From c3595f87c734fca22eaa36315ecc23c7a787a7eb Mon Sep 17 00:00:00 2001 From: morcuended Date: Fri, 9 Feb 2024 12:22:12 +0000 Subject: [PATCH 1/4] add mc dl2 to pointlike IRF --- notebooks/MC_DL2_to_pointlike_IRF.ipynb | 1066 +++++++++++++++++++++++ 1 file changed, 1066 insertions(+) create mode 100644 notebooks/MC_DL2_to_pointlike_IRF.ipynb diff --git a/notebooks/MC_DL2_to_pointlike_IRF.ipynb b/notebooks/MC_DL2_to_pointlike_IRF.ipynb new file mode 100644 index 0000000000..d27d37c547 --- /dev/null +++ b/notebooks/MC_DL2_to_pointlike_IRF.ipynb @@ -0,0 +1,1066 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "bb906d0a", + "metadata": {}, + "source": [ + "# Produce IRF from test MC DL2 (all-sky MC production) with `lstchain_create_irf_files`" + ] + }, + { + "attachments": { + "495239b5-7bcc-4572-9a01-03f9459564c3.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "f209fe18", + "metadata": {}, + "source": [ + "Create instrument response functions (IRF) in FITS format, from **test MC DL2** files assuming certain **selection cuts and event filtering** using the `lstchain_create_irf_files` Tool, which in turn uses [**pyirf**](https://pyirf.readthedocs.io).\n", + "\n", + "Its usage and input arguments are described in the `--help` docstring (`--help-all` for a more detailed description of all the input arguments):\n", + "```\n", + "$ lstchain_create_irf_files --help\n", + "```\n", + "\n", + "This notebook explains how to produce a **[point-like IRF](https://gamma-astro-data-formats.readthedocs.io/en/latest/irfs/point_like/index.html)** needed to perform a 1D analysis with Gammapy, from gamma-ray *testing* MC DL2 files.\n", + "\n", + "As a reminder, here is the overall view of the MC products from [**lstmcpipe**](https://cta-observatory.github.io/lstmcpipe/pipeline.html). The standard DL1/DL2 MC files are separated as *testing* and *training* files, where the DL1 *training* files are used to train the Random Forest models for the reconstruction of DL1 files to DL2, and DL2 *testing* files are used for producing the IRFs, which, together with the gamma-ray-like selected event list, comprise the DL3, the science-ready data products.\n", + "\n", + "![image.png](attachment:495239b5-7bcc-4572-9a01-03f9459564c3.png)\n", + "\n", + "\n", + "The training/testing MC samples are produced in discrete sky-pointing directions across the whole sky:\n", + " - Training MC pointing nodes (circle markers) are produced along several declination lines.\n", + " - Testing MC nodes are produced in a regular triangular grid in cos(zenith angle) and B⊥/B (star markers).\n", + "\n", + "![image.png](attachment:bf18bf49-e7a0-4e25-91d3-1bbc5f549a9a.png)\n", + "\n", + "In this notebook, we calculate the IRF for each of these testing MC nodes. Then, **for any telescope pointing, the IRFs are interpolated**, a step that is done later by the `lstchain_create_dl3_file` Tool (for lstchain > v0.10.x).\n", + "\n", + "For the **selection of the gamma-like events** that are going to be used for the IRF calculation, there is a first selection based on certain filters (e.g. minimum intensity value), and later a set of selection cuts on *gammaness* and *theta*/*alpha*, which can be either fixed global cuts or energy-dependent cuts with a certain gamma-ray efficiency and containment region. **Important:** The same selection cuts should be used for the DL3 gamma-like event list production.\n", + "\n", + "For the use of the Tool, we also need a **config file providing the event selection cuts and binning information**. One can use the example config file available in [`cta-lstchain/docs/examples/irf_tool_config.json`](https://github.com/cta-observatory/cta-lstchain/blob/main/docs/examples/irf_tool_config.json) or create a similar config file for each specific use case. If the config file is not provided, the default values are used as per the Component in the file `cta-lstchain/lstchain/io/event_selection.py`.\n", + "\n", + "**Warning:** The production of *[full-enclosure IRF](https://gamma-astro-data-formats.readthedocs.io/en/latest/irfs/full_enclosure/index.html#full-enclosure-irfs)* is also possible with this tool but we need diffuse gamma-ray MC DL2 (not being generated currently in the all-sky MC standard production). Also, background IRF may be calculated if proton and electron MC are provided. These two cases are not covered in this notebook." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "8d3d03cf", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "from astropy.io import fits\n", + "import astropy.units as u\n", + "from astropy.table import QTable\n", + "\n", + "import matplotlib.pyplot as plt\n", + "from traitlets.config.loader import Config\n", + "\n", + "from gammapy.irf import EnergyDispersion2D, EffectiveAreaTable2D\n", + "from lstchain.io.config import read_configuration_file\n", + "from pathlib import Path\n", + "import subprocess" + ] + }, + { + "cell_type": "markdown", + "id": "bcc7ef69-e499-4f44-a3b8-cb88428ec352", + "metadata": {}, + "source": [ + "# Standard all-sky DL2 test MC\n", + "It is in: `/fefs/aswg/data/mc/DL2/AllSky` where you can see all the available productions.\n", + "\n", + "**Important:** You should use v0.10* productions if you are using lstchain v0.10*, v0.9 MC productions cannot be analyzed with lstchain v0.10" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "70302483-b6bb-4457-8966-be5f83c45480", + "metadata": {}, + "outputs": [], + "source": [ + "# Using the standard all-sky MC files\n", + "mc_base_dir = Path(\"/fefs/aswg/data/mc/DL2/AllSky\")" + ] + }, + { + "cell_type": "markdown", + "id": "4830afa8-ad43-454f-bf77-887fb4f3a677", + "metadata": {}, + "source": [ + "For this example, let's use one of the latest all-sky base productions:\n", + "`20230901_v0.10.4_allsky_base_prod`\n", + "\n", + "Each production has at least one directory indicating the declination line. In this case, we use `dec_2276` so the full path would be:\n", + "```\n", + "/fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_2276\n", + "```\n", + "Finally, inside this directory, you will find multiple subfolders corresponding to each simulated pointing node with a merged test gamma DL2 MC file (see all-sky plot at the beginning of this notebook).\n", + "\n", + "We will produce IRF files from each of these for all the nodes and store them in a directory for later use by the DL3 Tool." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "521428f6-4b77-4820-95d5-8d54588d0a37", + "metadata": {}, + "outputs": [], + "source": [ + "# Define the output directory to store the produced IRFs node-wise\n", + "irf_output_dir = Path(\"/fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF\")\n", + "irf_log = irf_output_dir / \"log\"\n", + "# Create directory including all parents if they do not exist\n", + "irf_log.mkdir(exist_ok=True, parents=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1565e442-453c-4f67-95d3-a7e1aea87a7d", + "metadata": {}, + "outputs": [], + "source": [ + "# Directory containing all the nodes subfolders\n", + "mc_prod = \"20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476\"\n", + "dl2_test_mc_dir = mc_base_dir / mc_prod " + ] + }, + { + "cell_type": "markdown", + "id": "da5a555d-ad84-4160-83d8-d41820ed9b4c", + "metadata": {}, + "source": [ + "# Settings for the tool" + ] + }, + { + "cell_type": "markdown", + "id": "e670f121-8303-4031-92a5-90ad1e8acbff", + "metadata": {}, + "source": [ + "By default, `lstchain_create_irf_files` assumes global cuts in gammaness and theta. Here we will use energy-dependent cuts based on a certain gamma-ray selection cut efficiency (activating the flags `--energy-dependent-gh` and `--energy-dependent-theta`). These dynamic cuts are calculated from the gamma-ray DL2 MC in each bin of reconstructed energy.\n", + "\n", + "Input arguments can be specified by the command line or config file. Let's assume the ones defined in the example config file for this demonstration.\n", + "\n", + "**Warning:** Setting the parameters via the command line overrides the settings in the config file.\n", + "\n", + "## Standard settings\n", + "\n", + "For most cases doing a standard analysis, it is recommended not to modify any parameter other than the efficiency value of the gammaness and theta cuts.\n", + "\n", + " - The global cut of intensity > 50 p.e. ensures a good match between the data and MC (for data\n", + "taken after 2021 August). This global cut brings all of the data to a common *analysis threshold*.\n", + " - In principle, there is no need to apply any other event filtering based on image parameters. We will just use gammaness and theta cuts.\n", + " - The **standard values are 70% selection efficiency for both gammaness and theta**, which are the ones used for the baseline analysis in the Crab performance paper ([H. Abe et al 2023 ApJ 956 80](https://iopscience.iop.org/article/10.3847/1538-4357/ace89d)).\n", + " - The rest of the configuration file can be left untouched." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "893a074b-d38f-45ed-9a58-1ecdd1284a86", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'EventSelector': {'filters': {'intensity': [50, inf],\n", + " 'width': [0, inf],\n", + " 'length': [0, inf],\n", + " 'r': [0, 1],\n", + " 'wl': [0.01, 1],\n", + " 'leakage_intensity_width_2': [0, 1],\n", + " 'event_type': [32, 32]}},\n", + " 'DL3Cuts': {'min_event_p_en_bin': 100,\n", + " 'global_gh_cut': 0.7,\n", + " 'gh_efficiency': 0.9,\n", + " 'min_gh_cut': 0.1,\n", + " 'max_gh_cut': 0.95,\n", + " 'global_alpha_cut': 10,\n", + " 'global_theta_cut': 0.2,\n", + " 'theta_containment': 0.68,\n", + " 'alpha_containment': 0.68,\n", + " 'min_theta_cut': 0.1,\n", + " 'max_theta_cut': 0.32,\n", + " 'fill_theta_cut': 0.32,\n", + " 'min_alpha_cut': 1,\n", + " 'max_alpha_cut': 20,\n", + " 'fill_alpha_cut': 20,\n", + " 'allowed_tels': [1]},\n", + " 'DataBinning': {'true_energy_min': 0.005,\n", + " 'true_energy_max': 500,\n", + " 'true_energy_n_bins': 25,\n", + " 'reco_energy_min': 0.005,\n", + " 'reco_energy_max': 500,\n", + " 'reco_energy_n_bins': 25,\n", + " 'energy_migration_min': 0.2,\n", + " 'energy_migration_max': 5,\n", + " 'energy_migration_n_bins': 30,\n", + " 'fov_offset_min': 0.1,\n", + " 'fov_offset_max': 1.1,\n", + " 'fov_offset_n_edges': 9,\n", + " 'bkg_fov_offset_min': 0,\n", + " 'bkg_fov_offset_max': 10,\n", + " 'bkg_fov_offset_n_edges': 21,\n", + " 'source_offset_min': 0,\n", + " 'source_offset_max': 1,\n", + " 'source_offset_n_edges': 101}}" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "irf_config_file = \"/fefs/aswg/workspace/analysis-school-2024/cta-lstchain/docs/examples/irf_tool_config.json\" \n", + "config = Config(read_configuration_file(irf_config_file))\n", + "config" + ] + }, + { + "cell_type": "markdown", + "id": "fa534af0-2936-446f-9066-02791a4411d6", + "metadata": {}, + "source": [ + "# Running the tool" + ] + }, + { + "cell_type": "markdown", + "id": "072bf8c5-d824-4c47-8a4f-99cfb6f2ad81", + "metadata": {}, + "source": [ + "For example, the way of running the IRF creation tool for a given DL2 testing MC file is:\n", + "\n", + "```\n", + "$lstchain_create_irf_files \\\n", + " --point-like \\\n", + " --input-gamma-dl2=/fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476/node_theta_73.142_az_331.979_/dl2_20230901_v0.10.4_allsky_base_prod_node_theta_73.142_az_331.979__merged.h5 \\\n", + " --output-irf-file=/fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF/irf_node_theta_73.142_az_331.979_.fits.gz \\\n", + " --config=/fefs/aswg/workspace/analysis-school-2024/cta-lstchain/docs/examples/irf_tool_config.json \\\n", + " --log-file=/fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF/log/irf_tool_irf_node_theta_73.142_az_331.979_.fits.log \\\n", + " --energy-dependent-gh \\\n", + " --energy-dependent-theta \\\n", + " --overwrite\n", + "```\n", + "\n", + "This will apply the energy-dependent cuts with the efficiency indicated in `irf_tool_config.json` above. It does not matter if other settings/parameters are present. E.g. those related to *alpha*, or to the global cuts, they are simply ignored." + ] + }, + { + "cell_type": "markdown", + "id": "198c0b8c-427e-4897-9668-dd8facbfa8a2", + "metadata": {}, + "source": [ + "# Example of running the tool for each MC node using SLURM\n", + "The production of each IRF usually takes around 1 min. Here we schedule all jobs so they are produced in parallel." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "85254ff6-3fbc-4fc3-ba52-5a747e2744e0", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Loop over the nodes inside each MC declination-line test DL2 directory\n", + "# to create an IRF file for each MC node and a given value of gammaness efficiency and theta containment\n", + "\n", + "nodes = dl2_test_mc_dir.glob(\"node_*\")\n", + "\n", + "log_dir = irf_output_dir / \"log\"\n", + "log_dir.mkdir(exist_ok=True, parents=True)\n", + "\n", + "for node in nodes:\n", + "\n", + " try: # Look for the DL2 test MC file\n", + " dl2_mc_gamma = next(node.glob(\"dl2_*__merged.h5\"))\n", + " except StopIteration:\n", + " log.warning(f\"Missing DL2 MC file in {node.name}\")\n", + "\n", + " # We include the node in the filename to differentiate between IRF files\n", + " irf_file = irf_output_dir / f\"irf_{node.name}.fits.gz\"\n", + " log_file = log_dir / f\"{irf_file.stem}.log\"\n", + " \n", + " sbatch_cmd = [\n", + " \"sbatch\",\n", + " \"--mem-per-cpu=12GB\"\n", + " ]\n", + " \n", + " lstchain_cmd = [\n", + " \"lstchain_create_irf_files\",\n", + " \"--point-like\",\n", + " f\"--input-gamma-dl2={dl2_mc_gamma}\",\n", + " f\"--output-irf-file={irf_file}\",\n", + " f\"--config={irf_config_file}\",\n", + " f\"--log-file={log_file}\",\n", + " \"--energy-dependent-gh\",\n", + " \"--energy-dependent-theta\",\n", + " \"--overwrite\",\n", + " ]\n", + "\n", + " # print(\" \\\\\\n \".join(lstchain_cmd)) # If you want to check how the actual command looks\n", + "\n", + " # subprocess.run(sbatch_cmd + lstchain_cmd) # Uncomment this line, but be careful! This will submit tens of jobs\n" + ] + }, + { + "cell_type": "markdown", + "id": "937e3380", + "metadata": {}, + "source": [ + "\n", + "\n", + "\n", + "# Check the point-like IRFs with some basic plots\n", + "Let's have a look at one of these IRF files using Astropy and Gammapy:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "ea0681aa-1109-4c99-af02-fa9d11a1916a", + "metadata": {}, + "outputs": [], + "source": [ + "irf_file = Path(\"/fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF/irf_node_theta_23.630_az_100.758_.fits.gz\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c5f4a5ac", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Filename: /fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF/irf_node_theta_23.630_az_100.758_.fits.gz\n", + "No. Name Ver Type Cards Dimensions Format\n", + " 0 PRIMARY 1 PrimaryHDU 4 () \n", + " 1 EFFECTIVE AREA 1 BinTableHDU 49 1R x 5C [25D, 25D, D, D, 25D] \n", + " 2 ENERGY DISPERSION 1 BinTableHDU 55 1R x 7C [25D, 25D, 30D, 30D, D, D, 750D] \n", + " 3 GH_CUTS 1 BinTableHDU 35 25R x 5C [D, D, D, K, D] \n", + " 4 RAD_MAX 1 BinTableHDU 49 1R x 5C [25D, 25D, D, D, 25D] \n" + ] + } + ], + "source": [ + "fits.open(irf_file).info()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "ea3c29ee", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "aeff = EffectiveAreaTable2D.read(irf_file, hdu=\"EFFECTIVE AREA\")\n", + "edisp = EnergyDispersion2D.read(irf_file, hdu=\"ENERGY DISPERSION\")\n", + "\n", + "# Since we have use energy-dependent gh and theta cuts:\n", + "gh_cut = QTable.read(irf_file, hdu=\"GH_CUTS\")\n", + "theta_cut = QTable.read(irf_file, hdu=\"RAD_MAX\")" + ] + }, + { + "cell_type": "markdown", + "id": "66e85f2c-a8d6-4693-8416-51c679f3321f", + "metadata": {}, + "source": [ + "The headers of these tables indicate the applied efficiency for the cuts in gammaness and theta." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "1fa0271e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "XTENSION= 'BINTABLE' / binary table extension \n", + "BITPIX = 8 / array data type \n", + "NAXIS = 2 / number of array dimensions \n", + "NAXIS1 = 616 / length of dimension 1 \n", + "NAXIS2 = 1 / length of dimension 2 \n", + "PCOUNT = 0 / number of group parameters \n", + "GCOUNT = 1 / number of groups \n", + "TFIELDS = 5 / number of table fields \n", + "CREATOR = 'pyirf v0.10.1' \n", + "HDUDOC = 'https://github.com/open-gamma-ray-astro/gamma-astro-data-formats' \n", + "HDUVERS = '0.2 ' \n", + "HDUCLASS= 'GADF ' \n", + "HDUCLAS1= 'RESPONSE' \n", + "HDUCLAS2= 'EFF_AREA' \n", + "HDUCLAS3= 'POINT-LIKE' \n", + "HDUCLAS4= 'AEFF_2D ' \n", + "DATE = '2024-02-06 19:05:00.364' \n", + "TELESCOP= 'CTA-N ' \n", + "INSTRUME= 'LST-1 ' \n", + "FOVALIGN= 'RADEC ' \n", + "ZEN_PNT = 23.63 / deg \n", + "AZ_PNT = 100.758 / deg \n", + "B_TOTAL = 38.592769622802734 / uT \n", + "B_INC = 0.6519277095794678 / rad \n", + "B_DEC = -0.08447393774986267 / rad \n", + "B_DELTA = 50.093786472690894 / deg \n", + "GH_EFF = 0.9 / gamma/hadron efficiency \n", + "TH_CONT = 0.68 / Theta containment region in percentage \n", + "EXTNAME = 'EFFECTIVE AREA' / extension name \n", + "TTYPE1 = 'ENERG_LO' \n", + "TFORM1 = '25D ' \n", + "TUNIT1 = 'TeV ' \n", + "TDIM1 = '(25) ' \n", + "TTYPE2 = 'ENERG_HI' \n", + "TFORM2 = '25D ' \n", + "TUNIT2 = 'TeV ' \n", + "TDIM2 = '(25) ' \n", + "TTYPE3 = 'THETA_LO' \n", + "TFORM3 = 'D ' \n", + "TUNIT3 = 'deg ' \n", + "TDIM3 = '(1) ' \n", + "TTYPE4 = 'THETA_HI' \n", + "TFORM4 = 'D ' \n", + "TUNIT4 = 'deg ' \n", + "TDIM4 = '(1) ' \n", + "TTYPE5 = 'EFFAREA ' \n", + "TFORM5 = '25D ' \n", + "TUNIT5 = 'm2 ' \n", + "TDIM5 = '(25,1) ' " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Example header information for IRFs\n", + "fits.open(irf_file)[\"EFFECTIVE AREA\"].header" + ] + }, + { + "cell_type": "markdown", + "id": "6256d34f-850b-4fbd-9e43-4ffe056a5852", + "metadata": {}, + "source": [ + "In this case 90% and 68% for gammaness and theta, respectively:\n", + "\n", + "```\n", + "GH_EFF = 0.9 / gamma/hadron efficiency \n", + "TH_CONT = 0.68 / Theta containment region in percentage\n", + "```\n", + "\n", + "If you used **global cuts**, the keywords are instead `GH_CUT` and `RAD_MAX`, indicating the values of the cuts:\n", + "\n", + "```\n", + "GH_CUT = 0.7 \n", + "RAD_MAX = 0.2 / deg \n", + "```" + ] + }, + { + "cell_type": "markdown", + "id": "c0591471-d11d-43b2-a573-6ffa6c053dea", + "metadata": {}, + "source": [ + "# Effective area" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a1771635", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Effective Area energy dependence\n", + "\n", + "plt.figure()\n", + "aeff.plot_energy_dependence(offset=[0.4 * u.deg])\n", + "plt.legend().remove()\n", + "plt.yscale('log')\n", + "plt.grid(which='both')" + ] + }, + { + "cell_type": "markdown", + "id": "d426f40f-f1df-484d-b7bd-b767a0b45dce", + "metadata": {}, + "source": [ + "# Energy dispersion and energy bias" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "e2680555", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0.98, 'Energy migration')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Energy Dispersion, energy migration\n", + "plt.figure(figsize=(12,10))\n", + "\n", + "offset = \"0.4 deg\"\n", + "true_energy = [0.1, 0.5, 1, 10] * u.TeV\n", + "\n", + "plt.subplot(221)\n", + "edisp.plot_migration(offset=offset, energy_true=true_energy[0])\n", + "plt.legend(loc=1)\n", + "plt.grid()\n", + "\n", + "plt.subplot(222)\n", + "edisp.plot_migration(offset=offset, energy_true=true_energy[1])\n", + "plt.legend(loc=1)\n", + "plt.grid()\n", + "\n", + "plt.subplot(223)\n", + "edisp.plot_migration(offset=offset, energy_true=true_energy[2])\n", + "plt.legend(loc=1)\n", + "plt.grid()\n", + "\n", + "plt.subplot(224)\n", + "edisp.plot_migration(offset=offset, energy_true=true_energy[3])\n", + "plt.legend(loc=1)\n", + "plt.grid()\n", + "\n", + "plt.suptitle(\"Energy migration\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "9d40b3b3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Energy bias\n", + "\n", + "plt.figure(figsize=(12, 4))\n", + "\n", + "plt.subplot(121)\n", + "edisp.plot_bias(offset=offset, add_cbar=True)\n", + "plt.title(\"Energy Bias\")\n", + "\n", + "plt.subplot(122)\n", + "edisp_kernel = edisp.to_edisp_kernel(offset=0.4*u.deg)\n", + "edisp_kernel.plot_bias()\n", + "plt.grid()\n", + "plt.title(\"Energy Bias at 0.4 deg\");" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "db5625fb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Energy Migration Matrix')" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Energy migration matrix\n", + "edisp_kernel.plot_matrix(add_cbar=True)\n", + "plt.title(\"Energy Migration Matrix\")" + ] + }, + { + "cell_type": "markdown", + "id": "7346c214-da38-4e0e-b6c6-6100e5faf0f1", + "metadata": {}, + "source": [ + "# Energy-dependent gammaness cuts" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "eb6cd924-5e3c-40d9-87ff-aa4e06413c5f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "OrderedDict([('CREATOR', 'lstchain v0.10.7.dev16+g7ad812a.d20240129'),\n", + " ('DATE', '2024-02-06 19:05:00.863'),\n", + " ('TELESCOP', 'CTA-N'),\n", + " ('INSTRUME', 'LST-1'),\n", + " ('FOVALIGN', 'RADEC'),\n", + " ('ZEN_PNT', 23.63),\n", + " ('AZ_PNT', 100.758),\n", + " ('B_TOTAL', 38.592769622802734),\n", + " ('B_INC', 0.6519277095794678),\n", + " ('B_DEC', -0.08447393774986267),\n", + " ('B_DELTA', 50.093786472690894),\n", + " ('GH_EFF', 0.9),\n", + " ('TH_CONT', 0.68),\n", + " ('EXTNAME', 'GH_CUTS')])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gh_cut.meta " + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "9043536c-7633-4ae9-995d-615b5c0fd102", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "\n", + "plt.errorbar(\n", + " gh_cut[\"center\"], gh_cut[\"cut\"],\n", + " xerr=(\n", + " gh_cut[\"center\"] - gh_cut[\"low\"], \n", + " gh_cut[\"high\"] - gh_cut[\"center\"]\n", + " )\n", + ")\n", + "\n", + "plt.xscale('log')\n", + "plt.title(r\"$\\gamma$/H cuts distribution\")\n", + "plt.ylabel(r'$\\gamma$/h cut')\n", + "plt.xlabel('Energy [TeV]')\n", + "plt.grid(which='both')" + ] + }, + { + "cell_type": "markdown", + "id": "3fbc6afd-d68e-4538-94bb-de6c472fa49e", + "metadata": {}, + "source": [ + "# Energy-dependent theta cuts" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "3eedba82-1e58-445a-9019-1deda18ad856", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "OrderedDict([('CREATOR', 'pyirf v0.10.1'),\n", + " ('HDUDOC',\n", + " 'https://github.com/open-gamma-ray-astro/gamma-astro-data-formats'),\n", + " ('HDUVERS', '0.2'),\n", + " ('HDUCLASS', 'GADF'),\n", + " ('HDUCLAS1', 'RESPONSE'),\n", + " ('HDUCLAS2', 'RAD_MAX'),\n", + " ('HDUCLAS3', 'POINT-LIKE'),\n", + " ('HDUCLAS4', 'RAD_MAX_2D'),\n", + " ('DATE', '2024-02-06 19:05:00.873'),\n", + " ('TELESCOP', 'CTA-N'),\n", + " ('INSTRUME', 'LST-1'),\n", + " ('FOVALIGN', 'RADEC'),\n", + " ('ZEN_PNT', 23.63),\n", + " ('AZ_PNT', 100.758),\n", + " ('B_TOTAL', 38.592769622802734),\n", + " ('B_INC', 0.6519277095794678),\n", + " ('B_DEC', -0.08447393774986267),\n", + " ('B_DELTA', 50.093786472690894),\n", + " ('GH_EFF', 0.9),\n", + " ('TH_CONT', 0.68),\n", + " ('EXTNAME', 'RAD_MAX')])" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "theta_cut.meta" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "62331a36", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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RAQA+PXgJp6/lS1sQERFJjgGIbEIvVxH39OsAnQgs+OYMKqt0UpdEREQSYgAim/Hi2B5wsVfiXKYG639Ok7ocIiKSEAMQ2Qz3dmq8eFcvAMCKn1KRWyZxQUREJBkGILIp/zegIwZ3cUOpVodNl2QQRT4Sg4jIFjEAkU0RBAGvP9AXSrmA8/kyfH8mS+qSiIhIAgxAZHOCPNth1vAuAIDXdqQgv4TPySAisjUMQGSTZgztjA72InKLK/DmD79JXQ4RETUzBiCySSqFDBO6VAEAvjx2FT//kStxRURE1JwYgMhmBTkDkwZ2BAC8sOUMyit5byAiIlvBAEQ27fkx3eDppMYfOcX4aN8fUpdDRETNhAGIbJqzvRKx9/QGAHy47xKySiQuiIiImgUDENm8u/p2wKieXtBWifjqDzl0Ot4biIiorWMAIpsnCAKW3N8HDio5LhYK2HQiXeqSiIjIyhiAiAD4udpj7qiuAIC3En5HdiGfk0FE1JYxABH96bHBAfB3FFFYVokl289JXQ4REVkRAxDRn+QyAZOCqiCXCfjudCb2/JYtdUlERGQlDEBEt+joCEyNCAAAvLT1LIrLKyWuiIiIrIEBiOhvnr0jCH6u9kjPL8XK3RelLoeIiKyAAYjobxxUCrz2QB8AQNzhK7haJHFBRERkcZIHoDVr1qBz586ws7NDeHg49u/fX2ffAwcOIDIyEu7u7rC3t0fPnj2xbNkyo37ffPMNgoODoVarERwcjC1btlhzF6iVKq8CSioqDV41bbd1dsO4vh2gE4EvLsqhKasw6nvri4iIWheFlBvfuHEj5s6dizVr1iAyMhIfffQRxo4di3PnziEgIMCov6OjI55++mn069cPjo6OOHDgAJ566ik4OjpixowZAIDDhw9j4sSJePXVV/HAAw9gy5YtmDBhAg4cOIDbbrutuXeRWrD5RxWYf3T331qN29JLBIS/nlTvWJffHGfZ4oiIyKokPQL0/vvvY9q0aZg+fTp69eqF5cuXw9/fH2vXrq21f2hoKB5++GH07t0bnTp1wqOPPoro6GiDo0bLly/HmDFjsHDhQvTs2RMLFy7EqFGjsHz58mbaKyIiImrpJDsCVFFRgePHj2PBggUG7VFRUTh06JBJY5w8eRKHDh3Ca6+9pm87fPgwnnvuOYN+0dHR9Qag8vJylJeX699rNBoAgFarhUKh0H9dm5r22pbXtqwpbdZmiW02ZgxT1mmoT2Pm4e1BlbjjjjugVNbMcSV2795t0HazsAwjlx+ECAE/PRcJj3bqerdvCZaae3PHkWoeGttmbZwHzkND/TkP1h/H3Hkwpz5BFEVJHnyUkZEBPz8/HDx4EEOGDNG3L126FOvXr0dKSkqd63bs2BE5OTmorKxEbGwsXn75Zf0ylUqFuLg4TJ48Wd8WHx+Pxx9/3CDk3Co2NhaLFy82ao+Pj4eDg0Njdo/akDeT5cgsEfBE9yr0d+dzwoiIWqqSkhJMnjwZBQUFcHZ2rrevpNcAAdXPYbqVKIpGbX+3f/9+FBUV4eeff8aCBQvQtWtXPPzww40ec+HChZg3b57+vUajgb+/P6KiomBvb4/ExESMGTMGSqXSaF2tVlvn8tqWNaXN2iyxzcaMYco6DfWx5jxs/OMnZJYIEDy74K47e5j8vWgsS829ueO09Hlojb8PjRmH82D6vlhzHM6D6ftizXHMnYfS0lKTa5EsAHl4eEAulyMrK8ugPTs7G97e3vWu27lzZwBA3759cf36dcTGxuoDUIcOHcweU61WQ602PrWhVCr13/Bbv65NfctrW9aUNmuzxDYbM4Yp60gxD52dRBy6Dpy6pmnWubDU3Js7TkudB1NrszTOA+eB82D5bVprHiorTf9UrmQXQatUKoSHhyMxMdGgPTEx0eCUWENEUTQ4tRUREWE05s6dO80ak+hWndtVn/Y6c60A5ZVVEldDRESWIOkpsHnz5mHKlCkYMGAAIiIisG7dOqSlpWHmzJkAqk9Npaen47PPPgMArF69GgEBAejZsyeA6vsCvfvuu3jmmWf0Y86ZMwfDhg3DW2+9hfvuuw/btm3Drl27cODAgebfQWoTPOwAN0cl8oq1OJuuQXhge6lLIiKiJpI0AE2cOBG5ublYsmQJMjMz0adPH+zYsQOBgYEAgMzMTKSlpen763Q6LFy4EJcuXYJCoUBQUBDefPNNPPXUU/o+Q4YMwZdffomXXnoJL7/8MoKCgrBx40beA4gaTRCAMH9X7PotByeu3GQAIiJqAyS/CHrWrFmYNWtWrcvi4uIM3j/zzDMGR3vqMn78eIwfP94S5REBAEIDqgPQ8Ss38aTUxRARUZNJ/igMotYgLMAVAHA87SYkunMEERFZEAMQkQn6+DpDKReQU1iOazdN/5glERG1TAxARCawU8rR29cFAHD8yk2JqyEioqZiACIyUc3FzwxAREStHwMQkYkYgIiI2g4GICIT1QSg37I0KCo3/W6jRETU8jAAEZnI29kOfq720IlA8tV8qcshIqImYAAiMgNPgxERtQ0MQERmYAAiImobGICIzFATgE6k3YROxxsiEhG1VgxARGbo2cEJ9ko5CssqkZpTJHU5RETUSAxARGZQyGUI8XcFwNNgREStGQMQkZl4HRARUevHAERkJv11QAxAREStFgMQkZlC/3wy/B83ipFXXCFtMURE1CgMQERmcnVQoatXOwA8CkRE1FoxABE1QnjAn9cBpTEAERG1RgxARI3AC6GJiFo3BiCiRgj7MwAlX82HtkoncTVERGQuBiCiRuji4QhXByXKK3U4l6GRuhwiIjITAxBRI8hkAsICeBqMiKi1YgAiaiT9dUC8EJqIqNVhACJqpJojQPwoPBFR68MARNRI/f1dIJcJyCwoQ0Z+qdTlEBGRGRiAiBrJQaVAsI8zAF4HRETU2jAAETUB7wdERNQ6MQARNUHN/YBO8EJoIqJWhQGIqAlqjgD9mqFBSUWlxNUQEZGpGICImsDXxQ4dnO1QpRNx+lqB1OUQEZGJGICImkAQBF4HRETUCjEAETWR/jogBiAiolaDAYioiW69I7QoihJXQ0REpmAAImqiYB9nqBUy5Jdo8ceNYqnLISIiEzAAETWRSiFD/46uAHgdEBFRa8EARGQBvA6IiKh1YQAisgB+EoyIqHVhACKygLAAVwDAhewiFJRopS2GiIgaxABEZAHu7dTo7OEIADhxlUeBiIhaOgYgIgsJC+B1QERErQUDEJGF8DogIqLWgwGIyEJqAtCpq/morNJJXA0REdWHAYjIQrp5tYOTWoGSiir8llUodTlERFQPBiAiC5HJBITW3A8ojafBiIhaMgYgIgsKD+B1QERErQEDEJEF8UJoIqLWgQGIyIL6+7tAJgDXbpbiuqZM6nKIiKgODEBEFuRkp0SPDs4AeD8gIqKWjAGIyMLCA10B8DQYEVFLxgBEZGH664D4STAiohaLAYjIwsID3AAAZ9MLUKatkrgaIiKqDQMQkYX5u9nDo50a2ioRZ9MLpC6HiIhqwQBEZGGCIPA6ICKiFo4BiMgKeD8gIqKWjQGIyArCb3kkhiiKEldDRER/xwBEZAW9fV2gkstwo6gCaXklUpdDRER/wwBEZAV2Sjn6+FXfEJGnwYiIWh4GICIr4XVAREQtFwMQkZUwABERtVwMQERWEhZQHYBSrheisEwrcTVERHQrBiAiK/FytoO/mz1EETh1NV/qcoiI6BYMQERWFB7A02BERC0RAxCRFfE6ICKilokBiMiKwv4MQKfS8lGl4w0RiYhaCgYgIivq4e0ER5UcheWVuJBdKHU5RET0JwYgIitSyGUICXAFwNNgREQtCQMQkZXxQmgiopaHAYjIymquAzrBAERE1GIwABFZWeifR4Au55bgRlG5xNUQERHAAERkdS72SnT3bgeAR4GIiFoKyQPQmjVr0LlzZ9jZ2SE8PBz79++vs+/mzZsxZswYeHp6wtnZGREREUhISDDoExcXB0EQjF5lZWXW3hWiOunvB5TGAERE1BJIGoA2btyIuXPn4sUXX8TJkycxdOhQjB07FmlpabX237dvH8aMGYMdO3bg+PHjGDlyJO655x6cPHnSoJ+zszMyMzMNXnZ2ds2xS0S1qnkuGI8AERG1DAopN/7+++9j2rRpmD59OgBg+fLlSEhIwNq1a/HGG28Y9V++fLnB+6VLl2Lbtm3Yvn07QkND9e2CIKBDhw5WrZ3IHDVHgJKvFaCiUgeVQvKDr0RENk2yAFRRUYHjx49jwYIFBu1RUVE4dOiQSWPodDoUFhbCzc3NoL2oqAiBgYGoqqpCSEgIXn31VYOA9Hfl5eUoL//r4lSNRgMA0Gq1UCgU+q9rU9Ne2/LaljWlzdossc3GjGHKOg31aenz0NFFhfYOStws0SI5LRch/q519rXUNs0dxxbmwRycB85DQ/05D9Yfx9x5MKc+QRRFSe7Pn5GRAT8/Pxw8eBBDhgzRty9duhTr169HSkpKg2O88847ePPNN3H+/Hl4eXkBAH7++Wekpqaib9++0Gg0WLFiBXbs2IHk5GR069at1nFiY2OxePFio/b4+Hg4ODg0cg+JDP3nNxnO3pTh/sAqjPTlYzGIiCytpKQEkydPRkFBAZydnevvLEokPT1dBCAeOnTIoP21114Te/To0eD68fHxooODg5iYmFhvv6qqKrF///7iM888U2efsrIysaCgQP+6evWqCEC8ceOGWFxcLG7dulUsLi4WKyoqjF71La9tWVParP2yxDYbM4Yp67SFeVi1K0UM/Pd34lOfHbP6PDRmHFuZB2v+LHMeOA+cB2nn4caNGyIAsaCgoMEcIdkpMA8PD8jlcmRlZRm0Z2dnw9vbu951N27ciGnTpmHTpk0YPXp0vX1lMhkGDhyICxcu1NlHrVZDrVYbtSuVSiiVSqOva1Pf8tqWNaXN2iyxzcaMYco6rXkeBnZ2B3ABJ6/mQ6FQQBCEevtbau7NHaetz4O5OA+cB86D5bdprXmorKw0eUzJrsRUqVQIDw9HYmKiQXtiYqLBKbG/++KLLzB16lTEx8dj3LhxDW5HFEWcOnUKPj4+Ta6ZqC4lFZUNvrp6tYNCJuC6phypOUX19iUiIuuS9FNg8+bNw5QpUzBgwABERERg3bp1SEtLw8yZMwEACxcuRHp6Oj777DMA1eHnsccew4oVKzB48GD90SN7e3u4uLgAABYvXozBgwejW7du0Gg0WLlyJU6dOoXVq1dLs5NkE4JfSWi40y3GvL+v3uUrIppSDRERNUTSADRx4kTk5uZiyZIlyMzMRJ8+fbBjxw4EBgYCADIzMw3uCfTRRx+hsrISs2fPxuzZs/XtMTExiIuLAwDk5+djxowZyMrKgouLC0JDQ7Fv3z4MGjSoWfeNiIiIWi5JAxAAzJo1C7Nmzap1WU2oqZGUlNTgeMuWLcOyZcssUBmR6c4tiTap3x85Rbh71UEoZAKSnh8BN0eVUR+tVoukXTstXSIREd1C8gBE1BY4qEz7Verj54p+HV1w+loBdp27jqmRnY36aAV+RJ6IyNp4O1qiZvZAqB8AYPPJdIkrISKyXQxARM3snv6+UMgEnL5WgNTsIqnLISKySQxARM3Mo50aw7t7AgC2nLwmcTVERLaJAYhIAg+EVZ8G23oyAzodr/khImpuDEBEEhjdyxtOagXS80tx9HKe1OUQEdkcBiAiCdgp5birb/XdyTef4GkwIqLmxgBEJJEH/zwN9sOZLJRpqySuhojItjAAEUlkYCc3+Lnao7C8EonnrktdDhGRTWEAIpKITCbo7wm0hfcEIiJqVgxARBKq+TTY3t9zkFNYLnE1RES2gwGISEJBnu3Qv6MLqnQitidnSF0OEZHNYAAiktiDYR0B8DQYEVFzYgAikljNozHOpBcgNbtQ6nKIiGwCAxCRxNwcVRjRo/rRGJtP8CgQEVFzYAAiagEeCK0+Dbb1ZDofjUFE1AwYgIhagFG9vOBkp0BGQRmOXr4pdTlERG2e2QGoS5cuyM3NNWrPz89Hly5dLFIUka2xU8pxd7/qR2Ns5afBiIiszuwAdPnyZVRVGd+2v7y8HOnpvH6BqLFqToP9+Ot1VPDJGEREVqUwteO3336r/zohIQEuLi7691VVVfjpp5/QqVMnixZHZEsGBLZHx/b2uHazFGdvCrhf6oKIiNowkwPQ/fffDwAQBAExMTEGy5RKJTp16oT33nvPosUR2ZKaR2Os2p2KozmC1OUQEbVpJp8C0+l00Ol0CAgIQHZ2tv69TqdDeXk5UlJScPfdd1uzVqI2r+bZYCn5Am4U8dEYRETWYvY1QJcuXYKHh4c1aiGyeV3+fDSGDgK2n86SuhwiojbL5FNgNZYsWVLv8ldeeaXRxRARcH+ID5KvFWBbcgZmDO8qdTlERG2S2QFoy5YtBu+1Wi0uXboEhUKBoKAgBiCiJrqrTwe8+v15/JpRiN+vF6K7t5PUJRERtTlmB6CTJ08atWk0GkydOhUPPPCARYoismVujioEu4o4e1PA5hPpWDC2p9QlERG1ORa5E7SzszOWLFmCl19+2RLDEdm8gZ7Vj8PYdoqPxiAisgaLPQojPz8fBQUFlhqOyKb1bi/C2U6BzIIy/PyH8Z3XiYioacw+BbZy5UqD96IoIjMzE//73/9w5513WqwwIlumlAFj+3TAxl+uYfPJdAzpyk9eEhFZktkBaNmyZQbvZTIZPD09ERMTg4ULF1qsMCJbd3+IDzb+cg0/nMnEq/f1gb1KLnVJRERthtkB6NKlS9aog4j+JjzAFf5u9riaV4qd57JwX4if1CUREbUZZl8DVFBQgLy8PKP2vLw8aDQaixRFRNWPnal5QOrmE3zQMBGRJZkdgCZNmoQvv/zSqP2rr77CpEmTLFIUEVWreTTG/gs5yC4sk7gaIqK2w+wAdOTIEYwcOdKofcSIEThy5IhFiiKiap09HBEa4AqdCHx7KkPqcoiI2gyzA1B5eTkqKyuN2rVaLUpLSy1SFBH95cE/jwLxNBgRkeWYHYAGDhyIdevWGbV/+OGHCA8Pt0hRRPSXu/v5QikXcC5Tg5SsQqnLISJqE8z+FNjrr7+O0aNHIzk5GaNGjQIA/PTTTzh27Bh27txp8QKJbF17RxVG9vDCznPXsfnkNSwc20vqkoiIWj2zjwBFRkbi8OHD8Pf3x1dffYXt27eja9euOH36NIYOHWqNGols3oNh1afBtp3MQBUfjUFE1GRmHwECgJCQEGzYsMHStRBRHUb29IKLvRJZmjIcvpiL27vxztBERE1hsWeBEZH1qBVyjOvnAwDYfPKaxNUQEbV+DEBErUTNp8F+PJuFkgrjT2ISEZHpGICIWonwwPYIcHNASUUVdv56XepyiIhaNQYgolai+tEYf94T6CTvCURE1BQMQEStSE0AOnAhB9kaPhqDiKixGvUpsGPHjmHTpk1IS0tDRUWFwbLNmzdbpDAiMtbJwxFhAa44kZaPbacy8OSwLlKXRETUKpl9BOjLL79EZGQkzp07hy1btkCr1eLcuXPYvXs3XFxcrFEjEd3igbA/nxDP02BERI1mdgBaunQpli1bhu+++w4qlQorVqzA+fPnMWHCBAQEBFijRiK6xT39fKCUCzifqcH5TI3U5RARtUpmB6CLFy9i3LhxAAC1Wo3i4mIIgoDnnnuu1meEEZFluTqocEdPLwDAFh4FIiJqFLMDkJubGwoLqx/I6Ofnh7NnzwIA8vPzUVJSYtnqiKhWD4RWnwbbdiqdj8YgImoEswPQ0KFDkZiYCACYMGEC5syZgyeffBIPP/yw/uGoRGRdI3t6wsVeieuachy6eEPqcoiIWh2zPwX2wQcfoKys+uO3CxcuhFKpxIEDB/Dggw/i5ZdftniBRLaovAooqaiEUhTq7HNnnw7YeOwqNv1yDeGB7Y2Wa7WV+nFclEprlktE1OqYHYDc3Nz0X8tkMsyfPx/z58+3aFFEtm7+UQXmH91tUt9vkzPwbXJGHUurx7n85jjLFUdE1AaYfQpMLpcjOzvbqD03NxdyudwiRRERERFZk9lHgESx9gsuy8vLoVKpmlwQEQFvD6pEdHQUlA2cujp6KQ9TPz0GuUzA1tlDEOTZTr9Mq9UiIWEnoqOjrF0uEVGrY3IAWrlyJYDq5xF9/PHHaNfur39oq6qqsG/fPvTs2dPyFRLZILUccFApoFTW/ys6oocXRvfyxq7z17Fi1wV8HDNQv0wriPpxiIjIkMn/Mi5btgxA9RGgDz/80OB0l0qlQqdOnfDhhx9avkIiqteCsT2xJyUbu85n4/DFXEQEuUtdEhFRi2dyALp06RIAYOTIkdi8eTPatzf+1AkRNb+uXu0weVAA/vfzFSzdcR7bZkdCJqv702NERNSIi6D37NmD9u3bo6KiAikpKaisrLRGXURkhjmju6GdWoEz6QX1fCKMiIhqmB2ASktLMW3aNDg4OKB3795IS0sDADz77LN48803LV4gETXMo50a/xgRBAB4JyEFZdoqiSsiImrZzA5ACxYsQHJyMpKSkmBnZ6dvHz16NDZu3GjR4ojIdE9EdoaPix3S80sRd+iy1OUQEbVoZgegrVu34oMPPsDtt98OQfjrOoPg4GBcvHjRosURkensVXL8K6oHAGD17lTkFVdIXBERUctldgDKycmBl5eXUXvNU+GJSDoPhPoh2McZheWV+CDpD6nLISJqscwOQAMHDsT333+vf18Tev7zn/8gIiLCcpURkdlkMgEvjusFAPji6FVkl0pcEBFRC2X2HdLeeOMN3HnnnTh37hwqKyuxYsUK/Prrrzh8+DD27t1rjRqJyAyRXT0wsocn9qTkYHuaDFOlLoiIqAUy+wjQkCFDcPDgQZSUlCAoKAg7d+6Et7c3Dh8+jPDwcGvUSERmWnhXL8gE4HSeDL9cuSl1OURELU6j7pHft29frF+/3tK1EJGFdPd2wv+Fd8TGX67hjR9TsG22J6/RIyK6RaMCkE6nQ2pqKrKzs6HT6QyWDRs2zCKFEVHTzLkjCFtOXMXpaxp8dzoT9/T3lbokIqIWw+wA9PPPP2Py5Mm4cuWK0ZPhBUFAVRVvwEbUEng6qTHKV4cfrsnx1o+/Iaq3N9QKecMrEhHZALOvAZo5cyYGDBiAs2fPIi8vDzdv3tS/8vLyrFEjETXSSF8RXk5qXLtZiv8dviJ1OURELYbZAejChQtYunQpevXqBVdXV7i4uBi8iKjlUMuBuaO6AgBW/nQB+SW8OSIREdCIAHTbbbchNTXVYgWsWbMGnTt3hp2dHcLDw7F///46+27evBljxoyBp6cnnJ2dERERgYSEBKN+33zzDYKDg6FWqxEcHIwtW7ZYrF6i1ubBUF/07OAETVklVu223O8uEVFrZlIAOn36tP71zDPP4J///Cfi4uJw/Phxg2WnT582a+MbN27E3Llz8eKLL+LkyZMYOnQoxo4dq3/A6t/t27cPY8aMwY4dO3D8+HGMHDkS99xzD06ePKnvc/jwYUycOBFTpkxBcnIypkyZggkTJuDIkSNm1UbUVshlAl64q/rmiJ8dvowrucUSV0REJD2TLoIOCQmBIAgGFz0/8cQT+q9rlpl7EfT777+PadOmYfr06QCA5cuXIyEhAWvXrsUbb7xh1H/58uUG75cuXYpt27Zh+/btCA0N1fcZM2YMFi5cCABYuHAh9u7di+XLl+OLL74wuTaitmRYd08M7eaB/Rdu4O2EFKyeHCZ1SUREkjIpAF26dMniG66oqMDx48exYMECg/aoqCgcOnTIpDF0Oh0KCwvh5uambzt8+DCee+45g37R0dFG4elW5eXlKC8v17/XaDQAAK1WC4VCof+6NjXttS2vbVlT2qzNEttszBimrNNQH85Dw+PMj+qGA6k38P3pTMTcloPQAFezt8t5sP44nAdDnAfOQ0P9b+1jTn2C+PfPstfhiSeewIoVK+Dk5GTy4PXJyMiAn58fDh48iCFDhujbly5divXr1yMlJaXBMd555x28+eabOH/+vP4BrSqVCnFxcZg8ebK+X3x8PB5//HGDkHOr2NhYLF682Kg9Pj4eDg4O5u4aUYsVnyrDkRwZOjuJmNO7Crw3IhG1JSUlJZg8eTIKCgrg7Oxcb1+T7wO0fv16vPnmmxYLQDX+fnfamlNpDfniiy8QGxuLbdu2GT2d3twxFy5ciHnz5unfazQa+Pv7IyoqCvb29khMTMSYMWOgVCqN1tVqtXUur21ZU9qszRLbbMwYpqzTUB/Og2njhGnKELX8AC4V6iDvFI47e3ubtV3Og/XH4TyYvi/WHIfzYPq+WHMcc+ehtNT0J0CbHIBMPFBkMg8PD8jlcmRlZRm0Z2dnw9vbu461qm3cuBHTpk3Dpk2bMHr0aINlHTp0MHtMtVoNtVpt1K5UKvXf8Fu/rk19y2tb1pQ2a7PENhszhinrcB6aNo6/uxJPDgvCyp8u4N3EC4ju4wuVQlZn/8bWxnlo+jicB0OcB86DKfNQWVlp8phmfQzeks8SUqlUCA8PR2JiokF7YmKiwSmxv/viiy8wdepUxMfHY9y4cUbLIyIijMbcuXNnvWMS2ZKnhnWBRzs1ruSWYMMR3hyRiGyTWY/C6N69e4MhyJy7Qc+bNw9TpkzBgAEDEBERgXXr1iEtLQ0zZ84EUH1qKj09HZ999hmA6vDz2GOPYcWKFRg8eLD+SI+9vb3+Joxz5szBsGHD8NZbb+G+++7Dtm3bsGvXLhw4cMCcXSVqsxzVCswb0x0vbDmDFT9dwINhHeFi37z/F0lEJDWzAtDixYsterfniRMnIjc3F0uWLEFmZib69OmDHTt2IDAwEACQmZlpcE+gjz76CJWVlZg9ezZmz56tb4+JiUFcXBwAYMiQIfjyyy/x0ksv4eWXX0ZQUBA2btyI2267zWJ1E7V2EwZ0xKcHL+FCdhHW7EnFwj/vE0REZCvMCkCTJk0yuuC4qWbNmoVZs2bVuqwm1NRISkoyaczx48dj/PjxTayMqO1SyGV44a5eeDzuGD49eBmPDg5EByceBSIi22HyNUCWvP6HiKQ3oocnIru6o6JKh3d3NnzbCSKitsTkAGTpT4ERkbQEQcDCsb0gCMC2Uxk4fa1A6pKIiJqNyQFIp9NZ/PQXEUmrj58LHgj1AwC8mfA7+P85RGQrzH4aPBG1Lf+K6gG1QoZjl2/i7E2e6iYi28AARGQDSioq63y5OigRM6QTAGDrFRkKSivq7U9E1BaY9SkwImqdgl9JMKnfjTIBA5Ym1dtnRYQFCiIikhiPABEREZHN4REgIhtwbkl0g30qKioQs+YnJOfJ4OaowldPDYavq71BH61Wi6RdO61VJhFRs+ERICIb4KBSNPhyVCvxSFcdenVwQl5xBeZ8eQoCBKN+RERtAQMQEemp5cDaR0Lg7qjCrxkazP/mNO8BRkRtEgMQERnwc7XHmkfCoJAJ2J6cgQ/3/iF1SUREFscARERGbuvijth7ewMA3k74Dbt/uy5xRURElsUARES1enRwICbfFgBRBOZ8cQqp2UVSl0REZDEMQERUp9h7emNQJzcUlldixme/QFOqlbokIiKLYAAiojqpFDKseTQMvi52+ONGMeZtOgMdr4kmojaAAYiI6uXRTo11jw2AnVKGvRdu4Ls0/rNBRK0f/yUjogb18XPB2+P7AwB+ypDh2+RMiSsiImoaBiAiMsm9/X3x1NDOAIAXtv6KM9cKJK6IiKjxGICIyGTPje6KYFcdyit1mPG/X5BTWC51SUREjcIAREQmk8sEPNZNhy4eDsgsKMM/Pj+Oikqd1GUREZmNAYiIzGKvANZODoWTnQK/XLmJRd+e5eMyiKjVYQAiIrN18XTEyodDIQjAF0ev4vOfr0hdEhGRWRiAiKhRRvbwwr/v7AkAWLz9HA5fzJW4IiIi0zEAEVGjPTWsC+4L8UWlTsTs+BO4drNU6pKIiEzCAEREjSYIAt56qB/6+Dkjr7gC/4g/hfIqqasiImoYAxARNYmdUo51UwbAo50Kv2UVIv6ijBdFE1GLxwBERE3m62qPtY+GQykXcCpXhrV7L0ldEhFRvRiAiMgiBnZyw6K7ewEAlv2UisRz1yWuiIiobgxARGSW8iqgpKKy1tc9/TpgiFf1jRHnbjyJ09fyDZbXti4RkRQUUhdARK3L/KMKzD+6u54e1f9fVVxehXs/OPi3ZcbrroiwbH1ERKbgESAiIiKyOTwCRERmeXtQJaKjo6BUKo2WabVaJCTsRHR0FC7lleGRj4+guLwKD4T6YdG47ti5M9FgXa1Wi6RdO5t7F4iIeASIiMyjlgMOKkWdr5rlIf7tsXpyGGQCsOVkOj4/cq3WdYmIpMAARERWM6KHF2Lv7Q0AeDfxAk7lChJXRERUjQGIiKzqsYhOmDqkEwDg8wsyJF8rkLYgIiIwABFRM3j57mCM6O4BrShg5oaTSM/nM8OISFoMQERkdXKZgGUT+sHXQcSNogpMizuGwjKt1GURkQ1jACKiZtFOrcCTPavg+eczw5754iQqq3RSl0VENooBiIiajZsa+PCRUNgpZUhKycHSH3+XuiQislEMQETUrPp1dMHyiSEAgP/9nIZ9mfxkGBE1PwYgImp2d/bxwb/v7AkA2HxZhqTfcySuiIhsDQMQEUli5vAuGB/mBxEC5m48jfOZGqlLIiIbwgBERJIQBAGL7+mFbs46FFdUYVrcMWQXlkldFhHZCAYgIpKMSiHDEz106OzugIyCMjy5/heUVlRJXRYR2QAGICKSlIMC+M+UMLg6KJF8rQDzN5+FTpS6KiJq6xiAiEhyge4OWDdlAJRyAT/+eh3fX+U/TURkXfxXhohahEGd3fDWQ/0AALvSZfj6RLrEFRFRW8YAREQtxoNhHTFreBcAwCvfnsPhi7kSV0REbRUDEBG1KHPuCEKouw7aKhEzPz+OP3KKpC6JiNogBiAialFkMgGTg3QI8XdBQakWT8Qdw82SCqnLIqI2hgGIiFoclRxYOzkEfq72uJxbgtlfJKOSz00lIgtiACIiSZVXASUVlQav8irAQSXHmkfD0E6twLHLNxF/UYbicq1R31tfRESmUkhdABHZtvlHFZh/dPffWo3bjt+QIeS1PfWOdfnNcRaujojaKh4BIiIiIpvDI0BEJKm3B1UiOjoKSqUSAKDVapGQsNOoLfZ/idiepkClTkSwjzNWPhwCX1d7KUsnolaMR4CISFJqOeCgUhi8amsb4SMibmo43BxVOJepwaR1P+PXDI1BHyIiUzEAEVGrcVtnN3z7dCR6+TjjRlEFJv/nZ3xxNE3qsoioFWIAIqJWpWN7B3zzjwiM6+sDbZWIhZvP4OWtZ6Gt4ufkich0DEBE1Oo4qBT4YHIono/uAUEA/vfzFTz68RHkFpVLXRoRtRIMQETUKgmCgNkju+I/UwagnVqBI5fycO8HB/FrRoHUpRFRK8AARESt2uhgb2yZNQSd3B2Qnl+K8WsP4/vTmVKXRUQtHAMQEbV63bydsG327RjazQOl2irMjj+B93amQKcTpS6NiFooBiAiahNcHJT4dOpAPDm0MwBg1e5UzPjfLygs00pcGRG1RAxARNRmKOQyvDguGO/9X3+oFDLsOp+NB9ccwuUbxVKXRkQtDAMQEbU5D4V3xFdPRcDbWY0L2UW494MD2Pd7jtRlEVELwgBERG1SiL8rtj99O0IDXKEpq8TUT4/i4/1/QBR5XRARMQARURvm5WyHL54cjPHhHaETgde+P49/bkpGmbZK6tKISGJ8eA4RtRklFZW1ti++NxjdvNvh7R9TsPlEOi5cL8LKh0Pg7WxX51habe1jEVHbwABERG1G8CsJJvU7k16Ake/ubbDfioimVkRELZXkp8DWrFmDzp07w87ODuHh4di/f3+dfTMzMzF58mT06NEDMpkMc+fONeoTFxcHQRCMXmVlZVbcCyIiImpNJD0CtHHjRsydOxdr1qxBZGQkPvroI4wdOxbnzp1DQECAUf/y8nJ4enrixRdfxLJly+oc19nZGSkpKQZtdnZ1H+omorbh3JJok/qVVlRh++kM/HAmC0cv56HmumhBAMID2mNs3w4Y2d0dZw4nWa9YIpKUpAHo/fffx7Rp0zB9+nQAwPLly5GQkIC1a9fijTfeMOrfqVMnrFixAgDwySef1DmuIAjo0KGDdYomohbLQWXaP2kOKgWmDumMqUM6I1tThh1nMvHd6Uz8cuWm/vW6AHRzlqHYOx3j+vnBxUFp5eqJqDlJFoAqKipw/PhxLFiwwKA9KioKhw4datLYRUVFCAwMRFVVFUJCQvDqq68iNDS0zv7l5eUoL//rKdIajQYAoNVqoVAo9F/Xpqa9tuW1LWtKm7VZYpuNGcOUdRrqw3lo+ji2Og/t7eV4ZFBHPDKoIzLyS/HDr9fx/ZksnEnXIKVAhhe2/opF28/h9q7uGNfXB6N6eqKd2vR/OjkPTcPfB85DQ/1v7WNOfYIo0U0xMjIy4Ofnh4MHD2LIkCH69qVLl2L9+vVGp7D+bsSIEQgJCcHy5csN2n/++Wekpqaib9++0Gg0WLFiBXbs2IHk5GR069at1rFiY2OxePFio/b4+Hg4ODiYv3NE1OrllAIncwWcyJUhs0TQtysFEcHtRYR5iAh2FaGSS1gkERkoKSnB5MmTUVBQAGdn53r7Sv4pMEEQDN6LomjUZo7Bgwdj8ODB+veRkZEICwvDqlWrsHLlylrXWbhwIebNm6d/r9Fo4O/vj6ioKNjb2yMxMRFjxoyBUml8CFyr1da5vLZlTWmzNktsszFjmLJOQ304D00fh/NgvC/OPyZi8SPDkZZfjoRfr+PHX7NxJa8EyXkCkvMAe6UcI3t4ILq3N4Z0cYNKYfy5Eq22Ert378Ydd9wBF8eGr0XkPJi+L9Ych/Ng+r5Ycxxz56G0tNTkWiQLQB4eHpDL5cjKyjJoz87Ohre3t8W2I5PJMHDgQFy4cKHOPmq1Gmq12qhdqVTqv+G3fl2b+pbXtqwpbdZmiW02ZgxT1uE8WH8czsNf5h9VAEf31bm8VFuFHWevY8fZ6w2MVD3O5TfHmbxtzoMh/j5wHkyZh8pK0+/fJdnH4FUqFcLDw5GYmGjQnpiYaHBKrKlEUcSpU6fg4+NjsTGJiIiodZP0FNi8efMwZcoUDBgwABEREVi3bh3S0tIwc+ZMANWnptLT0/HZZ5/p1zl16hSA6gudc3JycOrUKahUKgQHBwMAFi9ejMGDB6Nbt27QaDRYuXIlTp06hdWrVzf7/hFR6/b2oEpER0c1+H+eFZU6bPzlKj5MuoibJdUXYYYFuOJfUT3Q28cRCQk7ER0d1RwlE5GJJA1AEydORG5uLpYsWYLMzEz06dMHO3bsQGBgIIDqGx+mpaUZrHPrp7mOHz+O+Ph4BAYG4vLlywCA/Px8zJgxA1lZWXBxcUFoaCj27duHQYMGNdt+EVHboJZXf2Reqaz/n0oHFfDUsCA8PCgAH+29iP8euIQTafmY/PERRAV7YaDK9I/oE1HzkPw3ctasWZg1a1aty+Li4ozaGvrQ2rJly+q9SSIRkbU42ynxfHRPTBncCcsSf8em41ex81w2dkGOS6pzeG5MT3g6GV9vSETNT/JHYRARtTUdXOzw1vh++HHuMNzRwxM6CIg/eg3D39mD5bt+R3E5H7RKJDUGICIiK+nu7YSPHg3FM70r0a+jM0oqqrB81wUMfycJn/98BdoqndQlEtksBiAiIivr6gx8PeM2rJ4chk7uDrhRVI6Xtp5F9LJ9+PFsVoOn9onI8hiAiIiagSAIGNfPBzufG47F9/aGu6MKf9woxszPj2P8h4fxy+U8qUsksikMQEREzUilkCFmSCckPT8Cz97RFfZKOY5fuYnxHx7GjM9+wcWcYqlLJLIJkn8KjIjIVpRU/HXxs1wmYOaIIDwU3hEf7EnF5hPp2HnuOn46n40BHjIoz19HkJczfFzsoJAb/r+qVsuLqImaigGIiKiZBL+S0GCfKlHEkRwZjsQn19vv5VCgSieieR+EQNR2MAAREbVCr55U4I3kXfB3c0CAmwMC3atfAW4O8HVWobSy+oiTUjR8uLRWW4nyKsNlPKJEtogBiIiomZxbEt1gH61Wq390hlyuQJamDGl5JbiSW/1KyyvB5RvF+ONGMSp1Ii7dKMalG7VdN6TAgmO769iKAvOPGi5bEWH+/hC1ZgxARETNxJTHYWgF8ZZHcCjR1U6Jrl5Ohn20WnR7eadFa6vkLYnIxjAAERG1QvU9qLWsvAKbvktEpz4DkF5Qjj9uFCM1uwgXsouQW1RR63jPH5Fj9cWD6OnjhO7eTgjycMD1UqCySocGngVr5NaLvZuKp+fIWhiAiIhaofoe1KoURHRwAO7o6WUUkLLyi/H5tz/BvUtvpOaU4PfrhUjJKoSmrBJ//HlqbceZrD97K/DOmZ/QxbMdunm1QxcPe2huCLBPyUaVKEOptgpl2iqUVepQVlGFssoqlGl1WLfvD4vuK0/PkTUwABER2RB3RxW6uYi467YAfTiqqKhA91cSa+2vrRKRklUdkqrJEXfhVPMUS2RFDEBERDZOEISGO5lh+tDOsFfKoVbIYK+Sw04ph51CVv1fpRx2yuqv7ZVylFRU4dDFG9h/4QZOpuWjUvfXY0HslDIMDGyPfZnZ6J1Xgq7eLhatk2wbAxARERldU3Trp9Hqa6uNKRd732pAJzc8O6o7NGVaHEq9gT2/5WDv7znI0pRhf2ouADm+WXYAnT0cMby7J0b08MTgLu6wU8obvb9EDEBERGR0TZHhp9HqbrMkZzsl7uzjgzv7+EAURfyWVYifzmVh65HfcblIpv/If9yhy7BTyjC4iztGdPfEiB5e6OThaPF6qG1jACIiohZHEAT08nFGVw97eBWcR+SI4fglTYP9F3Kw/8INXNeUIyklB0kpOcD2cwhwc8DQbh54MMwPvXycjca79QaQLuZ+rI3aJAYgIiJq0eYfVQBH99XbJy2vBBuOpGHDkbR6elXfAPLym+MsWyC1SnwaPBEREdkcHgEiIqIWrb6bPt7qbHoBJnz0MwQB2DY7El292umX3XoBNxHAI0BERNTC1Vx43dBrUGd3RPf2higCa5MuGi2vGYcIYAAiIqI25J9RPSAIwA9ns3DmWoHU5VALxgBERERtRndvJ9wf4gcAeHdnisTVUEvGAERERG3K3NHdoJAJ2Pt7Do5dzpO6HGqhGICIiKhNCXR3xISB/gCAd35MgSiKDaxBtogBiIiI2pxn7ugKlUKGo5fzsO/CDanLoRaIAYiIiNocHxd7TBkcCAB4byePApExBiAiImqT/jEiCA4qOU5fK0Di+Wypy6EWhgGIiIjaJI92aky7vTMAYNmuVOh4EIhuwQBERERt1vShXeBsp0BqTjGO3xCkLodaEAYgIiJqs1zslXhqeBAA4IerMmirdBJXRC0FAxAREbVpj0d2grujCrnlAr45kSF1OdRCMAAREVGb5qBS4B/Dq68F+iDpIsq0VRJXRC0BAxAREbV5kwb6w1Ul4rqmHJ//fEXqcqgFYAAiIqI2T62Q4c6O1df/rE26iKLySokrIqkxABERkU0Y5Cmik7sDcosr8OmBS1KXQxJjACIiIpsglwHP3lH9ibB1+/9AQYlW4opISgxARERkM8b16YCeHZxQWFaJj/ZdlLockhADEBER2QyZTMA/o3oAAD49eBk5heUSV0RSYQAiIiKbMrqXF/r7u6JUW4XVe1KlLockwgBEREQ2RRAEPP/nUaD4I2lIzy+VuCKSAgMQERHZnMiu7ojo4o6KKh1W/XRB6nJIAgxARERkcwRBwL+iq48CbTp+DZduFEtcETU3BiAiIrJJ4YHtcUdPL1TpRCxL/F3qcqiZMQAREZHN+mdUdwDA9tMZ+C1LI3E11JwYgIiIyGb19nXBuH4+EEXgvZ08CmRLGICIiMimPTe6O2QCkHjuOk6m3ZS6HGomDEBERGTTunq1w4NhHQHwKJAtYQAiIiKbN2dUNyjlAg6k3sChizekLoeaAQMQERHZPH83Bzw8KAAA8G5CCkRRlLgisjYGICIiIgBPj+wKO6UMJ9LykfQ7jwK1dQxAREREALyc7RAT0QkAsGxXKnQ8CNSmMQARERH9aebwILRTK3A+qxDJeYLU5ZAVKaQugIiIqDmVVFTWuUytlCFmSCBW77mI79NkeKasAvZi7UFIq61EeVX1eMpa+tS3vLZlTWmzNktt89ZxXJRKC1ZoPgYgIiKyKcGvJJjUL6dMQPjrSQ30UmD+0d2NXF7bsqa0WZultlk9zuU3x1lgrMbjKTAiIiKyOTwCRERENuXckugG+5RXVGD5xl3oFtwHCnntfyorqypx5sxZ9O1be5/6lte2rClt1taYbUb19oadUm7QptVqkZCwE9HRUdYo0ywMQEREZFMcVA3/6VMKIsI8RNw1wB/KOq5V0Wq1cMo+U2ef+pbXtqwpbdZmqW1qBRFquWlzYG08BUZEREQ2hwGIiIiIbA4DEBEREdkcBiAiIiKyOQxAREREZHMYgIiIiMjmMAARERGRzWEAIiIiIpvDAEREREQ2hwGIiIiIbA4DEBEREdkcBiAiIiKyOQxAREREZHOkfxxrCySKIgBAo9FAq9WipKQEGo2mzqf91rW8tmVNabM2S2yzMWOYsg7nwfrjcB5M3xdrjsN5MH1frDkO58H0fbHmOObOQ2lpKYC//o7XhwGoFoWFhQAAf39/iSshIiIicxUWFsLFxaXePoJoSkyyMTqdDhkZGXBycoIgCBg4cCCOHTtWZ//6lte2zJQ2jUYDf39/XL16Fc7Ozk3YG/M0tK/WGsOUdTgP1h+H82CI88B54DzUX1tzjGPOPIiiiMLCQvj6+kImq/8qHx4BqoVMJkPHjh317+Vyeb0/ZPUtr22ZqW0A4Ozs3Kw/4A3tq7XGMGUdzoP1x+E8GOI8cB44Dw3XYe1xzJ2Hho781OBF0CaYPXt2o5fXtszUNilYoo7GjGHKOpwH64/DeTDEeeA8NLUP56Hp41hiHmrDU2AtlEajgYuLCwoKCpo14ZMhzkPLwHloGTgPLQPnwTJ4BKiFUqvVWLRoEdRqtdSl2DTOQ8vAeWgZOA8tA+fBMngEiIiIiGwOjwARERGRzWEAIiIiIpvDAEREREQ2hwGIiIiIbA4DEBEREdkcBqBW7urVqxgxYgSCg4PRr18/bNq0SeqSbNYDDzyA9u3bY/z48VKXYlO+++479OjRA926dcPHH38sdTk2iz//0uPfA/PwY/CtXGZmJq5fv46QkBBkZ2cjLCwMKSkpcHR0lLo0m7Nnzx4UFRVh/fr1+Prrr6UuxyZUVlYiODgYe/bsgbOzM8LCwnDkyBG4ublJXZrN4c+/9Pj3wDw8AtTK+fj4ICQkBADg5eUFNzc35OXlSVuUjRo5ciScnJykLsOmHD16FL1794afnx+cnJxw1113ISEhQeqybBJ//qXHvwfmYQCysn379uGee+6Br68vBEHA1q1bjfqsWbMGnTt3hp2dHcLDw7F///5GbeuXX36BTqeDv79/E6tue5pzHsh0TZ2XjIwM+Pn56d937NgR6enpzVF6m8Lfj5bBkvPAvwcNYwCysuLiYvTv3x8ffPBBrcs3btyIuXPn4sUXX8TJkycxdOhQjB07Fmlpafo+4eHh6NOnj9ErIyND3yc3NxePPfYY1q1bZ/V9ao2aax7IPE2dl9rO4AuCYNWa2yJL/H5Q01lqHvj3wEQiNRsA4pYtWwzaBg0aJM6cOdOgrWfPnuKCBQtMHresrEwcOnSo+Nlnn1mizDbPWvMgiqK4Z88e8aGHHmpqiTapMfNy8OBB8f7779cve/bZZ8UNGzZYvda2rCm/H/z5t5zGzgP/HpiOR4AkVFFRgePHjyMqKsqgPSoqCocOHTJpDFEUMXXqVNxxxx2YMmWKNcps8ywxD2R5pszLoEGDcPbsWaSnp6OwsBA7duxAdHS0FOW2Wfz9aBlMmQf+PTAPA5CEbty4gaqqKnh7exu0e3t7Iysry6QxDh48iI0bN2Lr1q0ICQlBSEgIzpw5Y41y2yxLzAMAREdH4//+7/+wY8cOdOzYEceOHbN0qTbFlHlRKBR47733MHLkSISGhuL555+Hu7u7FOW2Wab+fvDn37pMmQf+PTCPQuoCyPiaBVEUTb6O4fbbb4dOp7NGWTanKfMAgJ8+spKG5uXee+/Fvffe29xl2ZyG5oE//82jvnng3wPz8AiQhDw8PCCXy42OMmRnZxulfLIezkPLxHlpGTgPLQPnwfIYgCSkUqkQHh6OxMREg/bExEQMGTJEoqpsD+ehZeK8tAych5aB82B5PAVmZUVFRUhNTdW/v3TpEk6dOgU3NzcEBARg3rx5mDJlCgYMGICIiAisW7cOaWlpmDlzpoRVtz2ch5aJ89IycB5aBs5DM5PwE2g2Yc+ePSIAo1dMTIy+z+rVq8XAwEBRpVKJYWFh4t69e6UruI3iPLRMnJeWgfPQMnAemhefBUZEREQ2h9cAERERkc1hACIiIiKbwwBERERENocBiIiIiGwOAxARERHZHAYgIiIisjkMQERERGRzGICIiIjI5jAAERERkc1hACIisqJhw4YhPj6+2bY3fvx4vP/++822PaLWigGIiAxMnToV999/f7NuMy4uDoIgGL3s7OyatQ5L++6775CVlYVJkyYhKSmp1n289RUXF1frOMePH4cgCDhw4ECty6Ojo3HvvfcCAF555RW8/vrr0Gg01totojaBT4MnohbB2dkZKSkpBm2CIFh1m1qtFkql0mrjr1y5Eo8//jhkMhmGDBmCzMxM/bI5c+ZAo9Hg008/1be5uLjUOk54eDj69++PTz/9FLfffrvBsqtXr2LXrl3YvHkzAKBfv37o1KkTNmzYgH/84x9W2CuitoFHgIjILHv37sWgQYOgVqvh4+ODBQsWoLKyUr+8sLAQjzzyCBwdHeHj44Nly5ZhxIgRmDt3br3jCoKADh06GLy8vb31y0eMGIFnn30W8+fPh5ubGzp06IDY2FiDMQoKCjBjxgx4eXnB2dkZd9xxB5KTk/XLY2NjERISgk8++QRdunSBWq2GKIr47bffcPvtt8POzg7BwcHYtWsXBEHA1q1bAQB33HEHnn76aYNt5ebmQq1WY/fu3bXuz40bN7Br1y79kRmVSmWwb/b29lCr1Qb7umrVKnTp0gX29vbo378/vv76a/1406ZNw1dffYXi4mKD7cTFxcHT0xPjxo3Tt91777344osv6v1+E9k6BiAiMll6ejruuusuDBw4EMnJyVi7di3++9//4rXXXtP3mTdvHg4ePIhvv/0WiYmJ2L9/P06cOGGR7a9fvx6Ojo44cuQI3n77bSxZsgSJiYkAAFEUMW7cOGRlZWHHjh04fvw4wsLCMGrUKOTl5enHSE1NxVdffYVvvvkGp06dgk6nw/333w8HBwccOXIE69atw4svvmiw3enTpyM+Ph7l5eX6tg0bNsDX1xcjR46stdYDBw7AwcEBvXr1MmnfXnrpJXz66adYu3Ytfv31Vzz33HN49NFHsXfvXgDAI488Aq1Wi02bNunXEUURcXFxiImJgULx1wH9QYMG4ejRowb1EtHfiEREt4iJiRHvu+++Wpe98MILYo8ePUSdTqdvW716tdiuXTuxqqpK1Gg0olKpFDdt2qRfnp+fLzo4OIhz5sypc5uffvqpCEB0dHQ0eI0ZM0bfZ/jw4eLtt99usN7AgQPFf//736IoiuJPP/0kOjs7i2VlZQZ9goKCxI8++kgURVFctGiRqFQqxezsbP3yH374QVQoFGJmZqa+LTExUQQgbtmyRRRFUSwrKxPd3NzEjRs36vuEhISIsbGxde7TsmXLxC5dutS5/Nbvc1FRkWhnZyceOnTIoM+0adPEhx9+WP9+4sSJ4rBhw/Tvd+/eLQIQf/vtN4P1kpOTRQDi5cuX69w+ka3jNUBEZLLz588jIiLC4NqcyMhIFBUV4dq1a7h58ya0Wi0GDRqkX+7i4oIePXo0OLaTk5PRkSJ7e3uD9/369TN47+Pjg+zsbADVFwoXFRXB3d3doE9paSkuXryofx8YGAhPT0/9+5SUFPj7+6NDhw76tlvrBwC1Wo1HH30Un3zyCSZMmIBTp04hOTlZf4qsNqWlpSZfxH3u3DmUlZVhzJgxBu0VFRUIDQ3Vv582bRqioqKQmpqKrl274pNPPkFkZKTR97fm+1ZSUmLS9olsEQMQEZlMFEWjC5NFUQRQfQ3PrV/X1qc+MpkMXbt2rbfP3y9YFgQBOp0OAKDT6eDj44OkpCSj9VxdXfVfOzo6GtVmysXW06dPR0hICK5du4ZPPvkEo0aNQmBgYJ39PTw8cPPmzQbHrakdAL7//nv4+fkZLFOr1fqvR48ejcDAQMTFxWH+/PnYvHkzPvjgA6Pxak753Rr0iMgQAxARmSw4OBjffPONQWg4dOgQnJyc4OfnB1dXVyiVShw9ehT+/v4AAI1GgwsXLmD48OFWrS0sLAxZWVlQKBTo1KmTyev17NkTaWlpuH79uv6i62PHjhn169u3LwYMGID//Oc/iI+Px6pVq+odNzQ0FFlZWbh58ybat29fb9/g4GCo1WqkpaXV+30SBAGPP/44Pv74Y3Ts2BEymQwTJkww6nf27Fl07NgRHh4e9W6XyJYxABGRkYKCApw6dcqgzc3NDbNmzcLy5cvxzDPP4Omnn0ZKSgoWLVqEefPmQSaTwcnJCTExMXj++efh5uYGLy8vLFq0CDKZrMGjLKIoIisry6jdy8sLMlnDn9cYPXo0IiIicP/99+Ott95Cjx49kJGRgR07duD+++/HgAEDal1vzJgxCAoKQkxMDN5++20UFhbqL4L+e83Tp0/H008/DQcHBzzwwAP11hMaGgpPT08cPHgQd999d719nZyc8K9//QvPPfccdDodbr/9dmg0Ghw6dAjt2rVDTEyMvu/jjz+OJUuW4IUXXsCkSZOMjmgBwP79+xEVFVXvNolsHT8FRkRGkpKSEBoaavB65ZVX4Ofnhx07duDo0aPo378/Zs6ciWnTpuGll17Sr/v+++8jIiICd999N0aPHo3IyEj06tWrwethNBoNfHx8jF411/g0RBAE7NixA8OGDcMTTzyB7t27Y9KkSbh8+bLBx+n/Ti6XY+vWrSgqKsLAgQMxffp0/f78veaHH34YCoUCkydPbnB/5HI5nnjiCWzYsMGk+l999VW88soreOONN9CrVy9ER0dj+/bt6Ny5s0G/gIAAjB49Gjdv3sQTTzxhNE5ZWRm2bNmCJ5980qTtEtkqQTTl5DwRUSMVFxfDz88P7733HqZNmyZ1OSY5ePAgbr/9dqSmpiIoKEjffvXqVXTq1AnHjh1DWFhYg+Ncv34dvXv3xvHjx+u9XsiSVq9ejW3btmHnzp3Nsj2i1oqnwIjIok6ePInffvsNgwYNQkFBAZYsWQIAuO+++ySurG5btmxBu3bt0K1bN6SmpmLOnDmIjIzUhx+tVovMzEwsWLAAgwcPNin8AIC3tzf++9//Ii0trdkCkFKpbPD6JCJiACIiK3j33XeRkpIClUqF8PBw7N+/v0VfkFtYWIj58+fj6tWr8PDwwOjRo/Hee+/plx88eBAjR45E9+7dDe7ObIrmDn4zZsxo1u0RtVY8BUZEREQ2hxdBExERkc1hACIiIiKbwwBERERENocBiIiIiGwOAxARERHZHAYgIiIisjkMQERERGRzGICIiIjI5vw/KQqXcm5F+S4AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.errorbar(\n", + " 0.5 * (theta_cut[0]['ENERG_LO'] + theta_cut[0]['ENERG_HI'])[1:-1],\n", + " theta_cut[0]['RAD_MAX'].T[1:-1, 0],\n", + " xerr=0.5 * (theta_cut[0]['ENERG_HI'] - theta_cut[0]['ENERG_LO'])[1:-1]\n", + ")\n", + "plt.xscale('log')\n", + "plt.title(\"Theta cuts distribution\")\n", + "plt.ylabel('Theta cut')\n", + "plt.xlabel('Log Energy (TeV)')\n", + "plt.grid(which='both')" + ] + }, + { + "cell_type": "markdown", + "id": "3646733b-3e8c-41bc-b449-7128b8f6fa59", + "metadata": {}, + "source": [ + "# Next step (DL2 to DL3): \n", + "Use all these IRF files and the observed DL2 data to produce DL3 files using IRF interpolation (see DL2_to_DL3.ipynb)" + ] + }, + { + "attachments": { + "56943960-7ca7-4716-a7c7-fcbc1f156093.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "30f02b60-9a42-4210-91db-bd56600186f5", + "metadata": {}, + "source": [ + "In case you are not using IRF interpolation (not recommended), for each data run you should use the IRF file from the nearest test MC node.\n", + "In the plot below, each dot corresponds to a Crab data run and the crosses to the closest test MC nodes for which IRF are calculated.\n", + "\n", + "![image.png](attachment:56943960-7ca7-4716-a7c7-fcbc1f156093.png)\n", + "\n", + "\n", + "There is no standard tool in lstchain to achieve this matching of the nearest IRF pointing node and observed DL2 data run-average telescope pointing.\n", + "\n", + "# Appendix: choose nearest MC nodes (if no IRF interpolation is done)\n", + "Look into the DL1 datacheck to access the run-averaged telescope pointing information for a given set of Crab runs from a single night." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "94d4c42a-ba58-4008-930b-fc94e9edba9c", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "from lstmcpipe.config import paths_config\n", + "import os" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "8c727ed0-c04e-4da5-9f02-9a314e2f07e6", + "metadata": {}, + "outputs": [], + "source": [ + "runsummary = pd.read_hdf(\"/fefs/aswg/data/real/OSA/DL1DataCheck_LongTerm/v0.10/20231213/DL1_datacheck_20231213.h5\", 'runsummary')" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "e12aea5e-82c8-44fd-b8a8-df8469119ade", + "metadata": {}, + "outputs": [], + "source": [ + "run_list = [16069, 16070, 16071, 16072, 16073, 16074, 16075]\n", + "runsummary_crab = runsummary[[run in run_list for run in runsummary['runnumber']]]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "dd28d9e3-9abc-417e-b09d-703be26102fd", + "metadata": {}, + "outputs": [], + "source": [ + "dec_list = os.listdir(\"/fefs/aswg/data/models/AllSky/20230901_v0.10.4_allsky_base_prod\")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "41b940a7-0e84-46bf-b6cd-a9386ce9120e", + "metadata": {}, + "outputs": [], + "source": [ + "config = paths_config.PathConfigAllSkyFull('all_decs', dec_list)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "8eb2d465-3c4e-4981-b5fb-6d0f706fdb5c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = config.test_configs['dec_2276'].plot_pointings(\n", + " marker=\"*\", color=\"black\"\n", + ")\n", + "\n", + "ax.scatter(\n", + " runsummary_crab[\"mean_azimuth\"],\n", + " np.pi / 2.0 * u.rad - runsummary_crab[\"mean_altitude\"],\n", + " marker=\"*\",\n", + " label=\"Crab\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "073576be-19a5-4a02-8bd7-cb5e0127691a", + "metadata": {}, + "outputs": [], + "source": [ + "test_mc_pointing = config.test_configs['dec_2276'].pointings" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "0f65f73b-c950-4b13-a4e7-9230e6a7d0b6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Run: 16069, closest node is zenith: 10.000 deg, azimuth 248.117 deg\n", + "Run: 16070, closest node is zenith: 10.000 deg, azimuth 248.117 deg\n", + "Run: 16071, closest node is zenith: 14.984 deg, azimuth 355.158 deg\n", + "Run: 16072, closest node is zenith: 23.630 deg, azimuth 259.265 deg\n", + "Run: 16073, closest node is zenith: 23.630 deg, azimuth 259.265 deg\n", + "Run: 16074, closest node is zenith: 32.059 deg, azimuth 248.099 deg\n", + "Run: 16075, closest node is zenith: 32.059 deg, azimuth 248.099 deg\n" + ] + } + ], + "source": [ + "test_mc_zenith = (90 * u.deg - test_mc_pointing[\"alt\"]).to_value(\"deg\")\n", + "test_mc_azimuth = test_mc_pointing[\"az\"].to_value(\"deg\")\n", + "closest_nodes = []\n", + "\n", + "for run, alt, az in zip (run_list, runsummary_crab[\"mean_altitude\"], runsummary_crab[\"mean_azimuth\"]):\n", + " # Compare distance in cos(zenith):\n", + " zenith = (90 * u.deg - alt * u.rad).to_value(\"deg\")\n", + " azimuth = (az * u.rad).to_value(\"deg\")\n", + " distance = np.abs(np.cos(np.deg2rad(zenith)) - np.cos(np.deg2rad(test_mc_zenith)))\n", + "\n", + " # Consider only the test MC points on the same side of culmination\n", + " mask = np.array([(((azimuth * u.rad).to_value(\"deg\")-180))*(mc_az-180)>0 for mc_az in test_mc_azimuth]) # >0 means they are both >180 or <180\n", + " distance[~mask] = 1.e6\n", + "\n", + " closest_zenith = test_mc_zenith[np.argmin(distance)]\n", + " closest_azimuth = test_mc_azimuth[np.argmin(distance)]\n", + " closest_nodes.append([closest_azimuth, closest_zenith])\n", + "\n", + " print(f\"Run: {run}, closest node is zenith: {closest_zenith:.3f} deg, azimuth {closest_azimuth:.3f} deg\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "f341f68f-6671-43f5-80fe-d648ba8e0ef9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(\n", + " test_mc_pointing[\"az\"],\n", + " 90 * u.deg - test_mc_pointing[\"alt\"],\n", + " marker=\"*\", color=\"black\",\n", + " label=\"Testing MC\"\n", + ")\n", + "plt.scatter(\n", + " np.rad2deg(runsummary_crab[\"mean_azimuth\"]),\n", + " 90 - np.rad2deg(runsummary_crab[\"mean_altitude\"]),\n", + " facecolor=\"none\",\n", + " color=\"C0\", label=\"Crab\"\n", + ")\n", + "\n", + "# Plot selected nodes\n", + "plt.scatter(\n", + " np.stack(closest_nodes, axis=1)[0],\n", + " np.stack(closest_nodes, axis=1)[1],\n", + " facecolor=\"none\", color=\"C1\", label=\"selected nearest-nodes\"\n", + ")\n", + "\n", + "plt.xlabel(\"azimuth [deg]\")\n", + "plt.ylabel(\"zenith angle [deg]\")\n", + "plt.legend()" + ] + }, + { + "cell_type": "markdown", + "id": "d5f6a61c-3a59-4aaa-9e69-d70f1c0c07a9", + "metadata": {}, + "source": [ + "Finally, observed DL2 data files should be placed in subfolders according to this selection of nearest nodes, along with the corresponding IRF file." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 4985aafa18ea00945115814c7b953b6493afb464 Mon Sep 17 00:00:00 2001 From: morcuended Date: Mon, 12 Feb 2024 11:28:27 +0000 Subject: [PATCH 2/4] Revert "update dl2 to pointlike irf notebook" This reverts commit da4cb5e985e3cab04ad4baf206ee0872fc530a01. By mistake I committed the new notebook with the same name as the original notebook MC_DL2_to_IRF.ipynb whereas I intended to upload a new file including pointlike in the filename. --- notebooks/MC_DL2_to_IRF.ipynb | 725 ++++++++-------------------------- 1 file changed, 156 insertions(+), 569 deletions(-) diff --git a/notebooks/MC_DL2_to_IRF.ipynb b/notebooks/MC_DL2_to_IRF.ipynb index a79b6bce56..01e2b18efd 100755 --- a/notebooks/MC_DL2_to_IRF.ipynb +++ b/notebooks/MC_DL2_to_IRF.ipynb @@ -5,54 +5,40 @@ "id": "bb906d0a", "metadata": {}, "source": [ - "# Produce IRF from test MC DL2 (all-sky MC production) with `lstchain_create_irf_files`" + "# This is an example notebook on the usage of the lstchain_create_irf_files Tool and use some basic plots to check the IRFs" ] }, { - "attachments": { - "495239b5-7bcc-4572-9a01-03f9459564c3.png": { - "image/png": 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" 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" - } - }, "cell_type": "markdown", "id": "f209fe18", "metadata": {}, "source": [ - "Create instrument response functions (IRF) in FITS format, from **test MC DL2** files assuming certain **selection cuts and event filtering** using the `lstchain_create_irf_files` Tool.\n", - "\n", - "Its usage and input arguments are described in the `--help` docstring (`--help-all` for a more detailed description of all the input arguments):\n", - "```\n", + "To check the simple usage of the Tool, one can do the following in a terminal - \n", "$ lstchain_create_irf_files --help\n", - "```\n", - "\n", - "This notebook explains how to produce a **[point-like IRF](https://gamma-astro-data-formats.readthedocs.io/en/latest/irfs/point_like/index.html)** needed to perform a 1D analysis with Gammapy, from gamma-ray *testing* MC DL2 files.\n", "\n", - "As a reminder, here is the overall view of the MC products from [**lstmcpipe**](https://cta-observatory.github.io/lstmcpipe/pipeline.html). The standard DL1/DL2 MC files are separated as *testing* and *training* files, where the DL1 *training* files are used to train the Random Forest models for the reconstruction of DL1 files to DL2, and DL2 *testing* files are used for producing the IRFs, which, together with the gamma-ray-like selected event list, comprise the DL3, the science-ready data products.\n", + "For for more detailed help, \n", + "$ lstchain_create_irf_files --help-all\n", "\n", - "![image.png](attachment:495239b5-7bcc-4572-9a01-03f9459564c3.png)\n", + "The particles used for creating the IRFs currently are - \n", + "* Point gamma (with 0.4 deg offset)\n", + "* Diffuse gamma\n", + "* Proton\n", + "* Electron\n", "\n", + "The MC files have discrete sky pointing direction, and hence, we need to specify the zenith and azimuth pointing, and have the MC files for the same sky direction pointing to create the IRFs.\n", "\n", - "The training/testing MC samples are produced in discrete sky-pointing directions across the whole sky:\n", - " - Training MC pointing nodes (circle markers) are produced along several declination lines.\n", - " - Testing MC nodes are produced in a regular triangular grid in cos(zenith angle) and B⊥/B (star markers).\n", + "We have been using Zenith 20 deg and Azimuth South pointing for the standard MC production with LST, but we also have few other direction pointing MC files to use.\n", "\n", - "![image.png](attachment:bf18bf49-e7a0-4e25-91d3-1bbc5f549a9a.png)\n", + "The standard DL1/2 files are separated as *testing* and *training* files, where the DL1 *training* files are used to train the Random Forest model for the reconstruction of DL1 files to DL2, and DL2 *testing* files are used for producing the IRFs.\n", "\n", - "In this notebook, we calculate the IRF for each of these testing MC nodes. Then, **for any telescope pointing, the IRFs are interpolated**, a step that is done later by the `lstchain_create_dl3_file` Tool.\n", + "For cuts on gammaness and theta, one can use either fixed global cut or energy-dependent cut with fixed efficiency and containment region.\n", "\n", - "For the **selection of the gamma-like events** that are going to be used for the IRF calculation, there is a first selection based on certain filters (e.g. minimum intensity value), and later a set of selection cuts on *gammaness* and *theta*/*alpha*, which can be either fixed global cuts or energy-dependent cuts with a certain gamma-ray efficiency and containment region. **Important:** The same selection cuts should be used for the DL3 gamma-like event list production.\n", - "\n", - "For the use of the Tool, we also need a **config file providing the event selection cuts and binning information**. One can use the example config file available in `cta-lstchain/docs/examples/irf_tool_config.json` or create a similar config file for each specific use case. If the config file is not provided, the default values are used as per the Component in the file `cta-lstchain/lstchain/io/event_selection.py`.\n", - "\n", - "**Warning:** The production of *[full-enclosure IRF](https://gamma-astro-data-formats.readthedocs.io/en/latest/irfs/full_enclosure/index.html#full-enclosure-irfs)* is also possible with this tool but we need diffuse gamma-ray MC DL2 (not being generated currently in the all-sky MC standard production). Also, background IRF may be calculated if proton and electron MC are provided (see last part of the notebook)." + "For the usage of the Tool, we also need a config file providing the event selection cuts and binning information. One can use the example config file available in `cta-lstchain/docs/examples/irf_tool_config.json` or create a similar config file for each specific use case. If the config file is not provided, the default values are used as per the Component in the file `cta-lstchain/lstchain/io/event_selection.py`." ] }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 1, "id": "8d3d03cf", "metadata": {}, "outputs": [], @@ -66,452 +52,20 @@ "from traitlets.config.loader import Config\n", "\n", "from gammapy.irf import EnergyDispersion2D, EffectiveAreaTable2D, Background2D, PSF3D\n", - "from lstchain.io.config import read_configuration_file\n", - "from pathlib import Path\n", - "import subprocess" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5d9735f5-f3fe-430f-b5ff-5b5edaaa0259", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "70302483-b6bb-4457-8966-be5f83c45480", - "metadata": {}, - "outputs": [], - "source": [ - "# Using the standard all-sky MC files\n", - "mc_base_dir = Path(\"/fefs/aswg/data/mc/DL2/AllSky\")" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b05ca3c3-0984-41ed-b85f-b3f0251ebfb1", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "f57f4531-1cc9-4285-b4c0-477de16cefcc", - "metadata": {}, - "source": [ - "Define the output directory to store the produced IRFs node-wise" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "521428f6-4b77-4820-95d5-8d54588d0a37", - "metadata": {}, - "outputs": [], - "source": [ - "output_irf_directory = Path(\"/fefs/aswg/workspace/daniel.morcuende/data/IRF\")\n", - "output_irf_directory.mkdir(exist_ok=True, parents=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "0d4cd2f2-c6b7-41f1-bece-fc40b780a1d5", - "metadata": { - "scrolled": true - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total 420K\n", - "drwxrwxr-x 2 lstanalyzer lstanalyzer 4,0K sep 2 14:18 node_theta_82.155_az_79.122_\n", - "drwxrwxr-x 2 lstanalyzer lstanalyzer 4,0K sep 2 14:20 node_theta_75.226_az_318.974_\n", - 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"drwxrwxr-x 2 lstanalyzer lstanalyzer 4,0K sep 2 14:29 node_theta_52.374_az_152.343_\n", - "drwxrwxr-x 2 lstanalyzer lstanalyzer 4,0K sep 2 14:29 node_theta_32.059_az_175.158_\n", - "drwxrwxr-x 2 lstanalyzer lstanalyzer 4,0K sep 2 14:29 node_theta_52.374_az_197.973_\n", - "drwxrwxr-x 2 lstanalyzer lstanalyzer 4,0K sep 2 14:29 node_theta_32.059_az_136.053_\n", - "drwxrwxr-x 2 lstanalyzer lstanalyzer 4,0K sep 2 14:29 node_theta_60.528_az_175.158_\n", - "drwxrwxr-x 2 lstanalyzer lstanalyzer 4,0K sep 2 14:29 node_theta_43.197_az_175.158_\n", - "drwxrwxr-x 2 lstanalyzer lstanalyzer 4,0K sep 2 14:31 node_theta_52.374_az_175.158_\n" - ] - } - ], - "source": [ - "!ls -lrth /fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_2276" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ee955782-d685-4e5f-bf0a-e7efb0c8f277", - "metadata": {}, - "outputs": [], - "source": [ - "dl2_gamma_mc_file = mc_base_dir / \"20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476/node_theta_10.0_az_102.199_/dl2_20230901_v0.10.4_allsky_base_prod_node_theta_10.0_az_102.199__merged.h5\"" - ] - }, - { - "cell_type": "markdown", - "id": "6b8b4a47-8fc2-4910-b2f6-7a6307bfdb92", - "metadata": {}, - "source": [ - "```\n", - "!lstchain_create_irf_files \\\n", - " --point-like \\\n", - " --input-gamma-dl2=$dl2_gamma_mc_file \\\n", - " --output-irf-file=/fefs/aswg/workspace/daniel.morcuende/data/IRF/20230901_v0.10.4_allsky_base_prod/dec_3476/gh_eff_0.7_th_cont_0.7/irf_node_theta_10.0_az_102.199_.fits.gz \\\n", - " --config=../docs/examples/irf_tool_config.json \\\n", - " --log-file=/fefs/aswg/workspace/daniel.morcuende/data/IRF/20230901_v0.10.4_allsky_base_prod/dec_3476/gh_eff_0.7_th_cont_0.7/log/irf_tool_irf_node_theta_10.0_az_102.199_.fits.log \\\n", - " --gh-efficiency=0.7 \\\n", - " --theta-containment=0.7 \\\n", - " --energy-dependent-gh \\\n", - " --energy-dependent-theta \\\n", - " --overwrite\n", - "```" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "1565e442-453c-4f67-95d3-a7e1aea87a7d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[PosixPath('/fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476/node_theta_10.0_az_102.199_'),\n", - " PosixPath('/fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476/node_theta_10.0_az_248.117_'),\n", - " PosixPath('/fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476/node_theta_14.984_az_175.158_'),\n", - " PosixPath('/fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476/node_theta_14.984_az_355.158_'),\n", - " PosixPath('/fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476/node_theta_23.630_az_100.758_')]" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mc_prod = \"20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476\"\n", - "\n", - "dl2_test_mc_dir = mc_base_dir / mc_prod \n", - "\n", - "nodes = sorted(dl2_test_mc_dir.glob(\"node_theta_*\"))\n", - "nodes[:5]" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "94c9a211-6215-4ff8-9d89-a71b6c677cc7", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "total 1,1G\n", - "-rw-rw-r-- 1 lstanalyzer lstanalyzer 5,2K sep 2 15:05 dl1_dl2-27325610.e\n", - "-rw-rw-r-- 1 lstanalyzer lstanalyzer 0 sep 2 14:52 dl1_dl2-27325610.o\n", - "-rw-rw-r-- 1 lstanalyzer lstanalyzer 1,1G sep 2 15:07 dl2_20230901_v0.10.4_allsky_base_prod_node_theta_10.0_az_102.199__merged.h5\n", - "-rw-rw-r-- 1 lstanalyzer lstanalyzer 6,8K sep 1 14:20 lstchain_config_2023-09-01.json\n" - ] - } - ], - "source": [ - "! ls -lh /fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476/node_theta_10.0_az_102.199_" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "6b240f3b-30ad-4dc3-86c4-77b30fbec64f", - "metadata": {}, - "outputs": [], - "source": [ - "gh_eff = 0.7\n", - "theta_eff = 0.7\n", - "\n", - "irf_config_file = \"../docs/examples/irf_tool_config.json\"" - ] - }, - { - "cell_type": "code", - "execution_count": 57, - "id": "85254ff6-3fbc-4fc3-ba52-5a747e2744e0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Submitted batch job 32388165\n" - ] - } - ], - "source": [ - "# Loop over the nodes inside each MC declination-line test DL2 directory\n", - "# to create an IRF file for each MC node and a given value of gammaness efficiency and theta containment\n", - "\n", - "irf_base_dir = output_irf_directory\n", - "for node in nodes:\n", - " irf_directories = []\n", - "\n", - " # Setup the output IRF directory\n", - " # BASE_IRF / MC_prod / dec_line / cuts\n", - " irf_directory = irf_base_dir / dl2_test_mc_dir.parents[1].name / dl2_test_mc_dir.name / f\"gh_eff_{gh_eff}_th_cont_{theta_eff}\"\n", - " log_dir = irf_directory / \"log\"\n", - " log_dir.mkdir(exist_ok=True, parents=True)\n", - "\n", - " try: # Look for the DL2 test MC file\n", - " dl2_mc_gamma = next(node.glob(\"dl2_*__merged.h5\"))\n", - " except StopIteration:\n", - " log.warning(f\"Missing DL2 MC file in {node.name}\")\n", - " \n", - " irf_file = irf_directory / f\"irf_{node.name}.fits.gz\" # We include the node in the filename to differentiate between IRF files\n", - "\n", - " log_file = log_dir / f\"irf_tool_{irf_file.stem}.log\"\n", - "\n", - " lstchain_cmd = [\n", - " \"lstchain_create_irf_files\",\n", - " \"--point-like\",\n", - " f\"--input-gamma-dl2={dl2_mc_gamma}\",\n", - " f\"--output-irf-file={irf_file}\",\n", - " f\"--config={irf_config_file}\",\n", - " f\"--log-file={log_file}\",\n", - " f\"--gh-efficiency={gh_eff}\",\n", - " f\"--theta-containment={theta_eff}\",\n", - " \"--energy-dependent-gh\",\n", - " \"--energy-dependent-theta\",\n", - " \"--overwrite\",\n", - " ]\n", - "\n", - " # print(\" \\\\\\n \".join(lstchain_cmd))\n", - "\n", - " lstchain_cmd.insert(0, \"sbatch\")\n", - "\n", - " subprocess.run(lstchain_cmd)\n", - " break\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "id": "fee92cc1-106d-45aa-b53e-ba3b8f7fabc3", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "PosixPath('/fefs/aswg/workspace/daniel.morcuende/data/IRF/20230901_v0.10.4_allsky_base_prod/dec_3476/gh_eff_0.7_th_cont_0.7/irf_node_theta_10.0_az_102.199_.fits.gz')" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "irf_file" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "id": "1d2bdf07-6274-4627-aebc-6215ecbf8d48", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "2024-02-06 16:29:39,284 \u001b[1;33mWARNING\u001b[0m [lstchain.IRFFITSWriter] (lstchain_create_irf_files.setup): Overwriting /fefs/aswg/workspace/daniel.morcuende/data/IRF/20230901_v0.10.4_allsky_base_prod/dec_3476/gh_eff_0.7_th_cont_0.7/irf_node_theta_10.0_az_102.199_.fits.gz\n", - "/fefs/aswg/workspace/daniel.morcuende/software/cta-lstchain/lstchain/reco/utils.py:536: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n", - " with pd.option_context('mode.use_inf_as_na', True):\n", - "\u001b[0m" - ] - } - ], - "source": [ - "!lstchain_create_irf_files \\\n", - " --point-like \\\n", - " --input-gamma-dl2=/fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476/node_theta_10.0_az_102.199_/dl2_20230901_v0.10.4_allsky_base_prod_node_theta_10.0_az_102.199__merged.h5 \\\n", - " --output-irf-file=/fefs/aswg/workspace/daniel.morcuende/data/IRF/20230901_v0.10.4_allsky_base_prod/dec_3476/gh_eff_0.7_th_cont_0.7/irf_node_theta_10.0_az_102.199_.fits.gz \\\n", - " --config=../docs/examples/irf_tool_config.json \\\n", - " --log-file=/fefs/aswg/workspace/daniel.morcuende/data/IRF/20230901_v0.10.4_allsky_base_prod/dec_3476/gh_eff_0.7_th_cont_0.7/log/irf_tool_irf_node_theta_10.0_az_102.199_.fits.log \\\n", - " --gh-efficiency=0.7 \\\n", - " --theta-containment=0.7 \\\n", - " --energy-dependent-gh \\\n", - " --energy-dependent-theta \\\n", - " --overwrite" + "from lstchain.io.config import read_configuration_file" ] }, - { - "cell_type": "code", - "execution_count": 51, - "id": "17b8d5fb-796d-4a52-b678-90b4b2a575b0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "IRFFITSWriter.provenance.log irf_node_theta_10.0_az_102.199_.fits.gz log\n" - ] - } - ], - "source": [ - "!ls /fefs/aswg/workspace/daniel.morcuende/data/IRF/20230901_v0.10.4_allsky_base_prod/dec_3476/gh_eff_0.7_th_cont_0.7" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5d2a8f16-7e8f-4bb2-94e5-ec4c4df9f464", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5cc85246-b633-4000-a6ac-550c51421f82", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "adb81888-fc02-4609-bf7a-bb8a26b86b11", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2d17d095-4cf1-4fcf-bce5-b083019c32cd", - "metadata": {}, - "outputs": [], - "source": [] - }, { "cell_type": "markdown", "id": "2514e359", "metadata": {}, "source": [ - "# Input parameters to convert *old prod5* MC DL2 files to IRF\n", - "\n", - "This is based on old prod5 production where diffuse gamma-ray, proton and electron testing MC samples were also produced for several pointings." + "# Input parameters to convert MC DL2 files to IRF" ] }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 2, "id": "9d85ce4d", "metadata": {}, "outputs": [], @@ -549,57 +103,47 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 3, "id": "38521839", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'EventSelector': {'filters': {'intensity': [50, inf],\n", + "{'EventSelector': {'filters': {'intensity': [100, inf],\n", " 'width': [0, inf],\n", " 'length': [0, inf],\n", " 'r': [0, 1],\n", - " 'wl': [0.01, 1],\n", - " 'leakage_intensity_width_2': [0, 1],\n", + " 'wl': [0.1, 1],\n", + " 'leakage_intensity_width_2': [0, 0.2],\n", " 'event_type': [32, 32]}},\n", - " 'DL3Cuts': {'min_event_p_en_bin': 100,\n", - " 'global_gh_cut': 0.7,\n", + " 'DL3Cuts': {'global_gh_cut': 0.7,\n", " 'gh_efficiency': 0.9,\n", - " 'min_gh_cut': 0.1,\n", - " 'max_gh_cut': 0.95,\n", " 'global_alpha_cut': 10,\n", " 'global_theta_cut': 0.2,\n", " 'theta_containment': 0.68,\n", - " 'alpha_containment': 0.68,\n", - " 'min_theta_cut': 0.1,\n", - " 'max_theta_cut': 0.32,\n", - " 'fill_theta_cut': 0.32,\n", - " 'min_alpha_cut': 1,\n", - " 'max_alpha_cut': 20,\n", - " 'fill_alpha_cut': 20,\n", " 'allowed_tels': [1]},\n", - " 'DataBinning': {'true_energy_min': 0.005,\n", - " 'true_energy_max': 500,\n", - " 'true_energy_n_bins': 25,\n", - " 'reco_energy_min': 0.005,\n", - " 'reco_energy_max': 500,\n", - " 'reco_energy_n_bins': 25,\n", + " 'DataBinning': {'true_energy_min': 0.01,\n", + " 'true_energy_max': 100,\n", + " 'true_energy_n_bins_per_decade': 5,\n", + " 'reco_energy_min': 0.01,\n", + " 'reco_energy_max': 100,\n", + " 'reco_energy_n_bins_per_decade': 5,\n", " 'energy_migration_min': 0.2,\n", " 'energy_migration_max': 5,\n", - " 'energy_migration_n_bins': 30,\n", + " 'energy_migration_n_bins': 31,\n", " 'fov_offset_min': 0.1,\n", " 'fov_offset_max': 1.1,\n", " 'fov_offset_n_edges': 9,\n", " 'bkg_fov_offset_min': 0,\n", " 'bkg_fov_offset_max': 10,\n", " 'bkg_fov_offset_n_edges': 21,\n", - " 'source_offset_min': 0,\n", - " 'source_offset_max': 1,\n", - " 'source_offset_n_edges': 101}}" + " 'source_offset_min': 0.0001,\n", + " 'source_offset_max': 1.0001,\n", + " 'source_offset_n_edges': 1000}}" ] }, - "execution_count": 59, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -609,6 +153,42 @@ "config" ] }, + { + "cell_type": "markdown", + "id": "e1a04208", + "metadata": {}, + "source": [ + "!lstchain_create_irf_files --help-all" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "34667dde", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[0m" + ] + } + ], + "source": [ + "# Modify the arguments/flags as required \n", + "!lstchain_create_irf_files \\\n", + "--input-gamma-dl2 $gamma_dl2 \\\n", + "--input-proton-dl2 $proton_dl2 \\\n", + "--input-electron-dl2 $electron_dl2 \\\n", + "--output-irf-file $output_irf_path/$output_irf_file \\\n", + "--config $config_file \\\n", + "--overwrite \\\n", + "--point-like \\\n", + "--energy-dependent-gh \\\n", + "--energy-dependent-theta\n" + ] + }, { "cell_type": "markdown", "id": "937e3380", @@ -619,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 5, "id": "c5f4a5ac", "metadata": {}, "outputs": [ @@ -627,46 +207,47 @@ "name": "stdout", "output_type": "stream", "text": [ - "Filename: /fefs/aswg/workspace/daniel.morcuende/data/IRF/20230901_v0.10.4_allsky_base_prod/dec_3476/gh_eff_0.7_th_cont_0.7/irf_node_theta_10.0_az_102.199_.fits.gz\n", + "Filename: ./pnt_irf_pnt_gamma_en_dep_cuts.fits.gz\n", "No. Name Ver Type Cards Dimensions Format\n", " 0 PRIMARY 1 PrimaryHDU 4 () \n", - " 1 EFFECTIVE AREA 1 BinTableHDU 49 1R x 5C [25D, 25D, D, D, 25D] \n", - " 2 ENERGY DISPERSION 1 BinTableHDU 55 1R x 7C [25D, 25D, 30D, 30D, D, D, 750D] \n", - " 3 GH_CUTS 1 BinTableHDU 35 25R x 5C [D, D, D, K, D] \n", - " 4 RAD_MAX 1 BinTableHDU 49 1R x 5C [25D, 25D, D, D, 25D] \n" + " 1 EFFECTIVE AREA 1 BinTableHDU 43 1R x 5C [19D, 19D, D, D, 19D] \n", + " 2 ENERGY DISPERSION 1 BinTableHDU 49 1R x 7C [19D, 19D, 30D, 30D, D, D, 570D] \n", + " 3 BACKGROUND 1 BinTableHDU 43 1R x 5C [19D, 19D, 20D, 20D, 380D] \n", + " 4 GH_CUTS 1 BinTableHDU 27 19R x 4C [D, D, D, D] \n", + " 5 RAD_MAX 1 BinTableHDU 43 1R x 5C [19D, 19D, D, D, 19D] \n" ] } ], "source": [ - "fits.open(irf_file).info()" + "fits.open(output_irf_path + output_irf_file).info()" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 6, "id": "ea3c29ee", "metadata": { "scrolled": true }, "outputs": [], "source": [ - "aeff_plot = EffectiveAreaTable2D.read(irf_file, hdu=\"EFFECTIVE AREA\")\n", - "edisp_plot = EnergyDispersion2D.read(irf_file, hdu=\"ENERGY DISPERSION\")\n", - "# bkg_plot = Background2D.read(irf_file, hdu=\"BACKGROUND\")\n", + "aeff_plot = EffectiveAreaTable2D.read(output_irf_path + output_irf_file, hdu=\"EFFECTIVE AREA\")\n", + "edisp_plot = EnergyDispersion2D.read(output_irf_path + output_irf_file, hdu=\"ENERGY DISPERSION\")\n", + "bkg_plot = Background2D.read(output_irf_path + output_irf_file, hdu=\"BACKGROUND\")\n", "\n", "if energy_dependent_gh_cuts:\n", - " gh_cut = QTable.read(irf_file, hdu=\"GH_CUTS\")\n", + " gh_cut = QTable.read(output_irf_path + output_irf_file, hdu=\"GH_CUTS\")\n", "\n", "if energy_dependent_theta_cuts:\n", - " theta_cut = QTable.read(irf_file, hdu=\"RAD_MAX\")\n", + " theta_cut = QTable.read(output_irf_path + output_irf_file, hdu=\"RAD_MAX\")\n", "\n", "if not point_like:\n", - " psf_plot = PSF3D.read(irf_file, hdu=\"PSF\")" + " psf_plot = PSF3D.read(output_irf_path + output_irf_file, hdu=\"PSF\")" ] }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 7, "id": "1fa0271e", "metadata": {}, "outputs": [ @@ -676,12 +257,12 @@ "XTENSION= 'BINTABLE' / binary table extension \n", "BITPIX = 8 / array data type \n", "NAXIS = 2 / number of array dimensions \n", - "NAXIS1 = 616 / length of dimension 1 \n", + "NAXIS1 = 472 / length of dimension 1 \n", "NAXIS2 = 1 / length of dimension 2 \n", "PCOUNT = 0 / number of group parameters \n", "GCOUNT = 1 / number of groups \n", "TFIELDS = 5 / number of table fields \n", - "CREATOR = 'pyirf v0.10.1' \n", + "CREATOR = 'pyirf v0.6.0' \n", "HDUDOC = 'https://github.com/open-gamma-ray-astro/gamma-astro-data-formats' \n", "HDUVERS = '0.2 ' \n", "HDUCLASS= 'GADF ' \n", @@ -689,27 +270,21 @@ "HDUCLAS2= 'EFF_AREA' \n", "HDUCLAS3= 'POINT-LIKE' \n", "HDUCLAS4= 'AEFF_2D ' \n", - "DATE = '2024-02-06 16:42:33.770' \n", + "DATE = '2022-02-14 14:36:11.041' \n", "TELESCOP= 'CTA-N ' \n", "INSTRUME= 'LST-1 ' \n", "FOVALIGN= 'RADEC ' \n", - "ZEN_PNT = 10.0 / deg \n", - "AZ_PNT = 102.199 / deg \n", - "B_TOTAL = 38.592769622802734 / uT \n", - "B_INC = 0.6519277095794678 / rad \n", - "B_DEC = -0.08447393774986267 / rad \n", - "B_DELTA = 50.36070131494917 / deg \n", - "GH_EFF = 0.7 / gamma/hadron efficiency \n", - "TH_CONT = 0.7 / Theta containment region in percentage \n", + "GH_EFF = 0.9 / gamma/hadron efficiency \n", + "TH_CONT = 0.68 / Theta containment region in percentage \n", "EXTNAME = 'EFFECTIVE AREA' / extension name \n", "TTYPE1 = 'ENERG_LO' \n", - "TFORM1 = '25D ' \n", + "TFORM1 = '19D ' \n", "TUNIT1 = 'TeV ' \n", - "TDIM1 = '(25) ' \n", + "TDIM1 = '(19) ' \n", "TTYPE2 = 'ENERG_HI' \n", - "TFORM2 = '25D ' \n", + "TFORM2 = '19D ' \n", "TUNIT2 = 'TeV ' \n", - "TDIM2 = '(25) ' \n", + "TDIM2 = '(19) ' \n", "TTYPE3 = 'THETA_LO' \n", "TFORM3 = 'D ' \n", "TUNIT3 = 'deg ' \n", @@ -719,24 +294,24 @@ "TUNIT4 = 'deg ' \n", "TDIM4 = '(1) ' \n", "TTYPE5 = 'EFFAREA ' \n", - "TFORM5 = '25D ' \n", + "TFORM5 = '19D ' \n", "TUNIT5 = 'm2 ' \n", - "TDIM5 = '(25,1) ' " + "TDIM5 = '(19,1) ' " ] }, - "execution_count": 70, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Sample header values for IRFs\n", - "fits.open(irf_file)[\"EFFECTIVE AREA\"].header" + "fits.open(output_irf_path + output_irf_file)[\"EFFECTIVE AREA\"].header" ] }, { "cell_type": "code", - "execution_count": 88, + "execution_count": 8, "id": "a1771635", "metadata": {}, "outputs": [ @@ -746,18 +321,20 @@ "Text(0.5, 1.0, 'Effective Area')" ] }, - "execution_count": 88, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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\n", 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" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -768,15 +345,13 @@ "aeff_plot.plot_energy_dependence(offset=[0.4 * u.deg])\n", "plt.legend().remove()\n", "plt.yscale('log')\n", - "plt.grid(which='both', linestyle=\":\")\n", - "plt.xlim(0.01, 30)\n", - "plt.ylim(5e2, 3e5)\n", + "plt.grid(which='both')\n", "plt.title(\"Effective Area\")" ] }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 9, "id": "6655858a", "metadata": {}, "outputs": [ @@ -786,18 +361,20 @@ "Text(0.5, 1.0, 'Effective Area - energy offset dependence')" ] }, - "execution_count": 77, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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\n", 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" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -809,7 +386,7 @@ }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 10, "id": "5854ec6b", "metadata": {}, "outputs": [], @@ -821,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 79, + "execution_count": 11, "id": "e2680555", "metadata": {}, "outputs": [ @@ -831,23 +408,25 @@ "Text(0.5, 0.98, 'Energy migration')" ] }, - "execution_count": 79, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], "source": [ - "# Energy Dispersion, energy migration\n", + "# Energy Dispersion, energy migratoin\n", "plt.figure(figsize=(16,12))\n", "\n", "offset = \"0.4 deg\"\n", @@ -878,7 +457,7 @@ }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 12, "id": "9d40b3b3", "metadata": {}, "outputs": [ @@ -888,18 +467,20 @@ "Text(0.5, 1.0, 'Energy Bias at 0.4 deg')" ] }, - "execution_count": 80, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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" + "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -921,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 13, "id": "db5625fb", "metadata": {}, "outputs": [ @@ -931,18 +512,20 @@ "Text(0.5, 1.0, 'Energy Migration Matrix')" ] }, - "execution_count": 81, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", + "image/png": 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1083,7 +666,7 @@ }, { "cell_type": "code", - "execution_count": 82, + "execution_count": 17, "id": "fde58d02", "metadata": {}, "outputs": [], @@ -1094,7 +677,7 @@ }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 18, "id": "13185305", "metadata": {}, "outputs": [ @@ -1102,17 +685,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "OrderedDict([('CREATOR', 'lstchain v0.10.7.dev16+g7ad812a.d20240129'), ('DATE', '2024-02-06 16:42:33.923'), ('TELESCOP', 'CTA-N'), ('INSTRUME', 'LST-1'), ('FOVALIGN', 'RADEC'), ('ZEN_PNT', 10.0), ('AZ_PNT', 102.199), ('B_TOTAL', 38.592769622802734), ('B_INC', 0.6519277095794678), ('B_DEC', -0.08447393774986267), ('B_DELTA', 50.36070131494917), ('GH_EFF', 0.7), ('TH_CONT', 0.7), ('EXTNAME', 'GH_CUTS')])\n" + "OrderedDict([('CREATOR', 'lstchain v0.9.2.dev2+gf8ac195.d20220214'), ('DATE', '2022-02-14 14:36:11.126'), ('TELESCOP', 'CTA-N'), ('INSTRUME', 'LST-1'), ('FOVALIGN', 'RADEC'), ('GH_EFF', 0.9), ('TH_CONT', 0.68), ('EXTNAME', 'GH_CUTS')])\n" ] }, { "data": { - "image/png": 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", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1133,13 +718,13 @@ " plt.xscale('log')\n", " plt.title(r\"$\\gamma$/H cuts distribution\")\n", " plt.ylabel(r'$\\gamma$/h cut')\n", - " plt.xlabel('Energy [TeV]')\n", + " plt.xlabel('Log Energy (TeV)')\n", " plt.grid(which='both')" ] }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 19, "id": "62331a36", "metadata": {}, "outputs": [ @@ -1147,17 +732,19 @@ "name": "stdout", "output_type": "stream", "text": [ - "OrderedDict([('CREATOR', 'pyirf v0.10.1'), ('HDUDOC', 'https://github.com/open-gamma-ray-astro/gamma-astro-data-formats'), ('HDUVERS', '0.2'), ('HDUCLASS', 'GADF'), ('HDUCLAS1', 'RESPONSE'), ('HDUCLAS2', 'RAD_MAX'), ('HDUCLAS3', 'POINT-LIKE'), ('HDUCLAS4', 'RAD_MAX_2D'), ('DATE', '2024-02-06 16:42:33.933'), ('TELESCOP', 'CTA-N'), ('INSTRUME', 'LST-1'), ('FOVALIGN', 'RADEC'), ('ZEN_PNT', 10.0), ('AZ_PNT', 102.199), ('B_TOTAL', 38.592769622802734), ('B_INC', 0.6519277095794678), ('B_DEC', -0.08447393774986267), ('B_DELTA', 50.36070131494917), ('GH_EFF', 0.7), ('TH_CONT', 0.7), ('EXTNAME', 'RAD_MAX')])\n" + "OrderedDict([('CREATOR', 'pyirf v0.6.0'), ('HDUDOC', 'https://github.com/open-gamma-ray-astro/gamma-astro-data-formats'), ('HDUVERS', '0.2'), ('HDUCLASS', 'GADF'), ('HDUCLAS1', 'RESPONSE'), ('HDUCLAS2', 'RAD_MAX'), ('HDUCLAS3', 'POINT-LIKE'), ('HDUCLAS4', 'RAD_MAX_2D'), ('DATE', '2022-02-14 14:36:11.135'), ('TELESCOP', 'CTA-N'), ('INSTRUME', 'LST-1'), ('FOVALIGN', 'RADEC'), ('GH_EFF', 0.9), ('TH_CONT', 0.68), ('EXTNAME', 'RAD_MAX')])\n" ] }, { "data": { - "image/png": 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", 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\n", 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" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -1189,9 +776,9 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "lst-dev", "language": "python", - "name": "python3" + "name": "lst-dev" }, "language_info": { "codemirror_mode": { @@ -1203,7 +790,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.6" + "version": "3.8.12" } }, "nbformat": 4, From 7ae30cf404dcd8e12639dfda430085ae4e48c980 Mon Sep 17 00:00:00 2001 From: morcuended Date: Wed, 21 Feb 2024 15:31:39 +0000 Subject: [PATCH 3/4] update pointlike IRF example notebook --- notebooks/MC_DL2_to_pointlike_IRF.ipynb | 648 ++++-------------------- 1 file changed, 90 insertions(+), 558 deletions(-) diff --git a/notebooks/MC_DL2_to_pointlike_IRF.ipynb b/notebooks/MC_DL2_to_pointlike_IRF.ipynb index d27d37c547..b3dafbee3d 100644 --- a/notebooks/MC_DL2_to_pointlike_IRF.ipynb +++ b/notebooks/MC_DL2_to_pointlike_IRF.ipynb @@ -45,14 +45,14 @@ "\n", "For the **selection of the gamma-like events** that are going to be used for the IRF calculation, there is a first selection based on certain filters (e.g. minimum intensity value), and later a set of selection cuts on *gammaness* and *theta*/*alpha*, which can be either fixed global cuts or energy-dependent cuts with a certain gamma-ray efficiency and containment region. **Important:** The same selection cuts should be used for the DL3 gamma-like event list production.\n", "\n", - "For the use of the Tool, we also need a **config file providing the event selection cuts and binning information**. One can use the example config file available in [`cta-lstchain/docs/examples/irf_tool_config.json`](https://github.com/cta-observatory/cta-lstchain/blob/main/docs/examples/irf_tool_config.json) or create a similar config file for each specific use case. If the config file is not provided, the default values are used as per the Component in the file `cta-lstchain/lstchain/io/event_selection.py`.\n", + "For the use of the Tool, we also need a **config file providing the event selection cuts and binning information**. One can use the example config file available in [`cta-lstchain/docs/examples/irf_dl3_tool_config.json`](https://github.com/cta-observatory/cta-lstchain/blob/main/docs/examples/irf_dl3_tool_config.json) or create a similar config file for each specific use case. If the config file is not provided, the default values are used as per the Component in the file `cta-lstchain/lstchain/io/event_selection.py`.\n", "\n", "**Warning:** The production of *[full-enclosure IRF](https://gamma-astro-data-formats.readthedocs.io/en/latest/irfs/full_enclosure/index.html#full-enclosure-irfs)* is also possible with this tool but we need diffuse gamma-ray MC DL2 (not being generated currently in the all-sky MC standard production). Also, background IRF may be calculated if proton and electron MC are provided. These two cases are not covered in this notebook." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "8d3d03cf", "metadata": {}, "outputs": [], @@ -71,12 +71,20 @@ "import subprocess" ] }, + { + "cell_type": "markdown", + "id": "da5a555d-ad84-4160-83d8-d41820ed9b4c", + "metadata": {}, + "source": [ + "# Settings of the tool (defined by the user)" + ] + }, { "cell_type": "markdown", "id": "bcc7ef69-e499-4f44-a3b8-cb88428ec352", "metadata": {}, "source": [ - "# Standard all-sky DL2 test MC\n", + "## Input files: standard all-sky DL2 test MC\n", "It is in: `/fefs/aswg/data/mc/DL2/AllSky` where you can see all the available productions.\n", "\n", "**Important:** You should use v0.10* productions if you are using lstchain v0.10*, v0.9 MC productions cannot be analyzed with lstchain v0.10" @@ -84,12 +92,12 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "id": "70302483-b6bb-4457-8966-be5f83c45480", "metadata": {}, "outputs": [], "source": [ - "# Using the standard all-sky MC files\n", + "# Use standard all-sky MC files\n", "mc_base_dir = Path(\"/fefs/aswg/data/mc/DL2/AllSky\")" ] }, @@ -99,49 +107,50 @@ "metadata": {}, "source": [ "For this example, let's use one of the latest all-sky base productions:\n", - "`20230901_v0.10.4_allsky_base_prod`\n", + "`20230901_v0.10.4_allsky_base_prod` (it is recommended to use the latest one available).\n", "\n", - "Each production has at least one directory indicating the declination line. In this case, we use `dec_2276` so the full path would be:\n", + "Each production has at least one directory indicating the declination line. In this case, we use `dec_2276` (declination line close to the Crab) so the full path would be:\n", "```\n", "/fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_2276\n", "```\n", - "Finally, inside this directory, you will find multiple subfolders corresponding to each simulated pointing node with a merged test gamma DL2 MC file (see all-sky plot at the beginning of this notebook).\n", + "Finally, inside this directory, you will find multiple subfolders corresponding to each simulated pointing node with a merged test gamma DL2 MC file (see the all-sky plot at the beginning of this notebook).\n", "\n", - "We will produce IRF files from each of these for all the nodes and store them in a directory for later use by the DL3 Tool." + "We will produce IRF files from each of these DL2 files for all the nodes and store them in a directory for later use by the DL3 Tool." ] }, { "cell_type": "code", - "execution_count": 3, - "id": "521428f6-4b77-4820-95d5-8d54588d0a37", + "execution_count": null, + "id": "1565e442-453c-4f67-95d3-a7e1aea87a7d", "metadata": {}, "outputs": [], "source": [ - "# Define the output directory to store the produced IRFs node-wise\n", - "irf_output_dir = Path(\"/fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF\")\n", - "irf_log = irf_output_dir / \"log\"\n", - "# Create directory including all parents if they do not exist\n", - "irf_log.mkdir(exist_ok=True, parents=True)" + "# Directory containing all the nodes subfolders\n", + "mc_prod = \"20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_2276\"\n", + "dl2_test_mc_dir = mc_base_dir / mc_prod " ] }, { - "cell_type": "code", - "execution_count": 4, - "id": "1565e442-453c-4f67-95d3-a7e1aea87a7d", + "cell_type": "markdown", + "id": "e25fc456-0d4e-4c2a-8685-5f1491841214", "metadata": {}, - "outputs": [], "source": [ - "# Directory containing all the nodes subfolders\n", - "mc_prod = \"20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476\"\n", - "dl2_test_mc_dir = mc_base_dir / mc_prod " + "## Output: directory for IRF files\n", + "### USERS: if you want to run this example notebook set an output directory `irf_output_dir` where you have write access." ] }, { - "cell_type": "markdown", - "id": "da5a555d-ad84-4160-83d8-d41820ed9b4c", + "cell_type": "code", + "execution_count": null, + "id": "521428f6-4b77-4820-95d5-8d54588d0a37", "metadata": {}, + "outputs": [], "source": [ - "# Settings for the tool" + "# Define the output directory to store the produced IRFs node-wise\n", + "irf_output_dir = Path(\"/fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF\")\n", + "irf_log = irf_output_dir / \"log\"\n", + "# Create directory including all parents if they do not exist\n", + "irf_log.mkdir(exist_ok=True, parents=True)" ] }, { @@ -149,7 +158,9 @@ "id": "e670f121-8303-4031-92a5-90ad1e8acbff", "metadata": {}, "source": [ - "By default, `lstchain_create_irf_files` assumes global cuts in gammaness and theta. Here we will use energy-dependent cuts based on a certain gamma-ray selection cut efficiency (activating the flags `--energy-dependent-gh` and `--energy-dependent-theta`). These dynamic cuts are calculated from the gamma-ray DL2 MC in each bin of reconstructed energy.\n", + "By default, `lstchain_create_irf_files` assumes global cuts in gammaness and theta. \n", + "\n", + "However, for computing the spectrum and light curve, it is recommended to use energy-dependent cuts based on a certain gamma-ray selection cut efficiency (activating the flags `--energy-dependent-gh` and `--energy-dependent-theta`). These dynamic cuts are calculated from the gamma-ray DL2 MC in each bin of reconstructed energy (keeping the wanted percentage of gamma-ray-like events in each energy bin with the highest gammaness and lowest theta values).\n", "\n", "Input arguments can be specified by the command line or config file. Let's assume the ones defined in the example config file for this demonstration.\n", "\n", @@ -161,70 +172,19 @@ "\n", " - The global cut of intensity > 50 p.e. ensures a good match between the data and MC (for data\n", "taken after 2021 August). This global cut brings all of the data to a common *analysis threshold*.\n", - " - In principle, there is no need to apply any other event filtering based on image parameters. We will just use gammaness and theta cuts.\n", - " - The **standard values are 70% selection efficiency for both gammaness and theta**, which are the ones used for the baseline analysis in the Crab performance paper ([H. Abe et al 2023 ApJ 956 80](https://iopscience.iop.org/article/10.3847/1538-4357/ace89d)).\n", + " - In principle, there is no need to apply any other event filtering based on image parameters. We will use **gammaness and theta energy-dependent cuts**.\n", + " - The **standard values are 70% selection efficiency for both gammaness and theta**, which are the ones used for the baseline analysis in the Crab performance paper ([H. Abe et al 2023 ApJ 956 80](https://iopscience.iop.org/article/10.3847/1538-4357/ace89d)). To enable these efficiency cuts, you have to pass via command line the options `--energy-dependent-gh` and `--energy-dependent-theta` respectively. The efficiency values can be either passed via command line or just set them in the config file `irf_dl3_tool_config.json`.\n", " - The rest of the configuration file can be left untouched." ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "id": "893a074b-d38f-45ed-9a58-1ecdd1284a86", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'EventSelector': {'filters': {'intensity': [50, inf],\n", - " 'width': [0, inf],\n", - " 'length': [0, inf],\n", - " 'r': [0, 1],\n", - " 'wl': [0.01, 1],\n", - " 'leakage_intensity_width_2': [0, 1],\n", - " 'event_type': [32, 32]}},\n", - " 'DL3Cuts': {'min_event_p_en_bin': 100,\n", - " 'global_gh_cut': 0.7,\n", - " 'gh_efficiency': 0.9,\n", - " 'min_gh_cut': 0.1,\n", - " 'max_gh_cut': 0.95,\n", - " 'global_alpha_cut': 10,\n", - " 'global_theta_cut': 0.2,\n", - " 'theta_containment': 0.68,\n", - " 'alpha_containment': 0.68,\n", - " 'min_theta_cut': 0.1,\n", - " 'max_theta_cut': 0.32,\n", - " 'fill_theta_cut': 0.32,\n", - " 'min_alpha_cut': 1,\n", - " 'max_alpha_cut': 20,\n", - " 'fill_alpha_cut': 20,\n", - " 'allowed_tels': [1]},\n", - " 'DataBinning': {'true_energy_min': 0.005,\n", - " 'true_energy_max': 500,\n", - " 'true_energy_n_bins': 25,\n", - " 'reco_energy_min': 0.005,\n", - " 'reco_energy_max': 500,\n", - " 'reco_energy_n_bins': 25,\n", - " 'energy_migration_min': 0.2,\n", - " 'energy_migration_max': 5,\n", - " 'energy_migration_n_bins': 30,\n", - " 'fov_offset_min': 0.1,\n", - " 'fov_offset_max': 1.1,\n", - " 'fov_offset_n_edges': 9,\n", - " 'bkg_fov_offset_min': 0,\n", - " 'bkg_fov_offset_max': 10,\n", - " 'bkg_fov_offset_n_edges': 21,\n", - " 'source_offset_min': 0,\n", - " 'source_offset_max': 1,\n", - " 'source_offset_n_edges': 101}}" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "irf_config_file = \"/fefs/aswg/workspace/analysis-school-2024/cta-lstchain/docs/examples/irf_tool_config.json\" \n", + "irf_config_file = \"/fefs/aswg/workspace/analysis-school-2024/cta-lstchain/docs/examples/irf_dl3_tool_config.json\" \n", "config = Config(read_configuration_file(irf_config_file))\n", "config" ] @@ -247,16 +207,16 @@ "```\n", "$lstchain_create_irf_files \\\n", " --point-like \\\n", - " --input-gamma-dl2=/fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_3476/node_theta_73.142_az_331.979_/dl2_20230901_v0.10.4_allsky_base_prod_node_theta_73.142_az_331.979__merged.h5 \\\n", - " --output-irf-file=/fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF/irf_node_theta_73.142_az_331.979_.fits.gz \\\n", - " --config=/fefs/aswg/workspace/analysis-school-2024/cta-lstchain/docs/examples/irf_tool_config.json \\\n", - " --log-file=/fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF/log/irf_tool_irf_node_theta_73.142_az_331.979_.fits.log \\\n", + " --input-gamma-dl2=/fefs/aswg/data/mc/DL2/AllSky/20230901_v0.10.4_allsky_base_prod/TestingDataset/dec_2276/node_theta_32.059_az_248.099_/dl2_20230901_v0.10.4_allsky_base_prod_node_theta_32.059_az_248.099__merged.h5 \\\n", + " --output-irf-file=/fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF/irf_node_theta_32.059_az_248.099_.fits.gz \\\n", + " --config=/fefs/aswg/workspace/analysis-school-2024/cta-lstchain/docs/examples/irf_dl3_tool_config.json \\\n", + " --log-file=/fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF/log/irf_node_theta_32.059_az_248.099_.fits.log \\\n", " --energy-dependent-gh \\\n", " --energy-dependent-theta \\\n", " --overwrite\n", "```\n", "\n", - "This will apply the energy-dependent cuts with the efficiency indicated in `irf_tool_config.json` above. It does not matter if other settings/parameters are present. E.g. those related to *alpha*, or to the global cuts, they are simply ignored." + "This will apply the energy-dependent cuts with the efficiency indicated in `irf_dl3_tool_config.json` above. It does not matter if other settings/parameters are present. E.g. those related to *alpha*, or to the global cuts, they are simply ignored." ] }, { @@ -264,13 +224,13 @@ "id": "198c0b8c-427e-4897-9668-dd8facbfa8a2", "metadata": {}, "source": [ - "# Example of running the tool for each MC node using SLURM\n", - "The production of each IRF usually takes around 1 min. Here we schedule all jobs so they are produced in parallel." + "# Example of running the tool in parallel for each MC node using SLURM\n", + "The production of each IRF usually takes around 1 min. Here we submit all jobs so they are produced in parallel." ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "id": "85254ff6-3fbc-4fc3-ba52-5a747e2744e0", "metadata": { "scrolled": true @@ -314,7 +274,6 @@ " ]\n", "\n", " # print(\" \\\\\\n \".join(lstchain_cmd)) # If you want to check how the actual command looks\n", - "\n", " # subprocess.run(sbatch_cmd + lstchain_cmd) # Uncomment this line, but be careful! This will submit tens of jobs\n" ] }, @@ -332,41 +291,27 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "ea0681aa-1109-4c99-af02-fa9d11a1916a", "metadata": {}, "outputs": [], "source": [ - "irf_file = Path(\"/fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF/irf_node_theta_23.630_az_100.758_.fits.gz\")" + "irf_file = Path(\"/fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF/irf_node_theta_32.059_az_248.099_.fits.gz\")" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "id": "c5f4a5ac", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Filename: /fefs/aswg/workspace/analysis-school-2024/DL2_to_DL3/IRF/irf_node_theta_23.630_az_100.758_.fits.gz\n", - "No. Name Ver Type Cards Dimensions Format\n", - " 0 PRIMARY 1 PrimaryHDU 4 () \n", - " 1 EFFECTIVE AREA 1 BinTableHDU 49 1R x 5C [25D, 25D, D, D, 25D] \n", - " 2 ENERGY DISPERSION 1 BinTableHDU 55 1R x 7C [25D, 25D, 30D, 30D, D, D, 750D] \n", - " 3 GH_CUTS 1 BinTableHDU 35 25R x 5C [D, D, D, K, D] \n", - " 4 RAD_MAX 1 BinTableHDU 49 1R x 5C [25D, 25D, D, D, 25D] \n" - ] - } - ], + "outputs": [], "source": [ "fits.open(irf_file).info()" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "id": "ea3c29ee", "metadata": { "scrolled": true @@ -391,69 +336,10 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "id": "1fa0271e", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "XTENSION= 'BINTABLE' / binary table extension \n", - "BITPIX = 8 / array data type \n", - "NAXIS = 2 / number of array dimensions \n", - "NAXIS1 = 616 / length of dimension 1 \n", - "NAXIS2 = 1 / length of dimension 2 \n", - "PCOUNT = 0 / number of group parameters \n", - "GCOUNT = 1 / number of groups \n", - "TFIELDS = 5 / number of table fields \n", - "CREATOR = 'pyirf v0.10.1' \n", - "HDUDOC = 'https://github.com/open-gamma-ray-astro/gamma-astro-data-formats' \n", - "HDUVERS = '0.2 ' \n", - "HDUCLASS= 'GADF ' \n", - "HDUCLAS1= 'RESPONSE' \n", - "HDUCLAS2= 'EFF_AREA' \n", - "HDUCLAS3= 'POINT-LIKE' \n", - "HDUCLAS4= 'AEFF_2D ' \n", - "DATE = '2024-02-06 19:05:00.364' \n", - "TELESCOP= 'CTA-N ' \n", - "INSTRUME= 'LST-1 ' \n", - "FOVALIGN= 'RADEC ' \n", - "ZEN_PNT = 23.63 / deg \n", - "AZ_PNT = 100.758 / deg \n", - "B_TOTAL = 38.592769622802734 / uT \n", - "B_INC = 0.6519277095794678 / rad \n", - "B_DEC = -0.08447393774986267 / rad \n", - "B_DELTA = 50.093786472690894 / deg \n", - "GH_EFF = 0.9 / gamma/hadron efficiency \n", - "TH_CONT = 0.68 / Theta containment region in percentage \n", - "EXTNAME = 'EFFECTIVE AREA' / extension name \n", - "TTYPE1 = 'ENERG_LO' \n", - "TFORM1 = '25D ' \n", - "TUNIT1 = 'TeV ' \n", - "TDIM1 = '(25) ' \n", - "TTYPE2 = 'ENERG_HI' \n", - "TFORM2 = '25D ' \n", - "TUNIT2 = 'TeV ' \n", - "TDIM2 = '(25) ' \n", - "TTYPE3 = 'THETA_LO' \n", - "TFORM3 = 'D ' \n", - "TUNIT3 = 'deg ' \n", - "TDIM3 = '(1) ' \n", - "TTYPE4 = 'THETA_HI' \n", - "TFORM4 = 'D ' \n", - "TUNIT4 = 'deg ' \n", - "TDIM4 = '(1) ' \n", - "TTYPE5 = 'EFFAREA ' \n", - "TFORM5 = '25D ' \n", - "TUNIT5 = 'm2 ' \n", - "TDIM5 = '(25,1) ' " - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# Example header information for IRFs\n", "fits.open(irf_file)[\"EFFECTIVE AREA\"].header" @@ -464,14 +350,14 @@ "id": "6256d34f-850b-4fbd-9e43-4ffe056a5852", "metadata": {}, "source": [ - "In this case 90% and 68% for gammaness and theta, respectively:\n", + "In this case 70% and 70% for both gammaness and theta angular cut:\n", "\n", "```\n", - "GH_EFF = 0.9 / gamma/hadron efficiency \n", - "TH_CONT = 0.68 / Theta containment region in percentage\n", + "GH_EFF = 0.7 / gamma/hadron efficiency \n", + "TH_CONT = 0.7 / Theta containment region in percentage\n", "```\n", "\n", - "If you used **global cuts**, the keywords are instead `GH_CUT` and `RAD_MAX`, indicating the values of the cuts:\n", + "Instead, if you would have used **global cuts**, the keywords would be `GH_CUT` and `RAD_MAX`, indicating the values of the cuts:\n", "\n", "```\n", "GH_CUT = 0.7 \n", @@ -489,21 +375,10 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "id": "a1771635", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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IyAtcKq/Gm+uPYu2es5AkINjfjCdu6Y6HhnVDmwD+NSYichWvnEQGVmO148Ptp/DX74/XP7Ji4sBO+O3tfdAhPFDn0REReS9OgIgMasOxi3jlm6z6PJ8BncPxwvgbkNKlrc4jIyI1+AhyY+AEiMhgLl4FHvl4LzZlFwIA2rXxx1Nj+uCelM4wmRw/oJSIiOTjBIjIIMqrRCzJOIZV+82wSYWwmAU8dHM3zL21B8IC+YBSIq/Hf78YCidARDqz2yV8tucs3lh/FIVXagAIuKVXO7ww/gYktG+j9/CIiFolToCIdLTn9GW89PVhHDhbCgDoFhWMUe3L8Zv7B8Fi4bc+RETuwgkQkQ4ulFXh9/8+ii/25QMA2gT4Yd7Pe2Lq4E747tv/6Dw6IqLWjxMgIg+qEm14f2su0jecQGWNDYIA3JvSGb8Z0wftQwMgiqLeQyQi8gmcABF5gCRJ+DbrAl771xHkFVcCAAbFR+DFu27AgM4R+g6OiMgHteoJkJ+fH/r16wcASE1NxXvvvafziMgXXa2xYeFn+/GvAwUAgJiwADwzti/uTu4IQeCyECIiPbTqCVBERAQyMzP1Hgb5sAtlVXj0o904cLYUFrOAx0YkYPbIHgjh4yuIiHTFqzCRmxzKL8UjH+7G+bIqtA22YPn0VAzpFqn3sIiICIBJ7wE4snnzZowfPx4dO9beJvjyyy+b1Fm6dCm6deuGwMBApKSkYMuWLQ2Ol5WVISUlBcOGDcOmTZs8NHIi4D+HzuPed3bgfFkVekS3wZdzbubkh4jIQAz7DVBFRQWSkpLw0EMPYfLkyU2Or1mzBvPnz8fSpUtx8803Y/ny5Rg7diyysrIQHx8PADh16hQ6duyIQ4cO4Y477sDBgwcRFhbWbH/V1dWorq6u/7msrAwAIIpik5U5dT83t2LH0bHmyhuXtdSuO2nVr6vtyK3vrJ4r77mjcrllzkiShBVbTuGPGccBAMN6ROGvUwYgNNAiqx3GQrtYaEGLfpW0IeccpbFwdIyxUH6O3FhI9tqHgFltVqfXfX5mKK8vtz1Bkoz/WDZBEPDFF19gwoQJ9WU33ngjBg0ahGXLltWX9e3bFxMmTMCiRYuatDF27Fi88sorSE1NbbaPF198ES+99FKT8tWrVyM4OFj9i6BWz2oHPs0x4adLtV+sDu9gx8SudpiZ50xEABYfNOP0FQGP9rahX6ThP3q9VmVlJaZOnYrS0lKHX3oABv4GqCU1NTXYs2cPnn766Qblo0ePxvbt2wEAly9fRnBwMAICAnD27FlkZWUhISHBYZvPPPMMFixYUP9zWVkZ4uLikJaWhqioqAZ1RVFERkYGRo0a1WS3XkfHmitvXNZSu+6kVb+utiO3vrN6rrznjsrlljlSVFGDuZ9kYvelEphNAv53XG9MuzHe6Xvg6mt1VzutKRZa0qJfJW3IOUdpLBwdYyyUnyM3FmFhYcCVcqSkpuDnfaJbPJefGcrrFxUVyerfKydAhYWFsNlsiImJaVAeExOD8+fPAwCOHDmCxx9/HCaTCYIg4C9/+QsiIx3nYAQEBCAgIKBJucVicfhGKznWXHnjspbadSet+nW1Hbn1ndVz5T13VC637HrZF8ox88OfcKb4KkID/ZA+dRBG9Grv7OW0iLFQFgt30aJfJW3IOUdpLBwdYyyUn+OsjmCq/TrYz+wn+/3kZ4br9eW25ZUToDqN91CRJKm+bOjQoTh48KDqPkSROUDuaqc15J1sPl6IeWsO4Eq1FXFtg7Bi2kD0iG6j+L1kLJh3IvccpbFwdIyxUH6O3FgwB0hdO65ep5zxyhygmpoaBAcHY+3atZg4cWJ9vXnz5iEzM1PViq/09HSkp6fDZrMhOzubOUDULEkCtpwX8H+nTJAgoHuohId729CGzy8lIgeYA+QZrToHyN/fHykpKcjIyGgwAcrIyMDdd9+tqu05c+Zgzpw5KCsrQ3h4OHOA3NiOt+adiDY7Xl13FJ+fOgsAmDyoI14enwh/P/W7SjAWzDuRe47SWDg6xlgoP0duLOpzgFJS8PO+zAFy13XK63OArly5ghMnTtT/nJubi8zMTERGRiI+Ph4LFizA9OnTkZqaiptuugkrVqxAXl4eZs2apek4XL1/7uwY7+cqr2+EvJPSqyLm/D0TW08UQhCAp2/vg8dGJGj+SAvGgnkncs9RGgtHxxgL5ec4q1OXA2T2Yw6Qmnbk/M7LYdgJ0O7du5GWllb/c90KrRkzZmDVqlWYMmUKioqK8PLLL6OgoAD9+vXDunXr0KVLF72GTK3cqcIKzPzwJ5y8VIFgfzOWTEnG6Bs66D0sIvISArgnhpEYdgI0cuRIOEtPmj17NmbPnu3WcYgik6Dd1Y43Jd7uzC3G3E/2o+SqiA5hAVg+bSASY8M0jxVjwcRbuecojYWjY4yF8nPkxqLuM81mZRK0knZcvU454xVJ0J7EJGhq7MeLAv6RY4JNEtCljYSZvW0I99d7VETkbeqSoB/pbUN/JkG7jdwkaE6AHKhLgi4oKGAStJvaMXribVV1Dea9/wN+KKhNbr6jXwf8ftINCLSY5b0hCjAWTLyVe47SWDg6xlgoP0duLN7Pi8SB/DK8MzWZSdAK2pFbv6ioCLGxsa1zFZgnuZpA6OwYE9qU1/dk4m1FtRXzPztcP/mZ9/OemH9bT82TnR1hLJh4K/ccpbFwdIyxUH6Oszp11w8mQatrR87vvBycABE1UiXa8MiHu7Ejpwh+goQ37xmAiSmuP9aCiIiMixMgJ0SRSdDuaseIibdXq6ux4LMs7MgpQoi/GY/2qsaYvu08FhPGgom3cs9RGgtHxxgL5efIjQWToNW14+p1yhnmADXCJGjfZZeAT06asOuSCX6ChCf62tAjXO9REVFrwSRoz2AStEpMgnZ/O0ZKvK2pqcGc937AxgITzCYB6f+ThBE92no8HowFE2/lnqM0Fo6OMRbKz5EbCyZBq2tHbn0mQWtESaJzS8eY0Ka8vjsTb5dtysHGawnPb0wegNsHdKr/GlWPePhyLFwt8wRvTrx19TrFWCg/x1kdJkFr046c33k51D+8iMjL/e3H01j8Xe1jV343tjcmp3TWeURERORunACRT/t6/zk8989DAIDRnex4aCgfpUJE5At4C4x81ubjhVjwj0xIEnD/kDgMNuXqPSQiIvIQToCcEEUug3dXO3ouvc4tB95ZnQnRJuGO/h3wzJju+P67XN2X+/piLBqXc+k1l8E3pzXEgsvg1bXj6nXKGa4Ca4TL4Fu//ArgrcNmXLUJ6BthxyO97fDjzWAicjMug/cMLoNXicvg3d+OHkuvTxdX4n/e3YXCKzUY2DkMHz40GEH+ZsMs9/WlWDgqN0ostOpX76XXXAavrg0tY8Fl8OrakVufy+A1omSpe0vHuKRReX21S68vllXh4Q/3ovBKDWKDJbz7QArCQgKdtqFHPFp7LOSUGyUWWvWr19JrV69TjIXyc5zVqVsGbzKbZb+f/Mxwvb7ctjgBIp9QWili+vu7kFdcibi2QXg0oRzhQZ6/YBARkTEw84FavcoaKx5atQvHLpQjOjQAqx5MQbi/3qMiIl9z7QsgMghOgKhVs9qBuZ/sx968EoQF+uGjmUMQH8mkdiIiX8dbYE6IIpfBu6sddy+9rqquwd9OmLCvqAhBFhPemz4I3aOCDL3ct7XGQs3fC1fGp7XWsPRa7nWKsVB+jtxYSPZry+BtNqfXfX5mKK8vtz2uAmuEy+BbB0kC1uaasO2CCWZBwqN97OgbwV91ItLPnw+acYrL4N2Oy+BV4jJ497fjzqXXi787jmWbciFAwh8n98NdyZ1arG+U5b6tMRaulhslFlr1q/fSay6DV9eGlrFYmReJ/fllWDY1GbdxGbzbrlNcBq8RJUvdWzrGJY3K68td7vvelhws21T7WIv7Euy4K7mT1y29bi2xUFNulFho1a9eS69dvU4xFsrPcVZHMF17GjyXwatqR87vvBycAFGr8o/dZ/Dqv44AAH59Ww/EVxzVeURERGREXAVGrUZG1kU8/fkBAMCjw7vh8RHddB4REREZFSdA1CrklgPz1x6AXQLuTemM343rW7/rKhERUWOcAJHXK70q4sNsM2qsdoxKjMGiSf05+SEiohZxAkReTZIk/O7Lw7hcIyA+MgiL70uCn5m/1kRE1DImQTshitwI0V3taLH53t93ncG3WRdhFiT8cVIiAs3O308jb/jmzbFo6bg3xkKrfvXefE/udYqxUH6O3FhwI0R17bh6nXKG+wA1wo0QvUd+BbD4oBlWScCELjakdeSvMhEZFzdC9AxuhKgSN0J0fztqNt+rrLFi4rKdyCmswIgekZjY7iLGjPb+zfe8MRZyjntjLLTqV+/N97gRoro2tIwFN0JU147c+twIUSOubiLm7Bg3tVJe//p6r/0zCzmFFYgODcAb9wzAzk3ftarN97wpFq4c98ZYaNWvXpvvuXqdYiyUn+OsDjdC1KYdOb/zcjBblLzOPzPz8Y/dZyEIwJL/SUZUiL/eQyIiIi/DCRB5ldNFFXj2i0MAgF+m9cDQ7u10HhERkWuYd2IMnACR16ix2vHLT/bhSrUVg7u2xZM/76n3kIiIyEtxAkReY/F3x3HgbCnCgyxY8j8Dud8PEXkVbs9qLEyCJq+QdVnA+0dPAwDeuGcAOkUE6TwiIiLyZvwnNBnehbIq/O1E7a/qjJu6YMwNHXQeEREReTtOgMjQbHYJv/n8ECqsAvp0CMUz4/rqPSQiImoFeAvMCVHkozDc1Y6c+ks35mBHTjH8TRL+NCkRZtghinZZ7Xjj4xeMHAs59VpTLLTqV+/HL8i9TjEWys+RG4u6fYdtVj4KQ0k7rl6nnOFO0I3wURjGcbIMePuwGXYImNrdhhuj+atKRN6r7lEYM3vbMICPwnAbPgpDJT4Kw/3ttFS/pFLEXUt3oKC0Cnf2j8FtIfkYPbr5dlvT4xeMGAtX6rWmWGjVr96PX+CjMNS1oWUsPjgTicyzZVj6i2SMSuSjMNx1neKjMDTi6jbyzo5xW3Pn9SVJwrP/3I+C0ip0jQrGK3ffgM3f5/vU4xeMEgul9VpTLLTqV6/HL7h6nWIslJ/jrI4gXHsUhh8fhaGmHTm/83IwCZoM528/nsa3WRdgMQt46xeD0CaA83QiItIWJ0BkKFnnyvDKv44AAJ4e2xf9O4frPCIiImqNOAEiw6issWLuJ3tRY7Xj532i8fDNXfUeEhERtVKcAJFhvPDPw8i5VIGYsAC8eW9S/f1yIiIirXECRIbwz8x8rN1zFoIALJkyEJEh/noPiYiIWjFOgEh3p4sq8ewXhwAAv7y1J27qHuXkDCIiInU4ASJdWe3A/H8cwJVqK4Z0jcSTt/bQe0hEROQDuL6YdPV1ngmHCsoQEWzBkv9Jhp+Zc3IiInI/ftqQbjYcu4SNBbW/gm/ek4SOEUE6j4iIyP34/AVj4ASIdFF0pRq//b/avJ/pP4vHqMQYnUdERES+hBMg0kX6hpO4XCkiNljCb0f31Hs4RERux609jIUTIPK4/JKr+NuPpwEAE7rYEWAx6zwiIiLyNUyCdkIURYii2KTs+v/KOdZceeOyltp1J636ldvOkoxjqLHZMaRLBHqHFzqt76xdV95zR+Vyy9zN07Fwtb4vxUKrfpW0IeccpbFwdIyxUH6O3FhIdjsAwGazOr3u8zNDeX257QmS5Ho61ldffeXqKRg1ahSCgoyf5Jqeno709HTYbDZkZ2dj9erVCA4O1ntYrcaFq8CiTDMkCJjfz4puoXqPiIjIM5YcMiO3XMDDvWxIimImtLtUVlZi6tSpKC0tRVhYmMN6iiZAJpNrd84EQcDx48eRkJDgale6KSsrQ3h4OAoKChAV1XBjPlEUkZGRgVGjRsFiscg61lx547KW2nUnrfqV0868Nfux7tAF3Nq7Pd6e0k9Wv87adeU9d1Qut8zdPBkLJfV9KRZa9aukDTnnKI2Fo2OMhfJz5MZi1ZlI7DtbhvRfJGH0tYUf/MzQ/jpVVFSE2NhYpxMgxbfAzp8/j+joaFl1Q0O995/5FovF4Rut5Fhz5Y3LWmrXnbTq11E7h/JLse7QBQgC8Jvb+9TXkduvs3quvOeOyuWWuZu7Y6G2vi/FQqt+lbQh5xylsXB0jLFQfo6zOsK1Lw/MZj/Z76cvf2YorS+3LUVJ0DNmzHDpdta0adNanIWRb/jjt8cAAHcldUTfWP4+EBGRfhR9A/TBBx+4VH/ZsmVKuqFWZFduMTYeuwQ/k4Bf3dZL7+EQEZGP4zJ4cjtJkvDm+qMAgPsGx6FruxCdR0RERL7O5QnQ1atXkZ+f36T88OHDmgyIWp+Nxy7hp1OXEeBnwpO3ctNDIiLSn0sToM8++wy9evXCuHHjMGDAAOzcubP+2PTp0zUfHHk/u13Cm+trc39mDO2KDuGBOo+IiIjIxQnQq6++ir1792L//v1YuXIlHn74YaxevRpA7W0Oosb+dbAAWQVlaBPghydu6a73cIiIiAC4mAQtiiLat28PAEhNTcXmzZsxadIknDhxgs84oSasNjsWZ2QDAB4dnoC2If46j4iIiKiWS98ARUdH48CBA/U/R0VFISMjA0eOHGlQTgQAn+05i9zCCkSG+GPm8G56D4eIiKieSxOgjz/+uMnmh/7+/vjkk0+wadMmTQdG3q1KtOEv3x8HAMwe2R1tAvjYOSIiMg6XPpU6d+7cbHlVVRUsFgu++eYb2K897K3OXXfdpXx05LX+9uNpFJRWITY8ENN+1kXv4RARETWg+p/l//nPfzB9+nQUFRU1OSYIAmw2m9ouyMtcqbZi6caTAIB5P++JQItZ5xERERE1pHojxLlz5+K+++5DQUEB7HZ7gz+c/PimD7afRnFFDbq1C8E9Kc1/a0hE5Lu4atoIVH8DdPHiRSxYsAAxMTFajIe8XIUIvL/3FABgwahe8DNzs3EiIgDgWmljUf3pdM8992Djxo0aDIVag+/yTaiotiExNgx39I/VezhERETNUv0N0Ntvv417770XW7ZsQf/+/Zs8hv7JJ59U2wV5ifNlVdhyvvbfOL8Z0xsmE/+9Q0RExqR6ArR69WqsX78eQUFB2LhxY4MNEQVB4ATIh6RvzIEoCUjtEoGRvdvrPRwiIiKHVE+A/vd//xcvv/wynn76aZhMzPfwVacKK/DZntqH5C64rSd3BiciIkNTPWOpqanBlClTOPnxcX/+LhtWu4S+EXYM7tpW7+EQERG1SPWsZcaMGVizZo0WYyEvdaSgDF/tPwcAuDPe7qQ2ERGR/lTfArPZbHjjjTewfv16DBgwoEkS9OLFi9V2oVhlZSX69u2Le++9F3/84x91G0dr96dvj0GSgHH9YtA5JF/v4RARETmlegJ08OBBDBw4EABw6NChBsf0zgN57bXXcOONN+o6htZuz+nL+O7IRZhNAubd2gNHf+IEiIiIjE/1BGjDhg1ajENzx48fx9GjRzF+/PgmEzPShiRJeHP9UQDAPYM6I6F9CI7qPCYiIiI5DJm5vHnzZowfPx4dO3aEIAj48ssvm9RZunQpunXrhsDAQKSkpGDLli0Nji9cuBCLFi3y0Ih909YThfgxpxj+ZhOevK2n3sMhIiKSTdEE6MCBA02e+t6Sw4cPw2q1yq5fUVGBpKQkvP32280eX7NmDebPn49nn30W+/btw/DhwzF27Fjk5eUBAP75z3+iV69e6NWrl+w+yTW13/4cAwBM+1kXdIoI0nlERERE8im6BTZw4ECcP38e7dvL2+zupptuQmZmJhISEmTVHzt2LMaOHevw+OLFizFz5kw88sgjAIAlS5Zg/fr1WLZsGRYtWoQff/wRn376KdauXYsrV65AFEWEhYXh+eefd9hmdXU1qqur638uKysDAIiiCFEUG9St+7lxeUvHmitvXNZSu+6kpN/1hy/gwNlSBPub8diw+Abvk9x25NZ3Vs+V99xRudwyd9OqT8ZCG1r0q6QNOecojYWjY4yF8nPkxkKSah+CarXanF73W9tnhhbtuHqdckaQ6iLiApPJhMceewzBwcGy6i9duhRZWVmyJ0ANBigI+OKLLzBhwgQAtfsOBQcHY+3atZg4cWJ9vXnz5iEzMxObNm1qcP6qVatw6NAhp6vAXnzxRbz00ktNylevXi37dfoKuwT8fr8ZF64KGNPJjnFc+k5E5NSSQ2bklgt4uJcNSVF8Iry7VFZWYurUqSgtLUVYWJjDeoq+ARoxYgSOHTsmu/5NN92EoCBtbpEUFhbCZrM1efp8TEwMzp8/r7jdZ555BgsWLKj/uaysDHFxcUhLS0NUVFSDuqIoIiMjA6NGjWqy7N/RsebKG5e11K47udrv/+3Lx4UfDyMiyIJFDw5DaGDzr0erfp3Vc+U9d1Qut8zdtOqTsdCGFv0qaUPOOUpj4egYY6H8HLmxaBsRgdzyUgwaNAhjbohp8dzW9JmhVTty6xcVFcnqX9EEyAhPf2+8xF6SpGaX3T/44IOy2gsICEBAQECTcovF4vCNVnKsufLGZS21605y+q222vDXH3IAAE+M7I7I0Kbfjrk6frn1ndVz5T13VC63zN206pOx0IYW/SppQ845SmPh6BhjofwcZ3XqPqP8/Myy309v/8xwRztyfuflUL0M3tPatWsHs9nc5NueixcvNvlWSAvX57ZcX3b9f+Ucay33c//+Yx7yS64iOjQAv0jtpCo3gHknTXnLvXVfiIVW/eqddyL3OsVYKD9HbiyYA6SuHVevU84oygHypMY5QABw4403IiUlBUuXLq0vS0xMxN1336166Xt6ejrS09Nhs9mQnZ3NHKDrVNuAV/aZUS4KuLebDcM6GPpXh4jIUOpygB7qZUMyc4Dcxq05QO525coVnDhxov7n3NxcZGZmIjIyEvHx8ViwYAGmT5+O1NRU3HTTTVixYgXy8vIwa9Ys1X3PmTMHc+bMQVlZGcLDw5kDdJ13NuWgXDyBuLZBePGBm+Hv13AXBeadqGf0e+u+FAut+tU774Q5QOra0DIW1+cA3c4cILddp9yaA+Ruu3fvRlpaWv3PdcnJM2bMwKpVqzBlyhQUFRXh5ZdfRkFBAfr164d169ahS5cumo/F1fvnzo556/3cimor3t16CgDw69G9ERLUNF9KTjtq6vtS3olR763LrdeaYqFVv3rlnbh6nWIslJ/jrI7JdC0HyMwcIDXtyPmdl8OQE6CRI0fC2Z252bNnY/bs2R4aEf3n0HmUVVnRJSoY45M66j0cIiIiVTSbAGVlZSEvLw81NTUNyu+66y6tutCFKDIJGgA+23MGADAhKRZ2mxV2m7J2lNT3pcRbb0ku9IVYaNWv3om3cq9TjIXyc+TGwm6/lgRtYxK0knZcvU45ozoJOicnBxMnTsTBgwchCEL9Nzd1y/1stmY+KQ2MSdBNFVcDL+81Q4KA5wdaERWo94iIiLzPXw6ZkcMkaLeTmwStegI0fvx4mM1mvPvuu0hISMCuXbtQVFSEX//61/jjH/+I4cOHq2leN3VJ0AUFBT6fBL10Yw7+/P0J3NitLf728GDF7Sit70uJt0ZPLvSlWGjVr96Jt0yCVteGlrH48GwU9p4pxVv/k8QkaAXtyK1fVFSE2NhY968C27FjB3744Qe0b98eJpMJJpMJw4YNw6JFi/Dkk09i3759arvQlasJhM6OeVtCmyRJ+HJ/AQDgnpQ4TRJkldb3pcRboyYXyq3XmmKhVb96Jd66ep1iLJSf46wOk6C1aUfO77wcip4Gfz2bzYY2bdoAqN2k8Ny5cwCALl26uPS4DDKmvXklyC2sQJDFjLH9Y/UeDhERkSZUfwPUr18/HDhwAAkJCbjxxhvxxhtvwN/fHytWrFD08FOjEUXfToJeuzsPADAmMRoBJklVIqDS+r6UeOstyYW+EAut+tU78VbudYqxUH6O3FgwCVpdO65ep5xRnQO0fv16VFRUYNKkSTh58iTGjx+Po0ePIioqCmvWrMGtt96qpnmPYxL0f4l24LndZly1CZidaEPvcCbtEREpxSRoz/BYEnRziouL0bZt22YfTuotmAQNrDt4HvP+cQCx4YHYuGB4/f1rV9tRW9+XEm+NnlzoS7HQql+9E2+ZBK2uDS1jwSRode3Ire+xJGgA2LJlC5YvX46TJ0/is88+Q6dOnfDxxx+jW7duGDZsmBZd6MbVBEJnx7wpoa0u+XnSoE4ICPBX3I5W9X0p8daoyYVy67WmWGjVr16Jt65epxgL5ec4q8MkaG3akfM7L4fqJOjPP/8cY8aMQVBQEPbt24fq6moAQHl5OV5//XW1zZNOLpZXYfPxQgDApEGddR4NERGRtlRPgF599VW88847ePfddxvMuoYOHYq9e/eqbZ508s9952CzSxgYH4Hu7dvoPRwiIiJNqb4FduzYMYwYMaJJeVhYGEpKStQ2rztR9L1VYJIkNXj0hdYZ+q7W96WVR96yusIXYqFVv3qvPJJ7nWIslJ8jNxZcBaauHVevU86oToLu3r07li9fjttuuw2hoaHYv38/EhIS8NFHH+H3v/89srKy1DTvcVwFBpytAN484Ac/QcIrqTYEG/KRuURE3oWrwDxD7iow1R9tjz/+OObNm4eVK1dCEAScO3cOO3bswMKFC/H888+rbd7j5syZgzlz5tSvAktLS/O5VWCvrjsKIA+jEjvgnruSFLejVX1fWnlk9NUVvhQLrfrVe+URV4Gpa0PLWERERADlpRg0aBBXgSloR279oqIiWf2rngA99dRTKC0tRVpaGqqqqjBixAgEBARg4cKFmDt3rtrmdefqCgpnx4ye0Q+TGd8cOA8AuHewvEdfNNcOVx6pY9TVFXLrtaZYaNWvXiuPXL1OMRbKz3FWp24VmJmrwFS1I+d3Xg5Nbm689tprePbZZ5GVlQW73Y7ExMT6x2OQd9l47BKKKmrQrk0ARvRsr/dwiIiI3ELVKjBRFJGWlobs7GwEBwcjNTUVQ4YM4eTHi32+5ywAYEJyR/iZVS8SJCIiMiRVn3AWiwWHDh3y6h2f6b8uV9bg+6MXAACTU7j3DxERtV6qb4E98MADeP/99/H73/9ei/EYjij6zjL4rzLzIdok9O0Qih7tglweB5deq+cty0t9IRZa9av30mu51ynGQvk5cmNRt+jaarU6ve57w2eG0a9TzqheBv/LX/4SH330EXr06IHU1FSEhIQ0OL548WI1zXucLy+D/9MBM/IqBEzsasPIWC7RJCLS0l8PmXGSy+DdzmMPQ01LS3PcuCDghx9+UNO8bnztYagf/zMDi/b7wc8kYOtvRiCqTYCidrj0Wh2jLy/1pVho1a/eS6+5DF5dG1rG4qP8KOzJK8VfpwzA2H4dWjzX6J8ZRr5OeexhqBs2bHB4LDMzU23zunN1CamzY0Zd0rjrUm062Mje7dGhrbokdi69Vs+oy0vl1mtNsdCqX72WXrt6nWIslJ/jrE5dvqyfn5/s99Oonxla9qv1dUpuW5ov8yktLcXSpUuRkpKClJQUrZsnN7DZJey+VPsX8x4mPxMRkQ/QbAL0ww8/YNq0aYiNjcVbb72FsWPHYvfu3Vo1T260PacIpaKAiCAL0vpE6z0cIiIit1N1C+zs2bNYtWoVVq5ciYqKCtx3330QRRGff/45EhMTtRojudkX+84BAO4c0AEBfmadR0NEROR+ir8BGjduHBITE5GVlYW33noL586dw1tvvaXl2MgDyqpEfJt1EQAwMbmjzqMhIiLyDMXfAH377bd48skn8cQTT6Bnz55ajok8aN2BAlRb7YgJktC/k+NseSIiotZE8QRoy5YtWLlyJVJTU9GnTx9Mnz4dU6ZM0XJshiCKrXsjxM/2nAEADGlvh9VqVbWrNzffU89bNhjzhVho1a/em+/JvU4xFsrPkRsLboSorh1Xr1POqN4HqLKyEp9++ilWrlyJXbt2wWazYfHixXj44YcRGhqqpmld+NJGiIVVwCv7/CBAwouDbIhwfesfIiKSiRsheobHNkK83rFjx/D+++/j448/RklJCUaNGoWvvvpKq+Y9yhc2QvzL9yfw9sYc3JzQFvfFXDLspla+tPme0TcY86VYaNWv3pvvcSNEdW1oGQtuhKiuHbn1PbYR4vV69+6NN954A4sWLcLXX3+NlStXatm8LlzdRMzZMaNsamW3S/hyfwEAYNKgzkD+JcNuaiW3XmvafI+xME4stOpXr833XL1OMRbKz3FWhxshatOOnN95OTTfCBEAzGYzJkyY4LXf/viCXaeKcfbyVbQJ8MOovtz7h4iIfItbJkBkfJ/vOQsAuKN/LIL8ufcPEZGnaJd4QmpwAuSDKmusWHew9vbXZD76gojII9SssiXtcQLkg9YfPo+KGhviI4MxuGtbvYdDRETkcZwA+aDP9+QDACYN6sR/kRARkU/SZAK0ZcsWTJs2DTfddBPy82s/XD/++GNs3bpVi+ZJQ+dKrmLbyUIAwORBvP1FRES+SfUE6PPPP8eYMWMQFBSEffv2obq6GgBQXl6O119/XfUASVtf7MuHJAFDukUiLrJ1bvBIRETkjOoJ0Kuvvop33nkH7777boO190OHDsXevXvVNk8akiQJn++tXf11D7/9ISIiH6Z6I8Rjx45hxIgRTcrDwsJQUlKitnndiWLreRZY5pkS5FyqQKDFhNv6tNO8Xz5/Sj3Gwjix0KpfvZ8/Jfc6xVgoP0duLCS7HQBgs/FZYEracfU65YzqR2F0794dy5cvx2233YbQ0FDs378fCQkJ+Oijj/D73/8eWVlZapr3uNb8LLB/5Jiw7YIJKe3seKCnXe/hEBH5lLpngT3Yy4aBfBaY28h9Fpjqb4Aef/xxzJs3DytXroQgCDh37hx27NiBhQsX4vnnn1fbvMfNmTMHc+bMqX8WWFpaWqt4Fli11Y7n39gIwIq5dwzGsB7/fU1Gf66LLz1/irEwTiy06lfv50/xWWDq2tAyFm3bRgDlpRg0cCCfBaagHbn1i4qKZPWvegL01FNPobS0FGlpaaiqqsKIESMQEBCAhQsXYu7cuWqb152rz9Fxdkyv57pkHC1A6VUrOoQFYkTvGJhNTZe/G/W5LnLrtabnTzEWxomFVv3q9fwpV69TjIXyc5zVEUy1abdmM58FpqYdOb/zcmjyMNTXXnsNzz77LLKysmC325GYmIg2bdpo0TRppO7RFxMHdWp28kNERORLVK8Ce+ihh/D9998jKCgIqampGDJkCCc/BnOpvBobsy8B4N4/REREgAYToKKiItxxxx3o3Lkzfv3rXyMzM1ODYZGW/pmZD5tdQlJcBHpEc3JKRESkegL01Vdf4fz583jhhRewZ88epKSkIDExEa+//jpOnTqlwRBJrc/31u7Ofc+gTjqPhIiIyBg0eRRGREQEHnvsMWzcuBGnT5/GQw89hI8//hg9evTQonlSIetcGY4UlMHfbML4pI56D4eIiMgQNH0YqiiK2L17N3bu3IlTp04hJiZGy+ZJgbqdn3/eNxoRwf46j4aIiMgYNJkAbdiwAY8++ihiYmIwY8YMhIaG4uuvv8aZM2e0aJ4UEm12/DOz9vYXk5+JiIj+S/Uy+M6dO6OoqAhjxozB8uXLMX78eAQGBmoxNlJpc/YlFF6pQVSIP27p3V7v4RAREQAJ3AXaCFRPgJ5//nnce++9aNu2rRbjIQ3V3f66O7kTLGZN73YSEZGLuAObsaieAD322GNajIM0ViXa8P2RiwCASVz9RURE1ICiCdCCBQvwyiuvICQkBAsWLGix7uLFixUNjNTZkVOEaqsdseGBuKGj44fBERER+SJFE6B9+/bVP25+3759DusJAr/w08umY7U7P4/s3Z5xICIiakTRBGjDhg3N/n9rJIpi/WTv+rLr/yvnWHPljctaatdVG47W3v4a3j3KaXta9etqO3LrO6vnynvuqFxumbsxFsaJhVb9KmlDzjlKY+HoGGOh/By5sZCk2uRnm9Xm9Lrv6c8MV3jLdcoZQaqLiEJ5eXmIi4tr9luGvLw8xMfHq2ne49LT05Geng6bzYbs7GysXr0awcHBeg/LJRevAq9l+sEsSHh9sA2BZr1HREREbx0240SZgAd72jCwHVeCuUtlZSWmTp2K0tJShIU5TgFRPQEym80oKChAdHR0g/KioiJER0fDZrOpaV43ZWVlCA8PR0FBAaKiohocE0URGRkZGDVqFCwWi6xjzZU3LmupXVd8uOM0Xl13DD/r1hYfPzzYaX2t+nW1Hbn1ndVz5T13VC63zN0YC+PEQqt+lbQh5xylsXB0jLFQfo7cWPztXDv8dLoEf7lvAMb179DiuZ78zHCV0a9TRUVFiI2NdToBUr0KTJKkZr/9uXLlSqvYD8hisTh8o5Uca668cVlL7cqx5UQxACCtT4xL7ajtV2k7cus7q+fKe+6oXG6ZuzEWxomFVv0qaUPOOUpj4egYY6H8HGd16j4rzX5m2e+nJz4zlDLqdUpuW4onQHWrvwRBwHPPPdfgNpHNZsPOnTuRnJystHlSqEq04cecIgBAWp9oJ7WJiIh8k+IJUN3qL0mScPDgQfj7//c5U/7+/khKSsLChQvVj5BcUrf8vWN4IHpGt9F7OERERIakeAJUt/rroYcewl//+leEhoZqNihSbuO11V+39I7m8nciIiIHVD8foWfPnli7dm2T8pUrV+IPf/iD2ubJRRuz/7v/DxERETVP9QRoxYoV6NOnT5PyG264Ae+8847a5skFuYUVOF1UCYtZwM092uk9HCIiIsNSPQE6f/48YmNjm5S3b98eBQUFapsnF9Rtfji4ayTaBKhe4EdERNRqqZ4AxcXFYdu2bU3Kt23bho4dO6ptnlzA219ERETyqP6a4JFHHsH8+fMhiiJuvfVWAMD333+Pp556Cr/+9a9VD5DkuVpz3fL33lz+TkRE1BLVE6CnnnoKxcXFmD17NmpqagAAgYGB+O1vf4tnnnlG9QBJnh9zilBjtaNTRBB6cPk7ERFRi1RPgARBwB/+8Ac899xzOHLkCIKCgtCzZ08EBARoMT6SacOxuuXvfPo7EZGRqXsAFWlFs0zZNm3aYPBg58+dIu1JkoSNx67l//Ri/g8RkRHx36bGojoJGgC2bNmCadOmYejQocjPzwcAfPzxx9i6dasWzZMTuYUVyCvm8nciIiK5VE+APv/8c4wZMwZBQUHYu3cvqqurAQDl5eV4/fXXVQ+QnKv79mdIt0iEcPk7ERGRU6onQK+++ireeecdvPvuuw2ewDp06FDs3btXbfMkQ13+z8heXP1FREQkh+oJ0LFjxzBixIgm5WFhYSgpKVHbPDlxtcaGnbnFALj/DxERkVyqJ0CxsbE4ceJEk/KtW7ciISFBbfPkxI6cQi5/JyIicpHqCdDjjz+OefPmYefOnRAEAefOncPf//53LFy4ELNnz9ZijNSC+tVfXP5OREQkmyYbIZaWliItLQ1VVVUYMWIEAgICsHDhQsydO1eLMZIDkiT9N/+Huz8TERHJpmgCdODAAfTr1w8mU+0XSK+99hqeffZZZGVlwW63IzExEW3a8HaMu+UUVuBM8VX4m00Y2j1K7+EQERF5DUW3wAYOHIjCwkIAQEJCAoqKihAcHIzU1FQMGTLEEJOf8vJyDB48GMnJyejfvz/effddvYekOS5/JyIiUkbRp2ZERARyc3MRHR2NU6dOwW63az0u1YKDg7Fp0yYEBwejsrIS/fr1w6RJkxAV1Xq+KdlYf/uLq7+IiIhcoWgCNHnyZNxyyy2IjY2FIAhITU2F2Wxutm5OTo6qASplNpsRHBwMAKiqqoLNZoPUih7AUlljxc4cLn8nIiJSQtEEaMWKFZg0aRJOnDiBJ598Eo8++ihCQ0M1HdjmzZvx5ptvYs+ePSgoKMAXX3yBCRMmNKizdOlSvPnmmygoKMANN9yAJUuWYPjw4fXHS0pKcMstt+D48eN488030a5d63lMxI6TRaix2dG5bRC6t9f/liMREZE3UZwEPXr0aNx+++3Ys2cP5s2bp/kEqKKiAklJSXjooYcwefLkJsfXrFmD+fPnY+nSpbj55puxfPlyjB07FllZWYiPjwdQe6tu//79uHDhAiZNmoR77rkHMTExzfZXXV1d/xgPACgrKwMAiKIIURQb1K37uXF5S8eaK29c1lK7jf1w5AIAYETPKFitVqf1W+JKv1q2I7e+s3quvOeOyuWWuRtjYZxYaNWvkjbknKM0Fo6OMRbKz5EbC8leexfCZrM5ve5r/ZmhJW+5TjkjSAruC5nNZhQUFCA6OhoJCQn46aef3JpbIwhCk2+AbrzxRgwaNAjLli2rL+vbty8mTJiARYsWNWnjiSeewK233op777232T5efPFFvPTSS03KV69eXX8rzSgkCXh5nxnF1QIe7W1Dv8jWc2uPiKi1euuwCSfKTJjR04ZB7XjddpfKykpMnToVpaWlCAsLc1jPK5Oga2pqsGfPHjz99NMNykePHo3t27cDAC5cuICgoCCEhYWhrKwMmzdvxhNPPOGwzWeeeQYLFiyo/7msrAxxcXFIS0trMrkTRREZGRkYNWpUg+eftXSsufLGZS21e72TlypQ/OM2WMwC5t43CsH+6laAye1X63bk1ndWz5X33FG53DJ3YyyMEwut+lXShpxzlMbC0THGQvk5cmMR2TYSKCvBwIEDMa5/hxbP1fIzQ2tGv04VFRXJ6t8rk6ALCwths9ma3M6KiYnB+fPnAQBnz57FzJkzIUkSJEnC3LlzMWDAAIdtBgQEICAgoEm5xWJx+EYrOdZceeOyltoFgK0na5Off5YQhfCQIIf1XOWsX3e1I7e+s3quvOeOyuWWuRtjYZxYaNWvkjbknKM0Fo6OMRbKz3FWRzDV7tZvNptlv59afGa4i1GvU3LbMmwStByNH/0gSVJ9WUpKCjIzMz0+Jk/YlF27/88tvbj6i4jI2/DmlzEovndy++23A4DbkqBb0q5dO5jN5vpve+pcvHjRYZKzUqJorCToimorfsyp/XpvWPdITZLfvCWhzRcSbxkL48RCq371TryVe51iLJSfIzcWuJZya7NanV73tfrMcAdvuU45oygJGgDGjRuHTz75BOHh4QBqH4cxZ84cREREAKi9Bzd8+HBkZWUpab7hIB0kQaekpGDp0qX1ZYmJibj77rubTYKWKz09Henp6bDZbMjOzjZcEvShYgHvHjMjMkDC8wNt4PNPiYi8w9uHTTjOJGi3c2sSNACsX7++wbLxP/zhD/jFL35RPwGyWq04duyY0uZx5coVnDhxov7n3NxcZGZmIjIyEvHx8ViwYAGmT5+O1NRU3HTTTVixYgXy8vIwa9YsxX0CwJw5czBnzhyUlZUhPDzccEnQO7/OAnAWY5PicccdfVW9Vjmvx53tMPG2KcbCOLHQql+9E2+ZBK2uDS1jERlZmwSdnJyMcQNiWzxXq88MdzD6dcqtSdAAmuyqrPUuy7t370ZaWlr9z3UrtGbMmIFVq1ZhypQpKCoqwssvv4yCggL069cP69atQ5cuXTQdh6sJhM6OqUlokyQJm4/XBvbWvjGa/8IbNaFNbr3WlHjLWBgnFlr1q1firavXKcZC+TnO6tTlqJr9/GS/n2o+M9zNqNcpuW0Z9gmaI0eOdDqpmj17NmbPnu3WcYiicXKATly8grOXr8JiFpAaH6bZfV9vuZ/rC3knjIVxYqFVv3rnnci9TjEWys+RGwuJOUCq2nH1OuWM4hyguiTk9u1rVyKFhobiwIED6NatG4DafXg6duwIm82mpHndGDkHaMM5AV+eNqN3uB2zE433AFoiInKMOUCe4fYcIEmS8OCDD9bvnVNVVYVZs2YhJCQEABrkB3kTI+cArVm1G0AxJg/ti3FDtbvVZ/T7ub6Ud8JYGCcWWvWrd94Jc4DUtaFlLJgDpK4dufXdngM0Y8aMBj9PmzatSZ0HHnhAafOG4er9c2fHlN7Prai2YvepEgDAzxM7uOWX3aj3c+XWa015J4yFcWKhVb965Z24ep1iLJSf46wOc4C0aUfO77wciidAH3zwgdJTSYHt157+HhcZhIR2IXoPh4iIyKuZ9B4AybPx2EUAQFrv6CY7YBMREZFrDLsKzChEUf9VYJIk1U+AtNr9Wc6Y3d0OVx41xVgYJxZa9av3yiO51ynGQvk5cmPBVWDq2nH1OuWM4lVgrZURV4GdrwQW7feDnyBh0WAb/Jt/7iwRERkYV4F5htxVYJwAOVC3CqygoED3VWDvbzuF3/8nG8N6ROGDGSmav1ajZ/T70sojxsI4sdCqX71XHnEVmLo2tIzF6oJ22HmqBH++tz/u5Cowt12nioqKEBsb675l8L7C1RUUzo4pyejfcuLa7s99tN/92dnYPNEOVx41xVgYJxZa9avXyiNXr1OMhfJznNXhKjBt2pHzOy8Hk6ANrqLail25xQCAkb3b6zwaIiKi1oETIIPbdqIQok1CfGQwunH5OxERkSZ4C8wJUdR3FdgPRy8AAEb0jILValX+QlrgLRn9vrDyiLEwTiy06lfvlUdyr1OMhfJz5MaCq8DUtePqdcoZJkE3YqRVYJIEvLTXjMs1Ah7rY8MNbRkqIiJvVbcK7IGeNqRwFZjbcBWYSkZYBXb84hWMe2s7/P1M2P1MGoLctP7d6Bn9vrTyiLEwTiy06lfvlUdcBaauDS1jUbcKbPG9/TGeq8Dcdp3iKjCNuLqCwtkxVzL6t56sTX7+WUIUwkIClb4E2Yya0S+3XmtaecRYGCcWWvWr18ojV69TjIXyc5zVMZlq027NZrPs99OVzwxPM+p1Sm5bTII2sI3HLgEARvbi6i8iIiItcQJkUFeqrfjpVO03QGl9onUeDRERUevCCZBBbb+2/L1LFJe/ExERaY05QE6Ioj7L4L8/cm35e48oty9x9JYljb6w9JqxME4stOpX76XXcq9TjIXyc+TGwm63AwBsNpvD639Lbbb0meFJ3nKdcoarwBoxwjJ4SQJe3GtGSY2Ax/vYkMjl70REXo/L4D2Dy+BV0nMZfNekobj7nV0I8DNh9+/SEGhx7+Pfjb6k0ZeWXjMWxomFVv3qvfSay+DVtaFlLLgMXl07cutzGbxGXF1C6uyYnCWN23NLANQufw8Ndv/y95bG5ol2uPS6KcbCOLHQql+9ll67ep1iLJSf46wOl8Fr046c33k5mARtQJuyry1/58NPiYiI3IITIIOpsgF78koAAGm9ufydiIjIHTgBMpjsUgGiTULXqGB05fJ3IiIit+AEyGCyLgsAgJH89oeIiMhtOAEyEEmScKSkdgJ0C/N/iIiI3IarwJwQRc9thHjkXAlKagQE+JmQGhfmsc2tvGVTK1/YfI+xME4stOpX78335F6nGAvl58iNBTdCVNeOq9cpZ7gPUCN6boT4fb6Ar/LM6Bthx6y+do/0SUREnsGNED2DGyGqpMdGiNPe34Wdp0rwu9t74qGbu7n/Rcp4Pe5sh5vvNcVYGCcWWvWr9+Z73AhRXRtaxoIbIaprR259boSoESWbHbZ0zNGmVlbJhL1nSgHUJkBzUyvX67WmzfcYC+PEQqt+9dp8z9XrFGOh/BxndbgRojbtyPmdl4NJ0Abx06liiDYJEf61S+CJiKh1EfQeADXACZBBbDtRCADoHS5BEPjXhIiIyJ04ATKIrdcmQL3CmZJFRETkbpwAGUBxRQ0OnysDwAkQERGRJ3ACZAA/5hQDAHrHtEGYv86DISIi8gGcABnA9pwiAMDQ7lFOahIREZEWOAEygG0na78BGto9UueREBER+QbuA+SEKLr3URiFVcDZy1fhZxKQ3KkNtp/gtuau1mtNj19gLIwTC6361fvxC3KvU4yF8nPkxsJ+bd9hq5WPwlDSjqvXKWe4E3Qjnn4UxvYLAtbkmNE9VMKT/Wxu64eIiPSVnmVCdqkJ03vYkNqeH73uwkdhqOSpR2FMTf8emUUmPHlrd8waFs9tzRXUa02PX2AsjBMLrfrV+/ELfBSGuja0jMUn59vjx9zL+NM9/XFXEh+F4a7rFB+FoRElj7to6dj15Xa7hOzS2k0Pb7nu8Rfc1lxZvdb0+AXGwjix0KpfvR6/4Op1irFQfo6zOqZrm9z6+fFRGGrakfM7LweToHV05Hw5Kq0CQgLMGNA5Qu/hEBER+QxOgHS07WTt8vcbu0bCYmYoiIiIPIWfujrazuXvREREuuAESCdVog27T18GwA0QiYiIPI0TIJ3sPX0Z1VY7wiwSerQP0Xs4REREPoUTIJ3UPf29d7gE4drKACIiIvIMToB0su3aBKhXBLdhIiLyJdx9zxg4AdJBaaWIA/mlAIBeYfybQETkE/hlv6FwAqSDHTmFkCSge/sQRAToPRoiIiLfwwmQDuryf7j6i4iISB+cAOlg24naDRBv5v4/REREuuAEyMPyS64it7ACZpOAIV05ASIiItIDH4bqhCiKEEWxSdn1/5VzrO7nLdkXAQBJncMRaJaaPae5dt1Jq35dbUdufWf1nL3ncsrllrkbY2GcWGjVr5I25JyjNBaOjjEWys+RGwvJXnvNt9psTq/7ct57b46FknZcvU45I0gSF+RdLz09Henp6bDZbMjOzsbq1asRHBysWfsfZpuwt8iEMZ3tGBdn16xdIiIytvQsE7JLTZjew4bU9vzodZfKykpMnToVpaWlCAsLc1iPEyAHysrKEB4ejoKCAkRFNUxWFkURGRkZGDVqFCwWi6xjoihi/bcZeOVAEIorRayeORjJndo0qNtSu+6kVb+utiO3vrN6Lb3ncsvllrkbY2GcWGjVr5I25JyjNBaOjjEWys+RG4tPz7fHjtzL+OM9/XF3UmyL58p57705FkrakVu/qKgIsbGxTidAvAXmhMVicfhGu3qsoBIorhQR7G9Gard2ECRbs3VbatedtOrX1Xbk1ndWz9FxV8rllrkbY2GcWGjVr5I25JyjNBaOjjEWys9xVkcw1W4E5Gc2y34/5bz33hwLJe3I+Z2Xg0nQHnSstPaX/8ZukfD341tPRESkF34Ke1D2tQnQzT3a6TwSIiIi38YJkIdUW+04WVY7ARrWkxMgIiIiPXEC5CGZZ0pQYxcQFeKP3jGheg+HiIjIp3EC5CHbTxYDAIZ2j4Qg8Il4REREeuIEyEO259Q+/oLP/yIiItIfJ0AeUFYl4sDZUgDA0AQ+/oKIiEhvnAB5wI8ni2CXgOhACR0jgvQeDhERkc/jBMgDtp0oBAD0Cuem20REvk4CPwuMgBMgD9jKCRARkc8TwAUwRsIJkJsVlF7FyUsVMAlAT06AiIiIDIETIDfbdqJ29Ve/TmEI5pPXiIiIDIETIDery/+5OYHL34mIiIyCEyA3kiSpPv+H+/8QEREZBydAbnT84hVcKq9GoMWEgXHheg+HiIiIruEEyI22Hq/99mdw10gEWMw6j4aIiIjqcALkRnX5P8N68OnvRERERsIJkJuINjt+vPb8r5s5ASIiIjIUToDc5MDZUlTU2NA22ILE2DC9h0NERETXabUToDNnzmDkyJFITEzEgAEDsHbtWo/2v/1kMQBgaI92MJm4+ycREZGRtNqt+fz8/LBkyRIkJyfj4sWLGDRoEMaNG4eQkBCP9L/92u0v5v8QEREZT6udAMXGxiI2NhYAEB0djcjISBQXF3tkAlRlAzLPlALgBIiIiMiIDHsLbPPmzRg/fjw6duwIQRDw5ZdfNqmzdOlSdOvWDYGBgUhJScGWLVuabWv37t2w2+2Ii4tz86hrnSwTYLVLiI8MRlxksEf6JCIiIvkMOwGqqKhAUlIS3n777WaPr1mzBvPnz8ezzz6Lffv2Yfjw4Rg7dizy8vIa1CsqKsIDDzyAFStWeGLYAIBjpbU5P1z9RUREZEyGvQU2duxYjB071uHxxYsXY+bMmXjkkUcAAEuWLMH69euxbNkyLFq0CABQXV2NiRMn4plnnsHQoUNb7K+6uhrV1dX1P5eVlQEARFGEKIoN6tb93Li8riy7pHYCdFO3iCZ1rz/H0bHm2nUnrfp1tR259Z3Vc3TclXK5Ze7GWBgnFlr1q6QNOecojYWjY4yF8nPkxkKS7AAAm9Xm9LrPzwzl9eW2J0iSJMmqqSNBEPDFF19gwoQJAICamhoEBwdj7dq1mDhxYn29efPmITMzE5s2bYIkSZg6dSp69+6NF1980WkfL774Il566aUm5atXr0ZwsPzbWKU1wPN7/CBAwqupNrSxyD6ViIhasaVZJhwrNWFaDxsGtzf8R6/XqqysxNSpU1FaWoqwMMfb0Bj2G6CWFBYWwmazISYmpkF5TEwMzp8/DwDYtm0b1qxZgwEDBtTnD3388cfo379/s20+88wzWLBgQf3PZWVliIuLQ1paGqKiGj7IVBRFZGRkYNSoUbBYGs5wPt9zBthzBH1jQ3Hf3UNbPKdxWUvtupNW/brajtz6zuo5Ou5Kudwyd2MsjBMLrfpV0oacc5TGwtExxkL5OXJjERUVBZReRlJSEsYld2zxXH5mKK9fVFQkq3+vnADVEYSG++tIklRfNmzYMNjtdtltBQQEICAgoEm5xWJx+EY3d2zn6drVXzd3b9fsec2d07ispT7dSat+XW1Hbn1n9Rwdd6Vcbpm7MRbGiYVW/SppQ845SmPh6BhjofwcZ3VMptq0W7PZLPv95GeG6/XltuWVE6B27drBbDbXf9tT5+LFi02+FVJLFOXnAEmShO0nameeN3YJd/leOu/nKqvXmvJOGAvjxEKrfvXOO2nuuJr3nbFwvU5duXTtH+U2G3OAlLTj6nXKGa/MAQKAG2+8ESkpKVi6dGl9WWJiIu6+++76JGgl0tPTkZ6eDpvNhuzsbJdygC5cBV7P9IOfIGHRYBv8+QB4IiK6ZlmWCUeZA+R2Xp8DdOXKFZw4caL+59zcXGRmZiIyMhLx8fFYsGABpk+fjtTUVNx0001YsWIF8vLyMGvWLFX9zpkzB3PmzEFZWRnCw8NdygH6+Mc8IPMouoVKuON23s/Vqr4v5Z0wFsaJhVb96p13whwgdW1oGQvmAKlrR259r88B2r17N9LS0up/rktQnjFjBlatWoUpU6agqKgIL7/8MgoKCtCvXz+sW7cOXbp00XQcrtw/35F7GQDQO0Li/VzmnajCWBgnFlr1q1feiSvXMLVlnuDNsRCYA6RJO3J+5+Uw7ARo5MiRcHZ3bvbs2Zg9e7aHRtQyq82OH0/Wzjp7hfOrTSIiIiMz7ATIKERRXhL0vjMlKK+2IizQD3EhVia0aVjflxJvGQvjxEKrfvVOvG3uuJr3nbFwvU5dOZOg1bXj6nXKGa9IgvYkpUnQ688KWHfGjKRIOx7uLX/5PRER+QYmQXuG3CRoToAcqEuCLigokJUEff/7P2HXqct4flwvRF3OYkIbE28VYSyMEwut+tU78ZZJ0Ora0DIW/7jQHttyLuPNyf0wgUnQbrtOFRUVITY21ntXgRmFnATCyhor9p0pAQCM6BWNwzuzmNDGxFtVGAvjxEKrfvVKvJVzDdOqzBO8ORZMgtamHTm/83IY9mnw3mRXbjFEm4ROEUGIjwzSezhERETkBL8BckIUnSdBb8m+CAAY2j0SVqu1wTFH5zRXxoQ2ZfVaU+ItY2GcWGjVr96Jt80dV/O+Mxau16krZxK0unZcvU45wxygRpQkQb+x34z8SgEzetowqB3fTiIiaopJ0J7BJGiV5CZBl1Xb8bM/bAIA/PjbWxAWYGJCGxNvFWMsjBMLrfrVO/GWSdDq2tAyFkyCVteO3PpMgtaIswTCXccvAQD6xoahQ9s29V+9MaGNibdqMBbGiYVW/eqVeOvsGqb0fWcsXK/DJGht2pHzOy8Hk6BV2na8EAAwrEeUk5pERERkFJwAqSBJEraeqJ0A3dyjnc6jISIiIrl4C8wJUXS8CuzkxTLkl1yFxSxgYOfQBnWZ0a9dfV9aecRYGCcWWvWr98qj5o6red8ZC9fr1JXXrQKzWrkKTEk7rl6nnGESdCOurALbel7A2lwzeoRJ+OUNNg+PlIiIvEndKrD7e9gwhKvA3IarwFSSswrsXyWx+PbIJcz/eQ/MGZnQ4Bgz+rnySAnGwjix0KpfvVcecRWYuja0jMXai9HYerIYb0zqh4kDuQrMXdcprgLTSEvZ5k+N6Y3hvWNwU0IkM/pVtMOVR00xFsaJhVb96rXyqKXjat53xsL1OoIgAOAqMLXtyPmdl4MTIBW6RAWjR4dwvYdBRERELuIqMCIiIvI5nAARERGRz+EEiIiIiHwOc4CcEEXnT4OXc4x7Oiiv70t7zzAWxomFVv3qvfeM3OsUY6H8HLmxqFt0zafBK2vH1euUM1wG34iSp8ETERE5w32APIP7AKkk92nwcvbXcFTOPR2494zc1+LudhiL5rWGvWe4D5C6NrSMBfcBUteO3PrcB0gjru6h4ewY93RQXt+X9p5hLIwTC6361WvvGVevU4yF8nOc1eE+QNq0I+d3Xg4mQRMREZHP4QSIiIiIfA4nQERERORzOAEiIiIin8MkaCdEkfsAuasd7j3TFGNhnFho1a/ee8/IvU4xFsrPkRsL7gOkrh1Xr1POcBl8I9wHiIiI3IH7AHkG9wFSqbS0FBEREcjOzkZkZGSDY6IoYsOGDUhLS2t2f43mjjVX3rispXbdSat+XW1Hbn1n9Vx5zx2Vyy1zN8bCOLHQql8lbcg5R2ksHB1jLJSfIzcWX15qjx25l/HS+D64K6lji+fyM0N5/eLiYvTq1QslJSUIDw93WI8TIAfOnj2LuLg4vYdBRERECpw5cwadO3d2eJwTIAfsdjt69eqFPXv21G9edb3Bgwfjp59+avZcR8eaK7++rKysDHFxcThz5kyLX9u5Q0uvx53tyK3vrJ4r77mj8sZlesWDsTBOLByNzxNtyDlHaSwcHWMslJ+jdSwclfMzw3l9SZKQkpKC7OxsmEyO13oxCdoBk8kEf39/h1+fmc1mh79wjo41V95cWVhYmMd/mVt6Pe5sR259Z/Vcec8dlTuq6+l4MBbGiUVLY3F3G3LOURoLR8cYC+XnaB0LR+X8zJBX39/fv8XJD8Bl8C2aM2eOpseaK2+pHU/SahyutiO3vrN6rrznjsoZC8aiOVqMRUkbcs5RGgtHxxgL5edoHQtH5UaJh7dfpwDeAjOUugewOstcJ89gPIyDsTAOxsI4GAt1+A2QgQQEBOCFF15AQECA3kMhMB5GwlgYB2NhHIyFOvwGiIiIiHwOvwEiIiIin8MJEBEREfkcToCIiIjI53ACRERERD6HEyAiIiLyOZwAeakzZ85g5MiRSExMxIABA7B27Vq9h+TTJk6ciLZt2+Kee+7Reyg+55tvvkHv3r3Rs2dPvPfee3oPx6fx74Fx8DPCOS6D91IFBQW4cOECkpOTcfHiRQwaNAjHjh1DSEiI3kPzSRs2bMCVK1fw4Ycf4rPPPtN7OD7DarUiMTERGzZsQFhYGAYNGoSdO3ciMjJS76H5JP49MA5+RjjHb4C8VGxsLJKTkwEA0dHRiIyMRHFxsb6D8mFpaWkIDQ3Vexg+Z9euXbjhhhvQqVMnhIaGYty4cVi/fr3ew/JZ/HtgHPyMcI4TIDfZvHkzxo8fj44dO0IQBHz55ZdN6ixduhTdunVDYGAgUlJSsGXLFkV97d69G3a7HXFxcSpH3Tp5MhbkGrWxOXfuHDp16lT/c+fOnZGfn++Jobc6/HtiLFrGg58RzeMEyE0qKiqQlJSEt99+u9nja9aswfz58/Hss89i3759GD58OMaOHYu8vLz6OikpKejXr1+TP+fOnauvU1RUhAceeAArVqxw+2vyVp6KBblObWyau4MvCIJbx9xaafH3hLSjVTz4GdECidwOgPTFF180KBsyZIg0a9asBmV9+vSRnn76adntVlVVScOHD5c++ugjLYbpE9wVC0mSpA0bNkiTJ09WO0SfpSQ227ZtkyZMmFB/7Mknn5T+/ve/u32srZ2avyf8e6A9pfHgZ0TL+A2QDmpqarBnzx6MHj26Qfno0aOxfft2WW1IkoQHH3wQt956K6ZPn+6OYfoELWJB7iEnNkOGDMGhQ4eQn5+P8vJyrFu3DmPGjNFjuK0a/54Yi5x48DPCOU6AdFBYWAibzYaYmJgG5TExMTh//rysNrZt24Y1a9bgyy+/RHJyMpKTk3Hw4EF3DLdV0yIWADBmzBjce++9WLduHTp37oyffvpJ66H6HDmx8fPzw5/+9CekpaVh4MCB+M1vfoOoqCg9htuqyf17wr8HniEnHvyMcM5P7wH4ssa5CpIkyc5fGDZsGOx2uzuG5ZPUxAIAVx65kbPY3HXXXbjrrrs8PSyf5CwW/HvgWS3Fg58RzvEbIB20a9cOZrO5yTcMFy9ebDKjJ/diLIyLsTEOxsJYGA9tcAKkA39/f6SkpCAjI6NBeUZGBoYOHarTqHwTY2FcjI1xMBbGwnhog7fA3OTKlSs4ceJE/c+5ubnIzMxEZGQk4uPjsWDBAkyfPh2pqam46aabsGLFCuTl5WHWrFk6jrp1YiyMi7ExDsbCWBgPD9BxBVqrtmHDBglAkz8zZsyor5Oeni516dJF8vf3lwYNGiRt2rRJvwG3YoyFcTE2xsFYGAvj4X58FhgRERH5HOYAERERkc/hBIiIiIh8DidARERE5HM4ASIiIiKfwwkQERER+RxOgIiIiMjncAJEREREPocTICIiIvI5nAARERGRz+EEiIiIiHwOJ0BERG42cuRICIIAQRCQmZnp8f4ffPDB+v6//PJLj/dPZEScABH5sLoPRUd/HnzwQY+O5/oP6uv/3H777R4dhzs8+uijKCgoQL9+/TR538ePH4/bbrut2WM7duyAIAjYu3cvAOAvf/kLCgoKtHw5RF7PT+8BEJF+rv9QXLNmDZ5//nkcO3asviwoKKjJOTU1NfD393fbmG6//XZ88MEHDcoCAgLc1l8dd7+u4OBgdOjQAYCy972xmTNnYtKkSTh9+jS6dOnS4NjKlSuRnJyMQYMGAQDCw8MRHh6uxcsgajX4DRCRD+vQoUP9n/DwcAiC0KRs5MiRmDt3LhYsWIB27dph1KhRAICuXbtiyZIlDdpLTk7Giy++CACQJAlvvPEGEhISEBQUhKSkJHz22WdOxxQQENBgDB06dEDbtm3rj48cORJPPvkknnrqKURGRqJDhw71fdaR03dzr6u8vBz3338/QkJCEBsbiz//+c8YOXIk5s+fDwD46KOPEBUVherq6gZtTZ48GQ888ICMd7yWnPfd2eu48847ER0djVWrVjVou7KyEmvWrMHMmTNlj4fIF3ECREROffjhh/Dz88O2bduwfPlyWef87//+Lz744AMsW7YMhw8fxq9+9StMmzYNmzZt0mQ8ISEh2LlzJ9544w28/PLLyMjIcLnvxq9rwYIF2LZtG7766itkZGRgy5Yt9beRAODee++FzWbDV199VV9WWFiIb775Bg899JDq19VYS6/Dz88PDzzwAFatWgVJkurPWbt2LWpqanD//fdrPh6iVkUiIpIk6YMPPpDCw8OblN9yyy1ScnJyk/IuXbpIf/7znxuUJSUlSS+88IJ05coVKTAwUNq+fXuD4zNnzpR+8YtfOBzDjBkzJLPZLIWEhDT48/LLLzcYz7BhwxqcN3jwYOm3v/2tJEmS7L4bv66ysjLJYrFIa9eurS8rKSmRgoODpXnz5tWXPfHEE9LYsWPrf16yZImUkJAg2e12h6/rlltuadDG9Ry973Jex5EjRyQA0g8//FB/fMSIEQ7fYwDSF1984XCcRL6EOUBE5FRqaqpL9bOyslBVVVV/u6xOTU0NBg4c2OK5aWlpWLZsWYOyyMjIBj8PGDCgwc+xsbG4ePGiy31f/7pycnIgiiKGDBlSXxYeHo7evXs3OOfRRx/F4MGDkZ+fj06dOuGDDz6oT97WkpzX0adPHwwdOhQrV65EWloaTp48iS1btuDbb7/VdCxErREnQETkVEhISJMyk8nU4NYLAIiiCACw2+0AgH/961/o1KlTgzrOEppDQkLQo0ePFutYLJYGPwuCUN+nK31f/7rqXkvjiUzj1zhw4EAkJSXho48+wpgxY3Dw4EF8/fXXLY5XCbmvY+bMmZg7dy7S09PxwQcfoEuXLvj5z3+u+XiIWhtOgIhIkfbt2zdYzVRWVobc3FwAQGJiIgICApCXl4dbbrnFo+NS2nf37t1hsViwa9cuxMXFAah9TcePH2/SziOPPII///nPyM/Px2233VZfX0tyX8d9992HefPmYfXq1fjwww/x6KOPav5tFFFrxAkQESly6623YtWqVRg/fjzatm2L5557DmazGQAQGhqKhQsX4le/+hXsdjuGDRuGsrIybN++HW3atMGMGTMctltdXY3z5883KPPz80O7du1kjUtp36GhoZgxYwZ+85vfIDIyEtHR0XjhhRdgMpmaTCjuv/9+LFy4EO+++y4++ugjWeNyldzX0aZNG0yZMgW/+93vUFpa6vG9m4i8FSdARKTIM888g5ycHNx5550IDw/HK6+8Uv8NEAC88soriI6OxqJFi5CTk4OIiAgMGjQIv/vd71ps9z//+Q9iY2MblPXu3RtHjx6VPTalfS9evBizZs3CnXfeibCwMDz11FM4c+YMAgMDG9QLCwvD5MmT8a9//QsTJkyQPS5XyX0dM2fOxPvvv4/Ro0cjPj7ebeMhak0EqfENbiIiAgBUVFSgU6dO+NOf/tRkX51Ro0ahb9+++Otf/+q0nZEjRyI5ObnJvkmeJggCvvjiC7dO2oi8BfcBIiK6Zt++ffjkk09w8uRJ7N27t34vnbvvvru+TnFxMT799FP88MMPmDNnjuy2ly5dijZt2uDgwYOaj9uZWbNmoU2bNh7vl8jI+A0QEdE1+/btwyOPPIJjx47B398fKSkpWLx4Mfr3719fp2vXrrh8+TKee+45LFy4UFa7+fn5uHr1KgAgPj7erY/caM7FixdRVlYGoHbLgOZW9RH5Gk6AiIiIyOfwFhgRERH5HE6AiIiIyOdwAkREREQ+hxMgIiIi8jmcABEREZHP4QSIiIiIfA4nQERERORzOAEiIiIin8MJEBEREfkcToCIiIjI53ACRERERD7n/wGtgUk/pb39cgAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Effective Area energy dependence\n", "\n", @@ -524,31 +399,10 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "id": "e2680555", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0.98, 'Energy migration')" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Energy Dispersion, energy migration\n", "plt.figure(figsize=(12,10))\n", @@ -581,21 +435,10 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": null, "id": "9d40b3b3", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Energy bias\n", "\n", @@ -614,31 +457,10 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": null, "id": "db5625fb", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Energy Migration Matrix')" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "# Energy migration matrix\n", "edisp_kernel.plot_matrix(add_cbar=True)\n", @@ -655,55 +477,20 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "id": "eb6cd924-5e3c-40d9-87ff-aa4e06413c5f", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "OrderedDict([('CREATOR', 'lstchain v0.10.7.dev16+g7ad812a.d20240129'),\n", - " ('DATE', '2024-02-06 19:05:00.863'),\n", - " ('TELESCOP', 'CTA-N'),\n", - " ('INSTRUME', 'LST-1'),\n", - " ('FOVALIGN', 'RADEC'),\n", - " ('ZEN_PNT', 23.63),\n", - " ('AZ_PNT', 100.758),\n", - " ('B_TOTAL', 38.592769622802734),\n", - " ('B_INC', 0.6519277095794678),\n", - " ('B_DEC', -0.08447393774986267),\n", - " ('B_DELTA', 50.093786472690894),\n", - " ('GH_EFF', 0.9),\n", - " ('TH_CONT', 0.68),\n", - " ('EXTNAME', 'GH_CUTS')])" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "gh_cut.meta " ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": null, "id": "9043536c-7633-4ae9-995d-615b5c0fd102", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure()\n", "\n", @@ -716,7 +503,7 @@ ")\n", "\n", "plt.xscale('log')\n", - "plt.title(r\"$\\gamma$/H cuts distribution\")\n", + "plt.title(r\"$\\gamma$/h cuts distribution\")\n", "plt.ylabel(r'$\\gamma$/h cut')\n", "plt.xlabel('Energy [TeV]')\n", "plt.grid(which='both')" @@ -732,63 +519,20 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "3eedba82-1e58-445a-9019-1deda18ad856", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "OrderedDict([('CREATOR', 'pyirf v0.10.1'),\n", - " ('HDUDOC',\n", - " 'https://github.com/open-gamma-ray-astro/gamma-astro-data-formats'),\n", - " ('HDUVERS', '0.2'),\n", - " ('HDUCLASS', 'GADF'),\n", - " ('HDUCLAS1', 'RESPONSE'),\n", - " ('HDUCLAS2', 'RAD_MAX'),\n", - " ('HDUCLAS3', 'POINT-LIKE'),\n", - " ('HDUCLAS4', 'RAD_MAX_2D'),\n", - " ('DATE', '2024-02-06 19:05:00.873'),\n", - " ('TELESCOP', 'CTA-N'),\n", - " ('INSTRUME', 'LST-1'),\n", - " ('FOVALIGN', 'RADEC'),\n", - " ('ZEN_PNT', 23.63),\n", - " ('AZ_PNT', 100.758),\n", - " ('B_TOTAL', 38.592769622802734),\n", - " ('B_INC', 0.6519277095794678),\n", - " ('B_DEC', -0.08447393774986267),\n", - " ('B_DELTA', 50.093786472690894),\n", - " ('GH_EFF', 0.9),\n", - " ('TH_CONT', 0.68),\n", - " ('EXTNAME', 'RAD_MAX')])" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "theta_cut.meta" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": null, "id": "62331a36", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.figure()\n", "plt.errorbar(\n", @@ -799,7 +543,7 @@ "plt.xscale('log')\n", "plt.title(\"Theta cuts distribution\")\n", "plt.ylabel('Theta cut')\n", - "plt.xlabel('Log Energy (TeV)')\n", + "plt.xlabel('Log Energy [TeV]')\n", "plt.grid(which='both')" ] }, @@ -809,236 +553,24 @@ "metadata": {}, "source": [ "# Next step (DL2 to DL3): \n", - "Use all these IRF files and the observed DL2 data to produce DL3 files using IRF interpolation (see DL2_to_DL3.ipynb)" + "Use all these IRF files and the observed DL2 data to produce DL3 files using IRF interpolation with the Tool `lstchain_create_dl3_file`\n", + "(see [DL2_to_DL3.ipynb](https://github.com/cta-observatory/cta-lstchain/blob/main/notebooks/DL2_to_DL3.ipynb))" ] }, { - "attachments": { - "56943960-7ca7-4716-a7c7-fcbc1f156093.png": { - "image/png": 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" - } - }, "cell_type": "markdown", - "id": "30f02b60-9a42-4210-91db-bd56600186f5", + "id": "4e4da73f-24e6-4603-84af-a1d3272cf79f", "metadata": {}, "source": [ "In case you are not using IRF interpolation (not recommended), for each data run you should use the IRF file from the nearest test MC node.\n", - "In the plot below, each dot corresponds to a Crab data run and the crosses to the closest test MC nodes for which IRF are calculated.\n", - "\n", - "![image.png](attachment:56943960-7ca7-4716-a7c7-fcbc1f156093.png)\n", + "Before v0.10 the step of looking for the nearest node to the average telescope pointing of each data run was not standardized. \n", "\n", + "As of lstchain v0.10, although the IRF interpolation is recommended, it is also possible to use just the nearest node IRF for each run\n", + "by using the `--use-nearest-irf-node` flag in `lstchain_create_dl3_file`. The tool automatically searches for the nearest MC node to the observed data run and uses it.\n", "\n", - "There is no standard tool in lstchain to achieve this matching of the nearest IRF pointing node and observed DL2 data run-average telescope pointing.\n", - "\n", - "# Appendix: choose nearest MC nodes (if no IRF interpolation is done)\n", - "Look into the DL1 datacheck to access the run-averaged telescope pointing information for a given set of Crab runs from a single night." - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "94d4c42a-ba58-4008-930b-fc94e9edba9c", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd\n", - "import numpy as np\n", - "from lstmcpipe.config import paths_config\n", - "import os" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "8c727ed0-c04e-4da5-9f02-9a314e2f07e6", - "metadata": {}, - "outputs": [], - "source": [ - "runsummary = pd.read_hdf(\"/fefs/aswg/data/real/OSA/DL1DataCheck_LongTerm/v0.10/20231213/DL1_datacheck_20231213.h5\", 'runsummary')" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "e12aea5e-82c8-44fd-b8a8-df8469119ade", - "metadata": {}, - "outputs": [], - "source": [ - "run_list = [16069, 16070, 16071, 16072, 16073, 16074, 16075]\n", - "runsummary_crab = runsummary[[run in run_list for run in runsummary['runnumber']]]" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "dd28d9e3-9abc-417e-b09d-703be26102fd", - "metadata": {}, - "outputs": [], - "source": [ - "dec_list = os.listdir(\"/fefs/aswg/data/models/AllSky/20230901_v0.10.4_allsky_base_prod\")" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "41b940a7-0e84-46bf-b6cd-a9386ce9120e", - "metadata": {}, - "outputs": [], - "source": [ - "config = paths_config.PathConfigAllSkyFull('all_decs', dec_list)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "8eb2d465-3c4e-4981-b5fb-6d0f706fdb5c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = config.test_configs['dec_2276'].plot_pointings(\n", - " marker=\"*\", color=\"black\"\n", - ")\n", - "\n", - "ax.scatter(\n", - " runsummary_crab[\"mean_azimuth\"],\n", - " np.pi / 2.0 * u.rad - runsummary_crab[\"mean_altitude\"],\n", - " marker=\"*\",\n", - " label=\"Crab\"\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "073576be-19a5-4a02-8bd7-cb5e0127691a", - "metadata": {}, - "outputs": [], - "source": [ - "test_mc_pointing = config.test_configs['dec_2276'].pointings" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "0f65f73b-c950-4b13-a4e7-9230e6a7d0b6", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Run: 16069, closest node is zenith: 10.000 deg, azimuth 248.117 deg\n", - "Run: 16070, closest node is zenith: 10.000 deg, azimuth 248.117 deg\n", - "Run: 16071, closest node is zenith: 14.984 deg, azimuth 355.158 deg\n", - "Run: 16072, closest node is zenith: 23.630 deg, azimuth 259.265 deg\n", - "Run: 16073, closest node is zenith: 23.630 deg, azimuth 259.265 deg\n", - "Run: 16074, closest node is zenith: 32.059 deg, azimuth 248.099 deg\n", - "Run: 16075, closest node is zenith: 32.059 deg, azimuth 248.099 deg\n" - ] - } - ], - "source": [ - "test_mc_zenith = (90 * u.deg - test_mc_pointing[\"alt\"]).to_value(\"deg\")\n", - "test_mc_azimuth = test_mc_pointing[\"az\"].to_value(\"deg\")\n", - "closest_nodes = []\n", - "\n", - "for run, alt, az in zip (run_list, runsummary_crab[\"mean_altitude\"], runsummary_crab[\"mean_azimuth\"]):\n", - " # Compare distance in cos(zenith):\n", - " zenith = (90 * u.deg - alt * u.rad).to_value(\"deg\")\n", - " azimuth = (az * u.rad).to_value(\"deg\")\n", - " distance = np.abs(np.cos(np.deg2rad(zenith)) - np.cos(np.deg2rad(test_mc_zenith)))\n", - "\n", - " # Consider only the test MC points on the same side of culmination\n", - " mask = np.array([(((azimuth * u.rad).to_value(\"deg\")-180))*(mc_az-180)>0 for mc_az in test_mc_azimuth]) # >0 means they are both >180 or <180\n", - " distance[~mask] = 1.e6\n", - "\n", - " closest_zenith = test_mc_zenith[np.argmin(distance)]\n", - " closest_azimuth = test_mc_azimuth[np.argmin(distance)]\n", - " closest_nodes.append([closest_azimuth, closest_zenith])\n", - "\n", - " print(f\"Run: {run}, closest node is zenith: {closest_zenith:.3f} deg, azimuth {closest_azimuth:.3f} deg\")" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "f341f68f-6671-43f5-80fe-d648ba8e0ef9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plt.scatter(\n", - " test_mc_pointing[\"az\"],\n", - " 90 * u.deg - test_mc_pointing[\"alt\"],\n", - " marker=\"*\", color=\"black\",\n", - " label=\"Testing MC\"\n", - ")\n", - "plt.scatter(\n", - " np.rad2deg(runsummary_crab[\"mean_azimuth\"]),\n", - " 90 - np.rad2deg(runsummary_crab[\"mean_altitude\"]),\n", - " facecolor=\"none\",\n", - " color=\"C0\", label=\"Crab\"\n", - ")\n", - "\n", - "# Plot selected nodes\n", - "plt.scatter(\n", - " np.stack(closest_nodes, axis=1)[0],\n", - " np.stack(closest_nodes, axis=1)[1],\n", - " facecolor=\"none\", color=\"C1\", label=\"selected nearest-nodes\"\n", - ")\n", - "\n", - "plt.xlabel(\"azimuth [deg]\")\n", - "plt.ylabel(\"zenith angle [deg]\")\n", - "plt.legend()" - ] - }, - { - "cell_type": "markdown", - "id": "d5f6a61c-3a59-4aaa-9e69-d70f1c0c07a9", - "metadata": {}, - "source": [ - "Finally, observed DL2 data files should be placed in subfolders according to this selection of nearest nodes, along with the corresponding IRF file." + "In case you have to analyze v0.9 observed data you can use lstchain v0.10 for the analysis, and v0.10\n", + "versions of the MC products (RF models and DL2), thus taking advantage of the IRF interpolation.\n", + "There is no significant difference in the DL1 products created with v0.9 and v0.10." ] } ], @@ -1058,7 +590,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.6" + "version": "3.11.5" } }, "nbformat": 4, From 2e4a8d948507e983a95ee144add61293a93e8754 Mon Sep 17 00:00:00 2001 From: morcuended Date: Wed, 21 Feb 2024 15:34:40 +0000 Subject: [PATCH 4/4] strip output notebook --- notebooks/MC_DL2_to_pointlike_IRF.ipynb | 82 ++++++++++++------------- 1 file changed, 39 insertions(+), 43 deletions(-) diff --git a/notebooks/MC_DL2_to_pointlike_IRF.ipynb b/notebooks/MC_DL2_to_pointlike_IRF.ipynb index b3dafbee3d..fe83d0b39c 100644 --- a/notebooks/MC_DL2_to_pointlike_IRF.ipynb +++ b/notebooks/MC_DL2_to_pointlike_IRF.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "bb906d0a", + "id": "0", "metadata": {}, "source": [ "# Produce IRF from test MC DL2 (all-sky MC production) with `lstchain_create_irf_files`" @@ -18,7 +18,7 @@ } }, "cell_type": "markdown", - "id": "f209fe18", + "id": "1", "metadata": {}, "source": [ "Create instrument response functions (IRF) in FITS format, from **test MC DL2** files assuming certain **selection cuts and event filtering** using the `lstchain_create_irf_files` Tool, which in turn uses [**pyirf**](https://pyirf.readthedocs.io).\n", @@ -53,7 +53,7 @@ { "cell_type": "code", "execution_count": null, - "id": "8d3d03cf", + "id": "2", "metadata": {}, "outputs": [], "source": [ @@ -73,7 +73,7 @@ }, { "cell_type": "markdown", - "id": "da5a555d-ad84-4160-83d8-d41820ed9b4c", + "id": "3", "metadata": {}, "source": [ "# Settings of the tool (defined by the user)" @@ -81,7 +81,7 @@ }, { "cell_type": "markdown", - "id": "bcc7ef69-e499-4f44-a3b8-cb88428ec352", + "id": "4", "metadata": {}, "source": [ "## Input files: standard all-sky DL2 test MC\n", @@ -93,7 +93,7 @@ { "cell_type": "code", "execution_count": null, - "id": "70302483-b6bb-4457-8966-be5f83c45480", + "id": "5", "metadata": {}, "outputs": [], "source": [ @@ -103,7 +103,7 @@ }, { "cell_type": "markdown", - "id": "4830afa8-ad43-454f-bf77-887fb4f3a677", + "id": "6", "metadata": {}, "source": [ "For this example, let's use one of the latest all-sky base productions:\n", @@ -121,7 +121,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1565e442-453c-4f67-95d3-a7e1aea87a7d", + "id": "7", "metadata": {}, "outputs": [], "source": [ @@ -132,7 +132,7 @@ }, { "cell_type": "markdown", - "id": "e25fc456-0d4e-4c2a-8685-5f1491841214", + "id": "8", "metadata": {}, "source": [ "## Output: directory for IRF files\n", @@ -142,7 +142,7 @@ { "cell_type": "code", "execution_count": null, - "id": "521428f6-4b77-4820-95d5-8d54588d0a37", + "id": "9", "metadata": {}, "outputs": [], "source": [ @@ -155,7 +155,7 @@ }, { "cell_type": "markdown", - "id": "e670f121-8303-4031-92a5-90ad1e8acbff", + "id": "10", "metadata": {}, "source": [ "By default, `lstchain_create_irf_files` assumes global cuts in gammaness and theta. \n", @@ -180,7 +180,7 @@ { "cell_type": "code", "execution_count": null, - "id": "893a074b-d38f-45ed-9a58-1ecdd1284a86", + "id": "11", "metadata": {}, "outputs": [], "source": [ @@ -191,7 +191,7 @@ }, { "cell_type": "markdown", - "id": "fa534af0-2936-446f-9066-02791a4411d6", + "id": "12", "metadata": {}, "source": [ "# Running the tool" @@ -199,7 +199,7 @@ }, { "cell_type": "markdown", - "id": "072bf8c5-d824-4c47-8a4f-99cfb6f2ad81", + "id": "13", "metadata": {}, "source": [ "For example, the way of running the IRF creation tool for a given DL2 testing MC file is:\n", @@ -221,7 +221,7 @@ }, { "cell_type": "markdown", - "id": "198c0b8c-427e-4897-9668-dd8facbfa8a2", + "id": "14", "metadata": {}, "source": [ "# Example of running the tool in parallel for each MC node using SLURM\n", @@ -231,10 +231,8 @@ { "cell_type": "code", "execution_count": null, - "id": "85254ff6-3fbc-4fc3-ba52-5a747e2744e0", - "metadata": { - "scrolled": true - }, + "id": "15", + "metadata": {}, "outputs": [], "source": [ "# Loop over the nodes inside each MC declination-line test DL2 directory\n", @@ -279,7 +277,7 @@ }, { "cell_type": "markdown", - "id": "937e3380", + "id": "16", "metadata": {}, "source": [ "\n", @@ -292,7 +290,7 @@ { "cell_type": "code", "execution_count": null, - "id": "ea0681aa-1109-4c99-af02-fa9d11a1916a", + "id": "17", "metadata": {}, "outputs": [], "source": [ @@ -302,7 +300,7 @@ { "cell_type": "code", "execution_count": null, - "id": "c5f4a5ac", + "id": "18", "metadata": {}, "outputs": [], "source": [ @@ -312,10 +310,8 @@ { "cell_type": "code", "execution_count": null, - "id": "ea3c29ee", - "metadata": { - "scrolled": true - }, + "id": "19", + "metadata": {}, "outputs": [], "source": [ "aeff = EffectiveAreaTable2D.read(irf_file, hdu=\"EFFECTIVE AREA\")\n", @@ -328,7 +324,7 @@ }, { "cell_type": "markdown", - "id": "66e85f2c-a8d6-4693-8416-51c679f3321f", + "id": "20", "metadata": {}, "source": [ "The headers of these tables indicate the applied efficiency for the cuts in gammaness and theta." @@ -337,7 +333,7 @@ { "cell_type": "code", "execution_count": null, - "id": "1fa0271e", + "id": "21", "metadata": {}, "outputs": [], "source": [ @@ -347,7 +343,7 @@ }, { "cell_type": "markdown", - "id": "6256d34f-850b-4fbd-9e43-4ffe056a5852", + "id": "22", "metadata": {}, "source": [ "In this case 70% and 70% for both gammaness and theta angular cut:\n", @@ -367,7 +363,7 @@ }, { "cell_type": "markdown", - "id": "c0591471-d11d-43b2-a573-6ffa6c053dea", + "id": "23", "metadata": {}, "source": [ "# Effective area" @@ -376,7 +372,7 @@ { "cell_type": "code", "execution_count": null, - "id": "a1771635", + "id": "24", "metadata": {}, "outputs": [], "source": [ @@ -391,7 +387,7 @@ }, { "cell_type": "markdown", - "id": "d426f40f-f1df-484d-b7bd-b767a0b45dce", + "id": "25", "metadata": {}, "source": [ "# Energy dispersion and energy bias" @@ -400,7 +396,7 @@ { "cell_type": "code", "execution_count": null, - "id": "e2680555", + "id": "26", "metadata": {}, "outputs": [], "source": [ @@ -436,7 +432,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9d40b3b3", + "id": "27", "metadata": {}, "outputs": [], "source": [ @@ -458,7 +454,7 @@ { "cell_type": "code", "execution_count": null, - "id": "db5625fb", + "id": "28", "metadata": {}, "outputs": [], "source": [ @@ -469,7 +465,7 @@ }, { "cell_type": "markdown", - "id": "7346c214-da38-4e0e-b6c6-6100e5faf0f1", + "id": "29", "metadata": {}, "source": [ "# Energy-dependent gammaness cuts" @@ -478,7 +474,7 @@ { "cell_type": "code", "execution_count": null, - "id": "eb6cd924-5e3c-40d9-87ff-aa4e06413c5f", + "id": "30", "metadata": {}, "outputs": [], "source": [ @@ -488,7 +484,7 @@ { "cell_type": "code", "execution_count": null, - "id": "9043536c-7633-4ae9-995d-615b5c0fd102", + "id": "31", "metadata": {}, "outputs": [], "source": [ @@ -511,7 +507,7 @@ }, { "cell_type": "markdown", - "id": "3fbc6afd-d68e-4538-94bb-de6c472fa49e", + "id": "32", "metadata": {}, "source": [ "# Energy-dependent theta cuts" @@ -520,7 +516,7 @@ { "cell_type": "code", "execution_count": null, - "id": "3eedba82-1e58-445a-9019-1deda18ad856", + "id": "33", "metadata": {}, "outputs": [], "source": [ @@ -530,7 +526,7 @@ { "cell_type": "code", "execution_count": null, - "id": "62331a36", + "id": "34", "metadata": {}, "outputs": [], "source": [ @@ -549,7 +545,7 @@ }, { "cell_type": "markdown", - "id": "3646733b-3e8c-41bc-b449-7128b8f6fa59", + "id": "35", "metadata": {}, "source": [ "# Next step (DL2 to DL3): \n", @@ -559,7 +555,7 @@ }, { "cell_type": "markdown", - "id": "4e4da73f-24e6-4603-84af-a1d3272cf79f", + "id": "36", "metadata": {}, "source": [ "In case you are not using IRF interpolation (not recommended), for each data run you should use the IRF file from the nearest test MC node.\n",