{ "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://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/gammapy/gammapy-webpage/v0.15?urlpath=lab/tree/cta_data_analysis.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", "[cta_data_analysis.ipynb](../_static/notebooks/cta_data_analysis.ipynb) |\n", "[cta_data_analysis.py](../_static/notebooks/cta_data_analysis.py)\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# CTA data analysis with Gammapy\n", "\n", "## Introduction\n", "\n", "**This notebook shows an example how to make a sky image and spectrum for simulated CTA data with Gammapy.**\n", "\n", "The dataset we will use is three observation runs on the Galactic center. This is a tiny (and thus quick to process and play with and learn) subset of the simulated CTA dataset that was produced for the first data challenge in August 2017.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup\n", "\n", "As usual, we'll start with some setup ..." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\r\n", "Gammapy package:\r\n", "\r\n", "\tversion : 0.15 \r\n", "\tpath : /Users/adonath/github/adonath/gammapy/gammapy \r\n", "\r\n", "\r\n", "Other packages:\r\n", "\r\n", "\tnumpy : 1.17.3 \r\n", "\tscipy : 1.3.2 \r\n", "\tastropy : 3.2.3 \r\n", "\tregions : 0.4 \r\n", "\tclick : 7.0 \r\n", "\tyaml : 5.1.2 \r\n", "\tIPython : 7.9.0 \r\n", "\tjupyterlab : 1.2.3 \r\n", "\tmatplotlib : 3.1.2 \r\n", "\tpandas : 0.25.3 \r\n", "\thealpy : 1.12.10 \r\n", "\timinuit : 1.3.8 \r\n", "\tsherpa : 4.11.1 \r\n", "\tnaima : 0.8.4 \r\n", "\temcee : 3.0.2 \r\n", "\tcorner : 2.0.1 \r\n", "\tparfive : 1.0.0 \r\n", "\r\n" ] } ], "source": [ "!gammapy info --no-envvar --no-system" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import astropy.units as u\n", "from astropy.coordinates import SkyCoord\n", "from astropy.convolution import Gaussian2DKernel\n", "from regions import CircleSkyRegion\n", "from gammapy.modeling import Fit, Datasets\n", "from gammapy.data import DataStore\n", "from gammapy.modeling.models import PowerLawSpectralModel, SkyModel\n", "from gammapy.spectrum import (\n", " SpectrumDatasetMaker,\n", " SpectrumDataset,\n", " FluxPointsEstimator,\n", " FluxPointsDataset,\n", " ReflectedRegionsBackgroundMaker,\n", " plot_spectrum_datasets_off_regions,\n", ")\n", "from gammapy.maps import MapAxis, WcsNDMap, WcsGeom\n", "from gammapy.cube import MapDatasetMaker, MapDataset, SafeMaskMaker\n", "from gammapy.detect import TSMapEstimator, find_peaks" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Configure the logger, so that the spectral analysis\n", "# isn't so chatty about what it's doing.\n", "import logging\n", "\n", "logging.basicConfig()\n", "log = logging.getLogger(\"gammapy.spectrum\")\n", "log.setLevel(logging.ERROR)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Select observations\n", "\n", "A Gammapy analysis usually starts by creating a `~gammapy.data.DataStore` and selecting observations.\n", "\n", "This is shown in detail in the other notebook, here we just pick three observations near the galactic center." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "data_store = DataStore.from_dir(\"$GAMMAPY_DATA/cta-1dc/index/gps\")" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Just as a reminder: this is how to select observations\n", "# from astropy.coordinates import SkyCoord\n", "# table = data_store.obs_table\n", "# pos_obs = SkyCoord(table['GLON_PNT'], table['GLAT_PNT'], frame='galactic', unit='deg')\n", "# pos_target = SkyCoord(0, 0, frame='galactic', unit='deg')\n", "# offset = pos_target.separation(pos_obs).deg\n", "# mask = (1 < offset) & (offset < 2)\n", "# table = table[mask]\n", "# table.show_in_browser(jsviewer=True)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "obs_id = [110380, 111140, 111159]\n", "observations = data_store.get_observations(obs_id)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "ObservationTable length=3\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
OBS_IDGLON_PNTGLAT_PNTLIVETIME
degdegs
int64float64float64float64
110380359.9999912037958-1.2999959379053661764.0
111140358.49998338300741.30000202119542841764.0
1111591.50000565682677411.2999404683352941764.0
" ], "text/plain": [ "\n", "OBS_ID GLON_PNT GLAT_PNT LIVETIME\n", " deg deg s \n", "int64 float64 float64 float64 \n", "------ ------------------ ------------------ --------\n", "110380 359.9999912037958 -1.299995937905366 1764.0\n", "111140 358.4999833830074 1.3000020211954284 1764.0\n", "111159 1.5000056568267741 1.299940468335294 1764.0" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "obs_cols = [\"OBS_ID\", \"GLON_PNT\", \"GLAT_PNT\", \"LIVETIME\"]\n", "data_store.obs_table.select_obs_id(obs_id)[obs_cols]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Make sky images\n", "\n", "### Define map geometry\n", "\n", "Select the target position and define an ON region for the spectral analysis" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "WcsGeom\n", "\n", "\taxes : ['lon', 'lat', 'energy']\n", "\tshape : (500, 400, 9)\n", "\tndim : 3\n", "\tcoordsys : GAL\n", "\tprojection : CAR\n", "\tcenter : 0.0 deg, 0.0 deg\n", "\twidth : 10.0 deg x 8.0 deg" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "axis = MapAxis.from_edges(\n", " np.logspace(-1.0, 1.0, 10), unit=\"TeV\", name=\"energy\", interp=\"log\"\n", ")\n", "geom = WcsGeom.create(\n", " skydir=(0, 0), npix=(500, 400), binsz=0.02, coordsys=\"GAL\", axes=[axis]\n", ")\n", "geom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Compute images\n", "\n", "Exclusion mask currently unused. Remove here or move to later in the tutorial?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "target_position = SkyCoord(0, 0, unit=\"deg\", frame=\"galactic\")\n", "on_radius = 0.2 * u.deg\n", "on_region = CircleSkyRegion(center=target_position, radius=on_radius)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "exclusion_mask = geom.to_image().region_mask([on_region], inside=False)\n", "exclusion_mask = WcsNDMap(geom.to_image(), exclusion_mask)\n", "exclusion_mask.plot();" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 2 s, sys: 402 ms, total: 2.4 s\n", "Wall time: 2.51 s\n" ] } ], "source": [ "%%time\n", "stacked = MapDataset.create(geom=geom)\n", "maker = MapDatasetMaker(selection=[\"counts\", \"background\", \"exposure\"])\n", "maker_safe_mask = SafeMaskMaker(methods=[\"offset-max\"], offset_max=2.5 * u.deg)\n", "\n", "for obs in observations:\n", " cutout = stacked.cutout(obs.pointing_radec, width=\"5 deg\")\n", " dataset = maker.run(cutout, obs)\n", " dataset = maker_safe_mask.run(dataset, obs)\n", " stacked.stack(dataset)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# The maps are cubes, with an energy axis.\n", "# Let's also make some images:\n", "dataset_image = stacked.to_image()\n", "\n", "images = {\n", " \"counts\": dataset_image.counts.get_image_by_idx((0,)),\n", " \"exposure\": dataset_image.exposure.get_image_by_idx((0,)),\n", " \"background\": dataset_image.background_model.map.get_image_by_idx((0,)),\n", "}\n", "\n", "images[\"excess\"] = images[\"counts\"] - images[\"background\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Show images\n", "\n", "Let's have a quick look at the images we computed ..." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "images[\"excess\"].smooth(3).plot(vmax=2);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source Detection\n", "\n", "Use the class `~gammapy.detect.TSMapEstimator` and `~gammapy.detect.find_peaks` to detect sources on the images:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "kernel = Gaussian2DKernel(1, mode=\"oversample\").array\n", "plt.imshow(kernel);" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dict_keys(['ts', 'sqrt_ts', 'flux', 'flux_err', 'flux_ul', 'niter'])\n", "CPU times: user 12.7 s, sys: 270 ms, total: 13 s\n", "Wall time: 13.5 s\n" ] } ], "source": [ "%%time\n", "ts_image_estimator = TSMapEstimator()\n", "images_ts = ts_image_estimator.run(images, kernel)\n", "print(images_ts.keys())" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=2\n", "\n", "\n", "\n", "\n", "\n", "\n", "
valuexyradec
degdeg
float32int64int64float64float64
26.8252197266.42400-29.00490
10.284207204266.82019-28.16314
" ], "text/plain": [ "\n", " value x y ra dec \n", " deg deg \n", "float32 int64 int64 float64 float64 \n", "------- ----- ----- --------- ---------\n", " 26.8 252 197 266.42400 -29.00490\n", " 10.284 207 204 266.82019 -28.16314" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sources = find_peaks(images_ts[\"sqrt_ts\"], threshold=8)\n", "sources" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "source_pos = SkyCoord(sources[\"ra\"], sources[\"dec\"])\n", "source_pos" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot sources on top of significance sky image\n", "images_ts[\"sqrt_ts\"].plot(add_cbar=True)\n", "\n", "plt.gca().scatter(\n", " source_pos.ra.deg,\n", " source_pos.dec.deg,\n", " transform=plt.gca().get_transform(\"icrs\"),\n", " color=\"none\",\n", " edgecolor=\"white\",\n", " marker=\"o\",\n", " s=200,\n", " lw=1.5,\n", ");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spatial analysis\n", "\n", "See other notebooks for how to run a 3D cube or 2D image based analysis." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spectrum\n", "\n", "We'll run a spectral analysis using the classical reflected regions background estimation method,\n", "and using the on-off (often called WSTAT) likelihood function." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "e_reco = np.logspace(-1, np.log10(40), 40) * u.TeV\n", "e_true = np.logspace(np.log10(0.05), 2, 200) * u.TeV\n", "\n", "dataset_empty = SpectrumDataset.create(\n", " e_reco=e_reco, e_true=e_true, region=on_region\n", ")" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "dataset_maker = SpectrumDatasetMaker(\n", " containment_correction=False, selection=[\"counts\", \"aeff\", \"edisp\"]\n", ")\n", "bkg_maker = ReflectedRegionsBackgroundMaker(exclusion_mask=exclusion_mask)\n", "safe_mask_masker = SafeMaskMaker(methods=[\"aeff-max\"], aeff_percent=10)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 5.44 s, sys: 255 ms, total: 5.69 s\n", "Wall time: 5.99 s\n" ] } ], "source": [ "%%time\n", "datasets = []\n", "\n", "for observation in observations:\n", " dataset = dataset_maker.run(dataset_empty, observation)\n", " dataset_on_off = bkg_maker.run(dataset, observation)\n", " dataset_on_off = safe_mask_masker.run(dataset_on_off, observation)\n", " datasets.append(dataset_on_off)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 8))\n", "_, ax, _ = images[\"counts\"].smooth(\"0.03 deg\").plot(vmax=8)\n", "\n", "on_region.to_pixel(ax.wcs).plot(ax=ax, edgecolor=\"white\")\n", "plot_spectrum_datasets_off_regions(datasets, ax=ax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model fit\n", "\n", "The next step is to fit a spectral model, using all data (i.e. a \"global\" fit, using all energies)." ] }, { "cell_type": "code", "execution_count": 26, "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 : 108\n", "\ttotal stat : 75.78\n", "\n", "CPU times: user 528 ms, sys: 9.72 ms, total: 538 ms\n", "Wall time: 597 ms\n" ] } ], "source": [ "%%time\n", "spectral_model = PowerLawSpectralModel(\n", " index=2, amplitude=1e-11 * u.Unit(\"cm-2 s-1 TeV-1\"), reference=1 * u.TeV\n", ")\n", "model = SkyModel(spectral_model=spectral_model)\n", "for dataset in datasets:\n", " dataset.models = model\n", "\n", "fit = Fit(datasets)\n", "result = fit.run()\n", "print(result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spectral points\n", "\n", "Finally, let's compute spectral points. The method used is to first choose an energy binning, and then to do a 1-dim likelihood fit / profile to compute the flux and flux error." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SpectrumDatasetOnOff\n", "\n", " Name : 110380 \n", "\n", " Total counts : 441 \n", " Total predicted counts : 1117.40\n", " Total off counts : 2278.00\n", "\n", " Total background counts : 91.22\n", "\n", " Effective area min : 1.88e+08 cm2\n", " Effective area max : 4.64e+10 cm2\n", "\n", " Livetime : 5.29e+03 s\n", "\n", " Number of total bins : 39 \n", " Number of fit bins : 29 \n", "\n", " Fit statistic type : wstat\n", " Fit statistic value (-2 log(L)) : 29.84\n", "\n", " Number of parameters : 3\n", " Number of free parameters : 2\n", "\n", " Model type : SkyModels\n", " Acceptance mean: : 1.0\n", "\n" ] } ], "source": [ "# Flux points are computed on stacked observation\n", "stacked_dataset = Datasets(datasets).stack_reduce()\n", "\n", "print(stacked_dataset)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Table length=4\n", "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
e_refe_mine_maxref_dnderef_fluxref_efluxref_e2dndenormstatnorm_errcounts [1]norm_errpnorm_errnnorm_ulsqrt_tstsnorm_scan [11]stat_scan [11]dndednde_uldnde_errdnde_errpdnde_errn
TeVTeVTeV1 / (cm2 s TeV)1 / (cm2 s)TeV / (cm2 s)TeV / (cm2 s)1 / (cm2 s TeV)1 / (cm2 s TeV)1 / (cm2 s TeV)1 / (cm2 s TeV)1 / (cm2 s TeV)
float64float64float64float64float64float64float64float64float64float64int64float64float64float64float64float64float64float64float64float64float64float64float64
1.5881.0022.5181.101e-121.730e-122.576e-122.777e-120.8905.7830.0991240.1030.0951.10113.997195.9100.200 .. 5.00092.974 .. 547.1909.798e-131.212e-121.089e-131.130e-131.050e-13
3.6972.5185.4291.422e-134.242e-131.500e-121.944e-121.0611.2710.145720.1510.1391.37412.302151.3420.200 .. 5.00072.914 .. 256.6951.509e-131.954e-132.058e-142.145e-141.973e-14
8.6075.42913.6471.836e-141.563e-131.262e-121.360e-121.05212.0040.206350.2180.1951.5128.48371.9540.200 .. 5.00046.142 .. 137.8181.931e-142.777e-143.788e-154.008e-153.575e-15
20.03713.64729.4192.371e-153.834e-147.345e-139.520e-130.7173.6030.31870.3580.2801.5203.73313.9370.200 .. 5.0008.306 .. 49.7621.700e-153.605e-157.533e-168.494e-166.628e-16
" ], "text/plain": [ "\n", " e_ref e_min e_max ... dnde_err dnde_errp dnde_errn \n", " TeV TeV TeV ... 1 / (cm2 s TeV) 1 / (cm2 s TeV) 1 / (cm2 s TeV)\n", "float64 float64 float64 ... float64 float64 float64 \n", "------- ------- ------- ... --------------- --------------- ---------------\n", " 1.588 1.002 2.518 ... 1.089e-13 1.130e-13 1.050e-13\n", " 3.697 2.518 5.429 ... 2.058e-14 2.145e-14 1.973e-14\n", " 8.607 5.429 13.647 ... 3.788e-15 4.008e-15 3.575e-15\n", " 20.037 13.647 29.419 ... 7.533e-16 8.494e-16 6.628e-16" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "e_edges = np.logspace(0, 1.5, 5) * u.TeV\n", "\n", "stacked_dataset.model = model\n", "\n", "fpe = FluxPointsEstimator(datasets=[stacked_dataset], e_edges=e_edges)\n", "flux_points = fpe.run()\n", "flux_points.table_formatted" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot\n", "\n", "Let's plot the spectral model and points. You could do it directly, but there is a helper class.\n", "Note that a spectral uncertainty band, a \"butterfly\" is drawn, but it is very thin, i.e. barely visible." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "model.spectral_model.parameters.covariance = result.parameters.covariance\n", "flux_points_dataset = FluxPointsDataset(data=flux_points, models=model)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "flux_points_dataset.peek();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exercises\n", "\n", "* Re-run the analysis above, varying some analysis parameters, e.g.\n", " * Select a few other observations\n", " * Change the energy band for the map\n", " * Change the spectral model for the fit\n", " * Change the energy binning for the spectral points\n", "* Change the target. Make a sky image and spectrum for your favourite source.\n", " * If you don't know any, the Crab nebula is the \"hello world!\" analysis of gamma-ray astronomy." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "# print('hello world')\n", "# SkyCoord.from_name('crab')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What next?\n", "\n", "* This notebook showed an example of a first CTA analysis with Gammapy, using simulated 1DC data.\n", "* Let us know if you have any question or issues!" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.0" }, "nbsphinx": { "orphan": true } }, "nbformat": 4, "nbformat_minor": 4 }