From eb86a58f04de1dd75f543e33cea21cd4feddcb4d Mon Sep 17 00:00:00 2001 From: Sarah Shi Date: Wed, 6 Dec 2023 21:18:54 -0500 Subject: [PATCH] Remove .ipynb from .gitignore --- .gitignore | 2 +- docs/examples/ml_models/mineralML_colab.ipynb | 257 +++++ .../TrainingData_Cleanup.ipynb | 891 ++++++++++++++++++ mineralML_colab.ipynb | 257 +++++ 4 files changed, 1406 insertions(+), 1 deletion(-) create mode 100644 docs/examples/ml_models/mineralML_colab.ipynb create mode 100644 docs/examples/traindata_clean/TrainingData_Cleanup.ipynb create mode 100644 mineralML_colab.ipynb diff --git a/.gitignore b/.gitignore index 74e741a..ed9dcf4 100644 --- a/.gitignore +++ b/.gitignore @@ -1,6 +1,6 @@ .DS_Store __pycache__ -*.ipynb +/Data_Clean/TrainingData_Cleanup.ipynb *.icloud /GEOROC_minerals/ /backup/ diff --git a/docs/examples/ml_models/mineralML_colab.ipynb b/docs/examples/ml_models/mineralML_colab.ipynb new file mode 100644 index 0000000..48f1895 --- /dev/null +++ b/docs/examples/ml_models/mineralML_colab.ipynb @@ -0,0 +1,257 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# %% \n", + "\n", + "\"\"\" Created on November 13, 2023 // @author: Sarah Shi \"\"\"\n", + "\n", + "import os\n", + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.metrics import classification_report\n", + "\n", + "!pip install torch torchaudio torchvision torchtext\n", + "!pip install -i https://test.pypi.org/simple/ mineralML==0.0.0.0\n", + "import mineralML as mm\n", + "\n", + "from google.colab import files\n", + "\n", + "%matplotlib inline\n", + "%config InlineBackend.figure_format = 'retina'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "We have loaded in the mineralML Python package with trained machine learning models for classifying minerals. Examples workflows working with these spectra can be found on the [ReadTheDocs](https://mineralML.readthedocs.io/en/latest/). \n", + "\n", + "The Google Colab implementation here aims to get your electron microprobe compositions classified and processes. We remove degrees of freedom to simplify the process. The igneous minerals considered for this study include: amphibole, apatite, biotite, clinopyroxene, garnet, ilmenite, K-feldspar, magnetite, muscovite, olivine, orthopyroxene, plagioclase, quartz, rutile, spinel, tourmaline, and zircon. \n", + "\n", + "The files necessary include a CSV file containing your electron microprobe analyses in oxide weight percentages. Find an example [here](https://github.com/sarahshi/mineralML/blob/main/Validation_Data/lepr_allphases_lim.csv). The necessary oxides are $SiO_2$, $TiO_2$, $Al_2O_3$, $FeO_t$, $MnO$, $MgO$, $CaO$, $Na_2O$, $K_2O$, $Cr_2O_3$. For the oxides not analyzed for specific minerals, the preprocessing will fill in the nan values as 0. \n", + "\n", + "We will apply both supervised and unsupervised machine learning models to the dataset. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# I. Supervised Machine Learning with Bayesian Neural Networks with Variational Inference\n", + "\n", + "# Load your CSV file here: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "data_directory = \"/content/YOUR_DATA/\"\n", + "\n", + "# Create the directory if it doesn't exist\n", + "if not os.path.exists(data_directory):\n", + " os.makedirs(data_directory)\n", + "\n", + "# Change the current working directory\n", + "os.chdir(data_directory)\n", + "\n", + "# Upload the files\n", + "uploaded_files = files.upload()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in the CSV file and prepare for analysis (fill in nans, limit to trained igneous minerals): " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Read in your dataframe of mineral data, called DF.csv. \n", + "# Prepare the dataframe by removing rows with too many NaNs, filling some with zeros, and filtering to the minerals described by mineralML. \n", + "\n", + "df_load = mm.load_df('DF.csv')\n", + "df_nn, _ = mm.prep_df_nn(df_load)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Apply the Bayesian neural network with variational inference to your data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "df_pred_nn, probability_matrix = mm.predict_class_prob_nn(df_nn)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examine the classifications report for your microanalyses, plot performance: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Look at the predicted mineral dataframe. \n", + "\n", + "df_pred_nn\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Create a classification report to determine the accuracy, precision, f1, etc. \n", + "\n", + "bayes_valid_report = classification_report(\n", + " df_nn['Mineral'], df_pred_nn['Predict_Mineral'], zero_division=0\n", + ")\n", + "print(\"LEPR Validation Report:\\n\", bayes_valid_report)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Create and plot a confusion matrix \n", + "\n", + "cm = mm.confusion_matrix_df(df_nn['Mineral'], df_pred_nn['Predict_Mineral'])\n", + "print(\"LEPR Confusion Matrix:\\n\", cm)\n", + "cm[cm < len(df_pred_nn['Predict_Mineral'])*0.0005] = 0\n", + "mm.pp_matrix(cm, savefig = 'none') \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Excellent, these classifications now provide the most likely minerals, along with associated probabilities. Let's turn to unsupervised learning, to visualize these minerals in latent space. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# I. Unsupervised Machine Learning with Autoencoders and Clustering (HDBSCAN)\n", + "\n", + "# Prepare the same CSV as above for analysis: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "df_ae, _ = mm.prep_df_ae(df_load)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Apply the Bayesian neural network with variational inference to your data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "df_pred_ae = mm.predict_class_prob_ae(df_ae)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examine the output: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "df_pred_ae\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot your data in latent space: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "mm.plot_latent_space(df_pred_ae)\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "science", + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/docs/examples/traindata_clean/TrainingData_Cleanup.ipynb b/docs/examples/traindata_clean/TrainingData_Cleanup.ipynb new file mode 100644 index 0000000..7fe5921 --- /dev/null +++ b/docs/examples/traindata_clean/TrainingData_Cleanup.ipynb @@ -0,0 +1,891 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'1.0.26'" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\"\"\" Created on February 6, 2023 // @author: Sarah Shi \"\"\"\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "import Thermobar as pt\n", + "import mineralML as mm\n", + "\n", + "import matplotlib\n", + "from matplotlib import pyplot as plt\n", + "from matplotlib import rc\n", + "\n", + "%matplotlib inline\n", + "%config InlineBackend.figure_format = 'retina'\n", + "rc('font',**{'family':'Avenir', 'size': 14})\n", + "plt.rcParams['pdf.fonttype'] = 42\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "def Fe_Conversion(df):\n", + "\n", + " \"\"\"\n", + " Handle inconsistent Fe speciation in PetDB datasets by converting all to FeOT. \n", + "\n", + " Parameters\n", + " --------------\n", + " df:class:`pandas.DataFrame`\n", + " Array of oxide compositions.\n", + "\n", + " Returns\n", + " --------\n", + " df:class:`pandas.DataFrame`\n", + " Array of oxide compositions with corrected Fe.\n", + " \"\"\"\n", + "\n", + " fe_conv = 1.1113\n", + " conditions = [~np.isnan(df['FeO']) & np.isnan(df['FeOT']) & np.isnan(df['Fe2O3']) & np.isnan([df['Fe2O3T']]),\n", + " ~np.isnan(df['FeOT']) & np.isnan(df['FeO']) & np.isnan(df['Fe2O3']) & np.isnan([df['Fe2O3T']]), \n", + " ~np.isnan(df['Fe2O3']) & np.isnan(df['Fe2O3T']) & np.isnan(df['FeO']) & np.isnan([df['FeOT']]), # 2\n", + " ~np.isnan(df['Fe2O3T']) & np.isnan(df['Fe2O3']) & np.isnan(df['FeO']) & np.isnan([df['FeOT']]), # 2\n", + " ~np.isnan(df['FeO']) & ~np.isnan(df['Fe2O3']) & np.isnan(df['FeOT']) & np.isnan([df['Fe2O3T']]), # 3\n", + " ~np.isnan(df['FeO']) & ~np.isnan(df['FeOT']) & ~np.isnan(df['Fe2O3']) & np.isnan([df['Fe2O3T']]), # 4\n", + " ~np.isnan(df['FeO']) & ~np.isnan(df['Fe2O3']) & ~np.isnan(df['Fe2O3T']) & np.isnan([df['FeOT']]), # 5\n", + " ~np.isnan(df['FeOT']) & ~np.isnan(df['Fe2O3']) & np.isnan(df['Fe2O3T']) & np.isnan([df['FeO']]), # 6\n", + " ~np.isnan(df['Fe2O3']) & ~np.isnan(df['Fe2O3T']) & np.isnan(df['FeO']) & np.isnan([df['FeOT']]) ] # 7\n", + "\n", + " choices = [ (df['FeO']), (df['FeOT']),\n", + " (df['Fe2O3']),(df['Fe2O3T']),\n", + " (df['FeO'] + (df['Fe2O3'] / fe_conv)), # 3\n", + " (df['FeOT']), # 4 of interest\n", + " (df['Fe2O3T'] / fe_conv), # 5\n", + " (df['FeOT']), # 6\n", + " (df['Fe2O3T'] / fe_conv) ] # 7\n", + "\n", + " df.insert(4, 'FeOT_F', np.select(conditions, choices))\n", + "\n", + " return df " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "dtypes = {'SiO2': float, 'TiO2': float, 'Al2O3': float, 'FeOT': float, 'Fe2O3T': float, 'FeO': float, 'Fe2O3': float, 'MnO': float, 'MgO': float, 'CaO': float, 'Na2O': float, 'K2O': float, 'P2O5': float, 'Cr2O3': float, 'NiO': float}\n", + "\n", + "amp_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Amphibole.xlsx', dtype=dtypes))\n", + "ap_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Apatite.xlsx', dtype=dtypes))\n", + "bt_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Biotite.xlsx', dtype=dtypes))\n", + "cpx_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Clinopyroxene.xlsx', dtype=dtypes))\n", + "gt_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Garnet.xlsx', dtype=dtypes))\n", + "il_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Ilmenite.xlsx', dtype=dtypes))\n", + "kfeld_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/KFeldspar.xlsx', dtype=dtypes))\n", + "mt_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Magnetite.xlsx', dtype=dtypes))\n", + "ms_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Muscovite.xlsx', dtype=dtypes))\n", + "ol_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Olivine.xlsx', dtype=dtypes))\n", + "opx_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Orthopyroxene.xlsx', dtype=dtypes))\n", + "plag_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Plagioclase.xlsx', dtype=dtypes))\n", + "qtz_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Quartz.xlsx', dtype=dtypes))\n", + "rt_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Rutile.xlsx', dtype=dtypes))\n", + "sp_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Spinel.xlsx', dtype=dtypes))\n", + "tour_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Tourmaline.xlsx', dtype=dtypes))\n", + "zr_df = Fe_Conversion(pd.read_excel('../Training_Data/Mineral/Zircon.xlsx', dtype=dtypes))\n", + "\n", + "min_df = pd.concat([amp_df, ap_df, bt_df, cpx_df, gt_df, il_df, kfeld_df, mt_df, ms_df, ol_df, opx_df, plag_df, qtz_df, rt_df, sp_df, tour_df, zr_df], axis = 0)\n", + "\n", + "min_df_work = min_df[['Sample Name', 'SiO2', 'TiO2', 'Al2O3', 'FeOT_F', 'MnO', 'MgO', 'CaO', 'Na2O', 'K2O', 'P2O5', 'Cr2O3', 'NiO', 'Total', 'Tectonic Setting', 'Mineral','Sample Type', 'Volcano', 'Source','Submineral']]\n", + "\n", + "min_df_lim = min_df_work.copy()\n", + "min_df_lim.rename(columns={\"FeOT_F\": \"FeOt\"}, inplace=True)\n", + "\n", + "min_df_lim.to_csv('../Training_Data/mindf_original.csv', index = False)\n", + "\n", + "constants = ['Sample Name', 'Total', 'Tectonic Setting', 'Mineral', 'Sample Type', 'Volcano', 'Source', 'Submineral']\n", + "\n", + "# min_df_lim = pd.read_csv('../Training_Data/mindf_original.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 481, + "width": 977 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "amp_df = min_df_lim[min_df_lim['Mineral'] == 'Amphibole'].rename(columns={c: c+'_Amp' for c in min_df_lim.columns if c not in constants })\n", + "amp_comp = mm.get_amp_sites_from_input_not_amp(amp_df, '_Amp')\n", + "amp_comp_filt = amp_comp.loc[((amp_comp['Amp_Cation_Sum'].between(15, 16)) & (amp_comp['Ca_B_Amp'].between(1.5, 2.1)) & (amp_comp['Al_T_Amp'].between(0.5, 2.25)))]\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "# Blundy and Holland, 1990 plot A_site v. Al_IV and Al_VI v. Al_IV\n", + "ax[0].scatter(amp_comp['Al_T_Amp'], amp_comp['Na_K_A_Amp'], s = 5, color = 'r')\n", + "ax[0].scatter(amp_comp_filt['Al_T_Amp'], amp_comp_filt['Na_K_A_Amp'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('Al_T_Amp (Tetrahedral)')\n", + "ax[0].set_ylabel('Na+K_A_Amp (A-site)')\n", + "ax[1].scatter(amp_comp['Amp_Cation_Sum'], amp_comp['Ca_B_Amp'], s = 5, color = 'r')\n", + "ax[1].scatter(amp_comp_filt['Amp_Cation_Sum'], amp_comp_filt['Ca_B_Amp'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Amp_Cation_Sum')\n", + "ax[1].set_ylabel('Ca_B_Amp (B-site)')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 480, + "width": 979 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "cpx_df = min_df_lim[min_df_lim['Mineral'] == 'Clinopyroxene'].rename(columns={c: c+'_Cpx' for c in min_df_lim.columns if c not in constants })\n", + "cpx_comp = mm.calculate_clinopyroxene_components(cpx_comps=cpx_df)\n", + "cpx_comp_filt = cpx_comp.loc[((cpx_comp.Cpx_Cation_Sum.between(3.95, 4.05)) & (cpx_comp.Ca_CaMgFe_Cpx.between(0.2, 0.5)) )]\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(cpx_comp['SiO2_Cpx'], cpx_comp['CaO_Cpx'], s = 5, color = 'r')\n", + "ax[0].scatter(cpx_comp_filt['SiO2_Cpx'], cpx_comp_filt['CaO_Cpx'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('SiO2')\n", + "ax[0].set_ylabel('CaO')\n", + "ax[1].scatter(cpx_comp['Cpx_Cation_Sum'], cpx_comp['Ca_CaMgFe_Cpx'], s = 5, color = 'r')\n", + "ax[1].scatter(cpx_comp_filt['Cpx_Cation_Sum'], cpx_comp_filt['Ca_CaMgFe_Cpx'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Cpx_Cation_Sum')\n", + "ax[1].set_ylabel('Ca_CaMgFe')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 480, + "width": 979 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "opx_df = min_df_lim[min_df_lim['Mineral'] == 'Orthopyroxene'].rename(columns={c: c+'_Opx' for c in min_df_lim.columns if c not in constants })\n", + "opx_comp = mm.calculate_orthopyroxene_components(opx_comps=opx_df)\n", + "opx_comp_filt = opx_comp.loc[((opx_comp.Opx_Cation_Sum.between(3.95, 4.05)) & (opx_comp.Ca_CaMgFe_Opx.between(-0.01, 0.05)))]\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(opx_comp['MgO_Opx'], opx_comp['FeOt_Opx'], s = 5, color = 'r')\n", + "ax[0].scatter(opx_comp_filt['MgO_Opx'], opx_comp_filt['FeOt_Opx'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('MgO_Opx')\n", + "ax[0].set_ylabel('FeO_Opx')\n", + "ax[1].scatter(opx_comp['Opx_Cation_Sum'], opx_comp['Ca_CaMgFe_Opx'], s = 5, color = 'r')\n", + "ax[1].scatter(opx_comp_filt['Opx_Cation_Sum'], opx_comp_filt['Ca_CaMgFe_Opx'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Opx_Cation_Sum')\n", + "ax[1].set_ylabel('Ca_CaMgFe_Cpx')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 480, + "width": 979 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "plag_df = min_df_lim[min_df_lim['Mineral'] == 'Plagioclase'].rename(columns={c: c+'_Plag' for c in min_df_lim.columns if c not in constants })\n", + "plag_comp = mm.calculate_plagioclase_components(plag_df, '_Plag')\n", + "plag_comp_filt = plag_comp.loc[((plag_comp.Plag_Cation_Sum.between(4.95, 5.05)) & (plag_comp.Na_Ca_M_Plag.between(0.9, 1.05)) & (plag_comp.SiO2_Plag.between(40, 70)))]\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(plag_comp['SiO2_Plag'], plag_comp['CaO_Plag'], s = 5, color = 'r')\n", + "ax[0].scatter(plag_comp_filt['SiO2_Plag'], plag_comp_filt['CaO_Plag'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('SiO2')\n", + "ax[0].set_ylabel('CaO')\n", + "ax[1].scatter(plag_comp['Plag_Cation_Sum'], plag_comp['Na_Ca_M_Plag'], s = 5, color = 'r')\n", + "ax[1].scatter(plag_comp_filt['Plag_Cation_Sum'], plag_comp_filt['Na_Ca_M_Plag'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Plag_Cation_Sum')\n", + "ax[1].set_ylabel('Na+Ca')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 480, + "width": 976 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "ol_df = min_df_lim[min_df_lim['Mineral'] == 'Olivine'].rename(columns={c: c+'_Ol' for c in min_df_lim.columns if c not in constants })\n", + "ol_comp = mm.calculate_olivine_components(ol_df, '_Ol')\n", + "ol_comp_filt = ol_comp.loc[( (ol_comp.Ol_Cation_Sum.between(2.95, 3.05)) & (ol_comp.Mg_Fe_M_Ol.between(1.95, 2.05) )) ]\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(ol_comp['SiO2_Ol'], ol_comp['MgO_Ol'], s = 5, color = 'r')\n", + "ax[0].scatter(ol_comp_filt['SiO2_Ol'], ol_comp_filt['MgO_Ol'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('SiO2')\n", + "ax[0].set_ylabel('MgO')\n", + "ax[1].scatter(ol_comp['Ol_Cation_Sum'], ol_comp['Mg_Fe_M_Ol'], s = 5, color = 'r')\n", + "ax[1].scatter(ol_comp_filt['Ol_Cation_Sum'], ol_comp_filt['Mg_Fe_M_Ol'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Ol_Cation_Sum')\n", + "ax[1].set_ylabel('Mg_Fe_M_Ol')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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A8NqyZYscDock/9/bExMT1atXL0ktf283sqfKSFmmcIqWdfDxxx+7euTOzs72qfMzejUNr4Z9omPHjn73fNvc58Fo2V/RVFVVlYqLi11/N/clF8dsZOA82zpxngWA6BCMz9gAop+v11yIDV988YWWLl0qSRoyZIjOO++8MEeElnI4HLrjjjtkt9uVnZ2tW2+9NdwhIUi4jgaAlnnooYdUVVUlqeXPp/EdFuBepB9nDfhchWhn5LEWDJzTEAsi/ThrwDnNOxK7ARhu9erVKikpkSSlpKRo5MiRYY4Ikearr77SvHnzJEmFhYX0mg+/ffHFF6596Je//KXatm2rxx57THl5ecrNzdW8efP02WefhTdIRLS77rrLNUryHXfcoZdeesntfEuWLNGMGTMkSWeccYZ+/etfhypEhFl1dbUeeOAB199jx45tMn337t2u1+np6X7V3Xj+Xbt2BRghAMBoLXlvb1xmz549ri8AAtH4huaCBQt02WWXqVevXkpMTNQpp5yiM888U3feeWeTkYqaEynLFE7Rsg7mz5/veu3LKKJS031lz549mjx5ss477zx16tRJbdq0UY8ePTRs2DDNnTvX1VERjNOwb7Vkv5Kafh6Mlv0VTT3yyCOqqKiQ5BxJrLnR4zhmIwPn2daJ8ywARIdgfMYGEP18veZC9Fu7dq0uu+wy1dTUqFu3bnrmmWfCHRIM8Oyzz2r9+vWKi4vTE088IZPJFO6QECRG3nMBgNbk+PHjeuCBB1zPKN14440aN25ci+rkOyygqWg5zhrw/QSiVTCOtWDgnIZoFi3HWQPOad6Zwx0AgNhy4MCBJr2rTp48We3btw9jRIhEv/3tb3X8+HGddtppmjx5crjDQRS64447XB/03n77bS1evNjtfOecc44eeeQRXXbZZaEMD1HglFNO0bvvvqshQ4Zo7969+tnPfqaLL75YV199tTp37qy9e/fqjTfe0McffyxJ6tOnj9599121a9cuzJEjVO666y599dVXkqSsrCyNHj26yfR9+/ZJkuLi4pSSkuJX3Wlpaa7Xe/fubWGkAACjNLy3S03fq33VUOb48eM6cOCAOnXqFFAcjW9oPvbYY02m1dTUqKKiQv/+97+1cOFC3XTTTXr66afVoUMHt3VFyjKFUzSsg927d+vFF1+UJPXo0UM33nijT+Ua7ytbt27V1q1bm0zfu3ev9u7dq/fff18PPvigHn74Yd12223GBd6KHTt2zNXzbUv2K6np58Fo2F/R1Pr16zV79mzX3/fcc0+z83LMRgbOs60P51kAiA7B+owNILr5c82F6LJ69Wrt3LlTR48e1fbt27VmzRp99NFHkqT/+Z//0dtvv60+ffqEOUq0VGVlpaZPny5JGj9+vPr37x/miBBMRt5zAYBYdfz4cS1btkz19fWu98W33npL+/fvl+Qc4Obpp59uUUcofIeF1i6aj7MGfD+BaBCKYy1YOKchWkTzcdaAc5p3JHYDMEx1dbVuuOEGVy82ffr00cyZM8McFSLNypUr9d5770ly9tCakJAQ5ogQbVasWKH333/f9XfjnrNOtGnTJl1++eUqKCjQrFmzQhAdoknfvn31r3/9S1OnTtVf/vIXbdiwQRs2bDhpvkmTJunhhx+mo5JW5Mknn9RTTz0lSTKZTHr88cfVpk2bJvPYbDZJUlJSkt8XxRaL5aR6AADh1/g9ufF7ta9OfH9vaWJ3amqqhgwZogsuuEBdunRRTU2NysrKtGrVKtdNzhdeeEGbN2/WmjVr1KVLl5PqipRlCqdoWAePP/64a7vfcccdPl8nN7753a9fP1166aXq16+fUlJSVFFRoY8++khvv/22qqqqVFlZqdtvv11ff/21HnnkEcOXobUxer8KVr3ReMxGk7KyMo0aNUp2u12SdNNNN+nHP/5xs/NzzEYGzrOtD+dZAIgOwfqMDSB6+XvNheiycOFCvf76603+ZzKZdPfdd6ugoIDOtmPEPffco++++04dOnTQQw89FO5wEGRG3nMBgFh19OhRjR8//qT/d+/eXUuWLNGVV17Z4jb4DgutXTQfZw34fgLRIBTHWrBwTkO0iObjrAHnNO9I7AZgCLvdrltuuUVr166VJLVr104vv/xyQB92ELuOHDmi3NxcSdJ1112nyy+/PMwRIdocP378pA4jfvKTn+i2227TwIEDlZqaqu+//15r167VggUL9MEHH0iSrFarUlNTddddd4UjbESoXbt26a677tIrr7zicb6nn35aR44c0SOPPKLOnTuHKDqEy4svvqjJkye7/p45c6auuuqqk+Y7duyYJJ2U8O2LxmUa6gEAhF/j9+Rwvr+fc845mjFjhkaOHKm2bdueNP3RRx/VypUrdfvtt6uyslL/+c9/dPPNN+u9995TXFxck3kjZZnCKdLXwdGjR7Vo0SJJUmJion7zm9/4VX78+PG68847dc4557idfvDgQd13333605/+JEmaO3euzjjjDOXk5LQo7tYuWPtVpO+v+MG+fft0xRVXuHrz7tevn5555hmv5Thmw4/zbOvCeRYAogfnVQCNBXrNhejmcDj0yCOPaOvWrZo/f74yMjLCHRJa4JNPPtHTTz8tSZo1axbfs7cCRt5zAYDWZu/evRozZozuvvtu5eXlKT4+PuC6+A4LcC8ajrPG+H4C0crIYy1YOKch2kXDcdYY5zTPuCMCoMUcDocmTJigV1991fW/RYsWNfvGi9Zr1qxZ2r17txITEzV//vxwh4Mo9Nxzz2n79u2SJLPZrGeffVarVq3ST3/6U3Xp0kVt2rRRjx49NHr0aP3zn//U73//e1fZ6dOn66uvvgpT5Ig0//rXv9S/f3+99NJLqq+v1zXXXKM333xT+/fv1/Hjx7V37169+OKLGjJkiOrq6vTss88qOztbO3fuDHfoCKK//e1vGjNmjOrr6yVJV1xxhR544AG385rNzj6yGkaK8EfjMg31AADCr/F7cjjf35csWaKf/exnbh98kpwj19x0001av369UlJSJEmrV6/WCy+8cNK8kbJM4RTp66C4uFgVFRWSpFtuucWvBxzPOussLVmyxOP9l1NOOUVPPvlkk88006ZN05EjRwIPGkHbryJ9f4VTRUWFLr/8cn399deSpJSUFL3yyitKTk72WI5jNjJwnm1dOM8CQPTgvAqgQaDXXIgur732murr61VZWamPPvpIjz76qM4++2zZ7Xa9/PLL6t+/vzZt2hTuMBEgh8OhiRMnqr6+XmeccYYmTZoU7pAQAkbecwGAWJWamiqHw+F6Nu3dd9/VnXfeqZSUFB08eFB33323Ro4c2WRkQ3/xHRZau2g+zhrw/QSiQSiOtWDhnIZoEc3HWQPOad6R2A2gxX77299q6dKlrr8fffRRjR07NowRIRL9+9//1oIFCyRJv/vd75SZmRnmiBCNHn/8cdfrP/zhD7r11ls9zn/vvfe6viSsq6trkuiN1stms+naa6/Vvn37FBcXp6KiIr355pu65ppr1LlzZyUkJKhbt2668cYb9f7772vOnDmSpG3btum6665TXV1dmJcAwbB27VqNGjXKdYF7ySWX6OWXX262d/B27dpJkmpqavxuq3GZpKSkAKIFAARDw3u7FB3v76effrrrGkty9lZ5omhbpmCI5HXgcDiabMMpU6YYWn9j9913n4YOHSpJOnDggIqKioLWVmsQrP0qkvdXOB05ckQ/+clP9Pnnn0uSLBaLVq1apdNPP93Qdjhmw4/zbPTjPAsA0YXzKgApdNdciAwmk0kdOnTQBRdcoKlTp+rTTz/VnDlzZDKZ9N133+naa69VVVVVuMNEAJ555hlt3LhRkrRw4UIedEcTvtxzAYBY1/Bs2mWXXabHHntMX331lYYMGSJJWrVqlX73u98FXDffYQFO0XicBYLvJxBuwTzWgiWSjmHAF9F4nAWitZ7TSOwG0CIzZ87Uk08+6fr7oYce0tSpU8MXECLWpEmTVFtbq4yMDM2YMSPc4SAK7d69W5999pkkqU+fPj4/jPnAAw+4enB/7bXXIrpXIoTG/PnzXSO/z5gxQzk5OR7nnz59un75y19Kkj799FMtWbIkyBEi1D788ENdc801OnbsmCTpwgsv1KpVq2SxWJotk5aWJkmqrq72++ZOZWXlSfUAAMKv8Xty4/dqXzUuk5qa2vKAfPCLX/xCGRkZkqRPPvlEe/fubTI9GpfJaJG8Dv7617/qq6++kiQNHTrUY++kRrj33nubtI3AJScnKz4+XlLL96vG+2gk769wfva/9tprVVpaKklKTEzUG2+8oUsuuSQo7XHMhh/n2ejGeRYAokuwPmMDiB6hvuZC5ImLi9P06dNVUFAgSSovL3d1wI3oceDAAc2cOVOSdOONN2r48OFhjgiRyNs9FwBobbp27aq3335bp512miTn4DdbtmwJqC6+wwLci4bjLFB8P4FIYuSxFiyc0xDtouE4C1RrPKeR2A0gYLNnz9bDD/9/e/cdHkW1/3H8s+l0AiGEKBB6bwKCFKlCaKEXsRCagMq1oIJy7yVYgxXpvagoHYSLgCBVBZEqSBeIhBB6DyFtf3/kyfwSSdlNdrOb5P16njyZ3T1z5js7Ozs7c+Z7TqjxOCQkhIRdpGrRokXavn27pMSeVumdCJnx66+/GtO9evUyLoxkxNvbW+3bt5ck3blzRwcOHLBLfMg5khKzCxUqZDQqZ+Tdd981Rm6eO3eu3WJD9jty5IgCAwONHv/r1aunjRs3qnDhwunO5+/vb0xfu3bNqmUmL//II49YNS8AwH6y8t2efB5vb+9sO+dxdXVV586djcf79u1L8XpOXCdbc+b34IsvvjCmX3nlFZvWnZqWLVsav3H++VmBdVxdXVWyZElJWftcSSl/Dzrz5zWvi42NVa9evbRt2zZJkqenp1avXm3Xm5PZZx2P42zOxnEWAHIWe/3GBpAzOOKcC87rnXfeUbFixSQltsuazWYHRwRrjBkzRtevX1e+fPn02WefOTocOKmMrrkAQF7k5eWl999/X5KUkJCQ6REKacMC0ubs+1lm0T4BZ2Orfc1eOKYhN3D2/Syz8uIxjcRuAJkyderUFL1hjB07VuPGjXNgRHBmH3zwgSSpVatW6t27t4OjQU4VGRlpTNesWdOqeWvVqmVMR0RE2Cwm5DwRERHGaN0tW7ZUwYIFLZrP399fDRs2lJR4opA0sjNytr/++ktPPfWUrl+/LkmqXbu2Nm/ebFFPmEk9iEvSqVOnrFru6dOnjemyZctaNS8AwH6y8t0uJR5XpOz/bq9UqZIxffny5RSv5dR1siVnfQ8OHjyorVu3SpICAgIUFBRk0/pT4+bmpnLlykmSrl+/rri4OLsvMzdL+mydO3fO6vcyrd+Dzvp5zesSEhL03HPPad26dZIkDw8PrVy50uhEzl7YZ50Dx9mcieMsAORM9viNDcD5OeqcC87Lw8ND7dq1k5R4j8DJkycdHBEsdenSJaOT9NGjR6c4bwb+Kb1rLgCQV3Xq1Ekmk0mSjIGUMoM2LCBtzryfZRbtE3BGttrX7IFjGnILZ97PMisvHtNI7AZgta+++kojR440Hr/11ltGbx9AaqKioiRJW7dulclkyvAvyb59+1I837JlSwetAZxB0mi6klSgQAGr5k2evBsdHW2zmJDzhIeHG9PWnlQHBARIkuLj41N0NICcKTw8XG3atDG2ZY0aNbR582ZjBICMPPbYY8b0kSNHrFr20aNHU60HAOBYlSpVUqFChSRZ/91+/vx54/dqdn+3e3l5GdNubm4pXsup62RLzvoeJB9FdOTIkXJxyZ7LtEmfFxcXl2xbZm6V9JmIjY3ViRMnrJo36fegl5eXqlevbjzvrJ/XvG7YsGFasmSJJMnd3V3Lli1Tx44ds2XZ7LOOx3E2Z+I4CwA5kz1+YwNwfo4854LzKl26tDGdvH0Xzu3+/fvGCOshISEZ3hvUqlUrY97PPvssxWshISEOWgtkl/SuuQBAXuXl5SUfHx9JWfsNRBsWkDZn3s+ygvYJOBtb7Wv2wDENuYUz72dZkdeOabl/DQHY1MqVKzVo0CDjQvxrr72mCRMmODgqAHlB8hF0re2tN3l5X19fm8WEnCd55xHWJvknL5+8HuQ8ly9fVtu2bRUWFiZJqlq1qn766SeVKFHC4joaN25sTG/atMmq5W/cuFGS5Orqqvr161s1LwDAflxcXNSwYUNJ0v79+3Xt2jWL5036bpekRo0a2Ty29Jw/f96Y9vPzS/FaTl0nW3LG9yAyMlKLFy+WlNhp1aBBg2xWd0aSLuT7+vrmiYvf9pTZ34P37t3TL7/8IkmqV6+e3N3djdec8fOa173++uuaM2eOpMQbTBcvXpwtI/8mYZ91PI6zOQ/HWQDIuezxGxuAc3P0ORecV2xsrDHt4eHhwEgA2Et611wAIC9L+h2Uld9AtGEB6XPW/SwraJ+AM7LFvmYPHNOQmzjrfpYVee2YRld3ACy2ceNGPf3004qPj5eUONLF559/7uCokBP069dPV69etbj83LlzJUk+Pj7q2rWr8XyVKlVsHhtyjkqVKhnTv/zyi4YNG2bxvDt37pSUmIzLSA1526OPPmpMHzp0yKp5Dx48KCnxpL5UqVK2DAvZ6ObNm2rfvr3RU2blypW1ZcsWlSxZ0qp6SpcurTp16ujQoUPavHmzbt68qaJFi2Y4X3h4uHbv3i1JatOmjfLnz2/1OgAA7Kdz587asmWLEhIStGrVKg0ZMsSi+ZYtWyYp8XdCVkcUSupIzdKOZJIaDdzc3IyGh+ScYZ0czdnegylTpigmJkaSFBwcbNFviLQkJCRYfBH7yJEjunDhgiSpSZMmmV4mErVv317u7u6KjY3V8uXL9eqrr1o035o1a/TgwQNJUpcuXR563dk+r3nZuHHjjFF/XV1dtWjRIvXo0SNLdbLPOh7H2dyP4ywA5Fz2+o0NwDnZ45wLzunGjRvatm2bunfvbvE8yUfM8vf3t0dYsINChQpp8ODBFpe/ePGifvjhB0lSrVq19PjjjxuvMfJZzmPray4AkBv8+eefunv3rsWJXxcuXNDNmzclZe03EG1YyEty236WhPYJOBtH7Wv2wjENzii37WdJOKalL/enrgOwiZ9//lk9evQwbogaPny4Jk2a5OCokFOEhoZqzpw5Fv8lKVu2bIrn33zzTQeuBRytefPmKliwoCRpxYoVFo/affDgQe3atUuS1KBBA3r6zeNKlSplJPfv3btXf/75p0Xzbd261RjduXnz5vL09LRbjLCfe/fuqWPHjkaSfoUKFbRly5ZMJ+oPHDjQqNfS30WhoaFGJznZOWoYAMAyzz77rNEj8oQJE4zv7PTs3btXP/74oySpXbt2KTqSsUZMTIwWLFigWrVqacGCBRbN89NPP2nfvn2SpJYtW8rb2/uhMo5cJ2fhTO/B/fv3NXPmTEmJN7iNHDkyU/WEh4frjTfeUIUKFSzuPTg0NNSYtuZGWqTO19dXnTp1kpTY+diOHTsynMdsNuujjz6SlHjT+oABAx4q40yf17zs888/17vvvispsVF24cKF6tOnT6brY591PI6zeQPHWQDI2ez1GxuA87H1ORecU0xMjAIDA+Xr66sePXrot99+s2i+sLAwbd++XVLiPSMVKlSwZ5iwoeLFi1t1b1Dye4DatWuX4rWgoCAHrgmsYa9rLgCQk23fvl2VK1dWzZo1NWjQICUkJFg038KFC43pNm3aZHr5tGEhL8it+xntE3A2jt7X7IVjGpxJbt3POKZZhsRuABnat2+fOnXqpKioKEnSkCFDNG3aNAdHBSCv8fT01IgRIyRJUVFReuGFF4wef9Ny//59DR482ChH5wCQEjsnkRIvlA0bNkyxsbHplr97926KG4GtGS0ezuPBgwfq2rWr0dFDQECAtmzZokceeSTTdQYHBxsjfX/88ccZjgK/bds2zZo1S1LiSOF55aQTAHKSEiVKGB1vnD59WuPGjUu3/L179zR06FDj8VtvvZXpZb/33nsaOHCg/vzzT40ePVpnzpxJt/zFixeNTkYk6T//+U+q5Ry5Ts7Cmd6Dr7/+WlevXpUkBQYGqkqVKlbXER8fr+bNm+uzzz7TuXPnNGLEiAwv6n/zzTdatGiRJKlSpUrq27ev9cHjIW+99ZYxAs3w4cN1+/btdMt/+OGHOnz4sKTEhsLUesx1ps9rXjV79myNGjVKUmKCwbx58/TMM89kuj72WefAcTZv4DgLADmfPX5jA3Autj7ngvPy8PBQ0aJFFRcXJ0kaOXKkMZhEWhISEjRixAij/TY4ONjeYQLIIntdcwGAnKxmzZqKiIiQJB09etSiwSJOnDihCRMmSJLc3Nyy/BuZNizkdrlxP6N9As7IGfY1e+CYBmeSG/czjmlWMAPIU7Zu3WqWZJZkHjVqVIbljx49avbx8THmGTBggDkhISEbIoUzs/ZzZK2kuuvXr2/zuuE8MvM5unnzprl8+fLGfF27djVHRkamWvb06dPmJ554wijboUMHvr9yocx8juLi4sz169c35nvqqafM4eHhqZY9deqUuWHDhkbZtm3b2jJ8ZJPY2FhzUFCQsR3LlCljPnv2rE3qXrJkiVFv6dKlzX/88Ueq5X799Vdz8eLFjbJbt261yfIBALZ38+ZNc6lSpYzv7IkTJ6ZZLjAw0CgXHBycZp2LFi0y+/n5mf38/MyLFi1Ktcz169fNpUuXNurz9/c3//LLL6mW3b59u7lMmTJG2aFDh2b7OuU0jtquySUkJJirVatm1L1hw4ZMr8+yZcuMeiSZe/XqZb5y5cpD5R48eGB+//33zS4uLmZJZnd39zz1OySz1y+s2bYjRowwltGmTRvztWvXUi03ffp0s8lkMksy+/j4pLq9krDPps+e2/W7774z9heTyWSeM2eOTWJmn7WMPbctx1nHyY7vYrOZ4ywAZJec+hsbmZddx/K0lC1b1izJXLx48UzXAevkxHMuZI09t/nff/9tLlKkiFF/p06dzJcvX0617KVLl1K055UtW9Z87969TK0T0ufo7/asxgHr5dRrLgCQk02aNMn4vnNzczNPnjw5zXsXf/rpJ7O/v79R/o033kizXkefX3M9HM4kN+5ntE/AGTnDvpaezF4/5JgGZ5Ib9zOOaZYxmc0ZDHUJIFfZtm2bWrVqJUkaNWqUPv3003TLh4SEaPz48ZKkRx99VOPHj5eLi4vVy6UX3dzF2s+RtZJ6MKtfv7727t1r07rhPDL7OTp58qRatWpl9EyUP39+denSRQ0aNFCRIkV07do17dq1S+vXrzd68m7UqJF+/PFHFS5c2D4rA4fJ7Ofo4sWLevLJJ3X69GlJkpeXlzp37qzHH39cRYsW1bVr1/TLL79ow4YNRi/yderU0bZt21S0aFG7rAvs59y5cypXrpykxGPM2LFjVaFCBavradasmSpWrPjQ82+//bZCQ0MlJfZ81rlzZzVt2tT4LG3fvl0bNmxQ0qnXp59+aoxGAQBwTr/99psCAwN18+ZNSVKtWrUUFBSkMmXKKDY2VocPH9bSpUt148YNSYnHiHXr1qX6e/P+/fvy9vbWgwcPJEmenp66ceOG8uXL91DZAwcOqG3btrp+/brxXJs2bdS0aVP5+/vr8uXL2rRpk3bu3Gm83rVrVy1btkzu7u7Ztk45laO2a5L169erY8eOkqSqVavq6NGjxvlvZowfP14hISHG4wIFCqhv376qXr26vLy8dOLECa1atUrh4eGSEkdJmjt3rp599tlMLzOnycz5grXbNioqSkFBQfrpp58kSUWKFFHv3r1Vp04deXp6Kjw8XGvXrtWBAwckSQULFtT//vc/tWjRIt042GfTZs/t2rJlS23fvl2S1Lp1az333HNWx+fn56fAwMCHnmefzZi991mOs46RHd/FEsdZAMguOfk3NjInu47laQkICFBYWJiKFy+uq1evWj0/rJdTz7mQefbezzdv3qwuXbooOjpaUuL3dqdOnfT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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 480, + "width": 1979 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "def spinels(data_oxides): \n", + " # Set up mass and charge data\n", + " molar_mass = {'SiO2':60.08,'TiO2':79.866,'Al2O3':101.96,'FeO':71.844,'Fe2O3':159.69,\n", + " 'MnO':70.9374,'MgO':40.3044,'CaO':56.0774,'Na2O':61.98,'K2O':94.2,'Cr2O3':151.99,'NiO':74.5928}\n", + " oxygen_numbers = {'SiO2':2,'TiO2':2,'Al2O3':3,'FeO':1,'Fe2O3':3,'MnO':1,'MgO':1,\n", + " 'Na2O':1,'K2O':1,'CaO':1,'Cr2O3':3,'NiO':1} # number of Os per mole of oxide\n", + " cation_ratio = {'SiO2':0.5,'TiO2':0.5,'Al2O3':2/3,'FeO':1,'Fe2O3':2/3,'MnO':1,\n", + " 'MgO':1,'Na2O':2,'K2O':2,'CaO':1,'Cr2O3':2/3,'NiO':1} # ratio of cations to Os per mole of oxide\n", + " cation = {'SiO2':'Si','TiO2':'Ti','Al2O3':'Al','FeO':'Fe2','Fe2O3':'Fe3',\n", + " 'MnO':'Mn','MgO':'Mg','CaO':'Ca','Na2O':'Na','K2O':'K','Cr2O3':'Cr','NiO':'Ni'}\n", + " # =============================================================================\n", + " # Calculate cations assuming all Fe2, for ferric iron recalculation\n", + " # =============================================================================\n", + " O_prop = pd.DataFrame()\n", + " cation_allFe2 = pd.DataFrame()\n", + " cation_pfu = pd.DataFrame()\n", + "\n", + " # Calculate atomic proportion of O from each molecule\n", + " for oxide in data_oxides.columns.to_list():\n", + " O_prop[oxide+'_O_prop'] = data_oxides[oxide]/molar_mass[oxide]*oxygen_numbers[oxide]\n", + "\n", + " O_prop['O_sum'] = O_prop.sum(axis = 1)\n", + " \n", + " # What is the scaling factor for the mineral, based on desired numbers of O (4 for spinel)\n", + " # and desired number of cations (3 for spinel)\n", + " X = 4 \n", + " T = 3\n", + "\n", + " for oxide in data_oxides.columns.to_list():\n", + " # Calculate O and multiply by cation ratio to get to cations. Sum to get 'S' a la Droop\n", + " cation_allFe2[cation[oxide]+'_pfu'] = O_prop[oxide+'_O_prop']/O_prop['O_sum']*X*cation_ratio[oxide]\n", + " # =============================================================================\n", + " # Use Droop equation for calculating stoichiometric Fe3: F=2X(1-T/S) \n", + " # T = 3 = O_prop['min_cat_sum']\n", + " # X = 4 = O_prop['min_O_sum'] \n", + " # S = observed cation total, cation_allFe2.sum(axis=1)\n", + " # =============================================================================\n", + " mask = cation_allFe2.sum(axis=1) > T\n", + " O_prop['Fe3'] = np.where(mask, (2*T)*(1-T/cation_allFe2.sum(axis=1)), 0)\n", + " cation_pfu['Fe3'] = O_prop['Fe3']\n", + "\n", + " # Normalise cations to total expected cation number ('Fe2' is really total Fe)\n", + " other_cations = ['Si','Ti','Al','Fe2','Mn','Mg','Na','K','Ca','Cr','Ni']\n", + " for cation in other_cations: \n", + " cation_pfu[cation] = cation_allFe2[cation+'_pfu']/cation_allFe2.sum(axis=1)*T\n", + " \n", + " # Now replace the Fe2 which is currently actually the total Fe\n", + " cation_pfu['Fe2'] = cation_pfu['Fe2'] - O_prop['Fe3'] # np.where(cation_pfu['Fe2'] > 0, cation_pfu['Fe2'] - O_prop['Fe3'], 0)\n", + "\n", + " return cation_pfu \n", + "\n", + "sp_df = min_df_lim[min_df_lim['Mineral'] == 'Spinel'] \n", + "sp_cation_pfu = spinels(sp_df[['SiO2','TiO2','Al2O3','FeOt','MnO','MgO','CaO','Na2O','K2O','Cr2O3','NiO']].rename(columns={'FeOt':'FeO'})) \n", + "bool = (sp_cation_pfu.Fe3 / (sp_cation_pfu.Al+sp_cation_pfu.Fe3)<0.45) & (sp_cation_pfu.Fe2 / (sp_cation_pfu.Mg+sp_cation_pfu.Fe2)<0.45)\n", + "sp_df_lim = sp_df[bool].rename(columns={c: c+'_Sp' for c in min_df_lim.columns if c not in constants })\n", + "sp_comp = mm.calculate_spinel_components(sp_df_lim, '_Sp')\n", + "sp_comp_filt = sp_comp.loc[( (sp_comp.Sp_Cation_Sum.between(2.95, 3.45)) & (sp_comp.Al_Ti_Cr_B_Sp.between(0.75, 2.05)) & (sp_comp.Cr_Sp_cat_4ox.between(0.25, 1.75)) )]\n", + "\n", + "fig, ax = plt.subplots(1, 4, figsize = (20, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(sp_comp['MgO_Sp'], sp_comp['FeOt_Sp'], s = 5, color = 'r')\n", + "ax[0].scatter(sp_comp_filt['MgO_Sp'], sp_comp_filt['FeOt_Sp'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('MgO')\n", + "ax[0].set_ylabel('FeO')\n", + "ax[1].scatter(sp_comp['Al_B_Sp'], sp_comp['Mg_Fe_M_Sp'], s = 5, color = 'r')\n", + "ax[1].scatter(sp_comp_filt['Al_B_Sp'], sp_comp_filt['Mg_Fe_M_Sp'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Al_B')\n", + "ax[1].set_ylabel('Mg_Fe_M')\n", + "ax[2].scatter(sp_comp['Mg_Fe_Mn_M_Sp'], sp_comp['Al_Ti_Cr_B_Sp'], s = 5, color = 'r')\n", + "ax[2].scatter(sp_comp_filt['Mg_Fe_Mn_M_Sp'], sp_comp_filt['Al_Ti_Cr_B_Sp'], s = 5, color = 'g')\n", + "ax[2].set_xlabel('Mg_Fe_Mn_M_Sp')\n", + "ax[2].set_ylabel('Al_Ti_Cr_B_Sp')\n", + "ax[3].scatter(sp_comp['Sp_Cation_Sum'], sp_comp['Cr_Sp_cat_4ox'], s = 5, color = 'r')\n", + "ax[3].scatter(sp_comp_filt['Sp_Cation_Sum'], sp_comp_filt['Cr_Sp_cat_4ox'], s = 5, color = 'g')\n", + "ax[3].set_xlabel('Sp_Cation_Sum')\n", + "ax[3].set_ylabel('Cr_Sp_cat_4ox')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 481, + "width": 1474 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "ox_df = min_df_lim[min_df_lim['Mineral'] == 'FeTiOxide'].rename(columns={c: c+'_Ox' for c in min_df_lim.columns if c not in constants })\n", + "ox_comp = mm.calculate_oxide_components(ox_df, '_Ox')\n", + "ox_comp_filt = ox_comp.loc[((ox_comp.Fe_Ti_Ox.between(1.5, 3.0)))]\n", + "\n", + "fig, ax = plt.subplots(1, 3, figsize = (15, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(ox_comp['MgO_Ox'], ox_comp['FeOt_Ox'], s = 5, color = 'r')\n", + "ax[0].scatter(ox_comp_filt['MgO_Ox'], ox_comp_filt['FeOt_Ox'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('MgO')\n", + "ax[0].set_ylabel('FeO')\n", + "ax[1].scatter(ox_comp['FeOt_Ox'], ox_comp['TiO2_Ox'], s = 5, color = 'r')\n", + "ax[1].scatter(ox_comp_filt['FeOt_Ox'], ox_comp_filt['TiO2_Ox'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('FeOt_Ox')\n", + "ax[1].set_ylabel('TiO2_Ox')\n", + "ax[2].scatter(ox_comp['Ox_Cation_Sum'], ox_comp['Fe_Ti_Ox'], s = 5, color = 'r')\n", + "ax[2].scatter(ox_comp_filt['Ox_Cation_Sum'], ox_comp_filt['Fe_Ti_Ox'], s = 5, color = 'g')\n", + "ax[2].set_xlabel('Ox_Cation_Sum')\n", + "ax[2].set_ylabel('Fe_Ti_Ox')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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PGcidO7e5HB0dne1Y0kJSOwf766+/zOcmTZgwweo7oLIr5ZTFTZo0yXZ9XGVqX/bqF656X44fPy7DMCSlnoLWGr6+vipVqpQk6dixY3aP7X7mrPEiOjpaX3zxhaSkP4IvvviiXetnvLAPe+7HlJ81Wz+zjzzySJr12IIxw77c4TPGcYb7eZDu1GbMAGBP06ZNU2JioqSkKaAtFovTYzh69Kj5KJemTZvq8ccfd3oMSOKM/mAYhl5++WUlJCSofv366tevn93bQPY5si9wbHt/cfS4YBiGhg4dqvj4eAUGBprfx8D9uPKYYe/eveZMU/Xr11f9+vWd1jbS5qj+ULt2bT3xxBOSpMWLF+v48eMZlh87dqy5nPwIAziXI/pCoUKFzGVbp5W/fPmyueyoGaBIaudgr7zyiuLi4lSzZk0NHjzYKW3+9ttv2rBhg6SkKSk6deqU7TpTHpBfvHhRw4YN0+OPP65ChQopV65cKlGihJo3b65PP/1UN2/ezHZ7Dzp79YuU78vq1av17LPP6qGHHlLevHmVN29ePfTQQ+rbt69WrlxpfjlsDymnxyhdurTN2ydvc/HiRbvGdb9z1nixaNEiXbt2TZL0/PPP2z15znhhH/bcj9n5zKYsnzxVmq0YM+zL1Z8xjjPckyP2IccZAO53YWFhWrBggSQpICBAzz//vNNj2Lx5s1q3bq2YmBgVK1ZMX331ldNjQBJn9YeFCxdq27Zt8vDw0GeffeaSCymQMUf3hZTHUNOnT1fr1q1VqlQp+fr6KjAwUNWqVdPrr7+eavYjuIYzxoV58+Zp+/btkqSJEydq586dmjRpkl577TW98847+vLLL7N8rg37cfUxw5QpU8xl7tJ2PUf3h48//lg+Pj6KjY1V+/btdfjw4XvKxMTE6OWXX9aPP/4oSRo4cKAee+wxu8aBzDmqL1SrVs1ctuXRaXfu3NGBAwckScWLF5e3t7dd4rmHgRzp66+/NiQZkowtW7bcs75///7m+sOHD9ulzevXrxslS5Y06x01apRd6j169KhZZ2b/ChQoYHzxxRd2afdBZM9+8fbbb1v9vtSuXds4cuSIXV7D7NmzzXoXLlxo8/ZPP/20uf21a9fsEtP9zpnjxaOPPmrW9eeff2arrrQwXtiHPfdjvXr1DEmGh4eHkZiYaFMc169fN9vp0KFDll4LY4Z9ufIzxnGG+3LEPuQ4A8D9btKkSeZ4MHLkSIe3t2HDBiMkJMSYNWuWMXLkSKNOnTpm+w8//LDxzz//ODwGpM8Z/eHWrVtG4cKFDUnGoEGD7lm/ceNGM4YRI0Y4JAZkztF9oX79+lYfQ/Xo0cMICwuzewywjqP7wvXr142CBQsakoxcuXKZ40Na/zp37mwcO3bM7jHAOs4+ZkgpNDTU8Pb2NiQZJUqUMGJjY53aPu7ljP7w/fffG7ly5TIkGZ6enka3bt2MqVOnGl988YUxYsQIo1SpUmYMHTt2NOLi4hwSBzLmqL5w8OBBs96aNWta/X3tJ598Ym7Xp08fu8Xzv+z3oFLcN+7cuaO33npLktS7d29zSglHio6OVteuXc27Wx566CG9++67dqk75VWmlSpV0pNPPqlKlSrJ399ft27d0p49e/TLL78oPDxcYWFhGjJkiP755x998skndmn/QWHvfpH8vnh7e+uJJ55Q/fr1VbJkSXl5eenChQv67bffzKtB9+7dq0aNGmn16tWpnpGbFZGRkeayn5+fzdun3CYyMjLVdBs5kTPHi19++UV//fWXJKlVq1aqWrWq3dtgvLAPe+7H5M9snjx5bL5T5H8/r1nBmGFfrvqMcZzh3hyxDznOAHA/i4+PN59p7OnpqVdeecXhbc6YMUOrVq1K9TuLxaK3335bY8aMSfX8OziXs/rDv//9b127dk358+fXRx995JA2kD3O6AvJx1AFChRQ06ZNVbt2bRUpUkQxMTE6deqUVq9erb///luStGzZMh0+fFgbN25UkSJF7B4L0ueMvjBq1CjduHFDkhQbG2vOmpeWVatWacOGDVqyZImefvppu8eC9LnimCGlmTNnmuPGyy+/7Lg7L2EVZ/WHLl266MCBA+rXr5/27Nmj7777Tt99912qMr6+vpo2bZoGDx7MzC8u4Mi+UKNGDbVs2VIbNmzQgQMHNHHixEy/Y/vrr780btw48+euXbvaLZ57OCxdDrf1+uuvG5IMPz8/IzQ0NM0y9rzzMj4+3ujSpYtZX+7cuY0DBw5kq86UDh06ZAwYMCDDOm/cuGEMHTo01VWGISEhdovhQWDvfjFp0iRjypQpxvXr19Mt88cffxjVqlUz6yxWrJhx6dKlbL2O8ePHm/X98MMPNm///PPPm9sfPXo0W7E8CJw5XrRp08as58cff8xyPRlhvLAPe+7HChUqGJKMwMBAm+NISEgw665fv77N2xsGY4a9ueIzxnGG+3PEPuQ4A8D97JtvvjHHgm7dujmlzc6dO6d5913y3Tdnz551Shy4lzP6w969ew0PDw9DkjFt2rQ0y3Cntus5oy8MGDDAWL58uREdHZ3m+sTERGPp0qVGgQIFzFhatGhhJCQkOCQepM3RfeGvv/4yPD09zTa8vb2NoUOHGlu2bDFu3bpl3L171zhx4oQxffp0o3Tp0ma5XLlyGTt27LB7PEifK44ZkkVGRhoBAQGGJMPX19e4evWqU9vHvZzVH7Zt25ZqVp/0/uXPn9+YMGECd2q7gKP7wsGDB43cuXObbbz99ttGVFRUmmXXrFmTaraPsmXLGvHx8XaPKRlJ7RzmwIED5kHLRx99lG45eyWpEhMTjX79+qUa7BYtWpTl+rLr/fffN+MoWLCgER4e7rJY3Imz+0VKd+7cMWrWrGnWO3jw4GzV9+GHH5p1/fe//7V5+969e5vb//3339mK5X7nzH7x559/mnU8/PDDbnHCzHhhH5ntx4oVK5oHwraKjY01627cuHGW4mPMcB17fMY4znjw2HsfcpwBwB3VrVvXHAs2b97stHYTExONsLAwY8+ePcbUqVONGjVqmHEULlzYrheFwXqO7g+JiYnmI3+qVq2a7hfPJLVdz1VjQ1qOHDli+Pv7m/F88803Lo0np3F0X0h5oWXx4sWNvXv3pls2IiLC6NSpk1m+QoUKTEHtRK4cF2bNmmW2PXDgQKe2jbQ5oz8sXrzYnHI+V65cxquvvmps27bNuHXrlhEdHW38888/xuzZs42HHnrIjKVt27ZGTEyMQ+JB2pzRF5YvX272BUlG0aJFjcGDBxvTpk0zvvjiC+O9995LFUfyv6+++soh8SQjqZ2DJCYmGo0bNzaTRhkNNPZKXr788supOvTUqVOzXJe9NGvWzIxnxowZrg7H5VzRL/7XiRMnDC8vL/OPZUZ3XWVm6tSpZoxLly61eftu3bqZ21+4cCHLcdzvnN0vBg0aZNYxffr0rIZtd4wX9pHRfnzsscfMq35tFR4ebtbbunXrLMXGmOFa2f2McZzxYLL3PuQ4A4A72bJlizkOPP744y6NJSEhwZg0aZJhsVgMSUbp0qWNO3fuuDSmnMYZ/eHLL78029iwYUO65Uhqu5Y7jQ3JQkJCzJhq1arl6nByDEf3hatXr5pJCi8vL2P37t2ZbhMdHW3Url3bjGvevHl2jwv3cuW4kJiYaN6EIIkL39yAM/rD/v37zWdpFy5c2Pjjjz/SLRsVFWV07drVjGnYsGEOiQn3cubYsGnTJqN8+fL3JK7T+/foo4869C5twzAMDyHHWLBggbZt2yZJmjZtmnLlyuXQ9t59913Nnj3b/Pmjjz7SG2+84dA2rTFq1Chz+aeffnJhJO7B2f0iLY888oh69OghKek5PuvWrctyXQEBAeZyWFiYzdun3KZAgQJZjuN+58x+ce3aNS1evFiSlC9fPg0YMMBhbdmK8cI+MtqPyZ/Z6OhoxcTE2FRvys9rys++LRgzXCs7nzGOMx5c9t6HHGcAcCdTp041l19//XUXRiJ5eHjoX//6l8aMGSNJOn/+vCZNmuTSmHIaR/eHGzdumM9A7N69u1q0aGH3NmAf7jQ2JHv++edVpkwZSdK+fft06dIlF0eUMzi6L6xbt858RnLfvn1Vt27dTLfx8fFJ9fdh+fLldo8L93LluPDTTz/pxIkTkqRmzZrpsccec2r7uJcz+sOIESMUGxsrSVq8eLHq1KmTbtncuXNr8eLFqlq1qiRp1qxZOnbsmEPiQmrOHBuaNm2qY8eOae7cuerQoYNKliypXLlyqVixYmrQoIHGjBmTqp/MnDlTnp6eDo2JpHYOERYWprfffluS1L59e3Xo0MGh7X344YeaOHGi+fPYsWP1zjvvOLRNazVr1kz+/v6SpL1797o4Gtdydr/ISOfOnc3l7LwvJUqUMJdv3Lhh8/bJ2wQEBChPnjxZjuN+5ux+8fnnnys6OlqSNHDgQOXLl8+h7dmC8cI+MtqP2fnMpixfsmTJLMXGmOFaWf2McZzxYHPEPuQ4A4A7OH36tFatWiVJKlKkiHr27OniiJL8+9//VmBgoCRp3rx5MgzDxRHlDM7oD++8845u3ryp3Llza/LkyXavH/bhrmODp6ennn76afNnjm0dzxl9Yfv27eZy8oWf1mjRooWKFCkiSdq8ebPd40Jqrh4X3PFCm5zMGf3hzJkz+u233yQlnZO3bt060218fX01evRoSVJiYqJCQkLsHhdSc8XYkCtXLg0aNEg//fSTQkNDFRMTo0uXLmnHjh169NFHtWfPHklJf1OccQElSe0cYs6cObp27Zpy5cqladOmObStWbNmpbrDZtSoUQoODnZom7bw8vJS+fLlJUk3b95UfHy8iyNyHWf2i8w88sgj5vLVq1ezXE/yVcSS9Pfff9u8/cmTJyVJZcuWzXIM9ztn9ouYmBjzTksPDw+9+uqrDm3PVowX9pHRfszOZ/aff/4xl7P6mWXMcK2sfMY4znjwOWIfcpwBwB1Mnz5dCQkJkqQhQ4bIx8fHxRElyZUrl9q0aSNJunz5snlnFhzL0f3hypUrmjdvniTp7bffTvU3DO7FXccGyX7HULCOM/rC5cuXzeVq1apZvZ3FYjHvyLx7926WZi2C9Vw5Lhw4cEAbN26UJJUrV06dOnVyWttImzP6Q8oLXjp27Gj1dh06dDDvzN26davd40Jq7nTMEBYWZs6YmDdvXqddQElSO4eIioqSlDTlYsWKFWWxWDL8t3DhQnPb6tWrp1p35syZdNv5z3/+o2HDhpk//+tf/9KECRMc9rqyytfXV1JSEs3DI+d+DJzVL6yR/J5ISV9mZ9Ujjzxi3un7559/2rTt+fPnFR4eLkmqVatWlmO43zmzX3zzzTe6cuWKpKSDoIcffthhryurGC/sI739mPKzZutn9q+//kqzHlswZrieLZ8xjjNyDnvvQ44zALjanTt3NH/+fEmSt7e3hgwZ4uKIUitdurS5HBoa6sJIcgZn9Ie7d++ad92PHTs20/O65s2bm9tOnjw51bqxY8faPT4kcfexwV7HUMics/pC8vGoJPn5+dm0bd68ec3l5Bn3YH+uHhdS3qU9bNgwzmldzFn9IeXxny0XYefNm1eFChW6pw7Yn6vHhv/1r3/9y7xQauzYsVmeRdNWjEiwm++//14DBw40T5refPNNt30eV/IAW6RIEf4wu4nz58+by8WKFctyPR4eHubzgPbt22fT1KBr1641l+vXr5/lGGC9lHeCu+t0RowX9pHefmzQoIG5vH79epvqTP7Menp6qnbt2lmKizHD9az9jHGckbPYex9ynAHA1ebOnWsmEnr06KHixYu7OKLUkp+vKiXduQ3Hcvf+AOdx975gr2MoZM5ZfSEgIMBctvXu++TyFovFTGLB/lw5Lly+fFlLly6VlHTRw8CBA53WNtLmrP5gsVjMZVsvWkkun7IO2J87HTNs3bpVc+fOlSRVrVrVqd/rc4ldDlGrVi0NGjTI6vKbN282p1Ts2rVrqgOetJ53u3btWvXq1cuc+mDYsGGaMmVKNqO2XmJiotVfeP7555+6cOGCJKlRo0aODMvtObpf2PK+pPyiN7vvy9NPP63ffvtNiYmJ+u9//6sXXnjBqu2+/fZbSUlfWLdv3z5bMdzPHN0vkv366686dOiQpKQ/fi1btsxixLZhvLAPe+3H0qVL67HHHtPBgwf166+/KiwsTAUKFMi0ztDQUO3cuVOS1LJly2w9m5Yxw74c8RnjOOP+54h9yHEGgPtFQkKCZs6caf782muvObS9W7duadOmTerSpYvV26ScfaJEiRKOCAv/n7P6Q758+Ww6r7t06ZJWr14tKWkGrnr16pnrmGHEMZw9NkgyLxC1NvGQfAzl5eVlXtgH+3NmX0g5pfy2bdtUqVIlq7aLiIjQ/v37JUmVK1fmzn0HccW4kNJnn32m2NhYSVJQUJBV38/AcZzZH0qVKmUuHzx4UH369LFqu9OnT+v27duS5LQ7dXMiV48NKcXGxmrw4MHmMcWsWbOc+zfBANLQv39/Q5IhyTh8+HCGZbds2WLkyZPHLD9kyBAnRWkY58+fN0aMGGGUK1fOuH79ulXb9OnTx4z166+/dnCEDxZr+8WGDRuMp556yujfv79V9V6/ft3Inz+/Icnw9/c3oqKishXn1atXDW9vb0OS8fDDDxvx8fGZbvPHH3+Yr61t27bZaj+nsWW8SKl9+/bmdnPmzHFghEkYL+zDEftx2rRp5vpx48ZZVecrr7xibrN06VKbXsP/YsywD0d9xjjOuL85Yh9ynAHgfrN8+XJzDGjUqJHD2omJiTGeeuopw8vLy5Bk7Ny506rtzpw5Y45rZcuWdVh8SOKs/mCrjRs3mnGNGDHC1eHkCM7sCzExMUZISIhRtWpVY/78+VZt8+uvv5rxtWrVyqHx5XTO7Avbtm0z26pTp47V26U8bx85cqQDI8zZXPk3IioqyihUqJAhybBYLMaxY8ec2j7u5cz+cOnSJcPT09OQZJQuXdqIjo62arsxY8aYMQYHBzs0xpzMnY4fx44da8bSp08fp7dPUhtpsjZJtWfPHsPf398s+8ILLxiJiYlOiTE+Pt4oV66c2fazzz5rJCQkZLjNokWLzPKPPPKIERcX55RYHxTW9IuUJz0Wi8VYtWpVhnXGxsYabdu2tTmhlZmXXnrJrHPUqFEZlo2IiDBq1qxplv/tt9/sEkNOkZWk9rFjxwyLxWJIMgIDA7OdYMgM44V9OGo/hoWFGUWLFjUkGX5+fsaBAwcyrHPjxo3mF68VK1Y0YmJisvW6DIMxI7sc1Tc4zri/OWIfcpwB4H7UsGFDcwxYtmyZQ9vq0aOH2VbdunUzPU5KSEgw2rVrx5eRTuTM/mALktrO58y+8N5775ltFS5c2Dh58mSG5S9evGiULl3a3Ob33393aHw5nTP7QmJiolGvXj2zvcmTJ2e6zYkTJ8yLRH19fY1z5845NMaczJV/I7788kuz7Xbt2jm1baTN2f2ha9euZnv/+te/Mi1/+PBhw8/Pz5Bk+Pj4GKdOnXJ4jDmVuxw/Hjt2zPDx8TFvGrh06ZLTYyCpjTRZk6T666+/zKu3JBn9+/e32xfNsbGxRu/evY28efMaDRs2NM6ePZtmuW+//dZsX5LRvXt349q1a/eUi4mJMSZMmGB4eHgYkgxvb29j48aNdok1J7E2efn000+b5by9vY158+al+SX26dOnjebNm5tla9asaURGRqZbr7X9wjCSkmTFixc36542bVq65VJ+2R0UFJTBHkBaspLUTpkMeOedd7LVPuOFczlqPy5btsyss3Tp0sahQ4fSLLd9+3ajYMGCZtmM6mTMcC579w2OMx4MjtiHHGcAuJ/s3LnTHANKlSqVrQueFi9ebBQrVswoVqyYsXjx4jTLnDt3zkw8SDI6dOhgXL16Nc2yV65cMTp16mSWLVu2bIbjJLLP2f3BFiS1ncvZfeHmzZupktQlSpQwtm3blmbZ33//3ShTpoxZ9sUXX8xybMicK8aFP/74w/D19TUvFB0zZky6d2Vu2LDBKFasmBnjxIkTsxwfMubKvxGJiYlGlSpVzPZ/+eWXLLcN+3BFfzh79myqGwuGDx+e7rHhunXrjCJFiphlJ0yYkOX4kDF3OX5MTEw0nnzyyUy/B3E0i2H8/4nPgRSCgoK0cOFCSdLhw4dVrVq1e8qMHTtW48aNk5T0zIVx48ZZ/VzD/23rf82fPz/Vs5+ef/55/ec//0lz+3Hjxmns2LHmz35+furRo4ceffRR+fr66vjx4/rvf/+r0NBQSVKuXLk0b9489e3b1+ZYczpr+oWU9Ay3li1bms/akaQqVaqoQ4cOqlChgiIjI7V9+3atXr1aMTExkqRKlSpp/fr1Kl26dLrt29IvJGnXrl1q27atwsLCJCU9F6xTp04qU6aM4uLidPjwYS1fvly3bt2SJD3xxBP6+eef5e/vb90OgSTr+0WymzdvqnTp0oqKipKXl5dOnTqV4fueGcYL53PUfnz33Xc1ceJESUnPbHv66afVuHFjFShQQDdu3NDvv/+uX375xXxmy6effqoRI0akWx9jhvPZs29wnPHgsPc+5DgDwP2kR48eWr58uSTpo48+0jvvvJOleu7evauAgABzXPPx8dGtW7eUO3fue8r++uuv6tixo6KjoyVJefPmVYcOHVSrVi0FBgYqPDxce/bs0cqVKxUVFSVJKlSokDZv3qwqVapkKT5YxxX9wVqbNm1S8+bNJUkjRozQp59+muW6kDlX9IX9+/erVatWunnzpvm7li1bqnHjxipRooSuXr2q9evXa8uWLeb6zp0769tvv5W3t3eW4kPmXDUufPfdd+rTp49ZvkSJEurUqZOqVKkiHx8fXbhwQevXr9fOnTvNbYYOHarZs2dnKT5kzpV/I9asWaP27dtLSnpm+l9//SWLxZKl9mEfruoPv//+u9q3b28eIxYpUkTPPPOMef5+4cIFrV27Vrt37za3CQoK0vz58+kzDuIux49z587Viy++KEmqUaOG9u3bJ09PzyzFki0uSaXD7Vlz52VwcHCqO2+y+i8t8+bNS1WmX79+Gca7aNGiVHfupfevevXqxo4dO7K9f3IqW+7IvXPnjjFw4EBziun0/nl4eBhBQUHG7du3M23f1n5hGIaxf/9+o2zZspn2jU6dOnFXQhbZeqf2Bx98YJZ/7rnnst0+44VrOGo/fvzxx+bU4un9y507t/HVV19lWhdjhmvYq29wnPFgsfc+5DgDwP3g7Nmz5vOtc+fObVy/fj3LdUVGRppT/UlJUzxm9Aif/fv3G48//rhVfyvbtGljnD9/PsuxwTqu7A/W4E5t53FlX/j777+Nxo0bZzou+Pv7GxMnTnTao39yKlePC3/88YdRvXr1TPtDYGCg8cUXX2Q5NmTO1X2hdevWZvnZs2dnuW3Yh6v7w5EjR4y6detmOjbky5fPmDFjRpZjQ+Zc3ReSXb582QgICDCkpBk+tmzZkuU4soukNtLk6qR28vSPfn5+RsOGDY0zZ85kGvOdO3eMWbNmGU899ZRRrFgxw9vb2/D39zcqVqxoBAUFGStXruRgPJuyMs30kSNHjLfeesuoVauW4e/vb3h5eRlFihQx6tevb4waNco4duyY1e1npV8YRtKAPXv2bKN169ZG0aJFDW9vbyN37tzGQw89ZPTp08dYu3at1THgXrb0i9jYWKNEiRJm+a1bt2a7fcYL13HUfjx+/LgxYsQIo2bNmka+fPkMT09PI3/+/EadOnWMd9991+rPPmOG69ijb3Cc8eBxxD7kOAOAO3vrrbfMv0cvvPBCtuv7+uuvbZ5K9JdffjFeeOEFo3r16oa/v7/h6elpBAYGGo8//rjx2muvGbt37852XLCOq/tDZkhqO4879IV169YZQUFBRqVKlYzcuXMbPj4+RsmSJY02bdoYU6ZMMW7cuJHtuJA5d+gLiYmJxqpVq4ygoCCjYrBsdJEAACaySURBVMWKhr+/v9kf2rVrZ8ycOdO4c+dOtmN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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 480, + "width": 986 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "ap_df = min_df_lim[min_df_lim['Mineral'] == 'Apatite'].rename(columns={c: c+'_Ap' for c in min_df_lim.columns if c not in constants })\n", + "ap_comp = mm.calculate_apatite_components(ap_df, '_Ap')\n", + "ap_comp_filt = ap_comp.loc[((ap_comp.Ap_Cation_Sum.between(7.5, 8.0)) & (ap_comp.Ca_P_Ap.between(7.35, 8.00)))]\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(ap_comp['CaO_Ap'], ap_comp['P2O5_Ap'], s = 5, color = 'r')\n", + "ax[0].scatter(ap_comp_filt['CaO_Ap'], ap_comp_filt['P2O5_Ap'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('CaO')\n", + "ax[0].set_ylabel('P2O5')\n", + "ax[1].scatter(ap_comp['Ap_Cation_Sum'], ap_comp['Ca_P_Ap'], s = 5, color = 'r')\n", + "ax[1].scatter(ap_comp_filt['Ap_Cation_Sum'], ap_comp_filt['Ca_P_Ap'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Ap_Cation_Sum')\n", + "ax[1].set_ylabel('Ca_P_Ap')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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AADBR5rUahsXRWmNHSqQVeI8t+VB6rk+qs5ynzbm7Y+5z/dj7JeloUD4F2ncvOpirPoOK7YkV3gAAADDR1ma8vbWVYBoAMCvRynuSFRQU6M4779T8+fM1f/583XXXXVGrpUPe9ra36fHHH9dvfvMbVVVVaenSpTruuOM0d+5cLVy4UB/60IfU0tKi7u5ufeELXyCUBgAAwLRXZV9huN0sOE2kFfipB5P//fk/Lcv1xRt+qvd5CmLuc1vOH3XRptMz3i48bgHpqeuek3Mg+pxD54BNNeu3ZXlRAAAA01xPj/H2t0YwAgAw21AxHafFixcnVN2ciCuuuEJXXHFFQsd88IMf1Ac/+MGMrAcAAACYSmo3bNcOg1bcNQ3GwalZFXTkDOUcS46kxOc9OwdsuqnhQdmKS3S+7Uw9qSei7nfEKnUUDyZ8/kyxjkkli8+Uu6FLLVvXqnWwQ70FPpUOW1VduFI1DdvCbc4BAAAQp7Ky4EzpWN5qiwoAwGxDMA0AAABgSrMVlyQUnHo9/WreskZtQ7vUY/PJYnJ/aWQr8F5b4qH08YellQVnaNF/naKBuZLyEj7FpFk5WCQp+BrXN7hFQ0kAAIA0qKoynjFdXZ21pQAAMJUQTAMAAACY8uINTr2e/oTnN0e2Ah9LopP3P+dKt1iiV0hPaQHpvbbT5ajLU4/NpzKvVVX2FardsJ0qaQAAgFTU1ko7dkidncduczqlmprsrwkAgCmAGdMAAAAAZozmLWsSmt+clhnKyY+lnlRz/NItc55Qt90nf47UbfepUe2qdDnk9fRP9vIAAACmL5tNcrsll0sqL5es1uBHlyv4uM022SsEAGBSEEwDAAAAmDHahnYZbrf6g//Kh6xyWSrkbugKVwfPtjD2SIz+WZ1FXrVsXZvdxQAAAMw0NptUXy91dUmjo8GP9fWE0gCAWY1W3gAAAABmjB6bz3SfUVf0odPNW9ZM2+rnROWOSX6D25RbBzuYNw0AAAAAANKKYBoAAADAjFHmtarbHjucLh0e/xbI6+lX85Y1ahvape55vlkTTBuF0pLUW2Ae8AMAAAAAACSCVt4AAAAApiyvp1+uTRVy1OXJ2miRoy5Prk0VMdtuV9lXGJ6vunDluHNXuhxqVHswzJ4loXQ8Jgb4AAAAAAAAqSKYBgAAADAlTQyO/TlSt92nRrWr0uWIGk7Xbtgu50D0uX3OAZuuuXJLOOguvP0UdRZ5M/00pqXIAB8AAAAzkNcruVySwyFZrcGPLlfwcQAAMoTb4AEAAABMKaH22rceflQDRdHnQXcWedWyda3qG9zjHrcVl8jd0KWWrWvVOtih3gKfSoetqi5cqWuu36JLbncGw2h7Np7J9OQcsKmmYdtkLwNI2J49e/T73/9e+/bt05EjR1RcXKx3vetdcjqdslqT+/OH3+/XE088oeeee04HDhyQ1WrVqaeeqnPOOUdLlixJ8zMAACBLvF6pslLq7Dz6WHe31Ngo7dghud2SLfrNngAApIJgGgAAAMCUEaqS7izySvnG+7YOdqg+yuO24hLVN7iP2ebaVEGF9ATHH5ZOGLWOC/BrGrbJVlwy2UvDNGG323Xw4MGEj/vHP/6hk046KS1r+NOf/qQbbrhBO3fujLp9/vz5+tKXvqTrrrtOOTnxN46744475HK5tG/fvqjbly9frltvvVXve9/7klo3AACTprl5fCgdqbNTammR6qP9pg0AQGoIpgEAAABMGc1b1sQdHvcW+GJuC1Vdtw3tUo/NpzKvVZ48n2nYPdvYfbl6/sv7CKKRNJ8v9v8Os+E3v/mNPvGJT2h4eDj8WHFxsfLz8/XGG29odHRUr732mjZs2KA//vGPamtrU25uruE5x8bG9NnPflZ33HFH+DGr1aqTTz5ZR44c0ZtvvilJevzxx7V8+XL95Cc/0SWXXJKZJwgAQCa0tRlvb20lmAYAZATBNAAAAIApo21oV9xttkuHo7+d6d/zot777Xerb54/fK5u++SGZ1NV3zx/1JboQLxGR0clSUuXLtVNN90U93F2e+r99Ds6OnTJJZdoZGREVqtVN954o6699lqVlpZKkg4fPqz//d//1Re+8AW98soruueee5STk6O7777b8LzXXXddOJQuLy/XN7/5TX3kIx9RQUGBJGn//v36/ve/r6997WsaGRnRpZdeql/96lf60Ic+lPJzAgAgK3p6jLf39mZnHQCAWccSCASiD20D4tDX1xd+09/b26tFixZN8ooAAAAwnVkbLfLH2Wm36LBFQ3MCKvNaVWVfodoN2yVJS7+2QPvmjWVwldNMQJIl9ubyIau6mkaztpx04b3I5AsEAuHW2KtWrdKjjz6atWsfPnxY73rXu/TKK6/IYrHo/vvv16WXXhp1X4/Ho3PPPVcvv/yyJOmXv/ylPvKRj0Td1+1264ILLpAkORwOdXZ2xmw5/stf/lIf+9jHNDY2ptNOO00vvviibGmex8nPOQAgIxyO4EzpWPLzpb17pRK66gDAbJaJ9yPxD1cCAAAAgAwr88bf1GkgPyB/TrAaulHtqnQ59PVbP0konSCjluiAkVC19GS4/fbb9corr0iSbrzxxpihtBRs7f2LX/xCc+fOlSRt2LBBY2PR/zuxfv16ScHW3T//+c8N52BffPHFamxslCTt3btXTU1NST0XAACyrqrKePvhw8Hwur8/K8sBAMweBNMAAAAApowq+wrD7fkGOVhnkVffHv1dmlc0/RWNGG+P1RIdMDOZwfQPfvADSVJhYWFcLcRPP/10XX311ZKkrq4uud3Htq/ftWuX/vKXv0iSLr/8cr3zne80PW9tbW04vL7zzjtjBt4AAEwptbWS02m8j9crrV2b+Lm9XsnlCgbbVmvwo8sVfBwAMOsRTAMAAACYMmo3bJdzIHorXOeATacczjU8fmAuk4oivc9ToOvyzjPcp7pwZZZWg5lmsoLp3/3ud/r73/8uSbriiitUVFQU13HXXXdd+PMf/vCHx2z/0Y9+FHVfIzabTVVvVZ319vaqvb09ruMAAJhUNpvkdks5JvFAR0di5/V6pcpKqbEx2Crc7w9+bGwMPk44DQCzHsE0AAAAgCnDVlwid0OXXJYKlQ9ZZfUHZyC7LBVyN3Spz+af7CVOG/mj0qON3friDT81DPtr1m/L8sowU0xWMN0R8Ufyiy66KO7jzjzzTC1evFhSsDo61nlPPvlkve9974v7vJHzqqOdFwCAKclmk8w6ffgSHPnS3Cx1dkbf1tkptbQkdj4AwIxDMA0AAABgSrEVl6i+wa2uplGNugLqahpVfYNbtuIS0xnUcxmXHDaaE3wtzcJ+W3HJZC8V05Qv0T9Wp0lnxB+8zz333ISODe2/d+9evf766+HHBwYG9Ne//lWS5HQ6lWNWQRbhnHPOCe/fGeuP8QAATEVWk5EuZtsnamsz3t7amtj5AAAzDsPEAAAAAEwbVfYVahStcuNRFjE7OhT210/iejDzTFbF9EsvvSRJOvHEE3XiiScmdOzpp58+7jynnHKKJOnll19WIBAcBbB06dKEzpmfn69Fixapp6cnvDYAAKaFFSskozEUKxMc+dLTY7y9tzex8wEAZhwqpgEAAABMG2YzqEe49TaM2dHItMhg+tVXX9X69et11lln6aSTTtKcOXN06qmn6vzzz1dTU5MOHDiQtuvu27dPklRaWprwsZHH9PX1HXPOVM/76quvhgPuePT19Rn+279/f8JrAQAgbtu3B1t6R2OzSdviHPni9Uoul2SxGO+XxP/HAgBmFv5sAwAAAGDaCLWl/satl+pbo7s1MDcYABWPWHSB/T3q1O5JXuHUMNcn1dQwOxqZFRlMv/LKK3rllVfGbd+/f7/279+vRx99VJs3b9Y3vvENXXPNNSld89ChQxoaGpIkFRcXJ3x85DGRoW9kW+9UznvkyBG9+eabOumkk+I6LpkQHACAtCkpkbq6pLVrpY6O4ExpqzVYKb1tW3C7Ga9XqqyMPVs6UnV16msGAExrBNMAAAAApp1Hhp7RQNHRqkRPfkCbtVu5Y5LfpFBjNvhPy3JmRyPjIoPppUuXauXKlVq6dKkKCwvl8Xj05JNP6te//rWGhoY0MDCga6+9Vn/72990yy23JH1Nr9cb/twWq8LLQOQxkedK93njDaYBAJh0JSWS25388c3N8YXSubnS0FAwyE7i/2sBADMDwTQAAACAaaV5yxp1FnmjbvMzrEjOAZtuanhwspeBWaK6ulrXX3+93v3ud0fdfuDAAW3cuFHf/e53JUlNTU0688wzVVVVldT1Dh06FP58zpw5CR8feUzkuTJ1XjO9JrM29+/fr/e///0JrwcAgKxpa4tvP79fuuWW4EzrRx8lnAaAWYpgGgAAAMC00ja0S7Ib7BCQNIuqpq3+4MfSYauqC1eqpmEb1dLIimXLlumuu+4y3OeEE07Qd77zHZ166qmqr6+XJNXV1elTn/qU5s2bl/A1rdajf8bw+/0JHx95TOS5MnVeM4sWLUr4WgAATCk9PYnt/+STUkuL9NbvBQCA2YV6AgAAAADTSo/NZ7zDLAqlQ0ZdAXU1jaq+wU0ojSlp48aNWr16tSTpzTffVGtra1LnOe6448Kfj4yMJHx85DEFBQUZPy8AADNeWVnixyT5ewAAYPojmAYAAAAwrZR5afwUqXSY1wPTw5e//OXw57/85S+TOofdbldubq4kaWBgIOHjI48pLi6O+nmq5y0qKkr4eAAApq1kxnOYjLIAAMxcBNMAAAAAppUq+4rJXsKUUl24crKXAMRl9erVKiwslCQ99dRTSZ0jNzdXp5xyiqRg5XWiIo9ZuHBh+PNTTz016j6Jnre4uJiKaQDA7FJbKzmdiR1TWpqZtQAApjyCaQAAAADTyrVXbZXtyGSvYmo49WCOatZvi2tfr6dfrk0VctTlydpokaMuT65NFfJ6+jO8SiDIarWqvLxcknTgwAH5fCZt+WMoe6tl6J49exI+x9/+9rfw56eddtox55SkV155JeE1/f3vfz/mnAAAzAo2m+R2S+efH/8x1dWZWw8AYEojmAYAAAAwrXzv7vXyzpnsVUwN6+a8L66Z0l5PvypdDjWqXd12n/w5Urfdp0a1q9LlIJxG1uTn50uScnJylJOT3J8k/vVf/1WSNDo6qpdffjmhY//85z+H13HGGWeEHz/99NNlt9slSS+88EJC5+zt7dXQ0NC4tQEAMKvYbNIvfhFf5fT73ifV1GR+TQCAKYlgGgAAAMC00ja0a7KXMGXcP/J0XPs1b1mjziJv1G2dRV61bF2bzmUBMfX19UmSSkpKkg6mzznnnPDnjzzySNzHeb1e7d69W5J01llnKS8vL7wtJydHZ599tiTp6aefTqid98MPPxz+3JloK1MAAGaKUOW0yyWddppksUiR/19fVCRt3Cg9+mhwXwDArEQwDQAAAGBa6bEl1/53JuotiO+1MAvzWwc70rEczEJjY2Nx7/vCCy9o3759kqQPfOADSV/zwgsvDIfKDzzwQNzHPfTQQxoZGZEkffSjHz1m+8UXXywp+Jz+53/+J+7z3n///ZKC4fZFF10U93EAAMw4NptUXy/t2SONjUl+vxQIBP95PNJXvkIoDQCzHME0AAAAgGmlzGud7CVMGaXD8b0WZmF+vAE3ENLX16e6ujotWbIk7urib3zjG+HPP/GJTyR97ZKSEn3kIx+RJO3evVsdHeY3VgQCAX3961+XJOXm5uqqq646Zp9169aFA+9vfvOb8vv9pud98skn9Zvf/EaS9KEPfUiLFi2K+3kAAAAAwGxDMA0AAABgWqmyr5jsJUwZ1YUr49rPLMyPN+AGJMnv92vFihVqbm7Wnj179NnPfta0cvqee+7RvffeKyk4z/myyy5LaQ033nijLBaLJOnaa6/V4OCg4f5f+9rX9Pzzz0sKBtCnnnrqMfucfPLJuvrqqyVJf/vb39TY2Gh4Tq/Xq8985jPj1gQAAAAAiI1gGgAAAMCU4vX0y7WpQo66PFkbLXLU5cm1qUJeT78kqXbDdjkHaAHoHLCpZv22uPY1C/PjDbgBKVhxfMstt4S/vv/++3XZZZfpjTfeOGbfI0eOaPPmzeEK5by8PN1xxx2yWqPfDHHfffdpwYIFWrBgge67776Yazj33HN17bXXSpL+8pe/6JOf/KQOHDgQdd/vfe97qq+vlySddNJJampqinneb37zm1qwYIEkafPmzbr99tuj7vfPf/5Tn/rUp/Tss89KkqqqqnT++efHPC8AAAAAQLIEAoHAZC8C01dfX59KS0slSb29vbQtAwAAmEK8nn41b1mjtqFd6rH5VOa1qsq+QrUbtstWXDLZy4vK6+lXpcuhziLvMducAza5G7pkKy6R19Ovlq1rdefgY9pr88+OW24DknUsWN1cXbhSNeu3xf19jPd1nU54LzL5Nm3apJtvvjn8tc1m02WXXaYzzjhD+fn5evnll/U///M/6uvrkyTNmTNHd955p9atWxf1fIcOHVJxcXF4DvTcuXPl8Xh03HHHRd1/eHhYl1xyidxutyTp+OOP17/927/p3e9+t+bOnau+vj794he/0DPPPCNJmjdvnn75y19q1apVhs+rs7NTH/7whzUwMCBJWrZsmS655BKVlZVpdHRUzz//vH7yk5/I4/FIkpYvX65f/epXKiwsjO+FSwA/5wAAAAAmSybejxBMIyW8SQYAAEheJoPj6RpEujZVqFHtsbdbKlTfEAyhjJ7jTFQ+ZFVX02jSx4fC/NbBDvUW+JIKuKcS3otMDffcc48+//nPm86ZXrZsme644w6dc845MfcZHh7WCSecEHcwLUkjIyO66qqr9OMf/9jw+gsXLtSDDz4op9NpuF/Is88+q49//OPau3ev4X6XXHKJtm3bpoKCgrjOmyh+zgEAAABMlky8H5kNdQUAAADAlBMKVRvVrm67T/4cqdvuU6PaVelyhNtWJ6t5y5qYgW1nkVctW9emdP5MaRvaZbi9dbAj/LnRc5yJUm23bSsuUX2DW11Noxp1BdTVNKr6Bve0DKUxdaxbt07d3d369re/rQsvvFDz589XXl6eCgsL9fa3v11VVVX62c9+pueee84wlJakgoIC3XnnnZo/f77mz5+vu+66yzCUloLh9fbt27Vz505deeWVOv3001VQUCCr1aqTTz5ZFRUVuu222/TSSy/FHUpL0nve8x79+c9/1ne+8x198IMf1CmnnKK8vDwdd9xxWrJkia644go9/PDD+vnPf56xUBoAMMV5vZLLJTkcktUa/OhyBR8HAABRUTGNlHD3NgAAQHISqQxOhqMuT912X8ztqVbfZoq10SK/we2zVr806gq+hTF7jjPJVK5ynyy8F8FswM85AExRXq9UWSl1dh67zemU3G7JZsv+ugAASCMqpgEAAIAZIpHK4GT02IwD296C7AS6Xk+/XJsq5KjLk7XRIkddnlybKmJWhJd5rYbnmzdqkdfTL6+nX3vnzY5Q+rShXD10fSehNAAAwFTR3Bw9lJaCj7e0ZHc9AABMEwTTAAAAwCTIdHBsFvCWDhtvT4dk2pVX2VcYnnMgP6DVm8q10rVYY5ZMrXxq2Wv365LbnSm3dwcAAECatLUZb29tzcoyAACYbgimAQAAgEmQ6eDYLOBNdV5xPJKZc127YbucA8ZtD58sHtbTRYfSssbporPIq0X/NT9qtXmiVekAAABIUU+P8fbe3uysAwCAaYZgGgAAAJgEmQ6OjQJe54BNNeu3pXT+eCTTrtxWXCJ3Q5eKD8+ScugEDOQH1Kh2rd5Uro0Ny+Woy1Nuo0UntpySUFU6AAAAUlRWZrz9rXmcAABgPIJpAAAAYBJkOjgOBbwuS4XKh6yy+qXyIatclgq5G7qyMq842XbltuISDc4JZGJJM8KTxcPanLtb3XafxnKkkRjF9bGq0qmwBgAASFFVlfH26uqsLAMAgOmGYBoAAACYBNkIjm3FJapvcKuraVSjroC6mkZV3+DOSigtpdau3OxYxGdiVXoyc78BAAAwQW2t5HRG3+Z0SjU12V0PAADTBME0AAAAMEkmOzjOtFTalZsdi/hMrEpPZu43AAAAJrDZJLdbcrmk8nLJag1+dLmCj9uid0YCAGC2I5gGAAAAkBGptCs3Ohbxm1iVnszcbwAAAERhs0n19VJXlzQ6GvxYX08oDQCAAYJpAAAAABmRSrvyyGNPG8qVZUzSLBo7nTOWnvNMrEpPdu43AAAAkDCvN1hF7nAEq8odjuDX3ugdfAAAMx+D2wAAAABkTKhdeX2Sx9as36ZfuRzamzO7/nj1pcBy/drztJ4sHk76HO/zFGikcESOujz12Hwq81plz7NoID92wm809xsAAACIm9crVVZKnZ1HH+vulhobpR07aHkOALMUFdMAAAAAUub19Mu1qUKOujxZGy1y1OXJtalCXk9/QvtMZDQTeaaa65PWX/09WSzRt9uOxD4uVJW+0b9cFou0OXe3uu0++XOkbrvPMJSWjOd+AwAAAHFrbh4fSkfq7JRaWrK7HgDAlEAwDQAAACAlXk+/Kl0ONap9XAjaqHZVuhzyevrj2icas5nIM5HfIn3v7vV6oih6tbR3jlThKTqmPfqbNa9r1BVQV9Oo8nLzYh4fi9ncbwAAACBubW3G21tbs7IMAMDUQp82AAAAACkxqmruLPKqZetaBQIB031q1m9T85Y1ahvaFW49vcdkJvJMVDpsVZt2SfbY+3RbD6qraTTm9rYh4+NzxqSxtyqyi0csui7vPN3U8KDh3G8AkNcbrIBra5N6eqSyMqmqSqqtpR0rAGC8nh7j7b292VkHAGBKIZgGAAAAkBKzELR1sCP4icE+dw4+pl+5HMHw+q39uu2zL5SWpCsKztHXLY8b7tNbYPza9JgE+mMRvbM8+QE9MvCMbop7hQBmJWaFAgASUVYW/P+JWEpLs7cWAMCUQStvAAAAACkxC0F7C3zm+9j8s26WdCwPDz2tRd5cw31Kh43vMS7zJnYPcqhqHQBiYlYoACARVVXG26urs7IMAMDUQjANAAAAICVmIWjpsNV0n5xAOlc0vT1RNCyHz6C8XFJ14UrD7VX2FQlfN1zZDgDRMCsUAJCI2lrJ6Yy+zemUamqyux4AwJRAMA0AAAAgJWYhaHXhStN9QvOOEdRtHZJzIHpLXOeATTXrt8U81uvp1xH/Ec1NsBO6WXtwALMcs0IBAImw2YJjHlwuqbxcslqDH10uxj8AwCxGMA0AAAAgJbUbtpuGqGb7lJm0rp6WAtJpQ7k6/nDw80T0FfjlbuiSy1Kh8iGrrH6pfMgql6VC7oYu2YpLoh7n9fSr0uXQ5tzdGkmsm7dpe3AAs1xZmfF2ZoUCACay2aT6eqmrSxodDX6sryeUBoBZjGAaAAAAQEpsxSVxhagX2N+j4sOWYEgbkIoOW7TRv1zuhi5V241bU09LFmmv3a9/5gc/T0TpsFW24hLVN7jV1TSqUVdAXU2jqm9wxwylJal5y5qkZ3WbtQcHMMsxKxQAAABAirglHgAAAEDKQiFqfZRtoSreziKvFFEYPZAf0CMDz+gmBauud4T2QdIhcdvQLsl4PHVUzgGbahpitwcHANXWSjt2SJ2dx25jVigAAACAOFAxDQAAAGSR19Mv16YKOeryZG20yFGXJ9emCnk9/ZO9tIwxquLtLPKqZevaY6quE219PZOYzZA20mNLbE601S/T9uAAIIlZoQCQbl5v8L+hDkfwv6kOR/BrLzdqAgBmLksgEJjFf/JBqvr6+lT61hyp3t5eLVq0aJJXBAAAMHWNqxyewDlgm7HhoKMuT9322IFp+ZBVXU2j4x47/iaLBo/L9MqmngpPkR5qfDnpnwOz13oil6VC9Q3upK412XgvgtmAn3MAmKG8XqmyMnYXCm74AQBMAZl4P0LFNAAAAJAl8VQOz0RmVby9BeO3ez39GszP5Iqmrm7rwZRuTqiyr4h731QqswEAAJCC5uboobQUfLylJbvrAQAgSwimAQAAgCxpG9pluL11sCNLK8muMq/VcHvp8NHtoapyWTK9qqlpYkifqNoN2+UcMK+uqfAUzdgKfQAAgCmvrc14e2trVpYBAEC2Gf+FCAAAAEDaJFo5PFNU2VeoUe0xt++x+eSoy1OVfYWO+I/ErCqfDSJD+mSEZnWX/td8efJjT21KtTIbAAAAKejpMd7e25uddQAAkGVUTAMAAABZkkjl8ExiVsUbyJG67T41ql2bc3ZncWXpV3TYovIhq6x+afFQrio8RTptKFdWf3CW9soDhYbHX1FwTtTHvZ5+uTZVyFGXJ2ujRY66PLk2Vcjr6T9mX1txiQbnxA6lpZl7EwQAAMC0UFZmvP2teZ4AAMw0BNMAAABAlpjN/60uXJmllWRXqIrXZalQ+ZBVOWMGO0/zFt4H8wLqahrVqCug7iaf3Ld5tKfJp1FX8PEVxy9L+Jyh9uaNale33Sd/RJBf6XJEDadn600QAAAA00JVlfH26uqsLAMAgGwjmAYAAACy5Nqrtsp2JPo22xHpmiu3ZHdBWRCq9F22eaE2+XcqoIAsxsW805pZ4HvfcKfh9nuH/3DMY81b1sRsb95Z5FXL1rXHPH55gdPwOjP1JggAAIBpobZWcsb4fc3plGpqsrseAACyhGAaAAAAyJItd10j75zo27xzpK13XZvdBWVYtErfPXa//LmTvbLMMQt8k5kz3ja0y/CY1sGOcV97Pf36zdAzMfd/n6dANeu3GZ4TAAAAGWSzSW635HJJ5eWS1Rr86HIFH7fFHoMDAMB0RjANAAAAZMm3R39nuP1bo9N7vvJERpW+01bgrX9ROAdspoGvWYvt3ICOac2daJjdvGWNnigajrn/hwv/VbbiEsNzAgAAIMNsNqm+XurqkkZHgx/r6wmlAQAzGsE0AAAAkCUDc417WA/MDcjaaJGjLk+uTRVRZwdPJ2aVvtON7Yj0etULOnj96+F52Va/VD5klctSIXdDl2ngazZnfMSqY1pzJzov2ux1j9YuHAAAAAAAINMIpgEAAICpwiL5c6Ruu0+NalelyzGtw2mzSt8p763qaKtfqvAUqeszL6hk8ZmyFZeovsGtrqZRjboC6moaVX2DW7bikvBMbUddXtSbDGo3bNdck5dlYmtuszB7YvvwZNqFAwAAAAAAZBrBNAAAAJAhE0PKHOOC6WN0FnmPqZ7N1NqiVWnHs48Rs0rfqc6VU6HAzQGNugJy3+ZRyeIzDfePNlN74k0GtuISjZq8C5sYHNdu2C7nQPSWjgsP5uiuwcfGfX9KvcZDvCdWWAMAAAAAAGQDwTQAAACQAdFCyrEkfvtuOdSe9qrpeALUePYxY1bpO5UtOphrOi96IqOZ2pE3GZwWR2AfeQOArbhE7oauce3DTxvK1aKDudo3b0x77P5x35898/yG555YYQ0AAAAAAJANBNMAAABABhiFlIkYyA+kvaV3PAFqvCGrEaNK3zmT3U3aoHp9wUGLnrruOdN50ROZzXYOteg2C+x9uTrmBgBbcYlq1m9TlX2FSoet6rH51RcrgLbEPrdzwJZw4A4AAAAAAJAOBNMAAABABpiFlFb/0X9m0t3SO54ANd6Q1Ui0St/yIatclgr1/scLOt9TlMiy0yp3TDr1YPS3QwtHj5Pt+JNNzzGx1Xn3vPhmO9du2K5FB43bbUvB73vhbafIUZenjQ3Ldb6rPFzBHkjindyig7l66PrOhAN3AAAAAACAdGC4GAAAAJBGXk+/mresMQ0pJWnUFZBrU4Ua1W66b+tgh+rTsUBJPTbjtcWz9olzkKWjz71taJd6bD6Vea2qsq9Q7Ybtqo8ShnZZh+JfdJqN5UivzhuLuu3J4mG1bF2r+gZ3zONDrc47i7ySPb5rhmY724pLlBvnvPGxt1p0b9ZuqSi+Y2Lpm+fX93+4wfB5AQAAAAAAZAoV0wAAAECaRM5lNmqnLB0NKY3aXUeKFgQnq8xsxrFFca8/JNGZ1F5Pv/aazELOpNzomXSYWUV4Mq3aI2c799km57nHU+kOAAAAAACQCQTTAAAAQJokElaGQspQu+viw8ZJ8MQgOBWXFzhTPscVBeeM+zrRmdTNW9aYht+pKBwx3u43ubbZjQBmrc4nmjjb2fTmgAxJ5w0OAAAAAAAAiSCYBgAAANIk3rByYkhpKy7R5/NXGx4TWW2bCq+nXw8PPpOWc0Uye+63HmofVzWdaLCbCOeATc+ueSzmHGfngE1lXuMZz2Y3Api1Qw+x+iWXpULuhq5xs52r7CviOj7d0nmDAwAAAAAAQCIIpgEAAIA0MQ0rA9FDSsm4pffEIDsVzVvW6Mni4ZTPc+/wH8Z9bfbcPfmBcS294w12JUlxzGO2BKTFQ7nh17f8XSv10pdelctSofIhq6x+qXzIGt5+td046De7ESCRiuf6BndC3++kxDmzOl03OAAAAAAAACSKYBoAAABIE7OwsvygNWpIKR1t6R0rSI12TDLSVak8sSV0PEFtZ5FX37j1Um1sWG7aSjtSzlgw0C8yaHcesEjrCs5VIBDQss0LZW20aNnmhQoEAnr+y/s06gp+DG13jbVrboxsPJ4bAeKteI5VoRz5/V48lKucsWB1tcVk9nU0iw7m6vWqF+SyVOi0odyYIXU6b3AAAAAAAABIFH3cAAAAgDSpsq9Qo9pjbjerVrUVl6i+wa36dC8sQkKVygYmBq5mzz3klsDjGknwXchYjtQ62CHlGe/3dcvj8kuSPfh1t92nRrVrh8uhh67v1CW3O4NzsN/a7n/rNt25PslnkcqGraouXKmahmB469pUobahXeqx+VTmtarKvkK1G7bLVlyi2g3btcPlMJ0pvtg3T15Pf8ybESZ+v72eflXGcd5I1oBUsvjM8Lm8nn61bF2r1sEO9Rb4VBrxvNJ1gwMAAAAAAECiqJgGAAAA0iRb7bhTkUgLaiMTQ/Z4W1MnGkpLkizBkHkg37hftT/Gu5vOIq/W3LY8Ztg7YpUarRXqahpVfYNbklTpcqhR7eq2++TPORpyh9qRhyqeN/qXx6y8lqT24oFxLczNRKucN2vT3VfgP+Yc9Q1udTWNatQVCD8vQmkAAAAAADCZCKYBAACANMlWO+5UxNuC2sjCgzm6a/AxWRstctTlybWpQpLkbugybLc9mXYVDhhubx3sCH/evGVNzBC7s8irj25aKkddno6/7RTdO/wH1VnO08oDhTHP3VnkVcvWtXGvdWKwXH7QOM2P1S4cAAAAAABgKuEvGAAAAEAaZaMddzK8nn41b1mj1qEOaZ6kOPPjosMWFY/mqrfAp4XDufJbpL55Ryt0I9tluxu6dEP+6rhaemebz+SW3MiZ2W1Du8LtvqNpLx4If95t92mzdmtu7FxaUjD4TvZnItUW8QAAAAAAAFMBFdMAAADADBeaW9yodu2x+8eH0iZtog/mBcKVu1fbV44LpSOFqoLjbemdbdYx4+2RVcfJzOE2a1EeGXwnyug1neuTNvl3hivX420ZDgAAAAAAkG0E0wAAAMAMZ9Sa2qxyOjKwbRvaZbhv62CHbMUleuj6Tp3vKYprPnK2rBgsMtweWXWcrjnckVJptx05z7r4sCX4mr71uo5YFXUGNgAAAAAAwFRDMA0AAADMcGaBspHIwNaskri3wCevp1+X3O5Ue/GAfLmKu2V4Ji06mKvtn388ZtWxc8CmmvXbwl+nYw73ROlot/3I0DPy5AeCr2mM1zXRedYAAAAAAADZQjANAAAAJMnr6ZdrU4UcdXmyNlribqec7HFG+ve8qIrPFyuvwSLLzRblNVhU8fli9e950bw1dYyq5omBrVklcemw1bg6exIsOpirp657TiWLz5S7oUsuS4XKh6yy+qXyIatclgq5G7pkKy6RFPzeHPEf0dzkO28fY+LrmIxEXtfWwY6UrgUAAAAAAJAJBNMAAABAEiLnNnfbfXG3U072OCP9e16U4wfvHFel7MuV2osH5PjBO3XqQeOy5dMO5poGtpJ5JXF14cqUqrNjCkiLh3J1vqfIcLcKT9Exz+GlL72qksVnSgq2xK5vcIdnZnc1jaq+wT0ulK50ObQ5d/cxM6Pn+qSVnuPjXnLOWOzXMRGhmxi+4m+P+5hU5lkDAAAAAABkSvqHpwEAAACzgFEFa6idcn2DO23HGVlz23J5i6Nv886RSg7nSoodVv5H4SrVN7hVH2O719Ovr9/6SW09slvKV9Q20rYj0jWf2aJNre9MaO1xsUjrCs7VTTc8qEqXI+rr5xyw6aHGl5MKgL2efjVvWaNbDz+qgaLo5eMjVmll4TKNDDwTV+XyaV6ruppGE17LxHWFn29u/MelMs8aAAAAAAAgU6iYBgAAAJJgVhns8u2M2qbb7LhbD7Un3OJ7V+GA4fZem890vnKs9uL9e17U6k3l2py7W4PHKeZsY+8c6fs/3GDa7jtZtwQel6S42nEnIrKCfSA/Rk/zt9w7/Ifw9WO1Pw9JR9Vysm3R0zHPGgAAAAAAIN0sgUDA5E8qQGx9fX0qLS2VJPX29mrRokWTvCIAAIDssDZa5E/gNk/ngE3uhi4df9spCR0XeWxky+nmLWvUNrRLPTaf/BbFDIwlSQHp4PWvq2XrWrUOdqi3wKfSYauqC1eGZx/HqkRedDBXffP8ca2zfMiqKvsKNSr+ttOJsIxJi73Ba9Ru2J50e+xIrk0Vca/X6pdGXcG3T466PHXbY4fPRYctKh7NVY/Np7Ik12x2jWgm/qzMZLwXwWzAzzkAAACAyZKJ9yNUTAMAAABJSLQyONSmu9SbQE/mCcdK0WdUG4bSkqxjxvOVjSpz4w2lpWCVcO2G7TGrs1MVSMM87okSmYkd2SLbbN72QH7gmBniJ7acoo0Ny+Ned48t/lDa6lfK86wBAAAAAAAyiWAaAAAASIJZMBlN62CHyn32pK7XOtghKbn2zisHiwy3JxLOGikdtspWXBJud50zFv+xlgT2lcaH9alIJPyNbJGdTAA/YpU25+4Oh+qx2qeHgutEbn5osFaEbzQAAAAAAACYigimAQAAgCQkE0z2FvjUZR1K6nqhmcWJhsi2I9K2zz9uuE8i4ayRUHAbqs42KeQOcw7Y9Fr1C5qb4DJCYX0q4g1/Q7O4QyID+Mh518WHzZ91Z5FX37j10mMq3ydWg8d788PEtQEAAAAAAExFBNMAAABAEiKDSQXiO6Z02Ko+W/ytsSPlBoJtvE1D5MDRf+WDVj1/2WMqWXym4SGJtiWPJlo4anbeyPbTJYvPVJ3lvISuGQrrU2EW/hYftsRskR2tPfrgnPh+GL49ujtm5XuoGtzw5oeAdNpQLu27AQAAAADAtEEwDQAAACQpFEyWH4wv2C312ZSbYMvqkBGr1LJ1rXmIbDn6r7vQpxU/Ol/ldVblNlpU9EWLjttokeXm4L8TvpijjQ3LdXmBM7lFSZrrkzb6l0cNR81C34ntp794w08TqkKPnPmcLKPw1zlg00vXPK9AIKBlmxdGbbc9Ubwhv2eucYDdOtgRsyrbZanQwetf154mH+27AQAAAADAtEEwDQAAAKQo3pbLHcX/1JEUstTWwY6EZ1vvmzemPXa/xnKkf+ZLh/MUDq49+QFtzt2t/x16Wu/zFCS8nlWe4/Vmzev6imtX1HDULPSdWGE9MYg1m1EdOfM5WUbh70PXd+qS252G7bYnSmb2eDShavBoVdmE0QAAAAAAYDoimAYAAABSlMy86WR0z/OpdahDCw+m99f4p4sO6cOF/3pMOFtkMi95j/WgYUBqFvo2b1kjR13euEpkSeEgdvDzrycUbCfK6+mXa1OFlm1eqE3+ncFr556v57+8T/UNbn3v7vWm7bZD5wg9j3i/P0Ujxq9tOqrBAQAAAAAAphJLIBCIcyIecKy+vj6VlpZKknp7e7Vo0aJJXhEAAEByvJ5+NW9Zo7ahXeqx+VTmtarKvkK1G7bHVZ3q9fSrZetatQ52qHueL1iVnKiA4j5u0cFcHbT6NZCfxHWiKB+yqqtpdNxj1kaL/EYZa0A6eP3rCVfvej39qnQ5ooa+zgHbuLbgka9rb4FPpcNWVReuDIfSyX7P4lnDss0L1W2PPcf6tKFczffnRz3HQm+O/jF3LGqFvHPApgvs79Hm3N0xz+2yBNucR1t3Kj+nMwnvRTAb8HMOAAAAYLJk4v0IwTRSwptkAAAwEyQSlEY7dmJQuHeeT2NJBNNFhy0ayI//1/NE9zdi9UujrvHnctTlGQazUuwA1fCYTRVqVHtK50zlexbvGjb5dxoG8zlj0pjB9o3+5ZpjnRMzVE90/fE8Zyn5sH664b0IZgN+zgEAAABMFoJpTDm8SQYAADNBskGpUVCYjI3+5Xpk6Jn4z5dAhbWZ4sMWFY3mjgszj/iPGFb1StErrc2YBd7xnDPVcHtxnVV77X7DNUgyXKfVL/lyY6/R7HkYVYNHhsihmx9uO/yoPAY3Ihj9/MQT1k83vBfBbMDPOQAAAIDJkon3IwwuAwAAwKzXNrRLssfe3jrYofoojzdvWZO2UNo5YNNNDQ/qJin1luBJ8OQH5MkPhrDddp8a1a6zhwqk42W4ht4C44rqaHpsxsfEc85kv2dSMOjdOy92KC1JPQU+rRwsUrcGYu5jVhVv9jxsxSWqb3DHXKc04eYHk7bt3xrdrYGi6MF1aCZ2otXtAAAAAAAA6WI0MQ4AAACYFZINStuGdiV8LdsR6cYj71f5kFVWf7Cq1mWpCFezhsLKrqZRlR80vo+0eCSzqfUTRcMqGjHep3Q48Xtdy7zGx8RzzlTC7eYta0wDf2tAai8eiLndOWBTmdegXFrHPg+vp1+uTRVy1OXJ2miRoy5Prk0V8nr6Ddca780PA3ONm2G1DnbEdR4AAAAAAIBMIJgGAADArJdsUGoWjkbjnSPNmztPXU2jGnUF1NU0qvoGd9QWy1X2FYbnui7vPDkHbIktIHD0X86YlG/ahds4wa0uXJnY9WX+vOI5Zyrhdjw3FIwYnL7CUyR3Q5eq7cbrjHweocrnRrWr2+6TP+doZfrSry1Q/54Xk15rvJKpbgcAAAAAAEgXgmkAAADMeskGpWbhaCzxVq7WbtgeM3h2Dth00w0Pyt3QJZelIlyBXXzYpBTYcvTfWI50OM9496G8gOEaatZvM38iE5g9r3jOafY9u6LgnJjVyaY3FBgXHqvbelC24pKEnodR5fO+eWN677ffHbVyOpGbH8wq6JOpbgcAAAAAAEgXgmkAAADMeskGpWbhaCw9cVau2opLjgmejVp/j7oC6r3xtcSrqA2UDVtN15CoeJ6XGaPv2dkDBfr14NNRq5MrXQ6VmrTgNhOqPE7keZhVPvfN86tl69pjHo/35gfngE3/L+8DhvskU90OAAAAAACQLpZAIGBSDwDE1tfXp9LSUklSb2+vFi1aNMkrAgAAMOf19Kt5yxq1De1Sj82nMq9Vlxc4ZZFF9w7/Qb0FPpUOW1VduFI167fFDEpD7ZnjnQEcMtcnvVnzelKhbjy8nn59dNNSwxnJ8XJZKlTf4E59URng9fSrZetatQ52jPuejfhGtDl3d8zjzvcUGb42xYct8uTHfpu0eChX1faV435+quwrVLthe8zvqbXRIr/JbcHlQ1Z1NY3vrb6xYbnhcyk6LNUcVxG+eSLWz6NzwJb0jQRTFe9FMBvwcw4AAABgsmTi/Qi93FLk9/v19NNP65lnntGbb76pOXPmaMGCBXI6nVqyZEnGr79nzx79/ve/1759+3TkyBEVFxfrXe96l5xOp6xWvr0AAAATjQuT7cHHuu0+bdZuOQdser5hX9zhXahiNjIczQ0YzyeWgttbtq7NWOBrKy5Rt3Uo5fPM9Uk1NYm36s6WULV4/YTHHXV54e9tNF3WITkHbDED3Avs79FmxQ6DfRapUe3jfn4a1a4dLkfM8LfMa1W33bhSPpkZ0J/LWz7u52jiz2P4BouG2DdYAAAAAAAAZAPJZZJ8Pp9uv/123Xrrrdq3b1/Ufd7znvfoxhtv1Nq1x7bkS9Wf/vQn3XDDDdq5c2fU7fPnz9eXvvQlXXfddcrJoWM7AABAyNdv/WTMCufOIm/MwDhalXWoSjYyHPV6+vWNWy/VV3MeD85yjqF1sOOYQDVdvJ5+7ZnnT/k8ozmaFmHmxO+Nf57x/vsK/HrxhtgBriT9Nkbl8aKDueqL8doa/fxU2VcEw2wDi4Zz5dpUMe5nzJPnlww6j987/Ad9JeLrWGE9AAAAAADAZKOVdxLeeOMNXXzxxers7Aw/ZrFYdNJJJ4W3R76sH//4x7Vt2zbl5+en5fq/+c1v9IlPfELDw8Phx4qLi5Wfn6833nhDo6NH2/+tW7dObW1tys1NbY5eLLQVAwAA04nX068TW04xrGiO1k7ZqGV3rBbJZq2brX5p1JXar+KxwvIj/iOG7Z/jlY41Zloy7dSjfY+jnTdacH3n4GPaa48d+sc6t9fTr6VfW6B988ZiHmsUescyHb5HmcJ7EcwG/JwDAAAAmCyZeD9CKW2CRkZG9KEPfSgcShcVFem2227TP/7xD/X394f/bd26VSeeeKIk6Wc/+5nWrFmTlut3dHTokksu0fDwsKxWq770pS+pp6dHBw4c0KuvvqrBwUH99Kc/1emnny5Juueee3T11Ven5doAAADTXfOWNaZttqO1U27essa0ynqiMq/xhUqHzZsXeT39cm2qkKMuT9ZGixx1eXJtqpDX0x8OZBvVrm67T/6coy2lmwKph9KSNGZQ8T0Zor0eH920NOEZ39WFKw1fW+lo5XFX06hGXQF1NY2qvsGtPptxcByrHbetuES7Pt2uOTG6dc/xKeFQWorv5wgAAAAAAGAqIJhO0Ne+9jU988wzkqTS0lI99dRTuv7668MhtCSddNJJ+tznPqdnnnlG5eXlkqSf//zneuCBB1K69uHDh/X//X//n0ZGRmSxWLR9+3Zt3rw5fLeCJOXn5+sTn/iEOjs7tXTpUknSD3/4Q/3qV79K6doAAAAzQdvQLtN9ogV9Zse1DnYc81iVfYXhMYt988IhaDRGwXOly2HYktwsfI9XqTczXXeSEev1aC8eSOg8zgGbrrlyi+Fra/R9SeWGgx/9z806EmNzrMfNVBeuTO5AAAAAAACALCOYTsChQ4e0ZcuW8Nc//OEP5XA4Yu5fWlqq1tbW8Nff//73U7r+7bffrldeeUWSdOONN+rSSy+NuW9xcbF+8YtfaO7cuZKkDRs2aGwsdttAAACA2aDHFqNcNcIVBeckfFy0KtnaDdvlHLDFPKa9eMAwBDWr0v7WaOpV0YsOGgfP/1G4KuVrpIvR62EoEGx3XT5klctSIXdDl75393rD1/ajm5aOq6Te2LBcGxuWy1GXp73zjH8WjILieG6MSIRzwKaa9dvSek4AAAAAAIBMIZhOQEdHhwYGBiRJTqdTq1evNj1m1apVWrJkiSTpscceSykc/sEPfiBJKiws1E033WS6/+mnnx5u493V1SW32530tQEAAGYCs2rXZI+LViVrKy6Ru6FL53uKYh4XLQQNtZM2CzH/OTeupUdVfNgil6VCT133XMzwfKqFnsmGuuUHreNacduKS0zP1V48MK6SenPubm3O3a1uu8+wvbnZaxbPjRFGig5bjgnZJ842BwAAAAAAmKoYSJaA888/X3/729/U19enwsLCuI9bunSp/v73v2t0dFRvvPGGSkoS/+PR7373O/3973+XJF1xxRUqKiqK67jrrrtO3/3udyUFK7w/+MEPJnxtAACAmaLKvkKNajfc557h3ytvU4Xahnapx+ZTmdeqxb556tZAzGNiVcnaiku0x3rQ8HqRrahD7aR3uBzqKUwtxFRAUpQQ1TlgGxdouhu61LJ1rVoHO9Rb4FPpsFXVhStV07BtSoWeyYa60b43qQbEkXLGpNO88b1mZV6ruu3JX7t4NFeer48mfTwAAAAAAMBkomI6AXPmzNGSJUu0atUqnXXWWXEf5/Md/eOT1ZrcvQAdHUfnFl500UVxH3fmmWdq8eLFkqRdu9LbOhAAAGC6qd2wPRjYGtg7zx91jrHtSPT9M1El21nkVeERg9LcOJ3vKdJpQ7mGVba24hLVN7jV1TR6TGXxVJJMtXus702ylfPRnOa1xv2amc0dN/vZjNYyHpjqPvKRj8hisYT/vfDCCymf8+abbx53zkT/hd4jx2K325M67xtvvJHycwMAAACAmYxgOsP8fr+efvppSVJBQUHclc4TdXZ2hj8/99xzEzo2tP/evXv1+uuvJ3V9AACAmcBWXKLTTOYqB2Lkwd45UoWnSOVD1oTaKScbgppklCoaMdnBEqzGnu/P18ANr0/ZwDleZqFuIt8b04A4AYmExUZzx50DNpUdNH57Nm/UErXtOzBV/exnP9OOHTsmexkJi7y5HAAAAACQPrTyzrBt27aF75o+77zzlJOT3L0AL730kiTpxBNP1IknnpjQsaeffvq485xyyilJrQEAAGC68Hr61bxlzbh23FX2FardsF1X21eatvOOpdt6UF1No+OusWzzwmOuERmGxtM+PJqhvICcAzZ1FnmP2Xb2QIGOG7OqI3/Q9DydRV61bF2r+gZ3+DGj12eqBte1G7Zrh8sR9fVwDtj0UOPLca/d6FyJijZfPJbQ3PHI1umLhnNV7rOryzqkXtuY4fED+QEN5AcDs8i278yaxlQ0PDysz3/+85Kk3Nxc+f3+tJ374x//uGnV80S9vb1qaGiQJNPxWqOjwf/OL126VDfddFPc17Db7QmtCQAAAABmG4LpDDp8+LC+8pWvhL9et25d0ufat2+fJKm0tDThYyOP6evrS+hYs/3379+f8HoAAAAyyevpV2UodHwrI4gM8R66vlM7bndGDyVjzGUOCVXHGl3jay2nqM5ynr54w09lKy5JOgQtG7ZGnf98RcE5+nXgaXWcYB5Kh7QOdqj+rc/NXp+pGnJGC3WTnYcd61yLffPGzfyOR6z54kbXrm9wq15HvxeJXjNStBsPgKngq1/9qvbu3auFCxfq3HPP1QMPPJC2c7/nPe/Re97znoSOqaurC39+7bXXxtwvEAiEQ/T58+erqqoqmSUCAAAAAKIgmM6gG264QX/9618lSQ6HQ2vWrEnqPIcOHdLQ0JAkqbi4OOHjI49JNEhOJggHAADIJLNq3+Yta2KGwJ1FXn3/hxtiBpw/GGxXb2HsJtoLh4NtwI2uMWKVNmu3fhsR8iYTglYXrhwXYoa4NlXoyeJh09cpUmS7abPXZyqHnNFej3Sea1xoH4e5PqmmJvZ8cTNG3wtJyhkLzrAeyPPLkx/75zLyxgNgKvjrX/+q5uZmSdItt9yihx9+eFLXc/DgQf33f/+3JOmkk07S5ZdfHnPfULU0AAAAACD9mDGdId/5znf0ve99T5JksVi0detWzZkzJ6lzeb1H/1hls0WfSWck8pjIcwEAAEw3oeCwUe3qtvvkzzla7Vvpcsjr6Vfb0C7Dc7QOdoRDya6mUY26AuH5y2/zH2947BJfsMTY7BrS0ZBXUtTr/aLxZcN5wzXrowee8Vx7osh20/G8PiFeT79cmyq0uM6qnEaL8hosyr3ZovI664ycbxy6icBlqVD5kNV00LfPopSqy+8a6jDcXurNVVfTqAbnGC8kkTnXQDZ87nOf05EjR7RixQqtXbt2speju+66S//85z8lSddcc43y8/Nj7kswDQAAAACZQzCdAffff7/Wr18f/vqLX/yiLrrooqTPd+jQofDnyYTbkcdEnisevb29hv/++Mc/JrweAACAZMVT7dtjMw7pjEK8buuQ4bFdb203u0ZIZMg70cQQ1OqXyoesclkqDNtpx3vtSJHtpuN9fSJvAthr9yuQI/lypTGLtMfuH3czwEwSeRNB+UHjBlNlCcyXjqbHZjxzt/et7WVe4+skMucayLSf/OQneuSRR5Sbm6stW7ZM9nI0NjYWXkdeXp4++9nPGu5PMA0AAAAAmcNfMNLsf//3f3XFFVdobGxMknThhReOmzOdDKv16LcpNOsqEZHHRJ4rHosWLUr4egAAAJnSNrQrPBc5mtbBDpXJqm577PDVKMTrNQkK+wqOBoVG1wifz6SSNZnW1PFeO8Q5YFNNw9Hqa7PjQ6+PWZtpaeq3/k5VlX2FGtUec3ui86Unyg1IRt/JnEB21gGky8GDB1VbWytJ+r//9/8mPAc6E37+85/r73//uyTpU5/6lBYuXGi4P8E0AAAAAGQOFdNp1NHRoUsvvTT8Rva8887Tgw8+qJyc1F7m4447Lvz5yMhIwsdHHlNQUJDSWgAAACZTPNW+VfYVhvsYhXhmlalScMbz5QVO0/2kzFSymj2/osMWw+rreF+feFuGG1WFT3e1G7Yn1W49XmMmbxPGLNlZB5AumzZtUl9fn0444QR99atfnezlSJJuvfXW8OfXX3+96f4+H63xAQAAACBTCKbT5IknntDFF18cbpV99tlna8eOHUnNhJ7IbrcrNzdXkjQwMJDw8ZHHFBcXp7weAACAyRJPS+N4QrzQ7GRHXZ6sjRY56vLiCpx9uVKj2vXw4DM6e8D8hr/Fvnlpb3Vt9vz6bnxt3NzsiS3Br71qq2xHop/bdkS65spgy9t4W4bP5PnGybZbj1fZwVzj7d7crKwDSIc///nPuv322yVJX/3qV3XCCSdM8oqkp556Srt2BW+ycTqdcjrNbyqiYhoAAAAAModW3mnwwgsv6MMf/rCGhoIzB8866yw9/PDDKiwsTMv5c3Nzdcopp+jVV1/Vm2++mfDxkceYtS0DAACYyuJpaRwK8Vq2rlXrYId6C3wqHbbqioJzFLAH9M7Np2rPPL9kUbgteLfdp0a1632DBTrbUqAnioYN1/Fk8bA2+pfrQr90S+BxjcT4rbq9eECVLse48NDr6VfzljVqG9qlHptPZV6rquwrVLthe1wBY6znV124UjUN20zP8b2718s7J/o27xzp+z/coPoGtwqPWOTJD5iuZ6bPN06m3Xq8qu0rDX+ery5clZV1AOlw3XXXaXR0VO95z3v0f//v/53s5UiSWlpawp/HUy0tjQ+mX331Va1fv16PP/64ent7NTg4qJNOOklLly7VRz7yEV199dUpB/B9fX2G2/fv35/S+QEAAABgKrEEAgHzvzYhpr///e9avny5XnvtNUnSu971LrW3t6f97vBzzz1Xf/jDH5SXl6fh4eGEZkWvX79e3/rWtyRJzz77rN797nenbV19fX0qLS2VJPX29jKTGgAAZJTX069KlyPq7GPngC1m9ajRcRMdf1ganCMFLAqG1zFY/cF9FnlzlSOL4dxml6VC9Q3upNefTo66PMO1lg9Z1dU0quIv5mggjmA69NyQuKnw8zCd8V5k6rj33nu1bt06SdKuXbu0fPnycdurqqp09913S5Kef/55vfOd78z4mvbt26fy8nKNjo7q1FNP1Z49e5SXl2d63EsvvaR/+Zd/iesaRUVF+sY3vqFrrrkm6XVaLAb/RzMBP+cAAAAAsikT77tp5Z2Cvr4+VVZWhkPpM888U7/97W8z0rLsX//1XyUF795++eWXEzr2z3/+syQpPz9fZ5xxRtrXBgAAkC3JtjRu3rImrlBakv6ZLwVyZBhKS8G23v4caa/dbxj0SkfnMButo7PIq5ata+NaYyrimdMtSYNzzEPpRQdzmW+cAlp0YyYYHBxUXV2dJOnyyy8/JpSeLFu3bg1XP/+///f/4gqlpfEV00uXLtVnPvMZNTU16Y477tA3v/lN/du//Zvs9mC7jYGBAV177bX6z//8z/Q/AQAAAACYgWZ2370M6u/v1wUXXKC9e/dKkt7xjnfI7Xbr5JNPzsj1zjnnHH3nO9+RJD3yyCM688wz4zrO6/Vq9+7dkoItxuN9Mw4AADBVJdPSuG1oV7ht92QIhb1m62gd7Mh4q+Yyr9UwSA+15j7NZD9Jyg1o2oWnqbZSTzdadGO6a2ho0GuvvSabzab/+q//muzlSJKGh4d1xx13SAreoJ1oa/Hq6mpdf/31MbuNHThwQBs3btR3v/tdSVJTU5POPPNMVVVVJbzW3t5ew+379+/X+9///oTPCwDArOD1Ss3NUlub1NMjlZVJVVVSba1ks0326gAAUVAxnYSBgQFdeOGF4crlt7/97dq5c6dOOeWUjF3zwgsvDIfKDzzwQNzHPfTQQxoZGZEkffSjH83I2gAAAKY6syrhTLOPWuT19MddrZxJVfYVhturC1fGtZ8k7Svwp2VN2RJqnd2odnXbffLnHJ0vXulyyOvpn+wlAtPKc889Fx4btXHjRi1cuHCSVxTU1tYmj8cjKVjFncgN5MuWLdNdd91lOALrhBNO0He+8x195StfCT9WV1engwcPJrzWRYsWGf5bsGBBwucEAGBW8HqlykqpsVHq7pb8/uDHxsbg4974OmYBALKLYDpBXq9XF110kZ599llJ0pIlS7Rz586Mv1ksKSnRRz7yEUnS7t271dHRYXpMIBDQ17/+dUlSbm6urrrqqoyuEQAAYKoq805uoyBPfkCVLofsR4z3s4/GP2s0WbUbtss5EL16wDlgC7fmrt2wXXNNcvJQdfV0MRVaqQMzRSAQ0HXXXSe/36+3ve1tqqmpmewlSQqu6/bbbw9/vWHDhoxda+PGjVq9erUk6c0331Rra2vGrgUAACZobpY6O6Nv6+yUWlqyux4AQFwIphMwMjKij33sY/r9738vSVq8eLF27tyZtbvCb7zxRlkswT9WXnvttRocHDTc/2tf+5qef/55SdK6det06qmnZnyNAAAAU1E81b+GzMctm+os8upwbsYvYyreuca24hLVWc4zPFeounq6aBvaZbg9NAscgLm2trbw2KjbbrtNc+bMmeQVBf3yl7/UX//6V0nS6tWrDSuf0+HLX/7yuGsDAIAsaWsz3s4NYwAwJRFMx8nn8+nf//3f5Xa7JUllZWVqb29XWVlZyue+7777tGDBAi1YsED33XdfzP3OPfdcXXvttZKkv/zlL/rkJz+pAwcORN33e9/7nurrg5PqTjrpJDU1NaW8TgAAgOnKqEo4njS4aCQ9lcyHTQqMh/KyEU0fnWvc1TSqUVdAXU2jqm9wHzNj+Ys3/DSu6urpYiq0UgdmgoGBAX3hC1+QJF100UXh7l5Twa233hr+/Prrr8/49VavXq3CwkJJ0lNPPZXx6wEAgLf09Bhv7+3NzjoAAAmZXr33JlFfX58eeughSZLFYtGVV16pRx99NOHzLF++XG9729vCXx86dEhXX311eA701VdfrU984hM67rjjoh7f1NSkv/71r3K73XK73XI4HPq3f/s3vfvd79bcuXPV19enX/ziF3rmmWckSfPmzdMDDzygk046KeG1AgAAzBShKuGWrWvVOtih3gKfSoetqi5cqZvHdmrMKHcOSNflfUCbtTvj6ywzaI3t9fSrecsatQ3tUo/NpzKvVVX2FardsP2YQDldjF63moZtGbtuppR5req2xw6fp1trcmCy3HHHHfrHP/6hOXPm6Lbbbpvs5YQ9++yzam9vlxTscHbJJZdk/JpWq1Xl5eV67rnndODAAfl8Plmt/LcEAICMKysLzpSOpbQ0e2sBAMSNd0tJCAQC+upXv5rUsa2treOC6UAgsaqYgoIC/epXv9JVV12lH//4x/rnP/+p//7v/46678KFC/Xggw/K6XQmtVYAAICZJFQlXD/h8da6PMOw8rSDufril3+q37ocMecTx6t4xCJPfuzf/2K1xvZ6+lUZur49+Fi33adGtWuHyzGuBXe6xXrdpqMq+wo1qj3m9unWmhyYLMPDw5KkI0eO6O1vf3tCxy5btmzc193d3Vq8eHFa1hVZLb1+/Xrl5GSnSVx+fr4kKScnJ2vXBABg1quqkhobY2+vrs7aUgAA8eMd0yQrKCjQnXfeqfnz52v+/Pm66667YlZLh8ydO1fbt2/Xzp07deWVV+r0009XQUGBrFarTj75ZFVUVOi2227TSy+9RCgNAABgwmz+9H8Urho3l7nocPJtva/LOy+p1tjNW9bEDMU7i7xq2bo26TVNJ15Pv1ybKuSoy5O10SJHXZ5cmyrk9fTHdbxRS/fp2JocwFGvvfaatm/fLkmy2Wy6+uqrs3btvr4+SVJJSQnBNAAA2VJbK8X627fTKdXUZHc9AIC4WAKJluwCEfr6+lT6VluU3t5eLVq0aJJXBAAAkJj+PS/qX7/9Lu2bN3bMtoUHc/T0dX9SyeIzw4+Nq16e4OyBAgUC0pPFw8dscw7Y5G7okqTorbHXx26N7TCp6i4fsqqradT0uU5nRq976LWNp2rc6+lP+PXH1MR7kcnz0EMPhUddxaOjo0OvvPKKJOmTn/ykiouLw9u++c1v6sQTT0x5TRs3btTmzZslSdddd52+9a1vJX2usbGxuAPmF154IVwFfumll+qBBx5I+rrR8HMOAIABr1dqaZFaW4MzpUtLg5XSNTWSLfoNqQCA+GXi/QjBNFLCm2QAADAdheY13zXUob3z/JJBEXS00NMo3JQSD57NWBst8htkJFa/NOqa2b/WuzZVGLbhdlkqVN/gzuKKMNl4LzJ9VFVV6e6775YkPf/883rnO9+Z1vMfOnRIZWVleuONN2SxWPSXv/xFS5cuTfg8fX19uu222/Tggw/qySefjCswX7dune69915J0j333KMrrrgi4euarYmfcwAAAACTIRPvR5gxDQAAgGkpFC63De1Sj82nMq9VVfYVqt2w3TAAjjav2UioVXZk6Gk2dzlyW2idyzYvTGidkcq8VsOK6dLhmf9rfdvQLsPvV+tgR1JzsJP9OQIwdfzoRz/SG2+8IUn68Ic/nFQo7ff7tWLFCu3Zs0eS9NnPflbbt283rJy+5557wqH06aefrssuuyzxxQMAAADALMLwIwAAAEw7oXC5Ue3qtvvkz5G67T41ql2VLofhzGGjec2xtA52ZH2dkczmYFcXrkxqfdNJjy12MC9JvQW+cfOnT/hijoq/mKPcCZ9HzqVO1/cHQPrcd999WrBggRYsWKD77rvPdP9AIKDbbrst/PX111+f1HVzc3N1yy23hL++//77ddlll4UD70hHjhzR5s2bddVVV0mS8vLydMcdd8hqnfk3CQEAAABAKgimAQAAMO0YhcuhCudY2oZ2JXy93gLjUDSWVNYZqXbDdjkHos9Icw7Ywi3EZ7Iyr3HgkxvQuIDZkx/QQH5AYxM+DwXP7/jaqdrUdHFavj8A0uPQoUO6+uqr9dprr+m1117T1VdfrUOHDhke8+tf/1p/+ctfJEnveMc79KEPfSjp63/qU5/SzTffHP76gQce0OLFi/Uf//Efam5u1re//W1t2LBBS5Ys0caNGzU2NqY5c+borrvu0urVq5O+LgAAAADMFgTTAAAAmHbMwmWjCmezyttokm2Vnco6I9mKS+Ru6JLLUqHyIausfql8yCqXpeKY+dczlVnV+EiC36K+eX615D5huE+ylfIAkhMIBBI+5tZbbw1/vmHDBlkslpTW0NjYqB/96Efh+dJer1d33XWX6urq9LnPfU5bt25VX1+fJGnZsmV67LHHtG7dupSuCQAAAACzBX2mAAAAMO3E09Z5otAsYUviuUfMVtlm84mTWWcsZnOtZ7raDdu1IzQbfIK5vsSDaUny5xpvT7ZSHkByCgoKdOedd6qurk6S1NzcrOOOOy7m/i+++KIeeeQRSVJRUZGuvPLKtKxj3bp1+tjHPqYf/ehHeuihh/Tcc8/pzTff1HHHHaf58+frAx/4gD7+8Y/rkksuSTkIBwAAAIDZxBJI5pZk4C19fX0qLS2VJPX29mrRokWTvCIAADAbOOry1G2PHRqWD1nV1TQa/jo0SzjR2dJSsFV2tKpko3OGjlm2eWFC68wEs/B8qp9/4rVatq5V62CHegt8Kh22qrpwpW7279RYBnpBZeP7g+TxXgSzAT/nAAAAACZLJt6P0MobAAAA045ZW+eJFc5Gs55jCsiwVfbXb/2k6XziRNeZbqHwPHL2cmjGcqXLIa+nf0qff6JQ1XhX06hGXQF1NY2qvsGt00zmTycr098fAAAAAACA2YRgGgAAANNO7Ybtcg7Yom5zDthUs37buMfMZj1HM9cv1azfFjWU9nr61RTYbXh862BHwutMN6NAPhSeT+Xzx8vsBgAjc2MUtGfj+wMAAAAAADCbEEwDAABg2rEVl8jd0CWXpULlQ1ZZ/cG2y7EqnM1mPUczYlXMYLV5yxrTmcZ7bT4t27xQTxZ6VXzYoqLDFuWarDPdzAL51sGOKX3+eBndAGDmPy3L4/45isXr6ZdrU4UcdXmyNlrkqMuTa1NF2ivGAQAAAAAAprPM9LwDAAAAMizU1rk+jn3LvFbDWc+xuHw7NdKwXJJ033BneIayJ88v5RsfO/ZWW2tJ8uQHJMWeV50pZoF8b0Hir0k2zx/JbJa1u6Fr3Pxp+6hFAUlDeQHJIvmj3JLrHLDppoYHgz9LKawrPGvcHnws1M58h8uR1e83AAAAAADAVEbFNAAAAKaNZCtTk2317MuVNufu1ubc3eNmKA+8FTQnKpvtraVgIG+kdDi1+1Qzff4Qo1nW57vKtbFhuZZtXqhN/p2SpPrc89V742vyfH1MPldA//z86ylXRccyVdqZAwAAAAAATHUE0wAAAJgWjMLJSpfDMJxOpdVzumWrvbVkHshXF66c0ucPMQp/nygaPubGgYk/E6Hq+q6mUY26AupqGlV9gzstlcxTpZ05AAAAAADAVEcwDQAAgGkhlcrUWDOpz/cUZWi1saWzvbUZo0DeOWBTzfptU/r8IWbhbzSdRV6V/tf8jM98zmY7cwAAAAAAgOmMYBoAAADTglk4eddAu+SNHlxL0atmf9H4ctYrqdPV3joesQL5dLWxzvT5Q8zC31g8+YFxVdTv+NqpWlxnTWtYna125gAAAAAAANMdfyUBAADAtGAWTu4tDMh7wUrZftsh2eILm0PBasvWtXL5dsqXm9iaig9b5JkbkCzxH5Ou9tbxCgXy9dP0/FIw/O22p1553DfPH/48FFbvcDlSCtGr7CvUqPaY27P9/QYAAAAAAJiqqJgGAADAtGBWmRqwSC1znpZaWhI6bzhYzT0/4TXdcNz5Kj8Y/72e6WxvPZuYzbJOhVkbeDPZamcOAAAAAAAw3RFMAwAAYFqIJ5xsPUtSa2tS5zcKGKMJhY5m68oZy0x769kk0e9NoloHO5I+NlvtzAEAAAAoOL7J5ZIcDslqDX50uQzHOgEApg5LIBAITPYiMH319fWptLRUktTb26tFixZN8ooAAMBM5fX0a97tpxi2zbb6pdGvW6XR0aSv0bJ1rVoHO9Rb4FPpsFVXFJwjSbp3+A/hx6oLV6pm/TbZikvk9fSr0uVQZ9GxfwhxDtgIJ1Pg9fSrecsatQ3t0l6bT4VHLLJIGsoLhL83vx58Wk8WD6d0HatfGnXxtmi64b0IZgN+zgEAiOD1SpWVUmfnsducTsntjnusEwDAXCbejzBjGgAAANOCrbhEpx3M1V67P+Y+vhzJcZ1PVZsqVLthe8KBsNG85K8YHBOaUx0ZaFcXrlRNwzZC6SSNC/ztwccG8oPhcWTgf9OEmwnmjVrC+8WrdJi3RQAAAMCU19wcPZSWgo+3tEj10d7NAQCmClp5AwAAYNpY91b1ckwWqbtYalS7Kl0OeT39WVlXKNDuahrVqCugrqZR1Te4CaVj8Hr65dpUIUddnqyNFjnq8uTaVDHu+9W8ZU3UKnQpOBf6G7deKunY177vxtcSbvtdXbgy+ScDAAAAIDva2oy3JznWCQCQPQTTAAAAmBa8nn79ZuiZuPfvLPKqZevajK0lFKzmNlpU/MUcnfDFnJghK44KVUI3ql3ddp/8OVK33XfMzQRtQ7sMz3NL4PGor3G0mc+Lh3K16GBu1POEZoUDAAAAmOJ6eoy39/ZmZx0AgKQRTAMAAGBaaN6yRk8UJTZLuHWwI+3rmBisjuUEW0x78gMxQ1YcZVYJHbqZoMfmMzzPiFUxbzyYWEXd3eTTS196dVxYXT5klctSwQxwAAAAYLooKzPe/tYcVADA1EUwDQAAgGnBrII2mt4C43AzGUbBaqRMVmxPZ2bfx9DNBGVe87nPDWM7VfzFHG1sWK7+PS8atgen3ToAAAAwzVVVGW+vrs7KMgAAySOYBgAAwLRgVkEbTemwebgZz7zjSIkE5Jmo2J7uzL6PoZsJquwrzE9mCVarb87dLccP3mnaHhwAAADANFZbKzmd0bc5nVJNTXbXAwBIGME0AAAApoV4Kmgnqi5cKSl2+Ny/58W45h1HSiQgz0TF9nRn9n0M3UxQu2G75ibw8nnnRH+8s8gr+22nMPsbAAAAmKq8XsnlkhwOyWoNfnS5go9Hstkktzu4rbw8uG95efBrtzu4HQAwpRFMAwAAYFqIq4I2gnPAppr1246ZCR0ZPr/t+++Ma96xdDTctgTiX0M8Fduzjdn38YqCc+TaVKFlmxfqSJrerQSooAYAAACmJq9XqqyUGhul7m7J7w9+bGwMPh4tnK6vl7q6pNHR4Mf6ekJpAJgmCKYBAAAwLdRu2C7nQPQ/Niw6mKvFQ7my+qXyIatclgq5G7pkKy4xnAk9lG98zVAr7shw25cb/5pDFdtxi7dSYBoz+j6ePVCgXw8+Hb6JIJCBdyvM/gYAAACmkOZmqbMz+rbOTqmlJbvrAQBkFME0AAAApgVbcYncDV1yWSpUPmQdF0K/9KVX1d3k06groK6mUdU3uGUrLpGU2EzoiUKtuI3C7VhCFdtxS7RSYJoy+j5+yH6WniwezvgamP0NAAAATBFtbcbbW1uzsgwAQHbQWxAAAADThq24RPUNbtUncEwiM6EnCrXibhvaJdlj75czJh1/xKKhvIBKh62qLlypmoZt4XA8LvFUCtQn8synrljfR0ddnuHrnC7M/gYAAACmiJ4e4+29vdlZBwAgKwimAQAAMKOVea3qticXRF5RcI4k83A7JyAd+PpYUtcIi6dSYIYE05G8nn41b1mjtqFd6p5n8n0KSLJE32Q7InnnxHdNZn8DAAAAU0RZWbBTVCylpdlbCwAg42jlDQAAgKzyevrl2lQhR12erI0WOery5NpUIa+nPyPXu7zAmfI5yrzGQWZags5ZWCkQObu72+6LGTqHBSTLWLBCXYHgv6LDFm30L1fXZ14ItwfPMblHIOHZ3wAAAAAyo6rKeHt1dVaWAQDIDoJpAAAAZM3EINKfI3XbfWpUuypdjnA4na7w2uvp12+Gnkl6vfcO/0GSVGVfYbhfWoLOsjLj7TOwUiDh2d05UiBHGsuRZJGc/7Sp78bX9BXXLpUsPlP1DW51NY1qf/ULsh2JfgrbEemaK7ekZf0AAAAAUlRbKzlj3EzsdEo1NdldDwAgowimAQAAkDVGQWRnkVctW9cahtfnu8q1sWF53IF185Y1eqJoOOn1hmYR127YLueALeo+zgGbatZvS/oaYbOwUqBtaFdKx4d+Zib63t3rY7b19s6Rvv/DDSldFwAAAECa2GyS2y25XFJ5uWS1Bj+6XMHHbdHfhwEApieCaQAAAGSNWRDZOthhGF4/UTSszbm7DautE7meWcvnUItuW3GJ3A1d4VbRVr9UPmSVy1Ihd0OXbMUlxieKxyysFDCb3R2P1sGOYx6L5+cMAAAAwBRhs0n19VJXlzQ6GvxYX08oDQAzEME0AAAAssYsiOwt8CVVRRurcjbV4DOyRbetuCTcKnrUFVBX06jqG9zpCaWlWVkpsMibm/I5QlXtkeL5OQMAAAAww3i9wfdPDkfw/ZTDEfzam8D4IABARhFMAwAAIGvKvFbD7aXD1qTD5GhVsGbXK/PmxtWiO10zr03NskoBh8+e8jlCVe2R4vk5AwAAADCDeL1SZaXU2Ch1d0t+f/BjY2PwccJpAJgSCKYBAACQNVX2FYbbqwtXmoaKsUSrgjW73tWFq0xbdBvNvI7VQhzx6bYOpXyOyKr2kHh+zgAAAADMIM3NUmdn9G2dnVJLS3bXAwCIimAaAAAAWVO7YXvMCuVFB3N15+Bj2pNkxXS0Klij6ykg3Tn4mJq3rFHN+m0xW3QbzbyO1UIc8em1+Y13CEiLh3K16GD0lt+RVe2Rajds19kDBVGPOXugIOoxAAAAAKaxtjbj7a2tWVkGAMAYwTQAAACyxlZcckyFcih47Jvn1167X4Ekf0ONVgUbeb3FQ7myBCI2WqS9dr9p5bPZzOtoLcQRH7Pq+PKDVnU3+fTSl141rGqPJhCI+nDMxwEAAABMYz09xtt7e7OzDgCAIYJpAAAAZJWtuET1De5whXK1faX65sWunM0Zk+aaFFE791liVsGGrldtX6mAJfrxRpXPZjOvo7UQR3ziabnt9fSrecsatQ52qMfmU+mwVVX2FapZvy1mKN28ZY2eLB6Ouu3J4mGq3AEAAICZpqzMfB+Xi1nTADDJCKYBAAAwKbyefrk2Vegr/nbD/Y4/YtGIQWFtRZfkPuU/Y4aUIclWPptV9UZrIY74GLVadw7YdM2VW5Ka702VOwAAADDLVFUZb/f5pMZGqbKScBoAJhHBNAAAALLO6+kPB46+6OODwzxzjXsvdxdLtpsaTK+ZbOVzPFW9s1Xo5gJHXZ6sjRY56vLk2lQRMzCeKFpr98g23d+7e31S872pcgcAAABmmdpayek036+zU2ppyfx6AABREUwDAAAgq7yefn1009KYgWOiegsl2aJX3UZa5DVOwGNVPptV9cZqIT7TRd5ckEg180QTW7t3NY2qvsEtW3EJVe4AAAAA4mOzSW53sF231eT3/dbW7KwJAHAMgmkAAABkTSjMbC8eiPuYopEYg6HfEk/I6PX0y298mpiVz2ZVvWYtxGeq5i1rkqpmjsnrDf4RyeEI/iHJ4aDKHQAAAED8bDapvl4KGHfdUm9vdtYDADgGpQIAAADIGqMwMxrngE0rC87QLXoi5j7xhIzNW9aob54/5vZFB3NV86XYlc+hqt560yvNHm1DuyR77O2tgx3xv15eb3DWW2fn0ce6u1X2z2Cr9liMqtx3uBxRf9acAzbVNMzOKncAAABgVigrk7q7Y28vLc3eWgAA41AxDQAAgKwxa80cYvVLLkuFHrq+U48Ovxhzv/d5CgxbaYdmIH/F3258vYBmbeVzsuKqZn6r8lkuVzB8jqW5eXwo/ZaqZ43XQJU7AAAAgGNUVRlvr67OyjIAAMeiYhoAAABZYxZmhjRYK1Tf4JZrU4WeKBqOud+HC/81ZsgYahveWeSVjMdLq6/gaDW119Ov5i1r1Da0Sz02n8q8VlXZV6h2w3YCzQhlXqu67bG/n6WDkvz+YKVCY6O0Y0dw5lu0eeBtbVHPUfs7acfpUueiY7eZVT5T5Q4AAADMUrW1wfcfUW5+ldMp1dRkf00AAElUTAMAACCLyrzm90U6B2zhKmizCut7h/8Qc1sibcNDLaFDYXaj2tVt98mfI3XbfWpUuypdDvXveVGuTRVy1OXJ2miRoy5Prk0V8nr647rOTGI6x/mZCQ90dkotLdF37umJ+rBtVHLfLbnaLVQ+AwAAAIiPzRa8KdblksrLg52cysuDX8e6WRYAkBVUTAMAACArvJ5+LfbNU7cGYu5T4SnSQ40vhwPHuNpFx2A2AzlSqCW0UZjdWeTVe7/97uCs6rfOGwqtd7gcsy4oNZzj3CfV/D7KQa2tUn2UGmaDGXC2Uam+Z7HqH+1KccUAAAAAZg2bLfjeI9r7DwDApKFiGgAAAJnl9cq78UZVfmG+2osHYu7mHLCNC6Ul8wrrUKVzNPG2DQ9VaHs9/brt8KOG+/bN80d9vLPIq5ata+O63kwRdY6zR3LtDFY520ajHNTbG/1kBjPgvHmSa1WAKnUAAAAAAIBpjmAaAAAAmeP1SpWVan78FnUuDMTcrcJTFLXi2LRd9FuVztGYhdpWv8ItoSWp0uWQJz/2Gs20DnYkfex0FZrj3NU0qlFXQF0Plau+I0YoLUmlpcc+5vVKR45Ic+ceuylPqrxKaly8J2prdcJpAAAAIA283mCba4cj2Pba4Qh+7Y1vNBIAAPEimAYAAEDmNDdLnZ1qe4/xbt3Wg1HbYNdu2C7nQPT5X5GzqKMxC7UbrBWqb3DLVlyS0DzqWIzais8aBpXPkqTq6vFfv3XjgjZvlkZGxm+zWNT8AalzUfRTzcYqdQAAACDtQr+TNzYGx+v4/cGPjY3BxwmnAQBpRDANAACAzGlrkyT1HG+8W6xQN2q76CFruNLZaKZzIqF229Au4wXGwait+KxRWys5ndG3OZ1STc34x966cSGqQMD0hobZWKUOAAAApJXR7+SdnVJLS3bXM1VRVQ4AaUEwDQAAgMzp6ZEklf3TeDejUPeYdtFNo+FKZyOJhNrxzKNedDDXcLtRW/FZw2aT3O7gH2jKy4N/sCkvD37tdge3R3rrxoVYkr2hAQAAAECcTH4nV2trVpYxpVFVDgBpQzANAACAzCkrkyRVPWu8W6ZC3XhDbbN51EWHLXrquueSbis+q9hsUn291NUljY4GP9bXHxtKS+EbF2JJ5YYGAAAAAHEw+Z1cvb3ZWcdURlU5AKTNlAmmXS6XXC6X/vSnPyV8bCAQ0HXXXaerr75aO3fuzMDqAAAAkJS3Zg7X/k5y9kXfxemxqebIeye1JZrZPOqa485XyeIzk24rjhjeunEhlsm6oQEAAACYNUx+J1dpaXbWMZVRVQ4AaTNlgumbb75ZmzZt0rPPPpvwsRaLRR6PR3fffbe+/e1vp39xAAAAM1kmZ2W9NXPYNiq575ZcO6Vyj4KhrkdyHVkud+dS2TbfknpLtBSeR7zzqJNtKz7rxfreXH654WGGNzRQpQ4AAACk7q2biWOqrs7KMqY0qsoBIG2mTDCdqve9730KBAJ66qmnJnspAAAA00emZ2VFzBy2LSpX/e+s6nqoXKN5LnVtPqj6uR+U7Q9PRz82kZZoKT6PROZRIzavp1+uTRVy1OXJ2miRoy5ProZV8l6wMvr35uGHpbPPjn4ymy32DQ3+VXxfAAAAgHR462biqJxOqaYmu+uZiqgqB4C0mTHBdF5eniSpv79/klcCAAAwjWRjVpbRzOF0tURLw/OgGjo1Xk+/Kl0ONapd3Xaf/DlSt92nxtwOVb7zaXnzohz05JPShRcGq6fLy4PV1OXlwa+7umLf0OB6lO8LAAAAkA4RNxMf8zu52x3cPtky2eUrHlSVA0DaWAKBQGCyFyFJOTk5slgsam1t1ZVXXpnw8atWrdKu/5+9Ow+Pqjz7OP6bZFiHYKKIQEggQdS6VLTaqCwqcatYLC51hwQ3FEFLcKkliYxLq5AooFWxmEgV0OJSrXENKIg2an1V3JckJGEVTCQMELLM+8dxxgRmz+z5fq4rV2bmnPOcZzJTyzn3c9/36tXq37+/Nm3aFIIZwpW6ujql/bwirLa2VoMHD47wjAAAgF8yM43sVXcyMowAYaiYzUYGraftzc3ex4n0+4Css8eqUCvdb18h5a9ysYHPBgHiWgRdAd9zAECX56iO5WohclZWeILn0TAHAIiAUFyPmDs9QgAWL17sdts777zj8zhtbW3avHmznn/+eX3wwQcymUwaMWJEEGYIAADQRUS6V1Z6uueAsq8l0SL9PqDSxtVSkvvtJce4CUzz2QAAAABwx5fqWPn5oZ2DI6u8uNio6lVba1yr5uYapc4JSgOAzyISmM7JyZHJZNrndbvdrkWLFmnRokV+j2m329W9e3cVFBQEY4oAAABdQ7ACw4HKyTF6Dbvja0m0SL8PqMbS4nF7bV83G/hsAAAAALjjS/unUAempV9aVIXjXAAQxyLWY9put3f4cfe6rz9HHXWUXn31VZ100kmReksAAACxJ9K9svLyjNJnrmRlGavPfRHG92Gr3yLr7LHKnNlN5kKTMmd2k3X2WNnqtwTtHLEo3eZ5zWvadjcb6McGAAAAwB2qYwFAXIlIxvTKlR17z9ntdo0dO1Ymk0m33nqrzjzzTJ/H6tWrl1JTU5WamhrsaQIAAMS/KVOk++4zembtzWKRrr02tOcPVkm0vDyprMx9zy9fA9xe2Oq3KNuaqYpkm7NsdVVSiwq1UmXWTJUXVMqS0j8o54o1OUmjPfaYzv0/Fy8G8bMBAAAAEIeojgUAcSUigemTTz7Z7bbDDjvM43YAAAAE0SOPuA5KS8brjz4ann5dnS2JFqaeX0XzLzaC0i5UJNtUvOAS5ReUB+VcsSZv+jKVOYL2e8mqt2jGmKlS7b/oxwYAAADAd8Fq/wQAiAoRK+UNAACAKOBLv65Y4QhwV1ZKzc3G7/z8oAY+SxtXe9xesn1V0M4Vaywp/VU+c62sVRnKqJfMrVJGvWStylD5zWtlufPekH42AAAAAOJQsNo/AQCiQlQFptv3mgYAAEAY0K/LLzWWFo/ba3t73h4TbDbJapUyMyWz2fhttbrPrG93nOX8S5T/RJUq50nNd0qV86T8J6pkOf8S78cDAAAAwN4c1bGsVikjw7hGycgwnpeXs9gVAGJMREp5u1L1c5+Ifv36RXgmAAAAXQj9uvySbjOrKsl98DltZ9T88zowNpuUnd2xV3dVlVE6r6zM842foiLXPb4l4/Xi4tCXhQcAAAAQf4LR/gkAEBWiJmN6yJAhGjJkiCyscAIAAAifnBzP2+nX1UFO0miP23P7jgnTTELEl+CyO97KwhcXkzUNAAAAAADQhUVNYBoAAAARkJcnHX+8623HH0+/rr3kTV+mrAbXCymzGiyaMW1pmGcUZJ3pOe6tLHxDg5GNTXAaAAAAAACgS4qJwPS7776rK6+8Uocddpj69u2rPn366Pjjj9esWbNUXV0d6ekBAADENrvdv9e7MEtKf5UXVMpqGquMRrPMrVJGo1lW01iVF1TKktI/0lPsnM70HE9P9z6+t6xrAAAAAAAAxK2INMH78MMP9eabb2r9+vUymUw69NBD9Yc//EGpqakd9mtpadHVV1+txYsXO1+z/3yD9KOPPtJHH32k4uJi3XXXXZpBNg8AAID/ioqkDz90ve3DD+kL7IIlpb/yC8oVl3+VzvQcz8kxelF7U1BgZF7n5BgZ+z+38rHVb1HR/ItV2rhaNZYWpdvMykkarbzpy2I/4A8AAAAAAIDwZkzX1tbq5JNPVlZWlv7yl7/o73//ux566CFNnz5dGRkZuv32252BZ0maOHGiFi9eLLvd7vxxcDzfvXu3br75ZhUUFITzrQAAAMSHzpRujhSbTbJapcxMyWw2flutlIgOhs70HM/Lk7KyfDtPVZURxP65tLetfouyrZkq1EpVJbWoNUGqSmpRoVYq25opW/0Wn98CAAAAAAAAolPYAtObN2/WyJEj9c4773QINDt+WlpadO+99+qaa66RJL322mtatmyZJKlv376644479Mknn6ixsVE7duzQRx99pBtuuEGJiYmy2+26++679dprr4Xr7QAAAMSHzpRujgSbzQhmFhYawc3W1n2CnOgET8HlrCzPPcctFqm8XEpJ8f18P5f2Lpp/sSqSXX92Fck2FS+4xPcxAQAAAAAAEJXCFpi+5pprVFdXZ5w0IUHnnnuuiouL9dBDD2natGk68MADZbfb9fjjj+vNN9/UP/7xD0nSgAED9P7776ugoEBHHXWULBaLevfurREjRmj+/Pl66aWX1K1bN9ntdk2fPl0tLS3heksAAACxz5e+wJHMRt47OzotzQhmukL/4s5zBJetVikjw/ibZ2QYz8vLnWW3JbnOXC8qkq6/3r9zlpSotHG15122rwrgzQAAAAAAACCamOzt62OHyP/93//pN7/5jUwmk5KTk/Xiiy9q5MiRHfZpaGjQRRddpDfffFPjx4/X+++/r02bNum5557Tueee63F8q9WqO+64QyaTSc8884zOP//8UL4dtFNXV6e0n3sN1tbWavDgwRGeEQAA8IvV6ltf4KysfQOToebIjnYXiHYlI0OqrAzdnGDw9Nkcd5xkMkkffODbWGazzLcb5bvd7tIqNVtDftmCGMO1CLoCvucAAAAAIiUU1yNhyZhevny583FJSck+QWlJSk5O1gsvvKAhQ4bo1Vdf1caNGzV06FCvQWlJysvLU69evSRJ//nPf4I3cQAAgGCLtv7IvvYFjkQ2clGRf0FpKfpKj8crT5/Nhx9KZ575S9a1N2lpSreZPe+y0/N2IF6sWrVKq1at0pYt/vdVt9vtevLJJ7V48WJ9//33IZgdAAAAAACdE5bA9HvvvSdJOvLIIzV+/Hi3+/Xq1Ut5eXlqamqSyWTS2LFjfRrfYrHo9NNPl91u18cffxyMKQMAAARfNPZHbl+62ewl+FdSEp45deZ8P6/iRIiVlnre/tRTUn6+kb0+e7bnfXNzlZM02vMufcf4Nz8gRp1yyik69dRT9eqrr/p9rMlkUmlpqXJzc3XfffeFYHYAAABBFm0LtwEAIReWwPQ333wjk8mk3/3ud173HTPml5tOhx12mM/nGDFihCSppqbG7/kBAACEhacs00j2R7ZYjCCitw4v4cxGttmk6mr/j8vNDfpU4IK3f3O3/654ysrPypJmzFDe9GXKanBdJj6rwaIZ05YGOFGgazn11FNlt9v11ltvRXoqAAAAnkXjwm0AQMiFJTBdX18vSUpNTfW679ChQ52Pk5OTfT7HQQcdJEnasWOHX3MDAAAIG29Zpv5kCIdiZXl6uuft4cxGLiry/5ifg5wIA3++K+2z8jMyjO9rRobx/Oe+5ZaU/iovqJTVNFYZjWaZW6WMRrOsprEqL6iUJaV/aN8PECcOOOAASdKmTZsiPBMAAAAvonXhNgAgpMLSrG3Xrl0ymUzab7/9vO6blJTkfNytWzefz9G7d29JUktLi/8TBAAACAd/skw9cawsb38R71hZXlbmDPb5LSfHGMOdcGYjewviS1JysrRjhxEEzc01gtKBvG/4z9/viiMrPz/f7SGWlP7KLyiX+z0AeONoo5WQEJY16AAAAIHzZeG2h+sHAEBsCktgGgAAADKyTKuq3G/3NSPZl5XlgVzA5+UZgW1XY4c7G9mX9ix1dQSiIyWavitAjPLUhmrr1q0+t6lqa2vT5s2b9eyzz+rJJ5+UyWTSIYccEqxpAgAAhEawFm4DAGIKgWkAAIBwCVZGcqhWljtKLhcXG2PU1kYuG9lbEH/IEILSkRRN3xUgRg0dOlQmk2mf1+12u26++WbdfPPNfo9pt9tlMpl03XXXBWOKAAAAoROshdsAgJhCYBoAACBcgpVlGsqV5T6UXA4Lb0H8K68M21TgRrR8V4AYZrfb/Xrdm+7duys/P185OTmdmBXaa21t1QcffKBPPvlEP/74o8xmswYNGqQTTjhBw4YNi/T0AACIXdHUSgoAEDYEpgEAAMIlWFmmXWFluS9BfJvNKGteWmoE69PTjZsbeXlk7AKIeoUubsTOnj1bJpNJ48eP14gRI3weq1evXkpNTdVpp52mgw46KIiz7Lxx48aprKzM+Xzt2rU68sgjgzL2tGnT9OCDD/p93Jw5czRz5kyv+y1cuFBWq1Xr1693uX3UqFG6//77ddxxx/k9BwAAujzaAwFAlxTWwHR5ebl27NgRkv0r3PVZBAAAiCbByDLtCivLvQXxJSk7u+NNjKoq4+9SVmYcS3AaQBRzF5iWpAkTJmjixInhnlLQvfDCCx2C0sHW0tISknHb2tp03XXXaeHChc7XzGazDjzwQO3Zs0fbtm2TJL3zzjsaNWqUnnnmGY0fPz4kcwEAIG7RHggAuqSwBqaffPJJPfnkk173c/TZ8nV/AACALqWrrCz3FMS3Wl2/f8l4vbiYEtMAEEE7d+7UTTfdJElKTExUa2tr0M/R3NzsfDxnzhz169fPp+OOP/54j9unTp3qDEpnZGTo3nvv1bhx49S7d29J0saNG/Xoo4/qnnvuUVNTk84//3y9/PLLOuOMMwJ8JwAAdFG0BwKALidsgelAe2QBAABgL5FaWR5NpbNLSz1vLynh5gYARNBdd92ldevWKTU1VSeeeKKWL18e9HO0D0xfcMEFGjp0aKfHLC8v1yOPPCJJyszMVEVFxT4B74EDB+qOO+7Qcccdp3PPPVctLS265ppr9Pnnn8tCdhcAANEnmq5lAaCLC0tguqSkJBynAQAA6DrCvbLcZnNfOruwUBo61AiMh+vCvqbG8/ba2tDPAQCCzHHtPHLkyAjPpHO++eYbFRUVSTIymV977bWQnKd9YDpYpk2bJsko3f3vf//bYxb2Oeeco8LCQhUWFmrdunWaO3euyxLtAAAggjxdy9IGCgDCLiyB6UmTJoXjNAAAAHAlGKvDi4rcl86WpOrq8F7Yp6cbNxPcSUsL7fkBIATi5dr5hhtu0J49ezR69GhdcsklMROYXr16tb788ktJ0qWXXqojjzzS6zF5eXlasGCBtm7dqkWLFik/P18JCQlBnRcAAOgET9eytIECgLDjagkAACCeOVaHFxYagdzW1l9Wh2dnG9t94a10toPjwj7UcnI8b8/NDf0cAAD7eOaZZ/TGG28oMTFR8+fPD+m5gh2Y/uc//+l8PHXqVJ+OsVgsyvn5/5Nqa2u1cuXKoM4JAAB0ki9toAAAYUNgGgAAIJ75sjrcF95KZ7cXjgv7vDwpK8v1tqwso9c2AMSRnTt36p///KemTJmi8ePH65xzztHNN9+sN998M9JTc9qxY4fy8vIkSddcc41GjBgR0vMFOzC9atUqSdKBBx6o4447zufjxo0b53y8evXqoM4JAAB0Em2gACCqxHVg+tlnn1VmZqaGDRsW6akAAABERrBWh6en+37OYF7Y22yS1SplZkpms/HbajW2lZcbjzMyjG0ZGcZzeoQBiAHNzc3673//q2effVbPPfecPv/8c7f7PvHEE0pLS1NOTo4ee+wxvfzyy3rllVdUXFysM888U0ceeaQqPLVbCJPZs2errq5O+++/v+66666Qn6+lpSVoYzU0NOibb76RJGVlZflVjvuEE05w7h8NnwMAAGjH27UsbaAAIKziOjC9Y8cOVVdXq7q6OtJTAQAAiIxgrQ73Vjq7vWBd2HsrQy4ZvcAqK6XmZuN3fj5BaQBRrbW1VYWFhRo4cKBGjhypP/7xj7rwwgv161//WkcccYReffXVDvvff//9mjx5shoaGmS3213+fPHFFxozZozKysoi9K6kL774QvPmzZMk3XXXXdp///1Dfs5gZkx//fXXstvtkqRDDz3Ur2N79uypwYMHS5K++uqroM0JAAAEQSy1gXK3MNvXFlwAEAPMkZ4AAAAAQig93QjmuuNLENlmk/bskXr0kJqavO8frAt7X8qQ5+cH51wAEAYtLS363e9+pxUrVjiDoO19+eWXOuecc/TII4/oqquu0hdffKFbb71VkmS323XKKadowoQJyszMlMlk0jfffKPFixfr448/VnNzsy644AJ9/PHHOuSQQ8L91jR16lQ1NzdrxIgRuuaaa8JyzvaB6Xnz5umzzz7Tl19+qa1bt6p3794aNGiQsrOzdfnll+v444/3ONb69eudj9MCWGCVlpammpoabdiwQXa7XSaTyafj6urqPG7fuHGj33MBAADt5OVJZWWury2jqQ2UY2F2+3k6FmaXlVEZDEDcIDANAAAQz3JyjAtZd7wFkV1dHHsSzAt7X8qQE5gGEEP+/Oc/q7y83Bm07Nevn0466ST16NFDX331ldauXau2tjbdcMMNGj16tB588EG1tLSoe/fueuKJJ3TRRRd1GO/ss8/WjTfeqFmzZumvf/2rmpqadMMNN+j1118P6/t66qmn9NZbb0mSFixYoMTExLCct31g+oEHHuiwrampSfX19fr88881f/58XXTRRXr00Ue13377uRxr8+bNzscpKSl+z8VxzJ49e7Rt2zb169fPp+MCCYIDAAA/WCxGULe42LiGrK01Fmjn5hrXrtES7GVhNoAugsA0AABAPOvs6nBPF8eSlJIiNTaG5sI+WGXIASAK1NXVacGCBTKZTDKZTLrrrrt0yy23dAjirlmzRpdddplqa2tVXFysFStWyGQy6c4779wnKO1gMpl09913q6qqSsuWLVN5ebnWrFmjkSNHhuV9bd++XTNnzpQkXXrppRo1alRYziv9EphOTk7WySefrN/85jfq37+/mpqaVFlZqbKyMn377beSpKefflpr167VypUr1b9//33GsrUrkWkJ4P/H2h9js9l8DkwDAIAwsFiMoG40B3ZZmA2giyAwDQAAEM86uzrc28VxcrL044/Bmm1HwShDDgBR4l//+pf27Nkjk8kkq9WqP//5z/vsM3LkSJWXl+uYY47Rc889p/r6eu2333668cYbvY5/77336plnnpHdbtfy5cvDFpguKCjQpk2bZLFYdN9994XlnA5HH320brvtNo0fP149evTYZ/v999+vZ555RlOmTFFDQ4O++OILXXLJJXrjjTeUkJDQYd9du3Y5H3fv3t3vubQ/pv1Y3tR6WWS1ceNG/fa3v/V7PgAAIMawMBtAF5HgfRcAAADENMfq8MpKqbnZ+J2f71tms7eL45oayWqVMjMls9n4bbUaJcBdsdl83z8nx/O5g9XLGgDCYMWKFZKkgQMHOvtGuzJs2DBNmzZN27Ztk91u15lnnulToDQtLU0jR46U3W5Xha/tFzrpk08+0YMPPihJmjVrllJTU8NyXofHH39cF154ocugtGRkk1900UVas2aN+vbtK8n4HJ5++ul99jWbf1m339ra6vdc2h/TfixvBg8e7PFn4MCBfs8FAADEoPR0z9tZmA0gThCYBgAAgHveLo7NZqOHdVWV1Npq/C4sNPpS7x1sdvSr9nX/vDyj3LgrwexlDQBh8OWXX8pkMmn8+PFeezCPHz/e+fioo47y+RyOzNoqT9UmgsRut2vq1KlqbW3VwQcfrBlR/N/kww8/XPPmzXM+nzt37j779OrVy/m4qanJ73O0P6Z3795+Hw8AALo4FmYD6CIITAMAAMA9bxfH7m7eV1QY5cPb89Sv2rF/+4zq/faTNm2STj1VGjrUCIJnZBjby8uD18saAMJgy5YtkqSDDz7Y676ZmZnOxwcccIDP5xgyZIgkqaGhwb/JBaC0tFRr1qyRJD3wwAMBlb8OpyuuuELpPy+2+uijj7Rx48YO21NSUpyPA/n7tT8mOTk5kCkCAICujIXZALoIAtMAAABwz9PFsZvSqU4lJR2fe+tX/fjj+2ZUr1snrVwpHXSQ1NDgXxlyAIgitp+rQuy///5e9z3wwAOdj9tn8nrTp08fSdKePXv8nJ1/GhoanOXIzz77bI0bNy6k5wuGxMREnXPOOc7n//vf/zpsHzRokPPxtm3b/B7fcUxKSgoZ0wAAwH8Wi7EA22o1FmSzMBtAnCIwDQAAAPc8XRy3tHg+tra243Nf+lV7y6gGgBhlt9slSQkJobsMN5lMIRu7vYULF+qHH35Q9+7d9cADD4TlnMEwfPhw52NHBrtDervWFd9++63fY3///feSfslaBwAA8JvFYizErqyUmptZmA0gLhGYBgAAiAbtS1ibzcZvq3XfvsuR4O7i2Fv/6bS0js+97e8tWLN3BjYAICJ27twpycjMPuSQQ2QymTz+PPHEE85jjzrqqA7bqqurwzbvnj17Oh+bzeYO24YPH66kpCRJ0meffebXuLW1tWpsbJQkHXvssZ2cJQAAAADELwLTAAAAkWaz7VvCuqrKeJ6dHR3BaVe89Z/OzfVv/9ZWz9v3zsAGAMAPte3+f2TAgAEdtiUkJOj444+XZPSg9qec92uvveZ8nOWu/QUAAAAQzUkJQJiYve8CAACAkCoq8l7COj/fuFApKjJ6NdfUGBnIOTlGH+hIlPbKy5PKylzPPStLmjHDv/03bTJ6SruzdwY2ACAijj32WF155ZU+779q1SpneezzzjtPKSkpzm2OLOVAOMqj+1rC3BFANpvNziB0e+ecc45WrFihtrY2Pf/887rqqqt8Gvdf//qXJCO4ffbZZ/t0DAAAALoYR1JC+3sijqSEsjJ6iaPLIDANAAAQaaWlnreXlBhB3mi7gHH0ny4uNuZYW2sEj3NzjfnuPR9v+xcVGe/Hnb0zsAEgBq1fv15ffPFFSPZfv359oNPyy/jx4zV+/Hif98/JyXEGpmfPnq0jjzyyU+ffs2ePlixZorlz5yovL0+5Pvz/Q3l5uf73v/9Jkk455ZQOwXGHyy+/XLfeequam5t17733Kjc3V4mJiR7H/fDDD/X6669Lks444wwNHjw4gHcEAACAuOdrUgIQ5whMAwAARFpNjefttbXRewHj6D/tz7l/znDb57e/GdgAEINmzZqlWbNmed3PkQXs6/5dyZ133qm77rpLknTrrbfq5JNPVmZmptv9N27c2CF4ne/m/7MOPPBATZ48WY8++qi+++47FRYWOs/jis1m09VXX+18fsstt/j7VgAAANBV+JKUEI3V8oAgo8c0AABApKWne96elubbBUy089ZLWzIyqq1WKSPD6LeUkWE8p6QVgDhgt9tD/hPrlixZooEDB2rgwIFasmSJy31mzJihtJ/bO/zwww8aPXq03n33XZf7rlq1SieccIKzv/TVV1+tMWPGuD3/vffeq4EDB0qS7r77bs2bN8/lfj/99JMuuOACffzxx5KMrPBTTz3Vp/cIAACAOOBvv2hfkhK83TehFzXiABnTQWC323X77bfrb3/7myQpLy9Pc+fODfp5pk2bpgcffNDv4+bMmaOZM2cGfT4AACBIcnK8l7CePdvzGD/fcI9qvmZ9+5uBDQAxYNKkSZGeQtTbtWuXJk+erKamJknS5MmTNWHCBPXq1avDfikpKfr3v/+t0047TT/++KM2bNigkSNHKjs7WyNHjtSgQYO0ZcsWvfHGG1q9erXzuHPPPVcPPfSQxznst99+ev7553XWWWepoaFBN910kxYtWqTx48crPT1dzc3NWrt2rZ555hnV19dLkkaNGuU2gA0AAIA4FEi/6PR0Yx930tKit1oeEEQEpjvJZrPp8ssv1wsvvBDyc7W0tIT8HAAAIAJ8KWFdUuL9Aiba+Vq2CgDiUEksVLaIMH8yvo855hhVVFQoJydHa9askWT0kS4vL99n3759++r222/XLbfc4iyR7klWVpZWrlypP/zhD1q3bp3Wrl2rtWvXutx3/PjxWrp0qXr37u3z3AEAABDjAgkg+5KU4O2agfsmiANxHZg++OCDQ7oqvba2VuPHj3eW7gq15uZm5+M5c+aoX79+Ph13/PHHh2pKAAAgGCwWYzVtcbFxkVFbawSac3ONoLTF4tsFTDgF0vPIl7JVAIAuq3fv3lq0aJGz4ldRUdE+2dLtHXzwwXrnnXf0xhtvaMmSJXrvvfdUU1OjtrY29evXT0cccYTOOussTZo0Sfvvv79fcxkxYoS++OILPfHEE3r++ef16aef6scff5TZbNagQYN0wgknaOLEiTrjjDM69Z4BAAAQgwJZeO9LUkI8VMsDvDDZ46EJVQS8//77Ovfcc7Vp0yZJUmpqqtavXy8pdKW8J02apMWLF0uSqqqqNHTo0KCfw191dXXO3l61tbUaPHhwhGcEAECcclUmyiErK7w9mAOdS2am56zvjAypsjJ48wQQ17gWQVfA9xwAACAKmc1G/2dP29slGjrZbJ6TErhvgigTiuuRhE6P0AUtXbpUJ598sjMoff7552vRokUhP2+zq/+QAQCArsGRVW21GhciZrPx22oNb1Ba8q1klSs5OZ7HDXfWNwB0AWvWrNHkyZN15ZVXRnoqAAAAQHxIT/e83V27NYvFyKSurDQC15WVxnPHPR3um6ALIDDtpzvvvFOXXnqpdu/eLUmaOnWqnnnmGfXo0SPk5yYwDQBAF+ftAiZcfClZ5UpenpFR7YqjbBUAIKi+++47lZaWqtTbf7sBAAAA+CZUAWTum6ALCEuP6cmTJ4fjNJIkk8kU0uzl9n2d77nnHv35z38O2bn2RmAaAABEhUB7RfvSS7uLsdVvUdH8i1XauFo1lhal28zKSRqtvOnLZEnpH+npAQAAAACAvfnSLzoQ3DdBFxCWwHRpaalMJlM4TiVJIQ1MX3fddfrqq6907LHHatKkSSE7jysEpgEAQFRIT/fc88hdySrpl6zv/PzgzyvG2Oq3KNuaqYpkm5RkvFaV1KJCrVSZNVPlBZUEpwEAAAAAiDahDCBz3wRxLqylvO12e8h/wmHevHlhD0pLUktLS9jPCQAAsI9Q9jyy2Yy+2ZmZRh/tzEzjuc0W+JhRqmj+xUZQ2oWKZJuKF1wS5hkBAAAAAACfREu7NSDGhCVj2sFkMql79+66+OKLlZubqwMOOCCcp495ZEwDAICoEKqSVTablJ3dcdyqKqmw0DhfeXlcXeCVNq52Zkq7UrJ9lVgfDQAAAAAAgHgRlsD0sGHD9P3330uS9uzZo8WLF+vpp5/WRRddpClTpijLXTN3dNA+MD1v3jx99tln+vLLL7V161b17t1bgwYNUnZ2ti6//HIdf/zxQTlnXV2dx+0bN24MynkAAEAMCVXJqqIi18FuyXi9uDiuSlnVWDxXw6ntTbUcAAAAAAAAxI+wlPL+9ttv9frrr2vChAlKTEyU3W7X7t27tXjxYp100kn6zW9+o0WLFmnXrl3hmE7Mah+YfuCBB/Tmm29q/fr1ampqUn19vT7//HPNnz9fv/3tb3XxxRfrp59+6vQ509LSPP789re/7fQ5AABADApFyarSUs/bS0oCHzsKpds8rxFN2xnW4kYAAAAAEHu6UDsoAIgHYesxfdppp+nZZ5/VunXrdMcdd2jw4MHOvtAff/yxrrnmGg0aNEg33XSTvvrqq3BNK6Y4AtPJyck699xzZbVa9cgjj2jevHm68cYbNXz4cOe+Tz/9tE466SRt2bIlUtMFAADwT02N5+21teGZR5jkJI32uD2375gwzQQAAAAAYpCjHVRhodEGqrX1l3ZQ2dkEpwEgCoUtMO0wcOBAFRQUqLq6Ws8//7zOOussSZLdbtdPP/2kBQsW6IgjjtDYsWO1fPlytba2hnuKUevoo4/WM888o02bNumFF15Qfn6+rr32Wk2fPl0PPPCAvv76ay1btkzJycmSpC+++EKXXHKJ2traAj5nbW2tx5/3338/SO8OAAD4LF5XhKene96elhaeeYRJ3vRlympwnWGe1WDRjGlLwzwjAAAAAIghvrSDClS8XncDQISFPTDtPHFCgs4991yVlZXp+++/1y233KIDDzzQmUX99ttv66KLLlJaWpoKCwu1fv36SE01ajz++OO68MIL1aNHD5fbTSaTLrroIq1Zs0Z9+/aVJK1YsUJPP/10wOccPHiwx5+BAwcGPDYAAAhAPK8Iz8nxvD03NyzTCBdLSn+VF1TKahqrjEazzK1SRqNZVtNYlRdUypLSP9JT3Bc3ZwAAAABEi1C1g4rn624AiLCIBabbGzp0qP72t7+prq5OTz31lMaMGeMMUG/atEl33XWXMjIydN555+nNN9+M9HSj3uGHH6558+Y5n8+dOzeCswEAAEEVyhXhkZaXJ2Vlud6WlSXNmBHe+YSBJaW/8gvKVTm3Wc1WuyrnNiu/oDx6g9LcnAEAAAAQLULVDiqer7sBIMKiIjDt0K1bN11yySV666239Pnnn+uGG27QfvvtJ7vdrpaWFv373//WmWeeqeHDh6u4uFj19fWRnnLUuuKKK5T+cznMjz76SBs3bozwjAAAQFCEakV4NLBYpPJyIwM3I8PIyM3IMJ6XlxvbETncnAEAAAAQTULVDiqer7sBIMKiKjDd3q9+9SvNnz9fGzZs0GOPPabjjjvOmUVdWVmpm2++WampqcrNzaXPsQuJiYk655xznM//97//RXA2AAAgaEK1IjxaWCxSfr5UWSk1Nxu/8/MJSoeDtzLd3JwBAAAAEE1C1Q4q3q+7ASCCojYw7dCrVy9deeWVev/99/Xhhx9q8uTJ6tWrl+x2u3bv3q3FixfrxBNP1G9+8xs9/vjj2rVrV6SnHDWGDx/ufLxly5YIzgQAAARNqFaEo2vzpUw3N2cAAAAARJNQtYPiuhsAQibqA9PtHXvssfrHP/6hDRs2aP78+frVr37lzKL++OOPdfXVVys1NTXS04waPXv2dD42m80RnAkAAAiaUK0IR9fmS5lubs4AAAAAiCahagfFdTcAhExMBaYdtm/frs2bN6u+vl4mk0kmk8kZoLZQ5tGptl3WyoABAyI4EwAAEDShWhGOrs2XMt3cnAEAAAAQbULRDorrbgAImZgKTL/66qv6wx/+oIyMDN1zzz3avHmzMyA9duxYLV++XNXV1ZGeZsg43quvXnvtNUlGtvTxxx8fqmkBAIBwCtWKcHRtvpTp5uYMAAAAgK4g2NfdNptxbGamMVZmpvHcZgvN/AEgikV9feetW7dq0aJFWrhwoTPo7AjOJicna9KkSbruuut0yCGHRHCWobVnzx4tWbJEc+fOVV5ennJ9yEYpLy/X//73P0nSKaecopSUlFBPEwAAhItjRXh+fqRngniRnm70lHYnLe2XmzPFxUYGdW2t8XpurhGUZlEEAAAAgHgRrOtum03Kzu7YOqmqSioslMrKWGAOoMuJ2ozp1atX69JLL1VaWppuv/12VVdXOzOGjz32WD322GNav3697r///rgOSkvSnXfeqdzcXH3++ee69dZbVVlZ6XH/jRs3dghe53PTGgAAuMPKbUi+l+kORZk8ACHVp08fpaena8iQIZGeCgAAQNdTVNQxKN1eRYWx8BcAupCoCkxv375dDz74oI488kidcsopevrpp9XU1CS73a4ePXpo4sSJ+u9//6sPP/xQV155pXr16hXpKXfakiVLNHDgQA0cOFBLlixxuc+MGTOUlpYmSfrhhx80evRovfvuuy73XbVqlU444QRnf+mrr75aY8aMCc3kAQBAbHOs3C4sNFZst7b+snI7O5vgdFdCmW4g5CZPnqzJkye7vZYLlfPPP1/V1dVeFzgDAAAgBEpLPW8vKQnLNAAgWkRFKe+PPvpIDz/8sJYtW6adO3dK+qVc97Bhw3Tttddq8uTJ2n///SM5zaDbtWuXJk+erKamJknGjYoJEybsE3BPSUnRv//9b5122mn68ccftWHDBo0cOVLZ2dkaOXKkBg0apC1btuiNN97Q6tWrncede+65euihh8L6ngAAQAzxZeU2lVe6Bsp0AyFXWloqk8mkU045RSeddFKkpwMAAIBwqKnxvP3nBDMA6CoiFpjevXu3li5dqocfftjZC9kRjE5ISNA555yj66+/XmeeeWakphhyjvfri2OOOUYVFRXKycnRmjVrJBl9pMvLy/fZt2/fvrr99tt1yy23yGQyBW2+AADATzabEfwtLTUuRtPTjZLJeXnREejzZeU2gemug97lAAAAALq6YF/Hp6cblcnc+blSKgB0FWEPTH/11Vd65JFHtHjxYv3000+SfgnQ9u/fX1deeaWmTJniLF0dz3r37q1FixZp5syZkqSioiKP5ckPPvhgvfPOO3rjjTe0ZMkSvffee6qpqVFbW5v69eunI444QmeddZYmTZoUd9nlAADEHEeZ7PYZyY4y2WVlRnZqpIPTrNwGAAAAAMAQiuv4nBzjeHdycwOaKgDEqrAEpltaWvTcc8/p4Ycf1qpVqyR1zBYeNWqUrr/+ep1//vnq1q1bOKYUdKeccopfGdAOl112mS677DK/jjn99NN1+umn+30uAAAQRrFQJpuV2wAAAAAAGEJxHZ+XZwS1XY2blWW0TgKALiQhHCdJS0vTJZdcolWrVslut8tutyspKUnXXXedPv30U61atUoXX3xxzAalAQAA9uFLmexIy8nxvJ2V2wAAAACAriIU1/EWi5FpbbVKGRmS2Wz8tlqjo5IaAIRZWDKmN2/eLJPJJLvdrsTERJ155pm64oorlJSUpJqaGtV4KyPpp7PPPjuo4wEAAPgtFspks3I7fkV7f3MAAAAAiDahuo63WIxM60hXTQOAKBDWHtMmk0ltbW165ZVX9Morr4TsHC0tLSEZGwAAwGe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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 480, + "width": 979 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "bt_df = min_df_lim[min_df_lim['Mineral'] == 'Biotite'].rename(columns={c: c+'_Bt' for c in min_df_lim.columns if c not in constants })\n", + "bt_comp = mm.calculate_biotite_components(bt_df, '_Bt')\n", + "bt_comp_filt = bt_comp.loc[((bt_comp.Bt_Cation_Sum.between(6.5, 7.5)) & (bt_comp.Mg_Fe_M_Bt.between(1.5, 2.5)) & (bt_comp.Si_Al_T_Bt.between(3.4, 4.2)) )]\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(bt_comp['Bt_Cation_Sum'], bt_comp['Mg_Fe_M_Bt'], s = 5, color = 'r')\n", + "ax[0].scatter(bt_comp_filt['Bt_Cation_Sum'], bt_comp_filt['Mg_Fe_M_Bt'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('Bt_Cation_Sum')\n", + "ax[0].set_ylabel('Mg_Fe_M_Bt')\n", + "ax[1].scatter(bt_comp['Bt_Cation_Sum'], bt_comp['Si_Al_T_Bt'], s = 5, color = 'r')\n", + "ax[1].scatter(bt_comp_filt['Bt_Cation_Sum'], bt_comp_filt['Si_Al_T_Bt'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Bt_Cation_Sum')\n", + "ax[1].set_ylabel('Si_Al_T_Bt')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 481, + "width": 974 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "qz_df = min_df_lim[min_df_lim['Mineral'] == 'Quartz'].rename(columns={c: c+'_Qz' for c in min_df_lim.columns if c not in constants })\n", + "qz_comp = mm.calculate_quartz_components(qz_df, '_Qz')\n", + "qz_comp_filt = qz_comp.copy()\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "ax[0].hist(qz_comp['Qz_Cation_Sum'], bins = 10)\n", + "ax[0].set_xlabel('Qz_Cation_Sum')\n", + "ax[1].hist(qz_comp['Si_Qz_cat_frac'], bins = 10)\n", + "ax[1].set_xlabel('Si_Qz_cat_frac')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 481, + "width": 979 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "gt_df = min_df_lim[min_df_lim['Mineral'] == 'Garnet'].rename(columns={c: c+'_Gt' for c in min_df_lim.columns if c not in constants })\n", + "gt_comp = mm.calculate_garnet_components(gt_df, '_Gt')\n", + "gt_comp_filt = gt_comp.loc[((gt_comp.Gt_Cation_Sum.between(7.96, 8.04)) & (gt_comp.Mg_MgFeCa_Gt.between(0.05, 0.775)) & (gt_comp.Fe_MgFeCa_Gt.between(0.1, 0.7)))]\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(gt_comp['Gt_Cation_Sum'], gt_comp['Mg_MgFeCa_Gt'], s = 5, color = 'r')\n", + "ax[0].scatter(gt_comp_filt['Gt_Cation_Sum'], gt_comp_filt['Mg_MgFeCa_Gt'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('Gt_Cation_Sum')\n", + "ax[0].set_ylabel('Mg_MgFeCa_Gt')\n", + "ax[1].scatter(gt_comp['Gt_Cation_Sum'], gt_comp['Fe_MgFeCa_Gt'], s = 5, color = 'r')\n", + "ax[1].scatter(gt_comp_filt['Gt_Cation_Sum'], gt_comp_filt['Fe_MgFeCa_Gt'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Gt_Cation_Sum')\n", + "ax[1].set_ylabel('Fe_MgFeCa_Gt')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 480, + "width": 979 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "ksp_df = min_df_lim[min_df_lim['Mineral'] == 'KFeldspar'].rename(columns={c: c+'_Kspar' for c in min_df_lim.columns if c not in constants })\n", + "ksp_comp = mm.calculate_kspar_components(ksp_df, '_Kspar')\n", + "\n", + "ksp_comp_filt = ksp_comp.loc[((ksp_comp.Kspar_Cation_Sum.between(4.9, 5.1)) & (ksp_comp.SiO2_Kspar.between(40, 80)) & (ksp_comp.K2O_Kspar.between(5, 17)) )]\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(ksp_comp['SiO2_Kspar'], ksp_comp['K2O_Kspar'], s = 5, color = 'r')\n", + "ax[0].scatter(ksp_comp_filt['SiO2_Kspar'], ksp_comp_filt['K2O_Kspar'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('SiO2')\n", + "ax[0].set_ylabel('K2O')\n", + "ax[1].scatter(ksp_comp['Kspar_Cation_Sum'], ksp_comp['Na_Ca_M_Kspar'], s = 5, color = 'r')\n", + "ax[1].scatter(ksp_comp_filt['Kspar_Cation_Sum'], ksp_comp_filt['Na_Ca_M_Kspar'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Kspar_Cation_Sum')\n", + "ax[1].set_ylabel('Na_Ca_M_Kspar')\n", + "ax[1].set_xlim([4, 6])\n", + "ax[1].set_ylim([0, 1.5])\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 481, + "width": 1478 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "ms_df = min_df_lim[min_df_lim['Mineral'] == 'Muscovite'].rename(columns={c: c+'_Ms' for c in min_df_lim.columns if c not in constants })\n", + "ms_comp = mm.calculate_muscovite_components(ms_df, '_Ms')\n", + "\n", + "ms_comp_filt = ms_comp.loc[((ms_comp.Ms_Cation_Sum.between(6.25, 6.50)) & (ms_comp.K_Na_M_Ms.between(0.6, 1.0)) & (ms_comp.Mg_Fe_Al_O_Ms.between(2.4, 2.78)) & (ms_comp.Si_Al_T_Ms.between(5.00, 5.45)))]\n", + "\n", + "fig, ax = plt.subplots(1, 3, figsize = (15, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(ms_comp['Ms_Cation_Sum'], ms_comp['Mg_Fe_Al_O_Ms'], s = 5, color = 'r')\n", + "ax[0].scatter(ms_comp_filt['Ms_Cation_Sum'], ms_comp_filt['Mg_Fe_Al_O_Ms'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('Ms_Cation_Sum')\n", + "ax[0].set_ylabel('Mg_Fe_Al_O_Ms')\n", + "ax[1].scatter(ms_comp['Ms_Cation_Sum'], ms_comp['K_Na_M_Ms'], s = 5, color = 'r')\n", + "ax[1].scatter(ms_comp_filt['Ms_Cation_Sum'], ms_comp_filt['K_Na_M_Ms'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Ms_Cation_Sum')\n", + "ax[1].set_ylabel('K_Na_M_Ms')\n", + "ax[2].scatter(ms_comp['Ms_Cation_Sum'], ms_comp['Si_Al_T_Ms'], s = 5, color = 'r')\n", + "ax[2].scatter(ms_comp_filt['Ms_Cation_Sum'], ms_comp_filt['Si_Al_T_Ms'], s = 5, color = 'g')\n", + "ax[2].set_xlabel('Ms_Cation_Sum')\n", + "ax[2].set_ylabel('Si_Al_T_Ms')\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 480, + "width": 975 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "rt_df = min_df_lim[min_df_lim['Mineral'] == 'Rutile'].rename(columns={c: c+'_Rt' for c in min_df_lim.columns if c not in constants })\n", + "rt_comp = mm.calculate_rutile_components(rt_df, '_Rt')\n", + "rt_comp_filt = rt_comp.loc[((rt_comp.Ti_Zr_Rt.between(0.99, 1.0)))]\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "ax[0].hist(rt_comp['Rt_Cation_Sum'], bins = 10)\n", + "ax[0].set_xlabel('Rt_Cation_Sum')\n", + "ax[1].hist(rt_comp['Ti_Zr_Rt'], bins = 10)\n", + "ax[1].set_xlabel('Ti_Zr_Rt')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 480, + "width": 979 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "zr_df = min_df_lim[min_df_lim['Mineral'] == 'Zircon'].rename(columns={c: c+'_Zr' for c in min_df_lim.columns if c not in constants })\n", + "zr_comp = mm.calculate_zircon_components(zr_df, '_Zr')\n", + "zr_comp_filt = zr_comp.loc[((zr_comp.SiO2_Zr.between(30, 35)))]\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(zr_comp['SiO2_Zr'], zr_comp['P2O5_Zr'], s = 5, color = 'r')\n", + "ax[0].scatter(zr_comp_filt['SiO2_Zr'], zr_comp_filt['P2O5_Zr'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('SiO2_Zr')\n", + "ax[0].set_ylabel('P2O5_Zr')\n", + "\n", + "ax[1].scatter(zr_comp['Zr_Cation_Sum'], zr_comp['Si_Zr'], s = 5, color = 'r')\n", + "ax[1].scatter(zr_comp_filt['Zr_Cation_Sum'], zr_comp_filt['Si_Zr'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Zr_Cation_Sum')\n", + "ax[1].set_ylabel('Si_Zr')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 481, + "width": 979 + } + }, + "output_type": "display_data" + } + ], + "source": [ + "trm_df = min_df_lim[min_df_lim['Mineral'] == 'Tourmaline'].rename(columns={c: c+'_Trm' for c in min_df_lim.columns if c not in constants })\n", + "trm_comp = mm.calculate_tourmaline_components(trm_df, '_Trm')\n", + "trm_comp_filt = trm_comp.loc[((trm_comp.Trm_Cation_Sum.between(6.3, 6.6)) & (trm_comp.Mg_Fe_Al_Z_Trm.between(3.45, 3.75)))]\n", + "\n", + "fig, ax = plt.subplots(1, 2, figsize = (10, 5))\n", + "ax = ax.flatten()\n", + "ax[0].scatter(trm_comp['Na_Ca_K_X_Trm'], trm_comp['Mg_Fe_Mn_Al_Y_Trm'], s = 5, color = 'r')\n", + "ax[0].scatter(trm_comp_filt['Na_Ca_K_X_Trm'], trm_comp_filt['Mg_Fe_Mn_Al_Y_Trm'], s = 5, color = 'g')\n", + "ax[0].set_xlabel('Na_Ca_K_X_Trm')\n", + "ax[0].set_ylabel('Mg_Fe_Mn_Al_Y_Trm')\n", + "\n", + "ax[1].scatter(trm_comp['Trm_Cation_Sum'], trm_comp['Mg_Fe_Al_Z_Trm'], s = 5, color = 'r')\n", + "ax[1].scatter(trm_comp_filt['Trm_Cation_Sum'], trm_comp_filt['Mg_Fe_Al_Z_Trm'], s = 5, color = 'g')\n", + "ax[1].set_xlabel('Trm_Cation_Sum')\n", + "ax[1].set_ylabel('Mg_Fe_Al_Z_Trm')\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "oxideslab = ['Sample Name', 'SiO2', 'TiO2', 'Al2O3', 'FeOt', 'MnO', 'MgO', 'CaO', 'Na2O', 'K2O', 'P2O5', 'Cr2O3', 'NiO', 'Mineral']\n", + "\n", + "new_column_names = {'Sample Name': 'Sample Name', 'SiO2': 'SiO2', 'TiO2': 'TiO2', 'Al2O3': 'Al2O3', 'FeOt': 'FeOt', 'MnO': 'MnO', 'MgO': 'MgO', 'CaO': 'CaO', 'Na2O': 'Na2O', 'K2O': 'K2O', 'P2O5': 'P2O5', 'Cr2O3': 'Cr2O3', 'NiO': 'NiO'}\n", + "amp_comp_filt = amp_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "ap_comp_filt = ap_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "bt_comp_filt = bt_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "cpx_comp_filt = cpx_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "gt_comp_filt = gt_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "ksp_comp_filt = ksp_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "ms_comp_filt = ms_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "ol_comp_filt = ol_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "opx_comp_filt = opx_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "ox_comp_filt = ox_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "plag_comp_filt = plag_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "qz_comp_filt = qz_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "rt_comp_filt = rt_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "sp_comp_filt = sp_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "trm_comp_filt = trm_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))\n", + "zr_comp_filt = zr_comp_filt.rename(columns=lambda x: next((new_column_names[k] for k in new_column_names if k in x), x))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "min_comp_filt = pd.concat([amp_comp_filt[oxideslab], ap_comp_filt[oxideslab], bt_comp_filt[oxideslab], cpx_comp_filt[oxideslab], gt_comp_filt[oxideslab], ksp_comp_filt[oxideslab], ms_comp_filt[oxideslab], ol_comp_filt[oxideslab], opx_comp_filt[oxideslab], ox_comp_filt[oxideslab], plag_comp_filt[oxideslab], qz_comp_filt[oxideslab], rt_comp_filt[oxideslab], sp_comp_filt[oxideslab], trm_comp_filt[oxideslab], zr_comp_filt[oxideslab]], axis = 0)\n", + "\n", + "min_comp_filt.to_csv('../Training_Data/mindf_filt1.csv', index = False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Geoinformatics", + "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": "3.9.18" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "0e91381c0b7a2c44de84c4a9897039f757f22e48c5134c211a2030ac3c5236d3" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/mineralML_colab.ipynb b/mineralML_colab.ipynb new file mode 100644 index 0000000..48f1895 --- /dev/null +++ b/mineralML_colab.ipynb @@ -0,0 +1,257 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# %% \n", + "\n", + "\"\"\" Created on November 13, 2023 // @author: Sarah Shi \"\"\"\n", + "\n", + "import os\n", + "import numpy as np\n", + "import pandas as pd\n", + "from sklearn.metrics import classification_report\n", + "\n", + "!pip install torch torchaudio torchvision torchtext\n", + "!pip install -i https://test.pypi.org/simple/ mineralML==0.0.0.0\n", + "import mineralML as mm\n", + "\n", + "from google.colab import files\n", + "\n", + "%matplotlib inline\n", + "%config InlineBackend.figure_format = 'retina'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "We have loaded in the mineralML Python package with trained machine learning models for classifying minerals. Examples workflows working with these spectra can be found on the [ReadTheDocs](https://mineralML.readthedocs.io/en/latest/). \n", + "\n", + "The Google Colab implementation here aims to get your electron microprobe compositions classified and processes. We remove degrees of freedom to simplify the process. The igneous minerals considered for this study include: amphibole, apatite, biotite, clinopyroxene, garnet, ilmenite, K-feldspar, magnetite, muscovite, olivine, orthopyroxene, plagioclase, quartz, rutile, spinel, tourmaline, and zircon. \n", + "\n", + "The files necessary include a CSV file containing your electron microprobe analyses in oxide weight percentages. Find an example [here](https://github.com/sarahshi/mineralML/blob/main/Validation_Data/lepr_allphases_lim.csv). The necessary oxides are $SiO_2$, $TiO_2$, $Al_2O_3$, $FeO_t$, $MnO$, $MgO$, $CaO$, $Na_2O$, $K_2O$, $Cr_2O_3$. For the oxides not analyzed for specific minerals, the preprocessing will fill in the nan values as 0. \n", + "\n", + "We will apply both supervised and unsupervised machine learning models to the dataset. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# I. Supervised Machine Learning with Bayesian Neural Networks with Variational Inference\n", + "\n", + "# Load your CSV file here: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "data_directory = \"/content/YOUR_DATA/\"\n", + "\n", + "# Create the directory if it doesn't exist\n", + "if not os.path.exists(data_directory):\n", + " os.makedirs(data_directory)\n", + "\n", + "# Change the current working directory\n", + "os.chdir(data_directory)\n", + "\n", + "# Upload the files\n", + "uploaded_files = files.upload()\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Read in the CSV file and prepare for analysis (fill in nans, limit to trained igneous minerals): " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Read in your dataframe of mineral data, called DF.csv. \n", + "# Prepare the dataframe by removing rows with too many NaNs, filling some with zeros, and filtering to the minerals described by mineralML. \n", + "\n", + "df_load = mm.load_df('DF.csv')\n", + "df_nn, _ = mm.prep_df_nn(df_load)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Apply the Bayesian neural network with variational inference to your data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "df_pred_nn, probability_matrix = mm.predict_class_prob_nn(df_nn)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examine the classifications report for your microanalyses, plot performance: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Look at the predicted mineral dataframe. \n", + "\n", + "df_pred_nn\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Create a classification report to determine the accuracy, precision, f1, etc. \n", + "\n", + "bayes_valid_report = classification_report(\n", + " df_nn['Mineral'], df_pred_nn['Predict_Mineral'], zero_division=0\n", + ")\n", + "print(\"LEPR Validation Report:\\n\", bayes_valid_report)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "# Create and plot a confusion matrix \n", + "\n", + "cm = mm.confusion_matrix_df(df_nn['Mineral'], df_pred_nn['Predict_Mineral'])\n", + "print(\"LEPR Confusion Matrix:\\n\", cm)\n", + "cm[cm < len(df_pred_nn['Predict_Mineral'])*0.0005] = 0\n", + "mm.pp_matrix(cm, savefig = 'none') \n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Excellent, these classifications now provide the most likely minerals, along with associated probabilities. Let's turn to unsupervised learning, to visualize these minerals in latent space. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# I. Unsupervised Machine Learning with Autoencoders and Clustering (HDBSCAN)\n", + "\n", + "# Prepare the same CSV as above for analysis: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "df_ae, _ = mm.prep_df_ae(df_load)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Apply the Bayesian neural network with variational inference to your data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "df_pred_ae = mm.predict_class_prob_ae(df_ae)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Examine the output: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "df_pred_ae\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot your data in latent space: " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "mm.plot_latent_space(df_pred_ae)\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "science", + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}