{ "cells": [ { "cell_type": "markdown", "id": "31423902-9322-47d3-8cce-94b2e3c79a03", "metadata": {}, "source": [ "# Gaussian Mixture Models (GMM)\n", "\n", "Gaussian Mixture Models (GMMs) are probabilistic models that assume data points are composed by a mixture .of several\n", "Gaussian distributions with unknown parameters. GMMs allow the decomposition of a complex dataset into a set of\n", "simpler, underlying Gaussian components. \n", "\n", "This pyCO2stats module permits the synthetic sampling, computation of the PDF (probability density function) and the fit of GMMs." ] }, { "cell_type": "markdown", "id": "ecc755e5-2440-4200-a4a1-086acbb98dc4", "metadata": {}, "source": [ "## Generation of a set of synthetic populations\n", "\n", "Script to create a set of synthetic samples with **pyco2stats.GMM**." ] }, { "cell_type": "code", "execution_count": 22, "id": "86a8e3ab-2e59-4d99-a480-c5d6fc150ad7", "metadata": {}, "outputs": [], "source": [ "import pyco2stats as PyCO2\n", "import numpy as np\n", "\n", "# Case #1: synthetic sample, 2 components, n_samples = 100\n", "my_means_2c = np.array([0.7, 2])\n", "my_stds_2c = np.array([0.6, 0.4])\n", "my_weights_2c = np.array([0.4, 0.6])\n", "my_sample_1 = PyCO2.GMM.sample_from_gmm(n_samples=100, means=my_means_2c, \n", " stds=my_stds_2c, weights=my_weights_2c, random_state=42)\n", "\n", "# Case #2: the same of Case #1, but with n_samples = 1000\n", "my_sample_2 = PyCO2.GMM.sample_from_gmm(n_samples=1000, means=my_means_2c, \n", " stds=my_stds_2c, weights=my_weights_2c, random_state=42)\n", "\n", "# Case #3: synthetic sample 3 components, n_samples = 1000\n", "my_means_3c = np.array([0.7, 2, 2.5])\n", "my_stds_3c = np.array([0.6, 0.4, 0.2])\n", "my_weights_3c_a = np.array([0.2, 0.4, 0.4])\n", "my_sample_3 = PyCO2.GMM.sample_from_gmm(n_samples=1000, means=my_means_3c, \n", " stds=my_stds_3c, weights=my_weights_3c_a, random_state=42)\n", "\n", "# Case #4: the same of Case #3, but with different weigths\n", "my_weights_3c_b = np.array([0.1, 0.7, 0.2])\n", "my_sample_4 = PyCO2.GMM.sample_from_gmm(n_samples=1000, means=my_means_3c, \n", " stds=my_stds_3c, weights=my_weights_3c_b, random_state=42)\n" ] }, { "cell_type": "markdown", "id": "a8e5f420-e354-46f8-b5e7-4af6162c93e9", "metadata": {}, "source": [ "## Visualizing the populations\n", "Plot the resulting synthetic samples with the **pyco2stats.Visualize_Mpl** module." ] }, { "cell_type": "code", "execution_count": 23, "id": "50e364c1-326a-4cd7-bd63-7b7405a1c6d3", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "fig = plt.figure(figsize=(12, 8)) \n", "plt.rcParams['font.family'] = ['Times New Roman'] \n", "plt.rcParams['font.size'] = 12\n", "\n", "pdf_plot_kwargs = {'color': 'blue', 'linewidth': 1}\n", "component_plot_kwargs = {'linestyle': '--', 'linewidth': 1}\n", "hist_plot_kwargs = {'alpha': 0.4, 'color': 'gray', 'edgecolor': 'darkgrey'}\n", "\n", "x_values = np.linspace(min(my_sample_1) - 1, max(my_sample_1) + 1, 1000).reshape(-1, 1)\n", "\n", "ax1 = fig.add_subplot(2,2,1)\n", "PyCO2.Visualize_Mpl.plot_gmm_pdf(ax1, x_values, my_means_2c, my_stds_2c, my_weights_2c, data=my_sample_1,\n", " pdf_plot_kwargs=pdf_plot_kwargs,\n", " component_plot_kwargs=component_plot_kwargs,\n", " hist_plot_kwargs=hist_plot_kwargs)\n", "ax1.legend(title='Case #1')\n", "ax1.set_xlabel('y-values')\n", "ax1.set_ylabel('Probability Density')\n", "ax1.set_ylim(0,1)\n", "ax1.set_xlim(-1.2,3.5)\n", "\n", "ax2 = fig.add_subplot(2,2,2)\n", "PyCO2.Visualize_Mpl.plot_gmm_pdf(ax2, x_values,my_means_2c, my_stds_2c, my_weights_2c, data=my_sample_2,\n", " pdf_plot_kwargs=pdf_plot_kwargs,\n", " component_plot_kwargs=component_plot_kwargs,\n", " hist_plot_kwargs=hist_plot_kwargs)\n", "ax2.legend(title='Case #2')\n", "ax2.set_xlabel('y-values')\n", "ax2.set_ylabel('Probability Density')\n", "ax2.set_ylim(0,1)\n", "ax2.set_xlim(-1.2,3.5)\n", "\n", "ax3 = fig.add_subplot(2,2,3)\n", "PyCO2.Visualize_Mpl.plot_gmm_pdf(ax3, x_values, my_means_3c, my_stds_3c, my_weights_3c_a, data=my_sample_3,\n", " pdf_plot_kwargs=pdf_plot_kwargs,\n", " component_plot_kwargs=component_plot_kwargs,\n", " hist_plot_kwargs=hist_plot_kwargs)\n", "ax3.legend(title='Case #3')\n", "ax3.set_xlabel('y-values')\n", "ax3.set_ylabel('Probability Density')\n", "ax3.set_ylim(0,1)\n", "ax3.set_xlim(-1.2,3.5)\n", "\n", "ax4 = fig.add_subplot(2,2,4)\n", "PyCO2.Visualize_Mpl.plot_gmm_pdf(ax4, x_values, my_means_3c, my_stds_3c, my_weights_3c_b, data=my_sample_4,\n", " pdf_plot_kwargs=pdf_plot_kwargs,\n", " component_plot_kwargs=component_plot_kwargs,\n", " hist_plot_kwargs=hist_plot_kwargs)\n", "ax4.legend(title='Case #4')\n", "ax4.set_xlabel('y-values')\n", "ax4.set_ylabel('Probability Density')\n", "ax4.set_ylim(0,1)\n", "ax4.set_xlim(-1.2,3.5)\n", "\n", "plt.savefig(\"GMM_sampling.png\", dpi=300)\n" ] }, { "cell_type": "markdown", "id": "750c7fdc-4d8a-4986-9fc5-e1fc1e80d2f5", "metadata": {}, "source": [ "## GMMs fitting\n", "\n", "The fit methods available in the GMM module are the following:\n", " * **GMM.gaussian_mixture_em** : fits the GMM to the sample by using the Expectation-Maximization (EM) algorithm described in [Elío et al., 2016](https://doi.org/10.1016/j.ijggc.2016.02.012);\n", " * **GMM.gaussian_mixture_sklearn** : fits the GMM to the sample by using the EM algorithm implemented in [sklearn](https://scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html);\n", " * **GMM.constrained_gaussian_mixture** : fits the GMM using PyTorch with specified constraints on means and standard deviations.\n", "\n", "We will use the second synthetic sample (Case \\#2) generated in the previous steps, to give an example of the fit methods." ] }, { "cell_type": "code", "execution_count": 24, "id": "1b9907b6-f653-40fc-aa12-52e7d0ff5b2e", "metadata": {}, "outputs": [], "source": [ "import pyco2stats as PyCO2\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# my synthetic sample\n", "my_sample = my_sample_2\n", "\n", "# number of components\n", "n_comp = 2\n", "\n", "# Fit GMM using EM algorithm\n", "EM_mu, EM_std, EM_w, EM_ll = PyCO2.GMM.gaussian_mixture_em(my_sample, n_comp)\n", "\n", "# Fit GMM using EM algorithm implemented using scikit-learn (skEM))\n", "skEM_mu, skEM_std, skEM_w, skEM_ll = PyCO2.GMM.gaussian_mixture_sklearn(my_sample, n_comp)\n", "\n", "# Fit GMM using the constrained Gradient Descent (cGD) algorithm\n", "mean_bounds = [(-0.5, 1.5), (1, 3)]\n", "std_bounds = [(0.1, 2.5), (0.1, 2.5)]\n", "\n", "cGD_mu, cGD_std, cGD_w = PyCO2.GMM.constrained_gaussian_mixture(my_sample, mean_bounds, \n", " std_bounds, n_comp, verbose=False)\n", " " ] }, { "cell_type": "markdown", "id": "495723d3-31bd-41aa-a1d6-396751f6327e", "metadata": {}, "source": [ "## Visualizing the fitting\n", "\n", "Plot the resulting GMM fits with the **pyco2stats.Visualize_Mpl** module." ] }, { "cell_type": "code", "execution_count": 25, "id": "8cd5c414-c0fc-4318-affc-b9e8629b965c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 8)) # Increase figure size\n", "plt.rcParams['font.family'] = ['Times New Roman'] \n", "plt.rcParams['font.size'] = 12\n", "\n", "ax1 = fig.add_subplot(2,2,1)\n", "PyCO2.Visualize_Mpl.plot_gmm_pdf(ax1, x_values, my_means, my_stds, my_weights, data=my_sample,\n", " pdf_plot_kwargs=pdf_plot_kwargs,\n", " component_plot_kwargs=component_plot_kwargs,\n", " hist_plot_kwargs=hist_plot_kwargs)\n", "ax1.legend(title='Original Synthetic Sample')\n", "ax1.set_xlabel('y-values')\n", "ax1.set_ylabel('Probability Density')\n", "\n", "ax2 = fig.add_subplot(2,2,2)\n", "PyCO2.Visualize_Mpl.plot_gmm_pdf(ax2, x_values,EM_mu, EM_std, EM_w, data=my_sample,\n", " pdf_plot_kwargs=pdf_plot_kwargs,\n", " component_plot_kwargs=component_plot_kwargs,\n", " hist_plot_kwargs=hist_plot_kwargs)\n", "ax2.legend(title='gaussian_mixture_em()')\n", "ax2.set_xlabel('y-values')\n", "ax2.set_ylabel('Probability Density')\n", "\n", "ax3 = fig.add_subplot(2,2,3)\n", "PyCO2.Visualize_Mpl.plot_gmm_pdf(ax3, x_values, skEM_mu, skEM_std, skEM_w, data=my_sample,\n", " pdf_plot_kwargs=pdf_plot_kwargs,\n", " component_plot_kwargs=component_plot_kwargs,\n", " hist_plot_kwargs=hist_plot_kwargs)\n", "ax3.legend(title='gaussian_mixture_sklearn()')\n", "ax3.set_xlabel('y-values')\n", "ax3.set_ylabel('Probability Density')\n", "\n", "ax4 = fig.add_subplot(2,2,4)\n", "PyCO2.Visualize_Mpl.plot_gmm_pdf(ax4, x_values, cGD_mu, cGD_std, cGD_w, data=my_sample,\n", " pdf_plot_kwargs=pdf_plot_kwargs,\n", " component_plot_kwargs=component_plot_kwargs,\n", " hist_plot_kwargs=hist_plot_kwargs)\n", "ax4.legend(title='constrained_gaussian_mixture()')\n", "ax4.set_xlabel('y-values')\n", "ax4.set_ylabel('Probability Density')\n", "plt.savefig(\"GMM.png\", dpi=300)\n" ] }, { "cell_type": "markdown", "id": "e20bd36b-4696-4ede-ae59-eeed9b2764b8", "metadata": {}, "source": [ "## Sinclair-like visualization\n The Sinclair method [Sinclair, 1974] is a reliable graphical procedure for partitioning datasets of polymodal values into two or more log-normal sub-populations. The method is based on the evidence that, on a probability plot, a dataset composed of multiple (n) superimposed log-normal populations plots as a series of joined straight-line segments with different slopes. Changes in the slope of the curve, called inflection points, are typically n-1 and they indicate the relative proportions of the different populations.", "\n", "The Sinclair-like visualization of the fitted GMM is obtained by using the **pyco2stats.GMM.gaussian_mixture_sklearn** by means of the **pyco2stats.Visualize_Mpl** module." ] }, { "cell_type": "code", "execution_count": 26, "id": "1afe5c50-776f-4d61-a743-099bc71a736b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pyco2stats as PyCO2\n", "\n", "# 1) Enable constrained_layout and set up font‐fallback for missing glyphs\n", "plt.rcParams['font.family'] = ['Times New Roman', 'DejaVu Sans']\n", "plt.rcParams['axes.unicode_minus'] = False # use ASCII minus\n", "\n", "# 2) Global style tweaks\n", "plt.rcParams.update({\n", " 'font.size': 12,\n", " 'axes.linewidth': 1.0,\n", " 'axes.edgecolor': 'black',\n", " 'xtick.direction': 'in',\n", " 'ytick.direction': 'in',\n", " 'xtick.major.size': 6,\n", " 'ytick.major.size': 6,\n", " 'grid.color': 'gray',\n", " 'grid.linestyle': '--',\n", " 'grid.linewidth': 0.3,\n", " 'grid.alpha': 0.3,\n", "})\n", "\n", "# ── 3) Draw the figure ─────────────────────────────────────────────\n", "fig, ax = plt.subplots(figsize=(9, 6), constrained_layout=True)\n", "\n", "# 3a) Raw data as open circles\n", "PyCO2.Visualize_Mpl.pp_raw_data(\n", " my_sample,\n", " ax=ax,\n", " marker='o',\n", " s=40,\n", " c='none',\n", " edgecolor='#333333',\n", " linewidth=0.8,\n", " alpha=0.6,\n", " label='Raw Data'\n", ")\n", "\n", "# 3b) Combined mixture curve\n", "PyCO2.Visualize_Mpl.pp_combined_population(\n", " skEM_mu, skEM_std, skEM_w,\n", " ax=ax,\n", " linestyle='-',\n", " linewidth=1.5,\n", " color='#1f78b4',\n", " label='Combined Population'\n", ")\n", "\n", "# 3c) Individual component curves\n", "PyCO2.Visualize_Mpl.pp_single_populations(\n", " skEM_mu, skEM_std,\n", " ax=ax,\n", " linestyle='--',\n", " linewidth=1.5,\n", " color='#6baed6'\n", ")\n", "\n", "# 3d) Percentiles\n", "PyCO2.Visualize_Mpl.pp_add_percentiles(\n", " ax=ax,\n", " percentiles='full',\n", " linestyle=':',\n", " linewidth=0.8,\n", " color='gray',\n", " label_size=12,\n", " zorder=0\n", ")\n", "\n", "# ── 4) Axes limits, labels, grid & spines ──────────────────────────\n", "ax.set_xlim(-3.5, 3.5)\n", "ax.set_ylim(-2.0, 3.5)\n", "ax.set_xlabel(r'$\\sigma$-Value (z)', fontsize=14, labelpad=8)\n", "ax.set_ylabel('Value', fontsize=14, labelpad=8)\n", "\n", "ax.grid(axis='y')\n", "\n", "\n", "# draw ticks on both sides\n", "ax.yaxis.set_ticks_position('both')\n", "ax.tick_params(axis='y', which='both', labelright=False, right=True, left=True)\n", "\n", "# ── 5) Legend ─────────────────────────────────────────────────────\n", "leg = ax.legend(\n", " loc='upper left',\n", " frameon=True,\n", " framealpha=0.8,\n", " edgecolor='black',\n", " fontsize=12\n", ")\n", "leg.get_frame().set_linewidth(0.5)\n", "\n", "# ── 6) Save & show ─────────────────────────────────────────────────\n", "plt.savefig(\"Visualize_Sinclair_Mpl.png\", dpi=300, bbox_inches='tight')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "ec013b93-7d9b-48ad-a2ce-53d14b48d63e", "metadata": {}, "source": [ "## Q-Q plot visualization\n", "\n", "Resampling from the sklearn fit obtained by **pyco2stats.GMM.gaussian_mixture_sklearn** and q-q plot visualization by means of the **pyco2stats.Visualize_Mpl** module." ] }, { "cell_type": "code", "execution_count": 27, "id": "956a5df5-d24b-4284-815e-ee63b6dd6f9e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── 1) Resampling from the GMM made with scikit-learn ─────────────────────────────────────\n", "skEM_sample = PyCO2.GMM.sample_from_gmm(n_samples=500, means=skEM_mu, stds=skEM_std, weights=skEM_w, random_state=42)\n", "\n", "# ── 2) Imports & data as before ─────────────────────────────────────\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pyco2stats as PyCO2\n", "\n", "# ── 3) Global style (same as above) ─────────────────────────────────\n", "plt.rcParams.update({\n", " 'figure.constrained_layout.use': True,\n", " 'font.family': ['Times New Roman', 'DejaVu Sans'],\n", " 'font.size': 18,\n", " 'axes.linewidth': 1.0,\n", " 'axes.edgecolor': 'black',\n", " 'xtick.direction': 'in',\n", " 'ytick.direction': 'in',\n", " 'xtick.major.size': 6,\n", " 'ytick.major.size': 6,\n", " 'xtick.major.width': 1.0,\n", " 'ytick.major.width': 1.0,\n", " 'grid.color': 'gray',\n", " 'grid.linestyle': '--',\n", " 'grid.linewidth': 0.5,\n", " 'grid.alpha': 0.3,\n", "})\n", "\n", "# ── 4) Create figure & axes ────────────────────────────────────────\n", "fig, ax = plt.subplots(figsize=(7, 7), constrained_layout=True)\n", "\n", "# ── 5) Draw Q–Q via new signature: raw_data, model_data, ax, then \n", "# marker_kwargs=... and line_kwargs=... ─────────────────────────\n", "PyCO2.Visualize_Mpl.qq_plot(\n", " my_sample, \n", " skEM_sample, \n", " ax,\n", " line_kwargs={\n", " 'linestyle':'--',\n", " 'color':'#333333',\n", " 'linewidth':1.0,\n", " 'alpha':0.8\n", " },\n", " marker_kwargs={\n", " 'marker': 'o',\n", " 'markersize': 10,\n", " 'markeredgecolor': '#FF5733',\n", " 'markerfacecolor': 'none',\n", " 'alpha': 0.7,\n", " }\n", ")\n", "\n", "# ── 6) Axes limits, aspect, labels ─────────────────────────────────\n", "ax.set_xlim(-1.5, 3.5)\n", "ax.set_ylim(-1.5, 3.5)\n", "ax.set_aspect('equal', adjustable='box')\n", "\n", "ax.set_xlabel('Percentiles of the synthetic sample', fontsize=18, labelpad=8)\n", "ax.set_ylabel('Percentiles of the fitted GMM model', fontsize=18, labelpad=8)\n", "\n", "# ── 7) Grid ───────────────────────────────────────────────\n", "ax.grid(True)\n", "\n", "# ── 8) Legend ─────────────────────────────────────────────────────\n", "leg = ax.legend(loc='upper left',\n", " frameon=True, framealpha=0.8,\n", " edgecolor='black', fontsize=12)\n", "leg.get_frame().set_linewidth(0.8)\n", "\n", "# ── 9) Save & show ─────────────────────────────────────────────────\n", "plt.savefig(\"qq_plot_Visualize_Mpl.png\", dpi=300, bbox_inches='tight')\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.18" } }, "nbformat": 4, "nbformat_minor": 5 }