{ "cells": [ { "cell_type": "markdown", "id": "e99185bf-451b-4bab-a760-404a7bc50622", "metadata": {}, "source": [ "# Pyroxene Classification Diagrams\n", "- The function uses fields for the pyroxene ternary from Deer, Howie, and Zussman (1963).\n", "- This function relies heavily on the ternary plot package from Marc Harper et al. 2015 - https://github.com/marcharper/python-ternary, if you use these figures, you must cite that (Marc Harper et al. (2015). python-ternary: Ternary Plots in Python. Zenodo. 10.5281/zenodo.594435) as well as Thermobar. \n", "- You may have problems with this package if you have the separate \"ternary\" package installed (yes, there are python packages called ternary and python-ternary- Yay!). I (penny) got the error \"module ternary has no attribute figure\", so had to uninstall the ternary I had through pip (pip uninstall ternary), and re-install python-ternary through conda in the command line \"conda install python-ternary\". If you have everything in pip, or conda, keep in 1 environment, don't follow my bad example here!\n", "- You can get the excel spreadsheet here: https://github.com/PennyWieser/Thermobar/blob/main/docs/Examples/Opx_and_Opx_Liq_Thermobarometry/Opx_Liq_Example.xlsx\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "8a02db37-5087-4fa7-92b2-a6b461c2c70d", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import Thermobar as pt" ] }, { "cell_type": "markdown", "id": "21516bd8-7f86-49a1-a97b-c5914186382e", "metadata": {}, "source": [ "## Load in some Opx compositions" ] }, { "cell_type": "code", "execution_count": 2, "id": "6d55ff2e-107c-4194-8d10-a8d3ce4ff603", "metadata": {}, "outputs": [], "source": [ "out=pt.import_excel('Opx_Liq_Example.xlsx', sheet_name=\"Paired_Opx_Liq\")\n", "my_input=out['my_input']\n", "Liqs=out['Liqs']\n", "Opxs=out['Opxs']" ] }, { "cell_type": "markdown", "id": "a8e362a1-6096-4ab6-befd-78935b6ab342", "metadata": {}, "source": [ "## Calculate Opx components\n", "- We are plotting in Mg-Fe-Ca space, so En is simply Mg/(Mg+Fet+Ca) etc.\n", "- These are returned from the calculate_orthopyroxene_components function with the names \"En_Simple_MgFeCa_Opx\" etc." ] }, { "cell_type": "code", "execution_count": 4, "id": "8b25dfcc-88e1-4cd0-afa9-3a4bf4d563b8", "metadata": {}, "outputs": [], "source": [ "opx_comps=pt.calculate_orthopyroxene_components(opx_comps=Opxs)" ] }, { "cell_type": "markdown", "id": "55f62339-476a-405d-998c-ed44a98cc168", "metadata": {}, "source": [ "## Example 1 (hold on, we'll add data in a second)\n", "- Lets draw the diagram first to show you options" ] }, { "cell_type": "markdown", "id": "0ec90d27-7bd9-48ac-8597-f4e8cbda11a8", "metadata": {}, "source": [ "### Example 1a - Simplicest, grid, no labels, trimming off the top to make a quadrilateral" ] }, { "cell_type": "code", "execution_count": 5, "id": "aca0a934-d0c0-4207-993d-68a5b2581797", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_px_classification(figsize=(10, 5))" ] }, { "cell_type": "markdown", "id": "030b25a5-8d13-43a4-8cb7-e7038904de39", "metadata": {}, "source": [ "### Example 1b - Lets keep the top!" ] }, { "cell_type": "code", "execution_count": 6, "id": "bb6fbba1-fd63-4c8b-8a7b-713714646542", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_px_classification(figsize=(6,5), cut_in_half=False)" ] }, { "cell_type": "markdown", "id": "91d90215-5fa7-49f8-b085-a96af2b991f5", "metadata": {}, "source": [ "### Example 1c- Lets add the field names on\n", "- You can change font size using fontsize_component_labels to match the fig size" ] }, { "cell_type": "code", "execution_count": 7, "id": "8cfde0b4-b972-4152-a911-ff16b65730f5", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_px_classification(figsize=(10, 5), labels=True, \n", " fontsize_component_labels=12,\n", " fontsize_axes_labels=20)" ] }, { "cell_type": "markdown", "id": "2e9c836d-c79a-4172-a122-b601b8141aa9", "metadata": {}, "source": [ "## Example 1d - Lets add a grid" ] }, { "cell_type": "code", "execution_count": 8, "id": "c3ed59c6-e87c-4300-a7f9-c77de2da1482", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_px_classification(figsize=(10, 5), labels=True, fontsize_component_labels=12,\n", " major_grid=True)" ] }, { "cell_type": "markdown", "id": "79024229-7602-49e4-92c0-65cf14c1f71c", "metadata": {}, "source": [ "### Example 1e - Lets add a minor grid" ] }, { "cell_type": "code", "execution_count": 9, "id": "cce04a20-0e5c-4893-960a-0a46a2bc0bba", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_px_classification(figsize=(10, 5), labels=True, fontsize_component_labels=12, \n", " major_grid=True, minor_grid=True)" ] }, { "cell_type": "markdown", "id": "d56f4a73-725c-49a4-b2dc-4f6c6102fe96", "metadata": {}, "source": [ "## Example 2 - Lets add your data (simple to start!)" ] }, { "cell_type": "code", "execution_count": 10, "id": "3db2d2ac-57fd-4e9e-b6ba-8e038b2e583a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_px_classification(figsize=(10, 5), fontsize_component_labels=12, \n", " major_grid=True, minor_grid=True)\n", "\n", "## Calculate your data in terms of ternary axes\n", "px_points = pt.tern_points(\n", " opx_comps[\"Fs_Simple_MgFeCa_Opx\"], opx_comps[\"Wo_Simple_MgFeCa_Opx\"], opx_comps[\"En_Simple_MgFeCa_Opx\"])\n", "\n", "tax.scatter(\n", " px_points,\n", " edgecolor=\"k\",\n", " marker=\"^\",\n", " facecolor=\"red\",\n", " label='Label1',\n", " s=90\n", ")\n", " " ] }, { "cell_type": "markdown", "id": "8ae0e3b2-3625-467e-8194-5227137321de", "metadata": {}, "source": [ "## Example 3 - Lets color by Px Cr content" ] }, { "cell_type": "code", "execution_count": 11, "id": "a29e1a2b-974c-4742-a2d0-0e4cb997907d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_px_classification(figsize=(12, 5), fontsize_component_labels=12, \n", " major_grid=True, minor_grid=True)\n", "\n", "## Calculate your data in terms of ternary axes\n", "px_points = pt.tern_points(\n", " opx_comps[\"Fs_Simple_MgFeCa_Opx\"], opx_comps[\"Wo_Simple_MgFeCa_Opx\"], opx_comps[\"En_Simple_MgFeCa_Opx\"])\n", "\n", "tax.scatter(\n", " px_points,\n", " c=opx_comps[\"Cr2O3_Opx\"],\n", " vmin=np.min(opx_comps[\"Cr2O3_Opx\"]),\n", " vmax=np.max(opx_comps[\"Cr2O3_Opx\"]),\n", " s=100,\n", " edgecolor=\"k\",\n", " marker=\"^\",\n", " cmap=\"hot\",\n", " colormap=\"hot\",\n", " colorbar=True,\n", " cb_kwargs={\"shrink\": 0.5, \"label\": \"Cr$_2$O$_3$ content\"},\n", " \n", ")\n", "fig.savefig('Pyroxene_Class.png', dpi=200)" ] }, { "cell_type": "code", "execution_count": null, "id": "e10a2942-d0dc-4e9c-991d-b7239c40495a", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 5 }