmax, **kwargs)\n", "c:\\Users\\penny\\anaconda3\\Lib\\site-packages\\ternary\\plotting.py:148: UserWarning: You passed a edgecolor/edgecolors ('k') for an unfilled marker ('+'). Matplotlib is ignoring the edgecolor in favor of the facecolor. This behavior may change in the future.\n", " ax.scatter(xs, ys, vmin=vmin, vmax=vmax, **kwargs)\n", "c:\\Users\\penny\\anaconda3\\Lib\\site-packages\\ternary\\plotting.py:148: UserWarning: No data for colormapping provided via 'c'. Parameters 'vmin', 'vmax' will be ignored\n", " ax.scatter(xs, ys, vmin=vmin, vmax=vmax, **kwargs)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# ---------------------------------------\n", "# Your models, labels, and colors\n", "# ---------------------------------------\n", "models = [\n", " Isobaric_Xtal_120['P = 500.0 bars'],\n", " Isobaric_Xtal_102['P = 500.0 bars'],\n", " Isobaric_Xtal_pMELTS['P = 500.0 bars'],\n", " Isobaric_Xtal_Green2025['P = 500.0 bars'],\n", "]\n", "\n", "labels = [\n", " 'MELTS1.2.0 500 bars',\n", " 'MELTS 1.0.2 500 bars',\n", " 'pMELTS 500 bars',\n", " 'Green2025 500 bars',\n", "]\n", "\n", "cols = ['r', 'k', 'b', 'grey']\n", "\n", "# ---------------------------------------\n", "# Make classification figure\n", "# ---------------------------------------\n", "fig, tax = pt.plot_px_classification(\n", " figsize=(9, 7),\n", " fontsize_component_labels=12,\n", " major_grid=True,\n", " minor_grid=True,\n", " cut_in_half=False,\n", ")\n", "\n", "# ---------------------------------------\n", "# Loop through models\n", "# ---------------------------------------\n", "for model, lab, col in zip(models, labels, cols):\n", "\n", " # ---- Cpx1 ----\n", " if \"clinopyroxene1\" in model:\n", " df_Cpx1 = model[\"clinopyroxene1\"]\n", " tern_Cpx1 = pt.tern_points_px(px_comps=df_Cpx1)\n", "\n", " tax.scatter(\n", " tern_Cpx1,\n", " edgecolor=\"k\",\n", " marker=\"+\",\n", " facecolor=col,\n", " label=f\"{lab} Cpx1\",\n", " s=60,\n", " )\n", "\n", " # ---- Cpx2 ----\n", " if \"clinopyroxene2\" in model:\n", " df_Cpx2 = model[\"clinopyroxene2\"].copy()\n", "\n", " # Only do the rename if any column contains Cpx2\n", " if df_Cpx2.columns.str.contains(\"Cpx2\").any():\n", " df_Cpx2.columns = df_Cpx2.columns.str.replace(\"Cpx2\", \"Cpx\", regex=False)\n", "\n", " tern_Cpx2 = pt.tern_points_px(px_comps=df_Cpx2)\n", "\n", " tax.scatter(\n", " tern_Cpx2,\n", " edgecolor=\"k\",\n", " marker=\".\",\n", " facecolor=col,\n", " label=f\"{lab} Cpx2\",\n", " s=90,\n", " )\n", "\n", "# ---------------------------------------\n", "# Legend + show\n", "# ---------------------------------------\n", "tax.legend()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "159e11d8", "metadata": {}, "source": [ "## Lets plot clinopyroxene components. " ] }, { "cell_type": "code", "execution_count": 23, "id": "a8828294", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# ---------------------------------------\n", "# Your models, labels, and colors\n", "# ---------------------------------------\n", "models = [\n", " Isobaric_Xtal_120['P = 500.0 bars'],\n", " Isobaric_Xtal_102['P = 500.0 bars'],\n", " Isobaric_Xtal_pMELTS['P = 500.0 bars'],\n", " Isobaric_Xtal_Green2025['P = 500.0 bars'],\n", "]\n", "\n", "labels = [\n", " 'MELTS1.2.0 500 bars',\n", " 'MELTS 1.0.2 500 bars',\n", " 'pMELTS 500 bars',\n", " 'Green2025 500 bars',\n", "]\n", "\n", "cols = ['r', 'k', 'b', 'grey']\n", "\n", "# ---------------------------------------\n", "# Make figure\n", "# ---------------------------------------\n", "fig, ((ax0, ax01), (ax1, ax2), (ax3, ax4)) = plt.subplots(3, 2, figsize=(10,8))\n", "# ---------------------------------------\n", "# Loop through models\n", "# ---------------------------------------\n", "for model, lab, col in zip(models, labels, cols):\n", "\n", " # ---- Cpx1 ----\n", " if \"clinopyroxene1\" in model:\n", " df_Cpx1 = model[\"clinopyroxene1\"]\n", " df_Cpx1_all=model['All']\n", " cpx_comps=pt.calculate_clinopyroxene_components(cpx_comps=df_Cpx1)\n", " # Plotting the Al2O3 in Cpx\n", " ax0.plot(cpx_comps['Mgno_Cpx'], df_Cpx1['Al2O3_Cpx'], '.-', mfc=col, color=col, label=lab)\n", "\n", " # Plotting the Na2O in Cpx\n", " ax01.plot(cpx_comps['Mgno_Cpx'], df_Cpx1['Na2O_Cpx'], '.-', mfc=col, color=col, label=lab)\n", "\n", " # Plotting the Cr2O3 content - Note, this example has no Cr in the bulk as that leads to instabilities. MELTS wont put it in Cpx, MageMIN will. \n", " ax1.plot(cpx_comps['Mgno_Cpx'], df_Cpx1['Cr2O3_Cpx'], '.-', mfc=col, color=col, label=lab)\n", "\n", " # Plotting CaO\n", " ax2.plot(cpx_comps['Mgno_Cpx'], df_Cpx1['CaO_Cpx'], '.-', mfc=col, color=col, label=lab)\n", "\n", " # Plotting TiO2\n", " ax3.plot(cpx_comps['Mgno_Cpx'], df_Cpx1['TiO2_Cpx'], '.-', mfc=col, color=col, label=lab)\n", "\n", " # Plotting the Fe3/FeT ratio of the Cpx\n", " ax4.plot(cpx_comps['Mgno_Cpx'], df_Cpx1['SiO2_Cpx'], '.-', mfc=col, color=col, label=lab)\n", "\n", "ax0.set_xlabel('Mg# Cpx (Fe=Fet)')\n", "ax0.set_ylabel('Al$_2$O$_3$ Cpx')\n", "ax0.legend()\n", "\n", "\n", "ax01.set_xlabel('Mg# Cpx (Fe=Fet)')\n", "ax01.set_ylabel('Na$_2$O Cpx')\n", "\n", "ax1.set_xlabel('Mg# Cpx (Fe=Fet)')\n", "ax1.set_ylabel('Cr$_2$O$_3$ Cpx')\n", "\n", "\n", "ax2.set_xlabel('Mg# Cpx (Fe=Fet)')\n", "ax2.set_ylabel('CaO Cpx')\n", "\n", "ax3.set_xlabel('Mg# Cpx (Fe=Fet)')\n", "ax3.set_ylabel('TiO$_2$ Cpx')\n", "\n", "ax4.set_xlabel('Mg# Cpx (Fe=Fet)')\n", "ax4.set_ylabel('SiO$_2$ in Cpx')\n", "\n", "plt.tight_layout()\n", "fig.savefig('CpxChemistry.png', dpi=300)\n", " " ] }, { "cell_type": "markdown", "id": "c5283083", "metadata": {}, "source": [ "## Lets do the Cpx components" ] }, { "cell_type": "code", "execution_count": 24, "id": "d2025a99", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "# ---------------------------------------\n", "# Your models, labels, and colors\n", "# ---------------------------------------\n", "models = [\n", " Isobaric_Xtal_120['P = 500.0 bars'],\n", " Isobaric_Xtal_102['P = 500.0 bars'],\n", " Isobaric_Xtal_pMELTS['P = 500.0 bars'],\n", " Isobaric_Xtal_Green2025['P = 500.0 bars'],\n", "]\n", "\n", "labels = [\n", " 'MELTS1.2.0 500 bars',\n", " 'MELTS 1.0.2 500 bars',\n", " 'pMELTS 500 bars',\n", " 'Green2025 500 bars',\n", "]\n", "\n", "cols = ['r', 'k', 'b', 'grey']\n", "\n", "# ---------------------------------------\n", "# Make figure\n", "# ---------------------------------------\n", "fig, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, figsize=(10,8))\n", "# ---------------------------------------\n", "# Loop through models\n", "# ---------------------------------------\n", "for model, lab, col in zip(models, labels, cols):\n", "\n", " # ---- Cpx1 ----\n", " if \"clinopyroxene1\" in model:\n", " df_Cpx1 = model[\"clinopyroxene1\"]\n", " df_Cpx1_all=model['All']\n", " cpx_comps=pt.calculate_clinopyroxene_components(cpx_comps=df_Cpx1)\n", " # Plotting the Al2O3 in Cpx\n", "\n", " # Plotting the Jadiete component of Cpx (related to the Na-Al content)\n", " ax1.plot(cpx_comps['Mgno_Cpx'], cpx_comps['Jd'], '.-', mfc=col, color=col, label=lab)\n", "\n", " # Plotting the DiHd component (related to Ca, CaTs, CaTi and CrCaTs)\n", " ax2.plot(cpx_comps['Mgno_Cpx'], cpx_comps['Cation_Sum_Cpx'], '.-', mfc=col, color=col, label=lab)\n", "\n", " # Plotting the CaTs - e.g. excess AlVI after accounting for Jadeite. Al substitution\n", " ax3.plot(cpx_comps['Mgno_Cpx'], cpx_comps['CaTs'], '.-', mfc=col, color=col, label=lab)\n", "\n", " # Plotting the Fe3/FeT ratio of the Cpx\n", " ax4.plot(cpx_comps['Mgno_Cpx'], cpx_comps['Fe3Fet_Cpx'], '.-', mfc=col, color=col, label=lab)\n", "\n", "\n", "ax1.set_xlabel('Mg# Cpx (Fe=Fet)')\n", "ax1.set_ylabel('Jd')\n", "\n", "\n", "ax2.set_xlabel('Mg# Cpx (Fe=Fet)')\n", "ax2.set_ylabel('Cation sum Cpx')\n", "\n", "ax3.set_xlabel('Mg# Cpx (Fe=Fet)')\n", "ax3.set_ylabel('CaTs')\n", "\n", "ax4.set_xlabel('Mg# Cpx (Fe=Fet)')\n", "ax4.set_ylabel('Fe3/Fet in Cpx')\n", "\n", "plt.tight_layout()\n", "fig.savefig('CpxChemistryComponents.png', dpi=300)\n", " " ] } ], "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }