{ "cells": [ { "cell_type": "markdown", "id": "0e2c8f0c-99f8-4e5e-bd9a-55f05f326aff", "metadata": {}, "source": [ "# Feldspar ternary classification diagram\n", "- Functions written by Jordan Lubbers, adaptations+ merging into Thermobar by Penny Wieser\n", "- The function uses fields for fspar 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 download the excel file you need here: https://github.com/PennyWieser/Thermobar/blob/main/docs/Examples/Feldspar_Thermobarometry/Two_Feldspar_input.xlsx" ] }, { "cell_type": "code", "execution_count": 3, "id": "ce43c868-41e7-491a-8853-fab751f2fc82", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.0.8\n" ] } ], "source": [ "import ternary\n", "# We tested using ternary V.1.0.8\n", "print(ternary.__version__)" ] }, { "cell_type": "code", "execution_count": 4, "id": "597898ff-6e80-4582-afbe-9e0451032b37", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import Thermobar as pt\n", "from scipy import interpolate" ] }, { "cell_type": "markdown", "id": "5527f3c2-b2de-4150-b1ba-16020f917d59", "metadata": {}, "source": [ "## Load in data, in this case, have paired Plag and Kspar data, but could have as seperate sheets" ] }, { "cell_type": "code", "execution_count": 5, "id": "b920e6ba-60af-4366-8689-23f610605fcc", "metadata": {}, "outputs": [], "source": [ "out=pt.import_excel('Two_Feldspar_input.xlsx', sheet_name=\"Paired_Plag_Kspar\")\n", "# This extracts a dataframe of all inputs\n", "my_input=out['my_input']\n", "# This extracts a dataframe of kspar compositions from the dictionary \"out\"\n", "Kspars=out['Kspars']\n", "# This extracts a dataframe of plag compositions from the dictionary \"out\"\n", "Plags=out['Plags']" ] }, { "cell_type": "markdown", "id": "0008db86-caa0-4f62-802c-d8b6baeeeebf", "metadata": {}, "source": [ "## Calculate compostions for each in terms of co-ordinates for ternary axis" ] }, { "cell_type": "code", "execution_count": 6, "id": "dc717df5-4864-4c77-8f37-07ad42d55d5f", "metadata": {}, "outputs": [], "source": [ "Kspar_tern_points = pt.tern_points_fspar(fspar_comps=Kspars)\n", "Plag_tern_points = pt.tern_points_fspar(fspar_comps=Plags)" ] }, { "cell_type": "markdown", "id": "6102ddd4-6f1d-4ebf-a833-759b5302edd5", "metadata": {}, "source": [ "## Example 1 - Just the classification diagram (be patient, we will add your data in example 2)!\n", "- There are a number of options in the function, or you can roll with the defaults\n", "1. Choose your fig size (default, 6,6)\n", "2. Whether you want your major and minor grid (default False)\n", "3. Whether you want the labels (saying San, Ab, Ol, default False)\n", "4. What you want these labels to read, by default, we have used these:\n", " Anorthite_label='An',\n", " Anorthoclase_label='AnC',\n", " Albite_label='Ab',\n", " Oligoclase_label='Ol',\n", " Andesine_label='Ad',\n", " Labradorite_label='La',\n", " Bytownite_label='By',\n", " Sanidine_label='San',\n", "But you can change any of these using Sanidine_label='Sanidine'\n", "5. The font size ofthe component labels (default 10), e.g., if you go for full words, you might need to reduce the font size, e.g., fontsize_component_labels=6.\n", "6. The font size of the axes labels (default 14).\n", "7. major_grid_kwargs, this sets the colors, by default, its grey. " ] }, { "cell_type": "markdown", "id": "d02f4d45-1c8a-4806-8fd7-422b457060f6", "metadata": {}, "source": [ "### Example 1a - Using all the defaults\n", "- This gives you the simplicest diagram possible, e.g., just the lines." ] }, { "cell_type": "code", "execution_count": 7, "id": "705f8b96-8145-463a-ae60-95fbf619ff79", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_fspar_classification()\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "aedf7b30-745b-4dab-99bf-a88dc9e2b859", "metadata": {}, "source": [ "### Example 1b - Lets add the default compositional labels" ] }, { "cell_type": "code", "execution_count": 8, "id": "be323568-3c0d-4972-845b-519d42f68981", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_fspar_classification(labels=True)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "72ac974a-53e1-41ab-8f1b-f7aa1b27fd5d", "metadata": {}, "source": [ "### Example 1c - Lets change it, so it reads \"Sanidine\" instead of San" ] }, { "cell_type": "code", "execution_count": 9, "id": "df5df708-ae00-4611-966a-de36a85b966f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_fspar_classification(labels=True, \n", " Sanidine_label='Sanidine')\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "26ce53d0-e020-4c24-8847-76d918a5d22a", "metadata": {}, "source": [ "### Example 1d - Lets add grid lines\n", "- Default for major grid lines is linestyle (ls) is dashed, line width (lw) = 0.5, color (\"c\") is black (\"k\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "f21cec82-c0d0-4ef2-8788-05e3baf5a550", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_fspar_classification(labels=True, major_grid=True)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "87e1317c-57e6-47a0-af8a-91dc04ca3b7e", "metadata": {}, "source": [ "### Example 1e - But say we want pink grid lines!" ] }, { "cell_type": "code", "execution_count": 11, "id": "91df530d-ea10-451f-9049-21f712bfa42b", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_fspar_classification(labels=True, major_grid=True, major_grid_kwargs={\"ls\": \":\", \"lw\": 0.5, \"c\": \"magenta\"})\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "10dde6ea-fefa-48f2-a817-741954ab59b8", "metadata": {}, "source": [ "### Example 1f - Minor and major gridlines" ] }, { "cell_type": "code", "execution_count": 12, "id": "9944e2c7-52ea-4f3f-9765-d3251bc2f93f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_fspar_classification(labels=True, major_grid=True, minor_grid=True)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "5c67f535-18ff-4ad0-b3aa-befa13cbea3e", "metadata": {}, "source": [ "### Example 1g - Say we dont want ticks" ] }, { "cell_type": "code", "execution_count": 13, "id": "0d21bd0e-fafd-4966-810d-7775d6b7e6a4", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, tax = pt.plot_fspar_classification(labels=True, major_grid=True, minor_grid=True, ticks=False)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "47bd183a-d382-4e3b-8ddb-5c547ece4bbc", "metadata": {}, "source": [ "## Example 2 - plotting data on top of classification\n", "...and some random customizations to show flexibility" ] }, { "cell_type": "markdown", "id": "97ff240a-6823-443e-9144-9a880c0a4449", "metadata": {}, "source": [ "### Example 2a - Simple plot coloring symbols by type\n", "- We use the Thermobar function \"tern points\" to convert your calculated plag and kspar data into the necessary coordinates for the ternary plot, you'll need to do this for as many datasets as you want to plot" ] }, { "cell_type": "code", "execution_count": 15, "id": "c2c9dc46-8eee-45ac-bba2-211579c3e7ec", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calling tern_points function for plag and kspar data\n", "\n", "\n", "\n", "# make the figure with the classification lines as in the examples above.\n", "\n", "fig, tax = pt.plot_fspar_classification(major_grid=True, ticks=False)\n", "\n", "# Here we plot the data ontop, with plag as red triangles\n", "tax.scatter(\n", " Plag_tern_points,\n", " edgecolor=\"k\",\n", " marker=\"^\",\n", " facecolor=\"red\",\n", " label='Plag',\n", " s=90\n", ")\n", "# And Kspars as blue dots\n", "\n", "tax.scatter(\n", " Kspar_tern_points,\n", " edgecolor=\"k\",\n", " marker=\"o\",\n", " facecolor=\"cyan\",\n", " s=60, label='Kspar'\n", ")\n", "tax.legend(loc='upper left')\n", "fig.tight_layout()\n", "fig.savefig('Simple_Plag_fspar.png', dpi=200)" ] }, { "cell_type": "markdown", "id": "365bc2fd-d563-44ea-8544-637284f6364c", "metadata": {}, "source": [ "### Example 2b - Coloring symbols by a fspar FeOt content\n", "- Need to make the plot a bit wier (8) to account for the color legend" ] }, { "cell_type": "code", "execution_count": 16, "id": "55b89971-eef1-4961-b48d-1e818e945e37", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "# make the figure with the classification lines as in the examples above.\n", "\n", "fig, tax = pt.plot_fspar_classification(figsize=(6, 5), major_grid=True, ticks=False, )\n", "\n", "# Here, we color based on the Cation proportion of FeOt in plag. \n", "# Vmin and vmax just resets the colorbar (by default it does weird things)\n", "# Here, we use the same colorbar for both plots. \n", "tax.scatter(\n", " Plag_tern_points,\n", " c=Plags[\"FeOt_Plag\"],\n", " vmin=np.min([Plags[\"FeOt_Plag\"], Kspars[\"FeOt_Kspar\"]]),\n", " vmax=np.max([Plags[\"FeOt_Plag\"], Kspars[\"FeOt_Kspar\"]]),\n", " s=70,\n", " edgecolor=\"k\",\n", " cmap=\"hot\",\n", " colormap=\"hot\",\n", " \n", ")\n", "\n", "tax.scatter(\n", " Kspar_tern_points,\n", " c=Kspars[\"FeOt_Kspar\"],\n", " vmin=np.min([Plags[\"FeOt_Plag\"], Kspars[\"FeOt_Kspar\"]]),\n", " vmax=np.max([Plags[\"FeOt_Plag\"], Kspars[\"FeOt_Kspar\"]]),\n", " edgecolor=\"k\",\n", " s=70,\n", " cmap=\"plasma\",\n", " colormap=\"plasma\",\n", " colorbar=True,\n", " cb_kwargs={\"shrink\": 0.5, \"label\": \"FeOt content\"},\n", ")\n", "fig.savefig('Fspar_colored_by_FeOt.png', dpi=200)" ] }, { "cell_type": "markdown", "id": "6217343c-dfa0-4f68-a6b3-de57b96dc49b", "metadata": {}, "source": [ "## Example 3 - Setting symbol size by FeOt content" ] }, { "cell_type": "code", "execution_count": 17, "id": "fef79190-7644-4609-9113-13d3dd079a1c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "# make the figure with the classification lines as in the examples above.\n", "\n", "fig, tax = pt.plot_fspar_classification(figsize=(6, 6), major_grid=True, ticks=False)\n", "\n", "# Here, we color based on the Cation proportion of FeOt in plag. \n", "# Vmin and vmax just resets the colorbar (by default it does weird things)\n", "# Here, we use the same colorbar for both plots. \n", "tax.scatter(\n", " Plag_tern_points,\n", " s=200*Plags[\"FeOt_Plag\"]+30,\n", " edgecolor=\"k\",\n", " marker=\"^\"\n", " \n", ")\n", "\n", "tax.scatter(\n", " Kspar_tern_points,\n", " c=Kspars[\"FeOt_Kspar\"],\n", " s=200*Kspars[\"FeOt_Kspar\"]+30,\n", " edgecolor=\"k\",\n", " marker=\"o\"\n", ")" ] } ], "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 }