From 63090d7321584c42416f3f9d46b001e2c1f7857d Mon Sep 17 00:00:00 2001 From: Leon Ross Date: Mon, 10 Jul 2023 10:21:58 -0600 Subject: [PATCH 1/4] saving code --- examples/visualization/plot.ipynb | 252 ++++++++++++++++++++++++++++++ riid/visualize.py | 6 + 2 files changed, 258 insertions(+) create mode 100644 examples/visualization/plot.ipynb diff --git a/examples/visualization/plot.ipynb b/examples/visualization/plot.ipynb new file mode 100644 index 00000000..c6cfaaa8 --- /dev/null +++ b/examples/visualization/plot.ipynb @@ -0,0 +1,252 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "# Copyright 2021 National Technology & Engineering Solutions of Sandia, LLC (NTESS).\n", + "# Under the terms of Contract DE-NA0003525 with NTESS,\n", + "# the U.S. Government retains certain rights in this software.\n", + "\"\"\"This example demonstrates how to plot gamma spectra.\"\"\"\n", + "import sys\n", + "\n", + "from riid.data.synthetic import get_dummy_seeds\n", + "from riid.visualize import plot_spectra, plot_fg_and_bg_spectra\n", + "from riid.data.synthetic.seed import SeedMixer\n", + "from riid.data.synthetic.static import StaticSynthesizer\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot Spectra" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "if len(sys.argv) == 2:\n", + " import matplotlib\n", + " matplotlib.use(\"Agg\")\n", + "\n", + "seeds_ss = get_dummy_seeds()\n", + "\n", + "plot_spectra(seeds_ss, ylim=(None, None), in_energy=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot FG and BG" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 167\n", + "1 223\n", + "2 349\n", + "3 608\n", + "4 846\n", + " ... \n", + "507 0\n", + "508 0\n", + "509 0\n", + "510 0\n", + "511 0\n", + "Name: 0, Length: 512, dtype: int64\n" + ] + } + ], + "source": [ + "fg_ss, bg_ss = get_dummy_seeds(normalize=False, live_time=600, count_rate=2000).split_fg_and_bg()\n", + "print(fg_ss.spectra.iloc[0])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[KSynthesis complete!0% (currently on Heavily Shielded Pu239)9)\n", + "Generated 14000 samples in ~0.83s (~16839.64 samples/sec).\n" + ] + } + ], + "source": [ + "fg_seeds_ss, bg_seeds_ss = get_dummy_seeds().split_fg_and_bg()\n", + "mixed_bg_seed_ss = SeedMixer(bg_seeds_ss, mixture_size=3).generate(10)\n", + "\n", + "static_synth = StaticSynthesizer(\n", + " samples_per_seed=100,\n", + " snr_function=\"log10\",\n", + " snr_function_args=(50, 100),\n", + " return_fg=True,\n", + " return_gross=False,\n", + " return_bg=True\n", + ")\n", + "fg_ss, bg_ss, _ = static_synth.generate(fg_seeds_ss, mixed_bg_seed_ss)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 68, + "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 = \"log\",\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 error bars per channel for the background spectrum.\"\"\"\n", + " \n", + " labels = []\n", + " colors = []\n", + " bg = bg_ss.spectra.iloc[index]\n", + " labels.append(\"BG\")\n", + " fg = fg_ss.spectra.iloc[index]\n", + " labels.append(\"FG\")\n", + "\n", + " bins = fg_ss.get_channel_energies(index)\n", + "\n", + " fig, ax = plt.subplots(figsize=figsize)\n", + " y, bin_edges, _ = ax.hist([bg,fg], bins, label=labels, stacked=True, density=False)\n", + " y_bg = y[0]\n", + " bin_centers = .5 * (bin_edges[1:] + bin_edges[:-1])\n", + " ax.errorbar(bin_centers, y_bg, yerr=np.sqrt(y_bg), fmt='r.')\n", + "\n", + "\n", + " ax.set_xscale(xscale)\n", + " ax.set_yscale(yscale)\n", + " ax.set_xlim(xlim)\n", + " ax.set_ylim(ylim)\n", + "\n", + "\n", + " if xscale == \"log\":\n", + " ax.set_xlabel(\"log(Energy (keV))\")\n", + " else:\n", + " ax.set_xlabel(\"Energy (keV)\")\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", + "\n", + "plot_fg_and_bg_spectra(fg_ss, bg_ss, index=3000, xscale='log', xlim=(1,None))\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pyriid", + "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" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/riid/visualize.py b/riid/visualize.py index 81dc3c3d..da24322a 100644 --- a/riid/visualize.py +++ b/riid/visualize.py @@ -364,6 +364,12 @@ def plot_spectra(ss: SampleSet, in_energy: bool = False, return fig, ax +@save_or_show_plot +def plot_fg_and_bg_spectra(fg_ss, bg_ss): + """Plots the first foreground spectrum alongside the first background spectrum and shows the error bars per channel for the background spectrum.""" + pass + + @save_or_show_plot def plot_learning_curve(train_loss: list, validation_loss: list, xscale: str = "linear", yscale: str = "linear", From 18747a397e93d541875ef013f114e6f4d3486879 Mon Sep 17 00:00:00 2001 From: lcross-sandia Date: Tue, 11 Jul 2023 15:58:59 -0600 Subject: [PATCH 2/4] fg bg count plot working --- examples/visualization/plot.ipynb | 252 ------------------- examples/visualization/plot_fg_bg_counts.py | 30 +++ examples/visualization/plots.ipynb | 264 ++++++++++++++++++++ riid/visualize.py | 59 ++++- 4 files changed, 350 insertions(+), 255 deletions(-) delete mode 100644 examples/visualization/plot.ipynb create mode 100644 examples/visualization/plot_fg_bg_counts.py create mode 100644 examples/visualization/plots.ipynb diff --git a/examples/visualization/plot.ipynb b/examples/visualization/plot.ipynb deleted file mode 100644 index c6cfaaa8..00000000 --- a/examples/visualization/plot.ipynb +++ /dev/null @@ -1,252 +0,0 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [], - "source": [ - "# Copyright 2021 National Technology & Engineering Solutions of Sandia, LLC (NTESS).\n", - "# Under the terms of Contract DE-NA0003525 with NTESS,\n", - "# the U.S. Government retains certain rights in this software.\n", - "\"\"\"This example demonstrates how to plot gamma spectra.\"\"\"\n", - "import sys\n", - "\n", - "from riid.data.synthetic import get_dummy_seeds\n", - "from riid.visualize import plot_spectra, plot_fg_and_bg_spectra\n", - "from riid.data.synthetic.seed import SeedMixer\n", - "from riid.data.synthetic.static import StaticSynthesizer\n", - "\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Plot Spectra" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/plain": [ - "(
,\n", - " )" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "if len(sys.argv) == 2:\n", - " import matplotlib\n", - " matplotlib.use(\"Agg\")\n", - "\n", - "seeds_ss = get_dummy_seeds()\n", - "\n", - "plot_spectra(seeds_ss, ylim=(None, None), in_energy=True)" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Plot FG and BG" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "0 167\n", - "1 223\n", - "2 349\n", - "3 608\n", - "4 846\n", - " ... \n", - "507 0\n", - "508 0\n", - "509 0\n", - "510 0\n", - "511 0\n", - "Name: 0, Length: 512, dtype: int64\n" - ] - } - ], - "source": [ - "fg_ss, bg_ss = get_dummy_seeds(normalize=False, live_time=600, count_rate=2000).split_fg_and_bg()\n", - "print(fg_ss.spectra.iloc[0])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\u001b[KSynthesis complete!0% (currently on Heavily Shielded Pu239)9)\n", - "Generated 14000 samples in ~0.83s (~16839.64 samples/sec).\n" - ] - } - ], - "source": [ - "fg_seeds_ss, bg_seeds_ss = get_dummy_seeds().split_fg_and_bg()\n", - "mixed_bg_seed_ss = SeedMixer(bg_seeds_ss, mixture_size=3).generate(10)\n", - "\n", - "static_synth = StaticSynthesizer(\n", - " samples_per_seed=100,\n", - " snr_function=\"log10\",\n", - " snr_function_args=(50, 100),\n", - " return_fg=True,\n", - " return_gross=False,\n", - " return_bg=True\n", - ")\n", - "fg_ss, bg_ss, _ = static_synth.generate(fg_seeds_ss, mixed_bg_seed_ss)" - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(
,\n", - " )" - ] - }, - "execution_count": 68, - "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 = \"log\",\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 error bars per channel for the background spectrum.\"\"\"\n", - " \n", - " labels = []\n", - " colors = []\n", - " bg = bg_ss.spectra.iloc[index]\n", - " labels.append(\"BG\")\n", - " fg = fg_ss.spectra.iloc[index]\n", - " labels.append(\"FG\")\n", - "\n", - " bins = fg_ss.get_channel_energies(index)\n", - "\n", - " fig, ax = plt.subplots(figsize=figsize)\n", - " y, bin_edges, _ = ax.hist([bg,fg], bins, label=labels, stacked=True, density=False)\n", - " y_bg = y[0]\n", - " bin_centers = .5 * (bin_edges[1:] + bin_edges[:-1])\n", - " ax.errorbar(bin_centers, y_bg, yerr=np.sqrt(y_bg), fmt='r.')\n", - "\n", - "\n", - " ax.set_xscale(xscale)\n", - " ax.set_yscale(yscale)\n", - " ax.set_xlim(xlim)\n", - " ax.set_ylim(ylim)\n", - "\n", - "\n", - " if xscale == \"log\":\n", - " ax.set_xlabel(\"log(Energy (keV))\")\n", - " else:\n", - " ax.set_xlabel(\"Energy (keV)\")\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", - "\n", - "plot_fg_and_bg_spectra(fg_ss, bg_ss, index=3000, xscale='log', xlim=(1,None))\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "pyriid", - "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" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/examples/visualization/plot_fg_bg_counts.py b/examples/visualization/plot_fg_bg_counts.py new file mode 100644 index 00000000..c3a80e3b --- /dev/null +++ b/examples/visualization/plot_fg_bg_counts.py @@ -0,0 +1,30 @@ +# Copyright 2021 National Technology & Engineering Solutions of Sandia, LLC (NTESS). +# Under the terms of Contract DE-NA0003525 with NTESS, +# the U.S. Government retains certain rights in this software. +"""This example demonstrates how to plot gamma spectra.""" +import sys + +from riid.data.synthetic import get_dummy_seeds +from riid.visualize import plot_fg_and_bg_spectra +from riid.data.synthetic.seed import SeedMixer +from riid.data.synthetic.static import StaticSynthesizer + +if len(sys.argv) == 2: + import matplotlib + matplotlib.use("Agg") + +fg_seeds_ss, bg_seeds_ss = get_dummy_seeds().split_fg_and_bg() +mixed_bg_seed_ss = SeedMixer(bg_seeds_ss, mixture_size=3).generate(10) + +static_synth = StaticSynthesizer( + samples_per_seed=100, + snr_function="log10", + snr_function_args=(50, 100), + return_fg=True, + return_gross=False, + return_bg=True +) +fg_ss, bg_ss, _ = static_synth.generate(fg_seeds_ss, mixed_bg_seed_ss) + +plot_fg_and_bg_spectra(fg_ss, bg_ss, index=3000, + xscale='log', yscale='log', xlim=(1, None)) diff --git a/examples/visualization/plots.ipynb b/examples/visualization/plots.ipynb new file mode 100644 index 00000000..aad69783 --- /dev/null +++ b/examples/visualization/plots.ipynb @@ -0,0 +1,264 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "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", + "# the U.S. Government retains certain rights in this software.\n", + "\"\"\"This example demonstrates how to plot gamma spectra.\"\"\"\n", + "import sys\n", + "\n", + "from riid.data.synthetic import get_dummy_seeds\n", + "from riid.visualize import plot_spectra, plot_fg_and_bg_spectra\n", + "from riid.data.synthetic.seed import SeedMixer\n", + "from riid.data.synthetic.static import StaticSynthesizer\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot Spectra" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "if len(sys.argv) == 2:\n", + " import matplotlib\n", + " matplotlib.use(\"Agg\")\n", + "\n", + "seeds_ss = get_dummy_seeds()\n", + "\n", + "plot_spectra(seeds_ss, ylim=(None, None), in_energy=True)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Plot FG and BG" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 151\n", + "1 237\n", + "2 321\n", + "3 594\n", + "4 929\n", + " ... \n", + "507 0\n", + "508 0\n", + "509 0\n", + "510 0\n", + "511 0\n", + "Name: 0, Length: 512, dtype: int64\n" + ] + } + ], + "source": [ + "fg_ss, bg_ss = get_dummy_seeds(normalize=False, live_time=600, count_rate=2000).split_fg_and_bg()\n", + "print(fg_ss.spectra.iloc[0])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[KSynthesis complete!0% (currently on Heavily Shielded Pu239)9)\n", + "Generated 14000 samples in ~0.87s (~16169.92 samples/sec).\n" + ] + } + ], + "source": [ + "fg_seeds_ss, bg_seeds_ss = get_dummy_seeds().split_fg_and_bg()\n", + "mixed_bg_seed_ss = SeedMixer(bg_seeds_ss, mixture_size=3).generate(10)\n", + "\n", + "static_synth = StaticSynthesizer(\n", + " samples_per_seed=100,\n", + " snr_function=\"log10\",\n", + " snr_function_args=(50, 100),\n", + " return_fg=True,\n", + " return_gross=False,\n", + " return_bg=True\n", + ")\n", + "fg_ss, bg_ss, _ = static_synth.generate(fg_seeds_ss, mixed_bg_seed_ss)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(
,\n", + " )" + ] + }, + "execution_count": 30, + "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 = \"log\",\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 error bars per channel for the background spectrum.\"\"\"\n", + " \n", + " labels = []\n", + " colors = ['grey', 'steelblue']\n", + " bg = bg_ss.spectra.iloc[index]\n", + " labels.append(\"BG\")\n", + " fg = fg_ss.spectra.iloc[index]\n", + " labels.append(\"FG\")\n", + "\n", + " bins = fg_ss.get_channel_energies(index)\n", + "\n", + " fig, ax = plt.subplots(figsize=figsize)\n", + " ax.grid()\n", + " y, bin_edges, _ = ax.hist([bg,fg], bins, label=labels, color=colors, stacked=True, density=False)\n", + " y_bg = y[0]\n", + " bin_centers = .5 * (bin_edges[1:] + bin_edges[:-1])\n", + " ax.errorbar(bin_centers, y_bg, yerr=np.sqrt(y_bg), ecolor='black', elinewidth=.5, fmt=\"k,\", label=\"BG STD\")\n", + "\n", + "\n", + " ax.set_xscale(xscale)\n", + " ax.set_yscale(yscale)\n", + " ax.set_xlim(xlim)\n", + " ax.set_ylim(ylim)\n", + "\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", + "\n", + "plot_fg_and_bg_spectra(fg_ss, bg_ss, index=3000, yscale='log', xscale='log', xlim=(1,None))\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "pyriid", + "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" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/riid/visualize.py b/riid/visualize.py index da24322a..a6cc837e 100644 --- a/riid/visualize.py +++ b/riid/visualize.py @@ -365,9 +365,62 @@ def plot_spectra(ss: SampleSet, in_energy: bool = False, @save_or_show_plot -def plot_fg_and_bg_spectra(fg_ss, bg_ss): - """Plots the first foreground spectrum alongside the first background spectrum and shows the error bars per channel for the background spectrum.""" - pass +def plot_fg_and_bg_spectra(fg_ss, bg_ss, index=0, + figsize: tuple = (12.8, 7.2), + xscale: str = "linear", yscale: str = "log", + xlim: tuple = (None, None), ylim: tuple = (None, None), + ylabel: str = None, title: str = None, legend_loc: str = None): + """Plots the first foreground spectrum alongside the first background spectrum and shows the + error bars per channel for the background spectrum. + """ + + labels = [] + colors = ['grey', 'steelblue'] + bg = bg_ss.spectra.iloc[index] + labels.append("BG") + fg = fg_ss.spectra.iloc[index] + labels.append("FG") + + bins = fg_ss.get_channel_energies(index) + + fig, ax = plt.subplots(figsize=figsize) + ax.grid() + y, bin_edges, _ = ax.hist([bg, fg], bins, label=labels, color=colors, + stacked=True, density=False) + y_bg = y[0] + bin_centers = .5 * (bin_edges[1:] + bin_edges[:-1]) + ax.errorbar(bin_centers, y_bg, yerr=np.sqrt(y_bg), ecolor='black', + elinewidth=.5, fmt="k,", label="BG STD") + + ax.set_xscale(xscale) + ax.set_yscale(yscale) + ax.set_xlim(xlim) + ax.set_ylim(ylim) + + if xscale == "log": + ax.set_xlabel("log(Energy (keV))") + else: + ax.set_xlabel("Energy (keV)") + ax.tick_params(axis="x", rotation=45) + + if ylabel: + ax.set_ylabel(ylabel) + elif yscale == "log": + ax.set_ylabel("log(Counts)") + else: + ax.set_ylabel("Counts") + + if title: + ax.set_title(title) + else: + ax.set_title("FG/BG Counts") + + if legend_loc: + ax.legend(loc=legend_loc) + else: + ax.legend() + + return fig, ax @save_or_show_plot From e7087c2cb8bdcc3e8b71bcf030f24c98e044c61a Mon Sep 17 00:00:00 2001 From: lcross-sandia Date: Tue, 18 Jul 2023 10:07:43 -0600 Subject: [PATCH 3/4] updates --- examples/visualization/plots.ipynb | 124 +++++++++++++++++++++-------- 1 file changed, 89 insertions(+), 35 deletions(-) diff --git a/examples/visualization/plots.ipynb b/examples/visualization/plots.ipynb index aad69783..8d223b13 100644 --- a/examples/visualization/plots.ipynb +++ b/examples/visualization/plots.ipynb @@ -2,19 +2,9 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 7, "metadata": {}, - "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" - ] - } - ], + "outputs": [], "source": [ "# Copyright 2021 National Technology & Engineering Solutions of Sandia, LLC (NTESS).\n", "# Under the terms of Contract DE-NA0003525 with NTESS,\n", @@ -41,12 +31,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -61,7 +51,7 @@ " )" ] }, - "execution_count": 2, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -86,18 +76,18 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0 151\n", - "1 237\n", - "2 321\n", - "3 594\n", - "4 929\n", + "0 156\n", + "1 213\n", + "2 369\n", + "3 574\n", + "4 869\n", " ... \n", "507 0\n", "508 0\n", @@ -115,7 +105,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -123,7 +113,7 @@ "output_type": "stream", "text": [ "\u001b[KSynthesis complete!0% (currently on Heavily Shielded Pu239)9)\n", - "Generated 14000 samples in ~0.87s (~16169.92 samples/sec).\n" + "Generated 14000 samples in ~0.99s (~14209.24 samples/sec).\n" ] } ], @@ -144,7 +134,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -154,13 +144,13 @@ " )" ] }, - "execution_count": 30, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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"text/plain": [ "
" ] @@ -171,12 +161,14 @@ ], "source": [ "def plot_fg_and_bg_spectra(fg_ss, bg_ss, index=0,\n", - " figsize: tuple = (12.8, 7.2), \n", + " figsize: tuple = (12.8, 7.2),\n", " xscale: str = \"linear\", yscale: str = \"log\",\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 error bars per channel for the background spectrum.\"\"\"\n", - " \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", + "\n", " labels = []\n", " colors = ['grey', 'steelblue']\n", " bg = bg_ss.spectra.iloc[index]\n", @@ -188,18 +180,19 @@ "\n", " fig, ax = plt.subplots(figsize=figsize)\n", " ax.grid()\n", - " y, bin_edges, _ = ax.hist([bg,fg], bins, label=labels, color=colors, stacked=True, density=False)\n", + " y, bin_edges, _ = ax.hist([bg, fg], bins, label=labels, color=colors,\n", + " stacked=True, density=False)\n", + "\n", " y_bg = y[0]\n", " bin_centers = .5 * (bin_edges[1:] + bin_edges[:-1])\n", - " ax.errorbar(bin_centers, y_bg, yerr=np.sqrt(y_bg), ecolor='black', elinewidth=.5, fmt=\"k,\", label=\"BG STD\")\n", - "\n", + " ax.errorbar(bin_centers, y_bg, yerr=np.sqrt(y_bg), ecolor='black',\n", + " elinewidth=.5, fmt=\"k,\", label=\"BG STD\")\n", "\n", " ax.set_xscale(xscale)\n", " ax.set_yscale(yscale)\n", " ax.set_xlim(xlim)\n", " ax.set_ylim(ylim)\n", "\n", - "\n", " if xscale == \"log\":\n", " ax.set_xlabel(\"log(Energy (keV))\")\n", " else:\n", @@ -217,7 +210,7 @@ " ax.set_title(title)\n", " else:\n", " ax.set_title(\"FG/BG Counts\")\n", - " \n", + "\n", " if legend_loc:\n", " ax.legend(loc=legend_loc)\n", " else:\n", @@ -225,12 +218,73 @@ "\n", " return fig, ax\n", "\n", - "\n", "plot_fg_and_bg_spectra(fg_ss, bg_ss, index=3000, yscale='log', xscale='log', xlim=(1,None))\n", "\n", "\n" ] }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,3))\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", + "\n", + "ax.bar(bins, bars1, width=barwidth)\n", + "ax.bar(bins, bars2, bottom=bars1, width=barwidth)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(fg_ss.get_channel_energies(index))" + ] + }, { "cell_type": "code", "execution_count": null, From c28507079ccce6e26e9a0574c3c022904e0d3c83 Mon Sep 17 00:00:00 2001 From: lcross-sandia Date: Thu, 20 Jul 2023 11:27:29 -0600 Subject: [PATCH 4/4] updates fg/bg plot in notebook --- examples/visualization/plots.ipynb | 174 ++++++++++++++++++++++++----- 1 file changed, 149 insertions(+), 25 deletions(-) diff --git a/examples/visualization/plots.ipynb b/examples/visualization/plots.ipynb index 8d223b13..75042bc9 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" },