{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Utilities for color maps\n", "===============\n", "\n", "\n", "**Suhas Somnath**\n", "\n", "8/12/2017 \n", "\n", "**This is a short walk-through of useful plotting utilities available in sidpy**\n", "\n", "Introduction\n", "--------------\n", "Some of the functions in ``sidpy.viz.plot_utils`` fill gaps in the default matplotlib package, some were\n", "developed for scientific applications, These functions have been developed\n", "to substantially simplify the generation of high quality figures for journal publications.\n", "\n", "#### Import necessary packages:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Ensure python 3 compatibility:\n", "from __future__ import division, print_function, absolute_import, \\\n", " unicode_literals\n", "import numpy as np\n", "from warnings import warn\n", "import matplotlib.pyplot as plt\n", "import subprocess\n", "import sys\n", "\n", "\n", "def install(package):\n", " subprocess.call([sys.executable, \"-m\", \"pip\", \"install\", package])\n", "\n", "\n", "# Package for downloading online files:\n", "try:\n", " import sidpy\n", "except ImportError:\n", " warn('sidpy not found. Will install with pip.')\n", " import pip\n", "\n", " install('sidpy')\n", " import sidpy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# plot_utils has a handful of colormaps suited for different applications.\n", "\n", "# cmap_jet_white_center()\n", "\n", "This is the standard jet colormap with a white center instead of green. This is a good colormap for images with\n", "divergent data (data that diverges slightly both positively and negatively from the mean).\n", "One example target is the ronchigrams from scanning transmission electron microscopy (STEM)\n", "\n", "## cmap_hot_desaturated()\n", "\n", "This is a desaturated version of the standard jet colormap\n", "\n", "## discrete_cmap()\n", "\n", "This function helps create a discretized version of the provided colormap. This is ideally suited when the data\n", "only contains a few discrete values. One popular application is the visualization of labels from a clustering\n", "algorithm" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x_vec = np.linspace(0, 2*np.pi, 256)\n", "y_vec = np.sin(x_vec)\n", "\n", "test = y_vec * np.atleast_2d(y_vec).T\n", "\n", "fig, axes = plt.subplots(ncols=2, nrows=2, figsize=(10, 10))\n", "for axis, title, cmap in zip(axes.flat,\n", " ['Jet',\n", " 'Jet with white center',\n", " 'Jet desaturated',\n", " 'Jet discretized'],\n", " [plt.cm.jet,\n", " sidpy.viz.plot_utils.cmap_jet_white_center(),\n", " sidpy.viz.plot_utils.cmap_hot_desaturated(),\n", " sidpy.viz.plot_utils.discrete_cmap(8, cmap='jet')]):\n", " im_handle = axis.imshow(test, cmap=cmap)\n", " cbar = plt.colorbar(im_handle, ax=axis, orientation='vertical',\n", " fraction=0.046, pad=0.04, use_gridspec=True)\n", " axis.set_title(title)\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# make_linear_alpha_cmap()\n", "\n", "On certain occasions we may want to superimpose one image with another. However, this is not possible\n", "by default since colormaps involve solid colors. This function allows one to plot multiple images using\n", "a transparent-to-solid colormap. Here we will demonstrate this by plotting blobs representing atomic columns\n", "over some background intensity." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "num_pts = 256\n", "\n", "fig, axis = plt.subplots()\n", "\n", "# Prepare some background signal\n", "x_mat, y_mat = np.meshgrid(np.linspace(-0.2*np.pi, 0.1*np.pi, num_pts), np.linspace(0, 0.25*np.pi, num_pts))\n", "background_distortion = 0.2 * (x_mat + y_mat + np.sin(0.25 * np.pi * x_mat))\n", "\n", "# plot this signal in grey\n", "axis.imshow(background_distortion, cmap='Greys')\n", "\n", "# prepare the signal of interest (think of this as intensities in a HREM dataset)\n", "x_vec = np.linspace(0, 6*np.pi, num_pts)\n", "y_vec = np.sin(x_vec)**2\n", "atom_intensities = y_vec * np.atleast_2d(y_vec).T\n", "\n", "# prepare the transparent-to-solid colormap\n", "solid_color = plt.cm.jet(0.8)\n", "translucent_colormap = sidpy.viz.plot_utils.make_linear_alpha_cmap('my_map', solid_color,\n", " 1, min_alpha=0, max_alpha=1)\n", "\n", "# plot the atom intensities using the custom colormap\n", "im_handle = axis.imshow(atom_intensities, cmap=translucent_colormap)\n", "cbar = plt.colorbar(im_handle, ax=axis, orientation='vertical',\n", " fraction=0.046, pad=0.04, use_gridspec=True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# get_cmap_object()\n", "\n", "This function is useful more for developers writing their own plotting functions that need to manipulate the\n", "colormap object. This function makes it easy to ensure that you are working on the colormap object and not the\n", "string name of the colormap (both of which are accepted by most matplotlib functions).\n", "Here we simply compare the returned values when passing both the colormap object and the string name of the colormap \n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sidpy.viz.plot_utils.get_cmap_object('jet') == sidpy.viz.plot_utils.get_cmap_object(plt.cm.jet)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# cmap_from_rgba()\n", "This function is handy for converting a Matlab-style colormap instructions (lists of [reg, green, blue, alpha]) to\n", "matplotlib's style:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hot_desaturated = [(255.0, (255, 76, 76, 255)),\n", " (218.5, (107, 0, 0, 255)),\n", " (182.1, (255, 96, 0, 255)),\n", " (145.6, (255, 255, 0, 255)),\n", " (109.4, (0, 127, 0, 255)),\n", " (72.675, (0, 255, 255, 255)),\n", " (36.5, (0, 0, 91, 255)),\n", " (0, (71, 71, 219, 255))]\n", "\n", "new_cmap = sidpy.viz.plot_utils.cmap_from_rgba('hot_desaturated', hot_desaturated, 255)\n", "\n", "x_vec = np.linspace(0, 2*np.pi, 256)\n", "y_vec = np.sin(x_vec)\n", "\n", "test = y_vec * np.atleast_2d(y_vec).T\n", "\n", "fig, axes = plt.subplots(ncols=2, figsize=(10, 5))\n", "for axis, title, cmap in zip(axes.flat,\n", " ['Jet', 'Jet desaturated'],\n", " [plt.cm.jet, new_cmap]):\n", " im_handle = axis.imshow(test, cmap=cmap)\n", " cbar = plt.colorbar(im_handle, ax=axis, orientation='vertical',\n", " fraction=0.046, pad=0.04, use_gridspec=True)\n", " axis.set_title(title)\n", "fig.tight_layout()" ] } ], "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }