{ "cells": [ { "cell_type": "markdown", "id": "7265e3af-e49d-4051-a6fc-23bad9d84e50", "metadata": {}, "source": [ "# Time-integrated point source search analysis example" ] }, { "cell_type": "markdown", "id": "6341fe76-bbaf-4f14-9346-e842e2f4a90a", "metadata": {}, "source": [ "## Software setup" ] }, { "cell_type": "code", "execution_count": 1, "id": "610f2ad1-ea94-4882-9ac2-25b16d48f7c6", "metadata": {}, "outputs": [], "source": [ "import sys\n", "\n", "# Add skyllh and i3skyllh projects to the PYTHONPATH\n", "sys.path.insert(0, '/opt/nu-workshop-software/skyllh')\n", "sys.path.insert(0, '/opt/nu-workshop-software/i3skyllh')\n", "\n", "# Add missing python packages from cvmfs\n", "sys.path.insert(-1, '/cvmfs/icecube.opensciencegrid.org/py3-v4.1.1/RHEL_7_x86_64/lib/python3.7/site-packages')" ] }, { "cell_type": "markdown", "id": "2f0783ee-e3be-4064-8542-141f51129c85", "metadata": {}, "source": [ "## Create `datasets` object" ] }, { "cell_type": "markdown", "id": "12fc366a", "metadata": {}, "source": [ "The ``i3skyllh.analyses.kdepdf_mcbg_ps.analysis`` support datasets where PDFs are pre-generated using the KDE method:\n", "\n", " NorthernTracks_v005p00_KDE_PDF_v007: IC86_2011 -- IC86_2019\n", " NorthernTracks_v005p01_KDE_PDF_v007: IC86_2011 -- IC86_2021 (with additionally added NuTau simulation datasets to MC)\n", "\n", "The following analyses should support all datasets as they generate PDFs either from experimental or MC data:\n", "\n", " i3skyllh.analyses.trad_diffuse_ps.analysis: uses MC data for PDF generation\n", " i3skyllh.analyses.trad_stacking.analysis: same as above, with additional support for stacking multiple sources\n", " i3skyllh.analyses.IC170922A_wGFU.analysis: uses scrambled experimental data for PDF generation" ] }, { "cell_type": "code", "execution_count": 2, "id": "a2a8cf53-a4f5-4fea-8658-78fb4ea35e2f", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "from skyllh.core.config import CFG\n", "from skyllh.core.random import RandomStateService\n", "from skyllh.core.timing import TimeLord\n", "from skyllh.physics.source import PointLikeSource\n", "\n", "# Pre-defined datasets\n", "from i3skyllh.datasets import data_samples\n", "\n", "#Pre-defined analysis\n", "from i3skyllh.analyses.kdepdf_mcbg_ps import analysis as kde_analysis" ] }, { "cell_type": "code", "execution_count": 3, "id": "4db044ff-1b03-474d-8333-48a1d5eeb998", "metadata": {}, "outputs": [], "source": [ "# Update global settings to use 2 cpu cores\n", "CFG['multiproc']['ncpu'] = 2" ] }, { "cell_type": "code", "execution_count": 4, "id": "ef101039-2c8e-4f9b-b060-fed0bef3044b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DiffuseNorthernTracks\n", "DiffuseNorthernTracks_v001p00\n", "FastResponse\n", "FastResponse_v001p00\n", "GammaRays5yr_GalPlane\n", "GammaRays5yr_PointSrc\n", "GFU\n", "GFU_v002p01\n", "GFU_v002p02\n", "GFU_v002p03\n", "GFU_v002p04\n", "GFU_v002p05\n", "NorthernTracks\n", "NorthernTracks_v001p00\n", "NorthernTracks_v001p01\n", "NorthernTracks_v002p00\n", "NorthernTracks_v002p01\n", "NorthernTracks_v002p02\n", "NorthernTracks_v002p05\n", "NorthernTracks_v002p05_KDE_PDF_v001\n", "NorthernTracks_v002p06\n", "NorthernTracks_v003p00_KDE_PDF_v002\n", "NorthernTracks_v003p00_KDE_PDF_v003\n", "NorthernTracks_v003p01_KDE_PDF_v004\n", "NorthernTracks_v003p01_KDE_PDF_v005\n", "NorthernTracks_v003p01_KDE_PDF_v006\n", "NorthernTracks_v003p01_KDE_PDF_v007\n", "NorthernTracks_v003p01_KDE_PDF_v008\n", "NorthernTracks_v003p01_KDE_PDF_v010\n", "NorthernTracks_v003p01_KDE_PDF_v200\n", "NorthernTracks_v003p02\n", "NorthernTracks_v003p02_KDE_PDF_v514\n", "NorthernTracks_v003p02_KDE_PDF_v200\n", "NorthernTracks_v003p03_KDE_PDF_v001\n", "NorthernTracks_v004p02_KDE_PDF_v003\n", "NorthernTracks_v004p03_KDE_PDF_v003\n", "NorthernTracks_v004p03_KDE_PDF_v003_abs_plus5\n", "NorthernTracks_v004p03_KDE_PDF_v003_scat_plus5\n", "NorthernTracks_v004p03_KDE_PDF_v003_holeice_p0_minus1\n", "NorthernTracks_v004p03_KDE_PDF_v003_holeice_p0_plus1\n", "NorthernTracks_v004p03_KDE_PDF_v003_holeice_base\n", "NorthernTracks_v004p04_KDE_PDF_v004\n", "NorthernTracks_v004p04_KDE_PDF_v004_abs_plus5\n", "NorthernTracks_v004p04_KDE_PDF_v004_abs_plus5_undo_sys\n", "NorthernTracks_v004p04_KDE_PDF_v005\n", "NorthernTracks_v004p04_KDE_PDF_v005_abs_plus5\n", "NorthernTracks_v004p04_KDE_PDF_v005_abs_plus5_undo_sys\n", "NorthernTracks_v004p04_KDE_PDF_v005_scat_plus5\n", "NorthernTracks_v004p04_KDE_PDF_v005_scat_plus5_undo_sys\n", "NorthernTracks_v004p04_KDE_PDF_v005_holeice_base\n", "NorthernTracks_v004p04_KDE_PDF_v005_holeice_p0_minus1\n", "NorthernTracks_v004p04_KDE_PDF_v005_holeice_p0_minus1_undo_sys\n", "NorthernTracks_v004p04_KDE_PDF_v005_holeice_p0_plus1\n", "NorthernTracks_v004p04_KDE_PDF_v005_holeice_p0_plus1_undo_sys\n", "NorthernTracks_v004p06_KDE_PDF_v007_IC86only\n", "NorthernTracks_v004p06_KDE_PDF_v007_IC79_IC86\n", "NorthernTracks_v004p06_KDE_PDF_v007_IC86only_toydata\n", "NorthernTracks_v004p06_KDE_PDF_v007_IC86only_toydata_2016\n", "NorthernTracks_v004p06_KDE_PDF_v007_IC86_20XX\n", "NorthernTracks_v004p06_KDE_PDF_v007_IC86only_no_exp_data\n", "NorthernTracks_v004p06_KDE_PDF_v007_IC86only_shrink_MC\n", "NorthernTracks_v004p07_KDE_PDF_v007_IC86only\n", "NorthernTracks_v004p08_KDE_PDF_v007_IC86only\n", "NorthernTracks_v005p00_KDE_PDF_v007_IC86only\n", "NorthernTracks_v005p00_KDE_PDF_v007\n", "NorthernTracks6yr\n", "NorthernTracks8yr\n", "PointSourceTracks\n", "PointSourceTracks_v001p00\n", "PointSourceTracks_v002p00\n", "PointSourceTracks_v002p01\n", "PointSourceTracks_v002p02\n", "PointSourceTracks_v002p03\n", "PointSourceTracks_v003p00\n", "PointSourceTracks_v003p01\n", "PointSourceTracks_v003p02\n", "TransientTracks\n", "TransientTracks_v001p00\n", "TransientTracks_v001p01\n", "TransientTracks_v001p02\n" ] } ], "source": [ "# `data_samples` contains common datasets\n", "print('\\n'.join(data_samples.keys()))" ] }, { "cell_type": "code", "execution_count": 5, "id": "047dae71-5bf1-49f8-9b74-cac9402c4f61", "metadata": {}, "outputs": [], "source": [ "# Specify base path for datasets\n", "data_base_path = '/data/ana/analyses'\n", "\n", "# Load specific dataset collection\n", "dsc = data_samples['NorthernTracks_v005p00_KDE_PDF_v007'].create_dataset_collection(\n", " base_path=data_base_path)\n", "\n", "# Pick a dataset or create a list of datasets from the dataset collection\n", "datasets = dsc.get_datasets('IC86_2011-IC86_2019')" ] }, { "cell_type": "code", "execution_count": 6, "id": "4592f758-a48c-48f1-b875-ce70b634a9af", "metadata": {}, "outputs": [], "source": [ "# Define some common analysis parameters\n", "refplflux_gamma = 2.0\n", "minimizer_impl = None\n", "optimize_delta_angle = 15.0\n", "rss_seed = 0" ] }, { "cell_type": "markdown", "id": "a5aeba98-8cc5-4b25-97ed-4452323bec87", "metadata": {}, "source": [ "## Create the `analysis` object" ] }, { "cell_type": "code", "execution_count": 7, "id": "bb6c971d-32cb-4c4c-ac96-839fb4455888", "metadata": {}, "outputs": [], "source": [ "# Define initial source object\n", "source = PointLikeSource(ra=np.deg2rad(0.), dec=np.deg2rad(0.))" ] }, { "cell_type": "code", "execution_count": 8, "id": "3d71c917-499d-498f-8740-a7b7ef633f63", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[==========================================================] 100% ELT 0h:00m:05s\n", "[==========================================================] 100% ELT 0h:00m:27s\n" ] } ], "source": [ "ana_kde = kde_analysis.create_analysis(\n", " datasets,\n", " source,\n", " bkg_event_rate_field_names=['astro', 'conv'],\n", " refplflux_gamma=refplflux_gamma,\n", " fit_gamma=True,\n", " livetime_list=None,\n", " compress_data=True,\n", " minimizer_impl = None,\n", " ns_seed=10,\n", " evt_sel_meth='spatialbox',\n", " optimize_delta_angle=optimize_delta_angle\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "id": "85597a17-0305-4a53-91f8-0bb3b720ed85", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[==========================================================] 100% ELT 0h:00m:02s\n" ] } ], "source": [ "# Generate background trials\n", "rss = RandomStateService(rss_seed)\n", "res_kde_bg = ana_kde.do_trials(rss, n=10, mean_n_sig=0)" ] }, { "cell_type": "code", "execution_count": 10, "id": "8aaeaac6-61d0-477f-8f32-9a55e8bf06c6", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[( 0, 0., 0, 0., 0. , 0. , 4.32 )\n", " ( 0, 0., 0, 0., 1.21271706, 21.23037032, 4.32 )\n", " ( 0, 0., 0, 0., 9.01908854, 45.88625054, 3.26054356)\n", " ( 0, 0., 0, 0., 3.18068896, 34.29298547, 4.304168 )\n", " ( 0, 0., 0, 0., 1.84836277, 15.58076763, 2.85521549)\n", " (2357136044, 0., 0, 0., 0.42464366, 12.35818168, 4.32 )\n", " (2357136044, 0., 0, 0., 0. , 0. , 4.32 )\n", " (2357136044, 0., 0, 0., 0.75896145, 4.11593086, 2.46722167)\n", " (2357136044, 0., 0, 0., 0. , 0. , 4.32 )\n", " (2357136044, 0., 0, 0., 0.10965291, 5.86736425, 3.76596544)]\n", "[('seed', '" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "delta_angle = 3.0\n", "\n", "plt.figure(figsize=(8, 8))\n", "\n", "# Scatter background and signal events.\n", "plt.scatter(np.rad2deg(bg_events_list[0]['ra']), np.rad2deg(bg_events_list[0]['dec']), label='bg', alpha=0.3, edgecolors='none')\n", "plt.scatter(np.rad2deg(sig_events_list[0]['ra']), np.rad2deg(sig_events_list[0]['dec']), label='sig')\n", "plt.scatter(np.rad2deg(new_source.ra), np.rad2deg(new_source.dec), marker='*', label='source', s=150)\n", "\n", "plt.xlabel('ra, deg')\n", "plt.ylabel('dec, deg')\n", "plt.xlim(np.rad2deg(new_source.ra) - delta_angle, np.rad2deg(new_source.ra) + delta_angle)\n", "plt.ylim(np.rad2deg(new_source.dec) - delta_angle, np.rad2deg(new_source.dec) + delta_angle)\n", "plt.legend()" ] }, { "cell_type": "code", "execution_count": null, "id": "2a2857fc-3b4a-453c-b0c0-64b3f3e4f6ac", "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 5 }