{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# freud.density.LocalDensity\n", "The `freud.density` module is intended to compute a variety of quantities that relate spatial distributions of particles with other particles.\n", "In this notebook, we demonstrate `freud`'s local density calculation, which can be used to characterize the particle distributions in some systems. \n", "In this example, we consider a toy example of calculating the particle density in the vicinity of a set of other points.\n", "This can be visualized as, for example, billiard balls on a table with certain regions of the table being stickier than others.\n", "In practice, this method could be used for analyzing, *e.g*, binary systems to determine how densely one species packs close to the surface of the other." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import freud\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "from matplotlib import patches" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Define some helper plotting functions.\n", "\n", "\n", "def add_patches(ax, points, radius=1, fill=False, color=\"#1f77b4\", ls=\"solid\", lw=None):\n", " \"\"\"Add set of points as patches with radius to the provided axis\"\"\"\n", " for pt in points:\n", " p = patches.Circle(\n", " pt,\n", " fill=fill,\n", " linestyle=ls,\n", " radius=radius,\n", " facecolor=color,\n", " edgecolor=color,\n", " lw=lw,\n", " )\n", " ax.add_patch(p)\n", "\n", "\n", "def plot_lattice(box, points, radius=1, ls=\"solid\", lw=None):\n", " \"\"\"Helper function for plotting points on a lattice.\"\"\"\n", " fig, ax = plt.subplots(1, 1, figsize=(9, 9))\n", " box.plot(ax=ax)\n", " add_patches(ax, points, radius, ls=ls, lw=lw)\n", " return fig, ax" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us consider a set of regions on a square lattice." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "area = 2\n", "radius = np.sqrt(area / np.pi)\n", "spot_area = area * 100\n", "spot_radius = np.sqrt(spot_area / np.pi)\n", "num = 6\n", "scale = num * 4\n", "uc = freud.data.UnitCell(freud.Box.square(1), [[0.5, 0.5, 0]])\n", "box, spot_centers = uc.generate_system(num, scale=scale)\n", "fig, ax = plot_lattice(box, spot_centers, spot_radius, ls=\"dashed\", lw=2.5)\n", "plt.tick_params(axis=\"both\", which=\"both\", labelsize=14)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's add a set of points to this box.\n", "Points are added by drawing from a normal distribution centered at each of the regions above.\n", "For demonstration, we will assume that each region has some relative \"attractiveness,\" which is represented by the covariance in the normal distributions used to draw points.\n", "Specifically, as we go up and to the right, the covariance increases proportional to the distance from the lower right corner of the box." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "points = []\n", "fractional_distances_to_corner = np.linalg.norm(\n", " box.make_fractional(spot_centers), axis=-1\n", ")\n", "cov_basis = 20 * fractional_distances_to_corner\n", "for i, p in enumerate(spot_centers):\n", " np.random.seed(i)\n", " cov = cov_basis[i] * np.diag([1, 1, 0])\n", " points.append(np.random.multivariate_normal(p, cov, size=(50,)))\n", "points = box.wrap(np.concatenate(points))" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = plot_lattice(box, spot_centers, spot_radius, ls=\"dashed\", lw=2.5)\n", "plt.tick_params(axis=\"both\", which=\"both\", labelsize=14)\n", "add_patches(ax, points, radius, True, \"k\", lw=None)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that the density decreases as we move up and to the right.\n", "In order to compute the actual densities, we can leverage the `LocalDensity` class.\n", "The class allows you to specify a set of query points around which the number of other points is computed.\n", "These other points can, but need not be, distinct from the query points.\n", "In our case, we want to use the blue regions as our query points with the small black dots as our data points.\n", "\n", "When we construct the `LocalDensity` class, there are two arguments.\n", "The first is the radius from the query points within which particles should be included in the query point's counter.\n", "The second is the circumsphere diameter of the **data points**, not the query points.\n", "This distinction is critical for getting appropriate density values, since these values are used to actually check cutoffs and calculate the density." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "density = freud.density.LocalDensity(spot_radius, radius)\n", "density.compute(system=(box, points), query_points=spot_centers);" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(14, 6))\n", "\n", "for i, data in enumerate([density.num_neighbors, density.density]):\n", " poly = np.poly1d(np.polyfit(cov_basis, data, 1))\n", " axes[i].tick_params(axis=\"both\", which=\"both\", labelsize=14)\n", " axes[i].scatter(cov_basis, data)\n", " x = np.linspace(*axes[i].get_xlim(), 30)\n", " axes[i].plot(x, poly(x), label=\"Best fit\")\n", " axes[i].set_xlabel(\"Covariance\", fontsize=16)\n", "\n", "axes[0].set_ylabel(\"Number of neighbors\", fontsize=16)\n", "axes[1].set_ylabel(\"Density\", fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, we see that increasing the variance in the number of points centered at a particular query point decreases the total density at that point.\n", "The trend is noisy since we are randomly sampling possible positions, but the general behavior is clear." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.3" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }