diff --git a/examples/visualization/plots.ipynb b/examples/visualization/plots.ipynb index 8d223b1..75042bc 100644 --- a/examples/visualization/plots.ipynb +++ b/examples/visualization/plots.ipynb @@ -2,9 +2,19 @@ "cells": [ { "cell_type": "code", - "execution_count": 7, + "execution_count": 1, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Note: detected 80 virtual cores but NumExpr set to maximum of 64, check \"NUMEXPR_MAX_THREADS\" environment variable.\n", + "Note: NumExpr detected 80 cores but \"NUMEXPR_MAX_THREADS\" not set, so enforcing safe limit of 8.\n", + "NumExpr defaulting to 8 threads.\n" + ] + } + ], "source": [ "# Copyright 2021 National Technology & Engineering Solutions of Sandia, LLC (NTESS).\n", "# Under the terms of Contract DE-NA0003525 with NTESS,\n", @@ -31,12 +41,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 2, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -51,7 +61,7 @@ " )" ] }, - "execution_count": 8, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -76,18 +86,18 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0 156\n", - "1 213\n", - "2 369\n", - "3 574\n", - "4 869\n", + "0 162\n", + "1 227\n", + "2 375\n", + "3 553\n", + "4 867\n", " ... \n", "507 0\n", "508 0\n", @@ -105,7 +115,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -113,7 +123,7 @@ "output_type": "stream", "text": [ "\u001b[KSynthesis complete!0% (currently on Heavily Shielded Pu239)9)\n", - "Generated 14000 samples in ~0.99s (~14209.24 samples/sec).\n" + "Generated 14000 samples in ~1.25s (~11206.59 samples/sec).\n" ] } ], @@ -134,7 +144,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -144,13 +154,13 @@ " )" ] }, - "execution_count": 11, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -218,21 +228,134 @@ "\n", " return fig, ax\n", "\n", - "plot_fg_and_bg_spectra(fg_ss, bg_ss, index=3000, yscale='log', xscale='log', xlim=(1,None))\n", + "plot_fg_and_bg_spectra(fg_ss, bg_ss, index=3000, yscale='log', xscale='log', xlim=(1,None))" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8 294\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/ascldap/users/lcross/anaconda3/envs/pyriid/lib/python3.10/site-packages/pandas/core/arraylike.py:396: RuntimeWarning: invalid value encountered in sqrt\n", + " result = getattr(ufunc, method)(*inputs, **kwargs)\n" + ] + }, + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_fg_and_bg_spectra(fg_ss, bg_ss, index=0,\n", + " figsize: tuple = (12.8, 7.2),\n", + " xscale: str = \"linear\", yscale: str = \"linear\",\n", + " xlim: tuple = (None, None), ylim: tuple = (None, None),\n", + " ylabel: str = None, title: str = None, legend_loc: str = None):\n", + " \"\"\"Plots the first foreground spectrum alongside the first background spectrum and shows the\n", + " error bars per channel for the background spectrum.\n", + " \"\"\"\n", + " colors = ['grey', 'steelblue', 'black']\n", + " labels = ['BG', 'FG', \"BG STD\"]\n", + " fig, ax = plt.subplots(figsize=figsize)\n", + "\n", + " bins = fg_ss.get_channel_energies(index)\n", + " bars1 = bg_ss.spectra.iloc[index]\n", + " bars2 = fg_ss.spectra.iloc[index]\n", + "\n", + " nonzeroind = np.nonzero(bars2)[0]\n", + " min_bin = min(nonzeroind)\n", + " max_bin = max(nonzeroind)\n", + "\n", + " bars1 = bars1[min_bin:max_bin]\n", + " bars2 = bars2[min_bin:max_bin]\n", + "\n", + " print(min_bin, max_bin)\n", + " bins = fg_ss.get_channel_energies(index)[min_bin:max_bin]\n", + "\n", + " barwidth = 5\n", + "\n", + " ax.bar(bins, bars1, width=barwidth, label=labels[0], color=colors[0])\n", + " ax.bar(bins, bars2, bottom=bars1, width=barwidth, label=labels[1], color=colors[1])\n", + " ax.grid()\n", + " ax.errorbar(bins, bars1, yerr=np.sqrt(bars2), ecolor=colors[2],\n", + " elinewidth=.5, fmt=\"k,\", label=labels[2])\n", + "\n", + "\n", + " \n", + "\n", + " ax.set_xscale(xscale)\n", + " ax.set_yscale(yscale)\n", + " # ax.set_xlim(xlim)\n", + " # ax.set_ylim(ylim)\n", + "\n", + " if xscale == \"log\":\n", + " ax.set_xlabel(\"log(Energy (keV))\")\n", + " else:\n", + " ax.set_xlabel(\"Energy (keV)\")\n", + " ax.tick_params(axis=\"x\", rotation=45)\n", + "\n", + " if ylabel:\n", + " ax.set_ylabel(ylabel)\n", + " elif yscale == \"log\":\n", + " ax.set_ylabel(\"log(Counts)\")\n", + " else:\n", + " ax.set_ylabel(\"Counts\")\n", + "\n", + " if title:\n", + " ax.set_title(title)\n", + " else:\n", + " ax.set_title(\"FG/BG Counts\")\n", + "\n", + " if legend_loc:\n", + " ax.legend(loc=legend_loc)\n", + " else:\n", + " ax.legend()\n", + "\n", + " return fig, ax\n", + "\n", + "plot_fg_and_bg_spectra(fg_ss, bg_ss, index=0, yscale='linear', xscale='linear', xlim=(1,None))\n", "\n", "\n" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 55, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ - "
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" ] }, "metadata": {}, @@ -240,33 +363,34 @@ } ], "source": [ - "fig, ax = plt.subplots(figsize=(10,3))\n", + "fig, ax = plt.subplots(figsize=(12.8, 7.2))\n", "\n", "index = 0\n", "bins = fg_ss.get_channel_energies(index)\n", "bars1 = bg_ss.spectra.iloc[index]\n", "bars2 = fg_ss.spectra.iloc[index]\n", "\n", - "barwidth = 1 \n", + "barwidth = 1\n", "\n", "ax.bar(bins, bars1, width=barwidth)\n", "ax.bar(bins, bars2, bottom=bars1, width=barwidth)\n", + "ax.grid()\n", "\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 13, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" },