{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "
\n", "\n", "**This is a fixed-text formatted version of a Jupyter notebook**\n", "\n", "- Try online [![Binder](https://static.mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.17?urlpath=lab/tree/analysis_3d.ipynb)\n", "- You can contribute with your own notebooks in this\n", "[GitHub repository](https://github.com/gammapy/gammapy/tree/master/tutorials).\n", "- **Source files:**\n", "[analysis_3d.ipynb](../_static/notebooks/analysis_3d.ipynb) |\n", "[analysis_3d.py](../_static/notebooks/analysis_3d.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3D analysis\n", "\n", "This tutorial does a 3D map based analsis on the galactic center, using simulated observations from the CTA-1DC. We will use the high level interface for the data reduction, and then do a detailed modelling. This will be done in two different ways:\n", "\n", "- stacking all the maps together and fitting the stacked maps\n", "- handling all the observations separately and doing a joint fitting on all the maps" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import astropy.units as u\n", "from pathlib import Path\n", "from regions import CircleSkyRegion\n", "from gammapy.analysis import Analysis, AnalysisConfig\n", "from gammapy.modeling.models import (\n", " SkyModel,\n", " ExpCutoffPowerLawSpectralModel,\n", " PointSpatialModel,\n", ")\n", "from gammapy.modeling import Fit\n", "from gammapy.maps import Map" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analysis configuration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this section we select observations and define the analysis geometries, irrespective of joint/stacked analysis. For configuration of the analysis, we will programatically build a config file from scratch." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AnalysisConfig\n", "\n", " general:\n", " log: {level: info, filename: null, filemode: null, format: null, datefmt: null}\n", " outdir: .\n", " observations:\n", " datastore: $GAMMAPY_DATA/hess-dl3-dr1\n", " obs_ids: []\n", " obs_file: null\n", " obs_cone: {frame: null, lon: null, lat: null, radius: null}\n", " obs_time: {start: null, stop: null}\n", " datasets:\n", " type: 1d\n", " stack: true\n", " geom:\n", " wcs:\n", " skydir: {frame: null, lon: null, lat: null}\n", " binsize: 0.02 deg\n", " fov: {width: 5.0 deg, height: 5.0 deg}\n", " binsize_irf: 0.2 deg\n", " selection: {offset_max: 2.5 deg}\n", " axes:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " energy_true: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " map_selection: [counts, exposure, background, psf, edisp]\n", " background:\n", " method: null\n", " exclusion: null\n", " parameters: {}\n", " safe_mask:\n", " methods: [aeff-default]\n", " parameters: {}\n", " on_region: {frame: null, lon: null, lat: null, radius: null}\n", " containment_correction: true\n", " fit:\n", " fit_range: {min: 0.1 TeV, max: 10.0 TeV}\n", " flux_points:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " source: source\n", " parameters: {}\n", " \n" ] } ], "source": [ "config = AnalysisConfig()\n", "# The config file is now empty, with only a few defaults specified.\n", "print(config)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Selecting the observations\n", "config.observations.datastore = \"$GAMMAPY_DATA/cta-1dc/index/gps/\"\n", "config.observations.obs_ids = [110380, 111140, 111159]" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Defining a reference geometry for the reduced datasets\n", "\n", "config.datasets.type = \"3d\" # Analysis type is 3D\n", "\n", "config.datasets.geom.wcs.skydir = {\n", " \"lon\": \"0 deg\",\n", " \"lat\": \"0 deg\",\n", " \"frame\": \"galactic\",\n", "} # The WCS geometry - centered on the galactic center\n", "config.datasets.geom.wcs.fov = {\"width\": \"10 deg\", \"height\": \"8 deg\"}\n", "config.datasets.geom.wcs.binsize = \"0.02 deg\"\n", "\n", "# The FoV radius to use for cutouts\n", "config.datasets.geom.selection.offset_max = 3.5 * u.deg\n", "config.datasets.safe_mask.methods = [\"aeff-default\", \"offset-max\"]\n", "\n", "# We now fix the energy axis for the counts map - (the reconstructed energy binning)\n", "config.datasets.geom.axes.energy.min = \"0.1 TeV\"\n", "config.datasets.geom.axes.energy.max = \"10 TeV\"\n", "config.datasets.geom.axes.energy.nbins = 10\n", "\n", "# We now fix the energy axis for the IRF maps (exposure, etc) - (the true enery binning)\n", "config.datasets.geom.axes.energy_true.min = \"0.08 TeV\"\n", "config.datasets.geom.axes.energy_true.max = \"12 TeV\"\n", "config.datasets.geom.axes.energy_true.nbins = 14" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AnalysisConfig\n", "\n", " general:\n", " log: {level: info, filename: null, filemode: null, format: null, datefmt: null}\n", " outdir: .\n", " observations:\n", " datastore: $GAMMAPY_DATA/cta-1dc/index/gps\n", " obs_ids: [110380, 111140, 111159]\n", " obs_file: null\n", " obs_cone: {frame: null, lon: null, lat: null, radius: null}\n", " obs_time: {start: null, stop: null}\n", " datasets:\n", " type: 3d\n", " stack: true\n", " geom:\n", " wcs:\n", " skydir: {frame: galactic, lon: 0.0 deg, lat: 0.0 deg}\n", " binsize: 0.02 deg\n", " fov: {width: 10.0 deg, height: 8.0 deg}\n", " binsize_irf: 0.2 deg\n", " selection: {offset_max: 3.5 deg}\n", " axes:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 10}\n", " energy_true: {min: 0.08 TeV, max: 12.0 TeV, nbins: 14}\n", " map_selection: [counts, exposure, background, psf, edisp]\n", " background:\n", " method: null\n", " exclusion: null\n", " parameters: {}\n", " safe_mask:\n", " methods: [aeff-default, offset-max]\n", " parameters: {}\n", " on_region: {frame: null, lon: null, lat: null, radius: null}\n", " containment_correction: true\n", " fit:\n", " fit_range: {min: 0.1 TeV, max: 10.0 TeV}\n", " flux_points:\n", " energy: {min: 0.1 TeV, max: 10.0 TeV, nbins: 30}\n", " source: source\n", " parameters: {}\n", " \n" ] } ], "source": [ "print(config)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Configuration for stacked and joint analysis\n", "\n", "This is done just by specfiying the flag on `config.datasets.stack`. Since the internal machinery will work differently for the two cases, we will write it as two config files and save it to disc in YAML format for future reference. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "config_stack = config.copy(deep=True)\n", "config_stack.datasets.stack = True\n", "\n", "config_joint = config.copy(deep=True)\n", "config_joint.datasets.stack = False" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# To prevent unnecessary cluttering, we write it in a separate folder.\n", "path = Path(\"analysis_3d\")\n", "path.mkdir(exist_ok=True)\n", "config_joint.write(path=path / \"config_joint.yaml\", overwrite=True)\n", "config_stack.write(path=path / \"config_stack.yaml\", overwrite=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Stacked analysis\n", "\n", "### Data reduction\n", "\n", "We first show the steps for the stacked analysis and then repeat the same for the joint analysis later\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Reading yaml file:\n", "config_stacked = AnalysisConfig.read(path=path / \"config_stack.yaml\")" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Setting logging config: {'level': 'INFO', 'filename': None, 'filemode': None, 'format': None, 'datefmt': None}\n" ] } ], "source": [ "analysis_stacked = Analysis(config_stacked)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Fetching observations.\n", "Number of selected observations: 3\n", "Creating geometry.\n", "Creating datasets.\n", "No background maker set for 3d analysis. Check configuration.\n", "Processing observation 110380\n", "No thresholds defined for obs Observation\n", "\n", "\tobs id : 110380 \n", " \ttstart : 59235.50\n", "\ttstop : 59235.52\n", "\tduration : 1800.00 s\n", "\tpointing (icrs) : 267.7 deg, -29.6 deg\n", "\n", "\tdeadtime fraction : 2.0%\n", "\n", "Processing observation 111140\n", "No thresholds defined for obs Observation\n", "\n", "\tobs id : 111140 \n", " \ttstart : 59275.50\n", "\ttstop : 59275.52\n", "\tduration : 1800.00 s\n", "\tpointing (icrs) : 264.2 deg, -29.5 deg\n", "\n", "\tdeadtime fraction : 2.0%\n", "\n", "Processing observation 111159\n", "No thresholds defined for obs Observation\n", "\n", "\tobs id : 111159 \n", " \ttstart : 59276.50\n", "\ttstop : 59276.52\n", "\tduration : 1800.00 s\n", "\tpointing (icrs) : 266.0 deg, -27.0 deg\n", "\n", "\tdeadtime fraction : 2.0%\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 7.66 s, sys: 2.27 s, total: 9.93 s\n", "Wall time: 10.3 s\n" ] } ], "source": [ "%%time\n", "# select observations:\n", "analysis_stacked.get_observations()\n", "\n", "# run data reduction\n", "analysis_stacked.get_datasets()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We have one final dataset, which you can print and explore" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : stacked \n", "\n", " Total counts : 121241 \n", " Total predicted counts : 108043.52\n", " Total background counts : 108043.52\n", "\n", " Exposure min : 6.28e+07 m2 s\n", " Exposure max : 1.90e+10 m2 s\n", "\n", " Number of total bins : 2000000 \n", " Number of fit bins : 1411180 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : 625436.39\n", "\n", " Number of models : 1 \n", " Number of parameters : 3\n", " Number of free parameters : 1\n", "\n", " Component 0: BackgroundModel\n", " \n", " Name : stacked-bkg\n", " Datasets names : ['stacked']\n", " Parameters:\n", " norm : 1.000 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", " \n", " \n" ] } ], "source": [ "dataset_stacked = analysis_stacked.datasets[\"stacked\"]\n", "print(dataset_stacked)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# To plot a smooth counts map\n", "dataset_stacked.counts.smooth(0.02 * u.deg).plot_interactive(add_cbar=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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GW8eRquZNQ5tRZBIr7QOuJ7ZqmVAqFe4o8GpfkZdGlwJvHUcIZxWiSYWXt1aalzyueZ8NFR6wfddfQZNx6B51utJjhbJalYc6NuW8+UGp2s8Vx5ddWnisdN3nEOiqP/1/9ZR5yMzSMrkoVW5VePVbfgRlNSIUppVsUcy9MsvQYg/bqJC5VvbfrDLNnXIkIGYUvem5UYIErgeVAE254g2ZjymlmMKS/FphCYQzFCm5poEy78ND1ct7UFeSdRnUBF7MGwufsENllvDc7JdknjkvoxCXjpof1CRvPVZC97guYvVn4z1C7zSpOGQeI3I5Ry0r1zCtLOp5yOeqT1myEA+Wo0Hk4zWnTCSeAFmRx9rCW3OAqwe6InB5AULquwozRK/RV3l3NZM3hZiS1B8zj8CD6rtUhO2LdRVGCtDcp7mvyoHibcgpLrq2XX9A3O4N1P//0BzuLfLO0ogcufpA1KNtPRu5zKtSfXvLy4kHy34T+bht4hOJd0AUOBmTSWURcFwLGwSuiRpAy3xS7SesIrMKeXfaWgckpZCSPHmyVnQh84nu9K0IfIY4WXfNb7JU5wuZGxMLZKCLOm2OgtzF7aJLjW9Siev8Y4OmgDaZe+QtxylEXuVpzpvPXSLXxeO8aRNf5vve0TleEt+grDgaEGLWdnDtGz6zA3ssgTdIKzAfSBeBa8IH0Opos/GhMB0eio8h5YNgt5MnUc9zIl+8WV1HOjzLCqWMcua9ishDG8o03oaOdCU5zfRX2HxkGj6iB/XgpHXqsG/9heK98OrYeT5senueNz+9e526JUXzrGledMZL6Fbqfnd0DtOxSUSXE9FfENFHiOjHA2kOiehmIvoAEb2jK8+9rtZN48xV7QfzYN58l7RniruAg/cyxV6e6H6CzbuvGh+SyK2SPDwM2787zSdC4EBca9i43ITnKh9R5nnzV6vyRsdmXpRTq/TDQ+DGG00RNqjEPcUdCtcKGkBjml5PlbdcDB1FXpwEwISV+zRHpcizvKnAl2p/vwcCDdOxmTIVLRF9EYBfBXA5M/81EX1JV76TEg9AzChadcdGZc7mUAFiB/c8TwYgcE+RparxTalIL2/bEtF2cV1xlfomFLrioNy0qoY6toobgTT2WCt8/dFQqrz6J5uWg1bku1bi3nmhNLFWm/esBftlyL9OllWmRqvAD4w6l+3MVWnVMR70msUwhmoqWmY+C0CmotV4BoBrmPmvAYCZP96V6UTiAYg4DHGSjWsrzMAyX0MpcC9PfdxXkUfzT5je1uLwEC21XeUVKocN70PYXjovP6BpS3fSe0Snww4PA+WPYJU61Ne3YV0tMI+Ek/MPTBfccW3v3ZiZ6vNmQNwPJJP4ulPRfg2AexHRjUT0XiL6rq6STeYUB1aFi8LIzMOpH8xaqc19Am/sr6HANbqOO8N7kkqf9NVcMErJak+dLCsVuDWfxAg7+eKBcNO52YpD7b2iTStzlO4XltBWIeXEc/RkXvqaKUPug8fGvOKN2JT0lS+5zst4q6gyUVbUrJhPWBVTL/12MC/i9m/q2uSOzXWnop0DeDiAxwG4G4A/JaJ3M/OHQxecSNyBN++JJvBWR2YVeNAm8JaKSSTwmOdJCnkPRdyr4PDQJ3BdJ1ECTyHslDTavTCEpUlTnjOb18xTTjleLXGzWAAnH9e2jQ8Jb0ZCwCf0FDL3PFg8Itf7hqgrIrd1Wl6PkBfdCFnTFn5Q+pDLpn3K9wODuRjeju6paG9H8SG4E8CdRPROAA8DECTxvWzYbBLSmSkPovU+0e6FlQKvPC0CU8hqU4sX3tpfkcCt6aKRLqE5r8+PbaFzW/nIKjrGjuwS+Lzcn6vw2JaClHxCdvKsOb+CnmVSPlBD1l/0Nmb+/88zddj4YFzI1dU+u3ZWSfV/bT3fzRWCtFtulrXt4/tlGx/EJl5NRUtEx1BMRWudLn8HwLcS0bxc3edRAD4Uy3RS4gZ6JGaXN0r9hEbm/9YvQ+M48IKlmk+S1HiEtFchk65zs0ypcGq77QU9UDRxx7DirIEACjXV557Fc6U8bT5vK/KTJ1dT433rvmFCCcwZnqLKW3EJ5hWryOuLA8hacZTlxX8yq0dsavXNRpXvB4bxTkmZipaZP0REbwFwC4pKfhUz/3ks34nEFc5c1VQP1oyiO2zqaWXFXBAxk6SaMEIEPhR59yUP/WKn4PDQKLUZ+hH4OiTdBZ13aj0YIpf6EyLPsoLIu4bkr8tW+v9mCT1l8Qdbjsa+IvJY+UNE7jyPhNx9ZOfz2u0wz/dtbpVhvjiJU9FWK96nYA05drRgOzNnhsBFWVTuhBI4n9cEruEReKupqtV7hz+5Dvfi5FqhJncfAg80laOoCFzqpa8Cj01oNfSm3ApdM44eKapGLFb3pz7c0voYog5T0HomzP+865lx9wOmFTetZ17RdVK8OPL+2Bk+tduhtHLHv9DyYC6GG8FE4iXsMxuaXrZKIA+ul0kKgacUJCW8ih+owzJ2nS4yEhXu5uV1YgI+gWvC3QQ0QevjUDq051rtqqdY3FBknhqf2qrrew0AzUnc2q1R24LV4Tpu/JhIfNQ4fWUtIqwJRR40IfWGCtdqLIZOddPlkug8/dVxoMOyD1mso9YbmzOtQKXCLYFnKNQvmfhQGWLD71O21g0ArioXRT4zadSXXCtPOzx/lTpfldi7noM+RB7ri3GvZf7vepBUGS7RM0PkeqI4ad2Ou5NzUuKjh+dCaJuAQvB1ooOmGSWkwjtfiI6h9NFmbQ/ydkl3IBl08cUmT/1hUyQY8gJpIYWE+yJE7vrjYj8oDpGHPl6Hh+sXcZX/TddHfV0ijyn3jg94iLitOq/erVFjIvHRwqrwaGdmhpbaAJBG4O5L0eOlsS+qh9BLPwRRx9B4iWfNN7VB1Pp3pn77EHbWc+uCJfQYkaPZ/rcLfGwCqaTukbmO69qvwhKfSTs/vvQNzWeuGtfvkniA2bjxqnHxTknZto/znsQtcdvh9A2XwoZMDwyr97DOy9La79lxuWkCPzxUZVCk1liNx5KhhIcIex1SHiIvm84SPNpEPpQa70LX/3NVIg+Ji5Tr6jwqUi/mnvHUuH3XgDpuvJiU+CghKlwrcTucvqXCrU+4IKTCY81WT81H9yNeCB628VYEmtIFQircM6OsQtQxgk7Jx0unyxcg8lAn57ZYKEWVV/sJRO7GR/pp7LPeykc9D/N5Y5BPjNSzbKxqfLKJjxbWhBJS4Y25UfqqcEFq2lQC78pjaEKJLRbcW4V7xNnKNGHrLHTiuXJsSanj/NBHOFicSB2ugtQWWBeRB5+5hOc8OqCsFjwy/sIOngsp8/FhGBLvmk+8nEv8U+V84jcT0U925Tn67oRtQZO2DquOU16YmAqv0iY2Vdch8HXQOWOiir/4MU3V1bp+FvjtLERiunWQIf7SEeq5iSTtrD6H1PnZDNXiwoeHwDs75vEPLXi8KrLMH1Ckw+3AIJu+kTaQn46LpbHpqmeiSG/JWptUlhgjhpk7JWU+8RJ/xMzJ3vOj/e5tGiluhdXzV0XM/IE9XegiaRuWoq5WiXfPoebW61xVL43rZ/A9UsSdD4jbw0Ph62x9r2X3dV4xT5We/4N16j8p/4AY8OJT81mlDJk/AMh798ZpUhmkYzNlPvHeOG9J3BJ1wwU4M6YU/aR5GXnHblM1wc7YyEu5iw1J4EORRmOgR/lbjYrq+kXg2MbFSLgPUgldE51XP2qgkvVUAQaq0xU/qEnpUj2nJCzSAR8yw4TCsswl7fGbVAaziafMJw4A30RE7yei3yeir+vKdHTVtS1kWW2f04N5oiq8i3CjF+xpRkk1ofRRf0OqvcPHNssAOMPrHT9rAPHBN/p4Uwhdx9sPdcKamQ71/0HXzVrF7Pn/Sm3BpY5h0OWIXjfNLq4voVcD0lUo7+T4kEzisUUhUuYTPwPgAcz8MAC/AqBzZplRVtemcfrK5twoAm2bq1S4JfAYYkollKYrfcr1OtNtsKnuEoKnvr2ydqliGzbE5l3DXi/1I2PNKonPSV9s4n9X5d3zeexS49VG0brQosmO6ATGNp9KLyV+BzOfUNsrVUad84kz86eZ+bPl/nUADojo3rHSnZckbu1ynqtTU4U7arev+SJ0TkzVx0w4fQh8E7BuhUUg2jZvHabDG5kF9mNhq6KLyOV3hnBZzD201vHbxAcz8UOcbPbraR9f9Z402WdZy4SZZc3pn8drUhnEnNI5nzgRfRkRUbn/SBQP3CdimY6uqrYBa+LW+9o23pbq5kGOmT48m2Iojd2PYZWPx9A4fGytPKVM1ehMoEmIXWo7RuCx83V8THF3QacPlSnm1+7EZdlwJhWLPmSenGdEhXvPv5emWrjCUeMRc4sknc9r8h7nwJ/1SZyZFwBkPvEPAfgtmU9c5hQH8DQAf05E7wfwnwA8nZmjLkxbdTEkoq8A8F8BfBmKO34lM/8yEd0XwG8A+AyAZ0pzYpOwpK3DmpaBLlt3YsdjcsFi9sURELjkHSyLR4RJmQ6c3sbnJi70wnXF2bx0dElY21jtoGsecPecbDtlWxN9GprbwTCLQgDd84kz88sAvKxPntuuqgWAH2bmrwXwjQCeR0QPAfADAF4A4FUAnrXJApy5qp5sxypxrQIqe7jFqk9Xly1xqOsAwxC4a19Cu0OzYUoRpJpSulR2KHyVuulD+nKNmBukvke01UBGqsWyI1bqeq66Os9jtvHgNWf+PavwkBnTOheMxy4+7hGbW1XizPx3AP6u3P8MEX0IhYuNjKLIsdnlXVq8NDPPW8seHsvEC2/89nUT6+k10EqzRtUl5a+ayDqsMdGVJvUutZ56HApbB57i9sKE6HJThlylN254+bKsI2dATQirKOQUNd6lvvUgoJRz5JqSxv7aPOR5UQOJKMsbZO0VWWzk48F4WzA7qyYieiCAbwDwHhQrOb8OwKcAPGOT1w0J4laHShKpDWBK8ezqK+WzZsdT3/SN8mriNrP+NeLdDHsea6TcsyY5S6weadtry0hNoDme0BI6FHGtYFKReu193pbMKn3OkQ+DJnidR5YhK4l8lgFLlWyVbqLtYCLxBojoHgDeBOAHmfnTAD4N4OJI+tcBeCoAHBwcrHftrL0vD0unKcVDqoKN/Xblt6mneSjTUHEQ2A9mkhAWymedxloXkceObSemk84SV+/irUKwHUTu5dlQx4Z0dbwX1vc60mrJZkAmQ+/9dThlf6hH/rbbbgMR3amCrmHmq/vlMsyw+01h6986IjpAQeCvZ+ZrUs5h5quZ+QJmvuCCCy5Y+doynNd7YBpmvFWeoJApZd2ncRNmlFXfksPDZh6AaQ9rtzyb/8wJjxG/PSa19UHKOanmmwxtIjcjOIFm3eo6S8Uq/5/OATlDipKAl0pK3sZebk2ZZPbXHYJ/4YUXQrij3HoSeIk8T9t2gG17pxCA/wLgQ8z8i9u8NtAm75mjylsJvROzrL/5I/agh8wyQyvwIfJz5ZMlNh0OJ3zX7eQuM4qHGdrmFKvS0U+5dhazp4klRZHr/FLLt+59NPKqn/Usq/PUreHl2EwqzMBiNws+pGDbVfRoAFcDOKmmWnzCNgsw6+DnYnK6PJwgdHIq+qqXzvwSlemQb0PwA5aqaPumSVHSels1j1XhnDvUwtXA7phsC9e16lvDvqs7AwNY5mnbDrBt75Q/xoa9T0LQzTKvA6Xzgek1h8VAppSxwf2gWeL07rlrlGafuNT4rheqjxrXaTPUilzKsSz3S9vpkMp1E3Bt1x1T1dpzrZdK5zVVa628TmiMhrG44MxVwPHGuMZtg0f9/zxiLBOGfTB0WEgJhFcucZZIczNIKdgaHi67VuEte3j0RPXbRfoaq37zvXxD5p3QuTY+dI8STmY6zAHnUkm2O29o9sPUfHrmJwJKe4Y1JoccC0NxnrbtAGOpoq0iMw+NhIVPUMp6kE5P+V2jyb0LAnfz9IakB08cIM0mH9mYOajHPW6KeTZF5NV5sekjVrynHu+M7eQcDZgH69jsWtlHpXsEES2J6GldeY6pqjYOb2Id15TisXvIHj6qp22DODxsHmee/bkvSW9KhcfyT7WN9/2/RtJf/Jieee0QawkL/d7M2u9R4OMSMm2O5hVjFG1ByyoAACAASURBVB2bKVsEamWfKwA8BMB3liPWvXQ/i2KOlU6MakzUtiAPSlQkeBF9vFI2+eTtUoW3L2J+Zd+bU7yvyr4oEJfyP9CeJFYhvc/k2zWPik1DThrZV9etbHgDNrP72KBTBwENbcNfIT+9NJt+Lyn279kaBrOJVyv7AAARyco+dnm2F6Bww35ESqbnJYkLtFnF5Tvb29KVGdAm2HWaoetg42aUYKIVMr5InWdnQgSapN2l5DWhyr4dcflwFaeJ7oyTX4hFIuS9aeyq47Tq1JTfjs5NLXgSyuv1WenfnUG8U9aHt7LPo3QCIrofgKcAOImJxJtI8Q4sLAQ24U6cac4TeOQNFZZC3npfz2+SO3GazIWE5boM4HgZ5pG5h4hMHLuHyp5glgGLnVdjLyV+byI6rY5fqRaGSFnZ55cA/BgzL8tpxTtx3pC4huZpt0PZehas2qEZLcSAfsStvDdpysnqJkzUvmxNKcfhm1yAOGnH7O6hOEvmXpyQujW7zACcUMeydRG7zOHmYFOtoi5iWWVeFe8am/ogZfUcKqP/3qUX8A5mPhGI61zZB8XD94aSwO8N4AlEtGDm4DJt5wWJy5SWK002v2MXrHY+Y2oZhAhCyvgwAAdo28Q98rakHSNv79iL89S4tXNbs8vSpJV4UelLFISufcXHzkAjg8yhoohRu/payPD7nfmKM4ZyH6xW9gHwMRQr+zQm/GPmC2WfiH4dwLUxAgcSSZyIHgDgQcx8AxHdDcCcmT/Tr/zjQrRDs9ri6wSeV+hVD8dRk/cccdXtkXdMbff5iMk15GMT6qiMEbGkn6s0QujvDeS3B7Dyd1ty2FxnnEuxWQwz7J6ZF0QkK/vMALxaVvYp418RzSCAThInou8F8H0A/jcAX42iCfAKAI9b5YK7gB3QE/riuyfuAmN9qlsrl2tCPYGarIWI5yYsZC4JqXDPTh46FsSIyCpz2zkZImRtT5d7Ooe6g3QJ4M/q5NtyqdgLO0QA8hztQ/l5uBGbXSv7mPBnp+SZosSfh8I15j1lxv+TiL4kJfOxQXNj5/8keSTQyLD1sj4CNbGJWeTAhMVUt/zGiFvfU1dfgo63HiNCrkLKrPK2BB4ys+jwHAWZM4qP2ALla6IuuaXl2lZBzKvELhSxqetne9KKGev/EGkk/nlmPis9pUQ0R9gYOlqkDCBoKfTQRFixsPMGj0DT3u35hZM5RuTXcy0MmV5SESIIS8RyDWt28fLQ5pUFijrQeAQKYjdkPlZs0kd8zQ+BcPwy3/Grxth7En8HEf0EgLsR0aUA/k8Av7vZYm0GScQNwPUcWWei/y7sy8fgLo9E8chocp6X+3PUhGbNKiES18Rt6yDmqbKKKcVC1LVW4lqhx6A7PaU8mtwBzB4FzBjAWWDxpz3KtWXszN98Gb2+fi/1QKDdgHc2Q2EKUtjjxwH8PYBbAXw/CnvO/7XJQo0Cu/ryjpXQL5AxCSFyFujw0MLIqQQeU/AeQh8Nq+61wveu5d2jviebtx2Vaq53QWM8x/mDmButietq9O4UzMBykbbtAJ1KnJlzAL9WbnsNmaPGnRg1szsofWzzdvj5hsND1CrTM5mICrd2cI8Egfaiyn0G9egwbT/vY+FL6eC0qlyH2zwyFS/7B2i4Kx4eAjfe2KOM5wFK5k5Z8W3n1oydFyCMIIkT0a2IvBnM/NCNlGgD8Pg3+uWvVit3kC/jCuMo4fCwNky6Nm5PiYbSeOpbq1qouK79rillPTt3DNYnHGafTD4eadvBPobs53Pg5MniwRsLmeuXYNMkVb1PZX0417Ou2KPRTQN6p2wCMSVeDpHB88rf15W/zwTwuY2VaEOQzpE8j/jtW/cVz51lNE/WBnF4WPxW/vJi8/ZIWRS62MZjBK6Vq+3whNm3x13EPTP7SzSH1RsSqWCPJa33kOi8DlB0YGoil3wYtV/5stjXH/6xkfmm4XWeljZx713c5rclGaMpSBtBEmfmjwIAET2amR+ton6ciP4EwL/fdOGGgphQkv4PfTow1+nsHKOiF+UN1ORdKfGQwhYPlS4Fbs0n+jhFcYfqOWR3t8ideE3gXryQuXYxFIJeqGuLq6IldilfXijxXGwDZV6Hh4XJ7p3vCJS5A2MkltiKQFWatG5KyWoUfYpjrOsSKQx0ARF9ixwQ0TcDWH3J+ZGBtb2tpRaMzaXPVLSrYt2HZdXztenEEvgspsK7Np0upNRh9vUK9VatQ+VjbemWgD0f9VDe3vnSytAtB3vfM9T9Al4Lo9yfzQsin8+B+UG5zYH5rG75HGWsKK8rb8Vdcijz3q+x+T0AXk1E9yyPPwngX2+uSJsBm1az7SzJcyDLAZKIsankTeLkySZxAzWBkyYrS76a2Lx4S+AeYVqCjk2K5SGmQ2KqXM9eGDO12HxylU7CRYHre1+ide92EaQsAxbniv3Dw+2aV3bFigEyt8XR4mpHq57VGPlq9yneKe8F8DAi+kIAxMyf2nyxjjA8E4xnf9+W7d1TgS0Ct+rTmkdC8D4AQPi8PgTep36sWUSOQ+lCxzpM348c6w+CraPyWBO5FQvbJvJtI8+x1qyKu8TOvyRhpMyd8pPmGADAzP9+Q2UaHMdPAbc8tdhPclcSu+VR78QUBQ7UKnxePhKdBB5zIZR0GpbAdd122b5TPhYaMYK2RK4Vuc7L81LRcVq1z1W41I1OM1f5lB/HWdn0y/PCVr4JRb4qYdqBOEOpdp1fQp65slCcuHaYIqyMPbeJ36m2JYr14R64wTJtHY11Tjf1zxrsRUh4MbuudXjYNKFU9tl5QTAkRKRHYnqEbU0pQPOR8swoNk2IwFPMKKHWQOixtgrfKuXUCbdCddG1iQePqPKsbvVoO/nhod9C0hgxqbSgSVsEkim/bYiOykNliwslE9GTiOgWIrqZiE7r/sgQUswpLzUX+QUAu5rZd2XIV93ecLcqZ2MSDXiVbNMEkoJQeQ4Pa7WtOy+D5hPrAx5T4daUIPBMKTGXwdDgH+84BKuoLbxVfqRcXVPXQqXVH4SZSi/hcnxg8nBUudhd5yj+fyFVvnNWKyGCIrU8VoDkeYv/xnJrLQxQMLVQ8qUoFoi4iYhOMbNeY/MPAJxiZiaihwL4LQAPjuW7CuvcHcBXrXDezhEyay1DH1ErB1LkgX2wkx/wHg/Jqs1kIfBsFiFwTdCeL3doYI/AS2vjrOJNJfAQQorcy8Meh1R5H4Q+aF0Do4wql9aQ/t90KfJVsCoh9X6ml22VGlGsnnPYKEzRwynxaqFkZj4LQBZKVpfizzKzvOAXIGG0WopNXI/cnAG4D4Cf6TpvbBBhGqvnykMldHJ1rNT4mH3FddkaBF6GNQjcI2+osJtRr9saMxmkdnpadPl7p5B0SDHbcHvsTTUrijyUZwh2Yq0MxeIRsfoQVV4mE59yz06+qurdBrpIPkEESYt5VIqcAZxL9k6JrbHZuVAyABDRUwC8GMCXAHhi1wVTXAyvVPsLAP+LmcfrbxOBfsaW6uMZpNHQBOR9SVt/QfQvsB0iP3kSLd/vJPMJIvtAW2mTE9dHJYfC+5wfMqP0JeMY9P8rZGbJVFqluBF6dQyRA4WNPM8LMj88BN7+9rVL3olQp+Y6rKq9UtRAHw68jzw2Eu+3UHJsjc2UhZLBzP8dwH8nootRCOZLYhdMYaP/wMwfLbePlUsMva77tHHB+x+M60HpiVSldfjY4rfzwxMicIF9/roWSe6DVT5iKffTJz7VjOPFhdS/9wGLmVd0sqy9L//LobHJzvw18h6VnZzztC2OlIWS60syvxPAVxPRvWOZprxtX6cPykUhHp5w3qggLkr2ay/74srUmF+86+kJqZW+HT6p12ul7yDyix8DZNS2s7ZUuHhNdJlIPMLxFO86SFHhqddIVfSpWOX8DEWn5gHCdWxGg4qHkB49O58X/8suIs95dVNKn0Ucuvp+egytX5r30VpddrZAsmA4m3i1UDIRHUOxUHLj7ojoX1Dpx01ExwEcA/CJWKaxWQxfBEAWg/i0BAM4C+CVofPGDK9vRfYz1IROrZMytFaZX9cM0mVSGcLbZT6Db0aRf7slcAnPVLw+7gtrr/by7DugZwgizp19KUuIfNY1x9hWTSi/RZ3W/v/n2M7Iwa6Ooz7nNkwp7XND/Z1C7qPBAM2BxIWSvx3AdxHROQD/BOA7VEeni9gEWC8G8GIiejEzv2jtOxgJxM1Quxw2+DQHZhWzD2ir9uzhKecA8fQ5tz8w2oQyP3AUuCbSkO3apkEgXfQGeqSV/NeJD50TewGHtJV3XcO2YEKmGdUsbDUmyj6OnIEb/9CcuoICr1jU+Xitas/QXik2LwfaCmE7NcdhShlu2H3XQsnM/LMAfrZPnsG3gojEN/G3iei43fpcZCw4fqo9J4OrBKrmkXqw9QsSM7Bbk0oMQxnq9bUqE4pR3w0Timx6EI9W57ajE+X+zSmFicTFVHiX6WNdBb5O3qH4lP/VGSevmfq1H1EzsIqy9v8xy9qmldTnbd0Oyj7hHfl41gjd2cljMKUI9nQCrB8C8H0AXurEMYCTGynRFuCaU7JaBTQmwtJqeBUTh3eOGxZxW+xzXf2iaxXe8gMH2so6RLJ91DeAanj7UBjShNIHdjEIL69U9euZbmJpTTHE3tdoHa5JGilixD0vYB7pQ+Z53jCZjE59a+zrohDM/H3l7hXM/M86jojuutFSbRAxG9xMhVcmFa3Gs1kRNp83T+wi2JgpJXR+XyLPuXQlpLYdvOVKaNWfp4jtFK523wOj/hBov2sPQ4zKXAerEntufm14ynVsWIbmx0CP7izNLgT//3/42DTXwygpRxYt7mtSsQN8cm6/aHletYJDreF1Gw2DY1SFaSLlbXlXYtjewLZ6ov+fbf7zunr0Y2U5PCx+7ZSyRSDaQ+F1nLcfSgP0I79cbZqodrt+eRhWIacsTJGK2PneVAXyW5bBI/GMio/3thAy2/R8T9YR8TvBMC6GG0HMO+XLUIwwuhsRfQPqp/kLUQy930tc9Gbg1qcV+7ZzU7s5VSaVLFNKJVPNWkclt35Vp2MoTQy9zSiiwq0dHGiqbvm3z9Emj9BCC/J7BoB0ieiRiZvCUPl3KW9PHYfSp3yActT28Jga1x4x4i0knWj6f8FhNb7Kx79Ph+YQCt2c69nDtWllmRfv6iiwr+YUAI8H8GwUDum/qMI/g8L1cG+xXACLrLaKaF5dlgTe9FLJ6oS58QQZwoOlcQ3jbphiVjk8hOsPHjWjAN0EHtvXiixHP7KNpd+GKUVfK/XlzNAebSl1oPPoclEMXVOHSx3o17M811XjeaHGU0d0DtWhbs/t/JgsG6YUPUoTaI/dGA32dVEIZn4tgNcS0bcz85u2WKaNQz9AujdcFHhLjTc6Nxmtl1Bs5euo8T6qW6c9PFTKWwaF2Ka4Zwe3Q8OhzvH29fHNqNW4JqahCXgT+a3CDoSanFPOZxR11EXYITWu46UOSpNUyO0QOdxZD/vawqPqOzLAJ2ZX13mXKhxov3t2GxVGV6AaKVPRvomInohi5OZdVfi/32TBNgkh78WinGto3f9P18Afz5dbFybmqRJMkysCV2YUQJlQ7GRUqxC4/e3Cnq7c4iJG+rn5tfteHjGzSmhf6l2WgIO/zJs8IxdfDLzzneGHOsWM4qbv8X8N5aNIvMuUMirhyxg1iXe+mUT0CgDfAeAFKB6ffwXgARsu10Zx4tqmmFgsiknKFoumSq/QeurMMFydDggf67BU9RNCi8CVGaVF3N5wb8AncM8OHoIlMo/YxoaUj5H9IHtmkxBCRG73bTn0NUPz0qj/H82bLTD9LFx8caBoAzyPKfZyL78eppTlYgQr+TQw7oWSU57ob2bm7wLwj8z80wC+Cc1JXPYS8sAIcXv2uDyHeRgDNj95SPVxK02ikkm1L7oDQDJHhXtmFCBM4DbM7gtk4I81M+wDkYcQex26FLcO8wZFpbRytA+/XRZP/y/LAVnyv9atML3fKF5P00fj3I5nt8tFUbkdeqYUrcLPLUYoekWJp2w7QAqJ/1P5+zkiui+KNt2FmyvS9mAHGuj/Q/D/MeQ/KqbiY2kPD5txDZdCTdQh4li3Mzb02Izt7UtByiug7yv2cdVxqeanVez+6n/pzXYINJ+RPs/WKq3CLqgXy3vHOE9893YGHrWLYcoTdC0RfRGAn0fhM/VXAP7bJgu1DcgQfFHii0XdxNP71f+l1Tzs8Jd1vwzOSLdok3XpK3I99LrTndCq8NDiC6kq3Htk7D1I3fT1BV+F0IZA7KNkvXBsvA3X6WN1lznHQJoal/SkhuXP2s8E0FbgKQN7GmHqmU01pehzlUr1TCn2NeF8bKYUFP/SxSJt2wE63xpm/hlm/mTpofIAFOu9/d7GS7YF2AfKmlSqh0yY3rN5xx7k1LiYXRJovniisKwtvAhEU4VbAk8h5D4E/j59Q5HfEMlZhEhym0hpZWhyt/drTSldr1ioDyJ2nkkXso031HjA3Be1ia/QmWnzWZyr3hPPdGkJfVQdmhWGWyh5E+glfZj588z8KQC/vcrFvJWeiei+RPR2IvodIrrHKvmuCvtAaZuc3jiHCoioy6Thy132xcCD0Bj+H7OFe4rNhkm4t98HhDa5IXBsyTwVq54XyqdPXl6Hpne+JvKu9TlDdW3NXWaOcdc2XsKdJIuUGu8g8C7ESD/YT5SmwqU1vFCOBaPEUSFxhb4ryeqVnq8A8BAA30lEDwHwAyg8X14F4FkrlmclHD/lE7ZWBbI1iTzhnxVrcsaaqPZcHX54aJrMIRXeZUZJMZ10qXD9CNgXOTdxIRXr5RtCKgnnga0vrMIG/PvMnTj7eqSoce9X9i2RO/lWHZtmyoWQbbzreYuZ/iyBh1qoxiPFU+GavPN8hKYUoBjss+feKR5WcQYOrfQ8Q/029P44rAtPHeTmQRNC50W5I73tQNv2mDovs6fIu16yhtJSL2tLhXeRwpAITU9r78+SaY42waciRNTr5GXL5aUT2AFfsp8yVS+QZiqxLSc7h8tMhQuBGyIP2sbXVONdaUSFl+wsu54Kt4JptBhIiXvWCBP/TCK6pdzeRUQP68ozNnfK78InawLwxZ2lbSO00vPPA3gdgE8BeMYK+a6F46eAW55a0kn5PxCFkGWoRnCijJ95hjt5WfIc1VwrehSnnByaM8VLZ/e1orLXBtB2HQyp8MbJCfvesfetzct08ithukw6LFP7+hq5Od4EUohLiNojeb3vKXagPY2td79d5dB1YOtVf6yX5YdcPWNA3WI7+TjghreVpyaQeXRkZkCFWzVf2sJDKty2dEerwoFSia//hVHWiEtR8N9NRHSKmT+okt0G4DHM/I9EdAWKVdQeFcs3NmLzF1aMC8Fd6ZmZPwrg4hXyGwx5Dsyy+uGaqXBR41W61slKlaUOm9fn2iH5XuFseMgXuKHiPBU+BLx/482IL7ua4nqXo01asfSroIs0u1oHITJfwlfh3nzkfRGqE6eMmsA9hOK6Woh9oKeezevRmfpS+p3qKtpoMEwBK2sEABCRWCMqEmdmPUPsu1HMXRVFbO6Ud6xcVB+9VnrWIKLXAXgqABwcHAxcrGK2tJufXBO5VQxZXs7Xlxcf5JnI88W5YuEF+1L1UeOxuVUEh4doeB7o6xQ76m70/hDWqVQSlRkNdV14LQBNRGzSesRtX56+pJ768mlFrVW4hC0DaTuItYGUNCFI/dj6zdFas1O3DAWHh80JsrpMfOuq8MUi6oWyXDRHSm9qBZ/bbrsNRHSnCrqGma/ulQkDnP5xuzcRnVbHr2RmWZM4ZI0I4XsA/H7XBTvnThkQ1UrPAD6GYqXnJPNJWelXA8C97nUv/uQnPzl44WSKWmnmkTKl5Hn5isj+Igdl5YO7OIdq4ilL5IIhiFznq+dVadjDu9bCDBFgKjHGPgpWjVuSttfKA2k0WXkYUrLZvPTo09yJB3yPlVRbuEVfUs/Qnv7XmFQ8NW5bbqkErhEicB2fc8OlUBP4UplNrFvvJpdgu/DCC/GJT3zignXz6SHE72DmE4E41xrhJiR6LAoS/5auC27S8NgAMy8AyErPHwLwW8z8gW1dPwVLZaNbOq6GjfkedJd6viyPrT9p11D8BBV0eNjupGrBdnqt82/te65Or00RIRLMzQY0le9S5TN0G9u7tkCu6XXI2vLoPPqO0lz1f2PNPJKP7uD0LmdadH0IvKW0I532i2XjndBK275LVoWPHcyoxkl1bR1IskYQ0UNReOs9iZk/0ZXp1kgcKFZ6ZuavYeavZub/uM1rp+CiN7cHYOmHrzW/SiqRh5qfrX3zMtnOTO372yL1lM7HRmYd8avgZjQJT0jRIzyPyKGOLZmvQugx0tbQBG7P0WWwZpaQLXxIxMptzWnqY99a3QllJ+fJ9Qncxi1kbpTiHeBF7r4ztjNzVAshdyDntK0DlTWCiI6hsEY0aoCIvhLANQCuZuYPp5St800moreVw+7l+F5EdH1K5vsIcYVaGLXgqfGW73g10Y83wmsFIo+9kHUisy8eKRp95sLuQ5ZemW5Gmwi1ycTzG9dE7hGlTZu6hbBU2zlTxhCBe9e/JXKNEFb5GMUgZrTIq2xNcFVRehK47qUM2MGtGUW/Aud0SzffDxUOlGtCnEvb4vn41ggiei4RPbdM9pMovP9+lYhuNvZ1Fyk28Xszc2WELl1fviThvL3E8VN1J6e4Gep9bScHSpdDjeo45EFgFpAA4jby6rzM36+upSELFudOXFXQSFwqQnl4nYAZipVxvLLn5tiWX+fXd/KuWBtXyFv2PQLX+dj4baHHtWTRiEoA5P53Y91OTNlfLBt2cFHeYkbRLdql2d8XFQ40b3sdMPN1AK4zYa9Q+88B8Jw+eaa8xXkp8QEARPQAHK2Z/1vQD55V5HbQQkONA0qNK0UOlaZrNRXZP3xs2xZuiZz0v8+qsU38i1LzFLMK4CvykMrVv5ZcBVpFh9CVxitPSIF76cSMsu6b3XW+bbGEkEDy+lk6fKzKdgUC18+3KPDSjKJNJZ4ZRe/vCzjRlLKud+aqSFHi/w7AHxORuBxeDOD7Nlek3ePEtYUa1w+h9k6RB7QS0JCxFrmjkp3wrpWABkWK4h5ClYfyBdofF3s9ObbhoshDefVVwyEi1ARtoU1BoTQjRpYBmRITGjF5GVPgCec3OjJztPh/tAN7AhhKiW8CKcuzvYWIjgP4RhRv1AuZ+Y6Nl2zHqMwnWb2M27lSPWg+Pnas+AfPgg97VphGdLj4kTeOFdHnOXx/cDjkb5dgC2GJtvteiLxT0nThZgAXwTcriWlFH+tr63BN5Do+qREZiQvZwKGOQ2lCnZlDKOuB2ELs4B772OcxZgP3foHajFLK6qVR2Q0SN3H7pMKB0a/OFn4TiOjB5e9xAF+JwhXmYwC+sgw70pAl3M6pB9B7GPX0mgDU02vMKjDxQPhlOXmy+A11SHWODLUmiRSkPqWeC15Xvt7GKIj8nAmH88tq8/INXcsru+081eRsyxdKE7rHVbFhhtBeTQLxUulL4GI3MAQe8urSYWKS3DcVjuFcDDeCmBL/IRRmk5c6cQzg5EZKNCJc9OZiXhVR5UD7XaCy4xMADmQAkDc3iijS1qAfM7IzD+RhQaK+bTrPNCH7fdS4l6fAquMQzgCIfe+lnOdQe1no8C4Tiy6fRde85SECl3NDH59Ul8LYxy5FhXutlxXIvvFMBUx4SV4o6n4US4dGZdp+pH3szBQwFw2PsSI27F7s3lcw8z/rOCK6q3PKkYSM3gTqh1OQZcWDyQ3X7RyE0v6iEwo8jxRL5H3nYFlpuTWPvPuSuz4vhFQiD4XreCmPJsiu+Uls3pa8dZjtTF2o4z4+4eu2gHRYH/fQRIidHGgSeEx9CxaLeli96sj0HAH0oB4h+33FrlR2ClLe0nclhh1JHD+FVnNRVIcO08f1lLXqZfDMKo3fwHBmgXU5bCFmQuhCyttl0/QhqjNomytCpotz5bZA+568ewxNeeul7WM+0dc/V95DF6zJR1/X2w+l6ULotS2fEb2AcgyuR5XexO1C20Z8ArdmlOUCOHu2NkNucn6UTYO9YR+BbReITUX7ZSgmbLkbEX0D6jbsFwK4+xbKNhpc9GbgzFX1fCpWjQP1TJUH87IjFKUil0TaB1zMKrn9XQKXPT5M2MGXUswkAq1gQyYVmHh7bih+VXQ94VK20MfK6/yMmRhCCtcSONAeYLQw6bo+WH1aAillFIRUuD22k4clsskllwBvvb7JQFpsNMKWNZHn4QE9HrHvpR3cYFfugymI2cQfD+DZKMb3vxT12/VpAD+x2WKNDzLvuH5gZ2g+5+7c41ZxhybC0t4pMfQ2taQihbBtGnmyU+zj2lslJW+PiLwPjpdPKH9NzIIU2/XN6DF3UQTrSrUNM0nUY6V+8GNzhC+d/X0n8LF7p8Rs4q8F8Foi+vZykeTzHg+9piBy4VxR3zPDLfN5rdZnUL2i84PyZDMi03ZqAnGyzqRDM9TB53UIagytxlPJ5X0AvsEJ19eIKXJJ10X2oTA7D4pOm5vtXJlG7ODrEnbsOHfCumzhNtwo8K65xatsNAtzMwxoKfCQh5Y873YSuYve3F2E0YO7h9TvEimy7uHO3Cn/YYNlGjVaozcDzUdtG6xs5Gp+iYatUUNIPunTH5pcyksH+CSh4RFLbH8VvA9tQtWbmDLsvZ1z0oQI2AsLTWRl8/MIvC+66qgr3vvfeCNY9T7Q/BAmomH/1oQufnN5ZQOPPeu6T0hs4fvmDx4CA6MesZny377Czp0C4AmbK9K4IR2dKXZATeZNIj/XJuk8By65dAvttr4miFD4OuV8L+JEbslW26jPmTD7gdFhepIr7+PgkbcQeEpHpoeu+g0p8j7/FwtN+j0WAsnz0l/cI/D64dadmN7zbudJOSp28Ar72rGpMCOiuzDz5wGAzBglUQAAIABJREFUiO4G4C6bLda4ISsBCaTlGlIe0q85Rw7Kz9buh2JGmWMFW3eO9FGL3shHoN0hGsvXC1+XyI+bfL1r6DiJl18hL30P3uRbmrx1XpbwJd0Zc/46SCFwjS4VHrtOjmSzj7V/C3k3jvMGgS/zwgZuvbLEEyXPN79Szy7AwKhdDFNI/DcA/AERvQbF/fxrAK/daKn2AELky7y2iWtbuIYeEJRlpZ0cKHpCK3v5KqWwpGbDLWKzG4bItItk14Euf1caXQb9a/ftud4shfp4adIOKae67svuex+g0HmpeceSidpWLUMlKT0/cKvE9fEyB86dPVoEDqBS4mNFytwpP0dEtwJ4HAoG+BlmPrLzifeBuB6yqsX5vHiY9dQgWdYcEASoDk/trZIvkcTmed7uTXVtoyGS13GhTs7YvsY6pH4zgIci3FJI+WhoRQ6TRx/1LeE3J1yzC31MKl1pPRXeYYLRLiMCO+CsMpsYW0EZbxW3iBOPwM+erZX4kSPwEvvqYliBmX8fCQt2no+QB5kyVMPzs5J77Hu0rN8RZDlAUAHym/rJ59xMRbsreB+P1PRAQZrarGLz6yuBbIvEkrjA+oALgesy9qnfdaXaEO31CNPEnitD4qGh9JK0teix8804SmAedydtJ4kT0TcC+BUAXwvgGArZdiczf+GGy7YXkM6bM1e14/TAORFCrHihMUy/MqyfQ2tVew3tTx4lcqvC5ddO77qKGg9h1bf4DAofcl1G2dflsvBI3nM/1L+e+SQvyzCkzT+Uxzoq3EtvBi41HLfVUHqgPnZXnmr6f2t7t1biuhMzz4HPnz2iJhQFWWNzrEiRGi8D8J0A/ieAu6FYdeJXNlmofcTxU8XDfFZtS+OOGOrdX57Ni9FzC+UVUL1oztPTkD1aTUKFeb8CT7GF7LF235ok1oUm0RyFHWqBpmeJ3XKTVm9n1SZheXmeEN4S9SyKCzQ7Moe4v1AeoXr1fMJTCNy7ruzq1l2He8UllzSIufI6Ua6C5xb1M30+EbhgzC6GqeaUjxDRjJmXAF5DROfN3Cl9cPxUrcjl/TiGQn3rTk8R0tLhmWVqdKdV4/N5GS6jOkOTXemXXM9UqH+B+rvtdXJ2DQKKXbNrAI6FLpP8Cplq84oo89B1uxCayyQHIMsXxlozGrH66CpTF4FrxAg8dB1u28Ktma7lRlj32Gl/75AHilbposjPBwIHmg2asSGFxD9Xrsx8MxH9HIC/A3DBZou1v9BELhBLyWxeH8svZwWZ36UyqGf1CS0FRbUyrzL1iMVOORsickEXYXtP8LqmB6tU9f5ptN0PQ66Hoby7rn3GHHdhFfu8l3coDwkPEbhXV9bPHoq4xV2Qa2GQ50VrT7ualCYWIWetxO2+NrOcLwocGL85JYXEr0bBCM8H8EIAXwHg2zdZqH3H8VPA6StrZTMr+XZeqpy5IvPKXp6XvSfzgyZxLwBkZszvMaXGW3ZxIT7vqfM6Dj37ONCed9wi9EHQcV2w6XSZb4I/14puifS9tuT//sj5IYRaHV1pvTD7v0klcE3ecpzX53Up8Mpct2ya7hbLFnGL0tbkrkn9fCFwoDS87TOJM/NHy91/AvDTmy3O0YHu8FxmtWeKRoPEF4vCfFKZUspfscNkWWlSyVBN5NCae9xT3FqVQ8XrX0vkGjFSTFGnKaQaSn8GwMPQdBtcID4gqOv670O9pN1QSPF1B1bzA/cIXIeVnbNeh6buV7EsLOq83Jeh8iI87Er1Ygp86DVJFXK0sK9+4qVveNBUz8wP3UiJjhjkn2+nsAWa60a0zCeNcOWvqM0q7ihPTcRaXVtbd4jIBd5ozti1vLgYUghNRk9aRW4nyIqdryEeKHZQT99FNWwrZAgCZyc+pMAlzBC4e/m8+WzZ8HJfuwvaaSWWkezPF4z5/mNK/MqtleIIw3NB1C+IiG236ZudKzoyZbVmQCnyvFbkcwAk/0rprASaJN3VHhQi18TcdY5W+DHEFHdIJ+QqzWkURC7l1EhtOYgNXDpL5dqhEayrINS5G/M+sen7mFCsAjequzKdaHvIuZYpBYsFPn+2npXTKvA8PyKzEa6IIW3iRHQ5gF9G8fK8iplfYuIfDOA1KDqF/h0z/0JXnrGpaD8aipvQH9pOPpujQeJ5juLlqjxR1PSfczQJXMwtealEq4wWat1NQV/5YIm8y5TS98n2iDtmAhHCWqKwkecAHq6un4KbVNqY5403YnQIWAIP3bslbdkPkDfQJnA9fL7RgVn2t0i8TlvunzurDs08KeeT/TuEIdwHiWgG4OUALgVwO4CbiOgUM39QJfsHAD8A4MlOFi6mwT5bhFblPG92elbyJ8uKHlDZbxD4sg7LSpLNl6WZWBnYq47OlOa+ByHoGKmt0r7s8n3uIjAA+DP4c5JryAdI7N+2daE7ba3pCUj/QHhmnVDLIDSJlb43T73rNEp9A4qkvfEFSoU3vFFUvCJ6b5KribwLDLgoxCMBfISZ/xIAiOgNAJ4EoCJxZv44gI8T0RNTM03xTnkZgKcD+G0AJwB8F4B/kV7uCRaiyufzckhLjvKFOtfsyNRuhzasInKgmkhLTC8VmQO1DVibWULQClyTUQqpeXmHCC30K/A671QefFPZpDnhnJsBy/eoj5kmae/+8vq84P13wdrrQ+hjMrHnpZhP1Phw6bQU04k2o1Tuhosq3JpTjsw0skOg36IQ9yai0+r4lcz8ynL/fgD+RsXdDuBR6xZvGuyzI+iX5MxVUC+VkPPZInJ+0FbgiwWqQT8LABmXRB4i85Ay9xQqTJoUUgt9HLpMJQJPdQIt0wFQS6I8BxbvLkjsbo8owv7pprpegvev1XNuwq0XTyqRp5J+jLy9ejHqvYvAWwp82SDqJoE3PVbOJ7/vvuB+ozHvYOYTgbgh1vhrYRrsMwIcPwXw00WFn1MKW7mzZFQQVMsVURF2w9tlGVDmVYaSEG0yB8LeLBap7cwYadt9YzZw/Z8VCf3ui4vww0M0pveVTofW/XtkrvsArEePhKXeXxesqUh+HXu5rgNN0o0wGdCzqOulQeCLer8VV7QAJwKPYyBzyu0oxtkI7g/gb9fNNEU+XF2mez6AOzEN9tkIbn3jh82LajfVRW5Vl6vGbFxJiqxJA/Dn2xaSsTZpb+uKt/l5dm7ZZ7gEbtzhGhM73XhjXYk33hghOn3/9np6IixdN7rMXfenkZrWI3CVpg+Bu54poedCbYtF8exNCEJs4ilbB24C8CAiurAUxk8HsPbns89gn3/GNNhno/iLN96KY8eAC592vAjQ4/NFgVcuh1Dmk7w0u4gNnVHNglipUaXKkde/UVNDlzoFuj1UPNISBJRng7BlX10nz4G3v92/nJC6VuWtVom6ZmO0q/a4yU24rgcPfepBhynyti0P2bcfLiHmRnxNyg1vlKrzctmKu+2NZ3D2bEexJxSDfQZwMWTmBRE9H8D1KF6kVzPzB4jouWX8K4joy1D41H4hgJyIfhDAQ5j506F8Y4N9ngTg/sz88vL4PQDuU0b/KDO/cf3bmuDh9lNncDAHvvSpjy4CstIGLr7jQGF6EcKewzevCJnnedteXpG7XDVGaKluh6G4DpdCqzhlH2iSFxAmbwtN5kD7/oH6Q6b3W3UA+OafEJl3yTHHP9y7/+rYtLQkXKf3OjcrQs9bnZx//+Y/wefPNi8zIY6hZihk5usAXGfCXqH2/z8UZpZkxJT4j6KQ+4K7AHgECnv4awBMJL4B5Oqd/sdr/wRZBhw7BtztyZehcjMU6GH3QlJzlVFjQq1ls/MTMOocaBEa4Cj1XndT77IhJ3vTjV9jMgCaZpM+0GSeB+5fruWRukaD4FPf6shHS65rf0MmEx0GOOYTrpfYaajwHP906oYqSl96IvBucD/vlK0jRuLHmFm7w/wxM38CwCeIaOrYHBhdL9TyurdidiwDnmDcR+cH5e8cQKm+QmaEHKg8WYA4oQFt08uqN+bt62NrKpHfVYnbg87r8LDZGgGK+9fHuqyxj5xACJ4j9WQJuxFm6iBE3i2zikpnOy/zHHzt77mr0sSKOaEJ3te5UwDcSx8w8/PV4X0wYaOQ97M5v1UOvOX3S1PKDLjssuZJnhK3NvEGcUUI3eaRAl3YEHlb42JLiTLwznekXW9VCKFf/Jj2/evy6XqowgL14c1jE/poAU21beNj5G3t4g17eGk2ecv19b4poicWxkxQY8G+rrH5HiL6Xmb+NR1IRN+PYtjchA0gpMjFEkAVu8+AG24oCZqAy69okjOgiEmZEbTijBE60CS1bOYTnC1ktR8ga3u8DdIOwV63sp9H1LjXwyV1GoMl7UZdxaaSDZA30ByJ+dbrm52YifBm15zQxIAjNjeCGIm/EMCbiegZqGcPejgK23jyuP4JG4JeHAIAbnhbsX/Z41UiZQ5JegqN2aAKzhxS7iCK0JdIY0hzyRCwnaGCPq2RELwWhxdnP4Qh9S3HN7wtra6doDET06iwr+aUcgz/NxPRSQBfVwb/HjO/fSslOw+xzNv/kDwvwrPyXa6WcfOa70ChzgWS5rLLlJdK1lThYjdvqHKtzmm1J9hrf974h+2yjRHiby44fGy97y1gnVo/McUNtO3djV8G3vrW8PUCdhKPuKcOzX7Y545NAEBJ2hNxbxh53n9W6+rE4LqbJYTYK3IuieiSS8rj3MTPzHFPwr3xRp/sNGIfol2j1WL4QycNtxV7at4h27hs4kZpSb9PfibJNCf4ethXm/iELSL2gukpM2b2BK8zsYvUBUIWHllbQrfx3nFfjJHI+zBdyBwUM29EOzR7smzDo8UxzyjoZ2gi9H5g9Opm2DpG9gadvzhxbXyBFkExajzNBrpTjFm6HDX0+N/bbwfn08RXnYjMWmC3XWBS4iOCFmQrqyWtxruUrvVS8dKLzXxTGJMa72vbHvKafdW47fSMnGtJJkUsTGhizPU1kfjI4L1onQ9QrqZs1a5w1t+7b0HWNpdwt218qGttC6sQeMyUknxux8MQIfDQ8ZiJaUxgjLthubU3h4ieSUS3lNu7iOhhKu7pRHSmnOzlvEXQMSEfyJ/Xc29b5fyjiKHubbB8Iv+jlrtn/P+5NErc7k+IQ7xTUrZdYJtK/DYAj2HmfySiKwC8EvWqFk9HMS/L64noHsz82S2Wa5TwXrLWC7dJM0ejMBs2qQC7U+O9VPHAcmwIBo3kMQ2tHwj76ic+NJhZrwb0bjRn6pI296ZWq90baNW0VESuJ7qbAd1DxFsTOxnkygc8ZBd3beQd8aHrpMDzuNkktvFmpphSWk2vhI9FV09a6SMuz44k1S26yUslHZM5pY3vAfD76vgaFHPonmbmz+ymSLvH8VPNFy60LoL7AucdcqFP+9klmoCPVVJ+Pd+ATXf1r5J/KrH2KUNqmoYdJNHXrTzHM53oS0+eKd3gcj7xlG0X2HrHJhE9FgWJf4uEMfNrAbw2cs7rADwVAA4ODjZdxJ0jN8ppjlqZV0pcFoCYY7PKtUuNh9K08umhyPvk2xeb+jjEFHbKeX1VeCwuzysxoFtzspK9HJ8P5pbbbrsNRHSnCrqGma/um8+YWywbVeJE9Dwiurnc7ktEDwXwKgBPKqe1TQIzX83MFzDzBRdccLRnwbWdT9YdLM/LVcm1PF/1CQsNA7f7sYKmptfX64OhVPkQ9dT3etX+Cl4psfwS0+rnx/vXjpmYhsKFF14I4Y5y603gAy7PthFslMSZ+eXMfBEzX4RCM14D4Gpmnhb1C8CqJ/m1dvFq0I80sfO8TTahmfNWJrOEmQk7yX8Nz5g+b85QH7m1lbHTxl5FoYfystcq79czo2hCP7c4P0h8KCwSt11gmzbxnwTwxQB+tVTmp7d47b2BtYtbBdV68SxRpRK1bb7H1HiMSFZhgk14eQwtidYpY8y0Eqvf1LlSYmmUCl861aIJfbKHp0Evo9217QLb9E55DoDnbOt6Rw3aRi4zGmYwK4bledpIzZSL7fL8XaMPgfdV4SnnpaYNtIS81d+WeSvZhB4Yc3Xt8Zt2dLFY1M1da17RTeLcmlSAppprhCco9NS4lG74FLPKGP22UssUYsKqnp0l50L59I0LXVepcGt+0+ETiffD2JX4ROIjhLyAsnCL1znlnhR6W7vcAz3i6mM/70M2rTQjIvM+BL5S/pE67TKlBP+HXP+P87z1kdfmE8l+MdnDe2Mi8Qm9cOJa35aplXlDbbUM5wEyWpVEUmzj62JXZC7XHWiATfEbWPg5lD6al2Mb8dKWzOy13uQ0vZrbiWvDl57QBGPq2JywAixZ6xcw6N9r55eOqfEUcukinhSTQV/Jty0i7/vR6DQPJZpRXHKOdC6nlMtR4d784Xk+eaWsijEr8WkWw5EiZBmRMT6tFzHPmxGhjkVJ58Y5A3J0vn2G26deM1QOQd8BQn3yTj5nTQJPaQGl5uulKTd5PuyEV55pbkI61Byho8SkxEeKE9cWg3qW6gW086pUL+oqCk6nT23qu8RkiGsoRV6dx+1tnfN7nZtgPkklcHteKCz1gwGU99RU4TIqM2aGm0wp/TEp8QkrwxsmLfvLcr8xv2C+VMo5MPPg0Ep6G7McNq5XkrFW6WPpHA1hXRVuz7cMHUhi+08mFb4axlxtkxIfMTw1dW7RfimXC/guB3ZSrFiHW/WrFGvIJODadRPt40OyyKoKOynvRAUOhOs1qridNTH7qHHT5+HZwu3x5JWyGiYXwwkr4/ip5svnvaQ63CozF30HoPRq3vfwjR4rm3SZhFofyh6du33rNzhtgu9WaEdoiilOtsmUshom75QJa0GIPLTpl5QXeePlbqCvHTamFKP7yzb5hDA2Iu/bgkixg7t1t4Zfvv3nJ6rwicDXw5iV+GQT3wNYlaUn85djGYo/W5R6ICsTzOdFRGPhB2f9Tf0LlPsRb5XYPlBfQ+cXurlY/LbQRyXH5o/p/OB1mKps/p4KX5yrHgYham1m8z7wi13JxCOCkcmNBiYlvgfQk2KJwtJNZBtXv8nL5lutkby4QIR0vP2YeSXFxOJtQ6HPNVIIvHW/XSp6Be8Y+7tosnXVCnMIfFLhw2DsNvFJie8JFotaVIv6lnCgmAirUuP6pc/zwlin/9OVelZqOeYLbpdyk3jJy6rpRjrjubKK8g6RY0oefT8Cq6hve+yqbMc81Yh3VLjFQpaQKf6vS8f1VFS5dUudsB7GXIWTEt8TaOL2XspuNW5GcMYu5O3HwjrzWXFO7ZRrpN7LWtdZk8C70iaZUcyHuTy2LTGb/eRWuD7GrsQnEt8TyOCfSmEt2k1md04VIfLFwidyrxNyFSUp+8E4ZxHCwUg2wGDrnA90lzl6v3p/RTu4xmLZsoXb0ZliRpFnQxT5ZEpZH5N3yoRBcNGb2y5jenOnqa0SRhR5F5FXYYbILRF557aIzhCjvYl1kZJP1zVD5L3SxyviiaKvZ/PR+4tm34b+gHur9cjzsVxMCz8MgbEr8ckmvmdYLEr7d1bPowLUpmnxVAGKX4Img3PA/ABA6aFi//t2QQnZb4SZ0ZI6jRREwu2x9V6Ra2pYgrMLMofiutBJ7In+88mmFLtUnlXegXxCan1xDlgswIvmTIX2I14R+EDfxAkFxlyVkxLfMxw/VTeX7WaVmXgttJSnVXva7CLhAk8ZAm1V7u17cSFlHpvzPKiYnfsKbSGEru2WdQX1HWuxVNd3CF6rcGVGsaQt/+dz5jmYVPhwmJT4hMEhClwUeZYVL7Hs26W4Zg2C0YSVATBKWqPLH1z7kds09nx9HAxTZdv0XCx9OltjHyZ7nNx3kLCItfiEl+ysbd3WzdSLmzAcxqzEJxLfQ5y4FjhzVeFyuFDkrc0rnKlxPnlpVnHJ2iFyGRAk+0A6kdtzYsc6rBUeUObZLE72fReriKr0HuQNDEfgko/q+AjNFS5KXLfEps7MYSHD7seKyZyyp/Dsot7cGZK2uYMmkbQmyuq7H7D/ph7bm4qh1eG4RKdJJphXj3IMReBd+TXWSK07NEP/Y2ut6aq+CathzOaUicT3FCeurW3e2htB28itF4P71mu0GCHR/RDwibyLtEKsE4tbFynXjYW5aXoQuLWBN+rcLHLtmFFC/SF6m2zhw2KyiU/YGMSsQsqUUk2dkjV/AeDgGCLEmEU8TgJeK619Z0Uez1ZuCxYKt3FusQP2/FTE1HgsrMt1MIXA5df6kTtzo3hmFD1L4eQTvlmMuYEzkfie4/gp4OYnA7Os2Zml3RAFWQbM5nmE+Ix9PNbhWRF8YEm4mK1ch8XCvXiLvgTeaa7pIG/Ab3UE0xoCb5E4N8OqgVk5eJEH1fYyR0uhTwp8Mxj78mwTiR8BXPRm4JanNsOk01NDuHAG1RvqIXeIXM9+GFPl+kKeT7ktTCzcix8SsXxdMu9h+2/sOwTuLY4sBL5YNMxk3shcbVZZLopnYMLmMJH4hI1Dm1HEnKohbog1cszyswXbN56CrDnZVSqRy0XcY285tYGUeB+kfAzWJW977I78NOpb0ikbuPwPpSNzYVT3NM3s9jB275SJxI8IxKxyTpE5UM9uGHrRZ/J4ztEk3VQi1xdLJXMgjdC9+CERVeIpw+UTyVvLaD3tgaRTHZmN+XGM4rb+4ZMdfHsYsxKfvFOOEGznFxBe7UWnb5KMstVGLxaZsKnrOJa/LsOm0HWNdQncu1aIwFW6rv8d0DStTDMUbgeTd8qErUHUuJ1r3ANlRWcoAMyRgypFflD8huZPaZhRzApB3nkCT22HlLlNr9HXtJLKcinEHQrvq8C9wT553lDg1ia+UCaWz5+dBvVsG2P+Vk4kfsRw0ZsLImflYuiReZah+O9X1hRF5EBB5vN52KwimdiJrBpxHXZv683SKiS1w4aQnp2tDK/l0KXEA7MeegRuyBt5vcCD2LzzvE3gZ8/WHZl5PnmjbBMTiU/YKsRT4ZanFjwpw++tuyGANpHnZ5vkmmXA3HRkCqwqB+LK3F680xYeIFuP3FPPDaZPIO5gWGAxB03gi3MmvE7nDebRJK73z56dPFG2jaljc8LOYBW4djtscKYi8sLzsFTleV6cVEWgTbwtsu4g864wjaALZE+Cbp0fs4cnmFBiMy7K76JMs1ig0XmpCNxOHbtctIlbfs+erZX4hO1i8hOfsDMcPwWcvrLYF34RIifDj9r8kmWlKs80YZeknFGij7iZpKpLietwQR/TSdcHoQtJJpSO1XckvLG1CdxOF2yJW3uh2DSTDXw3mEh8ws5w4tqayIGCFI4dK0S19hvXLokzRegzV5FzTeZJZpMEQrfnevExJHdgJqQLmUwaajxC4tVKPMuGpLbeJpagtSLX8aLCJwLfHSYSn7BTCJFb7jx2rO1XnmVNVV78OuaV+UGczAFfaccI3Z7v5TEkuvJOWbi4kV51YIoN3CFwOwrTU+MSN/mC7x5jN6dMfuLnCU5c2yYImQWxZQHI21OeNk4SkpKOOw3daWdh41LWstwUgmV0prUNEXjOZvNNKN7EVbY6Q1PMTnOijAN54rYLTEr8PMLxU8Wsh0DbJi62cvFkAQKKPMub866Imp7P0k0jrc5RZ5GHLiKPzftS5dtDaQfTqI+K/WhZ84oxnwDNJdSErLs8UHS6yRNl95i8UyaMCkLkWQZ8Hk3VNzNPg7aTiyWl8l7J8mZgw27uuACuMmVsbIm2ToKOxKd0UOq4hvIOmFP09LHlYsaSTGzdmtC9Tksxn0i6icDHgzGbUyYSPw8hzfMzVzXNKfOSaKilwNuqvODu0q98Pi8maJERnA2l7sxgGEOe9xuVaZdrS72Gt++l8WYbBNofgpKFdaekKGrPHu6NypzU9zgxdpv4ROLnMcQFUdtkgZpDD8wanlatS3iWL0BzIW51Qjar1XkI+TI8eEcTetB84qw+FIJuDcQ6KIG26o7ZyMupY63ZxFsLM9axOanv8WIi8QmjhXVBBEo/caXKD+ZNcQ0UcfO5JvK8NLNABzbVeQg5jD19CXeVoS6F3sfEYpW2TaeJO0b8Rn1rc4jd7IhMnX4xdWCOFpMSnzB6iPuamFfEBi68qQlbYP3KGxaUrCT0uSJzUeYhWJLWxC6kLmlCHaidJJ44O6E3v4lKy20h3lDa3jbZvvcbE4lP2AtUxI2aePS8K9pzRdJnAEIW6WyhvFnk5BiZt7xW9KsjxO28To1CRYbkp3Ri2jBF4Ja8re07RuBWkWvzy4RxY/JOmbA3EEUudvJMKXLh4GVeK29BlgHLMswq88qbRU+sZdW0hGmEBgXJiFFAmVwCbn9eWFcnqGFgNoSt92XKX9uZaTs1Q1PKTgN49geTElcgokcAeDeA72DmN5ZhTwfwowD+KzP/0rbLNKEJbV7RKlNs5cus6ODU1g29sSFzoCbzYt/YzgGffL15WfQc5qF0QJusuzoydbq8vUCD3tfkrOM0eS/LOLusWp5Ptu99w2QTVyCiGYCfBXC9iXo6gEcAeD0R3YOZP7vNck3wYV0RtUVEk3nbJu6rcx1X7JvOUIuQeSULvFIumTvkHSByq7o94gZ827fnjaJt4ZPte78xkXiNFwB4EwrC1hAfM1b7E0YC7YoopFyp8NJWLmQOtJU5UBM60KXS/TJQF3F7YYqFuYPDnf7LBnF75JxiTpnU99HAROIAiOh+AJ4C4CTaJH4NgNMAfoOZP7OtMk1IhzaxALUXy0wIfVF7sPgkXe8Dvkq3aTXC3oXN16tIV4dZYg4RuBCyXYPU/trRlxN5H30M2bFJRJcD+GUAMwCvYuaXmHgq458A4HMAns3MZ2J5blOJ/xKAH2PmZVHOGsz8WgCvTcnkLne5C44fP76B4k1IwXNur/df/5iib5FKN3CaFQ98NgMgtnEq9nOUXoKo7ebLMkyPBs1RngNF/BT2gLEIpbMDLwGAVX8oCzFzfWydXvIcIAZoUZxL5XFWnpuVYc+6sT5velT3H0PZxEtz8sthZWIAAAAJRklEQVQBXArgdgA3EdEpZv6gSnYFgAeV26MA/N/lbxAbJXEieh6A7y0P7wngDSWB3xvAE4howcydlkIieh2ApwIFid///vffUImbuO2223DhhRdu5VrbxFD39ax3DlCYgTCm/xUNaBAc030NhW3e06233goiulMFXcPMV/fNZyBzyiMBfISZ/xIAiOgNAJ4EQJP4k1A4eDCAdxPRFxHRlzPz34Uy3SiJM/PLUXx5GiCiXwdwbQqBl/lcDaB3xa8LIrrzE5/4xAXbvu6mcRTv6yjeE3A072sP7+n6vBCeKbgrEZ1Wx69k5leW+/cD8Dcq7na0VbaX5n4AdkPiEyZMmLDvYObLB8rKa6PZ0WkpaRrYCYkz87N3cd0JEyZM2CFuB/AV6vj+AP52hTQNdMwodN7jml0XYEM4ivd1FO8JOJr3dRTvKQU3AXgQEV1IRMdQjI+x/kunAHwXFfhGAJ+K2cMBgJijSn3ChAkTJgwEInoCCk+9GYBXM/N/JKLnAgAzv6J0MXwZgMtRuBh+NzOfDmaIicQnTJgwYa8xmVMMiGhGRO8jomvL4/sS0duJ6HeI6B67Ll9fENFXENEfEtGHiOgDRPRvyvB9v6/LiegviOgjRPTjZdjo74mI7kpEf0ZE7y//Hz9dhv8UEX2MiG4utyeU4QdE9FoiurX8H75I5XVIRKeJ6Od2dT+qLL3uq4x7KBH9aZn+ViK6axk+mvvaCzDztKkNwA8B+E0ULpAA8BIAXwfg2wA8d9flW+F+vhzA8XL/CwB8GMBD9vm+UDRF/18AXwXgGID378s9ofA+uEe5fwDgPQC+EcBPAfgRJ/0zALyh3L87gL8C8MDy+P8BcDcALwXw4D27rzmAWwA8rDz+YgCzsd3XPmyTElcgovsDeCKAV6ngGQpf/xx7OK8LM/8dl8N2uZjS4EMo/E73+b6qQRPMfBaADJoY/T1xAZng7aDcYjZNBnABEc1RENtZAJ8u4zLUAwp3er8r3NdlAG5h5veX53+CmWXA7Wjuax8wkXgTv4RiSlw9QOtlAP4zgOcC+I1dFGooENEDAXwDCpW0z/cVGhCxF/dUmuxuBvBxAG9j5veUUc8noluI6NVEdK8y7I0A7kQx2OOvAfwCM/9DGfcqAO8CkDHzh7Z4Cy563tfXAGAiup6IzhDRj6qsRnVfY8dE4iWI6EoAH2fm9+pwZv4oM1/MzN/Gezw5V2kjfhOAH2TmT+/5fbkDIvblnph5ycwXofABfiQR/UsUc2R8NYCLUBD2S8vkj0QxJcx9AVwI4IeJ6KvKfK5n5uPM/MPbvgcPPe9rDuBbADyz/H0KET2uzGdU9zV2TCRe49EAriKiv0LRPD9JRKNVc31ARAcoCPz1zHwUfHR7D4gYI5j5kwBuBHA5M/+vkgRzAL+GgryBwib+FmY+x8wfB/AnAE7spMCJSLyv2wG8g5nvYObPAbgOwDRd2AqYSLwEM7+Ime/PzA9E4YT/dmZ+1o6LtTZKv9P/AuBDzPyLuy7PQEgZNDFKENF9iOiLyv27AbgEwP8goi9XyZ4C4M/L/b9GISiIiC5A0Vn4P7ZZ5hSscF/XA3goEd29tPc/Bs2JoCYkYpo75ejj0SgmD7u1tFcCwE8w83U7LNNaYOYFET0fBRHIoIkP7LhYqfhyAK+lYlrSDMBvMfO1RPQ6IroIRYfeXwH4/jL9ywG8BgX5EYDXMPMt2y92J3rdFzP/IxH9IooPMgO4jpl/bzdF329Mg30mTJgwYY8xmVMmTJgwYY8xkfiECRMm7DEmEp8wYcKEPcZE4hMmTJiwx5hIfMKECRP2GBOJT5gwYcIeYyLxCQ0Q0ZcS0W8S0V8S0XvLqUKf0nHOA4noz2NpIuc+m4juq45fRUQPSTz3UKYM3hSI6F3l7wOJ6BkrnP9sInrZ8CWbMKHAROITKpSjO98M4J3M/FXM/HAUoyHvv8HLPhvFvCAAAGZ+DjOPZuQeM39zuftAFEPgJ0wYFSYSn6BxEsBZZn6FBJSTSv0KUKnRPypnnTtDRN9sM4ilIaIfLSf/fz8RvYSInoZiHpDXlwsG3I2IbiSiE2X6y8s83k9Ef5B6E0T0OCoW9ri1nDnvLmX4XxHRT5d53kpEDy7D70NEbyvD/zMRfZSI7l3GyfSqLwHwrWU5X2gVNhFdS0SH5f53E9GHiegdKEbMQl3nTUR0U7lVcRMmrIqJxCdofB2AM5H4jwO4lJmPA/gOAP8pNQ0RXQHgyQD+//buLzKrOI7j+PszYkal0kUXpYiIbFLWiKIa3aWpLjIpiiwxou6y28REf3a5LvujbmeSUqyyoqakm6eLmCy6SH9tvl18f6ed53HO9rRdtEffF4+d8/idc36b+XnO9zw+33YzawUumNltYBQ4bGZtZvY9O4mklXhgUlcaf6CeX0DeHWYQOGRmm/BoiZO5IZ/S3K4BZ9J75/GsnM3AXWBNwanPAY/SPPtnuP4qoA9fvPfgzSoyl4B+M9sKdFGdWx/CnER2Sigl6QoeE/orLTyLgMspC2MKz4SuVTZmN5778Q0gl4ldZhte1qnUOT6zAaiY2bu0fx3owbPiYbrT+nNgf9rejoczYWZDkj7Xea0i7cADM5sAkHSD6r/BRq9aAbBE0uKFHJsbFr5YxEPea/wTIgBm1pPKClm37V7gI9CK38X9KDhH2Rgxc6eXWn87Pn/cTH6mn1NM///PpXvMJNV3ss257bJ5NwEd+TuOEOYryikh7z7QLClffmjJbS8FxlM2dDeeIFirbMwwcExSC4Ck5en9L3jvz1ojwA5J62rGz+YtsFbS+rTfDTyc5ZjHwMF0nU5gWcGY2nm+B9okNUlazXRO9lNgp6QV8hz3fBloGDiV7aS7lRDmJRbx8Id5pOU+fPGsSHqGlyPOpiFXgSOSnuAlgq8FpykcY2ZDeOb3aIrEzerRg8BA9mAzN5cJ4ARwR9JLvHlukV2SPmQvvP3cUeCWpDG81d5AybGZPqBT0gtgL96BprbE8QqYTA9Ze/HmDBVgDLhIepZgZuN4c+AR4B7VzxhOA1vkrcre4G3kQpiXiKIN/7307ZWplFPeAVxLbcZCWPCiJh6CfxvlpqQmvJv88X88nxDqFp/EQwihgUVNPIQQGlgs4iGE0MBiEQ8hhAYWi3gIITSwWMRDCKGBxSIeQggN7Decz7/Ke2AaZQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# And the background map\n", "dataset_stacked.background_model.map.plot_interactive(add_cbar=True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# You can also get an excess image with a few lines of code:\n", "counts = dataset_stacked.counts.sum_over_axes()\n", "background = dataset_stacked.background_model.map.sum_over_axes()\n", "excess = counts - background\n", "excess.smooth(\"0.06 deg\").plot(stretch=\"sqrt\", add_cbar=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Modeling and fitting\n", "\n", "Now comes the interesting part of the analysis - choosing appropriate models for our source and fitting them.\n", "\n", "We choose a point source model with an exponential cutoff power-law spectrum.\n", "\n", "To select a certain energy range for the fit we can create a fit mask:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "coords = dataset_stacked.counts.geom.get_coord()\n", "mask_energy = coords[\"energy\"] > 0.3 * u.TeV\n", "dataset_stacked.mask_fit = Map.from_geom(\n", " geom=dataset_stacked.counts.geom, data=mask_energy\n", ")" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "spatial_model = PointSpatialModel(\n", " lon_0=\"-0.05 deg\", lat_0=\"-0.05 deg\", frame=\"galactic\"\n", ")\n", "spectral_model = ExpCutoffPowerLawSpectralModel(\n", " index=2.3,\n", " amplitude=2.8e-12 * u.Unit(\"cm-2 s-1 TeV-1\"),\n", " reference=1.0 * u.TeV,\n", " lambda_=0.02 / u.TeV,\n", ")\n", "\n", "model = SkyModel(\n", " spatial_model=spatial_model,\n", " spectral_model=spectral_model,\n", " name=\"gc-source\",\n", ")\n", "\n", "dataset_stacked.models.append(model)\n", "dataset_stacked.background_model.norm.value = 1.3" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "------------------------------------------------------------------\n", "| FCN = 2.802E+05 | Ncalls=177 (177 total) |\n", "| EDM = 9.39E-05 (Goal: 1E-05) | up = 1.0 |\n", "------------------------------------------------------------------\n", "| Valid Min. | Valid Param. | Above EDM | Reached call limit |\n", "------------------------------------------------------------------\n", "| True | True | False | False |\n", "------------------------------------------------------------------\n", "| Hesse failed | Has cov. | Accurate | Pos. def. | Forced |\n", "------------------------------------------------------------------\n", "| False | True | True | True | False |\n", "------------------------------------------------------------------\n", "CPU times: user 9.19 s, sys: 2.41 s, total: 11.6 s\n", "Wall time: 11.7 s\n" ] } ], "source": [ "%%time\n", "fit = Fit([dataset_stacked])\n", "result = fit.run(optimize_opts={\"print_level\": 1})" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=10\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
namevalueunitminmaxfrozenerror
str9float64str14float64float64boolfloat64
norm1.248e+000.000e+00nanFalse6.448e-03
tilt0.000e+00nannanTrue0.000e+00
reference1.000e+00TeVnannanTrue0.000e+00
index2.240e+00nannanFalse1.146e-01
amplitude2.909e-12cm-2 s-1 TeV-1nannanFalse3.341e-13
reference1.000e+00TeVnannanTrue0.000e+00
lambda_5.311e-02TeV-1nannanFalse6.112e-02
alpha1.000e+00nannanTrue0.000e+00
lon_0-5.166e-02degnannanFalse2.338e-03
lat_0-5.244e-02deg-9.000e+019.000e+01False2.244e-03
" ], "text/plain": [ "\n", " name value unit min max frozen error \n", " str9 float64 str14 float64 float64 bool float64 \n", "--------- ---------- -------------- ---------- --------- ------ ---------\n", " norm 1.248e+00 0.000e+00 nan False 6.448e-03\n", " tilt 0.000e+00 nan nan True 0.000e+00\n", "reference 1.000e+00 TeV nan nan True 0.000e+00\n", " index 2.240e+00 nan nan False 1.146e-01\n", "amplitude 2.909e-12 cm-2 s-1 TeV-1 nan nan False 3.341e-13\n", "reference 1.000e+00 TeV nan nan True 0.000e+00\n", " lambda_ 5.311e-02 TeV-1 nan nan False 6.112e-02\n", " alpha 1.000e+00 nan nan True 0.000e+00\n", " lon_0 -5.166e-02 deg nan nan False 2.338e-03\n", " lat_0 -5.244e-02 deg -9.000e+01 9.000e+01 False 2.244e-03" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "result.parameters.to_table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Check model fit\n", "\n", "We check the model fit by computing and plotting a residual image:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(, None)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dataset_stacked.plot_residuals(method=\"diff/sqrt(model)\", vmin=-1, vmax=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the best fit spectrum. For that need to extract the covariance of the spectral parameters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Joint analysis\n", "\n", "In this section, we perform a joint analysis of the same data. Of course, joint fitting is considerably heavier than stacked one, and should always be handled with care. For brevity, we only show the analysis for a point source fitting without re-adding a diffuse component again. \n", "\n", "### Data reduction" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Setting logging config: {'level': 'INFO', 'filename': None, 'filemode': None, 'format': None, 'datefmt': None}\n", "Fetching observations.\n", "Number of selected observations: 3\n", "Creating geometry.\n", "Creating datasets.\n", "No background maker set for 3d analysis. Check configuration.\n", "Processing observation 110380\n", "No thresholds defined for obs Observation\n", "\n", "\tobs id : 110380 \n", " \ttstart : 59235.50\n", "\ttstop : 59235.52\n", "\tduration : 1800.00 s\n", "\tpointing (icrs) : 267.7 deg, -29.6 deg\n", "\n", "\tdeadtime fraction : 2.0%\n", "\n", "Processing observation 111140\n", "No thresholds defined for obs Observation\n", "\n", "\tobs id : 111140 \n", " \ttstart : 59275.50\n", "\ttstop : 59275.52\n", "\tduration : 1800.00 s\n", "\tpointing (icrs) : 264.2 deg, -29.5 deg\n", "\n", "\tdeadtime fraction : 2.0%\n", "\n", "Processing observation 111159\n", "No thresholds defined for obs Observation\n", "\n", "\tobs id : 111159 \n", " \ttstart : 59276.50\n", "\ttstop : 59276.52\n", "\tduration : 1800.00 s\n", "\tpointing (icrs) : 266.0 deg, -27.0 deg\n", "\n", "\tdeadtime fraction : 2.0%\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 6.94 s, sys: 1.97 s, total: 8.91 s\n", "Wall time: 9.01 s\n" ] } ], "source": [ "%%time\n", "\n", "# Read the yaml file from disk\n", "config_joint = AnalysisConfig.read(path=path / \"config_joint.yaml\")\n", "analysis_joint = Analysis(config_joint)\n", "\n", "# select observations:\n", "analysis_joint.get_observations()\n", "\n", "# run data reduction\n", "analysis_joint.get_datasets()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Datasets\n", "--------\n", "idx=0, id='0x1180b8c18', name='-fbzIRNK'\n", "idx=1, id='0x115ccf550', name='tk5xvVAM'\n", "idx=2, id='0x115fc0080', name='1cpoqF7u'\n", "\n" ] } ], "source": [ "# You can see there are 3 datasets now\n", "print(analysis_joint.datasets)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MapDataset\n", "----------\n", "\n", " Name : -fbzIRNK \n", "\n", " Total counts : 47736 \n", " Total predicted counts : 42655.01\n", " Total background counts : 42655.01\n", "\n", " Exposure min : 6.28e+07 m2 s\n", " Exposure max : 6.68e+09 m2 s\n", "\n", " Number of total bins : 1085000 \n", " Number of fit bins : 693940 \n", "\n", " Fit statistic type : cash\n", " Fit statistic value (-2 log(L)) : 250423.04\n", "\n", " Number of models : 1 \n", " Number of parameters : 3\n", " Number of free parameters : 1\n", "\n", " Component 0: BackgroundModel\n", " \n", " Name : -fbzIRNK-bkg\n", " Datasets names : ['-fbzIRNK']\n", " Parameters:\n", " norm : 1.000 \n", " tilt (frozen) : 0.000 \n", " reference (frozen) : 1.000 TeV \n", " \n", " \n" ] } ], "source": [ "# You can access each one by name or by index, eg:\n", "print(analysis_joint.datasets[0])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Add the model on each of the datasets\n", "model_joint = model.copy(name=\"source-joint\")\n", "for dataset in analysis_joint.datasets:\n", " dataset.models.append(model_joint)\n", " dataset.background_model.norm.value = 1.1" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 27 s, sys: 5.37 s, total: 32.4 s\n", "Wall time: 32.7 s\n" ] } ], "source": [ "%%time\n", "fit_joint = Fit(analysis_joint.datasets)\n", "result_joint = fit_joint.run()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "OptimizeResult\n", "\n", "\tbackend : minuit\n", "\tmethod : minuit\n", "\tsuccess : True\n", "\tmessage : Optimization terminated successfully.\n", "\tnfev : 177\n", "\ttotal stat : 280219.84\n", "\n" ] } ], "source": [ "print(result)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=16\n", "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
namevalueunitminmaxfrozenerror
str9float64str14float64float64boolfloat64
norm1.117e+000.000e+00nanFalse5.577e-03
tilt0.000e+00nannanTrue0.000e+00
reference1.000e+00TeVnannanTrue0.000e+00
index2.290e+00nannanFalse7.647e-02
amplitude2.885e-12cm-2 s-1 TeV-1nannanFalse3.116e-13
reference1.000e+00TeVnannanTrue0.000e+00
lambda_3.500e-02TeV-1nannanFalse5.131e-02
alpha1.000e+00nannanTrue0.000e+00
lon_0-5.244e-02degnannanFalse2.225e-03
lat_0-5.247e-02deg-9.000e+019.000e+01False2.144e-03
norm1.119e+000.000e+00nanFalse5.580e-03
tilt0.000e+00nannanTrue0.000e+00
reference1.000e+00TeVnannanTrue0.000e+00
norm1.111e+000.000e+00nanFalse5.561e-03
tilt0.000e+00nannanTrue0.000e+00
reference1.000e+00TeVnannanTrue0.000e+00
" ], "text/plain": [ "\n", " name value unit min max frozen error \n", " str9 float64 str14 float64 float64 bool float64 \n", "--------- ---------- -------------- ---------- --------- ------ ---------\n", " norm 1.117e+00 0.000e+00 nan False 5.577e-03\n", " tilt 0.000e+00 nan nan True 0.000e+00\n", "reference 1.000e+00 TeV nan nan True 0.000e+00\n", " index 2.290e+00 nan nan False 7.647e-02\n", "amplitude 2.885e-12 cm-2 s-1 TeV-1 nan nan False 3.116e-13\n", "reference 1.000e+00 TeV nan nan True 0.000e+00\n", " lambda_ 3.500e-02 TeV-1 nan nan False 5.131e-02\n", " alpha 1.000e+00 nan nan True 0.000e+00\n", " lon_0 -5.244e-02 deg nan nan False 2.225e-03\n", " lat_0 -5.247e-02 deg -9.000e+01 9.000e+01 False 2.144e-03\n", " norm 1.119e+00 0.000e+00 nan False 5.580e-03\n", " tilt 0.000e+00 nan nan True 0.000e+00\n", "reference 1.000e+00 TeV nan nan True 0.000e+00\n", " norm 1.111e+00 0.000e+00 nan False 5.561e-03\n", " tilt 0.000e+00 nan nan True 0.000e+00\n", "reference 1.000e+00 TeV nan nan True 0.000e+00" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fit_joint.datasets.parameters.to_table()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The information which parameter belongs to which dataset is not listed explicitly in the table (yet), but the order of parameters is conserved. You can always access the underlying object tree as well to get specific parameter values:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.1172921144380115\n", "1.1185249877971581\n", "1.1111161210830067\n" ] } ], "source": [ "for dataset in analysis_joint.datasets:\n", " print(dataset.background_model.norm.value)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Residuals\n", "\n", "Since we have multiple datasets, we can either look at a stacked residual map, or the residuals for each dataset. Each `gammapy.cube.MapDataset` object is equipped with a method called `gammapy.cube.MapDataset.plot_residuals()`, which displays the spatial and spectral residuals (computed as *counts-model*) for the dataset. Optionally, these can be normalized as *(counts-model)/model* or *(counts-model)/sqrt(model)*, by passing the parameter `norm='model` or `norm=sqrt_model`." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# To see the spectral residuals, we have to define a region for the spectral extraction\n", "region = CircleSkyRegion(spatial_model.position, radius=0.15 * u.deg)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for dataset in analysis_joint.datasets:\n", " ax_image, ax_spec = dataset.plot_residuals(\n", " region=region, vmin=-0.5, vmax=0.5, method=\"diff\"\n", " )" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# We need to stack on the full geometry, so we use to geom from the stacked counts map.\n", "residuals_stacked = Map.from_geom(analysis_stacked.datasets[0].counts.geom)\n", "\n", "for dataset in analysis_joint.datasets:\n", " residuals = dataset.residuals()\n", " residuals_stacked.stack(residuals)\n", "\n", "residuals_stacked.sum_over_axes().smooth(\"0.08 deg\").plot(\n", " vmin=-1, vmax=1, cmap=\"coolwarm\", add_cbar=True, stretch=\"linear\"\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally let us compare the spectral results from the stacked and joint fit:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def plot_spectrum(model, result, label, color):\n", " spec = model.spectral_model\n", " energy_range = [0.3, 10] * u.TeV\n", " spec.plot(\n", " energy_range=energy_range, energy_power=2, label=label, color=color\n", " )\n", " spec.plot_error(energy_range=energy_range, energy_power=2, color=color)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_spectrum(model, result, label=\"stacked\", color=\"tab:blue\")\n", "plot_spectrum(model_joint, result_joint, label=\"joint\", color=\"tab:orange\")\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "Note that this notebook aims to show you the procedure of a 3D analysis using just a few observations. Results get much better for a more complete analysis considering the GPS dataset from the CTA First Data Challenge (DC-1) and also the CTA model for the Galactic diffuse emission, as shown in the next image:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](images/DC1_3d.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The complete tutorial notebook of this analysis is available to be downloaded in [GAMMAPY-EXTRA](https://github.com/gammapy/gammapy-extra) repository at https://github.com/gammapy/gammapy-extra/blob/master/analyses/cta_1dc_gc_3d.ipynb)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "* Analyse the second source in the field of view: G0.9+0.1 and add it to the combined model.\n", "* Perform modeling in more details - Add diffuse component, get flux points." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": 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