{ "cells": [ { "cell_type": "markdown", "id": "0eb500e6-045b-424a-8921-20d74932c9d9", "metadata": {}, "source": [ "# Plag Ternary Diagram Segmented by Sample\n", "- We consider a more real word example, using feldspar compositions\n", "from Wieser et al. (2021b) from the 2018 eruption of Kilauea\n", "- You can download the data here:\n", "https://github.com/PennyWieser/Thermobar/blob/main/docs/Examples/General_Plotting/Plotting_inputs_Amp_Cpx_Ol_Fspar.xlsx" ] }, { "cell_type": "markdown", "id": "f9b66902-46d6-4e90-96b0-cdbe5272aebf", "metadata": {}, "source": [ "## Import Python things" ] }, { "cell_type": "code", "execution_count": 1, "id": "b8d3d4fc-1d6f-4a0f-bc00-ea211b136143", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import Thermobar as pt\n", "import ternary" ] }, { "cell_type": "markdown", "id": "8accb2ae-954f-40dd-ad3b-3b96e5e38d04", "metadata": {}, "source": [ "## Set plotting parameters" ] }, { "cell_type": "code", "execution_count": 2, "id": "23ef677e-c70b-4a09-9fce-95c07cb5adf2", "metadata": {}, "outputs": [], "source": [ "plt.rcParams[\"font.family\"] = 'arial'\n", "plt.rcParams[\"font.size\"] =12\n", "plt.rcParams[\"mathtext.default\"] = \"regular\"\n", "plt.rcParams[\"mathtext.fontset\"] = \"dejavusans\"\n", "plt.rcParams['patch.linewidth'] = 1\n", "plt.rcParams['axes.linewidth'] = 1\n", "plt.rcParams[\"xtick.direction\"] = \"in\"\n", "plt.rcParams[\"ytick.direction\"] = \"in\"\n", "plt.rcParams[\"ytick.direction\"] = \"in\"\n", "plt.rcParams[\"xtick.major.size\"] = 6 # Sets length of ticks\n", "plt.rcParams[\"ytick.major.size\"] = 4 # Sets length of ticks\n", "plt.rcParams[\"ytick.labelsize\"] = 12 # Sets size of numbers on tick marks\n", "plt.rcParams[\"xtick.labelsize\"] = 12 # Sets size of numbers on tick marks\n", "plt.rcParams[\"axes.titlesize\"] = 14 # Overall title\n", "plt.rcParams[\"axes.labelsize\"] = 14 # Axes labels" ] }, { "cell_type": "markdown", "id": "7a4d8cfe-f548-4861-a126-91a02d501368", "metadata": {}, "source": [ "## Load in plagioclase compositions\n", "- Even though some of these may be kspars, lets just load them all as plags for now. " ] }, { "cell_type": "code", "execution_count": 3, "id": "004e9bb3-251f-4d6c-8977-47c4d75bf518", "metadata": {}, "outputs": [], "source": [ "## Loading Plagioclases\n", "Plag_dict=pt.import_excel('Plotting_inputs_Amp_Cpx_Ol_Fspar.xlsx', sheet_name='Plagioclase_F8')\n", "Plag_Comps=Plag_dict['Plags']" ] }, { "cell_type": "markdown", "id": "57ff104c-5bcc-4f63-9110-89f2153ecb6d", "metadata": {}, "source": [ "## Lets calculate the components we need to plot a ternary diagram. " ] }, { "cell_type": "code", "execution_count": 4, "id": "41702afe-15c9-4b56-a33e-19506fa08013", "metadata": {}, "outputs": [], "source": [ "tern_points=pt.tern_points_fspar(fspar_comps=Plag_Comps)" ] }, { "cell_type": "markdown", "id": "48374209-b516-4eb3-8f64-08bc6a4f4d14", "metadata": {}, "source": [ "## First, we can plot all the samples as a single color\n", "- We can see here, we have very distinct clusters" ] }, { "cell_type": "code", "execution_count": 7, "id": "c6fe2514-5e4e-48c8-9f07-6bdc8bae7272", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "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", "\n", "tax.scatter(\n", " tern_points, \n", " edgecolor=\"k\",\n", " marker=\"o\",\n", " s=50\n", " \n", ")\n" ] }, { "cell_type": "markdown", "id": "0c13651f-f5a6-4537-bbe7-ac57bd057cd9", "metadata": {}, "source": [ "## Or, we can try to segment for different samples, First, lets find how many unique samples we have" ] }, { "cell_type": "code", "execution_count": 8, "id": "86dd94c8-d1a9-4e23-b855-b9a9c4ba3101", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['LL5', 'LL3', 'LL6', 'LL2', 'LL9', 'LL11', 'LL1', 'LL12', 'LL10'],\n", " dtype=object)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Plag_Comps['Sample_ID_Plag'].unique()" ] }, { "cell_type": "markdown", "id": "517e8100-121f-46e0-8aee-2ed617d26983", "metadata": {}, "source": [ "## Now lets segment out for each sample ID\n", "- This might seem a bit confusing, because tern_points is a numpy array so has lost its sample ID. However, its the same length as Plag_Comps, so we can say find the rows of tern_points where the equivalent row of Plag_Comps has this sample ID\n", "- Because we are indexing a numpy array, we dont need .loc, we just use brackets.\n", "- note you could do this in a foorloop, but this example just walks through all steps, and lets you control colors etc. more easily." ] }, { "cell_type": "code", "execution_count": 9, "id": "1b579285-7046-4385-a56b-78464aaddee6", "metadata": {}, "outputs": [], "source": [ "Plag_Comps_LL5=tern_points[Plag_Comps['Sample_ID_Plag']==\"LL5\"]\n", "Plag_Comps_LL3=tern_points[Plag_Comps['Sample_ID_Plag']==\"LL3\"]\n", "Plag_Comps_LL1=tern_points[Plag_Comps['Sample_ID_Plag']==\"LL1\"]\n", "Plag_Comps_LL9=tern_points[Plag_Comps['Sample_ID_Plag']==\"LL9\"]\n", "Plag_Comps_LL11=tern_points[Plag_Comps['Sample_ID_Plag']==\"LL11\"]\n", "Plag_Comps_LL12=tern_points[Plag_Comps['Sample_ID_Plag']==\"LL12\"]\n", "Plag_Comps_LL10=tern_points[Plag_Comps['Sample_ID_Plag']==\"LL8\"]\n", "Plag_Comps_LL6=tern_points[Plag_Comps['Sample_ID_Plag']==\"LL6\"]\n", "Plag_Comps_LL2=tern_points[Plag_Comps['Sample_ID_Plag']==\"LL2\"]\n" ] }, { "cell_type": "markdown", "id": "208be661-07f0-45f2-ac68-a0bf7f02b2de", "metadata": {}, "source": [ "## Plot 1\n", "- Lets just plot the feldspars from sample LL2, which was dacitic in composition vs. basaltic-andesitic material in the other sampels" ] }, { "cell_type": "code", "execution_count": 10, "id": "b473332a-fe6b-43ee-831f-b90ba2e844fc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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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_fspar_classification(figsize=(8, 8), fontsize_component_labels=12, \n", " major_grid=True, minor_grid=True)\n", "\n", "## Now feed in your data we calculated at the start in terms of ternary axes!\n", "\n", "tax.scatter(\n", " Plag_Comps_LL2,\n", " edgecolor=\"k\",\n", " marker=\"d\",\n", " facecolor=\"grey\",\n", " label='Label1',\n", " s=90\n", ")\n", " " ] }, { "cell_type": "markdown", "id": "92161b79-e334-43fe-bf0a-445734129787", "metadata": {}, "source": [ "## Plot 2\n", "- Lets add LL10, LL9, LL12, LL11, LL6, and LL3 which were all erupted at similar times (Termed Early Phase 1) as a single symbol type. To do this, first we combine these different numpy arrays (called Early Samples)\n", "- We also want to add LL5, erupted on May 16th as a different color, along with LL1. \n", "- This shows that regardless of the fissure, feldspar compositions are very similar, consistent with derivation from a single magma body" ] }, { "cell_type": "code", "execution_count": 11, "id": "ebcae6c1-f8fc-4ba7-98c7-aabb2e88224b", "metadata": {}, "outputs": [], "source": [ "Early_Samples=np.concatenate((Plag_Comps_LL10, Plag_Comps_LL9, Plag_Comps_LL12, Plag_Comps_LL11, Plag_Comps_LL6, Plag_Comps_LL3), axis=0)" ] }, { "cell_type": "code", "execution_count": 12, "id": "b0815f2a-47d0-4cae-bbf6-601ddd8acdba", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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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_fspar_classification(figsize=(8, 8), fontsize_component_labels=12, \n", " major_grid=True, minor_grid=True, ticks=False)\n", "\n", "## Adding the dacitic sample as grey diamonds\n", "\n", "\n", " \n", "\n", " \n", "tax.scatter(\n", " Early_Samples,\n", " edgecolor=\"k\",\n", " marker=\"o\",\n", " facecolor=\"green\",\n", " label='Early Phase 1',\n", " s=50\n", ")\n", "\n", "\n", "\n", "\n", "\n", "tax.scatter(\n", " Plag_Comps_LL2,\n", " edgecolor=\"k\",\n", " marker=\"o\",\n", " facecolor=\"grey\",\n", " label='Fissure 17',\n", " s=50\n", ")\n", "\n", "\n", "tax.scatter(\n", " Plag_Comps_LL1,\n", " edgecolor=\"k\",\n", " marker=\"o\",\n", " facecolor=\"cyan\",\n", " label='Fissure 13-Reactivated',\n", " s=80\n", ")\n", "\n", "tax.scatter(\n", " Plag_Comps_LL5,\n", " edgecolor=\"k\",\n", " marker=\"o\",\n", " facecolor=\"blue\",\n", " label='Fissure 20',\n", " s=80\n", ")\n", "\n", "\n", "tax.legend()" ] }, { "cell_type": "code", "execution_count": null, "id": "9726e21b-fc78-42be-8263-657d1b303eb4", "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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 5 }