{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Notebook 4: Creating 2D Histograms\n", "\n", "This script shows how to\n", "\n", "- make 2D histograms\n", "- save them as Paicos data\n", "- read the Paicos data file\n", "- plot the data from the file\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Making a 2D histogram" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import paicos as pa\n", "import numpy as np\n", "\n", "# A snapshot object\n", "snap = pa.Snapshot(pa.data_dir, 247, load_catalog=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can check the `Histogram2D` doc string for details on the options" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[0;31mInit signature:\u001b[0m\n", "\u001b[0mpa\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mHistogram2D\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0msnap\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mweights\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mbins_x\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m200\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mbins_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m200\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mnormalize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mlogscale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m \n", "This code defines a Histogram2D class which can be used to create 2D\n", "histograms. The class takes in the bin edges for the x and y axes, and an\n", "optional argument to indicate if the histogram should be in log scale. The\n", "class has methods to calculate the bin edges and centers, remove astro\n", "units, and create the histogram with a specific normalization. It also has\n", "a method to generate a color label for the histogram with units.\n", "\u001b[0;31mInit docstring:\u001b[0m\n", "Initialize the Histogram2D class with the bin edges for the x\n", "and y axes, and an optional argument to indicate if the\n", "histogram should be in log scale.\n", "\n", "Parameters:\n", " snap (Snapshot): the input snapshot\n", "\n", " x (array): The x data for the histogram\n", "\n", " y (array): The y data for the histogram\n", "\n", " weights (array): The weight data for the histogram, default\n", " is None\n", "\n", " bins_x (tuple): Tuple of lower edge, upper edge and number\n", " of bins for x axis. Alternatively an integer\n", " denoting the number of bins spanning\n", " x.min() to x.max().\n", "\n", " bins_y (tuple): Tuple of lower edge, upper edge and number\n", " of bins for y axis. Alternatively an integer.\n", "\n", " normalize (bool): Indicates whether the histogram should be\n", " normalized, default is True\n", "\n", " logscale (bool): Indicates whether to use logscale for the\n", " histogram, default is True.\n", "\u001b[0;31mFile:\u001b[0m ~/analysis/paicos/paicos/histograms/histogram2D.py\n", "\u001b[0;31mType:\u001b[0m type\n", "\u001b[0;31mSubclasses:\u001b[0m \n" ] } ], "source": [ "pa.Histogram2D?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we call the `Histogram2D` class. We start with a\n", "2D histogram of the density/magnetic field phase space (note that this low resolution simulation is not converged in magnetic field strength)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Attempting to get derived variable: 0_MagneticFieldStrength...\t[DONE]\n", "\n" ] } ], "source": [ "# Create histogram\n", "rhoB = pa.Histogram2D(snap, '0_Density', '0_MagneticFieldStrength', weights='0_Masses', bins_x=200,\n", " bins_y=200, logscale=True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Calling get_colorlabel" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a method to generate a color label for the histogram which includes units." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "\n", "# Create colorlabel\n", "colorlabel = rhoB.get_colorlabel(r'\\rho', 'B', 'M')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting the histogram\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to make a plot." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import LogNorm\n", "\n", "\n", "# Make a quick plot\n", "plt.figure(1)\n", "plt.clf()\n", "\n", "# Convert to physical and some sensible units\n", "xvals = rhoB.centers_x.to_physical.to('g/cm3') # xvals = rhoB.centers_x would give comoving code units.\n", "yvals = rhoB.centers_y.to_physical.to('uG') # yvals = rhoB.centers_y would give comoving code units.\n", "\n", "plt.pcolormesh(xvals.value, yvals.value,\n", " rhoB.hist2d.value, norm=LogNorm())\n", "plt.xlabel(xvals.label('\\\\rho'))\n", "plt.ylabel(yvals.label('B'))\n", "\n", "plt.title('paicos Histogram2D')\n", "if rhoB.logscale:\n", " plt.xscale('log')\n", " plt.yscale('log')\n", "cbar = plt.colorbar()\n", "cbar.set_label(rhoB.colorlabel)\n", "plt.title('hist2d paicos, pcolormesh')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example: Density vs temperature histogram\n", "Let's do a Density vs Temperature plot as well" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create histogram\n", "rhoT = pa.Histogram2D(snap, '0_Density', '0_Temperatures', weights='0_Masses', bins_x=200,\n", " bins_y=200, logscale=True)\n", "\n", "# Create colorlabel\n", "colorlabel = rhoT.get_colorlabel(r'\\rho', 'T', 'M')\n", "\n", "# Convert to physical and some sensible units\n", "xvals = rhoT.centers_x.to_physical.to('g/cm3') # xvals = hist.centers_x would give comoving code units.\n", "yvals = rhoT.centers_y\n", "\n", "# Make a quick plot\n", "plt.figure(1)\n", "plt.clf()\n", "\n", "plt.pcolormesh(xvals.value, yvals.value,\n", " rhoT.hist2d.value, norm=LogNorm())\n", "plt.xlabel(xvals.label('\\\\rho'))\n", "plt.ylabel(yvals.label('T'))\n", "\n", "plt.title('paicos Histogram2D')\n", "if rhoT.logscale:\n", " plt.xscale('log')\n", " plt.yscale('log')\n", "cbar = plt.colorbar()\n", "cbar.set_label(rhoT.colorlabel)\n", "plt.title('hist2d paicos, pcolormesh')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Saving a rhoTogram\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we save the Temperature-Density 2D histogram we made.\n", "We use the `save` method." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Save the histogram\n", "rhoT.save(basedir=pa.data_dir, basename='rhoT_hist')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading and plotting a 2D histogram\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can load the 2d histogram data using the `Histogram2DReader` class. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Load the histogram\n", "rhoT_loaded = pa.Histogram2DReader(pa.data_dir, 247, basename='rhoT_hist')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We then plot it again, restoring the units and colorlabel." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "### Copy-pasted plotting code from the other script\n", "\n", "plt.figure(1)\n", "plt.clf()\n", "\n", "# Convert to physical and some sensible units\n", "xvals = rhoT_loaded.centers_x.to_physical.to('g cm^-3')\n", "yvals = rhoT_loaded.centers_y\n", "\n", "plt.pcolormesh(xvals.value, yvals.value,\n", " rhoT_loaded.hist2d.value, norm=LogNorm())\n", "plt.xlabel(xvals.label('\\\\rho'))\n", "plt.ylabel(yvals.label('T'))\n", "\n", "plt.title('paicos Histogram2D')\n", "if rhoT_loaded.logscale:\n", " plt.xscale('log')\n", " plt.yscale('log')\n", "cbar = plt.colorbar()\n", "cbar.set_label(rhoT_loaded.colorlabel)\n", "plt.title('hist2d paicos, pcolormesh')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "arepy", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }