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a/docs/dev/_downloads/a647e703f1c14b3b2be137109a402268/plot_wstat_significance.pdf b/docs/dev/_downloads/a647e703f1c14b3b2be137109a402268/plot_wstat_significance.pdf index 878beda33c0..cc70ec0aad1 100644 Binary files a/docs/dev/_downloads/a647e703f1c14b3b2be137109a402268/plot_wstat_significance.pdf and b/docs/dev/_downloads/a647e703f1c14b3b2be137109a402268/plot_wstat_significance.pdf differ diff --git a/docs/dev/_downloads/ac30ac3c375ddb5b0d1e27c90650e55b/spectral_analysis.ipynb b/docs/dev/_downloads/ac30ac3c375ddb5b0d1e27c90650e55b/spectral_analysis.ipynb index fc9f652c53f..dc85baa8895 100644 --- a/docs/dev/_downloads/ac30ac3c375ddb5b0d1e27c90650e55b/spectral_analysis.ipynb +++ b/docs/dev/_downloads/ac30ac3c375ddb5b0d1e27c90650e55b/spectral_analysis.ipynb @@ -317,7 +317,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Compute Flux Points\n\nTo round up our analysis we can compute flux points by fitting the norm\nof the global model in energy bands.\nWe can utilise the `~gammapy.estimators.utils.resample_energy_edges`\nfor defining the energy bins in which the minimum number of `sqrt_ts` is 2.\nTo do so we first stack the individual datasets, only for obtaining the energies:\n\n\n" + "## Compute Flux Points\n\nTo round up our analysis we can compute flux points by fitting the norm\nof the global model in energy bands.\nWe create an instance of the\n`~gammapy.estimators.FluxPointsEstimator`, by passing the dataset and\nthe energy binning:\n\n\n" ] }, { @@ -328,25 +328,7 @@ }, "outputs": [], "source": [ - "dataset_stacked = Datasets(datasets).stack_reduce()\nenergy_edges = resample_energy_edges(dataset_stacked, conditions={\"sqrt_ts_min\": 2})" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we create an instance of the\n`~gammapy.estimators.FluxPointsEstimator`, by passing the dataset and\nthe energy binning:\n\n\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "fpe = FluxPointsEstimator(\n energy_edges=energy_edges, source=\"crab\", selection_optional=\"all\"\n)\nflux_points = fpe.run(datasets=datasets)" + "fpe = FluxPointsEstimator(\n energy_edges=energy_axis.edges, source=\"crab\", selection_optional=\"all\"\n)\nflux_points = fpe.run(datasets=datasets)" ] }, { @@ -382,7 +364,7 @@ }, "outputs": [], "source": [ - "fig, ax = plt.subplots()\nflux_points.plot(ax=ax, sed_type=\"e2dnde\", color=\"darkorange\")\nflux_points.plot_ts_profiles(ax=ax, sed_type=\"e2dnde\")\nplt.show()" + "fig, ax = plt.subplots()\nflux_points.plot(ax=ax, sed_type=\"e2dnde\", color=\"darkorange\")\nflux_points.plot_ts_profiles(ax=ax, sed_type=\"e2dnde\")\nax.set_xlim(0.6, 40)\nplt.show()" ] }, { @@ -407,7 +389,7 @@ }, "outputs": [], "source": [ - "flux_points_dataset = FluxPointsDataset(data=flux_points, models=model_best_joint)\nflux_points_dataset.plot_fit()\nplt.show()" + "flux_points_dataset = FluxPointsDataset(\n data=flux_points, models=model_best_joint.copy()\n)\nax, _ = flux_points_dataset.plot_fit()\nax.set_xlim(0.6, 40)\nplt.show()" ] }, { @@ -482,6 +464,35 @@ "fig, ax = plt.subplots()\n\nplot_kwargs = {\n \"energy_bounds\": [0.1, 30] * u.TeV,\n \"sed_type\": \"e2dnde\",\n \"yunits\": u.Unit(\"erg cm-2 s-1\"),\n \"ax\": ax,\n}\n\n# plot stacked model\nmodel_best_stacked.spectral_model.plot(**plot_kwargs, label=\"Stacked analysis result\")\nmodel_best_stacked.spectral_model.plot_error(facecolor=\"blue\", alpha=0.3, **plot_kwargs)\n\n# plot joint model\nmodel_best_joint.spectral_model.plot(\n **plot_kwargs, label=\"Joint analysis result\", ls=\"--\"\n)\nmodel_best_joint.spectral_model.plot_error(facecolor=\"orange\", alpha=0.3, **plot_kwargs)\n\ncreate_crab_spectral_model(\"hess_ecpl\").plot(\n **plot_kwargs,\n label=\"Crab reference\",\n)\nax.legend()\nplt.show()\n\n# sphinx_gallery_thumbnail_number = 5" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## A note on statistics\n\nDifferent statistic are available for the FluxPointDataset :\n* chi2 : estimate from chi2 statistics.\n* profile : estimate from interpolation of the likelihood profile.\n* distrib : estimate from probability distributions,\n assuming that flux points correspond to asymmetric gaussians\n and upper limits complementary error functions.\nDefault is `chi2`, in that case upper limits are ignored and the mean of asymetrics error is used.\nSo it is recommended to use `profile` if `stat_scan` is available on flux points.\nThe `distrib` case provides an approximation if the `profile` is not available\nwhich allows to take into accounts upper limit and asymetrics error.\n\nIn the example below we can see that the `profile` case matches exactly the result\nfrom the joint analysis of the ON/OFF datasets using `wstat` (as labelled).\n\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def plot_stat(fp_dataset):\n fig, ax = plt.subplots()\n\n plot_kwargs = {\n \"energy_bounds\": [0.1, 30] * u.TeV,\n \"sed_type\": \"e2dnde\",\n \"ax\": ax,\n }\n\n fp_dataset.data.plot(energy_power=2, ax=ax)\n model_best_joint.spectral_model.plot(\n color=\"b\", lw=0.5, **plot_kwargs, label=\"wstat\"\n )\n\n stat_types = [\"chi2\", \"profile\", \"distrib\"]\n colors = [\"red\", \"g\", \"c\"]\n lss = [\"--\", \":\", \"--\"]\n\n for ks, stat in enumerate(stat_types):\n\n fp_dataset.stat_type = stat\n\n fit = Fit()\n fit.run([fp_dataset])\n\n fp_dataset.models[0].spectral_model.plot(\n color=colors[ks], ls=lss[ks], **plot_kwargs, label=stat\n )\n fp_dataset.models[0].spectral_model.plot_error(\n facecolor=colors[ks], **plot_kwargs\n )\n plt.legend()\n\n\nplot_stat(flux_points_dataset)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# In order to avoid discrepancies due to the treatment of upper limits\n# we can utilise the `~gammapy.estimators.utils.resample_energy_edges`\n# for defining energy bins in which the minimum number of `sqrt_ts` is 2.\n# In that case all the statistics definitions give equivalent results.\n#\n\nenergy_edges = resample_energy_edges(dataset_stacked, conditions={\"sqrt_ts_min\": 2})\n\nfpe_no_ul = FluxPointsEstimator(\n energy_edges=energy_edges, source=\"crab\", selection_optional=\"all\"\n)\nflux_points_no_ul = fpe_no_ul.run(datasets=datasets)\nflux_points_dataset_no_ul = FluxPointsDataset(\n data=flux_points_no_ul,\n models=model_best_joint.copy(),\n)\n\nplot_stat(flux_points_dataset_no_ul)" + ] + }, { "cell_type": "markdown", "metadata": {}, diff --git a/docs/dev/_downloads/bfe6aa14bdebe4f65370b05f400755e5/plot_cash_significance.pdf b/docs/dev/_downloads/bfe6aa14bdebe4f65370b05f400755e5/plot_cash_significance.pdf index 5c6f7d5232c..ef7daedaf0b 100644 Binary files a/docs/dev/_downloads/bfe6aa14bdebe4f65370b05f400755e5/plot_cash_significance.pdf and 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so we first stack the individual datasets, only for obtaining the energies: -# - -dataset_stacked = Datasets(datasets).stack_reduce() -energy_edges = resample_energy_edges(dataset_stacked, conditions={"sqrt_ts_min": 2}) - - -###################################################################### -# Now we create an instance of the +# We create an instance of the # `~gammapy.estimators.FluxPointsEstimator`, by passing the dataset and # the energy binning: # fpe = FluxPointsEstimator( - energy_edges=energy_edges, source="crab", selection_optional="all" + energy_edges=energy_axis.edges, source="crab", selection_optional="all" ) flux_points = fpe.run(datasets=datasets) @@ -416,6 +406,7 @@ fig, ax = plt.subplots() flux_points.plot(ax=ax, sed_type="e2dnde", color="darkorange") flux_points.plot_ts_profiles(ax=ax, sed_type="e2dnde") +ax.set_xlim(0.6, 40) plt.show() ###################################################################### @@ -430,8 +421,11 @@ # quickly made like this: # -flux_points_dataset = FluxPointsDataset(data=flux_points, models=model_best_joint) -flux_points_dataset.plot_fit() +flux_points_dataset = FluxPointsDataset( + data=flux_points, models=model_best_joint.copy() +) +ax, _ = flux_points_dataset.plot_fit() +ax.set_xlim(0.6, 40) plt.show() @@ -503,6 +497,82 @@ # sphinx_gallery_thumbnail_number = 5 +###################################################################### +# A note on statistics +# -------------------- +# +# Different statistic are available for the FluxPointDataset : +# * chi2 : estimate from chi2 statistics. +# * profile : estimate from interpolation of the likelihood profile. +# * distrib : estimate from probability distributions, +# assuming that flux points correspond to asymmetric gaussians +# and upper limits complementary error functions. +# Default is `chi2`, in that case upper limits are ignored and the mean of asymetrics error is used. +# So it is recommended to use `profile` if `stat_scan` is available on flux points. +# The `distrib` case provides an approximation if the `profile` is not available +# which allows to take into accounts upper limit and asymetrics error. +# +# In the example below we can see that the `profile` case matches exactly the result +# from the joint analysis of the ON/OFF datasets using `wstat` (as labelled). + + +def plot_stat(fp_dataset): + fig, ax = plt.subplots() + + plot_kwargs = { + "energy_bounds": [0.1, 30] * u.TeV, + "sed_type": "e2dnde", + "ax": ax, + } + + fp_dataset.data.plot(energy_power=2, ax=ax) + model_best_joint.spectral_model.plot( + color="b", lw=0.5, **plot_kwargs, label="wstat" + ) + + stat_types = ["chi2", "profile", "distrib"] + colors = ["red", "g", "c"] + lss = ["--", ":", "--"] + + for ks, stat in enumerate(stat_types): + + fp_dataset.stat_type = stat + + fit = Fit() + fit.run([fp_dataset]) + + fp_dataset.models[0].spectral_model.plot( + color=colors[ks], ls=lss[ks], **plot_kwargs, label=stat + ) + fp_dataset.models[0].spectral_model.plot_error( + facecolor=colors[ks], **plot_kwargs + ) + plt.legend() + + +plot_stat(flux_points_dataset) + +###################################################################### + +# In order to avoid discrepancies due to the treatment of upper limits +# we can utilise the `~gammapy.estimators.utils.resample_energy_edges` +# for defining energy bins in which the minimum number of `sqrt_ts` is 2. +# In that case all the statistics definitions give equivalent results. +# + +energy_edges = resample_energy_edges(dataset_stacked, conditions={"sqrt_ts_min": 2}) + +fpe_no_ul = FluxPointsEstimator( + energy_edges=energy_edges, source="crab", selection_optional="all" +) +flux_points_no_ul = fpe_no_ul.run(datasets=datasets) +flux_points_dataset_no_ul = FluxPointsDataset( + data=flux_points_no_ul, + models=model_best_joint.copy(), +) + +plot_stat(flux_points_dataset_no_ul) + ###################################################################### # Exercises # 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a/docs/dev/_modules/gammapy/data/gti.html +++ b/docs/dev/_modules/gammapy/data/gti.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/data/hdu_index_table.html b/docs/dev/_modules/gammapy/data/hdu_index_table.html index 12121d112eb..f5566d40bc7 100644 --- a/docs/dev/_modules/gammapy/data/hdu_index_table.html +++ b/docs/dev/_modules/gammapy/data/hdu_index_table.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/data/metadata.html b/docs/dev/_modules/gammapy/data/metadata.html index 64ec977ee23..1cdbdf396fc 100644 --- a/docs/dev/_modules/gammapy/data/metadata.html +++ b/docs/dev/_modules/gammapy/data/metadata.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/data/obs_table.html b/docs/dev/_modules/gammapy/data/obs_table.html index 445edc0cb88..6b9fa85259d 100644 --- a/docs/dev/_modules/gammapy/data/obs_table.html +++ b/docs/dev/_modules/gammapy/data/obs_table.html @@ -63,7 +63,7 @@ - + diff --git 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b/docs/dev/_modules/gammapy/data/utils.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/datasets/core.html b/docs/dev/_modules/gammapy/datasets/core.html index be1109b42ee..a655e9e3ae8 100644 --- a/docs/dev/_modules/gammapy/datasets/core.html +++ b/docs/dev/_modules/gammapy/datasets/core.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/datasets/flux_points.html b/docs/dev/_modules/gammapy/datasets/flux_points.html index ce4ab82e040..d16bc38dbde 100644 --- a/docs/dev/_modules/gammapy/datasets/flux_points.html +++ b/docs/dev/_modules/gammapy/datasets/flux_points.html @@ -63,7 +63,7 @@ - + @@ -539,6 +539,8 @@

Source code for gammapy.datasets.flux_points

# Licensed under a 3-clause BSD style license - see LICENSE.rst
 import logging
 import numpy as np
+from scipy.special import erfc
+from scipy.stats import norm
 from astropy import units as u
 from astropy.io import fits
 from astropy.table import Table
@@ -552,6 +554,7 @@ 
Source code for gammapy.datasets.flux_points
SkyModel,
     TemplateSpatialModel,
 )
+from gammapy.utils.interpolation import interpolate_profile
 from gammapy.utils.scripts import make_name, make_path
 from .core import Dataset
 
@@ -595,6 +598,25 @@ 
Source code for gammapy.datasets.flux_points
    meta_table : `~astropy.table.Table`
         Table listing information on observations used to create the dataset.
         One line per observation for stacked datasets.
+    stat_type : str
+        Method used to compute the statistics:
+        * chi2 : estimate from chi2 statistics.
+        * profile : estimate from interpolation of the likelihood profile.
+        * distrib : Assuming gaussian errors the likelihood is given by the
+                    probability density function of the normal distribution.
+                    For the upper limit case it is necessary to marginalize over the unknown measurement,
+                    So we integrate the normal distribution up to the upper limit value
+                    which gives the complementary error function.
+                    See eq. C7 of Mohanty et al (2013) :
+                    https://iopscience.iop.org/article/10.1088/0004-637X/773/2/168/pdf
+
+        Default is `chi2`, in that case upper limits are ignored and the mean of asymetrics error is used.
+        However it is recommended to use `profile` if `stat_scan` is available on flux points.
+        The `distrib` case provides an approximation if the profile is not available.
+    stat_kwargs : dict
+        Extra arguments specifying the interpolation scheme of the likelihood profile.
+        Used only if `stat_type=="profile"`. In that case the default is :
+        `stat_kwargs={"interp_scale":"sqrt", "extrapolate":True}
 
     Examples
     --------
@@ -642,7 +664,6 @@ 
Source code for gammapy.datasets.flux_points
    ``gammapy download datasets --tests --out $GAMMAPY_DATA``
     """
 
-    stat_type = "chi2"
     tag = "FluxPointsDataset"
 
     def __init__(
@@ -653,6 +674,8 @@ 
Source code for gammapy.datasets.flux_points
mask_safe=None,
         name=None,
         meta_table=None,
+        stat_type="chi2",
+        stat_kwargs=None,
     ):
         if not data.geom.has_energy_axis:
             raise ValueError("FluxPointsDataset needs an energy axis")
@@ -662,11 +685,62 @@ 
Source code for gammapy.datasets.flux_points
self.models = models
         self.meta_table = meta_table
 
-        if mask_safe is None:
-            mask_safe = (~data.is_ul).data
+        self._available_stat_type = dict(
+            chi2=self._stat_array_chi2,
+            profile=self._stat_array_profile,
+            distrib=self._stat_array_distrib,
+        )
+
+        if stat_kwargs is None:
+            stat_kwargs = dict()
+        self.stat_kwargs = stat_kwargs
+
+        self.stat_type = stat_type
 
+        if mask_safe is None:
+            mask_safe = np.ones(self.data.dnde.data.shape, dtype=bool)
         self.mask_safe = mask_safe
 
+    @property
+    def available_stat_type(self):
+        return list(self._available_stat_type.keys())
+
+    @property
+    def stat_type(self):
+        return self._stat_type
+
+    @stat_type.setter
+    def stat_type(self, stat_type):
+
+        if stat_type not in self.available_stat_type:
+            raise ValueError(
+                f"Invalid stat_type: possible options are {self.available_stat_type}"
+            )
+
+        if stat_type == "chi2":
+            self._mask_valid = (~self.data.is_ul).data & np.isfinite(self.data.dnde)
+        elif stat_type == "distrib":
+            self._mask_valid = (
+                self.data.is_ul.data & np.isfinite(self.data.dnde_ul)
+            ) | np.isfinite(self.data.dnde)
+        elif stat_type == "profile":
+            self.stat_kwargs.setdefault("interp_scale", "sqrt")
+            self.stat_kwargs.setdefault("extrapolate", True)
+            self._profile_interpolators = self._get_valid_profile_interpolators()
+        self._stat_type = stat_type
+
+    @property
+    def mask_valid(self):
+        return self._mask_valid
+
+    @property
+    def mask_safe(self):
+        return self._mask_safe & self.mask_valid
+
+    @mask_safe.setter
+    def mask_safe(self, mask_safe):
+        self._mask_safe = mask_safe
+
     @property
     def name(self):
         return self._name
@@ -867,14 +941,82 @@ 
Source code for gammapy.datasets.flux_points
[docs]
     def stat_array(self):
         """Fit statistic array."""
+        return self._available_stat_type[self.stat_type]()

+
+
+    def _stat_array_chi2(self):
+        """Chi2 statistics."""
         model = self.flux_pred()
         data = self.data.dnde.quantity
         try:
-            sigma = self.data.dnde_err
+            sigma = self.data.dnde_err.quantity
         except AttributeError:
-            sigma = (self.data.dnde_errn + self.data.dnde_errp) / 2
-        return ((data - model) / sigma.quantity).to_value("") ** 2

+            sigma = (self.data.dnde_errn + self.data.dnde_errp).quantity / 2
+        return ((data - model) / sigma).to_value("") ** 2
+
+    def _stat_array_profile(self):
+        """Estimate statitistic from interpolation of the likelihood profile."""
+        model = np.zeros(self.data.dnde.data.shape) + (
+            self.flux_pred() / self.data.dnde_ref
+        ).to_value("")
+        stat = np.zeros(model.shape)
+        for idx in np.ndindex(self._profile_interpolators.shape):
+            stat[idx] = self._profile_interpolators[idx](model[idx])
+        return stat
+
+    def _get_valid_profile_interpolators(self):
+        value_scan = self.data.stat_scan.geom.axes["norm"].center
+        shape_axes = self.data.stat_scan.geom._shape[slice(3, None)][::-1]
+        interpolators = np.empty(shape_axes, dtype=object)
+        self._mask_valid = np.ones(self.data.dnde.data.shape, dtype=bool)
+        for idx in np.ndindex(shape_axes):
+            stat_scan = np.abs(
+                self.data.stat_scan.data[idx].squeeze()
+                - self.data.stat.data[idx].squeeze()
+            )
+            self._mask_valid[idx] = np.all(np.isfinite(stat_scan))
+            interpolators[idx] = interpolate_profile(
+                value_scan,
+                stat_scan,
+                interp_scale=self.stat_kwargs["interp_scale"],
+                extrapolate=self.stat_kwargs["extrapolate"],
+            )
+        return interpolators
 
+    def _stat_array_distrib(self):
+        """Estimate statistic from probability distributions,
+        assumes that flux points correspond to asymmetric gaussians
+        and upper limits complementary error functions.
+        """
+        model = np.zeros(self.data.dnde.data.shape) + self.flux_pred().to_value(
+            self.data.dnde.unit
+        )
+
+        stat = np.zeros(model.shape)
+
+        mask_valid = ~np.isnan(self.data.dnde.data)
+        loc = self.data.dnde.data[mask_valid]
+        value = model[mask_valid]
+        try:
+            mask_p = (model >= self.data.dnde.data)[mask_valid]
+            scale = np.zeros(mask_p.shape)
+            scale[mask_p] = self.data.dnde_errp.data[mask_valid][mask_p]
+            scale[~mask_p] = self.data.dnde_errn.data[mask_valid][~mask_p]
+        except AttributeError:
+            scale = self.data.dnde_err.data[mask_valid]
+        stat[mask_valid] = -2 * np.log(
+            norm.pdf(value, loc=loc, scale=scale) / norm.pdf(loc, loc=loc, scale=scale)
+        )
+
+        mask_ul = self.data.is_ul.data & ~np.isnan(self.data.dnde_ul.data)
+        value = model[mask_ul]
+        loc_ul = self.data.dnde_ul.data[mask_ul]
+        scale_ul = self.data.dnde_ul.data[mask_ul]
+        stat[mask_ul] = 2 * np.log(
+            (erfc((loc_ul - value) / scale_ul) / 2)
+            / (erfc((loc_ul - 0) / scale_ul) / 2)
+        )
+        return stat
 
 

 [docs]
diff --git a/docs/dev/_modules/gammapy/datasets/io.html b/docs/dev/_modules/gammapy/datasets/io.html
index d65bca94c6f..e208e117eee 100644
--- a/docs/dev/_modules/gammapy/datasets/io.html
+++ b/docs/dev/_modules/gammapy/datasets/io.html
@@ -63,7 +63,7 @@
     
   
   
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index e487fa5137b..c46f0af6c23 100644
--- a/docs/dev/_modules/gammapy/datasets/map.html
+++ b/docs/dev/_modules/gammapy/datasets/map.html
@@ -63,7 +63,7 @@
     
   
   
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diff --git a/docs/dev/_modules/gammapy/datasets/metadata.html b/docs/dev/_modules/gammapy/datasets/metadata.html
index 4399cbb4f35..999a31b9e37 100644
--- a/docs/dev/_modules/gammapy/datasets/metadata.html
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index 00aa2ecda10..88e51d272ba 100644
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index 8c00211fff0..8eb22d9081f 100644
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index 6288121d9b9..28abecc68cd 100644
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index c0ee16e5514..c6563c6d9d3 100644
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index e32429a0e20..e3455aa1c74 100644
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+++ b/docs/dev/_modules/gammapy/estimators/energydependentmorphology.html
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index d23dcb56158..78781db9492 100644
--- a/docs/dev/_modules/gammapy/estimators/map/asmooth.html
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index 2bd3c59208a..d2c7239845a 100644
--- a/docs/dev/_modules/gammapy/estimators/map/core.html
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@@ -63,7 +63,7 @@
     
   
   
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index 51118b5ee46..5bfc0d28cf4 100644
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@@ -63,7 +63,7 @@
     
   
   
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index 3da72122568..1f8c6a1a84c 100644
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index 182ae20cf41..220d5a264ae 100644
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index e4f94099a6e..6d2385fa1ef 100644
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index dbb43f7c816..d9bb46df583 100644
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@@ -789,7 +789,7 @@ 
Source code for gammapy.utils.interpolation
 
 

 [docs]
-def interpolate_profile(x, y, interp_scale="sqrt"):
+def interpolate_profile(x, y, interp_scale="sqrt", extrapolate=False):
     """Helper function to interpolate one-dimensional profiles.
 
     Parameters
@@ -803,6 +803,9 @@ 
Source code for gammapy.utils.interpolation
         of parabolic shape, a "sqrt" scaling is recommended. In other cases or
         for fine sampled profiles a "lin" can also be used.
         Default is "sqrt".
+    extrapolate : bool
+        Extrapolate or not if the evaluation value is outside the range of x values.
+        Default is False.
 
     Returns
     -------
@@ -810,7 +813,11 @@ 
Source code for gammapy.utils.interpolation
         Interpolator.
     """
     method_dict = {"sqrt": "quadratic", "lin": "linear"}
-    return scipy.interpolate.interp1d(x, y, kind=method_dict[interp_scale])

+    kwargs = dict(kind=method_dict[interp_scale])
+    if extrapolate:
+        kwargs["bounds_error"] = False
+        kwargs["fill_value"] = "extrapolate"
+    return scipy.interpolate.interp1d(x, y, **kwargs)

 
 

 
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--- a/docs/dev/_modules/gammapy/utils/regions.html
+++ b/docs/dev/_modules/gammapy/utils/regions.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/scripts.html b/docs/dev/_modules/gammapy/utils/scripts.html
index 9c9a40ede2c..280573952f5 100644
--- a/docs/dev/_modules/gammapy/utils/scripts.html
+++ b/docs/dev/_modules/gammapy/utils/scripts.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/table.html b/docs/dev/_modules/gammapy/utils/table.html
index f3651fe6b29..f103856c713 100644
--- a/docs/dev/_modules/gammapy/utils/table.html
+++ b/docs/dev/_modules/gammapy/utils/table.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/testing.html b/docs/dev/_modules/gammapy/utils/testing.html
index 72a32c6f01d..605826081df 100644
--- a/docs/dev/_modules/gammapy/utils/testing.html
+++ b/docs/dev/_modules/gammapy/utils/testing.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/time.html b/docs/dev/_modules/gammapy/utils/time.html
index 92461855844..6dd9a9d10fc 100644
--- a/docs/dev/_modules/gammapy/utils/time.html
+++ b/docs/dev/_modules/gammapy/utils/time.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/units.html b/docs/dev/_modules/gammapy/utils/units.html
index 8d412840d99..6951f078323 100644
--- a/docs/dev/_modules/gammapy/utils/units.html
+++ b/docs/dev/_modules/gammapy/utils/units.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/visualization/cmap.html b/docs/dev/_modules/gammapy/visualization/cmap.html
index 0b28b52066c..2857e56ad6a 100644
--- a/docs/dev/_modules/gammapy/visualization/cmap.html
+++ b/docs/dev/_modules/gammapy/visualization/cmap.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/visualization/datasets.html b/docs/dev/_modules/gammapy/visualization/datasets.html
index 1c7ea785166..905e0df9e08 100644
--- a/docs/dev/_modules/gammapy/visualization/datasets.html
+++ b/docs/dev/_modules/gammapy/visualization/datasets.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/visualization/heatmap.html b/docs/dev/_modules/gammapy/visualization/heatmap.html
index dc1c073feca..a595f526692 100644
--- a/docs/dev/_modules/gammapy/visualization/heatmap.html
+++ b/docs/dev/_modules/gammapy/visualization/heatmap.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/visualization/panel.html b/docs/dev/_modules/gammapy/visualization/panel.html
index 299f90b88f9..5b075943722 100644
--- a/docs/dev/_modules/gammapy/visualization/panel.html
+++ b/docs/dev/_modules/gammapy/visualization/panel.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/visualization/utils.html b/docs/dev/_modules/gammapy/visualization/utils.html
index d47ba5787e7..527c81178fc 100644
--- a/docs/dev/_modules/gammapy/visualization/utils.html
+++ b/docs/dev/_modules/gammapy/visualization/utils.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/index.html b/docs/dev/_modules/index.html
index bce14fdded9..3773984e926 100644
--- a/docs/dev/_modules/index.html
+++ b/docs/dev/_modules/index.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_sources/api/gammapy.datasets.FluxPointsDataset.rst.txt b/docs/dev/_sources/api/gammapy.datasets.FluxPointsDataset.rst.txt
index 049ca50b7b3..59138dc936b 100644
--- a/docs/dev/_sources/api/gammapy.datasets.FluxPointsDataset.rst.txt
+++ b/docs/dev/_sources/api/gammapy.datasets.FluxPointsDataset.rst.txt
@@ -10,8 +10,11 @@ FluxPointsDataset
 
    .. autosummary::
 
+      ~FluxPointsDataset.available_stat_type
       ~FluxPointsDataset.gti
       ~FluxPointsDataset.mask
+      ~FluxPointsDataset.mask_safe
+      ~FluxPointsDataset.mask_valid
       ~FluxPointsDataset.models
       ~FluxPointsDataset.name
       ~FluxPointsDataset.stat_type
@@ -37,8 +40,11 @@ FluxPointsDataset
 
    .. rubric:: Attributes Documentation
 
+   .. autoattribute:: available_stat_type
    .. autoattribute:: gti
    .. autoattribute:: mask
+   .. autoattribute:: mask_safe
+   .. autoattribute:: mask_valid
    .. autoattribute:: models
    .. autoattribute:: name
    .. autoattribute:: stat_type
diff --git a/docs/dev/_sources/sg_execution_times.rst.txt b/docs/dev/_sources/sg_execution_times.rst.txt
index c9464d560d2..60f3b7a3d49 100644
--- a/docs/dev/_sources/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**08:21.457** total execution time for 81 files **from all galleries**:
+**08:17.964** total execution time for 81 files **from all galleries**:
 
 .. container::
 
@@ -33,245 +33,245 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_api_priors.py` (``../examples/tutorials/api/priors.py``)
-     - 01:03.532
+     - 01:12.477
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_flare.py` (``../examples/tutorials/analysis-time/light_curve_flare.py``)
-     - 00:34.599
+     - 00:32.466
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_3d.py` (``../examples/tutorials/analysis-3d/analysis_3d.py``)
-     - 00:32.501
+     - 00:31.053
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``../examples/tutorials/analysis-1d/spectral_analysis.py``)
+     - 00:28.129
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_astro_dark_matter.py` (``../examples/tutorials/api/astro_dark_matter.py``)
-     - 00:28.749
+     - 00:27.939
      - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-3d_energy_dependent_estimation.py` (``../examples/tutorials/analysis-3d/energy_dependent_estimation.py``)
-     - 00:20.735
+   * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``../examples/tutorials/analysis-3d/event_sampling.py``)
+     - 00:22.106
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_flux_profiles.py` (``../examples/tutorials/analysis-3d/flux_profiles.py``)
-     - 00:20.720
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``../examples/tutorials/analysis-3d/event_sampling.py``)
-     - 00:20.687
+     - 00:19.171
      - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_simulation.py` (``../examples/tutorials/analysis-time/light_curve_simulation.py``)
-     - 00:18.908
+   * - :ref:`sphx_glr_tutorials_analysis-3d_energy_dependent_estimation.py` (``../examples/tutorials/analysis-3d/energy_dependent_estimation.py``)
+     - 00:18.517
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_cta_data_analysis.py` (``../examples/tutorials/analysis-3d/cta_data_analysis.py``)
-     - 00:18.175
+     - 00:17.462
      - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``../examples/tutorials/analysis-1d/spectral_analysis.py``)
-     - 00:15.347
+   * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_simulation.py` (``../examples/tutorials/analysis-time/light_curve_simulation.py``)
+     - 00:16.854
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_detect.py` (``../examples/tutorials/analysis-2d/detect.py``)
-     - 00:15.211
+     - 00:14.891
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_makers.py` (``../examples/tutorials/api/makers.py``)
-     - 00:14.997
+     - 00:13.961
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_datasets.py` (``../examples/tutorials/api/datasets.py``)
-     - 00:14.938
+     - 00:12.784
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_analysis_1.py` (``../examples/tutorials/starting/analysis_1.py``)
-     - 00:12.827
+     - 00:12.292
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``../examples/tutorials/analysis-2d/ring_background.py``)
-     - 00:12.415
+     - 00:11.782
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_fitting.py` (``../examples/tutorials/api/fitting.py``)
-     - 00:11.541
+     - 00:10.993
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_simulate_3d.py` (``../examples/tutorials/analysis-3d/simulate_3d.py``)
-     - 00:10.093
+     - 00:09.478
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_model_management.py` (``../examples/tutorials/api/model_management.py``)
-     - 00:08.577
+     - 00:08.293
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``../examples/tutorials/analysis-1d/spectral_analysis_hli.py``)
-     - 00:07.921
+     - 00:07.383
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``../examples/tutorials/analysis-1d/spectrum_simulation.py``)
-     - 00:07.534
+     - 00:07.002
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_hawc.py` (``../examples/tutorials/data/hawc.py``)
-     - 00:07.468
+     - 00:06.992
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_analysis_2.py` (``../examples/tutorials/starting/analysis_2.py``)
-     - 00:07.037
+     - 00:06.658
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_fermi_lat.py` (``../examples/tutorials/data/fermi_lat.py``)
-     - 00:06.703
+     - 00:06.198
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve.py` (``../examples/tutorials/analysis-time/light_curve.py``)
-     - 00:06.659
+     - 00:06.151
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_pulsar_analysis.py` (``../examples/tutorials/analysis-time/pulsar_analysis.py``)
-     - 00:06.600
+     - 00:06.106
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_catalog.py` (``../examples/tutorials/api/catalog.py``)
-     - 00:06.284
+     - 00:05.992
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_mwl.py` (``../examples/tutorials/analysis-3d/analysis_mwl.py``)
-     - 00:06.243
+     - 00:05.838
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_cta.py` (``../examples/tutorials/data/cta.py``)
-     - 00:05.550
+     - 00:05.412
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``../examples/tutorials/analysis-1d/sed_fitting.py``)
-     - 00:05.528
+     - 00:05.231
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``../examples/tutorials/analysis-2d/modeling_2D.py``)
-     - 00:05.401
+     - 00:05.048
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``../examples/tutorials/analysis-1d/extended_source_spectral_analysis.py``)
-     - 00:04.449
+     - 00:04.277
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``../examples/tutorials/analysis-1d/spectral_analysis_rad_max.py``)
-     - 00:04.416
+     - 00:04.209
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_observation_clustering.py` (``../examples/tutorials/api/observation_clustering.py``)
-     - 00:04.171
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_api_irfs.py` (``../examples/tutorials/api/irfs.py``)
-     - 00:04.065
+     - 00:03.863
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_hess.py` (``../examples/tutorials/data/hess.py``)
-     - 00:03.770
+     - 00:03.526
      - 0.0
-   * - :ref:`sphx_glr_tutorials_api_models.py` (``../examples/tutorials/api/models.py``)
-     - 00:03.277
+   * - :ref:`sphx_glr_tutorials_api_irfs.py` (``../examples/tutorials/api/irfs.py``)
+     - 00:03.386
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling_nrg_depend_models.py` (``../examples/tutorials/analysis-3d/event_sampling_nrg_depend_models.py``)
-     - 00:03.237
+     - 00:02.890
      - 0.0
-   * - :ref:`sphx_glr_tutorials_api_maps.py` (``../examples/tutorials/api/maps.py``)
-     - 00:02.801
+   * - :ref:`sphx_glr_tutorials_api_models.py` (``../examples/tutorials/api/models.py``)
+     - 00:02.571
      - 0.0
    * - :ref:`sphx_glr_tutorials_scripts_survey_map.py` (``../examples/tutorials/scripts/survey_map.py``)
-     - 00:02.612
+     - 00:02.477
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_api_maps.py` (``../examples/tutorials/api/maps.py``)
+     - 00:02.340
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_mask_maps.py` (``../examples/tutorials/api/mask_maps.py``)
-     - 00:02.366
+     - 00:01.945
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_overview.py` (``../examples/tutorials/starting/overview.py``)
-     - 00:01.400
+     - 00:01.338
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_absorbed.py` (``../examples/models/spectral/plot_absorbed.py``)
-     - 00:01.070
+     - 00:01.043
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``../examples/tutorials/analysis-1d/cta_sensitivity.py``)
-     - 00:00.867
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-time_Variability_estimation.py` (``../examples/tutorials/analysis-time/Variability_estimation.py``)
-     - 00:00.683
+     - 00:00.874
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_constant_temporal.py` (``../examples/models/temporal/plot_constant_temporal.py``)
-     - 00:00.652
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_naima.py` (``../examples/models/spectral/plot_naima.py``)
-     - 00:00.408
+     - 00:00.634
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_broken_powerlaw.py` (``../examples/models/spectral/plot_broken_powerlaw.py``)
-     - 00:00.365
+   * - :ref:`sphx_glr_tutorials_analysis-time_Variability_estimation.py` (``../examples/tutorials/analysis-time/Variability_estimation.py``)
+     - 00:00.562
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_constant.py` (``../examples/models/spatial/plot_constant.py``)
-     - 00:00.344
+     - 00:00.419
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_naima.py` (``../examples/models/spectral/plot_naima.py``)
+     - 00:00.356
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_compound.py` (``../examples/models/spectral/plot_compound.py``)
-     - 00:00.333
+     - 00:00.340
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_broken_powerlaw.py` (``../examples/models/spectral/plot_broken_powerlaw.py``)
+     - 00:00.317
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw2.py` (``../examples/models/spectral/plot_powerlaw2.py``)
-     - 00:00.332
+     - 00:00.286
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_smooth_broken_powerlaw.py` (``../examples/models/spectral/plot_smooth_broken_powerlaw.py``)
-     - 00:00.331
+     - 00:00.286
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw.py` (``../examples/models/spectral/plot_powerlaw.py``)
-     - 00:00.330
+     - 00:00.281
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_disk.py` (``../examples/models/spatial/plot_disk.py``)
-     - 00:00.327
+     - 00:00.247
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw_norm_spectral.py` (``../examples/models/spectral/plot_powerlaw_norm_spectral.py``)
-     - 00:00.282
+     - 00:00.235
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola_norm_spectral.py` (``../examples/models/spectral/plot_logparabola_norm_spectral.py``)
-     - 00:00.279
+     - 00:00.233
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_constant_spectral.py` (``../examples/models/spectral/plot_constant_spectral.py``)
-     - 00:00.247
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_norm_spectral.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw_norm_spectral.py``)
-     - 00:00.237
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_piecewise_norm_spectral.py` (``../examples/models/spectral/plot_piecewise_norm_spectral.py``)
-     - 00:00.232
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl.py` (``../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl.py``)
-     - 00:00.231
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``../examples/models/spatial/plot_template.py``)
+     - 00:00.220
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gen_gauss.py` (``../examples/models/spatial/plot_gen_gauss.py``)
-     - 00:00.230
+     - 00:00.219
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_gauss_spectral.py` (``../examples/models/spectral/plot_gauss_spectral.py``)
-     - 00:00.230
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl_dr1.py` (``../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.py``)
-     - 00:00.228
+     - 00:00.215
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_3fgl.py` (``../examples/models/spectral/plot_super_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.228
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_constant_spectral.py` (``../examples/models/spectral/plot_constant_spectral.py``)
+     - 00:00.210
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw.py``)
-     - 00:00.218
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola.py` (``../examples/models/spectral/plot_logparabola.py``)
+     - 00:00.203
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gauss.py` (``../examples/models/spatial/plot_gauss.py``)
-     - 00:00.215
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_point.py` (``../examples/models/spatial/plot_point.py``)
+     - 00:00.195
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola.py` (``../examples/models/spectral/plot_logparabola.py``)
-     - 00:00.214
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_powerlaw_temporal.py` (``../examples/models/temporal/plot_powerlaw_temporal.py``)
+     - 00:00.192
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_template_spectral.py` (``../examples/models/spectral/plot_template_spectral.py``)
-     - 00:00.213
+     - 00:00.191
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_3fgl.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.211
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_piecewise_norm_spectral.py` (``../examples/models/spectral/plot_piecewise_norm_spectral.py``)
+     - 00:00.188
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``../examples/models/spatial/plot_template.py``)
-     - 00:00.201
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gauss.py` (``../examples/models/spatial/plot_gauss.py``)
+     - 00:00.188
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_powerlaw_temporal.py` (``../examples/models/temporal/plot_powerlaw_temporal.py``)
-     - 00:00.199
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_3fgl.py` (``../examples/models/spectral/plot_super_exp_cutoff_powerlaw_3fgl.py``)
+     - 00:00.187
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_point.py` (``../examples/models/spatial/plot_point.py``)
-     - 00:00.194
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_norm_spectral.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw_norm_spectral.py``)
+     - 00:00.187
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl.py` (``../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl.py``)
+     - 00:00.185
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl_dr1.py` (``../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.py``)
+     - 00:00.185
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell.py` (``../examples/models/spatial/plot_shell.py``)
-     - 00:00.160
+     - 00:00.179
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell2.py` (``../examples/models/spatial/plot_shell2.py``)
-     - 00:00.155
+     - 00:00.173
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw.py``)
+     - 00:00.171
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_3fgl.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw_3fgl.py``)
+     - 00:00.169
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_piecewise_norm_spatial.py` (``../examples/models/spatial/plot_piecewise_norm_spatial.py``)
-     - 00:00.144
+     - 00:00.138
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_phase_temporal.py` (``../examples/models/temporal/plot_template_phase_temporal.py``)
-     - 00:00.129
+     - 00:00.120
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_temporal.py` (``../examples/models/temporal/plot_template_temporal.py``)
-     - 00:00.128
+     - 00:00.119
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_generalized_gaussian_temporal.py` (``../examples/models/temporal/plot_generalized_gaussian_temporal.py``)
-     - 00:00.117
+     - 00:00.109
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_sine_temporal.py` (``../examples/models/temporal/plot_sine_temporal.py``)
+     - 00:00.108
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_gaussian_temporal.py` (``../examples/models/temporal/plot_gaussian_temporal.py``)
-     - 00:00.115
+     - 00:00.108
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_expdecay_temporal.py` (``../examples/models/temporal/plot_expdecay_temporal.py``)
-     - 00:00.114
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_sine_temporal.py` (``../examples/models/temporal/plot_sine_temporal.py``)
-     - 00:00.113
+     - 00:00.107
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_linear_temporal.py` (``../examples/models/temporal/plot_linear_temporal.py``)
-     - 00:00.108
+     - 00:00.104
      - 0.0
diff --git a/docs/dev/_sources/tutorials/analysis-1d/cta_sensitivity.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/cta_sensitivity.rst.txt
index c439ee40de3..e64d6903bb5 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/cta_sensitivity.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/cta_sensitivity.rst.txt
@@ -119,7 +119,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-1d/extended_source_spectral_analysis.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/extended_source_spectral_analysis.rst.txt
index c309a8aa856..91fd1e9eff4 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/extended_source_spectral_analysis.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/extended_source_spectral_analysis.rst.txt
@@ -164,7 +164,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-1d/sed_fitting.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/sed_fitting.rst.txt
index 096e70aa8b0..32002ac2fd5 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/sed_fitting.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/sed_fitting.rst.txt
@@ -162,7 +162,7 @@ attribute:
 
     

     
Table length=5
-    
+    

diff --git a/docs/dev/_sources/tutorials/analysis-1d/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/sg_execution_times.rst.txt
index 9d6ef53f84b..ed68eaacfae 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:46.062** total execution time for 7 files **from tutorials/analysis-1d**:
+**00:57.105** total execution time for 7 files **from tutorials/analysis-1d**:
 
 .. container::
 
@@ -33,23 +33,23 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``spectral_analysis.py``)
-     - 00:15.347
+     - 00:28.129
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``spectral_analysis_hli.py``)
-     - 00:07.921
+     - 00:07.383
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``spectrum_simulation.py``)
-     - 00:07.534
+     - 00:07.002
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``sed_fitting.py``)
-     - 00:05.528
+     - 00:05.231
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``extended_source_spectral_analysis.py``)
-     - 00:04.449
+     - 00:04.277
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``spectral_analysis_rad_max.py``)
-     - 00:04.416
+     - 00:04.209
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``cta_sensitivity.py``)
-     - 00:00.867
+     - 00:00.874
      - 0.0
diff --git a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis.rst.txt
index e8593650041..b60b9b57b42 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis.rst.txt
@@ -207,7 +207,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -770,41 +770,18 @@ Compute Flux Points
 
 To round up our analysis we can compute flux points by fitting the norm
 of the global model in energy bands.
-We can utilise the `~gammapy.estimators.utils.resample_energy_edges`
-for defining the energy bins in which the minimum number of `sqrt_ts` is 2.
-To do so we first stack the individual datasets, only for obtaining the energies:
-
-
-.. GENERATED FROM PYTHON SOURCE LINES 387-392
-
-.. code-block:: Python
-
-
-    dataset_stacked = Datasets(datasets).stack_reduce()
-    energy_edges = resample_energy_edges(dataset_stacked, conditions={"sqrt_ts_min": 2})
-
-
-
-
-
-
-
-
-
-.. GENERATED FROM PYTHON SOURCE LINES 393-397
-
-Now we create an instance of the
+We create an instance of the
 `~gammapy.estimators.FluxPointsEstimator`, by passing the dataset and
 the energy binning:
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 397-404
+.. GENERATED FROM PYTHON SOURCE LINES 387-394
 
 .. code-block:: Python
 
 
     fpe = FluxPointsEstimator(
-        energy_edges=energy_edges, source="crab", selection_optional="all"
+        energy_edges=energy_axis.edges, source="crab", selection_optional="all"
     )
     flux_points = fpe.run(datasets=datasets)
 
@@ -816,12 +793,12 @@ the energy binning:
 
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 405-407
+.. GENERATED FROM PYTHON SOURCE LINES 395-397
 
 Here is a the table of the resulting flux points:
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 407-411
+.. GENERATED FROM PYTHON SOURCE LINES 397-401
 
 .. code-block:: Python
 
@@ -840,31 +817,39 @@ Here is a the table of the resulting flux points:
     e_ref  e_min  e_max  ... success   norm_scan        stat_scan     
      TeV    TeV    TeV   ...                                          
     ------ ------ ------ ... ------- -------------- ------------------
+     0.112  0.100  0.125 ...   False 0.200 .. 5.000         nan .. nan
+     0.139  0.125  0.156 ...   False 0.200 .. 5.000         nan .. nan
+     0.174  0.156  0.195 ...   False 0.200 .. 5.000         nan .. nan
+     0.217  0.195  0.243 ...   False 0.200 .. 5.000         nan .. nan
+     0.271  0.243  0.303 ...   False 0.200 .. 5.000         nan .. nan
+     0.339  0.303  0.379 ...   False 0.200 .. 5.000         nan .. nan
+     0.423  0.379  0.473 ...   False 0.200 .. 5.000         nan .. nan
+     0.528  0.473  0.590 ...   False 0.200 .. 5.000         nan .. nan
      0.659  0.590  0.737 ...    True 0.200 .. 5.000  62.683 .. 252.535
      0.823  0.737  0.920 ...    True 0.200 .. 5.000 140.739 .. 451.124
-     1.028  0.920  1.148 ...    True 0.200 .. 5.000 105.409 .. 381.859
-     1.283  1.148  1.434 ...    True 0.200 .. 5.000  77.194 .. 311.795
-     1.602  1.434  1.790 ...    True 0.200 .. 5.000  88.719 .. 221.364
-     2.000  1.790  2.235 ...    True 0.200 .. 5.000  62.080 .. 203.491
-     2.497  2.235  2.790 ...    True 0.200 .. 5.000  57.228 .. 169.536
-     3.117  2.790  3.483 ...    True 0.200 .. 5.000  45.318 .. 123.910
-     3.892  3.483  4.348 ...    True 0.200 .. 5.000  13.594 .. 125.092
+       ...    ...    ... ...     ...            ...                ...
      4.859  4.348  5.429 ...    True 0.200 .. 5.000   31.556 .. 80.689
      6.066  5.429  6.778 ...    True 0.200 .. 5.000   15.545 .. 51.420
      7.573  6.778  8.462 ...    True 0.200 .. 5.000   16.394 .. 34.290
      9.454  8.462 10.564 ...    True 0.200 .. 5.000   12.081 .. 21.493
-    20.556 10.564 40.000 ...    True 0.200 .. 5.000   22.913 .. 43.864
+    11.803 10.564 13.189 ...    True 0.200 .. 5.000   12.285 .. 18.679
+    14.736 13.189 16.465 ...    True 0.200 .. 5.000    3.401 .. 13.778
+    18.397 16.465 20.556 ...    True 0.200 .. 5.000     6.221 .. 3.778
+    22.968 20.556 25.663 ...   False 0.200 .. 5.000     0.423 .. 4.486
+    28.675 25.663 32.040 ...    True 0.200 .. 5.000     0.443 .. 2.288
+    35.799 32.040 40.000 ...   False 0.200 .. 5.000     0.139 .. 0.855
+    Length = 27 rows
 
 
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 412-415
+.. GENERATED FROM PYTHON SOURCE LINES 402-405
 
 Now we plot the flux points and their likelihood profiles. For the
 plotting of upper limits we choose a threshold of TS < 4.
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 415-421
+.. GENERATED FROM PYTHON SOURCE LINES 405-412
 
 .. code-block:: Python
 
@@ -872,6 +857,7 @@ plotting of upper limits we choose a threshold of TS < 4.
     fig, ax = plt.subplots()
     flux_points.plot(ax=ax, sed_type="e2dnde", color="darkorange")
     flux_points.plot_ts_profiles(ax=ax, sed_type="e2dnde")
+    ax.set_xlim(0.6, 40)
     plt.show()
 
 
@@ -886,26 +872,29 @@ plotting of upper limits we choose a threshold of TS < 4.
 
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 422-426
+.. GENERATED FROM PYTHON SOURCE LINES 413-417
 
 Note: it is also possible to plot the flux distribution with the spectral model overlaid,
 but you must ensure the axis binning is identical for the flux points and
 integral flux.
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 429-432
+.. GENERATED FROM PYTHON SOURCE LINES 420-423
 
 The final plot with the best fit model, flux points and residuals can be
 quickly made like this:
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 432-438
+.. GENERATED FROM PYTHON SOURCE LINES 423-432
 
 .. code-block:: Python
 
 
-    flux_points_dataset = FluxPointsDataset(data=flux_points, models=model_best_joint)
-    flux_points_dataset.plot_fit()
+    flux_points_dataset = FluxPointsDataset(
+        data=flux_points, models=model_best_joint.copy()
+    )
+    ax, _ = flux_points_dataset.plot_fit()
+    ax.set_xlim(0.6, 40)
     plt.show()
 
 
@@ -921,7 +910,7 @@ quickly made like this:
 
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 439-446
+.. GENERATED FROM PYTHON SOURCE LINES 433-440
 
 Stack observations
 ------------------
@@ -931,7 +920,7 @@ observations first and the fitting a model. For this we first stack the
 individual datasets:
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 446-450
+.. GENERATED FROM PYTHON SOURCE LINES 440-444
 
 .. code-block:: Python
 
@@ -946,14 +935,14 @@ individual datasets:
 
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 451-455
+.. GENERATED FROM PYTHON SOURCE LINES 445-449
 
 Again we set the model on the dataset we would like to fit (in this case
 it’s only a single one) and pass it to the `~gammapy.modeling.Fit`
 object:
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 455-465
+.. GENERATED FROM PYTHON SOURCE LINES 449-459
 
 .. code-block:: Python
 
@@ -995,11 +984,11 @@ object:
 
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 466-467
+.. GENERATED FROM PYTHON SOURCE LINES 460-461
 
 And display the parameter table
 
-.. GENERATED FROM PYTHON SOURCE LINES 467-473
+.. GENERATED FROM PYTHON SOURCE LINES 461-467
 
 .. code-block:: Python
 
@@ -1035,14 +1024,14 @@ And display the parameter table
 
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 474-478
+.. GENERATED FROM PYTHON SOURCE LINES 468-472
 
 Finally, we compare the results of our stacked analysis to a previously
 published Crab Nebula Spectrum for reference. This is available in
 `~gammapy.modeling.models.create_crab_spectral_model`.
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 478-506
+.. GENERATED FROM PYTHON SOURCE LINES 472-500
 
 .. code-block:: Python
 
@@ -1086,7 +1075,116 @@ published Crab Nebula Spectrum for reference. This is available in
 
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 507-522
+.. GENERATED FROM PYTHON SOURCE LINES 501-517
+
+A note on statistics
+--------------------
+
+Different statistic are available for the FluxPointDataset :
+* chi2 : estimate from chi2 statistics.
+* profile : estimate from interpolation of the likelihood profile.
+* distrib : estimate from probability distributions,
+            assuming that flux points correspond to asymmetric gaussians
+            and upper limits complementary error functions.
+Default is `chi2`, in that case upper limits are ignored and the mean of asymetrics error is used.
+So it is recommended to use `profile` if `stat_scan` is available on flux points.
+The `distrib` case provides an approximation if the `profile` is not available
+which allows to take into accounts upper limit and asymetrics error.
+
+In the example below we can see that the `profile` case matches exactly the result
+from the joint analysis of the ON/OFF datasets using `wstat` (as labelled).
+
+.. GENERATED FROM PYTHON SOURCE LINES 517-555
+
+.. code-block:: Python
+
+
+
+    def plot_stat(fp_dataset):
+        fig, ax = plt.subplots()
+
+        plot_kwargs = {
+            "energy_bounds": [0.1, 30] * u.TeV,
+            "sed_type": "e2dnde",
+            "ax": ax,
+        }
+
+        fp_dataset.data.plot(energy_power=2, ax=ax)
+        model_best_joint.spectral_model.plot(
+            color="b", lw=0.5, **plot_kwargs, label="wstat"
+        )
+
+        stat_types = ["chi2", "profile", "distrib"]
+        colors = ["red", "g", "c"]
+        lss = ["--", ":", "--"]
+
+        for ks, stat in enumerate(stat_types):
+
+            fp_dataset.stat_type = stat
+
+            fit = Fit()
+            fit.run([fp_dataset])
+
+            fp_dataset.models[0].spectral_model.plot(
+                color=colors[ks], ls=lss[ks], **plot_kwargs, label=stat
+            )
+            fp_dataset.models[0].spectral_model.plot_error(
+                facecolor=colors[ks], **plot_kwargs
+            )
+            plt.legend()
+
+
+    plot_stat(flux_points_dataset)
+
+
+
+
+.. image-sg:: /tutorials/analysis-1d/images/sphx_glr_spectral_analysis_008.png
+   :alt: spectral analysis
+   :srcset: /tutorials/analysis-1d/images/sphx_glr_spectral_analysis_008.png
+   :class: sphx-glr-single-img
+
+
+
+
+
+.. GENERATED FROM PYTHON SOURCE LINES 556-576
+
+.. code-block:: Python
+
+
+    # In order to avoid discrepancies due to the treatment of upper limits
+    # we can utilise the `~gammapy.estimators.utils.resample_energy_edges`
+    # for defining energy bins in which the minimum number of `sqrt_ts` is 2.
+    # In that case all the statistics definitions give equivalent results.
+    #
+
+    energy_edges = resample_energy_edges(dataset_stacked, conditions={"sqrt_ts_min": 2})
+
+    fpe_no_ul = FluxPointsEstimator(
+        energy_edges=energy_edges, source="crab", selection_optional="all"
+    )
+    flux_points_no_ul = fpe_no_ul.run(datasets=datasets)
+    flux_points_dataset_no_ul = FluxPointsDataset(
+        data=flux_points_no_ul,
+        models=model_best_joint.copy(),
+    )
+
+    plot_stat(flux_points_dataset_no_ul)
+
+
+
+
+.. image-sg:: /tutorials/analysis-1d/images/sphx_glr_spectral_analysis_009.png
+   :alt: spectral analysis
+   :srcset: /tutorials/analysis-1d/images/sphx_glr_spectral_analysis_009.png
+   :class: sphx-glr-single-img
+
+
+
+
+
+.. GENERATED FROM PYTHON SOURCE LINES 577-592
 
 Exercises
 ---------
@@ -1104,7 +1202,7 @@ practice you can continue with the following exercises:
    the best fit model, that was directly fitted to the counts data?
 
 
-.. GENERATED FROM PYTHON SOURCE LINES 525-536
+.. GENERATED FROM PYTHON SOURCE LINES 595-606
 
 What next?
 ----------
@@ -1121,7 +1219,7 @@ tutorial.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 15.347 seconds)
+   **Total running time of the script:** (0 minutes 28.129 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-1d_spectral_analysis.py:
diff --git a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_hli.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_hli.rst.txt
index cb6c7a17d89..2ac7571e0aa 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_hli.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_hli.rst.txt
@@ -150,7 +150,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -991,8 +991,8 @@ This is how we can write the model back to file again:
                 unit: TeV
     covariance: model-best-fit_covariance.dat
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:10:15.982826'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:03:11.748956'
         origin: null
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_rad_max.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_rad_max.rst.txt
index 6e09b5a4460..55a8220ec16 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_rad_max.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis_rad_max.rst.txt
@@ -206,7 +206,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -747,10 +747,10 @@ provide a good distribution of the background.
 
       model   type    name     value         unit      ... frozen is_norm link prior
     --------- ---- --------- ---------- -------------- ... ------ ------- ---- -----
-    simulated      amplitude 4.2401e-11 cm-2 s-1 TeV-1 ...  False    True           
+    simulated      amplitude 4.5989e-11 cm-2 s-1 TeV-1 ...  False    True           
     simulated      reference 1.0000e+00            TeV ...   True   False           
-    simulated          alpha 2.6611e+00                ...  False   False           
-    simulated           beta 2.6505e-01                ...  False   False           
+    simulated          alpha 2.4283e+00                ...  False   False           
+    simulated           beta 1.4874e-01                ...  False   False           
 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-1d/spectrum_simulation.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/spectrum_simulation.rst.txt
index 27b2b87be0b..31caf0c8855 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/spectrum_simulation.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/spectrum_simulation.rst.txt
@@ -142,7 +142,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -411,14 +411,14 @@ dealing with simulations based on observations of real off counts.
     SpectrumDatasetOnOff
     --------------------
 
-      Name                            : ITRg7pI1 
+      Name                            : SbVBPNOv 
 
-      Total counts                    : 310 
-      Total background counts         : 21.80
-      Total excess counts             : 288.20
+      Total counts                    : 325 
+      Total background counts         : 20.80
+      Total excess counts             : 304.20
 
-      Predicted counts                : 303.28
-      Predicted background counts     : 21.91
+      Predicted counts                : 302.49
+      Predicted background counts     : 21.12
       Predicted excess counts         : 281.37
 
       Exposure min                    : 2.53e+08 m2 s
@@ -428,7 +428,7 @@ dealing with simulations based on observations of real off counts.
       Number of fit bins              : 9 
 
       Fit statistic type              : wstat
-      Fit statistic value (-2 log(L)) : 11.86
+      Fit statistic value (-2 log(L)) : 11.29
 
       Number of models                : 1 
       Number of parameters            : 3
@@ -446,7 +446,7 @@ dealing with simulations based on observations of real off counts.
           amplitude                     :   2.50e-12   +/- 0.0e+00 1 / (cm2 s TeV)
           reference             (frozen):      1.000       TeV         
   
-        Total counts_off                : 109 
+        Total counts_off                : 104 
       Acceptance                      : 9 
       Acceptance off                  : 45 
 
diff --git a/docs/dev/_sources/tutorials/analysis-2d/detect.rst.txt b/docs/dev/_sources/tutorials/analysis-2d/detect.rst.txt
index f5a9c5b8f60..daa48445263 100644
--- a/docs/dev/_sources/tutorials/analysis-2d/detect.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-2d/detect.rst.txt
@@ -124,7 +124,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -508,7 +508,7 @@ Here’s some suggestions what to do next:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 15.211 seconds)
+   **Total running time of the script:** (0 minutes 14.891 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-2d_detect.py:
diff --git a/docs/dev/_sources/tutorials/analysis-2d/modeling_2D.rst.txt b/docs/dev/_sources/tutorials/analysis-2d/modeling_2D.rst.txt
index 3b68e88e0ff..ec3fccd4cd1 100644
--- a/docs/dev/_sources/tutorials/analysis-2d/modeling_2D.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-2d/modeling_2D.rst.txt
@@ -124,7 +124,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt b/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt
index 0d90bd01e59..326765c9ef1 100644
--- a/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt
@@ -127,7 +127,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -666,7 +666,7 @@ to be a standard normal distribution.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 12.415 seconds)
+   **Total running time of the script:** (0 minutes 11.782 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-2d_ring_background.py:
diff --git a/docs/dev/_sources/tutorials/analysis-2d/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/analysis-2d/sg_execution_times.rst.txt
index 0b3c65168c0..bc39f1b5c0a 100644
--- a/docs/dev/_sources/tutorials/analysis-2d/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-2d/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:33.027** total execution time for 3 files **from tutorials/analysis-2d**:
+**00:31.721** total execution time for 3 files **from tutorials/analysis-2d**:
 
 .. container::
 
@@ -33,11 +33,11 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_analysis-2d_detect.py` (``detect.py``)
-     - 00:15.211
+     - 00:14.891
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``ring_background.py``)
-     - 00:12.415
+     - 00:11.782
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``modeling_2D.py``)
-     - 00:05.401
+     - 00:05.048
      - 0.0
diff --git a/docs/dev/_sources/tutorials/analysis-3d/analysis_3d.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/analysis_3d.rst.txt
index 0ee97382248..1dbc646004d 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/analysis_3d.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/analysis_3d.rst.txt
@@ -98,7 +98,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -951,21 +951,21 @@ Data reduction
     Dataset 0: 
 
       Type       : MapDataset
-      Name       : haYvMPDK
+      Name       : TmQYLpS6
       Instrument : CTA
       Models     : 
 
     Dataset 1: 
 
       Type       : MapDataset
-      Name       : a4h3OOjw
+      Name       : 77NFDsOK
       Instrument : CTA
       Models     : 
 
     Dataset 2: 
 
       Type       : MapDataset
-      Name       : V-EnbDBe
+      Name       : 5hin2l8F
       Instrument : CTA
       Models     : 
 
@@ -998,7 +998,7 @@ You can access each one by name or by index, eg:
     MapDataset
     ----------
 
-      Name                            : haYvMPDK 
+      Name                            : TmQYLpS6 
 
       Total counts                    : 40481 
       Total background counts         : 36014.51
@@ -1066,9 +1066,9 @@ map, omit the region argument.
       name   counts       excess       ... n_fit_bins stat_type stat_sum
                                        ...                              
     -------- ------ ------------------ ... ---------- --------- --------
-    haYvMPDK  40481 4466.4930435940405 ...     693940      cash      nan
-    a4h3OOjw  40525  4510.505523195905 ...     693940      cash      nan
-    V-EnbDBe  40235  4220.480554966147 ...     693940      cash      nan
+    TmQYLpS6  40481 4466.4930435940405 ...     693940      cash      nan
+    77NFDsOK  40525  4510.505523195905 ...     693940      cash      nan
+    5hin2l8F  40235  4220.480554966147 ...     693940      cash      nan
     Models
 
     Component 0: SkyModel
@@ -1089,8 +1089,8 @@ map, omit the region argument.
 
     Component 1: FoVBackgroundModel
 
-      Name                      : haYvMPDK-bkg
-      Datasets names            : ['haYvMPDK']
+      Name                      : TmQYLpS6-bkg
+      Datasets names            : ['TmQYLpS6']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1099,8 +1099,8 @@ map, omit the region argument.
 
     Component 2: FoVBackgroundModel
 
-      Name                      : a4h3OOjw-bkg
-      Datasets names            : ['a4h3OOjw']
+      Name                      : 77NFDsOK-bkg
+      Datasets names            : ['77NFDsOK']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1109,8 +1109,8 @@ map, omit the region argument.
 
     Component 3: FoVBackgroundModel
 
-      Name                      : V-EnbDBe-bkg
-      Datasets names            : ['V-EnbDBe']
+      Name                      : 5hin2l8F-bkg
+      Datasets names            : ['5hin2l8F']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1225,8 +1225,8 @@ Check best-fit parameters and error estimates:
 
     Component 1: FoVBackgroundModel
 
-      Name                      : haYvMPDK-bkg
-      Datasets names            : ['haYvMPDK']
+      Name                      : TmQYLpS6-bkg
+      Datasets names            : ['TmQYLpS6']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.118   +/-    0.01             
@@ -1235,8 +1235,8 @@ Check best-fit parameters and error estimates:
 
     Component 2: FoVBackgroundModel
 
-      Name                      : a4h3OOjw-bkg
-      Datasets names            : ['a4h3OOjw']
+      Name                      : 77NFDsOK-bkg
+      Datasets names            : ['77NFDsOK']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.119   +/-    0.01             
@@ -1245,8 +1245,8 @@ Check best-fit parameters and error estimates:
 
     Component 3: FoVBackgroundModel
 
-      Name                      : V-EnbDBe-bkg
-      Datasets names            : ['V-EnbDBe']
+      Name                      : 5hin2l8F-bkg
+      Datasets names            : ['5hin2l8F']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.111   +/-    0.01             
@@ -1375,7 +1375,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 32.501 seconds)
+   **Total running time of the script:** (0 minutes 31.053 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_analysis_3d.py:
diff --git a/docs/dev/_sources/tutorials/analysis-3d/analysis_mwl.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/analysis_mwl.rst.txt
index b188d405594..aeea7f8084f 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/analysis_mwl.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/analysis_mwl.rst.txt
@@ -123,7 +123,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-3d/cta_data_analysis.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/cta_data_analysis.rst.txt
index 548cc16131f..45777a9d67a 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/cta_data_analysis.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/cta_data_analysis.rst.txt
@@ -119,7 +119,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -819,7 +819,7 @@ profile to compute the flux and flux error.
 
     

     
Table length=5
-    

     
e_refe_mine_maxdndednde_errpdnde_errndnde_ulsqrt_tsis_ul

     
GeVGeVGeV1 / (cm2 GeV s)1 / (cm2 GeV s)1 / (cm2 GeV s)1 / (cm2 GeV s)

     
float64float64float64float64float64float64float64float32bool

+    

@@ -913,7 +913,7 @@ What next?
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 18.175 seconds)
+   **Total running time of the script:** (0 minutes 17.462 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_cta_data_analysis.py:
diff --git a/docs/dev/_sources/tutorials/analysis-3d/energy_dependent_estimation.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/energy_dependent_estimation.rst.txt
index f8d007b04eb..7898079e78c 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/energy_dependent_estimation.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/energy_dependent_estimation.rst.txt
@@ -126,7 +126,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -482,7 +482,7 @@ Plotting the results
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 20.735 seconds)
+   **Total running time of the script:** (0 minutes 18.517 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_energy_dependent_estimation.py:
diff --git a/docs/dev/_sources/tutorials/analysis-3d/event_sampling.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/event_sampling.rst.txt
index 986f40cfbf4..17046cf57a2 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/event_sampling.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/event_sampling.rst.txt
@@ -174,7 +174,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -1077,7 +1077,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 20.687 seconds)
+   **Total running time of the script:** (0 minutes 22.106 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_event_sampling.py:
diff --git a/docs/dev/_sources/tutorials/analysis-3d/event_sampling_nrg_depend_models.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/event_sampling_nrg_depend_models.rst.txt
index 21c23454a52..03312c24eae 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/event_sampling_nrg_depend_models.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/event_sampling_nrg_depend_models.rst.txt
@@ -125,7 +125,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-3d/flux_profiles.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/flux_profiles.rst.txt
index 8bf33b793fc..ff95e7bac74 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/flux_profiles.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/flux_profiles.rst.txt
@@ -131,7 +131,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -374,11 +374,11 @@ We can see the full configuration by printing the estimator object:
     --------------------
 
       energy_edges           : [  10. 2000.] GeV
-      fit                    : 
+      fit                    : 
       n_jobs                 : None
       n_sigma                : 1
       n_sigma_ul             : 2
-      norm                   : Parameter(name='norm', value=1.0, factor=1.0, scale=1.0, unit=Unit(dimensionless), min=nan, max=nan, frozen=False, prior=None, id=0x7f9befbfa340)
+      norm                   : Parameter(name='norm', value=1.0, factor=1.0, scale=1.0, unit=Unit(dimensionless), min=nan, max=nan, frozen=False, prior=None, id=0x7f8c4c087d30)
       null_value             : 0
       parallel_backend       : None
       reoptimize             : False
@@ -826,7 +826,7 @@ And now plot the points together with the likelihood profiles:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 20.720 seconds)
+   **Total running time of the script:** (0 minutes 19.171 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_flux_profiles.py:
diff --git a/docs/dev/_sources/tutorials/analysis-3d/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/sg_execution_times.rst.txt
index 16ae994e3ef..d928de1d298 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**02:12.390** total execution time for 8 files **from tutorials/analysis-3d**:
+**02:06.514** total execution time for 8 files **from tutorials/analysis-3d**:
 
 .. container::
 
@@ -33,26 +33,26 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_3d.py` (``analysis_3d.py``)
-     - 00:32.501
+     - 00:31.053
      - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-3d_energy_dependent_estimation.py` (``energy_dependent_estimation.py``)
-     - 00:20.735
+   * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``event_sampling.py``)
+     - 00:22.106
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_flux_profiles.py` (``flux_profiles.py``)
-     - 00:20.720
+     - 00:19.171
      - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``event_sampling.py``)
-     - 00:20.687
+   * - :ref:`sphx_glr_tutorials_analysis-3d_energy_dependent_estimation.py` (``energy_dependent_estimation.py``)
+     - 00:18.517
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_cta_data_analysis.py` (``cta_data_analysis.py``)
-     - 00:18.175
+     - 00:17.462
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_simulate_3d.py` (``simulate_3d.py``)
-     - 00:10.093
+     - 00:09.478
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_mwl.py` (``analysis_mwl.py``)
-     - 00:06.243
+     - 00:05.838
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling_nrg_depend_models.py` (``event_sampling_nrg_depend_models.py``)
-     - 00:03.237
+     - 00:02.890
      - 0.0
diff --git a/docs/dev/_sources/tutorials/analysis-3d/simulate_3d.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/simulate_3d.rst.txt
index aacd973c99f..fa3b93a3550 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/simulate_3d.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/simulate_3d.rst.txt
@@ -303,9 +303,9 @@ the `selection` of the maps that you want to produce
 
       Name                            : dataset-simu 
 
-      Total counts                    : 169014 
+      Total counts                    : 169460 
       Total background counts         : 161250.95
-      Total excess counts             : 7763.05
+      Total excess counts             : 8209.05
 
       Predicted counts                : 169871.61
       Predicted background counts     : 161250.95
@@ -318,7 +318,7 @@ the `selection` of the maps that you want to produce
       Number of fit bins              : 804492 
 
       Fit statistic type              : cash
-      Fit statistic value (-2 log(L)) : 561464.87
+      Fit statistic value (-2 log(L)) : 561596.34
 
       Number of models                : 2 
       Number of parameters            : 11
@@ -537,12 +537,12 @@ Compare the injected and fitted models:
       Spatial  model type       : GaussianSpatialModel
       Temporal model type       : 
       Parameters:
-        index                         :      3.028   +/-    0.02             
-        amplitude                     :   9.09e-12   +/- 3.2e-13 1 / (cm2 s TeV)
+        index                         :      3.008   +/-    0.02             
+        amplitude                     :   9.84e-12   +/- 3.2e-13 1 / (cm2 s TeV)
         reference             (frozen):      1.000       TeV         
-        lon_0                         :      0.199   +/-    0.01 deg         
-        lat_0                         :      0.096   +/-    0.01 deg         
-        sigma                         :      0.297   +/-    0.00 deg         
+        lon_0                         :      0.202   +/-    0.01 deg         
+        lat_0                         :      0.097   +/-    0.01 deg         
+        sigma                         :      0.295   +/-    0.00 deg         
         e                     (frozen):      0.000                   
         phi                   (frozen):      0.000       deg         
 
@@ -572,12 +572,12 @@ Get the errors on the fitted parameters from the parameter table
 
     type    name     value         unit        error   ... frozen is_norm link prior
     ---- --------- ---------- -------------- --------- ... ------ ------- ---- -----
-             index 3.0277e+00                2.091e-02 ...  False   False           
-         amplitude 9.0858e-12 cm-2 s-1 TeV-1 3.198e-13 ...  False    True           
+             index 3.0079e+00                1.966e-02 ...  False   False           
+         amplitude 9.8395e-12 cm-2 s-1 TeV-1 3.239e-13 ...  False    True           
          reference 1.0000e+00            TeV 0.000e+00 ...   True   False           
-             lon_0 1.9944e-01            deg 6.044e-03 ...  False   False           
-             lat_0 9.5783e-02            deg 6.047e-03 ...  False   False           
-             sigma 2.9733e-01            deg 4.145e-03 ...  False   False           
+             lon_0 2.0154e-01            deg 5.782e-03 ...  False   False           
+             lat_0 9.7415e-02            deg 5.710e-03 ...  False   False           
+             sigma 2.9526e-01            deg 3.884e-03 ...  False   False           
                  e 0.0000e+00                0.000e+00 ...   True   False           
                phi 0.0000e+00            deg 0.000e+00 ...   True   False           
               norm 1.0000e+00                0.000e+00 ...   True    True           
@@ -588,11 +588,6 @@ Get the errors on the fitted parameters from the parameter table
 
 
 
-.. rst-class:: sphx-glr-timing
-
-   **Total running time of the script:** (0 minutes 10.093 seconds)
-
-
 .. _sphx_glr_download_tutorials_analysis-3d_simulate_3d.py:
 
 .. only:: html
diff --git a/docs/dev/_sources/tutorials/analysis-time/Variability_estimation.rst.txt b/docs/dev/_sources/tutorials/analysis-time/Variability_estimation.rst.txt
index fed0bbdf581..c41301f0ab0 100644
--- a/docs/dev/_sources/tutorials/analysis-time/Variability_estimation.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/Variability_estimation.rst.txt
@@ -438,7 +438,7 @@ with the original light curve start and end points.
  .. code-block:: none
 
 
-    
+    
 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-time/light_curve.rst.txt b/docs/dev/_sources/tutorials/analysis-time/light_curve.rst.txt
index b268d35faaa..7074344f1b2 100644
--- a/docs/dev/_sources/tutorials/analysis-time/light_curve.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/light_curve.rst.txt
@@ -131,7 +131,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -633,9 +633,9 @@ Extracting the light curve
                                                 TeV         ...                    
     ------------------ ----------------- ------------------ ... ----------- -------
      53343.92234009259 53343.94186555556 3.4517490659800822 ...  nan .. nan    True
-     53343.95421509259 53343.97369425926 3.4517490659800822 ... nan .. 71.0    True
-      53345.9619812963 53345.98149518519 3.4517490659800822 ...  nan .. nan    True
-    53347.913196574074 53347.93271046296 3.4517490659800822 ... 59.0 .. nan    True
+     53343.95421509259 53343.97369425926 3.4517490659800822 ...  nan .. nan    True
+      53345.9619812963 53345.98149518519 3.4517490659800822 ... 51.0 .. nan    True
+    53347.913196574074 53347.93271046296 3.4517490659800822 ... nan .. 59.0    True
 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-time/light_curve_flare.rst.txt b/docs/dev/_sources/tutorials/analysis-time/light_curve_flare.rst.txt
index 5f3735e3454..c3eb60f1e36 100644
--- a/docs/dev/_sources/tutorials/analysis-time/light_curve_flare.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/light_curve_flare.rst.txt
@@ -149,7 +149,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -627,7 +627,7 @@ Here, we rebin 4 adjacent bins together, to get 30 min bins
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 34.599 seconds)
+   **Total running time of the script:** (0 minutes 32.466 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-time_light_curve_flare.py:
diff --git a/docs/dev/_sources/tutorials/analysis-time/light_curve_simulation.rst.txt b/docs/dev/_sources/tutorials/analysis-time/light_curve_simulation.rst.txt
index 9ccf8ad5969..042891985af 100644
--- a/docs/dev/_sources/tutorials/analysis-time/light_curve_simulation.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/light_curve_simulation.rst.txt
@@ -167,7 +167,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -413,16 +413,16 @@ quick look into our datasets.
        name   counts       excess       ... n_fit_bins stat_type       stat_sum     
                                         ...                                         
     --------- ------ ------------------ ... ---------- --------- -------------------
-    dataset-0    805  784.6812310184489 ...          9      cash -6406.5487540981385
-    dataset-1    327 317.76419591747674 ...          9      cash -2027.2275230625394
-    dataset-2    284  274.3947637541758 ...          9      cash -1695.2890901170642
-    dataset-3    310  295.2227134679628 ...          9      cash -1862.4040346523975
-    dataset-4    206 191.22271346796282 ...          9      cash -1051.8635091105637
-    dataset-5    194 175.52839183495354 ...          9      cash -1035.3223953247114
-    dataset-6     40  25.22271346796283 ...          9      cash   -82.4603698412163
-    dataset-7     44  24.78952750835169 ...          9      cash  -78.53878248736507
-    dataset-8     28 12.114416978060046 ...          9      cash   -32.1195039600197
-    dataset-9     33 15.636688324856333 ...          9      cash  -63.65684312295258
+    dataset-0    831  810.6812310184489 ...          9      cash  -6798.126644056203
+    dataset-1    358 348.76419591747674 ...          9      cash -2306.4939438753945
+    dataset-2    306  296.3947637541758 ...          9      cash -1840.0131366592896
+    dataset-3    314  299.2227134679628 ...          9      cash  -1894.473289076225
+    dataset-4    196 181.22271346796282 ...          9      cash -1029.1860486837138
+    dataset-5    180 161.52839183495354 ...          9      cash  -935.3592490931674
+    dataset-6     37  22.22271346796283 ...          9      cash  -59.79251210226733
+    dataset-7     46  26.78952750835169 ...          9      cash -114.19046493198925
+    dataset-8     41 25.114416978060046 ...          9      cash  -94.14514475975939
+    dataset-9     24  6.636688324856333 ...          9      cash  1.0737622752831832
 
 
 
@@ -572,10 +572,10 @@ that ``t_ref`` should be fixed by default for the
       Name                            : dataset_lc 
 
       Number of total flux points     : 30 
-      Number of fit bins              : 25 
+      Number of fit bins              : 26 
 
       Fit statistic type              : chi2
-      Fit statistic value (-2 log(L)) : 1466.33
+      Fit statistic value (-2 log(L)) : 1533.99
 
       Number of models                : 1 
       Number of parameters            : 5
@@ -623,10 +623,10 @@ Fit the dataset
 
     type    name     value         unit        error   ... frozen is_norm link prior
     ---- --------- ---------- -------------- --------- ... ------ ------- ---- -----
-             index 2.9968e+00                2.780e-02 ...  False   False           
-         amplitude 9.6499e-12 cm-2 s-1 TeV-1 3.211e-13 ...  False    True           
+             index 3.0319e+00                2.835e-02 ...  False   False           
+         amplitude 1.0068e-11 cm-2 s-1 TeV-1 3.443e-13 ...  False    True           
          reference 1.0000e+00            TeV 0.000e+00 ...   True   False           
-                t0 6.1508e+00              h 2.222e-01 ...  False   False           
+                t0 5.9450e+00              h 2.246e-01 ...  False   False           
              t_ref 5.8909e+04              d 0.000e+00 ...   True   False           
 
 
@@ -739,10 +739,10 @@ Perform a joint fit
 
     type    name     value         unit        error   ... frozen is_norm link prior
     ---- --------- ---------- -------------- --------- ... ------ ------- ---- -----
-             index 2.9711e+00                3.174e-02 ...  False   False           
-         amplitude 9.8073e-12 cm-2 s-1 TeV-1 3.375e-13 ...  False    True           
+             index 3.0378e+00                3.223e-02 ...  False   False           
+         amplitude 1.0117e-11 cm-2 s-1 TeV-1 3.520e-13 ...  False    True           
          reference 1.0000e+00            TeV 0.000e+00 ...   True   False           
-                t0 6.1322e+00              h 2.099e-01 ...  False   False           
+                t0 5.8799e+00              h 2.016e-01 ...  False   False           
              t_ref 5.8909e+04              d 0.000e+00 ...   True   False           
 
 
@@ -769,7 +769,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 18.908 seconds)
+   **Total running time of the script:** (0 minutes 16.854 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-time_light_curve_simulation.py:
diff --git a/docs/dev/_sources/tutorials/analysis-time/pulsar_analysis.rst.txt b/docs/dev/_sources/tutorials/analysis-time/pulsar_analysis.rst.txt
index faa016890d0..20be7f7d9a4 100644
--- a/docs/dev/_sources/tutorials/analysis-time/pulsar_analysis.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/pulsar_analysis.rst.txt
@@ -117,7 +117,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-time/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/analysis-time/sg_execution_times.rst.txt
index 57ca40fdee6..2537189c7c4 100644
--- a/docs/dev/_sources/tutorials/analysis-time/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**01:07.449** total execution time for 5 files **from tutorials/analysis-time**:
+**01:02.140** total execution time for 5 files **from tutorials/analysis-time**:
 
 .. container::
 
@@ -33,17 +33,17 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_flare.py` (``light_curve_flare.py``)
-     - 00:34.599
+     - 00:32.466
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_simulation.py` (``light_curve_simulation.py``)
-     - 00:18.908
+     - 00:16.854
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve.py` (``light_curve.py``)
-     - 00:06.659
+     - 00:06.151
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_pulsar_analysis.py` (``pulsar_analysis.py``)
-     - 00:06.600
+     - 00:06.106
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_Variability_estimation.py` (``Variability_estimation.py``)
-     - 00:00.683
+     - 00:00.562
      - 0.0
diff --git a/docs/dev/_sources/tutorials/api/astro_dark_matter.rst.txt b/docs/dev/_sources/tutorials/api/astro_dark_matter.rst.txt
index 2152ae0b04d..e63182cd4c0 100644
--- a/docs/dev/_sources/tutorials/api/astro_dark_matter.rst.txt
+++ b/docs/dev/_sources/tutorials/api/astro_dark_matter.rst.txt
@@ -106,7 +106,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -478,7 +478,7 @@ Finally flux maps for decay can be produced like this:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 28.749 seconds)
+   **Total running time of the script:** (0 minutes 27.939 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_astro_dark_matter.py:
diff --git a/docs/dev/_sources/tutorials/api/catalog.rst.txt b/docs/dev/_sources/tutorials/api/catalog.rst.txt
index 10548e13266..1c1180f4683 100644
--- a/docs/dev/_sources/tutorials/api/catalog.rst.txt
+++ b/docs/dev/_sources/tutorials/api/catalog.rst.txt
@@ -118,7 +118,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/api/datasets.rst.txt b/docs/dev/_sources/tutorials/api/datasets.rst.txt
index f4179f870f8..35aa96e1a5b 100644
--- a/docs/dev/_sources/tutorials/api/datasets.rst.txt
+++ b/docs/dev/_sources/tutorials/api/datasets.rst.txt
@@ -103,7 +103,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -297,7 +297,7 @@ To see the geometry of each map, we can use:
 
  .. code-block:: none
 
-    {'geom': , 'geom_exposure': , 'geom_psf': , 'geom_edisp': }
+    {'geom': , 'geom_exposure': , 'geom_psf': , 'geom_edisp': }
 
 
 
@@ -1883,7 +1883,7 @@ Or slice all datasets by a given energy range:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 14.938 seconds)
+   **Total running time of the script:** (0 minutes 12.784 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_datasets.py:
diff --git a/docs/dev/_sources/tutorials/api/fitting.rst.txt b/docs/dev/_sources/tutorials/api/fitting.rst.txt
index 64fe5617d6c..d83b675b41c 100644
--- a/docs/dev/_sources/tutorials/api/fitting.rst.txt
+++ b/docs/dev/_sources/tutorials/api/fitting.rst.txt
@@ -107,7 +107,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -1111,7 +1111,7 @@ in.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 11.541 seconds)
+   **Total running time of the script:** (0 minutes 10.993 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_fitting.py:
diff --git a/docs/dev/_sources/tutorials/api/makers.rst.txt b/docs/dev/_sources/tutorials/api/makers.rst.txt
index 94218777447..62318117edc 100644
--- a/docs/dev/_sources/tutorials/api/makers.rst.txt
+++ b/docs/dev/_sources/tutorials/api/makers.rst.txt
@@ -99,7 +99,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -175,7 +175,7 @@ object. This is illustrated in the following example:
     MapDataset
     ----------
 
-      Name                            : Fp-D9O6a 
+      Name                            : aISfSQny 
 
       Total counts                    : 0 
       Total background counts         : 0.00
@@ -346,7 +346,7 @@ observational data using the `~gammapy.makers.MapDatasetMaker`:
     MapDataset
     ----------
 
-      Name                            : VLVbmp0S 
+      Name                            : dspsP3PN 
 
       Total counts                    : 2016 
       Total background counts         : 1866.72
@@ -598,7 +598,7 @@ dataset per observation is stacked into a larger map.
     MapDataset
     ----------
 
-      Name                            : t5-uxtvf 
+      Name                            : AEuO7ULh 
 
       Total counts                    : 7972 
       Total background counts         : 7555.42
@@ -673,30 +673,30 @@ allow to use multiple processes on run.
     Dataset 0: 
 
       Type       : MapDataset
-      Name       : dR1Vfxrg
+      Name       : PG_DHvII
       Instrument : HESS
-      Models     : ['dR1Vfxrg-bkg']
+      Models     : ['PG_DHvII-bkg']
 
     Dataset 1: 
 
       Type       : MapDataset
-      Name       : Zry0nROZ
+      Name       : 6e0MQ65o
       Instrument : HESS
-      Models     : ['Zry0nROZ-bkg']
+      Models     : ['6e0MQ65o-bkg']
 
     Dataset 2: 
 
       Type       : MapDataset
-      Name       : -aJNqvk6
+      Name       : XMmA30ae
       Instrument : HESS
-      Models     : ['-aJNqvk6-bkg']
+      Models     : ['XMmA30ae-bkg']
 
     Dataset 3: 
 
       Type       : MapDataset
-      Name       : J0Nd4hww
+      Name       : YNWc5dXS
       Instrument : HESS
-      Models     : ['J0Nd4hww-bkg']
+      Models     : ['YNWc5dXS-bkg']
 
 
 
@@ -958,7 +958,7 @@ use `get_by_coord`
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 14.997 seconds)
+   **Total running time of the script:** (0 minutes 13.961 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_makers.py:
diff --git a/docs/dev/_sources/tutorials/api/maps.rst.txt b/docs/dev/_sources/tutorials/api/maps.rst.txt
index d28d02e1cd9..daffe3e7953 100644
--- a/docs/dev/_sources/tutorials/api/maps.rst.txt
+++ b/docs/dev/_sources/tutorials/api/maps.rst.txt
@@ -130,7 +130,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/api/mask_maps.rst.txt b/docs/dev/_sources/tutorials/api/mask_maps.rst.txt
index 8be33ce71e3..9adcdfd02a7 100644
--- a/docs/dev/_sources/tutorials/api/mask_maps.rst.txt
+++ b/docs/dev/_sources/tutorials/api/mask_maps.rst.txt
@@ -163,7 +163,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/api/model_management.rst.txt b/docs/dev/_sources/tutorials/api/model_management.rst.txt
index a1398e3f48d..a6e95d1bd98 100644
--- a/docs/dev/_sources/tutorials/api/model_management.rst.txt
+++ b/docs/dev/_sources/tutorials/api/model_management.rst.txt
@@ -135,7 +135,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/api/models.rst.txt b/docs/dev/_sources/tutorials/api/models.rst.txt
index 737bdd28e39..7c8fb0238bb 100644
--- a/docs/dev/_sources/tutorials/api/models.rst.txt
+++ b/docs/dev/_sources/tutorials/api/models.rst.txt
@@ -95,7 +95,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -1198,7 +1198,7 @@ generated:
 
  .. code-block:: none
 
-    GMYzyAOG
+    nBDpRcYY
 
 
 
@@ -1392,7 +1392,7 @@ existing FITS file:
 
     SkyModel
 
-      Name                      : -BbV2sVq
+      Name                      : S7L-Jr2X
       Datasets names            : None
       Spectral model type       : PowerLawNormSpectralModel
       Spatial  model type       : TemplateSpatialModel
@@ -1530,7 +1530,7 @@ multiple model components, Gammapy has a `~gammapy.modeling.models.Models` class
 
     Component 1: SkyModel
 
-      Name                      : -BbV2sVq
+      Name                      : S7L-Jr2X
       Datasets names            : None
       Spectral model type       : PowerLawNormSpectralModel
       Spatial  model type       : TemplateSpatialModel
@@ -1616,7 +1616,7 @@ To see which models are available you can use the ``.names`` attribute:
 
  .. code-block:: none
 
-    ['my-source', '-BbV2sVq']
+    ['my-source', 'S7L-Jr2X']
 
 
 
@@ -1717,7 +1717,7 @@ format:
                 value: 2.0
                 unit: d
             scale: utc
-    -   name: -BbV2sVq
+    -   name: S7L-Jr2X
         type: SkyModel
         spectral:
             type: PowerLawNormSpectralModel
@@ -1786,8 +1786,8 @@ format:
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:16:08.344023'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:08:41.922216'
         origin: null
 
 
@@ -1864,8 +1864,8 @@ amplitudes:
 
  .. code-block:: none
 
-    Parameter(name='index', value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7f9c24ce1fd0)
-    Parameter(name='index', value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7f9c24ce1fd0)
+    Parameter(name='index', value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7f8c4d4e0190)
+    Parameter(name='index', value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7f8c4d4e0190)
 
 
 
@@ -1904,7 +1904,7 @@ In the YAML files the shared parameter is flagged by the additional
                 value: 2.3
                 min: 1.0
                 max: 5.0
-                link: index@Ew2AOj6_
+                link: index@MZQ0v1TJ
             -   name: amplitude
                 value: 2.7e-12
                 unit: cm-2 s-1 TeV-1
@@ -1920,7 +1920,7 @@ In the YAML files the shared parameter is flagged by the additional
                 value: 2.3
                 min: 1.0
                 max: 5.0
-                link: index@Ew2AOj6_
+                link: index@MZQ0v1TJ
             -   name: amplitude
                 value: 1.0e-12
                 unit: cm-2 s-1 TeV-1
@@ -1928,8 +1928,8 @@ In the YAML files the shared parameter is flagged by the additional
                 value: 1.0
                 unit: TeV
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:16:08.534366'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:08:42.103575'
         origin: null
 
 
diff --git a/docs/dev/_sources/tutorials/api/observation_clustering.rst.txt b/docs/dev/_sources/tutorials/api/observation_clustering.rst.txt
index 7cd72207634..30b8364d9b8 100644
--- a/docs/dev/_sources/tutorials/api/observation_clustering.rst.txt
+++ b/docs/dev/_sources/tutorials/api/observation_clustering.rst.txt
@@ -202,7 +202,7 @@ be adjusted according to each specific science case.
 
  .. code-block:: none
 
-    {'group_high_zenith': , 'group_low_zenith': }
+    {'group_high_zenith': , 'group_low_zenith': }
 
 
 
@@ -482,7 +482,7 @@ Finally, ``observations.group_by_label`` creates a dictionary containing ``t``
 
  .. code-block:: none
 
-    {'group_1': , 'group_2': }
+    {'group_1': , 'group_2': }
 
 
 
diff --git a/docs/dev/_sources/tutorials/api/priors.rst.txt b/docs/dev/_sources/tutorials/api/priors.rst.txt
index 85122729eac..f3a3851c558 100644
--- a/docs/dev/_sources/tutorials/api/priors.rst.txt
+++ b/docs/dev/_sources/tutorials/api/priors.rst.txt
@@ -135,7 +135,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -724,14 +724,14 @@ The only parameter is ``sigma`` and the evaluation method return the squared inv
 
     {'spectral': {'type': 'PowerLawSpectralModel', 'parameters': [{'name': 'index', 'value': 2.0, 'prior': {'type': 'MyCustomPrior', 'parameters': [{'name': 'sigma', 'value': 0.5, 'unit': ''}], 'weight': 1}}, {'name': 'amplitude', 'value': 1e-12, 'unit': 'cm-2 s-1 TeV-1'}, {'name': 'reference', 'value': 1.0, 'unit': 'TeV'}]}}
 
-    [<__main__.MyCustomPrior object at 0x7f9bec501ac0>, None, None]
+    [<__main__.MyCustomPrior object at 0x7f8c2e958af0>, None, None]
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 3.532 seconds)
+   **Total running time of the script:** (1 minutes 12.477 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_priors.py:
diff --git a/docs/dev/_sources/tutorials/api/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/api/sg_execution_times.rst.txt
index 933e0f795b9..25e55a2202d 100644
--- a/docs/dev/_sources/tutorials/api/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/api/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**02:45.297** total execution time for 12 files **from tutorials/api**:
+**02:46.543** total execution time for 12 files **from tutorials/api**:
 
 .. container::
 
@@ -33,38 +33,38 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_api_priors.py` (``priors.py``)
-     - 01:03.532
+     - 01:12.477
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_astro_dark_matter.py` (``astro_dark_matter.py``)
-     - 00:28.749
+     - 00:27.939
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_makers.py` (``makers.py``)
-     - 00:14.997
+     - 00:13.961
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_datasets.py` (``datasets.py``)
-     - 00:14.938
+     - 00:12.784
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_fitting.py` (``fitting.py``)
-     - 00:11.541
+     - 00:10.993
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_model_management.py` (``model_management.py``)
-     - 00:08.577
+     - 00:08.293
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_catalog.py` (``catalog.py``)
-     - 00:06.284
+     - 00:05.992
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_observation_clustering.py` (``observation_clustering.py``)
-     - 00:04.171
+     - 00:03.863
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_irfs.py` (``irfs.py``)
-     - 00:04.065
+     - 00:03.386
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_models.py` (``models.py``)
-     - 00:03.277
+     - 00:02.571
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_maps.py` (``maps.py``)
-     - 00:02.801
+     - 00:02.340
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_mask_maps.py` (``mask_maps.py``)
-     - 00:02.366
+     - 00:01.945
      - 0.0
diff --git a/docs/dev/_sources/tutorials/data/cta.rst.txt b/docs/dev/_sources/tutorials/data/cta.rst.txt
index 9759881de47..31954c46900 100644
--- a/docs/dev/_sources/tutorials/data/cta.rst.txt
+++ b/docs/dev/_sources/tutorials/data/cta.rst.txt
@@ -131,7 +131,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -523,7 +523,7 @@ Notes:
 
     /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/astropy/units/core.py:2097: UnitsWarning: '1/s/MeV/sr' did not parse as fits unit: Numeric factor not supported by FITS If this is meant to be a custom unit, define it with 'u.def_unit'. To have it recognized inside a file reader or other code, enable it with 'u.add_enabled_units'. For details, see https://docs.astropy.org/en/latest/units/combining_and_defining.html
       warnings.warn(msg, UnitsWarning)
-    {'aeff': , 'psf': , 'edisp': , 'bkg': }
+    {'aeff': , 'psf': , 'edisp': , 'bkg': }
 
 
 
diff --git a/docs/dev/_sources/tutorials/data/fermi_lat.rst.txt b/docs/dev/_sources/tutorials/data/fermi_lat.rst.txt
index 056c4adce1a..6f0c576d71c 100644
--- a/docs/dev/_sources/tutorials/data/fermi_lat.rst.txt
+++ b/docs/dev/_sources/tutorials/data/fermi_lat.rst.txt
@@ -140,7 +140,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/data/hawc.rst.txt b/docs/dev/_sources/tutorials/data/hawc.rst.txt
index 068eb7eab19..26c981f921d 100644
--- a/docs/dev/_sources/tutorials/data/hawc.rst.txt
+++ b/docs/dev/_sources/tutorials/data/hawc.rst.txt
@@ -111,7 +111,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/data/hess.rst.txt b/docs/dev/_sources/tutorials/data/hess.rst.txt
index 9fdd156e80a..1e8f5ad6cb6 100644
--- a/docs/dev/_sources/tutorials/data/hess.rst.txt
+++ b/docs/dev/_sources/tutorials/data/hess.rst.txt
@@ -111,7 +111,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/data/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/data/sg_execution_times.rst.txt
index 770474ecf64..21318880144 100644
--- a/docs/dev/_sources/tutorials/data/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/data/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:23.491** total execution time for 4 files **from tutorials/data**:
+**00:22.128** total execution time for 4 files **from tutorials/data**:
 
 .. container::
 
@@ -33,14 +33,14 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_data_hawc.py` (``hawc.py``)
-     - 00:07.468
+     - 00:06.992
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_fermi_lat.py` (``fermi_lat.py``)
-     - 00:06.703
+     - 00:06.198
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_cta.py` (``cta.py``)
-     - 00:05.550
+     - 00:05.412
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_hess.py` (``hess.py``)
-     - 00:03.770
+     - 00:03.526
      - 0.0
diff --git a/docs/dev/_sources/tutorials/scripts/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/scripts/sg_execution_times.rst.txt
index 31ba877c0a9..2ecab693229 100644
--- a/docs/dev/_sources/tutorials/scripts/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/scripts/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:02.612** total execution time for 1 file **from tutorials/scripts**:
+**00:02.477** total execution time for 1 file **from tutorials/scripts**:
 
 .. container::
 
@@ -33,5 +33,5 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_scripts_survey_map.py` (``survey_map.py``)
-     - 00:02.612
+     - 00:02.477
      - 0.0
diff --git a/docs/dev/_sources/tutorials/starting/analysis_1.rst.txt b/docs/dev/_sources/tutorials/starting/analysis_1.rst.txt
index 5f0ba55cb27..858e1a992f8 100644
--- a/docs/dev/_sources/tutorials/starting/analysis_1.rst.txt
+++ b/docs/dev/_sources/tutorials/starting/analysis_1.rst.txt
@@ -138,7 +138,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -1070,8 +1070,8 @@ This is how we can write the model back to file again:
                 unit: TeV
     covariance: model-best-fit_covariance.dat
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:09:06.228159'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:52.669789'
         origin: null
 
 
@@ -1224,7 +1224,7 @@ You can see how to perform a 1D spectral analysis of the same data in
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 12.827 seconds)
+   **Total running time of the script:** (0 minutes 12.292 seconds)
 
 
 .. _sphx_glr_download_tutorials_starting_analysis_1.py:
diff --git a/docs/dev/_sources/tutorials/starting/analysis_2.rst.txt b/docs/dev/_sources/tutorials/starting/analysis_2.rst.txt
index e1a043c2c5b..8437b633262 100644
--- a/docs/dev/_sources/tutorials/starting/analysis_2.rst.txt
+++ b/docs/dev/_sources/tutorials/starting/analysis_2.rst.txt
@@ -155,7 +155,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/starting/overview.rst.txt b/docs/dev/_sources/tutorials/starting/overview.rst.txt
index 99607534fd3..5284268cbd3 100644
--- a/docs/dev/_sources/tutorials/starting/overview.rst.txt
+++ b/docs/dev/_sources/tutorials/starting/overview.rst.txt
@@ -137,7 +137,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev370+g12bce6c25 
+            version                : 1.3.dev396+g813ec3eb9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/starting/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/starting/sg_execution_times.rst.txt
index eb895378f4e..ba7767e1f13 100644
--- a/docs/dev/_sources/tutorials/starting/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/starting/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:21.265** total execution time for 3 files **from tutorials/starting**:
+**00:20.288** total execution time for 3 files **from tutorials/starting**:
 
 .. container::
 
@@ -33,11 +33,11 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_starting_analysis_1.py` (``analysis_1.py``)
-     - 00:12.827
+     - 00:12.292
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_analysis_2.py` (``analysis_2.py``)
-     - 00:07.037
+     - 00:06.658
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_overview.py` (``overview.py``)
-     - 00:01.400
+     - 00:01.338
      - 0.0
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_constant.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_constant.rst.txt
index 0c55c32ed9a..369bceb3b94 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_constant.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_constant.rst.txt
@@ -110,8 +110,8 @@ Here is an example YAML file using the model:
             type: ConstantSpatialModel
             parameters: []
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:43.688089'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:32.472827'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_disk.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_disk.rst.txt
index c5b71ea6ba6..856c3379dd1 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_disk.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_disk.rst.txt
@@ -233,8 +233,8 @@ Here is an example YAML file using the model:
             -   name: edge_width
                 value: 0.01
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:44.146267'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:32.816313'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gauss.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gauss.rst.txt
index 590732916ef..48b086ced35 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gauss.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gauss.rst.txt
@@ -190,8 +190,8 @@ Here is an example YAML file using the model:
                 value: 0.0
                 unit: deg
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:44.493255'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:33.100590'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gen_gauss.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gen_gauss.rst.txt
index e6b5d70ad17..767d71dae64 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gen_gauss.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_gen_gauss.rst.txt
@@ -182,8 +182,8 @@ Here is an example YAML file using the model:
                 value: 0.0
                 unit: deg
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:44.861001'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:33.437072'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.rst.txt
index d21ec8f2064..6b5d0b2257d 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.rst.txt
@@ -141,8 +141,8 @@ Here is an example YAML file using the model:
                 - -1.785
                 unit: deg
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:45.135249'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:33.678186'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_point.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_point.rst.txt
index 7b1f0eb269a..33073a863ac 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_point.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_point.rst.txt
@@ -133,8 +133,8 @@ Here is an example YAML file using the model:
                 value: 0.0
                 unit: deg
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:45.470393'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:33.985494'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell.rst.txt
index 6a2c8c91748..45da35f99e9 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell.rst.txt
@@ -145,8 +145,8 @@ Here is an example YAML file using the model:
                 value: 0.2
                 unit: deg
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:45.756121'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:34.265239'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell2.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell2.rst.txt
index 8b53bdb5897..716a88aead7 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell2.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_shell2.rst.txt
@@ -157,8 +157,8 @@ Here is an example YAML file using the model:
             -   name: eta
                 value: 0.2
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:46.040882'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:34.547952'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_template.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_template.rst.txt
index 01f6d2418d7..b554426531f 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/plot_template.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/plot_template.rst.txt
@@ -129,8 +129,8 @@ Here is an example YAML file using the model:
             normalize: true
             unit: 1 / sr
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:46.373782'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:34.872665'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spatial/sg_execution_times.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spatial/sg_execution_times.rst.txt
index 399b7fb4b3a..9b5cd929a46 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spatial/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spatial/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:01.970** total execution time for 9 files **from user-guide/model-gallery/spatial**:
+**00:01.978** total execution time for 9 files **from user-guide/model-gallery/spatial**:
 
 .. container::
 
@@ -33,29 +33,29 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_constant.py` (``plot_constant.py``)
-     - 00:00.344
+     - 00:00.419
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_disk.py` (``plot_disk.py``)
-     - 00:00.327
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gen_gauss.py` (``plot_gen_gauss.py``)
-     - 00:00.230
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gauss.py` (``plot_gauss.py``)
-     - 00:00.215
+     - 00:00.247
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``plot_template.py``)
-     - 00:00.201
+     - 00:00.220
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gen_gauss.py` (``plot_gen_gauss.py``)
+     - 00:00.219
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_point.py` (``plot_point.py``)
-     - 00:00.194
+     - 00:00.195
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gauss.py` (``plot_gauss.py``)
+     - 00:00.188
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell.py` (``plot_shell.py``)
-     - 00:00.160
+     - 00:00.179
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell2.py` (``plot_shell2.py``)
-     - 00:00.155
+     - 00:00.173
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_piecewise_norm_spatial.py` (``plot_piecewise_norm_spatial.py``)
-     - 00:00.144
+     - 00:00.138
      - 0.0
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_absorbed.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_absorbed.rst.txt
index 4e51c8036e0..bf2c8309654 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_absorbed.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_absorbed.rst.txt
@@ -185,8 +185,8 @@ Here is an example YAML file using the model:
                 filename: /home/runner/work/gammapy-docs/gammapy-docs/gammapy-datasets/dev/ebl/ebl_dominguez11.fits.gz
             operator: mul
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:47.580404'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:36.027947'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_broken_powerlaw.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_broken_powerlaw.rst.txt
index 212cc5c4c8d..1a7a8e5bc31 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_broken_powerlaw.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_broken_powerlaw.rst.txt
@@ -111,8 +111,8 @@ Here is an example YAML file using the model:
                 value: 1.0
                 unit: TeV
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:48.108750'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:36.471675'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_compound.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_compound.rst.txt
index 716807f9711..65143e5b0bd 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_compound.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_compound.rst.txt
@@ -126,8 +126,8 @@ Here is an example YAML file using the model:
                     value: 1.0
             operator: add
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:48.582357'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:36.918907'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_constant_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_constant_spectral.rst.txt
index 2506b6f6ca5..4281146e303 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_constant_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_constant_spectral.rst.txt
@@ -92,8 +92,8 @@ Here is an example YAML file using the model:
                 value: 1.0
                 unit: cm-2 s-1 TeV-1
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:48.970189'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:37.242616'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.rst.txt
index d176fc91250..c2b7363d228 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.rst.txt
@@ -110,8 +110,8 @@ Here is an example YAML file using the model:
             -   name: alpha
                 value: 1.0
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:49.324056'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:37.512564'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.rst.txt
index 84e562b0c09..c29c1fa2521 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.rst.txt
@@ -109,8 +109,8 @@ Here is an example YAML file using the model:
                 value: 10.0
                 unit: TeV
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:49.665169'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:37.779922'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.rst.txt
index 3dc2272bad6..130c5afe0f8 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.rst.txt
@@ -147,8 +147,8 @@ Here is an example YAML file using the model:
                     value: 1.0
             operator: mul
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:50.026525'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:38.061074'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_gauss_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_gauss_spectral.rst.txt
index 119bd71923c..0569e19101b 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_gauss_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_gauss_spectral.rst.txt
@@ -108,8 +108,8 @@ Here is an example YAML file using the model:
                 value: 0.2
                 unit: TeV
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:50.396125'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:38.382059'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola.rst.txt
index ef6f656e7bb..19ab68774f0 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola.rst.txt
@@ -118,8 +118,8 @@ Here is an example YAML file using the model:
             -   name: beta
                 value: 0.5
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:50.741241'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:38.679700'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.rst.txt
index 53b7493de88..4cbca6edbdd 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.rst.txt
@@ -145,8 +145,8 @@ Here is an example YAML file using the model:
                     value: 0.0
             operator: mul
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:51.151638'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:39.011446'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_naima.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_naima.rst.txt
index 7f21bad8910..5c6dcde7ec7 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_naima.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_naima.rst.txt
@@ -174,8 +174,8 @@ Here is an example YAML file using the model:
                 scale_method: scale10
                 is_norm: false
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:51.699630'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:39.475080'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.rst.txt
index 3eb57ca5aa6..9bcce6a3b16 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.rst.txt
@@ -134,8 +134,8 @@ Here is an example YAML file using the model:
                     unit: TeV
             operator: mul
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:52.074194'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:39.773003'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw.rst.txt
index 80b274ae0cd..c659a0819ff 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw.rst.txt
@@ -104,8 +104,8 @@ Here is an example YAML file using the model:
                 value: 1.0
                 unit: TeV
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:52.540279'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:40.153133'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw2.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw2.rst.txt
index 36094000b4d..e0a0c6f57cd 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw2.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw2.rst.txt
@@ -111,8 +111,8 @@ Here is an example YAML file using the model:
                 value: 10.0
                 unit: TeV
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:53.016600'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:40.544093'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.rst.txt
index 9f27f592ed7..bab6af0d6af 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.rst.txt
@@ -133,8 +133,8 @@ Here is an example YAML file using the model:
                     unit: TeV
             operator: mul
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:53.443199'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:40.889429'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.rst.txt
index 4ae2179946f..1d7ec77a7aa 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.rst.txt
@@ -114,8 +114,8 @@ Here is an example YAML file using the model:
             -   name: beta
                 value: 1.0
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:53.917669'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:41.280033'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.rst.txt
index a3ff1b29132..c966785e9a2 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.rst.txt
@@ -125,8 +125,8 @@ Here is an example YAML file using the model:
             -   name: index_2
                 value: 2.0
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:54.289777'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:41.577908'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.rst.txt
index e461f7c04eb..c528a66069f 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.rst.txt
@@ -124,8 +124,8 @@ Here is an example YAML file using the model:
             -   name: index_2
                 value: 2.0
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:54.657416'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:41.862140'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.rst.txt
index dd1657a4063..4b5c374e87b 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.rst.txt
@@ -126,8 +126,8 @@ Here is an example YAML file using the model:
             -   name: index_2
                 value: 2.0
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:55.020702'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:42.146423'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_template_spectral.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_template_spectral.rst.txt
index c1b42772eea..2ef27165d6d 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/plot_template_spectral.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/plot_template_spectral.rst.txt
@@ -157,8 +157,8 @@ Here is an example YAML file using the model:
                 - 3.9e-39
                 unit: 1 / (cm2 MeV s)
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:55.371419'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:42.439136'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/spectral/sg_execution_times.rst.txt b/docs/dev/_sources/user-guide/model-gallery/spectral/sg_execution_times.rst.txt
index d9cae14efcd..f9311fac8d5 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:06.217** total execution time for 20 files **from user-guide/model-gallery/spectral**:
+**00:05.468** total execution time for 20 files **from user-guide/model-gallery/spectral**:
 
 .. container::
 
@@ -33,62 +33,62 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_absorbed.py` (``plot_absorbed.py``)
-     - 00:01.070
+     - 00:01.043
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_naima.py` (``plot_naima.py``)
-     - 00:00.408
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_broken_powerlaw.py` (``plot_broken_powerlaw.py``)
-     - 00:00.365
+     - 00:00.356
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_compound.py` (``plot_compound.py``)
-     - 00:00.333
+     - 00:00.340
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_broken_powerlaw.py` (``plot_broken_powerlaw.py``)
+     - 00:00.317
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw2.py` (``plot_powerlaw2.py``)
-     - 00:00.332
+     - 00:00.286
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_smooth_broken_powerlaw.py` (``plot_smooth_broken_powerlaw.py``)
-     - 00:00.331
+     - 00:00.286
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw.py` (``plot_powerlaw.py``)
-     - 00:00.330
+     - 00:00.281
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw_norm_spectral.py` (``plot_powerlaw_norm_spectral.py``)
-     - 00:00.282
+     - 00:00.235
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola_norm_spectral.py` (``plot_logparabola_norm_spectral.py``)
-     - 00:00.279
+     - 00:00.233
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_gauss_spectral.py` (``plot_gauss_spectral.py``)
+     - 00:00.215
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_constant_spectral.py` (``plot_constant_spectral.py``)
-     - 00:00.247
+     - 00:00.210
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_norm_spectral.py` (``plot_exp_cutoff_powerlaw_norm_spectral.py``)
-     - 00:00.237
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola.py` (``plot_logparabola.py``)
+     - 00:00.203
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_template_spectral.py` (``plot_template_spectral.py``)
+     - 00:00.191
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_piecewise_norm_spectral.py` (``plot_piecewise_norm_spectral.py``)
-     - 00:00.232
+     - 00:00.188
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl.py` (``plot_super_exp_cutoff_powerlaw_4fgl.py``)
-     - 00:00.231
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_3fgl.py` (``plot_super_exp_cutoff_powerlaw_3fgl.py``)
+     - 00:00.187
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_gauss_spectral.py` (``plot_gauss_spectral.py``)
-     - 00:00.230
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_norm_spectral.py` (``plot_exp_cutoff_powerlaw_norm_spectral.py``)
+     - 00:00.187
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl_dr1.py` (``plot_super_exp_cutoff_powerlaw_4fgl_dr1.py``)
-     - 00:00.228
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl.py` (``plot_super_exp_cutoff_powerlaw_4fgl.py``)
+     - 00:00.185
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_3fgl.py` (``plot_super_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.228
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl_dr1.py` (``plot_super_exp_cutoff_powerlaw_4fgl_dr1.py``)
+     - 00:00.185
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw.py` (``plot_exp_cutoff_powerlaw.py``)
-     - 00:00.218
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola.py` (``plot_logparabola.py``)
-     - 00:00.214
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_template_spectral.py` (``plot_template_spectral.py``)
-     - 00:00.213
+     - 00:00.171
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_3fgl.py` (``plot_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.211
+     - 00:00.169
      - 0.0
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_constant_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_constant_temporal.rst.txt
index 260480e29b1..5233e871020 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_constant_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_constant_temporal.rst.txt
@@ -111,8 +111,8 @@ Here is an example YAML file using the model:
             parameters: []
             scale: utc
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:56.160567'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:43.178333'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_expdecay_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_expdecay_temporal.rst.txt
index 6db52a651d9..84e759dee25 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_expdecay_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_expdecay_temporal.rst.txt
@@ -121,8 +121,8 @@ Here is an example YAML file using the model:
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:56.418157'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:43.399272'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_gaussian_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_gaussian_temporal.rst.txt
index c919f8efa07..dae3bae941e 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_gaussian_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_gaussian_temporal.rst.txt
@@ -120,8 +120,8 @@ Here is an example YAML file using the model:
                 unit: h
             scale: utc
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:56.676727'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:43.615663'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.rst.txt
index 83917457a13..d202cc4c7ab 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.rst.txt
@@ -132,8 +132,8 @@ Here is an example YAML file using the model:
                 value: 0.6666666666666666
             scale: utc
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:56.936553'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:43.836273'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_linear_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_linear_temporal.rst.txt
index 7e9227e600d..302264d2aba 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_linear_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_linear_temporal.rst.txt
@@ -117,12 +117,12 @@ Here is an example YAML file using the model:
                 value: 0.5
                 unit: d-1
             -   name: t_ref
-                value: 60446.78121623382
+                value: 60447.317869759056
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:57.188242'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:44.049483'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_powerlaw_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_powerlaw_temporal.rst.txt
index b39d94cab7d..6fcaed288ad 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_powerlaw_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_powerlaw_temporal.rst.txt
@@ -113,15 +113,15 @@ Here is an example YAML file using the model:
             -   name: alpha
                 value: -2.0
             -   name: t_ref
-                value: 60446.78121915957
+                value: 60447.31787225163
                 unit: d
             -   name: t0
                 value: 1.0
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:57.532611'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:44.352732'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_sine_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_sine_temporal.rst.txt
index 460c5e0c230..6983a7ef7cd 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_sine_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_sine_temporal.rst.txt
@@ -119,12 +119,12 @@ Here is an example YAML file using the model:
                 value: 0.7853981633974483
                 unit: d-1 rad
             -   name: t_ref
-                value: 60446.78122305073
+                value: 60447.317875604356
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:57.782627'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:44.558651'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_phase_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_phase_temporal.rst.txt
index af43d7e1c55..5acb6f46e83 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_phase_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_phase_temporal.rst.txt
@@ -127,8 +127,8 @@ Here is an example YAML file using the model:
             scale: utc
             filename: /home/runner/work/gammapy-docs/gammapy-docs/gammapy-datasets/dev/tests/phasecurve_LSI_DC.fits
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:58.055574'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:44.790186'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_temporal.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_temporal.rst.txt
index 65dea63490f..93d95aefaac 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_temporal.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/plot_template_temporal.rst.txt
@@ -118,8 +118,8 @@ Here is an example YAML file using the model:
             format: table
             unit: ''
     metadata:
-        creator: Gammapy 1.3.dev370+g12bce6c25
-        date: '2024-05-16T21:08:58.330961'
+        creator: Gammapy 1.3.dev396+g813ec3eb9
+        date: '2024-05-17T10:01:45.020515'
         origin: null
 
 
diff --git a/docs/dev/_sources/user-guide/model-gallery/temporal/sg_execution_times.rst.txt b/docs/dev/_sources/user-guide/model-gallery/temporal/sg_execution_times.rst.txt
index 03b4eabdcad..a68f21e86c1 100644
--- a/docs/dev/_sources/user-guide/model-gallery/temporal/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/temporal/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:01.676** total execution time for 9 files **from user-guide/model-gallery/temporal**:
+**00:01.601** total execution time for 9 files **from user-guide/model-gallery/temporal**:
 
 .. container::
 
@@ -33,29 +33,29 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_constant_temporal.py` (``plot_constant_temporal.py``)
-     - 00:00.652
+     - 00:00.634
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_powerlaw_temporal.py` (``plot_powerlaw_temporal.py``)
-     - 00:00.199
+     - 00:00.192
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_phase_temporal.py` (``plot_template_phase_temporal.py``)
-     - 00:00.129
+     - 00:00.120
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_temporal.py` (``plot_template_temporal.py``)
-     - 00:00.128
+     - 00:00.119
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_generalized_gaussian_temporal.py` (``plot_generalized_gaussian_temporal.py``)
-     - 00:00.117
+     - 00:00.109
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_sine_temporal.py` (``plot_sine_temporal.py``)
+     - 00:00.108
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_gaussian_temporal.py` (``plot_gaussian_temporal.py``)
-     - 00:00.115
+     - 00:00.108
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_expdecay_temporal.py` (``plot_expdecay_temporal.py``)
-     - 00:00.114
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_sine_temporal.py` (``plot_sine_temporal.py``)
-     - 00:00.113
+     - 00:00.107
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_linear_temporal.py` (``plot_linear_temporal.py``)
-     - 00:00.108
+     - 00:00.104
      - 0.0
diff --git a/docs/dev/api-reference/analysis.html b/docs/dev/api-reference/analysis.html
index 4c883a86418..fd78ed4fae1 100644
--- a/docs/dev/api-reference/analysis.html
+++ b/docs/dev/api-reference/analysis.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/astro.html b/docs/dev/api-reference/astro.html
index d847fb991b5..faf8bb69b29 100644
--- a/docs/dev/api-reference/astro.html
+++ b/docs/dev/api-reference/astro.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/catalog.html b/docs/dev/api-reference/catalog.html
index 9217d86ae4a..298603adc4e 100644
--- a/docs/dev/api-reference/catalog.html
+++ b/docs/dev/api-reference/catalog.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/data.html b/docs/dev/api-reference/data.html
index b86f50a9ffb..a35048dd442 100644
--- a/docs/dev/api-reference/data.html
+++ b/docs/dev/api-reference/data.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/datasets.html b/docs/dev/api-reference/datasets.html
index 0be5c9b0be7..7c8c4bfcab7 100644
--- a/docs/dev/api-reference/datasets.html
+++ b/docs/dev/api-reference/datasets.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/estimators.html b/docs/dev/api-reference/estimators.html
index 461190ff5d6..6bb225ec2c7 100644
--- a/docs/dev/api-reference/estimators.html
+++ b/docs/dev/api-reference/estimators.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/index.html b/docs/dev/api-reference/index.html
index bd5becaf582..f2ff3884010 100644
--- a/docs/dev/api-reference/index.html
+++ b/docs/dev/api-reference/index.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/irf.html b/docs/dev/api-reference/irf.html
index 817ea21ae7f..a9f09dfcd03 100644
--- a/docs/dev/api-reference/irf.html
+++ b/docs/dev/api-reference/irf.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/makers.html b/docs/dev/api-reference/makers.html
index 1c61eb62188..8d153498a31 100644
--- a/docs/dev/api-reference/makers.html
+++ b/docs/dev/api-reference/makers.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/maps.html b/docs/dev/api-reference/maps.html
index 7f7f4022f77..27f0587edc9 100644
--- a/docs/dev/api-reference/maps.html
+++ b/docs/dev/api-reference/maps.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/modeling.html b/docs/dev/api-reference/modeling.html
index e1908763004..068c930d39c 100644
--- a/docs/dev/api-reference/modeling.html
+++ b/docs/dev/api-reference/modeling.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/scripts.html b/docs/dev/api-reference/scripts.html
index ef45dd871f5..a6b5d9b5241 100644
--- a/docs/dev/api-reference/scripts.html
+++ b/docs/dev/api-reference/scripts.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/stats.html b/docs/dev/api-reference/stats.html
index e48881b6f01..4db212edfb5 100644
--- a/docs/dev/api-reference/stats.html
+++ b/docs/dev/api-reference/stats.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api-reference/utils.html b/docs/dev/api-reference/utils.html
index 92ed42a28b2..d299ce9affa 100644
--- a/docs/dev/api-reference/utils.html
+++ b/docs/dev/api-reference/utils.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1023,7 +1023,7 @@ 
Functions#Functions#

 

     
e_refe_mine_maxdndednde_errtssqrt_tsnprednpred_excessstatstat_nullcountssuccess

     
TeVTeVTeV1 / (cm2 s TeV)1 / (cm2 s TeV)

     
float64float64float64float64float64float64float64float64[1]float32[1]float64float64float64[1]bool

-
+
diff --git a/docs/dev/api-reference/visualization.html b/docs/dev/api-reference/visualization.html
index ca694a8f7d5..948e8273f07 100644
--- a/docs/dev/api-reference/visualization.html
+++ b/docs/dev/api-reference/visualization.html
@@ -66,7 +66,7 @@
     
-    
+    
   
   
diff --git a/docs/dev/api/gammapy.analysis.Analysis.html b/docs/dev/api/gammapy.analysis.Analysis.html
index 683d14579f4..9837c435714 100644
--- a/docs/dev/api/gammapy.analysis.Analysis.html
+++ b/docs/dev/api/gammapy.analysis.Analysis.html
@@ -66,7 +66,7 @@
     
-    
+    
   
   
diff --git a/docs/dev/api/gammapy.analysis.AnalysisConfig.html b/docs/dev/api/gammapy.analysis.AnalysisConfig.html
index d200f7e2fde..15295889976 100644
--- a/docs/dev/api/gammapy.analysis.AnalysisConfig.html
+++ b/docs/dev/api/gammapy.analysis.AnalysisConfig.html
@@ -66,7 +66,7 @@
     
-    
+    
   
   
diff --git a/docs/dev/api/gammapy.astro.darkmatter.BurkertProfile.html b/docs/dev/api/gammapy.astro.darkmatter.BurkertProfile.html
index 31d6f32c380..2aa92b8f25c 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.BurkertProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.BurkertProfile.html
@@ -67,7 +67,7 @@
     
-    
+    
   
   
diff --git a/docs/dev/api/gammapy.astro.darkmatter.DMProfile.html b/docs/dev/api/gammapy.astro.darkmatter.DMProfile.html
index 7962b6c4c7c..96a8df5670d 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.DMProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.DMProfile.html
@@ -67,7 +67,7 @@
     
-    
+    
   
   
diff --git a/docs/dev/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html b/docs/dev/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html
index e8c87d93443..d4550bea08b 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html
@@ -67,7 +67,7 @@
     
-    
+    
   
   
diff --git a/docs/dev/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html b/docs/dev/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html
index 49eb9c9e5a0..a09549a374d 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html
@@ -67,7 +67,7 @@
     
-    
+    
   
   
diff --git a/docs/dev/api/gammapy.astro.darkmatter.EinastoProfile.html b/docs/dev/api/gammapy.astro.darkmatter.EinastoProfile.html
index ee9614b6870..182e0b78cbe 100644
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+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject3HWC.html
@@ -66,7 +66,7 @@
     
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diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject3PC.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject3PC.html
index ef9d8f1348f..4b014d7fe23 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject3PC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject3PC.html
@@ -66,7 +66,7 @@
     
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diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject4FGL.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject4FGL.html
index 8a41a385831..af9f6079e8d 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject4FGL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject4FGL.html
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diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObjectGammaCat.html b/docs/dev/api/gammapy.catalog.SourceCatalogObjectGammaCat.html
index e1f7a052c91..e7ac5cde7d9 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObjectGammaCat.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObjectGammaCat.html
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diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPS.html b/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPS.html
index a6cbaa55c5f..942e8cc1f36 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPS.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPS.html
@@ -66,7 +66,7 @@
     
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diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPSComponent.html b/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPSComponent.html
index 55bd03a692b..6dbd6c48086 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPSComponent.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPSComponent.html
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diff --git a/docs/dev/api/gammapy.data.DataStore.html b/docs/dev/api/gammapy.data.DataStore.html
index a9b2e3e1587..90907b39034 100644
--- a/docs/dev/api/gammapy.data.DataStore.html
+++ b/docs/dev/api/gammapy.data.DataStore.html
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diff --git a/docs/dev/api/gammapy.data.EventList.html b/docs/dev/api/gammapy.data.EventList.html
index f0be04e04c2..df64c350deb 100644
--- a/docs/dev/api/gammapy.data.EventList.html
+++ b/docs/dev/api/gammapy.data.EventList.html
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diff --git a/docs/dev/api/gammapy.data.EventListMetaData.html b/docs/dev/api/gammapy.data.EventListMetaData.html
index 6db9289ac51..4c9963f24da 100644
--- a/docs/dev/api/gammapy.data.EventListMetaData.html
+++ b/docs/dev/api/gammapy.data.EventListMetaData.html
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diff --git a/docs/dev/api/gammapy.data.FixedPointingInfo.html b/docs/dev/api/gammapy.data.FixedPointingInfo.html
index 1c74560b3d9..93ab38194e1 100644
--- a/docs/dev/api/gammapy.data.FixedPointingInfo.html
+++ b/docs/dev/api/gammapy.data.FixedPointingInfo.html
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diff --git a/docs/dev/api/gammapy.data.GTI.html b/docs/dev/api/gammapy.data.GTI.html
index f5d6a02b76a..d6b85137e03 100644
--- a/docs/dev/api/gammapy.data.GTI.html
+++ b/docs/dev/api/gammapy.data.GTI.html
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diff --git a/docs/dev/api/gammapy.data.HDUIndexTable.html b/docs/dev/api/gammapy.data.HDUIndexTable.html
index 092bd41a95e..8d14d782a4b 100644
--- a/docs/dev/api/gammapy.data.HDUIndexTable.html
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diff --git a/docs/dev/api/gammapy.data.Observation.html b/docs/dev/api/gammapy.data.Observation.html
index 85abfc0c4ac..4df0aceac59 100644
--- a/docs/dev/api/gammapy.data.Observation.html
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diff --git a/docs/dev/api/gammapy.data.ObservationFilter.html b/docs/dev/api/gammapy.data.ObservationFilter.html
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diff --git a/docs/dev/api/gammapy.data.ObservationTable.html b/docs/dev/api/gammapy.data.ObservationTable.html
index 22b10d8966a..6f7b9090678 100644
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diff --git a/docs/dev/api/gammapy.data.Observations.html b/docs/dev/api/gammapy.data.Observations.html
index 9b8b2c2a8b6..823abb79ff8 100644
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diff --git a/docs/dev/api/gammapy.data.ObservationsEventsSampler.html b/docs/dev/api/gammapy.data.ObservationsEventsSampler.html
index 378248c4eeb..a32c107674f 100644
--- a/docs/dev/api/gammapy.data.ObservationsEventsSampler.html
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diff --git a/docs/dev/api/gammapy.data.PointingInfo.html b/docs/dev/api/gammapy.data.PointingInfo.html
index 206b21f5c2b..3c7849f81e7 100644
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diff --git a/docs/dev/api/gammapy.data.PointingMode.html b/docs/dev/api/gammapy.data.PointingMode.html
index a7c0db414ab..588cd86248a 100644
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diff --git a/docs/dev/api/gammapy.data.get_irfs_features.html b/docs/dev/api/gammapy.data.get_irfs_features.html
index c59851862c9..d964639da54 100644
--- a/docs/dev/api/gammapy.data.get_irfs_features.html
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diff --git a/docs/dev/api/gammapy.data.observatory_locations.html b/docs/dev/api/gammapy.data.observatory_locations.html
index 52617fbaf4a..46489990203 100644
--- a/docs/dev/api/gammapy.data.observatory_locations.html
+++ b/docs/dev/api/gammapy.data.observatory_locations.html
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diff --git a/docs/dev/api/gammapy.datasets.DATASET_REGISTRY.html b/docs/dev/api/gammapy.datasets.DATASET_REGISTRY.html
index 0d8dfed356e..d3ddfb9ef8c 100644
--- a/docs/dev/api/gammapy.datasets.DATASET_REGISTRY.html
+++ b/docs/dev/api/gammapy.datasets.DATASET_REGISTRY.html
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diff --git a/docs/dev/api/gammapy.datasets.Dataset.html b/docs/dev/api/gammapy.datasets.Dataset.html
index 2f930155038..2983c0bf445 100644
--- a/docs/dev/api/gammapy.datasets.Dataset.html
+++ b/docs/dev/api/gammapy.datasets.Dataset.html
@@ -66,7 +66,7 @@
     
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diff --git a/docs/dev/api/gammapy.datasets.Datasets.html b/docs/dev/api/gammapy.datasets.Datasets.html
index a8b330e2613..6cdf76f5fe5 100644
--- a/docs/dev/api/gammapy.datasets.Datasets.html
+++ b/docs/dev/api/gammapy.datasets.Datasets.html
@@ -66,7 +66,7 @@
     
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diff --git a/docs/dev/api/gammapy.datasets.FluxPointsDataset.html b/docs/dev/api/gammapy.datasets.FluxPointsDataset.html
index 64211e5512b..84ee35fea01 100644
--- a/docs/dev/api/gammapy.datasets.FluxPointsDataset.html
+++ b/docs/dev/api/gammapy.datasets.FluxPointsDataset.html
@@ -66,7 +66,7 @@
     
-    
+    
   
   
@@ -948,7 +948,7 @@
 
FluxPointsDataset#

 

-class gammapy.datasets.FluxPointsDataset(models=None, data=None, mask_fit=None, mask_safe=None, name=None, meta_table=None)[source]#

+class gammapy.datasets.FluxPointsDataset(models=None, data=None, mask_fit=None, mask_safe=None, name=None, meta_table=None, stat_type='chi2', stat_kwargs=None)[source]#
 
Bases: Dataset

 
Bundle a set of flux points with a parametric model,
 to compute fit statistic function using chi2 statistics.

@@ -967,6 +967,26 @@ 
FluxPointsDatasetTable
Table listing information on observations used to create the dataset.
 One line per observation for stacked datasets.

 

+
stat_typestr
Method used to compute the statistics:
+* chi2 : estimate from chi2 statistics.
+* profile : estimate from interpolation of the likelihood profile.
+* distrib : Assuming gaussian errors the likelihood is given by the

+

+
probability density function of the normal distribution.
+For the upper limit case it is necessary to marginalize over the unknown measurement,
+So we integrate the normal distribution up to the upper limit value
+which gives the complementary error function.
+See eq. C7 of Mohanty et al (2013) :
+https://iopscience.iop.org/article/10.1088/0004-637X/773/2/168/pdf

+

+
Default is chi2, in that case upper limits are ignored and the mean of asymetrics error is used.
+However it is recommended to use profile if stat_scan is available on flux points.
+The distrib case provides an approximation if the profile is not available.

+

+
stat_kwargsdict
Extra arguments specifying the interpolation scheme of the likelihood profile.
+Used only if stat_type=="profile". In that case the default is :
+`stat_kwargs={“interp_scale”:”sqrt”, “extrapolate”:True}

+

 

@@ -1017,22 +1037,31 @@ 
FluxPointsDatasetAttributes Summary

 

 
interpolate_profile(x, y[, interp_scale])
interpolate_profile(x, y[, interp_scale, ...])

 
Helper function to interpolate one-dimensional profiles.

 

 
interpolation_scale([scale])

   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
   
 
 
 

-
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+
+
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+
@@ -1082,6 +1111,11 @@ 
FluxPointsDatasetAttributes Documentation

+

+

+available_stat_type#

+

+
 

 

 gti#

@@ -1094,6 +1128,16 @@ 
FluxPointsDataset
+

+mask_safe#

+

+
+

+

+mask_valid#

+

+
 

 

 models#

@@ -1106,7 +1150,7 @@ 
FluxPointsDataset
 

-stat_type = 'chi2'#

+stat_type#
 

 
 

@@ -1386,8 +1430,11 @@ 
FluxPointsDataset
     
    
 
  • FluxPointsDataset
    • 
+      
  • available_stat_type (gammapy.datasets.FluxPointsDataset attribute)
+
    • 
       
  • axes (gammapy.irf.Background2D attribute)
 
       
    • 
-      
  • mask_safe (gammapy.datasets.MapDataset attribute)
+      
  • mask_safe (gammapy.datasets.FluxPointsDataset attribute)
 
       
    • 
+      
  • mask_valid (gammapy.datasets.FluxPointsDataset attribute)
+
    • 
       
  • masked (gammapy.data.HDUIndexTable attribute)
 
       
      
diff --git a/docs/dev/getting-started/environments.html b/docs/dev/getting-started/environments.html
index 0971d81eb6b..def15727097 100644
--- a/docs/dev/getting-started/environments.html
+++ b/docs/dev/getting-started/environments.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/getting-started/index.html b/docs/dev/getting-started/index.html
index 0b3f29965b6..c76f5be1664 100644
--- a/docs/dev/getting-started/index.html
+++ b/docs/dev/getting-started/index.html
@@ -66,7 +66,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/getting-started/install.html b/docs/dev/getting-started/install.html
index c07f539cfb6..6f7395efb30 100644
--- a/docs/dev/getting-started/install.html
+++ b/docs/dev/getting-started/install.html
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+    
   
   
   
diff --git a/docs/dev/getting-started/quickstart.html b/docs/dev/getting-started/quickstart.html
index a8c56a38af4..2cd2802a316 100644
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diff --git a/docs/dev/getting-started/troubleshooting.html b/docs/dev/getting-started/troubleshooting.html
index 299f75f937c..3f139e82b20 100644
--- a/docs/dev/getting-started/troubleshooting.html
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diff --git a/docs/dev/getting-started/usage.html b/docs/dev/getting-started/usage.html
index 65461c80024..17f84c2cb9a 100644
--- a/docs/dev/getting-started/usage.html
+++ b/docs/dev/getting-started/usage.html
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diff --git a/docs/dev/index.html b/docs/dev/index.html
index c05c71f5b34..b7a4aecbd88 100644
--- a/docs/dev/index.html
+++ b/docs/dev/index.html
@@ -66,7 +66,7 @@
     
   
   
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+    
   
   
   
@@ -520,7 +520,7 @@
 
 
      
 
      Gammapy#
      
-
      Date: May 16, 2024 Version: 1.3.dev370+g12bce6c25
      
+
      Date: May 17, 2024 Version: 1.3.dev396+g813ec3eb9
      
 
      Useful links:
 Web page |
 Recipes  |
diff --git a/docs/dev/notebooks/dev/tutorials/analysis-1d/spectral_analysis.ipynb b/docs/dev/notebooks/dev/tutorials/analysis-1d/spectral_analysis.ipynb
index fc9f652c53f..dc85baa8895 100644
--- a/docs/dev/notebooks/dev/tutorials/analysis-1d/spectral_analysis.ipynb
+++ b/docs/dev/notebooks/dev/tutorials/analysis-1d/spectral_analysis.ipynb
@@ -317,7 +317,7 @@
       "cell_type": "markdown",
       "metadata": {},
       "source": [
-        "## Compute Flux Points\n\nTo round up our analysis we can compute flux points by fitting the norm\nof the global model in energy bands.\nWe can utilise the `~gammapy.estimators.utils.resample_energy_edges`\nfor defining the energy bins in which the minimum number of `sqrt_ts` is 2.\nTo do so we first stack the individual datasets, only for obtaining the energies:\n\n\n"
+        "## Compute Flux Points\n\nTo round up our analysis we can compute flux points by fitting the norm\nof the global model in energy bands.\nWe create an instance of the\n`~gammapy.estimators.FluxPointsEstimator`, by passing the dataset and\nthe energy binning:\n\n\n"
       ]
     },
     {
@@ -328,25 +328,7 @@
       },
       "outputs": [],
       "source": [
-        "dataset_stacked = Datasets(datasets).stack_reduce()\nenergy_edges = resample_energy_edges(dataset_stacked, conditions={\"sqrt_ts_min\": 2})"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {},
-      "source": [
-        "Now we create an instance of the\n`~gammapy.estimators.FluxPointsEstimator`, by passing the dataset and\nthe energy binning:\n\n\n"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": null,
-      "metadata": {
-        "collapsed": false
-      },
-      "outputs": [],
-      "source": [
-        "fpe = FluxPointsEstimator(\n    energy_edges=energy_edges, source=\"crab\", selection_optional=\"all\"\n)\nflux_points = fpe.run(datasets=datasets)"
+        "fpe = FluxPointsEstimator(\n    energy_edges=energy_axis.edges, source=\"crab\", selection_optional=\"all\"\n)\nflux_points = fpe.run(datasets=datasets)"
       ]
     },
     {
@@ -382,7 +364,7 @@
       },
       "outputs": [],
       "source": [
-        "fig, ax = plt.subplots()\nflux_points.plot(ax=ax, sed_type=\"e2dnde\", color=\"darkorange\")\nflux_points.plot_ts_profiles(ax=ax, sed_type=\"e2dnde\")\nplt.show()"
+        "fig, ax = plt.subplots()\nflux_points.plot(ax=ax, sed_type=\"e2dnde\", color=\"darkorange\")\nflux_points.plot_ts_profiles(ax=ax, sed_type=\"e2dnde\")\nax.set_xlim(0.6, 40)\nplt.show()"
       ]
     },
     {
@@ -407,7 +389,7 @@
       },
       "outputs": [],
       "source": [
-        "flux_points_dataset = FluxPointsDataset(data=flux_points, models=model_best_joint)\nflux_points_dataset.plot_fit()\nplt.show()"
+        "flux_points_dataset = FluxPointsDataset(\n    data=flux_points, models=model_best_joint.copy()\n)\nax, _ = flux_points_dataset.plot_fit()\nax.set_xlim(0.6, 40)\nplt.show()"
       ]
     },
     {
@@ -482,6 +464,35 @@
         "fig, ax = plt.subplots()\n\nplot_kwargs = {\n    \"energy_bounds\": [0.1, 30] * u.TeV,\n    \"sed_type\": \"e2dnde\",\n    \"yunits\": u.Unit(\"erg cm-2 s-1\"),\n    \"ax\": ax,\n}\n\n# plot stacked model\nmodel_best_stacked.spectral_model.plot(**plot_kwargs, label=\"Stacked analysis result\")\nmodel_best_stacked.spectral_model.plot_error(facecolor=\"blue\", alpha=0.3, **plot_kwargs)\n\n# plot joint model\nmodel_best_joint.spectral_model.plot(\n    **plot_kwargs, label=\"Joint analysis result\", ls=\"--\"\n)\nmodel_best_joint.spectral_model.plot_error(facecolor=\"orange\", alpha=0.3, **plot_kwargs)\n\ncreate_crab_spectral_model(\"hess_ecpl\").plot(\n    **plot_kwargs,\n    label=\"Crab reference\",\n)\nax.legend()\nplt.show()\n\n# sphinx_gallery_thumbnail_number = 5"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "## A note on statistics\n\nDifferent statistic are available for the FluxPointDataset :\n* chi2 : estimate from chi2 statistics.\n* profile : estimate from interpolation of the likelihood profile.\n* distrib : estimate from probability distributions,\n            assuming that flux points correspond to asymmetric gaussians\n            and upper limits complementary error functions.\nDefault is `chi2`, in that case upper limits are ignored and the mean of asymetrics error is used.\nSo it is recommended to use `profile` if `stat_scan` is available on flux points.\nThe `distrib` case provides an approximation if the `profile` is not available\nwhich allows to take into accounts upper limit and asymetrics error.\n\nIn the example below we can see that the `profile` case matches exactly the result\nfrom the joint analysis of the ON/OFF datasets using `wstat` (as labelled).\n\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "def plot_stat(fp_dataset):\n    fig, ax = plt.subplots()\n\n    plot_kwargs = {\n        \"energy_bounds\": [0.1, 30] * u.TeV,\n        \"sed_type\": \"e2dnde\",\n        \"ax\": ax,\n    }\n\n    fp_dataset.data.plot(energy_power=2, ax=ax)\n    model_best_joint.spectral_model.plot(\n        color=\"b\", lw=0.5, **plot_kwargs, label=\"wstat\"\n    )\n\n    stat_types = [\"chi2\", \"profile\", \"distrib\"]\n    colors = [\"red\", \"g\", \"c\"]\n    lss = [\"--\", \":\", \"--\"]\n\n    for ks, stat in enumerate(stat_types):\n\n        fp_dataset.stat_type = stat\n\n        fit = Fit()\n        fit.run([fp_dataset])\n\n        fp_dataset.models[0].spectral_model.plot(\n            color=colors[ks], ls=lss[ks], **plot_kwargs, label=stat\n        )\n        fp_dataset.models[0].spectral_model.plot_error(\n            facecolor=colors[ks], **plot_kwargs\n        )\n        plt.legend()\n\n\nplot_stat(flux_points_dataset)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "# In order to avoid discrepancies due to the treatment of upper limits\n# we can utilise the `~gammapy.estimators.utils.resample_energy_edges`\n# for defining energy bins in which the minimum number of `sqrt_ts` is 2.\n# In that case all the statistics definitions give equivalent results.\n#\n\nenergy_edges = resample_energy_edges(dataset_stacked, conditions={\"sqrt_ts_min\": 2})\n\nfpe_no_ul = FluxPointsEstimator(\n    energy_edges=energy_edges, source=\"crab\", selection_optional=\"all\"\n)\nflux_points_no_ul = fpe_no_ul.run(datasets=datasets)\nflux_points_dataset_no_ul = FluxPointsDataset(\n    data=flux_points_no_ul,\n    models=model_best_joint.copy(),\n)\n\nplot_stat(flux_points_dataset_no_ul)"
+      ]
+    },
     {
       "cell_type": "markdown",
       "metadata": {},
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"dissolve-gammapy-image"]], "Distributions": [[383, "distributions"], [383, "id1"]], "Documentation": [[375, "documentation"], [432, "documentation"]], "Documentation How To": [[367, "documentation-how-to"]], "Documentation building": [[367, "documentation-building"]], "Documentation guidelines": [[367, "documentation-guidelines"]], "Download": [[396, "download"]], "EBL absorption spectral model": [[526, "ebl-absorption-spectral-model"]], "EBLAbsorptionNormSpectralModel": [[218, "eblabsorptionnormspectralmodel"]], "EBL_DATA_BUILTIN": [[219, "ebl-data-builtin"]], "EDispKernel": [[142, "edispkernel"]], "EDispKernelMap": [[143, "edispkernelmap"]], "EDispMap": [[144, "edispmap"]], "ESTIMATOR_REGISTRY": [[115, "estimator-registry"]], "Effective Area": [[466, "effective-area"]], "Effective area": [[475, "effective-area"], [502, "effective-area"]], "EffectiveAreaTable2D": [[145, "effectiveareatable2d"]], "EinastoProfile": [[21, "einastoprofile"]], "Energy Dependent Spatial Models": [[389, 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"events"]], "Example": [[561, "example"], [561, "id2"]], "Example 1: Including Prior Information about the Sources Index": [[473, "example-1-including-prior-information-about-the-sources-index"]], "Example 2: Encouraging Positive Amplitude Values": [[473, "example-2-encouraging-positive-amplitude-values"]], "Example plot": [[516, "example-plot"], [517, "example-plot"], [518, "example-plot"], [519, "example-plot"], [520, "example-plot"], [521, "example-plot"], [522, "example-plot"], [523, "example-plot"], [524, "example-plot"], [526, "example-plot"], [527, "example-plot"], [528, "example-plot"], [529, "example-plot"], [530, "example-plot"], [531, "example-plot"], [532, "example-plot"], [533, "example-plot"], [534, "example-plot"], [535, "example-plot"], [536, "example-plot"], [537, "example-plot"], [538, "example-plot"], [539, "example-plot"], [540, "example-plot"], [541, "example-plot"], [542, "example-plot"], [543, "example-plot"], [544, "example-plot"], [545, "example-plot"], [547, "example-plot"], [548, "example-plot"], [549, "example-plot"], [550, "example-plot"], [551, "example-plot"], [552, "example-plot"], [553, "example-plot"]], "Examples using gammapy.analysis.Analysis": [[499, "examples-using-gammapy-analysis-analysis"]], "Examples using gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel": [[488, "examples-using-gammapy-astro-darkmatter-darkmatterannihilationspectralmodel"]], "Examples using gammapy.catalog.SourceCatalog3FHL": [[495, "examples-using-gammapy-catalog-sourcecatalog3fhl"]], "Examples using gammapy.catalog.SourceCatalogGammaCat": [[495, "examples-using-gammapy-catalog-sourcecataloggammacat"]], "Examples using gammapy.data.DataStore": [[497, "examples-using-gammapy-data-datastore"]], "Examples using gammapy.data.EventList": [[497, "examples-using-gammapy-data-eventlist"]], "Examples using gammapy.datasets.MapDataset": [[496, "examples-using-gammapy-datasets-mapdataset"]], "Examples using gammapy.datasets.SpectrumDatasetOnOff": [[496, 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gammapy.makers.SpectrumDatasetMaker": [[508, "examples-using-gammapy-makers-spectrumdatasetmaker"]], "Examples using gammapy.maps.HpxNDMap": [[512, "examples-using-gammapy-maps-hpxndmap"]], "Examples using gammapy.maps.RegionNDMap": [[512, "examples-using-gammapy-maps-regionndmap"]], "Examples using gammapy.maps.WcsNDMap": [[512, "examples-using-gammapy-maps-wcsndmap"]], "Examples using gammapy.modeling.Fit": [[557, "examples-using-gammapy-modeling-fit"]], "Excess and Significance": [[562, "excess-and-significance"], [562, "id2"]], "Excess errors": [[562, "excess-errors"], [562, "id4"]], "Excess estimators": [[390, "excess-estimators"]], "ExcessMapEstimator": [[118, "excessmapestimator"]], "Exclusion masks": [[469, "exclusion-masks"]], "Execution": [[560, "execution"]], "Exemplary additional prior subclasses:": [[394, "exemplary-additional-prior-subclasses"]], "Exercises": [[435, "exercises"], [437, "exercises"], [439, "exercises"], [442, "exercises"], [447, "exercises"], [449, 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"FaucherKaspi2006VelocityBimodal": [[31, "faucherkaspi2006velocitybimodal"]], "FaucherKaspi2006VelocityMaxwellian": [[32, "faucherkaspi2006velocitymaxwellian"]], "FaucherSpiral": [[33, "faucherspiral"]], "Feature Freeze and Branching": [[395, "feature-freeze-and-branching"]], "Fermi-LAT 3FHL: map dataset for 3D analysis": [[448, "fermi-lat-3fhl-map-dataset-for-3d-analysis"]], "Fermi-LAT with Gammapy": [[476, "fermi-lat-with-gammapy"]], "FermiST": [[488, "fermist"]], "Files": [[475, "files"]], "Filling a RegionNDMap": [[513, "filling-a-regionndmap"]], "Filling maps from event lists": [[468, "filling-maps-from-event-lists"]], "Filling maps from interpolation": [[468, "filling-maps-from-interpolation"]], "Filter the observations list in time intervals": [[458, "filter-the-observations-list-in-time-intervals"]], "Final remarks": [[371, "final-remarks"]], "Final result": [[563, "final-result"]], "Fit": [[203, "fit"], [455, "fit"], [476, "fit"]], "Fit quality and model residuals": [[439, "fit-quality-and-model-residuals"], [441, "fit-quality-and-model-residuals"]], "Fit quality assessment": [[465, "fit-quality-assessment"]], "Fit quality assessment and model residuals for a MapDataset": [[447, "fit-quality-assessment-and-model-residuals-for-a-mapdataset"]], "Fit quality assessment and model residuals for a joint Datasets": [[447, "fit-quality-assessment-and-model-residuals-for-a-joint-datasets"]], "Fit spectrum": [[439, "fit-spectrum"], [441, "fit-spectrum"]], "Fit statistics": [[561, "fit-statistics"]], "Fit the datasets": [[459, "fit-the-datasets"]], "Fit the model": [[485, "fit-the-model"]], "FitResult": [[204, "fitresult"]], "Fitting": [[375, "fitting"], [465, "fitting"]], "Fitting Multiple Datasets with and without the Prior": [[473, "fitting-multiple-datasets-with-and-without-the-prior"]], "Fitting a Dataset with and without the Prior": [[473, "fitting-a-dataset-with-and-without-the-prior"]], "Fitting options": [[465, "fitting-options"]], "Fitting temporal models": [[459, "fitting-temporal-models"]], "Fitting the obtained light curve": [[459, "fitting-the-obtained-light-curve"]], "Fix non-Unix line endings": [[366, "fix-non-unix-line-endings"]], "FixedPointingInfo": [[83, "fixedpointinginfo"]], "Float data type: 32 bit or 64 bit?": [[366, "float-data-type-32-bit-or-64-bit"]], "Flux Profile Estimation": [[453, "flux-profile-estimation"]], "Flux maps": [[498, "flux-maps"]], "Flux maps for annihilation": [[462, "flux-maps-for-annihilation"]], "Flux maps for decay": [[462, "flux-maps-for-decay"]], "Flux point fitting": [[437, "flux-point-fitting"]], "Flux points": [[463, "flux-points"], [484, "flux-points"], [498, "flux-points"]], "Flux quantities": [[498, "flux-quantities"]], "FluxMaps": [[119, "fluxmaps"]], "FluxMetaData": [[120, "fluxmetadata"]], "FluxPoints": [[121, "fluxpoints"]], "FluxPointsDataset": [[98, "fluxpointsdataset"], [378, "fluxpointsdataset"], [464, "fluxpointsdataset"]], "FluxPointsEstimator": [[122, 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"GeneralizedGaussianTemporalModel": [[229, "generalizedgaussiantemporalmodel"]], "Generating log messages": [[366, "generating-log-messages"]], "Geom": [[183, "geom"]], "Get in touch early": [[369, "get-in-touch-early"]], "Get set up": [[369, "get-set-up"]], "Getting started": [[386, "getting-started"], [398, "getting-started"], [489, "getting-started"], [490, "getting-started"], [491, "getting-started"]], "Getting started section restructuring": [[386, "getting-started-section-restructuring"]], "Getting started with data": [[497, "getting-started-with-data"]], "Getting started with maps": [[512, "getting-started-with-maps"]], "Getting the reduced dataset": [[444, "getting-the-reduced-dataset"], [445, "getting-the-reduced-dataset"]], "Global Model Handling": [[388, "global-model-handling"]], "Glossary": [[559, "glossary"]], "Glossary and references": [[559, "glossary-and-references"]], "Goodness of fit": [[563, "goodness-of-fit"]], "Guidelines and specific actions": [[386, 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"high-level-interface"]], "How To": [[386, "how-to"], [500, "how-to"]], "How to contribute to Gammapy": [[369, "how-to-contribute-to-gammapy"]], "How to get data values": [[468, "how-to-get-data-values"]], "How to handle API breaking changes?": [[366, "how-to-handle-api-breaking-changes"]], "How to make a Gammapy release": [[395, "how-to-make-a-gammapy-release"]], "How to make a pull request": [[366, "how-to-make-a-pull-request"]], "How to set data values": [[468, "how-to-set-data-values"]], "How to use logging": [[366, "how-to-use-logging"]], "How to use random numbers": [[366, "how-to-use-random-numbers"]], "How to write code": [[366, "how-to-write-code"]], "How to write tests": [[366, "how-to-write-tests"]], "HpxGeom": [[184, "hpxgeom"]], "HpxMap": [[185, "hpxmap"]], "HpxNDMap": [[186, "hpxndmap"]], "IPython": [[402, "id3"]], "IRF": [[149, "irf"], [393, "irf"]], "IRF axis naming": [[505, "irf-axis-naming"]], "IRFMap": [[150, "irfmap"]], "IRF_REGISTRY": [[151, "irf-registry"]], "IRFs": [[375, "irfs"], [475, "irfs"]], "Image Plotting": [[468, "image-plotting"]], "ImageProfile": [[124, "imageprofile"]], "ImageProfileEstimator": [[125, "imageprofileestimator"]], "Images and masks": [[380, "images-and-masks"]], "Implement default parameters": [[377, "implement-default-parameters"]], "Implement evaluation region specifications": [[377, "implement-evaluation-region-specifications"]], "Implement sky coordinate handling": [[377, "implement-sky-coordinate-handling"]], "Implementation": [[386, "implementation"], [394, "implementation"]], "Implementation Outline": [[394, "implementation-outline"]], "Implementation road map": [[376, "implementation-road-map"]], "Implementing a custom model": [[471, "implementing-a-custom-model"]], "Implementing a custom prior": [[473, "implementing-a-custom-prior"]], "Imports and versions": [[455, "imports-and-versions"]], "Improve SourceModels class": [[377, "improve-sourcemodels-class"]], "Improve and implement model serilization": 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"Lightcurves": [[463, "lightcurves"]], "Lightcurves in gamma-ray astronomy": [[381, "lightcurves-in-gamma-ray-astronomy"]], "Limitations": [[376, "limitations"]], "Linear temporal model": [[551, "linear-temporal-model"]], "LinearTemporalModel": [[231, "lineartemporalmodel"]], "Links to other tutorials": [[367, "links-to-other-tutorials"]], "List available catalogs": [[463, "list-available-catalogs"]], "Load Data": [[439, "load-data"]], "Load IRFs and prepare dataset": [[435, "load-irfs-and-prepare-dataset"]], "Load catalogs": [[463, "load-catalogs"]], "Load data": [[441, "load-data"]], "Load spectral points": [[437, "load-spectral-points"]], "Loading models from a catalog": [[470, "loading-models-from-a-catalog"]], "Locate origin of warnings": [[366, "locate-origin-of-warnings"]], "Log parabola spectral model": [[534, "log-parabola-spectral-model"]], "Log parabola spectral norm model": [[535, "log-parabola-spectral-norm-model"]], "Log-Parabola Fit": [[437, "log-parabola-fit"]], 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560], "chose": [451, 476, 477, 562, 564], "chosen": [26, 142, 155, 158, 184, 185, 186, 194, 197, 198, 216, 225, 238, 366, 369, 381, 382, 385, 440, 458, 467, 468, 472, 473, 477, 484, 498, 508, 509, 513], "christoph": [371, 372, 373, 374, 375, 376, 377, 378, 380, 382, 383, 384, 385, 386, 405, 406, 407, 408, 409, 410, 411, 412, 418, 421, 422, 423, 424, 425, 426, 427], "chrome": [85, 88], "chromei": 419, "chunk": [144, 155, 158], "chunk_siz": [144, 155, 158], "ci": [366, 369, 373, 392, 396, 411, 417, 419, 422, 428], "circl": [81, 173, 363, 367, 380, 419, 439, 449, 459, 462, 467, 469, 472, 475, 485, 486, 497, 507, 509, 510, 513], "circle_area": 367, "circleannulusskyregion": [250, 251, 509], "circledast": 496, "circlepixelregion": 380, "circleskyregion": [99, 102, 106, 107, 167, 168, 172, 196, 217, 367, 380, 435, 436, 439, 441, 442, 445, 447, 449, 451, 452, 458, 462, 464, 467, 469, 470, 485, 507, 509, 510, 513], "circular": [88, 99, 102, 172, 184, 186, 196, 377, 385, 387, 436, 441, 464, 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565, "colour": 428, "column": [41, 43, 44, 46, 47, 56, 81, 85, 88, 100, 105, 119, 121, 124, 134, 139, 140, 142, 166, 185, 186, 187, 188, 189, 190, 194, 195, 197, 198, 264, 285, 293, 336, 337, 338, 339, 359, 360, 363, 364, 366, 379, 381, 390, 428, 431, 432, 435, 451, 452, 460, 463, 468, 471, 475, 497, 500], "column_nam": 466, "column_prefix": 190, "columnclass": [85, 88], "columnspac": 363, "com": [130, 136, 291, 322, 323, 334, 369, 386, 395, 396, 399], "combin": [96, 98, 99, 102, 106, 107, 137, 171, 179, 185, 186, 188, 193, 194, 197, 198, 211, 253, 366, 372, 376, 377, 378, 379, 380, 381, 386, 389, 398, 410, 425, 431, 437, 442, 447, 448, 455, 459, 464, 465, 466, 467, 468, 469, 471, 477, 485, 486, 488, 490, 500, 507, 512, 528, 558, 559], "combined_ev": 497, "combining_and_defin": [435, 442, 444, 447, 449, 455, 459, 475], "come": [68, 369, 372, 373, 374, 375, 376, 380, 381, 382, 383, 385, 386, 391, 393, 395, 396, 413, 414, 417, 426, 427, 431, 439, 447, 455, 471, 475, 484, 560], "comma": 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562], "conclud": 375, "concret": [16, 82, 101, 120, 383, 386], "conda": [365, 369, 373, 374, 383, 386, 391, 395, 396, 398, 399, 400, 401, 402, 407, 409, 425, 426, 560], "condit": [52, 53, 138, 190, 207, 209, 216, 238, 390, 394, 414, 435, 439, 442, 452, 463, 469, 470, 472, 477, 496, 505], "conduct": [428, 459], "cone": [88, 380, 440, 472, 484, 485, 500], "conesearch": 382, "conf": [85, 88, 366, 367, 396, 408, 423], "conf_1d": 457, "conf_3d": 457, "conf_max": [206, 208], "conf_min": [206, 208], "confid": [118, 203, 206, 208, 277, 279, 377, 384, 408, 413, 427, 559, 562], "confidence_opt": 203, "config": [15, 16, 82, 101, 120, 365, 367, 372, 374, 375, 382, 383, 386, 393, 398, 400, 410, 411, 412, 417, 425, 440, 447, 484, 557], "config_dict": 484, "config_joint": 447, "config_paramet": [114, 116, 117, 118, 122, 123, 125, 126, 127, 128, 129], "config_stack": 447, "config_str": 16, "configdict": [16, 82, 101, 120], "configpars": 423, "configur": [11, 15, 16, 46, 82, 85, 88, 98, 101, 106, 107, 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407, 417, 425, 447], "consist": [72, 88, 92, 119, 121, 143, 144, 155, 158, 185, 186, 188, 197, 198, 225, 228, 366, 376, 377, 379, 380, 381, 386, 393, 410, 411, 412, 413, 414, 421, 425, 426, 428, 430, 431, 432, 440, 441, 442, 443, 450, 455, 459, 465, 467, 468, 471, 473, 484, 534, 536, 561], "consol": [366, 560], "consortium": [393, 475], "const": [212, 213, 214, 215, 389, 452, 471, 529, 547], "const3d": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "const_norm": 389, "constant": [50, 51, 52, 53, 99, 106, 114, 145, 185, 186, 188, 194, 196, 197, 198, 212, 213, 214, 215, 217, 229, 231, 324, 379, 380, 385, 425, 434, 457, 476, 493, 496, 514, 525, 546, 556, 559, 563], "constant_model": 547, "constantmodel": 427, "constantnormspectralmodel": 389, "constantspatialmodel": [247, 389, 471, 476, 516], "constantspectralmodel": [248, 389, 452, 471, 529], "constanttemporalmodel": [260, 389, 410, 471, 547], "constitu": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "constitut": 464, "constrain": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 392, 444, 448, 467, 473], "constraint": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 500], "construct": [16, 82, 101, 120, 190, 232, 233, 332, 513, 559], "constructor": [183, 184, 185, 186, 188, 190, 193, 194, 195, 196, 197, 198, 431, 485, 511], "consult": 401, "consum": [465, 500], "contact": [368, 373, 375, 392, 401, 403, 406, 407, 408, 422, 425], "contain": [13, 16, 19, 20, 26, 57, 59, 62, 66, 68, 80, 81, 82, 84, 85, 86, 88, 89, 92, 93, 97, 98, 99, 101, 102, 105, 106, 107, 109, 119, 120, 121, 129, 134, 136, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 149, 150, 152, 153, 154, 155, 156, 157, 158, 159, 160, 165, 167, 170, 172, 177, 180, 182, 183, 184, 185, 186, 188, 189, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 203, 207, 210, 211, 212, 213, 214, 215, 216, 217, 218, 220, 221, 222, 223, 225, 226, 227, 228, 229, 230, 231, 232, 233, 235, 236, 238, 239, 240, 241, 242, 243, 244, 245, 246, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 261, 262, 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511, 512], "content_typ": [16, 82, 101, 120], "context": [16, 82, 85, 88, 101, 120, 207, 209, 216, 238, 315, 344, 366, 381, 392, 396, 432, 468, 490], "contigu": [190, 195, 417], "continu": [190, 373, 375, 376, 379, 380, 382, 383, 385, 386, 391, 402, 405, 406, 409, 417, 422, 423, 424, 426, 439, 452, 469, 512, 559], "continuous_upd": [447, 455, 468, 484, 485], "contour": [200, 203, 358, 375, 427], "contour_": 465, "contour_alpha_amplitud": 465, "contour_alpha_beta": 465, "contour_beta_amplitud": 465, "contourf": 198, "contract": 392, "contrari": [367, 374], "contrast": [386, 559], "contrera": 427, "contribut": [97, 111, 113, 216, 224, 238, 253, 362, 366, 368, 375, 380, 388, 390, 396, 403, 406, 417, 419, 421, 467, 501, 536, 557, 560, 561], "contributes_to_stat": 97, "contributor": [366, 369, 386, 396, 404, 415, 416], "control": [81, 85, 88, 99, 102, 106, 107, 366, 379, 397, 399, 435, 462, 468, 473, 500, 562], "controversi": [366, 371, 372, 386], "conveni": [13, 119, 365, 366, 369, 376, 380, 388, 390, 397, 407, 409, 414, 417, 419, 424, 449, 462, 463, 464, 468, 469, 470, 471, 475, 477, 486, 495, 499, 558], "convent": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 81, 184, 185, 186, 188, 196, 197, 198, 388, 390, 409, 410, 413, 414, 428, 464, 467, 468, 471, 496, 498, 505, 512, 562], "converg": [394, 408, 429, 439, 441, 447, 465, 496, 500, 517], "convers": [82, 85, 88, 101, 119, 120, 121, 371, 390, 393, 398, 400, 417, 430, 431, 432, 435, 513], "conversion_typ": [476, 486], "convert": [16, 19, 23, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 50, 81, 83, 84, 85, 88, 96, 98, 99, 102, 104, 106, 107, 119, 121, 124, 139, 140, 141, 142, 143, 144, 145, 146, 147, 149, 150, 152, 154, 155, 156, 157, 158, 168, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 202, 204, 205, 206, 207, 208, 209, 216, 230, 238, 275, 292, 295, 296, 300, 313, 329, 347, 349, 350, 367, 372, 380, 381, 390, 393, 396, 418, 430, 431, 432, 435, 445, 450, 458, 459, 464, 465, 469, 470, 475, 486, 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32, 35, 36, 37, 39, 40, 66, 81, 86, 99, 100, 102, 144, 155, 158, 172, 177, 178, 191, 224, 240, 241, 265, 366, 378, 379, 391, 392, 393, 395, 409, 412, 414, 415, 416, 417, 420, 423, 424, 426, 428, 429, 430, 431, 432, 435, 439, 440, 441, 442, 451, 455, 457, 463, 464, 465, 467, 469, 470, 471, 473, 477, 484, 486, 497, 498, 507, 520, 532, 535, 537, 540, 545], "correctli": [19, 20, 26, 210, 211, 214, 218, 220, 221, 222, 226, 232, 233, 235, 239, 241, 243, 244, 245, 249, 254, 256, 257, 258, 259, 262, 266, 367, 369, 392, 393, 407, 409, 414, 419, 420, 429, 466, 467, 468, 469, 470, 473, 512, 518], "correl": [19, 20, 26, 118, 124, 201, 210, 211, 214, 218, 220, 221, 222, 226, 232, 233, 235, 239, 241, 243, 249, 254, 256, 257, 258, 259, 262, 266, 384, 389, 390, 417, 427, 450, 453, 465, 469, 471, 473, 484, 498, 557], "correlate_off": 118, "correlation_radiu": [16, 118, 134, 135, 440, 444, 445, 447, 460, 477, 484, 498], "correspond": [16, 19, 20, 26, 28, 29, 30, 31, 32, 33, 35, 36, 37, 39, 40, 45, 82, 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463, 475, 477, 480, 496, 512, 559, 562], "detect_t": 386, "detector": [81, 86, 100, 105, 147, 469, 477, 505, 559], "determin": [19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 85, 88, 109, 128, 146, 152, 154, 156, 168, 169, 171, 173, 210, 211, 214, 218, 220, 221, 222, 226, 232, 233, 235, 239, 241, 243, 244, 245, 249, 254, 256, 257, 258, 259, 262, 264, 266, 295, 317, 377, 381, 384, 392, 419, 431, 432, 435, 441, 444, 445, 450, 457, 467, 469, 490, 558], "determinist": 366, "deti": [81, 100, 105, 379, 475], "detx": [81, 100, 105, 379, 475], "dev": [11, 16, 80, 82, 101, 120, 366, 368, 369, 382, 392, 395, 396, 435, 436, 439, 440, 441, 442, 443, 444, 445, 447, 448, 449, 450, 451, 452, 453, 457, 458, 459, 460, 462, 463, 464, 465, 467, 468, 469, 470, 471, 473, 475, 476, 477, 478, 484, 485, 486, 524, 526, 554, 555], "dev370": [101, 120, 403, 435, 436, 439, 440, 441, 442, 443, 444, 445, 447, 448, 449, 450, 451, 452, 453, 457, 458, 459, 460, 462, 463, 464, 465, 467, 468, 469, 470, 471, 473, 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562], "event_3fhl": 486, "event_class": [82, 476, 486], "event_det_coord": [100, 105], "event_fil": 86, "event_filt": 87, "event_filter_typ": 87, "event_id": [379, 475, 476, 486, 497], "event_list": [81, 366, 367, 379], "event_list_meta": [100, 105, 412], "event_sampl": [434, 451, 454], "event_sampling_nrg_depend_model": [434, 452, 454], "event_typ": [101, 476, 486], "eventlist": [82, 86, 100, 105, 174, 185, 186, 188, 194, 197, 198, 366, 367, 372, 379, 380, 381, 393, 402, 407, 414, 419, 421, 422, 423, 425, 426, 451, 452, 460, 468, 475, 476, 486, 500, 509], "eventlistbas": 87, "eventlistdataset": 426, "eventlistlat": 497, "eventlistmetadata": [81, 393], "events2": 81, "events_": 451, "events_0001": 451, "events_1": 497, "events_2": 497, "events_3fhl": 486, "events_bkg": 379, "events_gc_3fhl": 486, "events_list": 379, "events_new": 500, "events_path": [80, 451], "events_src": 379, "events_tot": 379, "events_vela": 460, "eventu": [366, 371, 382, 385, 386, 402, 471], "ever": 563, "everi": 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\ No newline at end of file
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"ASmoothMapEstimator": [[114, "asmoothmapestimator"]], "Abstract": [[371, "abstract"], [372, "abstract"], [373, "abstract"], [374, "abstract"], [375, "abstract"], [376, "abstract"], [378, "abstract"], [379, "abstract"], [380, "abstract"], [381, "abstract"], [382, "abstract"], [383, "abstract"], [384, "abstract"], [385, "abstract"], [386, "abstract"], [387, "abstract"], [388, "abstract"], [389, "abstract"], [390, "abstract"], [391, "abstract"], [392, "abstract"], [393, "abstract"], [394, "abstract"]], "Acceptation of the Developer Certificate of Origin (DCO)": [[369, "acceptation-of-the-developer-certificate-of-origin-dco"]], "Accessing Data": [[468, "accessing-data"]], "Accessing contents of a dataset": [[464, "accessing-contents-of-a-dataset"]], "Accessor methods": [[512, "accessor-methods"]], "Adaptive smoothing": [[443, "adaptive-smoothing"]], "AdaptiveRingBackgroundMaker": [[160, "adaptiveringbackgroundmaker"]], "Add a model on multiple datasets": [[470, 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observation and make a dataset": [[452, "define-an-observation-and-make-a-dataset"]], "Define analysis region and energy binning": [[435, "define-analysis-region-and-energy-binning"]], "Define map geometry": [[449, "define-map-geometry"]], "Define the MapDataset": [[451, "define-the-mapdataset"]], "Define the Model": [[458, "define-the-model"]], "Define the ON region": [[441, "define-the-on-region"]], "Define the Sky model: a point-like source": [[451, "define-the-sky-model-a-point-like-source"]], "Define the geometries": [[436, "define-the-geometries"]], "Define the geometry": [[469, "define-the-geometry"]], "Define the model": [[485, "define-the-model"]], "Define the model to be used": [[457, "define-the-model-to-be-used"], [457, "id3"]], "Define the simulation source model": [[452, "define-the-simulation-source-model"]], "Define time intervals": [[458, "define-time-intervals"]], "Defining the datastore and selecting observations": [[485, 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"diskspatialmodel"]], "Dissolve gammapy.background": [[385, "dissolve-gammapy-background"]], "Dissolve gammapy.image": [[385, "dissolve-gammapy-image"]], "Distributions": [[383, "distributions"], [383, "id1"]], "Documentation": [[375, "documentation"], [432, "documentation"]], "Documentation How To": [[367, "documentation-how-to"]], "Documentation building": [[367, "documentation-building"]], "Documentation guidelines": [[367, "documentation-guidelines"]], "Download": [[396, "download"]], "EBL absorption spectral model": [[526, "ebl-absorption-spectral-model"]], "EBLAbsorptionNormSpectralModel": [[218, "eblabsorptionnormspectralmodel"]], "EBL_DATA_BUILTIN": [[219, "ebl-data-builtin"]], "EDispKernel": [[142, "edispkernel"]], "EDispKernelMap": [[143, "edispkernelmap"]], "EDispMap": [[144, "edispmap"]], "ESTIMATOR_REGISTRY": [[115, "estimator-registry"]], "Effective Area": [[466, "effective-area"]], "Effective area": [[475, "effective-area"], [502, "effective-area"]], 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gammapy.makers.ReflectedRegionsBackgroundMaker": [[509, "examples-using-gammapy-makers-reflectedregionsbackgroundmaker"]], "Examples using gammapy.makers.SpectrumDatasetMaker": [[508, "examples-using-gammapy-makers-spectrumdatasetmaker"]], "Examples using gammapy.maps.HpxNDMap": [[512, "examples-using-gammapy-maps-hpxndmap"]], "Examples using gammapy.maps.RegionNDMap": [[512, "examples-using-gammapy-maps-regionndmap"]], "Examples using gammapy.maps.WcsNDMap": [[512, "examples-using-gammapy-maps-wcsndmap"]], "Examples using gammapy.modeling.Fit": [[557, "examples-using-gammapy-modeling-fit"]], "Excess and Significance": [[562, "excess-and-significance"], [562, "id2"]], "Excess errors": [[562, "excess-errors"], [562, "id4"]], "Excess estimators": [[390, "excess-estimators"]], "ExcessMapEstimator": [[118, "excessmapestimator"]], "Exclusion masks": [[469, "exclusion-masks"]], "Execution": [[560, "execution"]], "Exemplary additional prior subclasses:": [[394, 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"explore-the-fit-results"]], "Explore the results": [[436, "explore-the-results"]], "Exponential": [[29, "exponential"]], "Exponential Cut-Off Powerlaw Fit": [[437, "exponential-cut-off-powerlaw-fit"]], "Exponential cutoff power law norm spectral model": [[532, "exponential-cutoff-power-law-norm-spectral-model"]], "Exponential cutoff power law spectral model": [[530, "exponential-cutoff-power-law-spectral-model"]], "Exponential cutoff power law spectral model used for 3FGL": [[531, "exponential-cutoff-power-law-spectral-model-used-for-3fgl"]], "Expose model parameters as attributes": [[377, "expose-model-parameters-as-attributes"]], "Exposure": [[476, "exposure"]], "Extended source using a template": [[451, "extended-source-using-a-template"]], "Extract the light curve": [[458, "extract-the-light-curve"]], "Extract the lightcurve": [[459, "extract-the-lightcurve"]], "Extracting the light curve": [[457, "extracting-the-light-curve"]], "Extracting the ring background": [[445, "extracting-the-ring-background"]], "Factorisation of the IRFs": [[505, "factorisation-of-the-irfs"]], "FaucherKaspi2006": [[30, "faucherkaspi2006"]], "FaucherKaspi2006VelocityBimodal": [[31, "faucherkaspi2006velocitybimodal"]], "FaucherKaspi2006VelocityMaxwellian": [[32, "faucherkaspi2006velocitymaxwellian"]], "FaucherSpiral": [[33, "faucherspiral"]], "Feature Freeze and Branching": [[395, "feature-freeze-and-branching"]], "Fermi-LAT 3FHL: map dataset for 3D analysis": [[448, "fermi-lat-3fhl-map-dataset-for-3d-analysis"]], "Fermi-LAT with Gammapy": [[476, "fermi-lat-with-gammapy"]], "FermiST": [[488, "fermist"]], "Files": [[475, "files"]], "Filling a RegionNDMap": [[513, "filling-a-regionndmap"]], "Filling maps from event lists": [[468, "filling-maps-from-event-lists"]], "Filling maps from interpolation": [[468, "filling-maps-from-interpolation"]], "Filter the observations list in time intervals": [[458, "filter-the-observations-list-in-time-intervals"]], "Final remarks": [[371, 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"FluxPointsDataset": [[98, "fluxpointsdataset"], [378, "fluxpointsdataset"], [464, "fluxpointsdataset"]], "FluxPointsEstimator": [[122, "fluxpointsestimator"]], "FluxProfileEstimator": [[123, "fluxprofileestimator"]], "FoV background": [[467, "fov-background"], [507, "fov-background"]], "FoVAlignment": [[148, "fovalignment"]], "FoVBackgroundMaker": [[162, "fovbackgroundmaker"]], "FoVBackgroundModel": [[224, "fovbackgroundmodel"]], "Fractional excess variance, point-to-point fractional variance and doubling/halving time": [[456, "fractional-excess-variance-point-to-point-fractional-variance-and-doubling-halving-time"]], "Freezing and unfreezing model parameters": [[470, "freezing-and-unfreezing-model-parameters"]], "Functions": [[1, "functions"], [3, "functions"], [4, "functions"], [4, "id1"], [5, "functions"], [7, "functions"], [8, "functions"], [9, "functions"], [10, "functions"], [10, "id1"], [10, "id3"], [12, "functions"], [13, "functions"], [13, "id1"], [13, "id2"], [13, "id3"], [13, "id4"], [13, "id6"], [13, "id8"], [13, "id9"], [13, "id12"], [13, "id13"], [13, "id14"], [13, "id16"], [13, "id17"], [14, "functions"]], "Functions or class methods that return a single object": [[367, "functions-or-class-methods-that-return-a-single-object"]], "Functions returning several values": [[366, "functions-returning-several-values"]], "Further references": [[561, "further-references"]], "GTI": [[84, "gti"]], "Galactic diffuse background": [[476, "galactic-diffuse-background"]], "Galactocentric spatial distributions": [[490, "galactocentric-spatial-distributions"]], "Gamma-ray spectra at production": [[462, "gamma-ray-spectra-at-production"]], "GammaLib": [[488, "gammalib"]], "Gammapy": [[403, "gammapy"]], "Gammapy Binder": [[396, "id1"]], "Gammapy analysis workflow and package structure": [[558, "gammapy-analysis-workflow-and-package-structure"]], "Gammapy overview": [[386, "gammapy-overview"]], "Gammapy repository": [[396, "gammapy-repository"]], "Gammapy webpages": [[396, "gammapy-webpages"]], "Gaussian spatial model": [[518, "gaussian-spatial-model"]], "Gaussian spectral model": [[533, "gaussian-spectral-model"]], "Gaussian temporal model": [[549, "gaussian-temporal-model"]], "GaussianSpatialModel": [[225, "gaussianspatialmodel"]], "GaussianSpectralModel": [[226, "gaussianspectralmodel"]], "GaussianTemporalModel": [[227, "gaussiantemporalmodel"]], "General Gammapy publications": [[392, "general-gammapy-publications"]], "General code style guidelines": [[372, "general-code-style-guidelines"]], "General conventions": [[366, "general-conventions"]], "General idea and class diagram": [[376, "general-idea-and-class-diagram"]], "General method": [[498, "general-method"]], "General organization of the new approach": [[381, "general-organization-of-the-new-approach"]], "Generalist estimators": [[390, "generalist-estimators"]], "Generalized Gaussian temporal model": [[550, "generalized-gaussian-temporal-model"]], "Generalized gaussian spatial model": 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[[499, "high-level-analysis-interface"]], "High level interface": [[375, "high-level-interface"], [484, "high-level-interface"]], "How To": [[386, "how-to"], [500, "how-to"]], "How to contribute to Gammapy": [[369, "how-to-contribute-to-gammapy"]], "How to get data values": [[468, "how-to-get-data-values"]], "How to handle API breaking changes?": [[366, "how-to-handle-api-breaking-changes"]], "How to make a Gammapy release": [[395, "how-to-make-a-gammapy-release"]], "How to make a pull request": [[366, "how-to-make-a-pull-request"]], "How to set data values": [[468, "how-to-set-data-values"]], "How to use logging": [[366, "how-to-use-logging"]], "How to use random numbers": [[366, "how-to-use-random-numbers"]], "How to write code": [[366, "how-to-write-code"]], "How to write tests": [[366, "how-to-write-tests"]], "HpxGeom": [[184, "hpxgeom"]], "HpxMap": [[185, "hpxmap"]], "HpxNDMap": [[186, "hpxndmap"]], "IPython": [[402, "id3"]], "IRF": [[149, "irf"], [393, "irf"]], "IRF axis naming": 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"Isotropic diffuse background": [[476, "isotropic-diffuse-background"]], "Iterating by image": [[468, "iterating-by-image"]], "J Factors": [[462, "j-factors"]], "JFactory": [[23, "jfactory"]], "Joint Analysis": [[496, "joint-analysis"]], "Joint analysis": [[447, "joint-analysis"], [448, "joint-analysis"]], "Jupyter notebooks": [[402, "jupyter-notebooks"]], "LabelMapAxis": [[187, "labelmapaxis"], [468, "labelmapaxis"]], "Lazy loading of Datasets": [[378, "lazy-loading-of-datasets"]], "LazyFitsData": [[304, "lazyfitsdata"]], "Let\u2019s simulate the model": [[452, "let-s-simulate-the-model"]], "Light Curve Fitting": [[381, "light-curve-fitting"]], "Light Curve estimation by observation": [[457, "light-curve-estimation-by-observation"]], "Light curve temporal model": [[555, "light-curve-temporal-model"]], "Light curves": [[457, "light-curves"]], "Light curves for flares": [[458, "light-curves-for-flares"]], "LightCurveEstimator": [[126, "lightcurveestimator"]], "LightCurveTemplateTemporalModel": [[230, "lightcurvetemplatetemporalmodel"]], "Lightcurve": [[381, "lightcurve"]], "Lightcurves": [[463, "lightcurves"]], "Lightcurves in gamma-ray astronomy": [[381, "lightcurves-in-gamma-ray-astronomy"]], "Limitations": [[376, "limitations"]], "Linear temporal model": [[551, "linear-temporal-model"]], "LinearTemporalModel": [[231, "lineartemporalmodel"]], "Links to other tutorials": [[367, "links-to-other-tutorials"]], "List available catalogs": [[463, "list-available-catalogs"]], "Load Data": [[439, "load-data"]], "Load IRFs and prepare dataset": [[435, "load-irfs-and-prepare-dataset"]], "Load catalogs": [[463, "load-catalogs"]], "Load data": [[441, "load-data"]], "Load spectral points": [[437, "load-spectral-points"]], "Loading models from a catalog": [[470, "loading-models-from-a-catalog"]], "Locate origin of warnings": [[366, "locate-origin-of-warnings"]], "Log parabola spectral model": [[534, "log-parabola-spectral-model"]], "Log parabola spectral norm model": [[535, "log-parabola-spectral-norm-model"]], "Log-Parabola Fit": [[437, "log-parabola-fit"]], "LogParabolaNormSpectralModel": [[232, "logparabolanormspectralmodel"]], "LogParabolaSpectralModel": [[233, "logparabolaspectralmodel"]], "LogSpiral": [[34, "logspiral"]], "Long Term Support releases": [[392, "long-term-support-releases"]], "Lorimer2006": [[35, "lorimer2006"]], "Low level API": [[485, "low-level-api"]], "Low level map and cube analysis": [[372, "low-level-map-and-cube-analysis"]], "MAKER_REGISTRY": [[163, "maker-registry"]], "METHOD_DEFAULT": [[311, "method-default"]], "METHOD_KWARGS_DEFAULT": [[312, "method-kwargs-default"]], "MODEL_REGISTRY": [[234, "model-registry"]], "Maintainer and developer perspective": [[373, "maintainer-and-developer-perspective"]], "Maintenance and Code Quality": [[375, "maintenance-and-code-quality"]], "Make a Bugfix release": [[395, "make-a-bugfix-release"]], "Make a Li&Ma test over the events": [[460, "make-a-li-ma-test-over-the-events"]], "Make sky images": [[449, "make-sky-images"]], "Make small pull requests": [[369, "make-small-pull-requests"]], "Maker": [[164, "maker"]], "Makers": [[393, "makers"]], "Makers - Data reduction": [[467, "makers-data-reduction"]], "Making a butterfly plot": [[485, "making-a-butterfly-plot"]], "Making a pull request that requires backport": [[366, "making-a-pull-request-that-requires-backport"]], "Making a pull request which skips GitHub Actions": [[366, "making-a-pull-request-which-skips-github-actions"]], "Making a pull request with new or modified datasets": [[366, "making-a-pull-request-with-new-or-modified-datasets"]], "Manual grouping of observations": [[472, "manual-grouping-of-observations"]], "Map": [[188, "map"]], "Map Analysis / Data Reduction": [[375, "map-analysis-data-reduction"]], "MapAxes": [[189, "mapaxes"]], "MapAxis": [[190, "mapaxis"]], "MapCoord": [[191, "mapcoord"], [512, "mapcoord"]], "MapDataset": [[99, "mapdataset"], [378, "mapdataset"], [464, "mapdataset"]], "MapDatasetEventSampler": [[100, "mapdataseteventsampler"], [379, "mapdataseteventsampler"]], "MapDatasetMaker": [[165, "mapdatasetmaker"]], "MapDatasetMetaData": [[101, "mapdatasetmetadata"]], "MapDatasetOnOff": [[102, "mapdatasetonoff"], [378, "mapdatasetonoff"]], "MapPanelPlotter": [[353, "mappanelplotter"]], "Maps": [[192, "maps"], [375, "maps"], [468, "maps"], [486, "maps"]], "Maps operations": [[468, "maps-operations"]], "Mask dilation and erosion": [[469, "mask-dilation-and-erosion"]], "Mask maps": [[469, "mask-maps"]], "Mask modifications": [[469, "mask-modifications"]], "Mask some sky regions": [[469, "mask-some-sky-regions"]], "Masks for fitting": [[469, "masks-for-fitting"]], "Masks operations": [[469, "masks-operations"]], "Meetings": [[375, "meetings"]], "Metadata API": [[393, "metadata-api"]], "Metadata files": [[392, "metadata-files"]], "Metadata generation and propagation along the dataflow": [[393, "metadata-generation-and-propagation-along-the-dataflow"]], "Methods to characterize variability": [[456, "methods-to-characterize-variability"]], "MeyerCrabSpectralModel": [[235, "meyercrabspectralmodel"]], "Minor changes": [[387, "minor-changes"]], "Mission elapsed times (MET)": [[564, "mission-elapsed-times-met"]], "Model": [[236, "model"]], "Model and dataset": [[465, "model-and-dataset"], [473, "model-and-dataset"]], "Model fit": [[449, "model-fit"]], "Model fitting": [[440, "model-fitting"], [484, "model-fitting"]], "Model gallery": [[514, "model-gallery"]], "Model lists and serialisation": [[471, "model-lists-and-serialisation"]], "ModelBase": [[237, "modelbase"]], "Modeling": [[375, "modeling"], [393, "modeling"]], "Modeling and Fitting (DL4 to DL5)": [[557, "modeling-and-fitting-dl4-to-dl5"]], "Modeling and fitting": [[447, "modeling-and-fitting"]], "Modelling": [[444, "modelling"], [470, "modelling"]], "Models": [[238, "models"], [471, "models"]], "Models with energy dependent morphology": [[471, "models-with-energy-dependent-morphology"]], "Models with shared parameter": [[471, "models-with-shared-parameter"]], "Modifying Data": [[468, "modifying-data"]], "Modifying model parameters": [[471, "modifying-model-parameters"]], "MooreProfile": [[24, "mooreprofile"]], "Morphological energy dependence estimation": [[450, "morphological-energy-dependence-estimation"]], "Motivation": [[394, "motivation"]], "Multi instrument joint 3D and 1D analysis": [[448, "multi-instrument-joint-3d-and-1d-analysis"]], "NFWProfile": [[25, "nfwprofile"]], "N_JOBS_DEFAULT": [[313, "n-jobs-default"]], "Naima spectral model": [[536, "naima-spectral-model"]], "NaimaSpectralModel": [[239, "naimaspectralmodel"]], "New features": [[428, "new-features"], [431, "new-features"], [432, "new-features"]], "Next steps": [[475, "next-steps"], [477, "next-steps"], [478, "next-steps"]], "Night-wise LC estimation": [[457, "night-wise-lc-estimation"]], "Norm Spectral Models": [[471, "norm-spectral-models"]], "Notations": [[562, "notations"]], "Notes": [[561, "notes"]], "OGIPDatasetReader": [[103, "ogipdatasetreader"]], "OGIPDatasetWriter": [[104, "ogipdatasetwriter"]], "Object text repr, str and info": [[366, "object-text-repr-str-and-info"]], "Objective": [[444, "objective"], [445, "objective"], [451, "objective"], [452, "objective"], [472, "objective"]], "Objectives": [[376, "objectives"]], "Observation": [[86, "observation"]], "Observation duration and effective livetime": [[467, "observation-duration-and-effective-livetime"]], "Observation selection": [[440, "observation-selection"], [484, "observation-selection"]], "ObservationEventSampler": [[105, "observationeventsampler"]], "ObservationFilter": [[87, "observationfilter"]], "ObservationTable": [[88, "observationtable"]], "Observational clustering": [[472, "observational-clustering"]], "Observations": [[89, "observations"]], "ObservationsEventsSampler": [[90, "observationseventssampler"]], "Obtain the data 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149, 152, 154, 156, 157, 184, 185, 186, 189, 190, 196, 197, 198, 451, 468, 496], "birth": [29, 30, 36, 50, 51, 52, 53], "bit": [81, 134, 367, 369, 373, 374, 380, 384, 385, 393, 460, 468, 513], "bitpix": 468, "bkg": [16, 80, 85, 86, 99, 103, 104, 106, 107, 139, 140, 141, 171, 178, 224, 388, 412, 414, 419, 435, 439, 440, 444, 445, 447, 448, 451, 452, 455, 460, 464, 466, 467, 470, 475, 477, 478, 484, 485, 496, 503, 559, 561, 562, 563], "bkg_": [99, 106], "bkg_2d": [85, 139], "bkg_3d": [80, 85, 140, 475, 478], "bkg_err": 460, "bkg_maker": [388, 436, 439, 441, 449, 458, 509], "bkg_model": [378, 388, 394, 447, 451, 452, 455, 470, 485, 520], "bkg_ob": 103, "bkg_sy": 128, "bkg_syst_fract": [128, 435], "bkg_syst_fraction_sensit": 118, "bkgfile": 103, "black": [106, 107, 355, 356, 363, 384, 426, 428, 435, 460, 462, 467, 472, 509], "blackground": 435, "blanch": [425, 426], "blanklin": [230, 402, 498, 513], "blazar": 291, "blind": [428, 500], "bll": 486, "blob": 405, "block": [367, 369, 372, 379, 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193, 194, 195, 196, 197, 198, 265, 341, 342, 343, 375, 380, 395, 420, 431, 432, 465, 545], "closer": 486, "closest": [114, 118, 122, 126, 129, 184, 185, 186, 188, 194, 197, 198, 469, 498], "cloud": [396, 480], "cluster": [6, 93, 293, 294, 379, 431, 432, 434, 474, 480, 497, 500], "clutter": [447, 500], "cm": [19, 20, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 45, 51, 52, 53, 54, 66, 98, 121, 127, 129, 210, 214, 220, 222, 226, 233, 236, 243, 245, 253, 254, 257, 258, 259, 268, 351, 377, 389, 436, 437, 439, 440, 441, 442, 443, 444, 447, 448, 449, 450, 451, 452, 455, 459, 460, 462, 463, 465, 471, 473, 475, 476, 484, 486, 493, 494, 498, 500, 516, 517, 518, 519, 521, 522, 523, 524, 526, 527, 528, 529, 530, 531, 532, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 547, 548, 549, 550, 551, 552, 553, 554, 555, 559], "cm2": [51, 54, 66, 104, 121, 135, 145, 198, 269, 351, 435, 437, 440, 442, 443, 447, 448, 449, 451, 452, 455, 457, 458, 459, 460, 462, 463, 464, 468, 470, 471, 473, 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460, 462, 465, 467, 470, 472, 473, 500, 509, 513, 517, 518, 536], "colorbar": [121, 139, 140, 142, 145, 146, 147, 152, 153, 154, 156, 198, 354, 360, 465, 468], "colorblind": 500, "colorblind10": 500, "colormap": [355, 356, 357, 405, 418, 486], "colormap_hess": [387, 565], "colormap_milagro": 565, "colour": 428, "column": [41, 43, 44, 46, 47, 56, 81, 85, 88, 100, 105, 119, 121, 124, 134, 139, 140, 142, 166, 185, 186, 187, 188, 189, 190, 194, 195, 197, 198, 264, 285, 293, 336, 337, 338, 339, 359, 360, 363, 364, 366, 379, 381, 390, 428, 431, 432, 435, 451, 452, 460, 463, 468, 471, 475, 497, 500], "column_nam": 466, "column_prefix": 190, "columnclass": [85, 88], "columnspac": 363, "com": [130, 136, 291, 322, 323, 334, 369, 386, 395, 396, 399], "combin": [96, 98, 99, 102, 106, 107, 137, 171, 179, 185, 186, 188, 193, 194, 197, 198, 211, 253, 366, 372, 376, 377, 378, 379, 380, 381, 386, 389, 398, 410, 425, 431, 437, 442, 447, 448, 455, 459, 464, 465, 466, 467, 468, 469, 471, 477, 485, 486, 488, 490, 500, 507, 512, 528, 558, 559], "combined_ev": 497, "combining_and_defin": [435, 442, 444, 447, 449, 455, 459, 475], "come": [68, 369, 372, 373, 374, 375, 376, 380, 381, 382, 383, 385, 386, 391, 393, 395, 396, 413, 414, 417, 426, 427, 431, 439, 447, 455, 471, 475, 484, 560], "comma": [70, 71, 72, 73, 74, 76, 77, 78, 463], "command": [6, 13, 91, 98, 121, 146, 152, 154, 156, 365, 367, 369, 374, 375, 377, 382, 383, 396, 397, 398, 399, 400, 401, 407, 411, 422, 425, 426, 428, 451, 499, 558], "commensur": 198, "comment": [121, 366, 367, 371, 375, 379, 380, 382, 383, 385, 387, 389, 391, 392], "commit": [366, 369, 374, 380, 391, 392, 404, 405, 428], "committe": [371, 373, 391, 392], "commod": 392, "common": [92, 365, 366, 367, 369, 371, 372, 380, 382, 386, 387, 389, 390, 392, 399, 401, 402, 417, 419, 440, 441, 453, 463, 466, 469, 471, 484, 485, 488, 495, 498, 499, 513, 518, 560], "common_irf_head": 466, "commonli": [29, 81, 380, 384, 426, 453, 488, 557, 558, 560, 562, 565], "commun": 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427, 447, 452, 465, 472, 480, 500, 505], "complex": [366, 367, 372, 376, 380, 381, 382, 388, 390, 402, 436, 439, 449, 452, 456, 459, 464, 468, 469, 471, 472, 476, 509], "complianc": [392, 428], "compliant": [185, 186, 188, 197, 198, 432, 559], "complic": [380, 513], "compon": [15, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 66, 78, 79, 86, 99, 100, 102, 105, 106, 107, 126, 130, 157, 159, 193, 216, 238, 239, 253, 268, 377, 378, 379, 382, 388, 389, 407, 411, 413, 417, 425, 426, 440, 441, 442, 444, 447, 448, 449, 450, 451, 452, 455, 457, 458, 459, 463, 464, 470, 471, 475, 476, 484, 485, 488, 496, 498, 500, 513, 516, 517, 518, 519, 520, 521, 522, 523, 524, 526, 527, 528, 529, 530, 531, 532, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 547, 548, 549, 550, 551, 552, 553, 554, 555, 557, 559], "component_1": 377, "component_2": 377, "component_class": 463, "components_model": 78, "components_statu": 66, "compos": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 372, 392], "composit": 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244, 245, 249, 254, 256, 257, 258, 259, 262, 264, 266, 268, 269, 275, 276, 277, 279, 282, 283, 284, 285, 290, 291, 294, 298, 299, 302, 366, 375, 376, 377, 378, 379, 380, 381, 384, 386, 387, 388, 389, 390, 394, 396, 398, 399, 403, 405, 407, 408, 409, 410, 413, 414, 416, 417, 418, 420, 422, 423, 424, 425, 426, 427, 428, 429, 430, 431, 432, 436, 441, 443, 447, 448, 452, 453, 456, 457, 458, 460, 462, 464, 467, 470, 471, 472, 473, 476, 477, 478, 484, 486, 488, 496, 498, 500, 505, 509, 536, 558, 559, 560, 561, 562, 563, 564], "computation": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 203, 379, 380, 496], "compute_chisq": 424, "compute_differential_jfactor": 23, "compute_errn": [277, 279, 428, 562], "compute_errp": [277, 279, 562], "compute_flux_doubl": 130, "compute_fpp": 131, "compute_fvar": [132, 284], "compute_jfactor": [23, 462], "compute_lightcurve_doublingtim": 456, "compute_lightcurve_fpp": 456, "compute_lightcurve_fvar": 456, "compute_lima_map": 413, "compute_npr": 379, 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383, 386, 393, 398, 400, 410, 411, 412, 417, 425, 440, 447, 484, 557], "config_dict": 484, "config_joint": 447, "config_paramet": [114, 116, 117, 118, 122, 123, 125, 126, 127, 128, 129], "config_stack": 447, "config_str": 16, "configdict": [16, 82, 101, 120], "configpars": 423, "configur": [11, 15, 16, 46, 82, 85, 88, 98, 101, 106, 107, 114, 116, 117, 118, 120, 122, 123, 125, 126, 127, 128, 129, 315, 366, 367, 369, 375, 377, 381, 382, 386, 387, 393, 396, 402, 410, 412, 413, 417, 419, 428, 431, 432, 439, 441, 449, 451, 452, 475, 480, 499, 505, 559, 560], "confirm": 369, "conflict": [85, 88, 366, 369, 392], "confluenc": 478, "conform": [16, 82, 101, 120, 468], "confus": [366, 367, 372, 385], "connect": [376, 439, 453, 455, 469, 485, 557], "consant": [185, 186, 188, 194, 197, 198], "consciou": 371, "consecut": [168, 325, 366, 391], "consensu": [371, 392], "consent": 366, "consequ": [392, 452, 513], "conserv": [496, 521], "consid": [19, 20, 59, 93, 165, 172, 175, 176, 178, 179, 186, 198, 206, 210, 213, 214, 217, 218, 220, 221, 222, 223, 225, 226, 227, 228, 229, 230, 231, 232, 233, 235, 239, 242, 243, 244, 245, 246, 249, 250, 251, 252, 254, 257, 258, 259, 264, 265, 275, 362, 371, 372, 377, 378, 380, 381, 382, 383, 384, 385, 386, 388, 392, 394, 436, 439, 441, 447, 451, 452, 456, 466, 469, 497, 505, 563], "consider": [382, 407, 417, 425, 447], "consist": [72, 88, 92, 119, 121, 143, 144, 155, 158, 185, 186, 188, 197, 198, 225, 228, 366, 376, 377, 379, 380, 381, 386, 393, 410, 411, 412, 413, 414, 421, 425, 426, 428, 430, 431, 432, 440, 441, 442, 443, 450, 455, 459, 465, 467, 468, 471, 473, 484, 534, 536, 561], "consol": [366, 560], "consortium": [393, 475], "const": [212, 213, 214, 215, 389, 452, 471, 529, 547], "const3d": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "const_norm": 389, "constant": [50, 51, 52, 53, 99, 106, 114, 145, 185, 186, 188, 194, 196, 197, 198, 212, 213, 214, 215, 217, 229, 231, 324, 379, 380, 385, 425, 434, 457, 476, 493, 496, 514, 525, 546, 556, 559, 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444, 445, 447, 448, 449, 450, 451, 452, 453, 457, 458, 459, 460, 462, 463, 464, 465, 467, 468, 469, 470, 471, 473, 475, 476, 477, 478, 484, 485, 486, 524, 526, 554, 555], "dev396": [101, 120, 403, 435, 436, 439, 440, 441, 442, 443, 444, 445, 447, 448, 449, 450, 451, 452, 453, 457, 458, 459, 460, 462, 463, 464, 465, 467, 468, 469, 470, 471, 473, 475, 476, 477, 478, 484, 485, 486, 516, 517, 518, 519, 520, 521, 522, 523, 524, 526, 527, 528, 529, 530, 531, 532, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 547, 548, 549, 550, 551, 552, 553, 554, 555], "develop": [367, 371, 372, 374, 375, 376, 377, 379, 380, 382, 383, 385, 386, 387, 388, 389, 391, 392, 394, 395, 396, 399, 403, 405, 418, 425, 426, 427, 475], "deviat": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 42, 122, 186, 198, 203, 282, 465, 473], "devoid": [439, 503], "devop": 392, "devot": 480, "dex": 295, "df": [85, 88, 116, 136, 450, 465, 562], "diagnosi": 375, "diagnost": 382, "diagon": [142, 143, 144, 384, 394, 476], "diagram": 564, "dialog": [398, 400], "diamet": [184, 185, 186, 436], "diamond": 472, "dict": [15, 16, 19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 67, 68, 80, 81, 82, 84, 85, 86, 87, 88, 89, 90, 93, 96, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 110, 114, 116, 119, 120, 121, 122, 123, 124, 126, 127, 129, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 149, 150, 152, 153, 154, 155, 156, 157, 158, 159, 160, 170, 183, 184, 185, 186, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 201, 202, 203, 205, 210, 211, 212, 213, 214, 215, 216, 217, 218, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 235, 238, 239, 240, 241, 242, 243, 244, 245, 246, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 261, 262, 263, 264, 265, 266, 267, 270, 275, 276, 277, 278, 279, 283, 293, 307, 315, 316, 333, 334, 335, 337, 347, 348, 349, 350, 353, 354, 355, 359, 360, 361, 362, 363, 366, 381, 383, 387, 390, 393, 410, 414, 417, 425, 440, 447, 457, 458, 463, 465, 468, 472, 484, 485, 512, 517, 526], "dict_kei": 526, "dictionari": [15, 16, 19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 68, 82, 85, 86, 87, 88, 89, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 110, 116, 119, 120, 121, 122, 123, 126, 127, 129, 136, 139, 140, 141, 142, 143, 144, 145, 146, 147, 149, 150, 152, 154, 155, 156, 157, 158, 159, 160, 170, 183, 184, 185, 186, 188, 189, 191, 192, 193, 194, 196, 197, 198, 202, 203, 204, 205, 206, 208, 210, 211, 212, 213, 214, 215, 216, 217, 218, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 261, 262, 263, 264, 265, 266, 267, 275, 277, 278, 279, 283, 305, 333, 334, 335, 337, 347, 350, 360, 383, 385, 390, 393, 394, 439, 441, 447, 465, 466, 472, 473, 555], "dictionnari": 359, "did": [373, 380, 385, 386, 387, 389, 392, 408, 435, 442, 444, 447, 449, 455, 459, 465, 473, 475], "didn": [81, 86, 373, 376, 380, 383, 488], "diff": [98, 99, 102, 106, 107, 366, 369, 374, 378, 447, 455, 485], "diff_flux": 462, "diff_flux_point": [98, 464], "differ": [26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 46, 59, 66, 78, 84, 85, 88, 91, 97, 116, 119, 121, 122, 123, 126, 127, 129, 134, 139, 140, 141, 142, 145, 147, 149, 152, 157, 167, 185, 186, 188, 191, 192, 193, 194, 196, 197, 198, 275, 276, 277, 279, 325, 329, 341, 342, 357, 366, 367, 369, 371, 372, 374, 376, 377, 378, 379, 380, 382, 383, 384, 386, 387, 388, 389, 390, 392, 394, 396, 398, 400, 409, 412, 414, 424, 427, 428, 429, 431, 435, 439, 440, 441, 444, 447, 450, 451, 452, 453, 456, 457, 459, 463, 464, 465, 467, 469, 470, 471, 472, 473, 476, 477, 480, 484, 486, 488, 496, 498, 500, 505, 512, 513, 518, 519, 558, 560, 561, 562], "different": 374, "differenti": [23, 77, 119, 121, 128, 185, 186, 188, 190, 194, 197, 198, 239, 253, 268, 269, 322, 372, 377, 384, 390, 424, 468, 471, 476, 486, 498, 559], "differential_flux": 121, "difficult": [377, 380, 396], "diffus": [67, 185, 186, 188, 194, 197, 198, 270, 366, 382, 385, 426, 427, 447, 451, 463, 468, 470, 471, 475, 557], "diffuse_cub": 471, "diffuse_galactic_fermi": 470, "diffuse_iem": [470, 476], "diffuse_iso": [470, 476], "diffuse_model": 270, "difrsp0": [476, 486], "difrsp1": [476, 486], "difrsp2": [476, 486], "difrsp3": [476, 486], "difrsp4": [476, 486], "digit": 366, "dilat": [198, 417], "dim": [152, 324, 422, 423, 449, 559], "dimens": [46, 53, 99, 102, 106, 107, 119, 121, 139, 140, 141, 142, 143, 144, 145, 146, 147, 149, 150, 152, 154, 155, 156, 157, 158, 167, 183, 184, 185, 186, 188, 189, 191, 193, 194, 196, 197, 198, 261, 262, 265, 295, 307, 359, 382, 414, 425, 427, 431, 465, 466, 468, 471, 480, 496, 512, 513, 518], "dimension": [31, 32, 37, 67, 85, 88, 183, 184, 185, 186, 188, 191, 193, 194, 196, 197, 198, 225, 228, 271, 308, 321, 372, 380, 394, 398, 423, 443, 465, 466, 468, 471, 486, 504, 506, 512, 513, 558, 559], "dimensionless": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 81, 147, 258, 259, 294, 453, 471], "dimitri": [417, 419], "dipol": [51, 54], "dirac": 19, "direct": [88, 101, 157, 175, 176, 179, 181, 190, 217, 225, 228, 299, 302, 367, 372, 378, 380, 385, 387, 390, 393, 417, 434, 438, 442, 467, 480, 496, 497, 505, 506, 508, 509, 512, 517, 557, 558, 559], "directional_offset_bi": [435, 442], "directli": [13, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 56, 68, 81, 85, 86, 88, 133, 157, 172, 185, 186, 188, 194, 197, 198, 261, 263, 265, 366, 368, 369, 371, 373, 374, 377, 378, 379, 380, 384, 386, 393, 398, 400, 401, 405, 407, 408, 409, 411, 425, 432, 437, 439, 440, 442, 447, 448, 449, 452, 453, 455, 456, 458, 459, 463, 464, 465, 466, 468, 469, 470, 471, 472, 475, 476, 484, 485, 486, 488, 496, 500, 505, 509, 512, 536, 562], "directori": [11, 80, 85, 366, 382, 440, 450, 478, 484, 486, 497, 500, 560], "dirk": [408, 422, 424], "disabl": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 366, 417], "disable_unicode_literals_warn": 366, "disadvantag": 560, "disagr": 371, "disambigu": 371, "disc": [444, 445, 447, 452], "discard": [393, 463], "discard_on_copi": [85, 88], "discarded_ind": 463, "discarded_spati": 463, "discarded_t": 463, "disccus": 375, "discourag": 366, "discov": 560, "discrep": 439, "discret": [88, 291, 379, 465, 512], "discuss": [13, 59, 266, 366, 369, 370, 371, 372, 373, 374, 375, 376, 377, 378, 379, 380, 382, 383, 384, 385, 386, 387, 388, 389, 390, 391, 392, 393, 394, 396, 403, 425, 473, 478, 488, 489, 564], "disjoint": 380, "disk": [80, 107, 144, 147, 186, 196, 198, 217, 228, 230, 344, 365, 366, 376, 377, 378, 382, 389, 390, 434, 435, 439, 447, 448, 468, 469, 470, 471, 511, 514, 519, 523, 525], "disk_inc": 380, "diskspatialmodel": [71, 247, 389, 410, 431, 470, 471, 517], "dismiss": 97, "disp": [504, 505], "dispatch": 377, "dispers": [80, 86, 99, 100, 102, 104, 105, 106, 107, 108, 110, 112, 142, 143, 144, 147, 165, 171, 172, 175, 176, 179, 366, 372, 377, 378, 379, 411, 413, 423, 424, 425, 427, 435, 436, 439, 440, 447, 451, 467, 477, 478, 484, 485, 496, 505, 508, 559], "displac": 299, "displai": [11, 15, 80, 85, 88, 114, 126, 129, 203, 283, 316, 359, 363, 366, 367, 396, 417, 420, 431, 432, 435, 436, 439, 440, 441, 442, 443, 444, 447, 448, 449, 450, 451, 453, 455, 457, 459, 460, 463, 464, 465, 467, 468, 470, 471, 475, 476, 477, 478, 485, 500, 560], "display_length": [85, 88], "disrupt": [406, 407], "dissolv": 410, "dist": [318, 396], "distanc": [17, 18, 21, 22, 23, 24, 25, 27, 41, 46, 47, 123, 134, 135, 193, 239, 265, 291, 298, 324, 380, 423, 430, 441, 443, 453, 462, 463, 465, 494, 509, 536], "distance_gc": [17, 18, 21, 22, 24, 25, 27, 462], "distance_max": [46, 47, 324, 463], "distance_min": [47, 324, 463], "distance_refer": 463, "distinct": [381, 382, 387, 477, 563], "distinguish": [277, 279, 390, 393, 435, 468], "distort": [380, 409], "distrib": [98, 439], "distribut": [13, 28, 29, 30, 31, 32, 33, 35, 36, 37, 39, 40, 42, 45, 46, 81, 98, 105, 136, 147, 182, 222, 233, 239, 277, 279, 317, 318, 322, 359, 362, 364, 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432], "done": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 85, 88, 119, 122, 359, 366, 367, 369, 371, 372, 373, 377, 379, 380, 381, 382, 384, 385, 386, 389, 390, 392, 398, 402, 426, 431, 436, 442, 447, 448, 452, 453, 455, 459, 460, 464, 467, 468, 471, 472, 496, 500, 508, 509, 513, 545, 562, 564], "dos2unix": 366, "dot": [50, 51, 54, 106, 107, 185, 186, 188, 194, 197, 198, 431], "doubl": [27, 118, 130, 283, 392, 424, 432], "doubling_dict": 283, "down": [50, 51, 54, 129, 371, 373, 376, 380, 385, 409, 464, 476, 563], "downgrad": [184, 365], "download": [66, 91, 98, 121, 369, 374, 382, 383, 386, 393, 395, 397, 398, 400, 402, 406, 407, 409, 410, 417, 426, 427, 428, 435, 436, 437, 439, 440, 441, 442, 443, 444, 445, 447, 448, 449, 450, 451, 452, 453, 455, 456, 457, 458, 459, 460, 462, 463, 464, 465, 466, 467, 468, 469, 470, 471, 472, 473, 475, 476, 477, 478, 480, 482, 484, 485, 486, 514, 516, 517, 518, 519, 520, 521, 522, 523, 524, 526, 527, 528, 529, 530, 531, 532, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 547, 548, 549, 550, 551, 552, 553, 554, 555, 560], "downsampl": [99, 102, 106, 107, 129, 139, 140, 141, 142, 143, 144, 145, 146, 147, 149, 150, 152, 154, 155, 156, 157, 158, 183, 184, 185, 186, 187, 188, 189, 190, 193, 194, 195, 196, 197, 198, 408, 414, 423, 464], "downsampled_energi": 464, "downsampling_factor": [129, 449], "downward": [277, 279], "dozen": 366, "dpp": 392, "dr": [17, 18, 21, 22, 24, 25, 27, 519], "dr1": [16, 64, 80, 81, 84, 86, 88, 93, 147, 165, 259, 293, 294, 367, 374, 386, 402, 434, 436, 439, 440, 445, 447, 458, 467, 472, 482, 484, 485, 497, 500, 502, 503, 504, 506, 507, 509, 510, 514, 546], "dr2": [64, 259, 417, 434, 514, 546], "dr3": [64, 258, 434, 471, 514, 546], "dr4": [64, 432], "draft": [366, 370, 371, 394, 426], "drag": 369, "draw": [33, 186, 317, 379, 473], "drawback": [381, 385], "drawn": [317, 379], "drift": [83, 91, 92, 428], "drive": 382, "driven": [11, 15, 372, 382, 384, 386, 425, 480, 499], "drop": [52, 53, 99, 102, 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"epsilon": [19, 20, 26, 210, 211, 214, 218, 220, 221, 222, 226, 232, 233, 235, 239, 241, 243, 244, 245, 249, 254, 256, 257, 258, 259, 262, 266], "epsilon_": [99, 106, 496], "epsilon_k": [99, 106, 496], "epsmch": 465, "eq": 98, "eqcon": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "eqnarrai": 389, "equal": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 52, 114, 118, 122, 126, 129, 142, 190, 366, 376, 379, 427, 439, 457, 458, 469, 473, 496, 512, 563], "equat": [27, 258, 259, 284, 522, 523, 527, 530, 531, 533, 534, 538, 539, 541, 542, 543, 544, 562, 563], "equatori": [92, 148, 184, 185, 186, 188, 191, 193, 196, 197, 198, 466], "equival": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 85, 88, 119, 139, 140, 141, 142, 145, 146, 147, 149, 152, 154, 156, 157, 183, 184, 185, 186, 188, 190, 193, 194, 196, 197, 198, 359, 367, 378, 379, 380, 389, 390, 431, 432, 439, 463, 467, 468, 469, 471, 475, 484, 496, 498, 500, 511, 512, 513, 560, 561, 562], "er": [26, 462], "era": 218, "ereco": [142, 466], "erf": [226, 517], "erg": [52, 53, 66, 435, 439, 463, 486, 493, 500], "erlangen": 385, "erod": 198, "eros": [196, 198], "err": 465, "errat": 366, "errn": [118, 122, 126, 127, 129, 203, 428, 562], "errn_2sigma": 562, "error": [11, 16, 19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 66, 67, 77, 82, 84, 98, 99, 101, 102, 106, 107, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 129, 130, 131, 132, 161, 187, 190, 195, 206, 208, 210, 211, 212, 213, 214, 217, 218, 220, 221, 222, 223, 225, 226, 227, 228, 229, 230, 231, 232, 233, 235, 239, 240, 241, 242, 243, 244, 245, 246, 249, 250, 251, 252, 254, 255, 256, 257, 258, 259, 261, 262, 264, 265, 266, 277, 279, 283, 284, 285, 291, 344, 366, 367, 380, 381, 382, 384, 389, 390, 393, 394, 407, 411, 413, 415, 417, 418, 420, 424, 425, 428, 430, 431, 432, 436, 437, 439, 440, 442, 444, 447, 448, 449, 450, 452, 455, 456, 457, 459, 460, 463, 471, 472, 473, 475, 484, 485, 486, 488, 496, 498, 500, 518, 536, 545, 557, 560], "error_callback": 161, "errorbar": [81, 98, 99, 102, 106, 107, 190, 194, 215, 223, 227, 229, 230, 231, 246, 252, 264, 267, 435, 473], "errp": [118, 122, 126, 127, 129, 203, 428, 562], "errp_2sigma": 562, "escap": [366, 392], "especi": [85, 88, 130, 369, 373, 376, 380, 386, 387, 396, 417, 423, 436, 449, 458, 463, 468, 473, 475, 476], "essenti": [376, 378, 381, 411, 412, 413, 453, 468], "establish": [366, 379], "estim": [6, 19, 20, 26, 50, 71, 98, 102, 107, 109, 114, 115, 116, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 160, 166, 167, 168, 174, 183, 184, 193, 196, 198, 203, 206, 210, 211, 213, 214, 217, 218, 220, 221, 222, 223, 225, 226, 227, 228, 229, 230, 231, 232, 233, 235, 239, 240, 241, 242, 243, 244, 245, 246, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 261, 262, 264, 265, 266, 275, 282, 285, 289, 315, 359, 370, 372, 375, 379, 380, 381, 382, 385, 388, 394, 398, 407, 408, 411, 412, 413, 414, 417, 418, 419, 423, 424, 425, 426, 428, 431, 432, 434, 435, 439, 441, 445, 447, 448, 449, 452, 454, 458, 459, 460, 461, 464, 465, 469, 473, 477, 480, 484, 485, 496, 500, 510, 512, 557, 558, 559, 561, 563], "estimate_best_fit": [122, 123, 126, 127], "estimate_count": [122, 123, 126, 127], "estimate_energy_depend": 116, "estimate_errn_errp": [122, 123, 126, 127], "estimate_excess_map": 118, "estimate_exposure_reco_energi": 118, "estimate_fit_input_map": 129, "estimate_flux_default": 129, "estimate_flux_map": 129, "estimate_flux_point": [122, 123, 126], "estimate_kernel": [118, 129], "estimate_map": 114, "estimate_mask_default": [118, 129], "estimate_min_e2dnd": 128, "estimate_min_excess": 128, "estimate_npr": [122, 123, 126, 127], "estimate_npred_excess": [122, 123, 126], "estimate_pad_width": 129, "estimate_scan": [122, 123, 126, 127], "estimate_t": [122, 123, 126, 127], "estimate_time_bin_flux": 126, "estimate_ul": [122, 123, 126, 127], "estimator_result": [136, 460], "et": [26, 33, 59, 98, 130, 145, 218, 284, 285, 291, 376, 443, 450, 456, 488, 559], "eta": [228, 229, 250, 519, 523, 550], "eta_": 50, "eta_b": 50, "eta_rang": [519, 523], "etc": [102, 107, 119, 366, 371, 372, 376, 377, 378, 381, 382, 386, 387, 390, 392, 393, 414, 440, 442, 447, 455, 457, 459, 460, 464, 468, 471, 473, 476, 484, 496, 509, 559], "etru": 466, "eu": 386, "euclidean": 293, "europ": 392, "ev": [466, 500, 536], "ev2": 466, "evalu": [17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 67, 85, 88, 99, 102, 105, 106, 107, 122, 126, 139, 140, 141, 142, 145, 146, 147, 149, 152, 154, 156, 157, 165, 172, 178, 193, 204, 205, 210, 211, 212, 213, 214, 215, 216, 217, 218, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 235, 238, 239, 240, 241, 242, 243, 244, 245, 246, 249, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 261, 262, 263, 264, 265, 266, 267, 308, 366, 371, 375, 381, 384, 385, 388, 389, 390, 394, 406, 407, 408, 410, 413, 417, 422, 423, 425, 426, 427, 428, 429, 430, 431, 432, 451, 452, 460, 466, 471, 473, 475, 476, 496, 518, 519, 526, 559, 562], "evaluate_contain": [146, 154, 156, 419], "evaluate_direct": [146, 154, 156], "evaluate_energy_flux": [244, 245], "evaluate_error": [19, 20, 26, 121, 210, 211, 214, 218, 220, 221, 222, 226, 232, 233, 235, 239, 241, 243, 244, 245, 249, 254, 256, 257, 258, 259, 262, 266, 384], "evaluate_geom": [212, 213, 217, 224, 225, 228, 240, 242, 250, 251, 253, 255, 261, 265, 432, 471, 519], "evaluate_integr": [243, 244, 245], "evaluate_paramet": [146, 154, 156], "evaluation_bin_size_min": [212, 213, 217, 225, 228, 240, 242, 250, 251, 253, 255, 261, 265], "evaluation_radiu": [212, 213, 217, 225, 228, 240, 242, 250, 251, 253, 255, 261, 263, 265, 377, 378, 389, 471], "evaluation_region": [212, 213, 217, 225, 228, 240, 242, 250, 251, 253, 255, 261, 265], "even": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 85, 88, 196, 207, 209, 366, 369, 371, 373, 374, 380, 383, 384, 392, 393, 409, 457, 460, 465, 467, 468, 469, 470, 471, 484, 496, 498, 522, 523, 560], "event": [80, 81, 82, 83, 84, 85, 86, 87, 90, 100, 101, 105, 110, 118, 128, 144, 155, 158, 159, 166, 174, 185, 186, 188, 194, 197, 198, 215, 223, 227, 229, 230, 231, 246, 252, 264, 267, 325, 366, 367, 370, 372, 376, 378, 380, 381, 382, 393, 398, 402, 409, 410, 411, 413, 417, 418, 419, 424, 425, 426, 427, 428, 431, 432, 434, 436, 439, 440, 441, 445, 447, 448, 454, 459, 467, 477, 480, 482, 484, 485, 496, 500, 508, 509, 510, 558, 559, 562], "event_3fhl": 486, "event_class": [82, 476, 486], "event_det_coord": [100, 105], "event_fil": 86, "event_filt": 87, "event_filter_typ": 87, "event_id": [379, 475, 476, 486, 497], "event_list": [81, 366, 367, 379], "event_list_meta": [100, 105, 412], "event_sampl": [434, 451, 454], "event_sampling_nrg_depend_model": [434, 452, 454], "event_typ": [101, 476, 486], "eventlist": [82, 86, 100, 105, 174, 185, 186, 188, 194, 197, 198, 366, 367, 372, 379, 380, 381, 393, 402, 407, 414, 419, 421, 422, 423, 425, 426, 451, 452, 460, 468, 475, 476, 486, 500, 509], "eventlistbas": 87, "eventlistdataset": 426, "eventlistlat": 497, "eventlistmetadata": [81, 393], "events2": 81, "events_": 451, "events_0001": 451, "events_1": 497, "events_2": 497, "events_3fhl": 486, "events_bkg": 379, "events_gc_3fhl": 486, "events_list": 379, "events_new": 500, "events_path": [80, 451], "events_src": 379, "events_tot": 379, "events_vela": 460, "eventu": [366, 371, 382, 385, 386, 402, 471], "ever": 563, "everi": [184, 186, 198, 265, 366, 369, 374, 375, 376, 378, 382, 391, 393, 396, 436, 439, 468, 485, 560], "everyon": 371, "everyth": [366, 384, 385, 500], "everywher": [366, 380, 385, 386, 406], "evid": [130, 463], "evolut": [50, 52, 53, 218, 372, 386, 434, 454, 480, 493, 494, 496, 497, 505, 508, 512, 514], "evolv": [28, 29, 30, 35, 36, 39, 40, 50, 52, 53, 218, 383, 386, 393, 452, 466], "evt_sampl": 451, "ex": [11, 468, 470, 471], "exact": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 88, 384, 468, 476], "exactli": [114, 118, 122, 126, 129, 190, 361, 439, 441, 458, 460, 469, 473, 476, 496, 513], "exagger": 357, "examin": [392, 504], "exampl": [11, 19, 20, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 65, 66, 78, 80, 81, 83, 84, 85, 86, 87, 88, 91, 93, 96, 98, 99, 102, 106, 107, 108, 111, 112, 113, 114, 116, 118, 119, 121, 123, 125, 126, 127, 128, 129, 130, 134, 135, 137, 138, 140, 142, 144, 145, 146, 147, 153, 155, 158, 165, 168, 170, 183, 184, 185, 186, 187, 188, 189, 190, 191, 193, 194, 195, 196, 197, 198, 207, 209, 230, 236, 266, 269, 275, 278, 293, 294, 315, 319, 325, 334, 345, 346, 351, 354, 356, 357, 359, 361, 363, 366, 367, 369, 371, 374, 376, 377, 378, 379, 380, 381, 382, 383, 384, 386, 389, 392, 393, 394, 398, 399, 400, 402, 406, 408, 411, 414, 417, 418, 419, 422, 424, 425, 426, 432, 434, 435, 436, 437, 438, 439, 440, 441, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452, 453, 454, 455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465, 466, 467, 468, 469, 470, 471, 472, 474, 475, 476, 477, 478, 479, 480, 481, 482, 483, 484, 485, 486, 487, 490, 491, 500, 502, 503, 504, 506, 511, 513, 514, 515, 525, 546, 554, 555, 556, 560, 562, 564, 565], "example_cub": 468, "example_cube_fgst": 468, "exce": 109, "except": [66, 68, 78, 85, 88, 99, 102, 106, 107, 161, 185, 186, 188, 194, 197, 198, 295, 363, 366, 377, 381, 385, 466, 470, 513], "excerpt": 478, "excess": [15, 66, 71, 99, 102, 106, 107, 115, 118, 119, 121, 122, 123, 126, 128, 131, 132, 136, 165, 277, 279, 284, 285, 364, 378, 381, 413, 414, 420, 425, 432, 435, 439, 440, 442, 443, 444, 447, 449, 453, 455, 459, 460, 463, 464, 467, 469, 470, 477, 484, 485, 498, 500], "excess_estim": 477, "excess_estimator_integr": 477, "excess_integr": 477, "excess_map": [16, 440, 444, 445, 447, 484], "excess_map_estim": 460, "excess_matching_signific": [416, 426], "excess_min": 138, "excess_r": 464, "excessestim": 390, "excessmapconfig": 16, "excessmapestim": [115, 134, 135, 136, 390, 413, 414, 415, 417, 420, 430, 432, 445, 447, 460, 469, 477, 498], "excesspointsestim": 390, "excessprofileestim": 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104, 106, 107, 119, 121, 143, 144, 150, 155, 158, 170, 183, 184, 185, 186, 188, 189, 192, 193, 194, 196, 197, 198, 204, 216, 230, 238, 261, 262, 263, 265, 350, 366, 369, 371, 374, 375, 377, 378, 379, 380, 382, 383, 385, 386, 387, 389, 390, 392, 393, 398, 399, 402, 403, 406, 410, 411, 425, 426, 428, 431, 443, 445, 464, 468, 469, 471, 472, 476, 497, 512, 513, 561], "exist_ok": [439, 440, 447, 448, 451, 484, 485], "exit": [11, 15, 85, 88, 207, 209, 216, 238, 407, 524, 560], "exot": 383, "exp": [21, 28, 29, 30, 31, 32, 35, 36, 39, 40, 145, 223, 226, 233, 244, 245, 257, 367, 389, 459, 471, 518, 519, 526, 530, 531, 532, 533, 542, 543, 544, 548, 549, 550, 563], "expand": [126, 332, 376, 417], "expand_map": 126, "expans": [50, 52, 53], "expcutoffpowerlaw": 532, "expcutoffpowerlaw3fglspectralmodel": [248, 389, 437, 471, 531], "expcutoffpowerlawnormspectralmodel": [222, 248, 432, 471, 532], "expcutoffpowerlawspectralmodel": [19, 20, 26, 78, 210, 211, 214, 218, 220, 221, 226, 232, 233, 235, 239, 241, 243, 244, 245, 248, 249, 254, 256, 257, 258, 259, 262, 266, 389, 437, 439, 447, 471, 530, 532, 536], "expdecai": [223, 434, 514, 556], "expdecay_model": [451, 548], "expdecaytemporalmodel": [260, 389, 413, 417, 451, 459, 471, 548], "expect": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 102, 105, 107, 119, 170, 175, 176, 181, 196, 277, 278, 279, 280, 282, 286, 292, 325, 366, 371, 379, 381, 382, 383, 386, 391, 393, 435, 436, 441, 442, 443, 445, 451, 452, 456, 457, 462, 465, 468, 469, 473, 476, 478, 496, 498, 561, 562, 563], "expens": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 439, 452], "experi": [369, 371, 375, 377, 381, 394, 396, 425, 488, 559, 564], "experienc": [375, 401], "experiment": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 382, 560], "expert": 386, "expertis": 383, "expfactor": [258, 259, 543, 544], "expir": 379, "explain": [85, 88, 366, 369, 371, 380, 383, 385, 386, 392, 396, 398, 400, 411, 417, 435, 439, 441, 462, 465, 469, 471, 500, 558, 560], "explan": [114, 118, 122, 126, 129, 371, 403, 456, 564], "explicit": [85, 88, 184, 186, 366, 382, 384, 390, 512, 564], "explicitli": [16, 19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 82, 101, 120, 139, 140, 141, 142, 145, 146, 147, 149, 152, 154, 156, 157, 210, 211, 214, 218, 220, 221, 222, 226, 232, 233, 235, 239, 241, 243, 244, 245, 249, 254, 256, 257, 258, 259, 262, 266, 295, 376, 388, 397, 407, 452, 470, 498, 512, 564], "explor": [185, 186, 188, 194, 197, 198, 374, 382, 402, 434, 439, 444, 447, 450, 453, 454, 456, 457, 458, 463, 464, 470, 477, 478, 484, 486, 496, 497, 498, 500, 508, 509, 512, 557], "explos": 52, "expomap": 379, "expon": [389, 471], "exponenti": [28, 30, 36, 39, 40, 220, 221, 222, 223, 257, 258, 259, 367, 377, 411, 434, 447, 451, 459, 514, 546], "exponentialcutoffpowerlaw": 536, "export": [82, 85, 88, 99, 101, 102, 119, 120, 121, 369, 390, 393, 398, 400, 411, 421, 428, 429, 432, 440, 471, 477, 478, 484], "expos": [6, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 375, 380, 381, 382, 385, 386, 430, 432, 468, 480, 498, 499, 558], "exposur": [16, 81, 86, 99, 102, 103, 105, 106, 107, 118, 129, 133, 143, 144, 150, 153, 155, 158, 160, 165, 172, 175, 176, 177, 179, 180, 181, 253, 287, 290, 292, 372, 375, 376, 377, 378, 379, 390, 409, 414, 422, 424, 425, 426, 428, 435, 436, 439, 440, 441, 442, 443, 444, 445, 447, 449, 451, 452, 455, 458, 459, 464, 467, 468, 469, 477, 484, 485, 496, 505, 508, 513, 562], "exposure_geom": 144, "exposure_hdu": [143, 144, 150, 155, 158], "exposure_hdu_band": [143, 144, 150, 155, 158], "exposure_hpx": 476, "exposure_map": [143, 144, 150, 155, 158, 175, 176, 181, 466], "exposure_max": 464, "exposure_min": 464, "exposure_tim": 379, "express": [118, 130, 277, 279, 377, 389, 390, 432, 445, 465, 466, 471, 473, 496, 512, 519, 561, 562, 563], "exptest": 423, "extend": [15, 19, 20, 26, 68, 71, 85, 88, 89, 97, 160, 187, 190, 198, 210, 211, 214, 218, 220, 221, 222, 226, 232, 233, 235, 238, 239, 241, 243, 244, 245, 249, 254, 256, 257, 258, 259, 262, 266, 278, 373, 377, 378, 379, 380, 386, 388, 389, 390, 393, 398, 410, 412, 417, 434, 438, 439, 443, 452, 457, 463, 468, 469, 470, 471, 476, 480, 496, 497, 508, 509, 557], "extended_archive_v18": 524, "extended_source_spectral_analysi": [434, 436, 438], "extens": [41, 81, 142, 185, 186, 188, 190, 197, 198, 212, 213, 216, 217, 225, 228, 238, 240, 242, 250, 251, 255, 261, 265, 368, 371, 372, 373, 374, 375, 377, 379, 381, 382, 383, 384, 385, 386, 396, 420, 450, 451, 452, 471, 560], "extent": [196, 216, 238, 380, 443, 471], "extern": [110, 367, 392, 418, 422, 423, 426, 475, 500], "extnam": 466, "extra": [16, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 47, 81, 82, 98, 101, 120, 183, 184, 189, 193, 194, 196, 202, 203, 205, 261, 262, 293, 365, 367, 373, 374, 380, 382, 383, 386, 392, 393, 422, 425, 426, 468, 469, 500, 513], "extra_term": 292, "extract": [16, 82, 97, 99, 101, 102, 106, 107, 119, 120, 121, 126, 143, 144, 150, 155, 158, 161, 166, 167, 172, 174, 182, 185, 186, 187, 188, 190, 195, 196, 197, 198, 263, 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\ No newline at end of file
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--- a/docs/dev/sg_execution_times.html
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@@ -64,7 +64,7 @@
     
   
   
-    
+    
   
   
   
@@ -539,7 +539,7 @@
                   
   
      
 
      Computation times#
      
-
      08:21.457 total execution time for 81 files from all galleries:
      
+
      08:17.964 total execution time for 81 files from all galleries:
      
 
      
 

 
gti
available_stat_type
gti

 
Good time interval info (GTI).

 
mask
mask

 
Combined fit and safe mask.

 
models
mask_safe

 

 
name
mask_valid

 

 
stat_type
models

 

 
tag
name
stat_type
tag