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a/docs/dev/_modules/gammapy/analysis/config.html +++ b/docs/dev/_modules/gammapy/analysis/config.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/analysis/core.html b/docs/dev/_modules/gammapy/analysis/core.html index 1dc058e2616..616b6332957 100644 --- a/docs/dev/_modules/gammapy/analysis/core.html +++ b/docs/dev/_modules/gammapy/analysis/core.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html b/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html index a593dce158f..1edb6af23e9 100644 --- a/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html +++ b/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html b/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html index ebb5ee558d8..00f9a358822 100644 --- a/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html +++ b/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html @@ -63,7 +63,7 @@ - + @@ -539,7 +539,7 @@

Source code for gammapy.astro.darkmatter.spectra

import numpy as np import astropy.units as u from astropy.table import Table -from gammapy.maps import MapAxis, RegionNDMap +from gammapy.maps import Map, MapAxis, RegionGeom from gammapy.modeling import Parameter from gammapy.modeling.models import SpectralModel, TemplateNDSpectralModel from gammapy.utils.scripts import make_path @@ -635,8 +635,10 @@

Source code for gammapy.astro.darkmatter.spectra

log10x_axis = MapAxis.from_nodes(log10x, name="energy_true") channel_name = self.channel_registry[self.channel] - region_map = RegionNDMap.create( - region=None, axes=[log10x_axis, mass_axis], data=self.table[channel_name] + + geom = RegionGeom(region=None, axes=[log10x_axis, mass_axis]) + region_map = Map.from_geom( + geom=geom, data=self.table[channel_name].reshape(geom.data_shape) ) interp_kwargs = {"extrapolate": True, "fill_value": 0, "values_scale": "lin"} diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/utils.html b/docs/dev/_modules/gammapy/astro/darkmatter/utils.html index 27d2e5e2790..209ce09241f 100644 --- a/docs/dev/_modules/gammapy/astro/darkmatter/utils.html +++ b/docs/dev/_modules/gammapy/astro/darkmatter/utils.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/astro/population/simulate.html b/docs/dev/_modules/gammapy/astro/population/simulate.html index 8ee4beda8fa..58f27f26fc4 100644 --- a/docs/dev/_modules/gammapy/astro/population/simulate.html +++ b/docs/dev/_modules/gammapy/astro/population/simulate.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/astro/population/spatial.html b/docs/dev/_modules/gammapy/astro/population/spatial.html index 38c9aafc7bb..a027c5b1094 100644 --- a/docs/dev/_modules/gammapy/astro/population/spatial.html +++ b/docs/dev/_modules/gammapy/astro/population/spatial.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/astro/population/velocity.html b/docs/dev/_modules/gammapy/astro/population/velocity.html index 23834665cc5..632d779066c 100644 --- a/docs/dev/_modules/gammapy/astro/population/velocity.html +++ b/docs/dev/_modules/gammapy/astro/population/velocity.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/astro/source/pulsar.html b/docs/dev/_modules/gammapy/astro/source/pulsar.html index 7f96cf3d5d2..74e242165ec 100644 --- a/docs/dev/_modules/gammapy/astro/source/pulsar.html +++ b/docs/dev/_modules/gammapy/astro/source/pulsar.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/astro/source/pwn.html b/docs/dev/_modules/gammapy/astro/source/pwn.html index 079d2b957ab..aa02704e328 100644 --- a/docs/dev/_modules/gammapy/astro/source/pwn.html +++ b/docs/dev/_modules/gammapy/astro/source/pwn.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/astro/source/snr.html b/docs/dev/_modules/gammapy/astro/source/snr.html index 17e2912ecf1..e3f377a478e 100644 --- a/docs/dev/_modules/gammapy/astro/source/snr.html +++ b/docs/dev/_modules/gammapy/astro/source/snr.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/catalog/core.html b/docs/dev/_modules/gammapy/catalog/core.html index 48dad656242..6fa46237875 100644 --- a/docs/dev/_modules/gammapy/catalog/core.html +++ b/docs/dev/_modules/gammapy/catalog/core.html @@ -63,7 +63,7 @@ - + diff --git a/docs/dev/_modules/gammapy/catalog/fermi.html b/docs/dev/_modules/gammapy/catalog/fermi.html index 0608e2c1329..49db062b70c 100644 --- a/docs/dev/_modules/gammapy/catalog/fermi.html +++ b/docs/dev/_modules/gammapy/catalog/fermi.html @@ -63,7 +63,7 @@ - + @@ -1200,13 +1200,17 @@

Source code for gammapy.catalog.fermi

         names = ["flux", "flux_errp", "flux_errn", "flux_ul", "ts"]
         maps = Maps.from_geom(geom=geom, names=names)
 
-        maps["flux"].quantity = self.data[tag]
-        maps["flux_errp"].quantity = self.data[f"Unc_{tag}"][:, 1]
-        maps["flux_errn"].quantity = -self.data[f"Unc_{tag}"][:, 0]
+        maps["flux"].quantity = self.data[tag].reshape(geom.data_shape)
+        maps["flux_errp"].quantity = self.data[f"Unc_{tag}"][:, 1].reshape(
+            geom.data_shape
+        )
+        maps["flux_errn"].quantity = -self.data[f"Unc_{tag}"][:, 0].reshape(
+            geom.data_shape
+        )
         maps["flux_ul"].quantity = compute_flux_points_ul(
             maps["flux"].quantity, maps["flux_errp"].quantity
-        )
-        maps["ts"].quantity = self.data[tag_sqrt_ts] ** 2
+        ).reshape(geom.data_shape)
+        maps["ts"].quantity = (self.data[tag_sqrt_ts] ** 2).reshape(geom.data_shape)
 
         return FluxPoints.from_maps(
             maps=maps,
@@ -1507,12 +1511,16 @@ 
Source code for gammapy.catalog.fermi
         names = ["flux", "flux_errp", "flux_errn", "flux_ul"]
         maps = Maps.from_geom(geom=geom, names=names)
 
-        maps["flux"].quantity = self.data[tag]
-        maps["flux_errp"].quantity = self.data[f"Unc_{tag}"][:, 1]
-        maps["flux_errn"].quantity = -self.data[f"Unc_{tag}"][:, 0]
+        maps["flux"].quantity = self.data[tag].reshape(geom.data_shape)
+        maps["flux_errp"].quantity = self.data[f"Unc_{tag}"][:, 1].reshape(
+            geom.data_shape
+        )
+        maps["flux_errn"].quantity = -self.data[f"Unc_{tag}"][:, 0].reshape(
+            geom.data_shape
+        )
         maps["flux_ul"].quantity = compute_flux_points_ul(
             maps["flux"].quantity, maps["flux_errp"].quantity
-        )
+        ).reshape(geom.data_shape)
         is_ul = np.isnan(maps["flux_errn"])
         maps["flux_ul"].data[~is_ul] = np.nan
 
diff --git a/docs/dev/_modules/gammapy/catalog/gammacat.html b/docs/dev/_modules/gammapy/catalog/gammacat.html
index 3520ad2e867..08d161dafad 100644
--- a/docs/dev/_modules/gammapy/catalog/gammacat.html
+++ b/docs/dev/_modules/gammapy/catalog/gammacat.html
@@ -63,7 +63,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/catalog/hawc.html b/docs/dev/_modules/gammapy/catalog/hawc.html
index ab42bd043f7..c2f10fabecc 100644
--- a/docs/dev/_modules/gammapy/catalog/hawc.html
+++ b/docs/dev/_modules/gammapy/catalog/hawc.html
@@ -63,7 +63,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/catalog/hess.html b/docs/dev/_modules/gammapy/catalog/hess.html
index c78d4a21ebe..1828bf0afab 100644
--- a/docs/dev/_modules/gammapy/catalog/hess.html
+++ b/docs/dev/_modules/gammapy/catalog/hess.html
@@ -63,7 +63,7 @@
     
   
   
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index c3ef246bb35..bde800cb9ec 100644
--- a/docs/dev/_modules/gammapy/catalog/lhaaso.html
+++ b/docs/dev/_modules/gammapy/catalog/lhaaso.html
@@ -63,7 +63,7 @@
     
   
   
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diff --git a/docs/dev/_modules/gammapy/data/data_store.html b/docs/dev/_modules/gammapy/data/data_store.html
index 1f7486ecd7c..55273b61eda 100644
--- a/docs/dev/_modules/gammapy/data/data_store.html
+++ b/docs/dev/_modules/gammapy/data/data_store.html
@@ -63,7 +63,7 @@
     
   
   
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diff --git a/docs/dev/_modules/gammapy/data/event_list.html b/docs/dev/_modules/gammapy/data/event_list.html
index 11e85582f54..ad23b73c195 100644
--- a/docs/dev/_modules/gammapy/data/event_list.html
+++ b/docs/dev/_modules/gammapy/data/event_list.html
@@ -63,7 +63,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/data/filters.html b/docs/dev/_modules/gammapy/data/filters.html
index 0467189e5bf..a807fd280b0 100644
--- a/docs/dev/_modules/gammapy/data/filters.html
+++ b/docs/dev/_modules/gammapy/data/filters.html
@@ -63,7 +63,7 @@
     
   
   
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+    
   
   
   
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index 35d88c78f9f..3095fdf6b7e 100644
--- a/docs/dev/_modules/gammapy/data/gti.html
+++ b/docs/dev/_modules/gammapy/data/gti.html
@@ -63,7 +63,7 @@
     
   
   
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diff --git a/docs/dev/_modules/gammapy/data/hdu_index_table.html b/docs/dev/_modules/gammapy/data/hdu_index_table.html
index db1443e52d1..083bcca459a 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 @@
     
   
   
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+    
   
   
   
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index 972c77c688f..3db7b408933 100644
--- a/docs/dev/_modules/gammapy/data/metadata.html
+++ b/docs/dev/_modules/gammapy/data/metadata.html
@@ -63,7 +63,7 @@
     
   
   
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index 3a4e979cfab..8b95d509005 100644
--- a/docs/dev/_modules/gammapy/data/obs_table.html
+++ b/docs/dev/_modules/gammapy/data/obs_table.html
@@ -63,7 +63,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/data/observations.html b/docs/dev/_modules/gammapy/data/observations.html
index 0e8c18c0bd7..65fd86b58da 100644
--- a/docs/dev/_modules/gammapy/data/observations.html
+++ b/docs/dev/_modules/gammapy/data/observations.html
@@ -63,7 +63,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/data/pointing.html b/docs/dev/_modules/gammapy/data/pointing.html
index 9945c304784..b3a0f480ac6 100644
--- a/docs/dev/_modules/gammapy/data/pointing.html
+++ b/docs/dev/_modules/gammapy/data/pointing.html
@@ -63,7 +63,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/data/simulate.html b/docs/dev/_modules/gammapy/data/simulate.html
index 4271395977d..667103325ca 100644
--- a/docs/dev/_modules/gammapy/data/simulate.html
+++ b/docs/dev/_modules/gammapy/data/simulate.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/data/utils.html b/docs/dev/_modules/gammapy/data/utils.html
index c1c7e4f9135..4de2e27960e 100644
--- a/docs/dev/_modules/gammapy/data/utils.html
+++ 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 c644b323fc7..75517c0d57a 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 a0bf3e88549..3d3e8fd0760 100644
--- a/docs/dev/_modules/gammapy/datasets/flux_points.html
+++ b/docs/dev/_modules/gammapy/datasets/flux_points.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/datasets/io.html b/docs/dev/_modules/gammapy/datasets/io.html
index 85849523c3b..2a0cbd94333 100644
--- a/docs/dev/_modules/gammapy/datasets/io.html
+++ b/docs/dev/_modules/gammapy/datasets/io.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/datasets/map.html b/docs/dev/_modules/gammapy/datasets/map.html
index 0241acb70c7..6d73474c08c 100644
--- a/docs/dev/_modules/gammapy/datasets/map.html
+++ b/docs/dev/_modules/gammapy/datasets/map.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
@@ -1959,6 +1959,7 @@ 
Source code for gammapy.datasets.map
         npred = self.npred()
         data = np.nan_to_num(npred.data, copy=True, nan=0.0, posinf=0.0, neginf=0.0)
         npred.data = random_state.poisson(data)
+        npred.data = npred.data.astype("float")
         self.counts = npred

 
 
diff --git a/docs/dev/_modules/gammapy/datasets/metadata.html b/docs/dev/_modules/gammapy/datasets/metadata.html
index 4829b875f81..8aecfa476b8 100644
--- a/docs/dev/_modules/gammapy/datasets/metadata.html
+++ b/docs/dev/_modules/gammapy/datasets/metadata.html
@@ -63,7 +63,7 @@
     
   
   
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diff --git a/docs/dev/_modules/gammapy/datasets/simulate.html b/docs/dev/_modules/gammapy/datasets/simulate.html
index 86674865f8a..75a9147016d 100644
--- a/docs/dev/_modules/gammapy/datasets/simulate.html
+++ b/docs/dev/_modules/gammapy/datasets/simulate.html
@@ -63,7 +63,7 @@
     
   
   
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index 9334c069c9f..0f91a9d2b99 100644
--- a/docs/dev/_modules/gammapy/datasets/spectrum.html
+++ b/docs/dev/_modules/gammapy/datasets/spectrum.html
@@ -63,7 +63,7 @@
     
   
   
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index 1cda39b4d34..fd20b2291ee 100644
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@@ -63,7 +63,7 @@
     
   
   
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diff --git a/docs/dev/_modules/gammapy/estimators/core.html b/docs/dev/_modules/gammapy/estimators/core.html
index bae89ce0d9d..d04f2ce0f64 100644
--- a/docs/dev/_modules/gammapy/estimators/core.html
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@@ -63,7 +63,7 @@
     
   
   
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diff --git a/docs/dev/_modules/gammapy/estimators/energydependentmorphology.html b/docs/dev/_modules/gammapy/estimators/energydependentmorphology.html
index 4d08697c999..a6cb6fc357b 100644
--- a/docs/dev/_modules/gammapy/estimators/energydependentmorphology.html
+++ b/docs/dev/_modules/gammapy/estimators/energydependentmorphology.html
@@ -63,7 +63,7 @@
     
   
   
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diff --git a/docs/dev/_modules/gammapy/estimators/map/asmooth.html b/docs/dev/_modules/gammapy/estimators/map/asmooth.html
index 339f387583f..4d7e05c93ad 100644
--- a/docs/dev/_modules/gammapy/estimators/map/asmooth.html
+++ b/docs/dev/_modules/gammapy/estimators/map/asmooth.html
@@ -63,7 +63,7 @@
     
   
   
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diff --git a/docs/dev/_modules/gammapy/estimators/map/core.html b/docs/dev/_modules/gammapy/estimators/map/core.html
index 019cd01eec0..a85990fd78a 100644
--- a/docs/dev/_modules/gammapy/estimators/map/core.html
+++ b/docs/dev/_modules/gammapy/estimators/map/core.html
@@ -63,7 +63,7 @@
     
   
   
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diff --git a/docs/dev/_modules/gammapy/estimators/map/excess.html b/docs/dev/_modules/gammapy/estimators/map/excess.html
index a7223975d17..674ad92a3b1 100644
--- a/docs/dev/_modules/gammapy/estimators/map/excess.html
+++ b/docs/dev/_modules/gammapy/estimators/map/excess.html
@@ -63,7 +63,7 @@
     
   
   
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diff --git a/docs/dev/_modules/gammapy/estimators/map/ts.html b/docs/dev/_modules/gammapy/estimators/map/ts.html
index 0e4bc4f8608..341c3150851 100644
--- a/docs/dev/_modules/gammapy/estimators/map/ts.html
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@@ -63,7 +63,7 @@
     
   
   
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diff --git a/docs/dev/_modules/gammapy/estimators/metadata.html b/docs/dev/_modules/gammapy/estimators/metadata.html
index af404e5bad4..b8594c02e02 100644
--- a/docs/dev/_modules/gammapy/estimators/metadata.html
+++ b/docs/dev/_modules/gammapy/estimators/metadata.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/estimators/parameter.html b/docs/dev/_modules/gammapy/estimators/parameter.html
index 7e975f60e5e..7987b9a69fc 100644
--- a/docs/dev/_modules/gammapy/estimators/parameter.html
+++ b/docs/dev/_modules/gammapy/estimators/parameter.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/estimators/points/core.html b/docs/dev/_modules/gammapy/estimators/points/core.html
index 0d4f91465a5..d58cc7750f6 100644
--- a/docs/dev/_modules/gammapy/estimators/points/core.html
+++ b/docs/dev/_modules/gammapy/estimators/points/core.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
@@ -589,7 +589,9 @@ 
Source code for gammapy.estimators.points.core
geom = geom.to_cube([flux_point.geom.axes["energy"]])
 
     maps["norm"] = Map.from_geom(geom, data=minimizer.x)
-    maps["norm_err"] = Map.from_geom(geom, data=np.sqrt(minimizer.hess_inv.todense()))
+    maps["norm_err"] = Map.from_geom(
+        geom, data=np.sqrt(minimizer.hess_inv.todense()).reshape(geom.data_shape)
+    )
     maps["n_dof"] = Map.from_geom(geom, data=flux_point.geom.axes[axis.name].nbin)
 
     if "norm_ul" in flux_point.available_quantities:
@@ -599,8 +601,9 @@ 
Source code for gammapy.estimators.points.core
maps["stat"] = Map.from_geom(geom, data=f(minimizer.x))
 
+    geom_scan = geom.to_cube([MapAxis.from_nodes(value_scan, name="norm")])
     maps["stat_scan"] = Map.from_geom(
-        geom=geom.to_cube([MapAxis.from_nodes(value_scan, name="norm")]), data=stat_scan
+        geom=geom_scan, data=stat_scan.reshape(geom_scan.data_shape)
     )
     try:
         maps["stat_null"] = Map.from_geom(geom, data=np.sum(flux_point.stat_null.data))
diff --git a/docs/dev/_modules/gammapy/estimators/points/lightcurve.html b/docs/dev/_modules/gammapy/estimators/points/lightcurve.html
index b64788676df..625ab20a9a9 100644
--- a/docs/dev/_modules/gammapy/estimators/points/lightcurve.html
+++ b/docs/dev/_modules/gammapy/estimators/points/lightcurve.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/estimators/points/profile.html b/docs/dev/_modules/gammapy/estimators/points/profile.html
index f49dc108390..691160cf626 100644
--- a/docs/dev/_modules/gammapy/estimators/points/profile.html
+++ b/docs/dev/_modules/gammapy/estimators/points/profile.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/estimators/points/sed.html b/docs/dev/_modules/gammapy/estimators/points/sed.html
index 4d065df117f..b464bb571b6 100644
--- a/docs/dev/_modules/gammapy/estimators/points/sed.html
+++ b/docs/dev/_modules/gammapy/estimators/points/sed.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/estimators/points/sensitivity.html b/docs/dev/_modules/gammapy/estimators/points/sensitivity.html
index 852ac0a0e78..abd71d5b7de 100644
--- a/docs/dev/_modules/gammapy/estimators/points/sensitivity.html
+++ b/docs/dev/_modules/gammapy/estimators/points/sensitivity.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/estimators/profile.html b/docs/dev/_modules/gammapy/estimators/profile.html
index 939bde6955d..925f1df5622 100644
--- a/docs/dev/_modules/gammapy/estimators/profile.html
+++ b/docs/dev/_modules/gammapy/estimators/profile.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/estimators/utils.html b/docs/dev/_modules/gammapy/estimators/utils.html
index 36d038dce3c..0e6cc6a9436 100644
--- a/docs/dev/_modules/gammapy/estimators/utils.html
+++ b/docs/dev/_modules/gammapy/estimators/utils.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/irf/background.html b/docs/dev/_modules/gammapy/irf/background.html
index f6fd349d6b9..e1fddd29ed9 100644
--- a/docs/dev/_modules/gammapy/irf/background.html
+++ b/docs/dev/_modules/gammapy/irf/background.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/irf/core.html b/docs/dev/_modules/gammapy/irf/core.html
index de79fb1a09a..995fe06705a 100644
--- a/docs/dev/_modules/gammapy/irf/core.html
+++ b/docs/dev/_modules/gammapy/irf/core.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
@@ -1399,7 +1399,9 @@ 
Source code for gammapy.irf.core
 
             geom_exposure = geom_psf.squash("rad")
             exposure_map = Map.from_geom(
-                geom=geom_exposure, data=table["Exposure"].data, unit="cm2 s"
+                geom=geom_exposure,
+                data=table["Exposure"].data.reshape(geom_exposure.data_shape),
+                unit="cm2 s",
             )
             return cls(psf_map=psf_map, exposure_map=exposure_map)
         else:
diff --git a/docs/dev/_modules/gammapy/irf/edisp/core.html b/docs/dev/_modules/gammapy/irf/edisp/core.html
index f64bf234090..7ffcee79253 100644
--- a/docs/dev/_modules/gammapy/irf/edisp/core.html
+++ b/docs/dev/_modules/gammapy/irf/edisp/core.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/irf/edisp/kernel.html b/docs/dev/_modules/gammapy/irf/edisp/kernel.html
index 1eeb70f4ca8..4f752671002 100644
--- a/docs/dev/_modules/gammapy/irf/edisp/kernel.html
+++ b/docs/dev/_modules/gammapy/irf/edisp/kernel.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/irf/edisp/map.html b/docs/dev/_modules/gammapy/irf/edisp/map.html
index c7dd199cac4..9f506483b23 100644
--- a/docs/dev/_modules/gammapy/irf/edisp/map.html
+++ b/docs/dev/_modules/gammapy/irf/edisp/map.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/irf/effective_area.html b/docs/dev/_modules/gammapy/irf/effective_area.html
index c1ab36df67e..0a115d5401f 100644
--- a/docs/dev/_modules/gammapy/irf/effective_area.html
+++ b/docs/dev/_modules/gammapy/irf/effective_area.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/irf/io.html b/docs/dev/_modules/gammapy/irf/io.html
index 3a87b037e8f..f701ab2fe16 100644
--- a/docs/dev/_modules/gammapy/irf/io.html
+++ b/docs/dev/_modules/gammapy/irf/io.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/irf/psf/kernel.html b/docs/dev/_modules/gammapy/irf/psf/kernel.html
index e6b4fa0006b..ff8d7af154d 100644
--- a/docs/dev/_modules/gammapy/irf/psf/kernel.html
+++ b/docs/dev/_modules/gammapy/irf/psf/kernel.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/irf/psf/map.html b/docs/dev/_modules/gammapy/irf/psf/map.html
index 290c3fe75f9..f6637e0aa43 100644
--- a/docs/dev/_modules/gammapy/irf/psf/map.html
+++ b/docs/dev/_modules/gammapy/irf/psf/map.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/irf/psf/parametric.html b/docs/dev/_modules/gammapy/irf/psf/parametric.html
index b9f9518404b..e8e6b60e957 100644
--- a/docs/dev/_modules/gammapy/irf/psf/parametric.html
+++ b/docs/dev/_modules/gammapy/irf/psf/parametric.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/irf/psf/table.html b/docs/dev/_modules/gammapy/irf/psf/table.html
index 913c36622e2..3f2a7301efb 100644
--- a/docs/dev/_modules/gammapy/irf/psf/table.html
+++ b/docs/dev/_modules/gammapy/irf/psf/table.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/irf/rad_max.html b/docs/dev/_modules/gammapy/irf/rad_max.html
index 5b1d7830688..2a65d8cfffc 100644
--- a/docs/dev/_modules/gammapy/irf/rad_max.html
+++ b/docs/dev/_modules/gammapy/irf/rad_max.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/makers/background/fov.html b/docs/dev/_modules/gammapy/makers/background/fov.html
index bd322e10e8c..96fe3e47231 100644
--- a/docs/dev/_modules/gammapy/makers/background/fov.html
+++ b/docs/dev/_modules/gammapy/makers/background/fov.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/makers/background/phase.html b/docs/dev/_modules/gammapy/makers/background/phase.html
index 6bf7b9dc33e..fbe3a3018ac 100644
--- a/docs/dev/_modules/gammapy/makers/background/phase.html
+++ b/docs/dev/_modules/gammapy/makers/background/phase.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/makers/background/reflected.html b/docs/dev/_modules/gammapy/makers/background/reflected.html
index 5c42792c7f4..1fa5d8ac506 100644
--- a/docs/dev/_modules/gammapy/makers/background/reflected.html
+++ b/docs/dev/_modules/gammapy/makers/background/reflected.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/makers/background/ring.html b/docs/dev/_modules/gammapy/makers/background/ring.html
index e3e24fa55a6..818e150e9ef 100644
--- a/docs/dev/_modules/gammapy/makers/background/ring.html
+++ b/docs/dev/_modules/gammapy/makers/background/ring.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/makers/core.html b/docs/dev/_modules/gammapy/makers/core.html
index 6367cd6c8b3..a4d2d8abbaa 100644
--- a/docs/dev/_modules/gammapy/makers/core.html
+++ b/docs/dev/_modules/gammapy/makers/core.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/makers/map.html b/docs/dev/_modules/gammapy/makers/map.html
index f9b6bebf71b..1c961907340 100644
--- a/docs/dev/_modules/gammapy/makers/map.html
+++ b/docs/dev/_modules/gammapy/makers/map.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/makers/reduce.html b/docs/dev/_modules/gammapy/makers/reduce.html
index bacad1b796f..08edb2ed017 100644
--- a/docs/dev/_modules/gammapy/makers/reduce.html
+++ b/docs/dev/_modules/gammapy/makers/reduce.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/makers/safe.html b/docs/dev/_modules/gammapy/makers/safe.html
index 396c46f3151..398461215fe 100644
--- a/docs/dev/_modules/gammapy/makers/safe.html
+++ b/docs/dev/_modules/gammapy/makers/safe.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/makers/spectrum.html b/docs/dev/_modules/gammapy/makers/spectrum.html
index 9db6d308dc8..0765d94407d 100644
--- a/docs/dev/_modules/gammapy/makers/spectrum.html
+++ b/docs/dev/_modules/gammapy/makers/spectrum.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/makers/utils.html b/docs/dev/_modules/gammapy/makers/utils.html
index 950711b6cf4..cc2e9924006 100644
--- a/docs/dev/_modules/gammapy/makers/utils.html
+++ b/docs/dev/_modules/gammapy/makers/utils.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
@@ -544,6 +544,7 @@ 
Source code for gammapy.makers.utils
 from gammapy.data import FixedPointingInfo
 from gammapy.irf import BackgroundIRF, EDispMap, FoVAlignment, PSFMap
 from gammapy.maps import Map, RegionNDMap
+from gammapy.maps.utils import broadcast_axis_values_to_geom
 from gammapy.modeling.models import PowerLawSpectralModel
 from gammapy.stats import WStatCountsStatistic
 from gammapy.utils.coordinates import sky_to_fov
@@ -670,7 +671,8 @@ 
Source code for gammapy.makers.utils
         irf=aeff,
         obstime=None,
     )
-    coords["energy_true"] = geom.axes["energy_true"].center.reshape((-1, 1, 1))
+
+    coords["energy_true"] = broadcast_axis_values_to_geom(geom, "energy_true")
     exposure = aeff.evaluate(**coords)
 
     data = (exposure * livetime).to("m2 s")
@@ -678,8 +680,7 @@ 
Source code for gammapy.makers.utils
 
     if not use_region_center:
         _, weights = geom.get_wcs_coord_and_weights()
-        data = np.average(data, axis=-1, weights=weights)
-
+        data = np.average(data, axis=-1, weights=weights, keepdims=True)
     return Map.from_geom(geom=geom, data=data.value, unit=data.unit, meta=meta)

 
 
@@ -796,14 +797,14 @@ 
Source code for gammapy.makers.utils
         use_region_center=use_region_center,
         obstime=obstime,
     )
-    coords["energy"] = geom.axes["energy"].edges.reshape((-1, 1, 1))
+    coords["energy"] = broadcast_axis_values_to_geom(geom, "energy", False)
 
     bkg_de = bkg.integrate_log_log(**coords, axis_name="energy")
     data = (bkg_de * d_omega * ontime).to_value("")
 
     if not use_region_center:
         region_coord, weights = geom.get_wcs_coord_and_weights()
-        data = np.sum(weights * data, axis=2)
+        data = np.sum(weights * data, axis=2, keepdims=True)
 
     bkg_map = Map.from_geom(geom, data=data)
 
@@ -848,8 +849,8 @@ 
Source code for gammapy.makers.utils
         obstime=None,
     )
 
-    coords["energy_true"] = geom.axes["energy_true"].center.reshape((-1, 1, 1, 1))
-    coords["rad"] = geom.axes["rad"].center.reshape((1, -1, 1, 1))
+    coords["energy_true"] = broadcast_axis_values_to_geom(geom, "energy_true")
+    coords["rad"] = broadcast_axis_values_to_geom(geom, "rad")
 
     # Compute PSF values
     data = psf.evaluate(**coords)
@@ -892,15 +893,15 @@ 
Source code for gammapy.makers.utils
         The resulting energy dispersion map.
     """
     coords = _get_fov_coords(pointing, edisp, geom, use_region_center=use_region_center)
-    coords["energy_true"] = geom.axes["energy_true"].center.reshape((-1, 1, 1, 1))
-    coords["migra"] = geom.axes["migra"].center.reshape((1, -1, 1, 1))
+    coords["energy_true"] = broadcast_axis_values_to_geom(geom, "energy_true")
+    coords["migra"] = broadcast_axis_values_to_geom(geom, "migra")
 
     # Compute EDisp values
     data = edisp.evaluate(**coords)
 
     if not use_region_center:
         _, weights = geom.get_wcs_coord_and_weights()
-        data = np.average(data, axis=-1, weights=weights)
+        data = np.average(data, axis=-1, weights=weights, keepdims=True)
 
     # Create Map and fill relevant entries
     edisp_map = Map.from_geom(geom, data=data.to_value(""), unit="")
diff --git a/docs/dev/_modules/gammapy/maps/axes.html b/docs/dev/_modules/gammapy/maps/axes.html
index dceaa47e5c6..44bcff79b17 100644
--- a/docs/dev/_modules/gammapy/maps/axes.html
+++ b/docs/dev/_modules/gammapy/maps/axes.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/maps/coord.html b/docs/dev/_modules/gammapy/maps/coord.html
index 858d7a90fa7..9b0f5fd6a42 100644
--- a/docs/dev/_modules/gammapy/maps/coord.html
+++ b/docs/dev/_modules/gammapy/maps/coord.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/maps/core.html b/docs/dev/_modules/gammapy/maps/core.html
index 414ee11c6fa..34096a77304 100644
--- a/docs/dev/_modules/gammapy/maps/core.html
+++ b/docs/dev/_modules/gammapy/maps/core.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
@@ -646,7 +646,12 @@ 
Source code for gammapy.maps.core
             raise TypeError("Map data must be a Numpy array. Set unit separately")
 
         if not value.shape == self.geom.data_shape:
-            value = value.reshape(self.geom.data_shape)
+            try:
+                value = np.broadcast_to(value, self.geom.data_shape, subok=True)
+            except ValueError as exc:
+                raise ValueError(
+                    f"Input shape {value.shape} is not compatible with shape from geometry {self.geom.data_shape}"
+                ) from exc
 
         self._data = value
 
@@ -2407,9 +2412,10 @@ 
Source code for gammapy.maps.core
 
             data.append(m.quantity.to_value(maps[0].unit))
 
-        return cls.from_geom(
-            data=np.stack(data), geom=geom.to_cube(axes=[axis]), unit=maps[0].unit
-        )

+        new_geom = geom.to_cube(axes=[axis])
+        data = np.concatenate(data).reshape(new_geom.data_shape)
+
+        return cls.from_geom(data=data, geom=new_geom, unit=maps[0].unit)

 
 
 

diff --git a/docs/dev/_modules/gammapy/maps/geom.html b/docs/dev/_modules/gammapy/maps/geom.html
index ceaa31b11ae..a9d086d6b55 100644
--- a/docs/dev/_modules/gammapy/maps/geom.html
+++ b/docs/dev/_modules/gammapy/maps/geom.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/maps/hpx/core.html b/docs/dev/_modules/gammapy/maps/hpx/core.html
index af9dc02b52c..6f78dd4314f 100644
--- a/docs/dev/_modules/gammapy/maps/hpx/core.html
+++ b/docs/dev/_modules/gammapy/maps/hpx/core.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/maps/hpx/geom.html b/docs/dev/_modules/gammapy/maps/hpx/geom.html
index d0aa0734d2c..fd228d96d7c 100644
--- a/docs/dev/_modules/gammapy/maps/hpx/geom.html
+++ b/docs/dev/_modules/gammapy/maps/hpx/geom.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/maps/hpx/ndmap.html b/docs/dev/_modules/gammapy/maps/hpx/ndmap.html
index f30b737f9e3..ab59110afc7 100644
--- a/docs/dev/_modules/gammapy/maps/hpx/ndmap.html
+++ b/docs/dev/_modules/gammapy/maps/hpx/ndmap.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
@@ -758,9 +758,10 @@ 
Source code for gammapy.maps.hpx.ndmap
                         cnames.append(c)
             nbin = len(cnames)
             if nbin == 1:
-                map_out.data = hdu.data.field(cnames[0])
+                map_out.data = hdu.data.field(cnames[0]).reshape(geom.data_shape)
             else:
                 for idx, cname in enumerate(cnames):
+                    # TODO: check whether reshaping is needed here. Is this tested?
                     idx = np.unravel_index(idx, shape)
                     map_out.data[idx + (slice(None),)] = hdu.data.field(cname)
 
@@ -969,7 +970,7 @@ 
Source code for gammapy.maps.hpx.ndmap
         if self.geom.is_allsky:
             idx = geom._ipix
         else:
-            idx = self.geom.to_image().global_to_local((geom._ipix,))
+            idx = self.geom.to_image().global_to_local((geom._ipix,))[0]
 
         data = self.data[..., idx]
         return self.__class__(geom=geom, data=data, unit=self.unit, meta=self.meta)

diff --git a/docs/dev/_modules/gammapy/maps/maps.html b/docs/dev/_modules/gammapy/maps/maps.html
index 442d9ed03c7..ffe13062c8e 100644
--- a/docs/dev/_modules/gammapy/maps/maps.html
+++ b/docs/dev/_modules/gammapy/maps/maps.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/maps/measure.html b/docs/dev/_modules/gammapy/maps/measure.html
index 9947dbbf49e..012241911d3 100644
--- a/docs/dev/_modules/gammapy/maps/measure.html
+++ b/docs/dev/_modules/gammapy/maps/measure.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/maps/region/geom.html b/docs/dev/_modules/gammapy/maps/region/geom.html
index de180f9e83d..28f0604541c 100644
--- a/docs/dev/_modules/gammapy/maps/region/geom.html
+++ b/docs/dev/_modules/gammapy/maps/region/geom.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/maps/region/ndmap.html b/docs/dev/_modules/gammapy/maps/region/ndmap.html
index d1bcb8e5622..c021a1ab765 100644
--- a/docs/dev/_modules/gammapy/maps/region/ndmap.html
+++ b/docs/dev/_modules/gammapy/maps/region/ndmap.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
@@ -595,6 +595,36 @@ 
Source code for gammapy.maps.region.ndmap
         self.meta = meta
         self._unit = u.Unit(unit)
 
+    @property
+    def data(self):
+        return self._data
+
+    @data.setter
+    def data(self, value):
+        """Set data.
+        Parameters
+        ----------
+        value : array-like
+            Data array.
+        """
+        if np.isscalar(value):
+            value = value * np.ones(self.geom.data_shape, dtype=type(value))
+
+        if isinstance(value, u.Quantity):
+            raise TypeError("Map data must be a Numpy array. Set unit separately")
+
+        input_shape = value.shape
+        if len(self.geom.data_shape) == 2 + len(value.shape):
+            if self.geom.data_shape[: len(value.shape)] == value.shape:
+                value = np.expand_dims(value, (-2, -1))
+
+        if self.geom.data_shape != value.shape:
+            raise ValueError(
+                f"Input shape {input_shape} is not compatible with shape from geometry {self.geom.data_shape}"
+            )
+
+        self._data = value
+
 

 [docs]
     def plot(self, ax=None, axis_name=None, **kwargs):
@@ -1213,6 +1243,7 @@ 
Source code for gammapy.maps.region.ndmap
             raise ValueError(f"Format not supported {format}")
 
         geom = RegionGeom.create(region=None, axes=axes)
+        data = data.reshape(geom.data_shape)
         return cls(geom=geom, data=data, unit=unit, meta=table.meta, dtype=data.dtype)

 
 
@@ -1255,7 +1286,7 @@ 
Source code for gammapy.maps.region.ndmap
         geom = RegionGeom.from_hdulist(hdulist, format=format, hdu=hdu)
 
         table = Table.read(hdulist[hdu])
-        quantity = table[ogip_column].quantity
+        quantity = table[ogip_column].quantity.reshape(geom.data_shape)
 
         if ogip_column == "QUALITY":
             data, unit = np.logical_not(quantity.value.astype(bool)), ""
@@ -1389,7 +1420,7 @@ 
Source code for gammapy.maps.region.ndmap
 
         elif format == "gadf":
             table = Table()
-            data = self.quantity.flatten()
+            data = self.quantity
             table["CHANNEL"] = np.arange(len(data), dtype=np.int16)
             table["DATA"] = data
         else:
diff --git a/docs/dev/_modules/gammapy/maps/wcs/core.html b/docs/dev/_modules/gammapy/maps/wcs/core.html
index d904744e278..68884bb0a2b 100644
--- a/docs/dev/_modules/gammapy/maps/wcs/core.html
+++ b/docs/dev/_modules/gammapy/maps/wcs/core.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/maps/wcs/geom.html b/docs/dev/_modules/gammapy/maps/wcs/geom.html
index 741ca2bdf9a..3dfbb63177c 100644
--- a/docs/dev/_modules/gammapy/maps/wcs/geom.html
+++ b/docs/dev/_modules/gammapy/maps/wcs/geom.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/maps/wcs/ndmap.html b/docs/dev/_modules/gammapy/maps/wcs/ndmap.html
index 08682843746..65e29c901f3 100644
--- a/docs/dev/_modules/gammapy/maps/wcs/ndmap.html
+++ b/docs/dev/_modules/gammapy/maps/wcs/ndmap.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/covariance.html b/docs/dev/_modules/gammapy/modeling/covariance.html
index b7bff9dbfe0..47c14128497 100644
--- a/docs/dev/_modules/gammapy/modeling/covariance.html
+++ b/docs/dev/_modules/gammapy/modeling/covariance.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/fit.html b/docs/dev/_modules/gammapy/modeling/fit.html
index 70cff2806d8..c61e57d4d43 100644
--- a/docs/dev/_modules/gammapy/modeling/fit.html
+++ b/docs/dev/_modules/gammapy/modeling/fit.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/models/core.html b/docs/dev/_modules/gammapy/modeling/models/core.html
index 4ac97889d7b..da513439fc6 100644
--- a/docs/dev/_modules/gammapy/modeling/models/core.html
+++ b/docs/dev/_modules/gammapy/modeling/models/core.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/models/cube.html b/docs/dev/_modules/gammapy/modeling/models/cube.html
index 7e77fe7315d..8b526029bab 100644
--- a/docs/dev/_modules/gammapy/modeling/models/cube.html
+++ b/docs/dev/_modules/gammapy/modeling/models/cube.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/models/prior.html b/docs/dev/_modules/gammapy/modeling/models/prior.html
index 46a3885e5e5..63d8511064d 100644
--- a/docs/dev/_modules/gammapy/modeling/models/prior.html
+++ b/docs/dev/_modules/gammapy/modeling/models/prior.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/models/spatial.html b/docs/dev/_modules/gammapy/modeling/models/spatial.html
index c5cce5f41d0..9d42c03d7fb 100644
--- a/docs/dev/_modules/gammapy/modeling/models/spatial.html
+++ b/docs/dev/_modules/gammapy/modeling/models/spatial.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/models/spectral.html b/docs/dev/_modules/gammapy/modeling/models/spectral.html
index 1c5d4831ace..d864bcf4d19 100644
--- a/docs/dev/_modules/gammapy/modeling/models/spectral.html
+++ b/docs/dev/_modules/gammapy/modeling/models/spectral.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/models/spectral_cosmic_ray.html b/docs/dev/_modules/gammapy/modeling/models/spectral_cosmic_ray.html
index c925d6723ef..e8c88a99d49 100644
--- a/docs/dev/_modules/gammapy/modeling/models/spectral_cosmic_ray.html
+++ b/docs/dev/_modules/gammapy/modeling/models/spectral_cosmic_ray.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/models/spectral_crab.html b/docs/dev/_modules/gammapy/modeling/models/spectral_crab.html
index ab2425d1ca0..58f97cf5097 100644
--- a/docs/dev/_modules/gammapy/modeling/models/spectral_crab.html
+++ b/docs/dev/_modules/gammapy/modeling/models/spectral_crab.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/models/temporal.html b/docs/dev/_modules/gammapy/modeling/models/temporal.html
index 0a02a0827df..ec500c535e0 100644
--- a/docs/dev/_modules/gammapy/modeling/models/temporal.html
+++ b/docs/dev/_modules/gammapy/modeling/models/temporal.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/models/utils.html b/docs/dev/_modules/gammapy/modeling/models/utils.html
index bedec05d94d..9bf5d0e5595 100644
--- a/docs/dev/_modules/gammapy/modeling/models/utils.html
+++ b/docs/dev/_modules/gammapy/modeling/models/utils.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/parameter.html b/docs/dev/_modules/gammapy/modeling/parameter.html
index ea1c809b93f..96a85b7ed26 100644
--- a/docs/dev/_modules/gammapy/modeling/parameter.html
+++ b/docs/dev/_modules/gammapy/modeling/parameter.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/scipy.html b/docs/dev/_modules/gammapy/modeling/scipy.html
index d04570bcd87..5df54540c24 100644
--- a/docs/dev/_modules/gammapy/modeling/scipy.html
+++ b/docs/dev/_modules/gammapy/modeling/scipy.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/selection.html b/docs/dev/_modules/gammapy/modeling/selection.html
index 86d816ead09..e18203b850b 100644
--- a/docs/dev/_modules/gammapy/modeling/selection.html
+++ b/docs/dev/_modules/gammapy/modeling/selection.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/stats/counts_statistic.html b/docs/dev/_modules/gammapy/stats/counts_statistic.html
index 337bcaf2cf5..d9bc01e4a7d 100644
--- a/docs/dev/_modules/gammapy/stats/counts_statistic.html
+++ b/docs/dev/_modules/gammapy/stats/counts_statistic.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/stats/fit_statistics.html b/docs/dev/_modules/gammapy/stats/fit_statistics.html
index c840eeee8ee..a16dfaca712 100644
--- a/docs/dev/_modules/gammapy/stats/fit_statistics.html
+++ b/docs/dev/_modules/gammapy/stats/fit_statistics.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/stats/variability.html b/docs/dev/_modules/gammapy/stats/variability.html
index 410c43815d9..7edfb8818eb 100644
--- a/docs/dev/_modules/gammapy/stats/variability.html
+++ b/docs/dev/_modules/gammapy/stats/variability.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/cluster.html b/docs/dev/_modules/gammapy/utils/cluster.html
index 545a9920565..4fb6c46f2cb 100644
--- a/docs/dev/_modules/gammapy/utils/cluster.html
+++ b/docs/dev/_modules/gammapy/utils/cluster.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/coordinates/fov.html b/docs/dev/_modules/gammapy/utils/coordinates/fov.html
index e19a1356da9..ca6bc7ffad8 100644
--- a/docs/dev/_modules/gammapy/utils/coordinates/fov.html
+++ b/docs/dev/_modules/gammapy/utils/coordinates/fov.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/coordinates/other.html b/docs/dev/_modules/gammapy/utils/coordinates/other.html
index c3bab985a7b..b024d824225 100644
--- a/docs/dev/_modules/gammapy/utils/coordinates/other.html
+++ b/docs/dev/_modules/gammapy/utils/coordinates/other.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/fits.html b/docs/dev/_modules/gammapy/utils/fits.html
index c70d66a5aa3..42074d9f5c3 100644
--- a/docs/dev/_modules/gammapy/utils/fits.html
+++ b/docs/dev/_modules/gammapy/utils/fits.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/integrate.html b/docs/dev/_modules/gammapy/utils/integrate.html
index dc4ab8eb8da..5fa3362b164 100644
--- a/docs/dev/_modules/gammapy/utils/integrate.html
+++ b/docs/dev/_modules/gammapy/utils/integrate.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/interpolation.html b/docs/dev/_modules/gammapy/utils/interpolation.html
index 82a0f06f254..7ea9ee3c187 100644
--- a/docs/dev/_modules/gammapy/utils/interpolation.html
+++ b/docs/dev/_modules/gammapy/utils/interpolation.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/parallel.html b/docs/dev/_modules/gammapy/utils/parallel.html
index 5ad2f69ad95..6cced16d345 100644
--- a/docs/dev/_modules/gammapy/utils/parallel.html
+++ b/docs/dev/_modules/gammapy/utils/parallel.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/random/inverse_cdf.html b/docs/dev/_modules/gammapy/utils/random/inverse_cdf.html
index 5f4b03d29a9..98c36c69be1 100644
--- a/docs/dev/_modules/gammapy/utils/random/inverse_cdf.html
+++ b/docs/dev/_modules/gammapy/utils/random/inverse_cdf.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/random/utils.html b/docs/dev/_modules/gammapy/utils/random/utils.html
index f3ccf942ac4..98dce127fa8 100644
--- a/docs/dev/_modules/gammapy/utils/random/utils.html
+++ b/docs/dev/_modules/gammapy/utils/random/utils.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_modules/gammapy/utils/regions.html b/docs/dev/_modules/gammapy/utils/regions.html
index db87efa3b40..da9ff57b8c1 100644
--- 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 21def1f031f..5106e56eef9 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 7c56b78c1d6..d523f1ef131 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 ddfab975a69..7c1699297bb 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 43fc1d3f388..25cbcce2615 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 bfb57c38ccc..eda518fa4f6 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 a75ff62d0af..db2bff0f080 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 c4e5dfc5448..5ac07103a2d 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 8f68939a519..536aa780550 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 56a17a0771c..7778bd6c38f 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 7c55905861d..ffd3ff69ddb 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 feeccced41b..18cbc68ac6a 100644
--- a/docs/dev/_modules/index.html
+++ b/docs/dev/_modules/index.html
@@ -63,7 +63,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/_sources/sg_execution_times.rst.txt b/docs/dev/_sources/sg_execution_times.rst.txt
index 3fc21e0a009..024dc5d2661 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
 =================
-**09:01.245** total execution time for 82 files **from all galleries**:
+**08:59.956** total execution time for 82 files **from all galleries**:
 
 .. container::
 
@@ -33,248 +33,248 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_api_priors.py` (``../examples/tutorials/api/priors.py``)
-     - 01:06.194
+     - 01:03.932
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``../examples/tutorials/analysis-1d/spectral_analysis.py``)
-     - 00:43.313
+     - 00:44.035
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_3d.py` (``../examples/tutorials/analysis-3d/analysis_3d.py``)
-     - 00:36.619
+     - 00:37.104
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_flare.py` (``../examples/tutorials/analysis-time/light_curve_flare.py``)
-     - 00:33.145
+     - 00:34.045
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_astro_dark_matter.py` (``../examples/tutorials/api/astro_dark_matter.py``)
-     - 00:27.841
+     - 00:27.960
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``../examples/tutorials/analysis-3d/event_sampling.py``)
-     - 00:21.212
+     - 00:20.747
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_flux_profiles.py` (``../examples/tutorials/analysis-3d/flux_profiles.py``)
-     - 00:20.444
+     - 00:20.583
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_detect.py` (``../examples/tutorials/analysis-2d/detect.py``)
-     - 00:20.136
+     - 00:20.207
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_energy_dependent_estimation.py` (``../examples/tutorials/analysis-3d/energy_dependent_estimation.py``)
-     - 00:19.351
+     - 00:19.870
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_simulation.py` (``../examples/tutorials/analysis-time/light_curve_simulation.py``)
-     - 00:18.146
+     - 00:18.121
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_cta_data_analysis.py` (``../examples/tutorials/analysis-3d/cta_data_analysis.py``)
-     - 00:16.880
+     - 00:16.796
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_analysis_1.py` (``../examples/tutorials/starting/analysis_1.py``)
-     - 00:15.233
+     - 00:15.008
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_makers.py` (``../examples/tutorials/api/makers.py``)
-     - 00:14.653
+     - 00:14.777
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_datasets.py` (``../examples/tutorials/api/datasets.py``)
-     - 00:13.973
+     - 00:12.673
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``../examples/tutorials/analysis-2d/ring_background.py``)
-     - 00:11.824
+     - 00:11.930
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_fitting.py` (``../examples/tutorials/api/fitting.py``)
-     - 00:11.173
+     - 00:11.267
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_model_management.py` (``../examples/tutorials/api/model_management.py``)
-     - 00:10.313
+     - 00:10.239
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_simulate_3d.py` (``../examples/tutorials/analysis-3d/simulate_3d.py``)
-     - 00:09.734
+     - 00:09.947
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``../examples/tutorials/analysis-1d/spectral_analysis_hli.py``)
-     - 00:07.809
+     - 00:07.813
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_analysis_2.py` (``../examples/tutorials/starting/analysis_2.py``)
-     - 00:07.579
+     - 00:07.648
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve.py` (``../examples/tutorials/analysis-time/light_curve.py``)
-     - 00:07.359
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_data_hawc.py` (``../examples/tutorials/data/hawc.py``)
-     - 00:07.034
+     - 00:07.506
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``../examples/tutorials/analysis-1d/spectrum_simulation.py``)
-     - 00:06.968
+     - 00:07.136
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_data_hawc.py` (``../examples/tutorials/data/hawc.py``)
+     - 00:06.954
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_ebl.py` (``../examples/tutorials/analysis-1d/ebl.py``)
-     - 00:06.891
+     - 00:06.925
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_fermi_lat.py` (``../examples/tutorials/data/fermi_lat.py``)
-     - 00:06.628
+     - 00:06.750
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_mwl.py` (``../examples/tutorials/analysis-3d/analysis_mwl.py``)
-     - 00:06.593
+     - 00:06.576
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_pulsar_analysis.py` (``../examples/tutorials/analysis-time/pulsar_analysis.py``)
-     - 00:06.342
+     - 00:06.276
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_catalog.py` (``../examples/tutorials/api/catalog.py``)
-     - 00:06.022
+     - 00:06.009
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_cta.py` (``../examples/tutorials/data/cta.py``)
-     - 00:05.496
+     - 00:05.557
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``../examples/tutorials/analysis-2d/modeling_2D.py``)
-     - 00:05.413
+     - 00:05.505
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``../examples/tutorials/analysis-1d/sed_fitting.py``)
-     - 00:05.212
+     - 00:05.140
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``../examples/tutorials/analysis-1d/extended_source_spectral_analysis.py``)
-     - 00:04.344
+     - 00:04.276
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``../examples/tutorials/analysis-1d/spectral_analysis_rad_max.py``)
-     - 00:04.117
+     - 00:04.202
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_observation_clustering.py` (``../examples/tutorials/api/observation_clustering.py``)
-     - 00:03.904
+     - 00:03.905
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_irfs.py` (``../examples/tutorials/api/irfs.py``)
-     - 00:03.753
+     - 00:03.458
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_hess.py` (``../examples/tutorials/data/hess.py``)
-     - 00:03.537
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_api_models.py` (``../examples/tutorials/api/models.py``)
-     - 00:03.111
+     - 00:03.321
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling_nrg_depend_models.py` (``../examples/tutorials/analysis-3d/event_sampling_nrg_depend_models.py``)
-     - 00:03.054
+     - 00:03.242
      - 0.0
-   * - :ref:`sphx_glr_tutorials_api_maps.py` (``../examples/tutorials/api/maps.py``)
-     - 00:02.638
+   * - :ref:`sphx_glr_tutorials_api_models.py` (``../examples/tutorials/api/models.py``)
+     - 00:03.143
      - 0.0
    * - :ref:`sphx_glr_tutorials_scripts_survey_map.py` (``../examples/tutorials/scripts/survey_map.py``)
-     - 00:02.479
+     - 00:02.473
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_api_maps.py` (``../examples/tutorials/api/maps.py``)
+     - 00:02.333
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_mask_maps.py` (``../examples/tutorials/api/mask_maps.py``)
-     - 00:02.251
+     - 00:02.071
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_overview.py` (``../examples/tutorials/starting/overview.py``)
-     - 00:01.338
+     - 00:01.340
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_absorbed.py` (``../examples/models/spectral/plot_absorbed.py``)
-     - 00:01.005
+     - 00:00.967
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``../examples/tutorials/analysis-1d/cta_sensitivity.py``)
-     - 00:00.874
+     - 00:00.827
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_constant_temporal.py` (``../examples/models/temporal/plot_constant_temporal.py``)
-     - 00:00.851
+     - 00:00.726
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_Variability_estimation.py` (``../examples/tutorials/analysis-time/Variability_estimation.py``)
-     - 00:00.574
+     - 00:00.660
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_naima.py` (``../examples/models/spectral/plot_naima.py``)
-     - 00:00.401
+     - 00:00.404
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw.py` (``../examples/models/spectral/plot_powerlaw.py``)
+     - 00:00.348
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_constant.py` (``../examples/models/spatial/plot_constant.py``)
-     - 00:00.360
+     - 00:00.343
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw2.py` (``../examples/models/spectral/plot_powerlaw2.py``)
-     - 00:00.333
+     - 00:00.328
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_broken_powerlaw.py` (``../examples/models/spectral/plot_broken_powerlaw.py``)
-     - 00:00.322
+     - 00:00.323
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_compound.py` (``../examples/models/spectral/plot_compound.py``)
-     - 00:00.319
+     - 00:00.323
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_smooth_broken_powerlaw.py` (``../examples/models/spectral/plot_smooth_broken_powerlaw.py``)
-     - 00:00.319
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw.py` (``../examples/models/spectral/plot_powerlaw.py``)
-     - 00:00.318
+     - 00:00.323
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_disk.py` (``../examples/models/spatial/plot_disk.py``)
-     - 00:00.307
+     - 00:00.314
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw_norm_spectral.py` (``../examples/models/spectral/plot_powerlaw_norm_spectral.py``)
-     - 00:00.272
+     - 00:00.277
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola_norm_spectral.py` (``../examples/models/spectral/plot_logparabola_norm_spectral.py``)
-     - 00:00.270
+     - 00:00.275
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_constant_spectral.py` (``../examples/models/spectral/plot_constant_spectral.py``)
-     - 00:00.236
+     - 00:00.241
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_piecewise_norm_spectral.py` (``../examples/models/spectral/plot_piecewise_norm_spectral.py``)
+     - 00:00.226
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gen_gauss.py` (``../examples/models/spatial/plot_gen_gauss.py``)
      - 00:00.225
      - 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``)
-     - 00:00.222
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gen_gauss.py` (``../examples/models/spatial/plot_gen_gauss.py``)
-     - 00:00.220
+     - 00:00.225
      - 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``)
-     - 00:00.220
+   * - :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``)
+     - 00:00.223
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``../examples/models/spatial/plot_template.py``)
-     - 00:00.219
-     - 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``)
-     - 00:00.218
+     - 00:00.222
      - 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``)
-     - 00:00.218
+   * - :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``)
+     - 00:00.221
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_gauss_spectral.py` (``../examples/models/spectral/plot_gauss_spectral.py``)
-     - 00:00.217
+     - 00:00.220
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gauss.py` (``../examples/models/spatial/plot_gauss.py``)
-     - 00:00.205
+   * - :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``)
+     - 00:00.219
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw.py``)
-     - 00:00.204
+     - 00:00.210
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gauss.py` (``../examples/models/spatial/plot_gauss.py``)
+     - 00:00.207
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola.py` (``../examples/models/spectral/plot_logparabola.py``)
-     - 00:00.204
+     - 00:00.206
      - 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``)
-     - 00:00.202
+     - 00:00.205
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_template_spectral.py` (``../examples/models/spectral/plot_template_spectral.py``)
-     - 00:00.200
+     - 00:00.201
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_point.py` (``../examples/models/spatial/plot_point.py``)
      - 00:00.194
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_powerlaw_temporal.py` (``../examples/models/temporal/plot_powerlaw_temporal.py``)
-     - 00:00.193
+     - 00:00.194
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell.py` (``../examples/models/spatial/plot_shell.py``)
-     - 00:00.179
+     - 00:00.180
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell2.py` (``../examples/models/spatial/plot_shell2.py``)
-     - 00:00.175
+     - 00:00.176
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_piecewise_norm_spatial.py` (``../examples/models/spatial/plot_piecewise_norm_spatial.py``)
-     - 00:00.135
+     - 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``)
-     - 00:00.121
+     - 00:00.126
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_temporal.py` (``../examples/models/temporal/plot_template_temporal.py``)
-     - 00:00.119
+     - 00:00.120
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_generalized_gaussian_temporal.py` (``../examples/models/temporal/plot_generalized_gaussian_temporal.py``)
      - 00:00.110
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_expdecay_temporal.py` (``../examples/models/temporal/plot_expdecay_temporal.py``)
-     - 00:00.108
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_sine_temporal.py` (``../examples/models/temporal/plot_sine_temporal.py``)
+     - 00:00.110
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_gaussian_temporal.py` (``../examples/models/temporal/plot_gaussian_temporal.py``)
-     - 00:00.108
+     - 00:00.109
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_sine_temporal.py` (``../examples/models/temporal/plot_sine_temporal.py``)
-     - 00:00.107
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_expdecay_temporal.py` (``../examples/models/temporal/plot_expdecay_temporal.py``)
+     - 00:00.109
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_linear_temporal.py` (``../examples/models/temporal/plot_linear_temporal.py``)
-     - 00:00.105
+     - 00:00.106
      - 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 e099e189ae7..9eff4e8cada 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -136,7 +136,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
diff --git a/docs/dev/_sources/tutorials/analysis-1d/ebl.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/ebl.rst.txt
index b0a1f56028d..c9cd63afa48 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/ebl.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/ebl.rst.txt
@@ -352,7 +352,7 @@ compound model.
 
     SkyModel
 
-      Name                      : iDa-A5QG
+      Name                      : XOBLX1cY
       Datasets names            : None
       Spectral model type       : CompoundSpectralModel
       Spatial  model type       : 
@@ -367,7 +367,7 @@ compound model.
 
     SkyModel
 
-      Name                      : tvFphbkg
+      Name                      : P8qmdlg7
       Datasets names            : None
       Spectral model type       : PowerLawSpectralModel
       Spatial  model type       : 
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 80ff0d9aa18..227ef8337fc 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -181,7 +181,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
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 0c5236c8233..5fc02bd65c0 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 204b449dd81..d044162d15f 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
 =================
-**01:19.526** total execution time for 8 files **from tutorials/analysis-1d**:
+**01:20.352** total execution time for 8 files **from tutorials/analysis-1d**:
 
 .. container::
 
@@ -33,26 +33,26 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``spectral_analysis.py``)
-     - 00:43.313
+     - 00:44.035
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``spectral_analysis_hli.py``)
-     - 00:07.809
+     - 00:07.813
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``spectrum_simulation.py``)
-     - 00:06.968
+     - 00:07.136
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_ebl.py` (``ebl.py``)
-     - 00:06.891
+     - 00:06.925
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``sed_fitting.py``)
-     - 00:05.212
+     - 00:05.140
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``extended_source_spectral_analysis.py``)
-     - 00:04.344
+     - 00:04.276
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``spectral_analysis_rad_max.py``)
-     - 00:04.117
+     - 00:04.202
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``cta_sensitivity.py``)
-     - 00:00.874
+     - 00:00.827
      - 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 ff3ed7b867a..4d8bccd9993 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/spectral_analysis.rst.txt
@@ -206,7 +206,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -223,7 +223,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -1218,7 +1218,7 @@ tutorial.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 43.313 seconds)
+   **Total running time of the script:** (0 minutes 44.035 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 984e727e6fd..9e09f3536fe 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -167,7 +167,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -350,8 +350,8 @@ Here is what the configuration for our analysis looks like:
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev889+g67ee75edc
-            date: '2024-08-16T16:10:22.127677'
+            creator: Gammapy 1.3.dev917+g1c71be61b
+            date: '2024-08-27T16:08:29.020950'
             origin: null
     
 
@@ -571,8 +571,8 @@ One can export/import the `~gammapy.analysis.AnalysisConfig` to/from a YAML file
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev889+g67ee75edc
-            date: '2024-08-16T16:10:22.151421'
+            creator: Gammapy 1.3.dev917+g1c71be61b
+            date: '2024-08-27T16:08:29.044996'
             origin: null
     
 
@@ -1107,8 +1107,8 @@ 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.dev889+g67ee75edc
-        date: '2024-08-16T16:10:25.559196'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:08:32.392991'
         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 7b7ef07ec37..9311d00a7bb 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -223,7 +223,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -749,10 +749,10 @@ provide a good distribution of the background.
       result = super().__array_ufunc__(function, method, *arrays, **kwargs)
       model   type    name     value         unit      ... frozen is_norm link prior
     --------- ---- --------- ---------- -------------- ... ------ ------- ---- -----
-    simulated      amplitude 4.5367e-11 cm-2 s-1 TeV-1 ...  False    True           
+    simulated      amplitude 4.5858e-11 cm-2 s-1 TeV-1 ...  False    True           
     simulated      reference 1.0000e+00            TeV ...   True   False           
-    simulated          alpha 2.6941e+00                ...  False   False           
-    simulated           beta 2.5365e-01                ...  False   False           
+    simulated          alpha 2.5494e+00                ...  False   False           
+    simulated           beta 1.9402e-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 bfe61c7db3d..928babddea6 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -159,7 +159,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -411,14 +411,14 @@ dealing with simulations based on observations of real off counts.
     SpectrumDatasetOnOff
     --------------------
 
-      Name                            : uIHSrFQS 
+      Name                            : kH71qhQz 
 
-      Total counts                    : 324 
-      Total background counts         : 22.40
-      Total excess counts             : 301.60
+      Total counts                    : 323 
+      Total background counts         : 22.80
+      Total excess counts             : 300.20
 
-      Predicted counts                : 304.06
-      Predicted background counts     : 22.69
+      Predicted counts                : 304.42
+      Predicted background counts     : 23.05
       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)) : 3.97
+      Fit statistic value (-2 log(L)) : 6.02
 
       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                : 112 
+        Total counts_off                : 114 
       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 d75ac76fb6d..0912b807cb6 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -141,7 +141,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -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 20.136 seconds)
+   **Total running time of the script:** (0 minutes 20.207 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 eb7c84f545c..1f3887ad970 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -141,7 +141,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -342,8 +342,8 @@ analysis as *3D*, and define the geometry of the analysis.
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev889+g67ee75edc
-            date: '2024-08-16T16:11:02.012371'
+            creator: Gammapy 1.3.dev917+g1c71be61b
+            date: '2024-08-27T16:09:09.266076'
             origin: null
     
 
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 021691d4ae4..17ae2c1eb9f 100644
--- a/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt
@@ -125,7 +125,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -142,7 +142,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -325,8 +325,8 @@ MSH 1552
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev889+g67ee75edc
-            date: '2024-08-16T16:11:07.577448'
+            creator: Gammapy 1.3.dev917+g1c71be61b
+            date: '2024-08-27T16:09:14.944319'
             origin: null
     
 
@@ -476,8 +476,8 @@ create the config
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev889+g67ee75edc
-            date: '2024-08-16T16:11:07.632851'
+            creator: Gammapy 1.3.dev917+g1c71be61b
+            date: '2024-08-27T16:09:15.000317'
             origin: null
     
 
@@ -776,7 +776,7 @@ to be a standard normal distribution.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 11.824 seconds)
+   **Total running time of the script:** (0 minutes 11.930 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 a4e1d53c049..6accf6e7c04 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
 =================
-**00:37.373** total execution time for 3 files **from tutorials/analysis-2d**:
+**00:37.642** 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``)
-     - 00:20.136
+     - 00:20.207
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``ring_background.py``)
-     - 00:11.824
+     - 00:11.930
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``modeling_2D.py``)
-     - 00:05.413
+     - 00:05.505
      - 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 be15fd18eac..0a4b7e3f5ce 100644
--- a/docs/dev/_sources/tutorials/analysis-3d/analysis_3d.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-3d/analysis_3d.rst.txt
@@ -96,7 +96,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -113,7 +113,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -295,8 +295,8 @@ the analysis, we will programmatically build a config file from scratch.
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev889+g67ee75edc
-            date: '2024-08-16T16:11:19.600321'
+            creator: Gammapy 1.3.dev917+g1c71be61b
+            date: '2024-08-27T16:09:27.086335'
             origin: null
     
     AnalysisConfig
@@ -409,8 +409,8 @@ the analysis, we will programmatically build a config file from scratch.
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev889+g67ee75edc
-            date: '2024-08-16T16:11:19.608098'
+            creator: Gammapy 1.3.dev917+g1c71be61b
+            date: '2024-08-27T16:09:27.094016'
             origin: null
     
 
@@ -1065,21 +1065,21 @@ Data reduction
     Dataset 0: 
 
       Type       : MapDataset
-      Name       : dNYqmtad
+      Name       : cn6znGap
       Instrument : CTA
       Models     : 
 
     Dataset 1: 
 
       Type       : MapDataset
-      Name       : nOc1BkrU
+      Name       : ZznQuT_N
       Instrument : CTA
       Models     : 
 
     Dataset 2: 
 
       Type       : MapDataset
-      Name       : GrB2Wvp1
+      Name       : bmAwbtPB
       Instrument : CTA
       Models     : 
 
@@ -1112,7 +1112,7 @@ You can access each one by name or by index, eg:
     MapDataset
     ----------
 
-      Name                            : dNYqmtad 
+      Name                            : cn6znGap 
 
       Total counts                    : 40481 
       Total background counts         : 36014.51
@@ -1180,9 +1180,9 @@ map, omit the region argument.
       name   counts       excess       ... n_fit_bins stat_type stat_sum
                                        ...                              
     -------- ------ ------------------ ... ---------- --------- --------
-    dNYqmtad  40481 4466.4930435940405 ...     693940      cash      nan
-    nOc1BkrU  40525  4510.505523195905 ...     693940      cash      nan
-    GrB2Wvp1  40235  4220.480554966147 ...     693940      cash      nan
+    cn6znGap  40481 4466.4930435940405 ...     693940      cash      nan
+    ZznQuT_N  40525  4510.505523195905 ...     693940      cash      nan
+    bmAwbtPB  40235  4220.480554966147 ...     693940      cash      nan
     Models
 
     Component 0: SkyModel
@@ -1203,8 +1203,8 @@ map, omit the region argument.
 
     Component 1: FoVBackgroundModel
 
-      Name                      : dNYqmtad-bkg
-      Datasets names            : ['dNYqmtad']
+      Name                      : cn6znGap-bkg
+      Datasets names            : ['cn6znGap']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1213,8 +1213,8 @@ map, omit the region argument.
 
     Component 2: FoVBackgroundModel
 
-      Name                      : nOc1BkrU-bkg
-      Datasets names            : ['nOc1BkrU']
+      Name                      : ZznQuT_N-bkg
+      Datasets names            : ['ZznQuT_N']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1223,8 +1223,8 @@ map, omit the region argument.
 
     Component 3: FoVBackgroundModel
 
-      Name                      : GrB2Wvp1-bkg
-      Datasets names            : ['GrB2Wvp1']
+      Name                      : bmAwbtPB-bkg
+      Datasets names            : ['bmAwbtPB']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1339,8 +1339,8 @@ Check best-fit parameters and error estimates:
 
     Component 1: FoVBackgroundModel
 
-      Name                      : dNYqmtad-bkg
-      Datasets names            : ['dNYqmtad']
+      Name                      : cn6znGap-bkg
+      Datasets names            : ['cn6znGap']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.118   +/-    0.01             
@@ -1349,8 +1349,8 @@ Check best-fit parameters and error estimates:
 
     Component 2: FoVBackgroundModel
 
-      Name                      : nOc1BkrU-bkg
-      Datasets names            : ['nOc1BkrU']
+      Name                      : ZznQuT_N-bkg
+      Datasets names            : ['ZznQuT_N']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.119   +/-    0.01             
@@ -1359,8 +1359,8 @@ Check best-fit parameters and error estimates:
 
     Component 3: FoVBackgroundModel
 
-      Name                      : GrB2Wvp1-bkg
-      Datasets names            : ['GrB2Wvp1']
+      Name                      : bmAwbtPB-bkg
+      Datasets names            : ['bmAwbtPB']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.111   +/-    0.01             
@@ -1489,7 +1489,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 36.619 seconds)
+   **Total running time of the script:** (0 minutes 37.104 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 c1aa6b8e40b..5ec812a490c 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -140,7 +140,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
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 c41c47731cc..925de00f6e6 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
@@ -118,7 +118,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -135,7 +135,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -818,7 +818,7 @@ 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

+    

@@ -912,7 +912,7 @@ What next?
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 16.880 seconds)
+   **Total running time of the script:** (0 minutes 16.796 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 09c895513e0..93602a4c743 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -143,7 +143,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -482,7 +482,7 @@ Plotting the results
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 19.351 seconds)
+   **Total running time of the script:** (0 minutes 19.870 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 0d5a6183465..b0f0bc0a50d 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -191,7 +191,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -1077,7 +1077,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 21.212 seconds)
+   **Total running time of the script:** (0 minutes 20.747 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 1c33253a71f..4855788420b 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -142,7 +142,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
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 d95acc0eea3..b94eaa70f19 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -148,7 +148,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -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=0x7fe49de711f0)
+      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=0x7fc6b5a184c0)
       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 20.444 seconds)
+   **Total running time of the script:** (0 minutes 20.583 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 323a6e2e5df..ddc00075cd5 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
 =================
-**02:13.885** total execution time for 8 files **from tutorials/analysis-3d**:
+**02:14.865** 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``)
-     - 00:36.619
+     - 00:37.104
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``event_sampling.py``)
-     - 00:21.212
+     - 00:20.747
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_flux_profiles.py` (``flux_profiles.py``)
-     - 00:20.444
+     - 00:20.583
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_energy_dependent_estimation.py` (``energy_dependent_estimation.py``)
-     - 00:19.351
+     - 00:19.870
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_cta_data_analysis.py` (``cta_data_analysis.py``)
-     - 00:16.880
+     - 00:16.796
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_simulate_3d.py` (``simulate_3d.py``)
-     - 00:09.734
+     - 00:09.947
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_mwl.py` (``analysis_mwl.py``)
-     - 00:06.593
+     - 00:06.576
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling_nrg_depend_models.py` (``event_sampling_nrg_depend_models.py``)
-     - 00:03.054
+     - 00:03.242
      - 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 ca6aeab54b8..588ccae1533 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                    : 169612 
+      Total counts                    : 168998 
       Total background counts         : 161250.95
-      Total excess counts             : 8361.05
+      Total excess counts             : 7747.05
 
       Predicted counts                : 169871.64
       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)) : 562879.87
+      Fit statistic value (-2 log(L)) : 561507.22
 
       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                         :      2.976   +/-    0.02             
-        amplitude                     :   1.02e-11   +/- 3.3e-13 1 / (cm2 s TeV)
+        index                         :      3.037   +/-    0.02             
+        amplitude                     :   9.21e-12   +/- 3.2e-13 1 / (cm2 s TeV)
         reference             (frozen):      1.000       TeV         
         lon_0                         :      0.195   +/-    0.01 deg         
-        lat_0                         :      0.101   +/-    0.01 deg         
-        sigma                         :      0.297   +/-    0.00 deg         
+        lat_0                         :      0.092   +/-    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 2.9755e+00                1.938e-02 ...  False   False           
-         amplitude 1.0209e-11 cm-2 s-1 TeV-1 3.302e-13 ...  False    True           
+             index 3.0367e+00                2.053e-02 ...  False   False           
+         amplitude 9.2075e-12 cm-2 s-1 TeV-1 3.210e-13 ...  False    True           
          reference 1.0000e+00            TeV 0.000e+00 ...   True   False           
-             lon_0 1.9491e-01            deg 5.849e-03 ...  False   False           
-             lat_0 1.0075e-01            deg 5.846e-03 ...  False   False           
-             sigma 2.9734e-01            deg 4.002e-03 ...  False   False           
+             lon_0 1.9504e-01            deg 5.867e-03 ...  False   False           
+             lat_0 9.2392e-02            deg 5.863e-03 ...  False   False           
+             sigma 2.9542e-01            deg 3.972e-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           
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 04900fffbdf..8410fab4ca4 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 5dcc0e345ae..685d24df539 100644
--- a/docs/dev/_sources/tutorials/analysis-time/light_curve.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/light_curve.rst.txt
@@ -132,7 +132,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -149,7 +149,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
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 d4b6bc48560..cc98270e633 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -166,7 +166,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -626,7 +626,7 @@ 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 33.145 seconds)
+   **Total running time of the script:** (0 minutes 34.045 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 5ec0b82fdbe..f2d44a7c06d 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -184,7 +184,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -413,16 +413,16 @@ quick look into our datasets.
        name   counts       excess       ... n_fit_bins stat_type       stat_sum     
                                         ...                                         
     --------- ------ ------------------ ... ---------- --------- -------------------
-    dataset-0    786  765.6812310184489 ...          9      cash  -6275.671001916643
-    dataset-1    349 339.76419591747674 ...          9      cash -2249.8599673958875
-    dataset-2    270  260.3947637541758 ...          9      cash -1573.7104559605518
-    dataset-3    345  330.2227134679628 ...          9      cash  -2218.653465105219
-    dataset-4    201 186.22271346796282 ...          9      cash -1049.8111081999211
-    dataset-5    187 168.52839183495354 ...          9      cash   -952.502633268004
-    dataset-6     31  16.22271346796283 ...          9      cash -54.378862364011994
-    dataset-7     40  20.78952750835169 ...          9      cash  -87.86260837889172
-    dataset-8     37 21.114416978060046 ...          9      cash  -58.08208679615543
-    dataset-9     33 15.636688324856333 ...          9      cash  -61.79780638606644
+    dataset-0    848  827.6812310184489 ...          9      cash  -6803.977266376671
+    dataset-1    301 291.76419591747674 ...          9      cash -1861.7424697868569
+    dataset-2    275  265.3947637541758 ...          9      cash -1572.5480773032339
+    dataset-3    328  313.2227134679628 ...          9      cash  -2066.244105636948
+    dataset-4    195 180.22271346796282 ...          9      cash  -1012.559772292227
+    dataset-5    181 162.52839183495354 ...          9      cash  -931.2930869148834
+    dataset-6     40  25.22271346796283 ...          9      cash  -72.57905849360401
+    dataset-7     46  26.78952750835169 ...          9      cash -100.23848378231686
+    dataset-8     33 17.114416978060046 ...          9      cash -47.900614727475734
+    dataset-9     44 26.636688324856333 ...          9      cash  -99.16714576465448
 
 
 
@@ -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              : 23 
+      Number of fit bins              : 27 
 
       Fit statistic type              : chi2
-      Fit statistic value (-2 log(L)) : 1479.01
+      Fit statistic value (-2 log(L)) : 1475.69
 
       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 3.0243e+00                2.838e-02 ...  False   False           
-         amplitude 9.6150e-12 cm-2 s-1 TeV-1 3.178e-13 ...  False    True           
+             index 2.9918e+00                2.774e-02 ...  False   False           
+         amplitude 9.6962e-12 cm-2 s-1 TeV-1 3.325e-13 ...  False    True           
          reference 1.0000e+00            TeV 0.000e+00 ...   True   False           
-                t0 6.1870e+00              h 2.270e-01 ...  False   False           
+                t0 6.1188e+00              h 2.317e-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 3.0420e+00                3.262e-02 ...  False   False           
-         amplitude 9.6074e-12 cm-2 s-1 TeV-1 3.361e-13 ...  False    True           
+             index 2.9889e+00                3.179e-02 ...  False   False           
+         amplitude 9.7531e-12 cm-2 s-1 TeV-1 3.377e-13 ...  False    True           
          reference 1.0000e+00            TeV 0.000e+00 ...   True   False           
-                t0 6.0978e+00              h 2.082e-01 ...  False   False           
+                t0 6.1782e+00              h 2.153e-01 ...  False   False           
              t_ref 5.8909e+04              d 0.000e+00 ...   True   False           
 
 
@@ -768,7 +768,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 18.146 seconds)
+   **Total running time of the script:** (0 minutes 18.121 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 8c27907783e..af2090e19d4 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -134,7 +134,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
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 64e06101d3e..31ff71d86d6 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
 =================
-**01:05.566** total execution time for 5 files **from tutorials/analysis-time**:
+**01:06.608** 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``)
-     - 00:33.145
+     - 00:34.045
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_simulation.py` (``light_curve_simulation.py``)
-     - 00:18.146
+     - 00:18.121
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve.py` (``light_curve.py``)
-     - 00:07.359
+     - 00:07.506
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_pulsar_analysis.py` (``pulsar_analysis.py``)
-     - 00:06.342
+     - 00:06.276
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_Variability_estimation.py` (``Variability_estimation.py``)
-     - 00:00.574
+     - 00:00.660
      - 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 52ddcc7b032..98e5198105a 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -123,7 +123,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -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 27.841 seconds)
+   **Total running time of the script:** (0 minutes 27.960 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 3e252f53097..682b07a190f 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -135,7 +135,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
diff --git a/docs/dev/_sources/tutorials/api/datasets.rst.txt b/docs/dev/_sources/tutorials/api/datasets.rst.txt
index 68f5acfac92..b70f470a17c 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -120,7 +120,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -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 13.973 seconds)
+   **Total running time of the script:** (0 minutes 12.673 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 aa894ef8296..a30c2f0a92a 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -124,7 +124,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -1119,7 +1119,7 @@ in.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 11.173 seconds)
+   **Total running time of the script:** (0 minutes 11.267 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 5b3cb733928..e404c84ab65 100644
--- a/docs/dev/_sources/tutorials/api/makers.rst.txt
+++ b/docs/dev/_sources/tutorials/api/makers.rst.txt
@@ -98,7 +98,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -115,7 +115,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -174,7 +174,7 @@ object. This is illustrated in the following example:
     MapDataset
     ----------
 
-      Name                            : aPdOb6Wh 
+      Name                            : ByIeg7pK 
 
       Total counts                    : 0 
       Total background counts         : 0.00
@@ -345,7 +345,7 @@ observational data using the `~gammapy.makers.MapDatasetMaker`:
     MapDataset
     ----------
 
-      Name                            : NsnTf9A1 
+      Name                            : nn8AYlSq 
 
       Total counts                    : 2016 
       Total background counts         : 1866.72
@@ -597,7 +597,7 @@ dataset per observation is stacked into a larger map.
     MapDataset
     ----------
 
-      Name                            : Yuo0x7TL 
+      Name                            : gTKSDo9n 
 
       Total counts                    : 7972 
       Total background counts         : 7555.42
@@ -672,30 +672,30 @@ allow to use multiple processes on run.
     Dataset 0: 
 
       Type       : MapDataset
-      Name       : sHE7aTlK
+      Name       : TkWpYUR7
       Instrument : HESS
-      Models     : ['sHE7aTlK-bkg']
+      Models     : ['TkWpYUR7-bkg']
 
     Dataset 1: 
 
       Type       : MapDataset
-      Name       : UQN4IIUI
+      Name       : 38VqP8qc
       Instrument : HESS
-      Models     : ['UQN4IIUI-bkg']
+      Models     : ['38VqP8qc-bkg']
 
     Dataset 2: 
 
       Type       : MapDataset
-      Name       : sA7HehjK
+      Name       : Gcx2rQ8c
       Instrument : HESS
-      Models     : ['sA7HehjK-bkg']
+      Models     : ['Gcx2rQ8c-bkg']
 
     Dataset 3: 
 
       Type       : MapDataset
-      Name       : pxfpq68Q
+      Name       : 642CcpvK
       Instrument : HESS
-      Models     : ['pxfpq68Q-bkg']
+      Models     : ['642CcpvK-bkg']
 
 
 
@@ -957,7 +957,7 @@ use `get_by_coord`
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 14.653 seconds)
+   **Total running time of the script:** (0 minutes 14.777 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 7c07e2975ca..9b006f8d733 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -147,7 +147,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
diff --git a/docs/dev/_sources/tutorials/api/mask_maps.rst.txt b/docs/dev/_sources/tutorials/api/mask_maps.rst.txt
index 3f6430e8f16..046e02b9998 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -180,7 +180,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
diff --git a/docs/dev/_sources/tutorials/api/model_management.rst.txt b/docs/dev/_sources/tutorials/api/model_management.rst.txt
index 7b4343d305b..8bc56572bad 100644
--- a/docs/dev/_sources/tutorials/api/model_management.rst.txt
+++ b/docs/dev/_sources/tutorials/api/model_management.rst.txt
@@ -136,7 +136,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -153,7 +153,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -1567,7 +1567,7 @@ associated models, ie, with yaml and fits files. eg:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 10.313 seconds)
+   **Total running time of the script:** (0 minutes 10.239 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_model_management.py:
diff --git a/docs/dev/_sources/tutorials/api/models.rst.txt b/docs/dev/_sources/tutorials/api/models.rst.txt
index 3e7b538799b..1e01b9ba719 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -112,7 +112,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -1198,7 +1198,7 @@ generated:
 
  .. code-block:: none
 
-    -KWUiiBS
+    9AH0AB1u
 
 
 
@@ -1392,7 +1392,7 @@ existing FITS file:
 
     SkyModel
 
-      Name                      : 8p0eCSj3
+      Name                      : XBrtf7E8
       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                      : 8p0eCSj3
+      Name                      : XBrtf7E8
       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', '8p0eCSj3']
+    ['my-source', 'XBrtf7E8']
 
 
 
@@ -1717,7 +1717,7 @@ format:
                 value: 2.0
                 unit: d
             scale: utc
-    -   name: 8p0eCSj3
+    -   name: XBrtf7E8
         type: SkyModel
         spectral:
             type: PowerLawNormSpectralModel
@@ -1786,8 +1786,8 @@ format:
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 1.3.dev889+g67ee75edc
-        date: '2024-08-16T16:16:18.020004'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:14:25.919200'
         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=0x7fe49d7ca0d0)
-    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=0x7fe49d7ca0d0)
+    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=0x7fc6b5c5f490)
+    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=0x7fc6b5c5f490)
 
 
 
@@ -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@0uDvSegV
+                link: index@3EAD0VTJ
             -   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@0uDvSegV
+                link: index@3EAD0VTJ
             -   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.dev889+g67ee75edc
-        date: '2024-08-16T16:16:18.200670'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:14:26.104017'
         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 3acc9e147d9..f6f5ae462dd 100644
--- a/docs/dev/_sources/tutorials/api/observation_clustering.rst.txt
+++ b/docs/dev/_sources/tutorials/api/observation_clustering.rst.txt
@@ -201,7 +201,7 @@ be adjusted according to each specific science case.
 
  .. code-block:: none
 
-    {'group_high_zenith': , 'group_low_zenith': }
+    {'group_high_zenith': , 'group_low_zenith': }
 
 
 
@@ -481,7 +481,7 @@ 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 b69ce288ec1..19f5cfeac2b 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -152,7 +152,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -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 0x7fe49c0b6940>, None, None]
+    [<__main__.MyCustomPrior object at 0x7fc6b61749d0>, None, None]
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 6.194 seconds)
+   **Total running time of the script:** (1 minutes 3.932 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 d055eef9774..84d3fcae59e 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
 =================
-**02:45.827** total execution time for 12 files **from tutorials/api**:
+**02:41.767** 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``)
-     - 01:06.194
+     - 01:03.932
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_astro_dark_matter.py` (``astro_dark_matter.py``)
-     - 00:27.841
+     - 00:27.960
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_makers.py` (``makers.py``)
-     - 00:14.653
+     - 00:14.777
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_datasets.py` (``datasets.py``)
-     - 00:13.973
+     - 00:12.673
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_fitting.py` (``fitting.py``)
-     - 00:11.173
+     - 00:11.267
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_model_management.py` (``model_management.py``)
-     - 00:10.313
+     - 00:10.239
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_catalog.py` (``catalog.py``)
-     - 00:06.022
+     - 00:06.009
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_observation_clustering.py` (``observation_clustering.py``)
-     - 00:03.904
+     - 00:03.905
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_irfs.py` (``irfs.py``)
-     - 00:03.753
+     - 00:03.458
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_models.py` (``models.py``)
-     - 00:03.111
+     - 00:03.143
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_maps.py` (``maps.py``)
-     - 00:02.638
+     - 00:02.333
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_mask_maps.py` (``mask_maps.py``)
-     - 00:02.251
+     - 00:02.071
      - 0.0
diff --git a/docs/dev/_sources/tutorials/data/cta.rst.txt b/docs/dev/_sources/tutorials/data/cta.rst.txt
index 4ecbad7786e..1af6b893354 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -148,7 +148,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -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 f16338b1150..d63159286e1 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -157,7 +157,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
diff --git a/docs/dev/_sources/tutorials/data/hawc.rst.txt b/docs/dev/_sources/tutorials/data/hawc.rst.txt
index 2db77d2884f..227449383c4 100644
--- a/docs/dev/_sources/tutorials/data/hawc.rst.txt
+++ b/docs/dev/_sources/tutorials/data/hawc.rst.txt
@@ -108,7 +108,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -125,7 +125,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
diff --git a/docs/dev/_sources/tutorials/data/hess.rst.txt b/docs/dev/_sources/tutorials/data/hess.rst.txt
index a848dcb273b..736c971abd2 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -128,7 +128,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
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 1e08d65198f..04ff37e1ac7 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
 =================
-**00:22.696** total execution time for 4 files **from tutorials/data**:
+**00:22.582** 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``)
-     - 00:07.034
+     - 00:06.954
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_fermi_lat.py` (``fermi_lat.py``)
-     - 00:06.628
+     - 00:06.750
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_cta.py` (``cta.py``)
-     - 00:05.496
+     - 00:05.557
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_hess.py` (``hess.py``)
-     - 00:03.537
+     - 00:03.321
      - 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 d1335353991..4ab35fafce4 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
 =================
-**00:02.479** total execution time for 1 file **from tutorials/scripts**:
+**00:02.473** 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``)
-     - 00:02.479
+     - 00:02.473
      - 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 47ff34d9805..5e059768cff 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -155,7 +155,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
@@ -310,8 +310,8 @@ Here is what the configuration for our analysis looks like:
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev889+g67ee75edc
-            date: '2024-08-16T16:08:32.724004'
+            creator: Gammapy 1.3.dev917+g1c71be61b
+            date: '2024-08-27T16:06:38.828469'
             origin: null
     
 
@@ -628,8 +628,8 @@ One can export/import the `~gammapy.modeling.AnalysisConfig` to/from a YAML file
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 1.3.dev889+g67ee75edc
-            date: '2024-08-16T16:08:32.750748'
+            creator: Gammapy 1.3.dev917+g1c71be61b
+            date: '2024-08-27T16:06:38.855311'
             origin: null
     
 
@@ -1183,8 +1183,8 @@ 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:41.497306'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:47.681074'
         origin: null
 
 
@@ -1337,7 +1337,7 @@ 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 15.233 seconds)
+   **Total running time of the script:** (0 minutes 15.008 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 b3844ba0d29..79364dd6c24 100644
--- a/docs/dev/_sources/tutorials/starting/analysis_2.rst.txt
+++ b/docs/dev/_sources/tutorials/starting/analysis_2.rst.txt
@@ -154,7 +154,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 1.3.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -171,7 +171,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
diff --git a/docs/dev/_sources/tutorials/starting/overview.rst.txt b/docs/dev/_sources/tutorials/starting/overview.rst.txt
index bc0224de208..e625686428f 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.dev889+g67ee75edc 
+            version                : 1.3.dev917+g1c71be61b 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -154,7 +154,7 @@ Check setup
             matplotlib             : 3.9.2      
             pandas                 : not installed 
             healpy                 : 1.17.3     
-            iminuit                : 2.28.0     
+            iminuit                : 2.29.1     
             sherpa                 : 4.16.1     
             naima                  : 0.10.0     
             emcee                  : 3.1.6      
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 7b48a7fcf3a..192e2d8deac 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
 =================
-**00:24.150** total execution time for 3 files **from tutorials/starting**:
+**00:23.996** 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``)
-     - 00:15.233
+     - 00:15.008
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_analysis_2.py` (``analysis_2.py``)
-     - 00:07.579
+     - 00:07.648
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_overview.py` (``overview.py``)
-     - 00:01.338
+     - 00:01.340
      - 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 0219e5bbc03..76f1913f80a 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:18.288767'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:24.487118'
         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 20d30926d81..a9e994d4837 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
@@ -232,8 +232,8 @@ Here is an example YAML file using the model:
             -   name: edge_width
                 value: 0.01
     metadata:
-        creator: Gammapy 1.3.dev889+g67ee75edc
-        date: '2024-08-16T16:08:18.702645'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:24.922405'
         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 f8ab0dfaa40..5ac91a7733d 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:19.016505'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:25.245213'
         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 bc398f1be8d..f86be7fc7b5 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:19.352768'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:25.596813'
         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 9d1f1da5734..5905a5790af 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:19.593595'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:25.848600'
         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 2c0b1c725bf..ae79cdf6411 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:19.903477'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:26.162630'
         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 2bee776393e..94105b37afa 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:20.185548'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:26.455322'
         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 36cac70e6f6..c3ff926278b 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:20.476113'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:26.752686'
         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 8abe197c078..da0bf1d4642 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:20.801016'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:27.088894'
         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 7c7f60668f7..b3541b82f2a 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
 =================
-**00:01.994** total execution time for 9 files **from user-guide/model-gallery/spatial**:
+**00:01.999** 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``)
-     - 00:00.360
+     - 00:00.343
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_disk.py` (``plot_disk.py``)
-     - 00:00.307
+     - 00:00.314
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gen_gauss.py` (``plot_gen_gauss.py``)
-     - 00:00.220
+     - 00:00.225
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``plot_template.py``)
-     - 00:00.219
+     - 00:00.222
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gauss.py` (``plot_gauss.py``)
-     - 00:00.205
+     - 00:00.207
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_point.py` (``plot_point.py``)
      - 00:00.194
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell.py` (``plot_shell.py``)
-     - 00:00.179
+     - 00:00.180
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell2.py` (``plot_shell2.py``)
-     - 00:00.175
+     - 00:00.176
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_piecewise_norm_spatial.py` (``plot_piecewise_norm_spatial.py``)
-     - 00:00.135
+     - 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 d1a79ef20fb..926fdc17048 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:21.968258'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:28.226911'
         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 afe00764c13..3b3e834ebc5 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:22.428404'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:28.689243'
         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 14df3220fdc..79dd9e59e28 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:22.861270'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:29.132964'
         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 0f5a17f137a..a3d95c52009 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:23.208607'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:29.496245'
         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 5abf8d5aac7..4eb09c14aae 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:23.523171'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:29.819418'
         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 f43fc695620..1c5a78a2f4d 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:23.828674'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:30.140562'
         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 6621bf7bb11..fada6c83a65 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
@@ -146,8 +146,8 @@ Here is an example YAML file using the model:
                     value: 1.0
             operator: mul
     metadata:
-        creator: Gammapy 1.3.dev889+g67ee75edc
-        date: '2024-08-16T16:08:24.154156'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:30.483977'
         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 75187c28ccd..665b17ec738 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:24.478932'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:30.820178'
         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 439e9bad30a..512c4451fa7 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:24.790105'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:31.138222'
         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 d28a6346041..6735503a339 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
@@ -144,8 +144,8 @@ Here is an example YAML file using the model:
                     value: 0.0
             operator: mul
     metadata:
-        creator: Gammapy 1.3.dev889+g67ee75edc
-        date: '2024-08-16T16:08:25.163428'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:31.526361'
         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 2536b437f3c..ef4ebe1c25c 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:25.677317'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:32.052765'
         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 424714e7bcb..22055612635 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:26.014803'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:32.401089'
         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 176e7c6a9d6..c691a7d87f7 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:26.443920'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:32.874509'
         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 55a8a0210e9..03ed9c0789e 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:26.889879'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:33.335977'
         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 fd8c238bd8b..2cc5cb69578 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
@@ -132,8 +132,8 @@ Here is an example YAML file using the model:
                     unit: TeV
             operator: mul
     metadata:
-        creator: Gammapy 1.3.dev889+g67ee75edc
-        date: '2024-08-16T16:08:27.291078'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:33.740756'
         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 c22b1fb361b..8a8a53d09e9 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:27.724694'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:34.188509'
         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 421df632c61..472b98d4e59 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:28.058426'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:34.538149'
         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 ae65452038b..08b150a7bc8 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:28.386302'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:34.876521'
         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 74e6ad38c02..f84d2592dcd 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:28.710587'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:35.212178'
         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 ab480bfa7de..24679ef2ad8 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:29.016915'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:35.530347'
         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 c4362e971ba..a5f799bdc45 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
 =================
-**00:05.926** total execution time for 20 files **from user-guide/model-gallery/spectral**:
+**00:05.962** 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``)
-     - 00:01.005
+     - 00:00.967
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_naima.py` (``plot_naima.py``)
-     - 00:00.401
+     - 00:00.404
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw.py` (``plot_powerlaw.py``)
+     - 00:00.348
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw2.py` (``plot_powerlaw2.py``)
-     - 00:00.333
+     - 00:00.328
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_broken_powerlaw.py` (``plot_broken_powerlaw.py``)
-     - 00:00.322
+     - 00:00.323
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_compound.py` (``plot_compound.py``)
-     - 00:00.319
+     - 00:00.323
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_smooth_broken_powerlaw.py` (``plot_smooth_broken_powerlaw.py``)
-     - 00:00.319
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw.py` (``plot_powerlaw.py``)
-     - 00:00.318
+     - 00:00.323
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw_norm_spectral.py` (``plot_powerlaw_norm_spectral.py``)
-     - 00:00.272
+     - 00:00.277
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola_norm_spectral.py` (``plot_logparabola_norm_spectral.py``)
-     - 00:00.270
+     - 00:00.275
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_constant_spectral.py` (``plot_constant_spectral.py``)
-     - 00:00.236
+     - 00:00.241
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_piecewise_norm_spectral.py` (``plot_piecewise_norm_spectral.py``)
-     - 00:00.225
+     - 00:00.226
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_norm_spectral.py` (``plot_exp_cutoff_powerlaw_norm_spectral.py``)
-     - 00:00.222
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl.py` (``plot_super_exp_cutoff_powerlaw_4fgl.py``)
-     - 00:00.220
+     - 00:00.225
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_3fgl.py` (``plot_super_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.218
+     - 00:00.223
      - 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``)
-     - 00:00.218
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl.py` (``plot_super_exp_cutoff_powerlaw_4fgl.py``)
+     - 00:00.221
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_gauss_spectral.py` (``plot_gauss_spectral.py``)
-     - 00:00.217
+     - 00:00.220
+     - 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``)
+     - 00:00.219
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw.py` (``plot_exp_cutoff_powerlaw.py``)
-     - 00:00.204
+     - 00:00.210
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola.py` (``plot_logparabola.py``)
-     - 00:00.204
+     - 00:00.206
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_3fgl.py` (``plot_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.202
+     - 00:00.205
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_template_spectral.py` (``plot_template_spectral.py``)
-     - 00:00.200
+     - 00:00.201
      - 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 46132ae0c26..8418e2a455b 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:30.047140'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:36.440655'
         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 803b0a52e73..5886d92527e 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:30.270385'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:36.671171'
         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 d5f73f68bed..8509e5c57d5 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:30.494737'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:36.903132'
         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 a8519f41569..f97d8fbb963 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:30.719637'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:37.135689'
         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 c87b8af9852..9a556137264 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: 60538.5725791096
+                value: 60549.57126465256
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 1.3.dev889+g67ee75edc
-        date: '2024-08-16T16:08:30.937877'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:37.369674'
         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 7dd99e9e0e7..ffdb53b504b 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: 60538.57258167137
+                value: 60549.5712673115
                 unit: d
             -   name: t0
                 value: 1.0
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 1.3.dev889+g67ee75edc
-        date: '2024-08-16T16:08:31.248332'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:37.687830'
         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 82459b019ba..425a3a5f4fa 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: 60538.572585166585
+                value: 60549.5712708494
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 1.3.dev889+g67ee75edc
-        date: '2024-08-16T16:08:31.463320'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:37.909254'
         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 9c516170de7..3aebfc4ed54 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:31.702182'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:38.159362'
         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 10f4cba4f21..b9b72019aa2 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.dev889+g67ee75edc
-        date: '2024-08-16T16:08:31.941764'
+        creator: Gammapy 1.3.dev917+g1c71be61b
+        date: '2024-08-27T16:06:38.403000'
         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 27496ecc257..97b148f3b6a 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
 =================
-**00:01.822** total execution time for 9 files **from user-guide/model-gallery/temporal**:
+**00:01.709** 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``)
-     - 00:00.851
+     - 00:00.726
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_powerlaw_temporal.py` (``plot_powerlaw_temporal.py``)
-     - 00:00.193
+     - 00:00.194
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_phase_temporal.py` (``plot_template_phase_temporal.py``)
-     - 00:00.121
+     - 00:00.126
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_temporal.py` (``plot_template_temporal.py``)
-     - 00:00.119
+     - 00:00.120
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_generalized_gaussian_temporal.py` (``plot_generalized_gaussian_temporal.py``)
      - 00:00.110
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_expdecay_temporal.py` (``plot_expdecay_temporal.py``)
-     - 00:00.108
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_sine_temporal.py` (``plot_sine_temporal.py``)
+     - 00:00.110
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_gaussian_temporal.py` (``plot_gaussian_temporal.py``)
-     - 00:00.108
+     - 00:00.109
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_sine_temporal.py` (``plot_sine_temporal.py``)
-     - 00:00.107
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_expdecay_temporal.py` (``plot_expdecay_temporal.py``)
+     - 00:00.109
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_linear_temporal.py` (``plot_linear_temporal.py``)
-     - 00:00.105
+     - 00:00.106
      - 0.0
diff --git a/docs/dev/api-reference/analysis.html b/docs/dev/api-reference/analysis.html
index 504a593a396..7445542181b 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 0dc7bb7fc71..be5ee82af1d 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 511d22d49d0..c0a22053522 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 c5b503dc970..b71726c13b8 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 0d5f0ad5d7d..e8e8f6ec3d9 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 3baf8721595..0ee425d658f 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 8a7421badb6..cb1752b7825 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 6c0e1025f9a..0ee5d9342c6 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 200e288192e..6a8ebebe70b 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 b97eb5b239d..d5601e9320d 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 9bfcfe68ca5..364e3a008dc 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 e3435ed0d0d..aeee653f7a4 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 ffd8138cc7d..2386858444f 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 6503f5da279..43dcd41314e 100644
--- a/docs/dev/api-reference/utils.html
+++ b/docs/dev/api-reference/utils.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1046,7 +1046,7 @@ 
Classes#<
 

     
e_refe_mine_maxdndednde_errtssqrt_tsnprednpred_excessstatstat_nullcountssuccess

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

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

-
+

 
 
ScaledRegularGridInterpolator(points, values)
Thin wrapper around scipy.interpolate.RegularGridInterpolator.
Thin wrapper around scipy.interpolate.RegularGridInterpolator.

 

 
 

@@ -1092,7 +1092,7 @@ 
Functions#
Allow drawing of random numbers from any distribution.

 
 
get_random_state(init)

-
Get a numpy.random.RandomState instance.

+
Get a numpy.random.RandomState instance.

 
 
normalize(func, x_min, x_max)

 
Normalize a 1D function over a given range.

diff --git a/docs/dev/api-reference/visualization.html b/docs/dev/api-reference/visualization.html
index 3643e5a04c1..ba754be4042 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 1e817544cf2..48c6c760026 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 9a15d7db2fe..a627dd4444a 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 74dee2c871d..f0344d633f1 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.BurkertProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.BurkertProfile.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1052,7 +1052,7 @@ 
BurkertProfile

 
rmin, rmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint, optional
Number of grid points per decade used for the integration.
 Default is 10000.

@@ -1074,7 +1074,7 @@ 
BurkertProfile

 
xmin, xmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint
Number of grid points per decade used for the integration.

 

diff --git a/docs/dev/api/gammapy.astro.darkmatter.DMProfile.html b/docs/dev/api/gammapy.astro.darkmatter.DMProfile.html
index 93346f2be39..93b898f0e8b 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.DMProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.DMProfile.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1019,7 +1019,7 @@ 
DMProfile

 
rmin, rmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint, optional
Number of grid points per decade used for the integration.
 Default is 10000.

@@ -1041,7 +1041,7 @@ 
DMProfile

 
xmin, xmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint
Number of grid points per decade used for the integration.

 

diff --git a/docs/dev/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html b/docs/dev/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html
index 4be30199bcd..4d49e20c878 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1402,7 +1402,7 @@ 
DarkMatterAnnihilationSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
Return energy for a given function value of the spectral model.

-
Calls the scipy.optimize.brentq numerical root finding method.

+
Calls the scipy.optimize.brentq numerical root finding method.

 

 
Parameters:

 

@@ -1427,7 +1427,7 @@ 
DarkMatterAnnihilationSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
Return energies for multiple function values of the spectral model.

-
Calls the scipy.optimize.brentq numerical root finding method.

+
Calls the scipy.optimize.brentq numerical root finding method.

 

 
Parameters:

 

diff --git a/docs/dev/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html b/docs/dev/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html
index 69c001ab3d4..8aea174bac4 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1400,7 +1400,7 @@ 
DarkMatterDecaySpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
Return energy for a given function value of the spectral model.

-
Calls the scipy.optimize.brentq numerical root finding method.

+
Calls the scipy.optimize.brentq numerical root finding method.

 

 
Parameters:

 

@@ -1425,7 +1425,7 @@ 
DarkMatterDecaySpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
Return energies for multiple function values of the spectral model.

-
Calls the scipy.optimize.brentq numerical root finding method.

+
Calls the scipy.optimize.brentq numerical root finding method.

 

 
Parameters:

 

diff --git a/docs/dev/api/gammapy.astro.darkmatter.EinastoProfile.html b/docs/dev/api/gammapy.astro.darkmatter.EinastoProfile.html
index 69e6cf3731b..dcfabb6dd2a 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.EinastoProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.EinastoProfile.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1067,7 +1067,7 @@ 
EinastoProfile

 
rmin, rmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint, optional
Number of grid points per decade used for the integration.
 Default is 10000.

@@ -1089,7 +1089,7 @@ 
EinastoProfile

 
xmin, xmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint
Number of grid points per decade used for the integration.

 

diff --git a/docs/dev/api/gammapy.astro.darkmatter.IsothermalProfile.html b/docs/dev/api/gammapy.astro.darkmatter.IsothermalProfile.html
index 0161a08ecba..d88eef5fae1 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.IsothermalProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.IsothermalProfile.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1052,7 +1052,7 @@ 
IsothermalProfile

 
rmin, rmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint, optional
Number of grid points per decade used for the integration.
 Default is 10000.

@@ -1074,7 +1074,7 @@ 
IsothermalProfile

 
xmin, xmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint
Number of grid points per decade used for the integration.

 

diff --git a/docs/dev/api/gammapy.astro.darkmatter.JFactory.html b/docs/dev/api/gammapy.astro.darkmatter.JFactory.html
index 5d59294adc4..a6058df962b 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.JFactory.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.JFactory.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.astro.darkmatter.MooreProfile.html b/docs/dev/api/gammapy.astro.darkmatter.MooreProfile.html
index 53c67eb4786..f5f82d622ff 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.MooreProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.MooreProfile.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1053,7 +1053,7 @@ 
MooreProfile

 
rmin, rmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint, optional
Number of grid points per decade used for the integration.
 Default is 10000.

@@ -1075,7 +1075,7 @@ 
MooreProfile

 
xmin, xmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint
Number of grid points per decade used for the integration.

 

diff --git a/docs/dev/api/gammapy.astro.darkmatter.NFWProfile.html b/docs/dev/api/gammapy.astro.darkmatter.NFWProfile.html
index 91456b68a33..53b2df4c5fc 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.NFWProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.NFWProfile.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1054,7 +1054,7 @@ 
NFWProfile

 
rmin, rmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint, optional
Number of grid points per decade used for the integration.
 Default is 10000.

@@ -1076,7 +1076,7 @@ 
NFWProfile

 
xmin, xmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint
Number of grid points per decade used for the integration.

 

diff --git a/docs/dev/api/gammapy.astro.darkmatter.PrimaryFlux.html b/docs/dev/api/gammapy.astro.darkmatter.PrimaryFlux.html
index c03257c32d0..35a0f636f82 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.PrimaryFlux.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.PrimaryFlux.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1353,7 +1353,7 @@ 
PrimaryFlux
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
Return energy for a given function value of the spectral model.

-
Calls the scipy.optimize.brentq numerical root finding method.

+
Calls the scipy.optimize.brentq numerical root finding method.

 

 
Parameters:

 

@@ -1378,7 +1378,7 @@ 
PrimaryFlux
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
Return energies for multiple function values of the spectral model.

-
Calls the scipy.optimize.brentq numerical root finding method.

+
Calls the scipy.optimize.brentq numerical root finding method.

 

 
Parameters:

 

diff --git a/docs/dev/api/gammapy.astro.darkmatter.ZhaoProfile.html b/docs/dev/api/gammapy.astro.darkmatter.ZhaoProfile.html
index 8840e150cb9..50c5e8ec00c 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.ZhaoProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.ZhaoProfile.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1089,7 +1089,7 @@ 
ZhaoProfile

 
rmin, rmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint, optional
Number of grid points per decade used for the integration.
 Default is 10000.

@@ -1111,7 +1111,7 @@ 
ZhaoProfile

 
xmin, xmaxQuantity
Lower and upper bound of integration range.

 

-
separationndarray
Separation angle in radians.

+
separationndarray
Separation angle in radians.

 

 
ndecadeint
Number of grid points per decade used for the integration.

 

diff --git a/docs/dev/api/gammapy.astro.population.CaseBattacharya1998.html b/docs/dev/api/gammapy.astro.population.CaseBattacharya1998.html
index 0e81d08a2fa..42f282a0a02 100644
--- a/docs/dev/api/gammapy.astro.population.CaseBattacharya1998.html
+++ b/docs/dev/api/gammapy.astro.population.CaseBattacharya1998.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1210,7 +1210,7 @@ 
CaseBattacharya1998bounding_box can be set
 manually to an array-like object of shape (model.n_inputs, 2). For
 further usage, see Efficient Model Rendering with Bounding Boxes

-
The limits are ordered according to the numpy 'C' indexing
+
The limits are ordered according to the numpy 'C' indexing
 convention, and are the reverse of the model input order,
 e.g. for inputs ('x', 'y', 'z'), bounding_box is defined:

 
    
@@ -1709,7 +1709,7 @@ 
    CaseBattacharya1998
 
    Parameters:
    
 
    
-
    outnumpy.ndarray, optional
    An array that the evaluated model will be added to.  If this is not
+
    outnumpy.ndarray, optional
    An array that the evaluated model will be added to.  If this is not
 given (or given as None), a new array will be created.
    
 
    
 
    coordsarray-like, optional
    An array to be used to translate from the model’s input coordinates
@@ -1723,7 +1723,7 @@ 
    CaseBattacharya1998Returns:
 
    
-
    outnumpy.ndarray
    The model added to out if  out is not None, or else a
+
    outnumpy.ndarray
    The model added to out if  out is not None, or else a
 new array from evaluating the model over coords.
 If out and coords are both None, the returned array is
 limited to the Model.bounding_box limits. If
diff --git a/docs/dev/api/gammapy.astro.population.Exponential.html b/docs/dev/api/gammapy.astro.population.Exponential.html
index 88c8f1729be..0a2ca0ed024 100644
--- a/docs/dev/api/gammapy.astro.population.Exponential.html
+++ b/docs/dev/api/gammapy.astro.population.Exponential.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1188,7 +1188,7 @@ 
    Exponentialbounding_box can be set
 manually to an array-like object of shape (model.n_inputs, 2). For
 further usage, see Efficient Model Rendering with Bounding Boxes
    
-
    The limits are ordered according to the numpy 'C' indexing
+
    The limits are ordered according to the numpy 'C' indexing
 convention, and are the reverse of the model input order,
 e.g. for inputs ('x', 'y', 'z'), bounding_box is defined:
    
 
      
@@ -1692,7 +1692,7 @@ 
      Exponential
 
      Parameters:
      
 
      
-
      outnumpy.ndarray, optional
      An array that the evaluated model will be added to.  If this is not
+
      outnumpy.ndarray, optional
      An array that the evaluated model will be added to.  If this is not
 given (or given as None), a new array will be created.
      
 
      
 
      coordsarray-like, optional
      An array to be used to translate from the model’s input coordinates
@@ -1706,7 +1706,7 @@ 
      ExponentialReturns:
 
      
-
      outnumpy.ndarray
      The model added to out if  out is not None, or else a
+
      outnumpy.ndarray
      The model added to out if  out is not None, or else a
 new array from evaluating the model over coords.
 If out and coords are both None, the returned array is
 limited to the Model.bounding_box limits. If
diff --git a/docs/dev/api/gammapy.astro.population.FaucherKaspi2006.html b/docs/dev/api/gammapy.astro.population.FaucherKaspi2006.html
index 687173abf58..7463801bf35 100644
--- a/docs/dev/api/gammapy.astro.population.FaucherKaspi2006.html
+++ b/docs/dev/api/gammapy.astro.population.FaucherKaspi2006.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1200,7 +1200,7 @@ 
      FaucherKaspi2006bounding_box can be set
 manually to an array-like object of shape (model.n_inputs, 2). For
 further usage, see Efficient Model Rendering with Bounding Boxes
      
-
      The limits are ordered according to the numpy 'C' indexing
+
      The limits are ordered according to the numpy 'C' indexing
 convention, and are the reverse of the model input order,
 e.g. for inputs ('x', 'y', 'z'), bounding_box is defined:
      
 
        
@@ -1709,7 +1709,7 @@ 
        FaucherKaspi2006
 
        Parameters:
        
 
        
-
        outnumpy.ndarray, optional
        An array that the evaluated model will be added to.  If this is not
+
        outnumpy.ndarray, optional
        An array that the evaluated model will be added to.  If this is not
 given (or given as None), a new array will be created.
        
 
        
 
        coordsarray-like, optional
        An array to be used to translate from the model’s input coordinates
@@ -1723,7 +1723,7 @@ 
        FaucherKaspi2006Returns:
 
        
-
        outnumpy.ndarray
        The model added to out if  out is not None, or else a
+
        outnumpy.ndarray
        The model added to out if  out is not None, or else a
 new array from evaluating the model over coords.
 If out and coords are both None, the returned array is
 limited to the Model.bounding_box limits. If
diff --git a/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityBimodal.html b/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityBimodal.html
index 927c424fad5..8157df62a4a 100644
--- a/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityBimodal.html
+++ b/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityBimodal.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1196,7 +1196,7 @@ 
        FaucherKaspi2006VelocityBimodalbounding_box can be set
 manually to an array-like object of shape (model.n_inputs, 2). For
 further usage, see Efficient Model Rendering with Bounding Boxes
        
-
        The limits are ordered according to the numpy 'C' indexing
+
        The limits are ordered according to the numpy 'C' indexing
 convention, and are the reverse of the model input order,
 e.g. for inputs ('x', 'y', 'z'), bounding_box is defined:
        
 
          
@@ -1705,7 +1705,7 @@ 
          FaucherKaspi2006VelocityBimodal
 
          Parameters:
          
 
          
-
          outnumpy.ndarray, optional
          An array that the evaluated model will be added to.  If this is not
+
          outnumpy.ndarray, optional
          An array that the evaluated model will be added to.  If this is not
 given (or given as None), a new array will be created.
          
 
          
 
          coordsarray-like, optional
          An array to be used to translate from the model’s input coordinates
@@ -1719,7 +1719,7 @@ 
          FaucherKaspi2006VelocityBimodalReturns:
 
          
-
          outnumpy.ndarray
          The model added to out if  out is not None, or else a
+
          outnumpy.ndarray
          The model added to out if  out is not None, or else a
 new array from evaluating the model over coords.
 If out and coords are both None, the returned array is
 limited to the Model.bounding_box limits. If
diff --git a/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityMaxwellian.html b/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityMaxwellian.html
index 3c50dc0a248..32fc8ff452c 100644
--- a/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityMaxwellian.html
+++ b/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityMaxwellian.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1178,7 +1178,7 @@ 
          FaucherKaspi2006VelocityMaxwellianbounding_box can be set
 manually to an array-like object of shape (model.n_inputs, 2). For
 further usage, see Efficient Model Rendering with Bounding Boxes
          
-
          The limits are ordered according to the numpy 'C' indexing
+
          The limits are ordered according to the numpy 'C' indexing
 convention, and are the reverse of the model input order,
 e.g. for inputs ('x', 'y', 'z'), bounding_box is defined:
          
 
            
@@ -1677,7 +1677,7 @@ 
            FaucherKaspi2006VelocityMaxwellian
 
            Parameters:
            
 
            
-
            outnumpy.ndarray, optional
            An array that the evaluated model will be added to.  If this is not
+
            outnumpy.ndarray, optional
            An array that the evaluated model will be added to.  If this is not
 given (or given as None), a new array will be created.
            
 
            
 
            coordsarray-like, optional
            An array to be used to translate from the model’s input coordinates
@@ -1691,7 +1691,7 @@ 
            FaucherKaspi2006VelocityMaxwellianReturns:
 
            
-
            outnumpy.ndarray
            The model added to out if  out is not None, or else a
+
            outnumpy.ndarray
            The model added to out if  out is not None, or else a
 new array from evaluating the model over coords.
 If out and coords are both None, the returned array is
 limited to the Model.bounding_box limits. If
diff --git a/docs/dev/api/gammapy.astro.population.FaucherSpiral.html b/docs/dev/api/gammapy.astro.population.FaucherSpiral.html
index e66647ff81b..c14c6443312 100644
--- a/docs/dev/api/gammapy.astro.population.FaucherSpiral.html
+++ b/docs/dev/api/gammapy.astro.population.FaucherSpiral.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1029,7 +1029,7 @@ 
            FaucherSpiral
 
            Parameters:
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is ‘random-seed’.
            
 
            
@@ -1058,7 +1058,7 @@ 
            FaucherSpiralReturns:
 
            
-
            radiusndarray
            Radius (kpc).
            
+
            radiusndarray
            Radius (kpc).
            
 
            
 
            
 
            
@@ -1080,7 +1080,7 @@ 
            FaucherSpiralReturns:
 
            
-
            thetandarray
            Angle (deg).
            
+
            thetandarray
            Angle (deg).
            
 
            
 
            
 
            
@@ -1104,7 +1104,7 @@ 
            FaucherSpiralReturns:
 
            
-
            x, yndarray
            Position (x, y).
            
+
            x, yndarray
            Position (x, y).
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.astro.population.LogSpiral.html b/docs/dev/api/gammapy.astro.population.LogSpiral.html
index 3e3e69f7457..a592f1c6181 100644
--- a/docs/dev/api/gammapy.astro.population.LogSpiral.html
+++ b/docs/dev/api/gammapy.astro.population.LogSpiral.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -987,7 +987,7 @@ 
            LogSpiralReturns:
 
            
-
            radiusndarray
            Radius (kpc).
            
+
            radiusndarray
            Radius (kpc).
            
 
            
 
            
 
            
@@ -1009,7 +1009,7 @@ 
            LogSpiralReturns:
 
            
-
            thetandarray
            Angle (deg).
            
+
            thetandarray
            Angle (deg).
            
 
            
 
            
 
            
@@ -1033,7 +1033,7 @@ 
            LogSpiralReturns:
 
            
-
            x, yndarray
            Position (x, y).
            
+
            x, yndarray
            Position (x, y).
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.astro.population.Lorimer2006.html b/docs/dev/api/gammapy.astro.population.Lorimer2006.html
index d99ab794f4f..d1e44975f2f 100644
--- a/docs/dev/api/gammapy.astro.population.Lorimer2006.html
+++ b/docs/dev/api/gammapy.astro.population.Lorimer2006.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1210,7 +1210,7 @@ 
            Lorimer2006bounding_box can be set
 manually to an array-like object of shape (model.n_inputs, 2). For
 further usage, see Efficient Model Rendering with Bounding Boxes
            
-
            The limits are ordered according to the numpy 'C' indexing
+
            The limits are ordered according to the numpy 'C' indexing
 convention, and are the reverse of the model input order,
 e.g. for inputs ('x', 'y', 'z'), bounding_box is defined:
            
 
              
@@ -1709,7 +1709,7 @@ 
              Lorimer2006
 
              Parameters:
              
 
              
-
              outnumpy.ndarray, optional
              An array that the evaluated model will be added to.  If this is not
+
              outnumpy.ndarray, optional
              An array that the evaluated model will be added to.  If this is not
 given (or given as None), a new array will be created.
              
 
              
 
              coordsarray-like, optional
              An array to be used to translate from the model’s input coordinates
@@ -1723,7 +1723,7 @@ 
              Lorimer2006Returns:
 
              
-
              outnumpy.ndarray
              The model added to out if  out is not None, or else a
+
              outnumpy.ndarray
              The model added to out if  out is not None, or else a
 new array from evaluating the model over coords.
 If out and coords are both None, the returned array is
 limited to the Model.bounding_box limits. If
diff --git a/docs/dev/api/gammapy.astro.population.Paczynski1990.html b/docs/dev/api/gammapy.astro.population.Paczynski1990.html
index 0cfb28802c7..ce5faf63849 100644
--- a/docs/dev/api/gammapy.astro.population.Paczynski1990.html
+++ b/docs/dev/api/gammapy.astro.population.Paczynski1990.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1194,7 +1194,7 @@ 
              Paczynski1990bounding_box can be set
 manually to an array-like object of shape (model.n_inputs, 2). For
 further usage, see Efficient Model Rendering with Bounding Boxes
              
-
              The limits are ordered according to the numpy 'C' indexing
+
              The limits are ordered according to the numpy 'C' indexing
 convention, and are the reverse of the model input order,
 e.g. for inputs ('x', 'y', 'z'), bounding_box is defined:
              
 
                
@@ -1698,7 +1698,7 @@ 
                Paczynski1990
 
                Parameters:
                
 
                
-
                outnumpy.ndarray, optional
                An array that the evaluated model will be added to.  If this is not
+
                outnumpy.ndarray, optional
                An array that the evaluated model will be added to.  If this is not
 given (or given as None), a new array will be created.
                
 
                
 
                coordsarray-like, optional
                An array to be used to translate from the model’s input coordinates
@@ -1712,7 +1712,7 @@ 
                Paczynski1990Returns:
 
                
-
                outnumpy.ndarray
                The model added to out if  out is not None, or else a
+
                outnumpy.ndarray
                The model added to out if  out is not None, or else a
 new array from evaluating the model over coords.
 If out and coords are both None, the returned array is
 limited to the Model.bounding_box limits. If
diff --git a/docs/dev/api/gammapy.astro.population.Paczynski1990Velocity.html b/docs/dev/api/gammapy.astro.population.Paczynski1990Velocity.html
index 1346d485395..3d620c709ec 100644
--- a/docs/dev/api/gammapy.astro.population.Paczynski1990Velocity.html
+++ b/docs/dev/api/gammapy.astro.population.Paczynski1990Velocity.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1184,7 +1184,7 @@ 
                Paczynski1990Velocitybounding_box can be set
 manually to an array-like object of shape (model.n_inputs, 2). For
 further usage, see Efficient Model Rendering with Bounding Boxes
                
-
                The limits are ordered according to the numpy 'C' indexing
+
                The limits are ordered according to the numpy 'C' indexing
 convention, and are the reverse of the model input order,
 e.g. for inputs ('x', 'y', 'z'), bounding_box is defined:
                
 
                  
@@ -1683,7 +1683,7 @@ 
                  Paczynski1990Velocity
 
                  Parameters:
                  
 
                  
-
                  outnumpy.ndarray, optional
                  An array that the evaluated model will be added to.  If this is not
+
                  outnumpy.ndarray, optional
                  An array that the evaluated model will be added to.  If this is not
 given (or given as None), a new array will be created.
                  
 
                  
 
                  coordsarray-like, optional
                  An array to be used to translate from the model’s input coordinates
@@ -1697,7 +1697,7 @@ 
                  Paczynski1990Velocity
 
                  Returns:
                  
 
                  
-
                  outnumpy.ndarray
                  The model added to out if  out is not None, or else a
+
                  outnumpy.ndarray
                  The model added to out if  out is not None, or else a
 new array from evaluating the model over coords.
 If out and coords are both None, the returned array is
 limited to the Model.bounding_box limits. If
diff --git a/docs/dev/api/gammapy.astro.population.ValleeSpiral.html b/docs/dev/api/gammapy.astro.population.ValleeSpiral.html
index 9b073dc7694..8c095a1ac87 100644
--- a/docs/dev/api/gammapy.astro.population.ValleeSpiral.html
+++ b/docs/dev/api/gammapy.astro.population.ValleeSpiral.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1050,7 +1050,7 @@ 
                  ValleeSpiralReturns:
 
                  
-
                  radiusndarray
                  Radius (kpc).
                  
+
                  radiusndarray
                  Radius (kpc).
                  
 
                  
 
                  
 
                  
@@ -1072,7 +1072,7 @@ 
                  ValleeSpiralReturns:
 
                  
-
                  thetandarray
                  Angle (deg).
                  
+
                  thetandarray
                  Angle (deg).
                  
 
                  
 
                  
 
                  
@@ -1096,7 +1096,7 @@ 
                  ValleeSpiralReturns:
 
                  
-
                  x, yndarray
                  Position (x, y).
                  
+
                  x, yndarray
                  Position (x, y).
                  
 
                  
 
                  
 
                  
diff --git a/docs/dev/api/gammapy.astro.population.YusifovKucuk2004.html b/docs/dev/api/gammapy.astro.population.YusifovKucuk2004.html
index cf586f91d28..eda14a526c7 100644
--- a/docs/dev/api/gammapy.astro.population.YusifovKucuk2004.html
+++ b/docs/dev/api/gammapy.astro.population.YusifovKucuk2004.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1216,7 +1216,7 @@ 
                  YusifovKucuk2004bounding_box can be set
 manually to an array-like object of shape (model.n_inputs, 2). For
 further usage, see Efficient Model Rendering with Bounding Boxes
                  
-
                  The limits are ordered according to the numpy 'C' indexing
+
                  The limits are ordered according to the numpy 'C' indexing
 convention, and are the reverse of the model input order,
 e.g. for inputs ('x', 'y', 'z'), bounding_box is defined:
                  
 
                    
@@ -1720,7 +1720,7 @@ 
                    YusifovKucuk2004
 
                    Parameters:
                    
 
                    
-
                    outnumpy.ndarray, optional
                    An array that the evaluated model will be added to.  If this is not
+
                    outnumpy.ndarray, optional
                    An array that the evaluated model will be added to.  If this is not
 given (or given as None), a new array will be created.
                    
 
                    
 
                    coordsarray-like, optional
                    An array to be used to translate from the model’s input coordinates
@@ -1734,7 +1734,7 @@ 
                    YusifovKucuk2004Returns:
 
                    
-
                    outnumpy.ndarray
                    The model added to out if  out is not None, or else a
+
                    outnumpy.ndarray
                    The model added to out if  out is not None, or else a
 new array from evaluating the model over coords.
 If out and coords are both None, the returned array is
 limited to the Model.bounding_box limits. If
diff --git a/docs/dev/api/gammapy.astro.population.YusifovKucuk2004B.html b/docs/dev/api/gammapy.astro.population.YusifovKucuk2004B.html
index 080728721f9..8cce4f47b86 100644
--- a/docs/dev/api/gammapy.astro.population.YusifovKucuk2004B.html
+++ b/docs/dev/api/gammapy.astro.population.YusifovKucuk2004B.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1211,7 +1211,7 @@ 
                    YusifovKucuk2004Bbounding_box can be set
 manually to an array-like object of shape (model.n_inputs, 2). For
 further usage, see Efficient Model Rendering with Bounding Boxes
                    
-
                    The limits are ordered according to the numpy 'C' indexing
+
                    The limits are ordered according to the numpy 'C' indexing
 convention, and are the reverse of the model input order,
 e.g. for inputs ('x', 'y', 'z'), bounding_box is defined:
                    
 
                      
@@ -1710,7 +1710,7 @@ 
                      YusifovKucuk2004B
 
                      Parameters:
                      
 
                      
-
                      outnumpy.ndarray, optional
                      An array that the evaluated model will be added to.  If this is not
+
                      outnumpy.ndarray, optional
                      An array that the evaluated model will be added to.  If this is not
 given (or given as None), a new array will be created.
                      
 
                      
 
                      coordsarray-like, optional
                      An array to be used to translate from the model’s input coordinates
@@ -1724,7 +1724,7 @@ 
                      YusifovKucuk2004BReturns:
 
                      
-
                      outnumpy.ndarray
                      The model added to out if  out is not None, or else a
+
                      outnumpy.ndarray
                      The model added to out if  out is not None, or else a
 new array from evaluating the model over coords.
 If out and coords are both None, the returned array is
 limited to the Model.bounding_box limits. If
diff --git a/docs/dev/api/gammapy.astro.population.add_observed_parameters.html b/docs/dev/api/gammapy.astro.population.add_observed_parameters.html
index 4971a88f568..60c8e60f5d7 100644
--- a/docs/dev/api/gammapy.astro.population.add_observed_parameters.html
+++ b/docs/dev/api/gammapy.astro.population.add_observed_parameters.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.astro.population.add_pulsar_parameters.html b/docs/dev/api/gammapy.astro.population.add_pulsar_parameters.html
index 058c3d5fdda..6ec9c5c26b2 100644
--- a/docs/dev/api/gammapy.astro.population.add_pulsar_parameters.html
+++ b/docs/dev/api/gammapy.astro.population.add_pulsar_parameters.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -967,7 +967,7 @@ 
                      add_pulsar_parameters
 
                      P_stdvfloat, optional
                      The standard deviation period. Default is 0.15.
                      
 
                      
-
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
+
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
 Passed to get_random_state.
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.astro.population.add_pwn_parameters.html b/docs/dev/api/gammapy.astro.population.add_pwn_parameters.html
index 451c5a8e163..67ae9c351c1 100644
--- a/docs/dev/api/gammapy.astro.population.add_pwn_parameters.html
+++ b/docs/dev/api/gammapy.astro.population.add_pwn_parameters.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.astro.population.add_snr_parameters.html b/docs/dev/api/gammapy.astro.population.add_snr_parameters.html
index ad4196074d0..99ed0a6200e 100644
--- a/docs/dev/api/gammapy.astro.population.add_snr_parameters.html
+++ b/docs/dev/api/gammapy.astro.population.add_snr_parameters.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.astro.population.make_base_catalog_galactic.html b/docs/dev/api/gammapy.astro.population.make_base_catalog_galactic.html
index 5818681e4d4..04ace09eefa 100644
--- a/docs/dev/api/gammapy.astro.population.make_base_catalog_galactic.html
+++ b/docs/dev/api/gammapy.astro.population.make_base_catalog_galactic.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -979,7 +979,7 @@ 
                      make_base_catalog_galacticQuantity, optional
                      Density of the interstellar medium.
 Default is “1 cm-3”.
                      
 
                      
-
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
+
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
 Default is “random-state”.
 Passed to get_random_state.
                      
 
                      
diff --git a/docs/dev/api/gammapy.astro.population.make_catalog_random_positions_cube.html b/docs/dev/api/gammapy.astro.population.make_catalog_random_positions_cube.html
index 52086d8d33b..396125010a8 100644
--- a/docs/dev/api/gammapy.astro.population.make_catalog_random_positions_cube.html
+++ b/docs/dev/api/gammapy.astro.population.make_catalog_random_positions_cube.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -967,7 +967,7 @@ 
                      make_catalog_random_positions_cubeQuantity, optional
                      Maximum distance. Default is “1 pc”.
                      
 
                      
-
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
+
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
 Default is ‘random-seed’.
 Passed to get_random_state.
                      
 
                      
diff --git a/docs/dev/api/gammapy.astro.population.make_catalog_random_positions_sphere.html b/docs/dev/api/gammapy.astro.population.make_catalog_random_positions_sphere.html
index baba73987d3..f0ff13b0107 100644
--- a/docs/dev/api/gammapy.astro.population.make_catalog_random_positions_sphere.html
+++ b/docs/dev/api/gammapy.astro.population.make_catalog_random_positions_sphere.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -963,7 +963,7 @@ 
                      make_catalog_random_positions_sphereQuantity, optional
                      Minimum and maximum distance. Default is “0 pc” and “1 pc”, respectively.
                      
 
                      
-
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
+
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
 Default is “random-state”.
 Passed to get_random_state.
                      
 
                      
diff --git a/docs/dev/api/gammapy.astro.population.radial_distributions.html b/docs/dev/api/gammapy.astro.population.radial_distributions.html
index f4b8def950e..27a8e6d508a 100644
--- a/docs/dev/api/gammapy.astro.population.radial_distributions.html
+++ b/docs/dev/api/gammapy.astro.population.radial_distributions.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.astro.population.velocity_distributions.html b/docs/dev/api/gammapy.astro.population.velocity_distributions.html
index 86009fe1e5f..64adc4af93b 100644
--- a/docs/dev/api/gammapy.astro.population.velocity_distributions.html
+++ b/docs/dev/api/gammapy.astro.population.velocity_distributions.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.astro.source.PWN.html b/docs/dev/api/gammapy.astro.source.PWN.html
index 0e2d71e8cfc..6ec93e51c98 100644
--- a/docs/dev/api/gammapy.astro.source.PWN.html
+++ b/docs/dev/api/gammapy.astro.source.PWN.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.astro.source.Pulsar.html b/docs/dev/api/gammapy.astro.source.Pulsar.html
index d49389c71fd..8c71331afa2 100644
--- a/docs/dev/api/gammapy.astro.source.Pulsar.html
+++ b/docs/dev/api/gammapy.astro.source.Pulsar.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.astro.source.SNR.html b/docs/dev/api/gammapy.astro.source.SNR.html
index 376c8f285b5..330977e5be4 100644
--- a/docs/dev/api/gammapy.astro.source.SNR.html
+++ b/docs/dev/api/gammapy.astro.source.SNR.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.astro.source.SNRTrueloveMcKee.html b/docs/dev/api/gammapy.astro.source.SNRTrueloveMcKee.html
index be849b67296..465856477ad 100644
--- a/docs/dev/api/gammapy.astro.source.SNRTrueloveMcKee.html
+++ b/docs/dev/api/gammapy.astro.source.SNRTrueloveMcKee.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.astro.source.SimplePulsar.html b/docs/dev/api/gammapy.astro.source.SimplePulsar.html
index 3770aff30b4..a3baec7f852 100644
--- a/docs/dev/api/gammapy.astro.source.SimplePulsar.html
+++ b/docs/dev/api/gammapy.astro.source.SimplePulsar.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.CATALOG_REGISTRY.html b/docs/dev/api/gammapy.catalog.CATALOG_REGISTRY.html
index fc55fcdaeb0..feebb0ad9df 100644
--- a/docs/dev/api/gammapy.catalog.CATALOG_REGISTRY.html
+++ b/docs/dev/api/gammapy.catalog.CATALOG_REGISTRY.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog.html b/docs/dev/api/gammapy.catalog.SourceCatalog.html
index 0509d991ca1..388eb16bbd9 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog1LHAASO.html b/docs/dev/api/gammapy.catalog.SourceCatalog1LHAASO.html
index afeec1269a0..42f29010772 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog1LHAASO.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog1LHAASO.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog2FHL.html b/docs/dev/api/gammapy.catalog.SourceCatalog2FHL.html
index 69fce6536e9..89d5996778e 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog2FHL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog2FHL.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog2HWC.html b/docs/dev/api/gammapy.catalog.SourceCatalog2HWC.html
index b347166ee4b..e782093b4e8 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog2HWC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog2HWC.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog2PC.html b/docs/dev/api/gammapy.catalog.SourceCatalog2PC.html
index f69ffa0d76b..f85cadf05bb 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog2PC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog2PC.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog3FGL.html b/docs/dev/api/gammapy.catalog.SourceCatalog3FGL.html
index 147ab8f114a..23a75748729 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog3FGL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog3FGL.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog3FHL.html b/docs/dev/api/gammapy.catalog.SourceCatalog3FHL.html
index d93ad4d15df..47c108955d6 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog3FHL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog3FHL.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog3HWC.html b/docs/dev/api/gammapy.catalog.SourceCatalog3HWC.html
index c2019a2bf63..758b3149f8a 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog3HWC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog3HWC.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog3PC.html b/docs/dev/api/gammapy.catalog.SourceCatalog3PC.html
index 6f24acf3551..96f735ed35e 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog3PC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog3PC.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog4FGL.html b/docs/dev/api/gammapy.catalog.SourceCatalog4FGL.html
index 7d39fc1b58d..1ce2017f050 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog4FGL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog4FGL.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogGammaCat.html b/docs/dev/api/gammapy.catalog.SourceCatalogGammaCat.html
index 5ecba6c18db..9b60f175f18 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogGammaCat.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogGammaCat.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogHGPS.html b/docs/dev/api/gammapy.catalog.SourceCatalogHGPS.html
index b8d2a85c4c2..7cedeb96525 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogHGPS.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogHGPS.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogLargeScaleHGPS.html b/docs/dev/api/gammapy.catalog.SourceCatalogLargeScaleHGPS.html
index 7bd48281c74..82533aa388e 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogLargeScaleHGPS.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogLargeScaleHGPS.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject.html
index f32ffcc5de5..0d68f3f4641 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject1LHAASO.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject1LHAASO.html
index 1af49dddf76..9bed20a5243 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject1LHAASO.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject1LHAASO.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject2FHL.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject2FHL.html
index a6c0ae75073..1a19a8519c8 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject2FHL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject2FHL.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject2HWC.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject2HWC.html
index 2ebc91fdaa2..8670d71e7f2 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject2HWC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject2HWC.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject2PC.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject2PC.html
index 946c307daeb..cf06179e3b6 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject2PC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject2PC.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject3FGL.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject3FGL.html
index 2632665903b..f221fe6237a 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject3FGL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject3FGL.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject3FHL.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject3FHL.html
index d776de27fef..7de5651920e 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject3FHL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject3FHL.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject3HWC.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject3HWC.html
index 03da1970224..2dc8d33738b 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject3HWC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject3HWC.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject3PC.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject3PC.html
index 3da5e148b60..0035c639c43 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject3PC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject3PC.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject4FGL.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject4FGL.html
index 92629ab7178..383cdbb7bfd 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject4FGL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject4FGL.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObjectGammaCat.html b/docs/dev/api/gammapy.catalog.SourceCatalogObjectGammaCat.html
index 91e32274a6f..b44b71d3f84 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObjectGammaCat.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObjectGammaCat.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPS.html b/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPS.html
index 52d59df339b..26b4bed28d8 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPS.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPS.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPSComponent.html b/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPSComponent.html
index 8b72a805c4d..01f3386a7b6 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPSComponent.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPSComponent.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.data.DataStore.html b/docs/dev/api/gammapy.data.DataStore.html
index 41e3d56185c..d2aceed942e 100644
--- a/docs/dev/api/gammapy.data.DataStore.html
+++ b/docs/dev/api/gammapy.data.DataStore.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.data.EventList.html b/docs/dev/api/gammapy.data.EventList.html
index e000df931b6..daf708a65b3 100644
--- a/docs/dev/api/gammapy.data.EventList.html
+++ b/docs/dev/api/gammapy.data.EventList.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1423,7 +1423,7 @@ 
                      EventListnumpy.percentile:
                      
+containment radius using numpy.percentile:
                      
 
                      import numpy as np
 r68 = np.percentile(offset, q=68)
 
                      
diff --git a/docs/dev/api/gammapy.data.EventListMetaData.html b/docs/dev/api/gammapy.data.EventListMetaData.html
index 1ede8636684..684567ea422 100644
--- a/docs/dev/api/gammapy.data.EventListMetaData.html
+++ b/docs/dev/api/gammapy.data.EventListMetaData.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.data.FixedPointingInfo.html b/docs/dev/api/gammapy.data.FixedPointingInfo.html
index b1ecdd4c945..c9ef862debd 100644
--- a/docs/dev/api/gammapy.data.FixedPointingInfo.html
+++ b/docs/dev/api/gammapy.data.FixedPointingInfo.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.data.GTI.html b/docs/dev/api/gammapy.data.GTI.html
index 1a04d713eab..fa968100035 100644
--- a/docs/dev/api/gammapy.data.GTI.html
+++ b/docs/dev/api/gammapy.data.GTI.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.data.HDUIndexTable.html b/docs/dev/api/gammapy.data.HDUIndexTable.html
index 91f2eb28766..2445b44bb3d 100644
--- a/docs/dev/api/gammapy.data.HDUIndexTable.html
+++ b/docs/dev/api/gammapy.data.HDUIndexTable.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1621,7 +1621,7 @@ 
                      HDUIndexTable
 argsort(keys=None, kind=None, reverse=False)#
 
                      Return the indices which would sort the table according to one or
-more key columns.  This simply calls the numpy.argsort function on
+more key columns.  This simply calls the numpy.argsort function on
 the table with the order parameter set to keys.
                      
 
                      
 
                      Parameters:
                      
@@ -1663,8 +1663,8 @@ 
                      HDUIndexTableReturns:
 
                      
-
                      table_arrayarray or MaskedArray
                      Copy of table as a numpy structured array.
-ndarray for unmasked or MaskedArray for masked.
                      
+
                      table_arrayarray or MaskedArray
                      Copy of table as a numpy structured array.
+ndarray for unmasked or MaskedArray for masked.
                      
 
                      
 
                      
 
                      
@@ -2598,7 +2598,7 @@ 
                      HDUIndexTable
                      
 
                      namestr
                      Name of column to replace
                      
 
                      
-
                      colColumn or ndarray or sequence
                      New column object to replace the existing column.
                      
+
                      colColumn or ndarray or sequence
                      New column object to replace the existing column.
                      
 
                      
 
                      copybool
                      Make copy of the input col, default=True
                      
 
                      
diff --git a/docs/dev/api/gammapy.data.Observation.html b/docs/dev/api/gammapy.data.Observation.html
index 189abdf8382..2980cca342b 100644
--- a/docs/dev/api/gammapy.data.Observation.html
+++ b/docs/dev/api/gammapy.data.Observation.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.data.ObservationFilter.html b/docs/dev/api/gammapy.data.ObservationFilter.html
index a79031ea507..a4bb3b103d2 100644
--- a/docs/dev/api/gammapy.data.ObservationFilter.html
+++ b/docs/dev/api/gammapy.data.ObservationFilter.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.data.ObservationMetaData.html b/docs/dev/api/gammapy.data.ObservationMetaData.html
index 9af2734cef8..6c6b264e574 100644
--- a/docs/dev/api/gammapy.data.ObservationMetaData.html
+++ b/docs/dev/api/gammapy.data.ObservationMetaData.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.data.ObservationTable.html b/docs/dev/api/gammapy.data.ObservationTable.html
index 9cdb2cb880f..a920b80d9d4 100644
--- a/docs/dev/api/gammapy.data.ObservationTable.html
+++ b/docs/dev/api/gammapy.data.ObservationTable.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1618,7 +1618,7 @@ 
                      ObservationTable
 argsort(keys=None, kind=None, reverse=False)#
 
                      Return the indices which would sort the table according to one or
-more key columns.  This simply calls the numpy.argsort function on
+more key columns.  This simply calls the numpy.argsort function on
 the table with the order parameter set to keys.
                      
 
                      
 
                      Parameters:
                      
@@ -1660,8 +1660,8 @@ 
                      ObservationTableReturns:
 
                      
-
                      table_arrayarray or MaskedArray
                      Copy of table as a numpy structured array.
-ndarray for unmasked or MaskedArray for masked.
                      
+
                      table_arrayarray or MaskedArray
                      Copy of table as a numpy structured array.
+ndarray for unmasked or MaskedArray for masked.
                      
 
                      
 
                      
 
                      
@@ -2563,7 +2563,7 @@ 
                      ObservationTable
                      
 
                      namestr
                      Name of column to replace
                      
 
                      
-
                      colColumn or ndarray or sequence
                      New column object to replace the existing column.
                      
+
                      colColumn or ndarray or sequence
                      New column object to replace the existing column.
                      
 
                      
 
                      copybool
                      Make copy of the input col, default=True
                      
 
                      
diff --git a/docs/dev/api/gammapy.data.Observations.html b/docs/dev/api/gammapy.data.Observations.html
index 0c3daaa5d43..005944f19b9 100644
--- a/docs/dev/api/gammapy.data.Observations.html
+++ b/docs/dev/api/gammapy.data.Observations.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1074,7 +1074,7 @@ 
                      Observations
 
                      Parameters:
                      
 
                      
-
                      labelslist or numpy.ndarray
                      Array of group labels.
                      
+
                      labelslist or numpy.ndarray
                      Array of group labels.
                      
 
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.data.ObservationsEventsSampler.html b/docs/dev/api/gammapy.data.ObservationsEventsSampler.html
index 0ef4e57dbf8..eb3537f96fb 100644
--- a/docs/dev/api/gammapy.data.ObservationsEventsSampler.html
+++ b/docs/dev/api/gammapy.data.ObservationsEventsSampler.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.data.PointingInfo.html b/docs/dev/api/gammapy.data.PointingInfo.html
index e6473d25adb..9133f4b1aba 100644
--- a/docs/dev/api/gammapy.data.PointingInfo.html
+++ b/docs/dev/api/gammapy.data.PointingInfo.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.data.PointingMode.html b/docs/dev/api/gammapy.data.PointingMode.html
index c657bb1d76a..2410ca414a6 100644
--- a/docs/dev/api/gammapy.data.PointingMode.html
+++ b/docs/dev/api/gammapy.data.PointingMode.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.data.get_irfs_features.html b/docs/dev/api/gammapy.data.get_irfs_features.html
index 8fbe2ea0595..43cc66f14ae 100644
--- a/docs/dev/api/gammapy.data.get_irfs_features.html
+++ b/docs/dev/api/gammapy.data.get_irfs_features.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.data.observatory_locations.html b/docs/dev/api/gammapy.data.observatory_locations.html
index 805ad3340af..b4cccc1d786 100644
--- a/docs/dev/api/gammapy.data.observatory_locations.html
+++ b/docs/dev/api/gammapy.data.observatory_locations.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.datasets.DATASET_REGISTRY.html b/docs/dev/api/gammapy.datasets.DATASET_REGISTRY.html
index f111a7da0c4..a5fdafee0db 100644
--- a/docs/dev/api/gammapy.datasets.DATASET_REGISTRY.html
+++ b/docs/dev/api/gammapy.datasets.DATASET_REGISTRY.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.datasets.Dataset.html b/docs/dev/api/gammapy.datasets.Dataset.html
index 27861d01e17..d2d0aea5d5c 100644
--- a/docs/dev/api/gammapy.datasets.Dataset.html
+++ b/docs/dev/api/gammapy.datasets.Dataset.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.datasets.Datasets.html b/docs/dev/api/gammapy.datasets.Datasets.html
index 18640a67141..4ff64a169e8 100644
--- a/docs/dev/api/gammapy.datasets.Datasets.html
+++ b/docs/dev/api/gammapy.datasets.Datasets.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1070,7 +1070,7 @@ 
                      Datasets
 
                      
 
                      Returns:
                      
 
                      
-
                      contributionsarray
                      Array indicating which dataset contributes to the likelihood.
                      
+
                      contributionsarray
                      Array indicating which dataset contributes to the likelihood.
                      
 
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.datasets.FluxPointsDataset.html b/docs/dev/api/gammapy.datasets.FluxPointsDataset.html
index d7539c8944e..ab708d98d2e 100644
--- a/docs/dev/api/gammapy.datasets.FluxPointsDataset.html
+++ b/docs/dev/api/gammapy.datasets.FluxPointsDataset.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -964,9 +964,9 @@ 
                      FluxPointsDatasetFluxPoints
                      Flux points. Must be sorted along the energy axis.
                      
 
                      
-
                      mask_fitnumpy.ndarray
                      Mask to apply for fitting.
                      
+
                      mask_fitnumpy.ndarray
                      Mask to apply for fitting.
                      
 
                      
-
                      mask_safenumpy.ndarray
                      Mask defining the safe data range. By default, upper limit values are excluded.
                      
+
                      mask_safenumpy.ndarray
                      Mask defining the safe data range. By default, upper limit values are excluded.
                      
 
                      
 
                      meta_tableTable
                      Table listing information on observations used to create the dataset.
 One line per observation for stacked datasets.
                      
@@ -1363,7 +1363,7 @@ 
                      FluxPointsDatasetReturns:
 
                      
-
                      residualsndarray
                      Residuals array.
                      
+
                      residualsndarray
                      Residuals array.
                      
 
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.datasets.MapDataset.html b/docs/dev/api/gammapy.datasets.MapDataset.html
index 4923a95a463..d5043f22588 100644
--- a/docs/dev/api/gammapy.datasets.MapDataset.html
+++ b/docs/dev/api/gammapy.datasets.MapDataset.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1602,7 +1602,7 @@ 
                      MapDataset
 
                      Parameters:
                      
 
                      
-
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
+
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
 Passed to get_random_state. Default is “random-seed”.
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.datasets.MapDatasetEventSampler.html b/docs/dev/api/gammapy.datasets.MapDatasetEventSampler.html
index b350622ac98..28b6f895e07 100644
--- a/docs/dev/api/gammapy.datasets.MapDatasetEventSampler.html
+++ b/docs/dev/api/gammapy.datasets.MapDatasetEventSampler.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -958,7 +958,7 @@ 
                      MapDatasetEventSampler
 
                      Parameters:
                      
 
                      
-
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
                      Defines random number generator initialisation via the get_random_state function.
                      
+
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
                      Defines random number generator initialisation via the get_random_state function.
                      
 
                      
 
                      oversample_energy_factorint, optional
                      Defines an oversampling factor for the energies; it is used only when sampling
 an energy-dependent time-varying source.
                      
diff --git a/docs/dev/api/gammapy.datasets.MapDatasetMetaData.html b/docs/dev/api/gammapy.datasets.MapDatasetMetaData.html
index 2e3a5a91b5b..164fc680014 100644
--- a/docs/dev/api/gammapy.datasets.MapDatasetMetaData.html
+++ b/docs/dev/api/gammapy.datasets.MapDatasetMetaData.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -952,7 +952,7 @@
 
                      MapDatasetMetaData#
                      
 
                      
 
                      
-class gammapy.datasets.MapDatasetMetaData(*, creation: ~gammapy.utils.metadata.CreatorMetaData | None = CreatorMetaData(creator='Gammapy 1.3.dev889+g67ee75edc', date=<Time object: scale='utc' format='datetime' value=2024-08-16 16:08:11.889389>, origin=None), obs_info: ~gammapy.utils.metadata.ObsInfoMetaData | list[~gammapy.utils.metadata.ObsInfoMetaData] | None = None, pointing: ~gammapy.utils.metadata.PointingInfoMetaData | list[~gammapy.utils.metadata.PointingInfoMetaData] | None = None, event_type: str | list[str] | None = None, optional: dict | None = None)[source]#
                      
+class gammapy.datasets.MapDatasetMetaData(*, creation: ~gammapy.utils.metadata.CreatorMetaData | None = CreatorMetaData(creator='Gammapy 1.3.dev917+g1c71be61b', date=<Time object: scale='utc' format='datetime' value=2024-08-27 16:06:18.159619>, origin=None), obs_info: ~gammapy.utils.metadata.ObsInfoMetaData | list[~gammapy.utils.metadata.ObsInfoMetaData] | None = None, pointing: ~gammapy.utils.metadata.PointingInfoMetaData | list[~gammapy.utils.metadata.PointingInfoMetaData] | None = None, event_type: str | list[str] | None = None, optional: dict | None = None)[source]#
 
                      Bases: MetaData
                      
 
                      Metadata containing information about the Dataset.
                      
 
                      
@@ -1111,7 +1111,7 @@ 
                      MapDatasetMetaData
 
                      
-model_fields: ClassVar[dict[str, FieldInfo]] = {'creation': FieldInfo(annotation=Union[CreatorMetaData, NoneType], required=False, default=CreatorMetaData(creator='Gammapy 1.3.dev889+g67ee75edc', date=<Time object: scale='utc' format='datetime' value=2024-08-16 16:08:11.889389>, origin=None)), 'event_type': FieldInfo(annotation=Union[str, list[str], NoneType], required=False, default=None), 'obs_info': FieldInfo(annotation=Union[ObsInfoMetaData, list[ObsInfoMetaData], NoneType], required=False, default=None), 'optional': FieldInfo(annotation=Union[dict, NoneType], required=False, default=None), 'pointing': FieldInfo(annotation=Union[PointingInfoMetaData, list[PointingInfoMetaData], NoneType], required=False, default=None)}#
                      
+model_fields: ClassVar[dict[str, FieldInfo]] = {'creation': FieldInfo(annotation=Union[CreatorMetaData, NoneType], required=False, default=CreatorMetaData(creator='Gammapy 1.3.dev917+g1c71be61b', date=<Time object: scale='utc' format='datetime' value=2024-08-27 16:06:18.159619>, origin=None)), 'event_type': FieldInfo(annotation=Union[str, list[str], NoneType], required=False, default=None), 'obs_info': FieldInfo(annotation=Union[ObsInfoMetaData, list[ObsInfoMetaData], NoneType], required=False, default=None), 'optional': FieldInfo(annotation=Union[dict, NoneType], required=False, default=None), 'pointing': FieldInfo(annotation=Union[PointingInfoMetaData, list[PointingInfoMetaData], NoneType], required=False, default=None)}#
 
                      Metadata about the fields defined on the model,
 mapping of field names to [FieldInfo][pydantic.fields.FieldInfo].
                      
 
                      This replaces Model.__fields__ from Pydantic V1.
                      
diff --git a/docs/dev/api/gammapy.datasets.MapDatasetOnOff.html b/docs/dev/api/gammapy.datasets.MapDatasetOnOff.html
index b2fce831228..0597e77ae4b 100644
--- a/docs/dev/api/gammapy.datasets.MapDatasetOnOff.html
+++ b/docs/dev/api/gammapy.datasets.MapDatasetOnOff.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1600,7 +1600,7 @@ 
                      MapDatasetOnOff
                      
 
                      npred_backgroundMap
                      Expected number of background counts in the on region.
                      
 
                      
-
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
+
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
 Passed to get_random_state. Default is “random-seed”.
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.datasets.OGIPDatasetReader.html b/docs/dev/api/gammapy.datasets.OGIPDatasetReader.html
index 812b4783318..6df932c7d13 100644
--- a/docs/dev/api/gammapy.datasets.OGIPDatasetReader.html
+++ b/docs/dev/api/gammapy.datasets.OGIPDatasetReader.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.datasets.OGIPDatasetWriter.html b/docs/dev/api/gammapy.datasets.OGIPDatasetWriter.html
index 348f10dc151..9733028a577 100644
--- a/docs/dev/api/gammapy.datasets.OGIPDatasetWriter.html
+++ b/docs/dev/api/gammapy.datasets.OGIPDatasetWriter.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.datasets.ObservationEventSampler.html b/docs/dev/api/gammapy.datasets.ObservationEventSampler.html
index af3f9ff2267..156d0af2de9 100644
--- a/docs/dev/api/gammapy.datasets.ObservationEventSampler.html
+++ b/docs/dev/api/gammapy.datasets.ObservationEventSampler.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -962,7 +962,7 @@ 
                      ObservationEventSampler
 
                      Parameters:
                      
 
                      
-
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
                      Defines random number generator initialisation via the get_random_state function.
                      
+
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
                      Defines random number generator initialisation via the get_random_state function.
                      
 
                      
 
                      oversample_energy_factorint, optional
                      Defines an oversampling factor for the energies; it is used only when sampling
 an energy-dependent time-varying source. Default is 10.
                      
diff --git a/docs/dev/api/gammapy.datasets.SpectrumDataset.html b/docs/dev/api/gammapy.datasets.SpectrumDataset.html
index 3957a6b123f..88a61b3f94b 100644
--- a/docs/dev/api/gammapy.datasets.SpectrumDataset.html
+++ b/docs/dev/api/gammapy.datasets.SpectrumDataset.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1521,7 +1521,7 @@ 
                      SpectrumDataset
 
                      Parameters:
                      
 
                      
-
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
+
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
 Passed to get_random_state. Default is “random-seed”.
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.datasets.SpectrumDatasetOnOff.html b/docs/dev/api/gammapy.datasets.SpectrumDatasetOnOff.html
index 99ae5a08ade..f9ec43cd6dd 100644
--- a/docs/dev/api/gammapy.datasets.SpectrumDatasetOnOff.html
+++ b/docs/dev/api/gammapy.datasets.SpectrumDatasetOnOff.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1553,7 +1553,7 @@ 
                      SpectrumDatasetOnOff
                      
 
                      npred_backgroundMap
                      Expected number of background counts in the on region.
                      
 
                      
-
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
+
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
                      Defines random number generator initialisation.
 Passed to get_random_state. Default is “random-seed”.
                      
 
                      
 
                      
@@ -1678,9 +1678,9 @@ 
                      SpectrumDatasetOnOff
                      
 
                      datasetSpectrumDataset
                      Spectrum dataset defining counts, edisp, exposure etc.
                      
 
                      
-
                      acceptancearray or float
                      Relative background efficiency in the on region.
                      
+
                      acceptancearray or float
                      Relative background efficiency in the on region.
                      
 
                      
-
                      acceptance_offarray or float
                      Relative background efficiency in the off region.
                      
+
                      acceptance_offarray or float
                      Relative background efficiency in the off region.
                      
 
                      
 
                      counts_offRegionNDMap
                      Off counts spectrum. If the dataset provides a background model,
 and no off counts are defined. The off counts are deferred from
diff --git a/docs/dev/api/gammapy.datasets.apply_edisp.html b/docs/dev/api/gammapy.datasets.apply_edisp.html
index 1898d1df9cd..3571b4ed571 100644
--- a/docs/dev/api/gammapy.datasets.apply_edisp.html
+++ b/docs/dev/api/gammapy.datasets.apply_edisp.html
@@ -66,7 +66,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/api/gammapy.datasets.create_map_dataset_from_observation.html b/docs/dev/api/gammapy.datasets.create_map_dataset_from_observation.html
index 9245afede86..127623489cd 100644
--- a/docs/dev/api/gammapy.datasets.create_map_dataset_from_observation.html
+++ b/docs/dev/api/gammapy.datasets.create_map_dataset_from_observation.html
@@ -66,7 +66,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/api/gammapy.datasets.create_map_dataset_geoms.html b/docs/dev/api/gammapy.datasets.create_map_dataset_geoms.html
index 5122565a818..4963fe6718e 100644
--- a/docs/dev/api/gammapy.datasets.create_map_dataset_geoms.html
+++ b/docs/dev/api/gammapy.datasets.create_map_dataset_geoms.html
@@ -66,7 +66,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/api/gammapy.datasets.split_dataset.html b/docs/dev/api/gammapy.datasets.split_dataset.html
index 41dd5b38c11..58f36059ed4 100644
--- a/docs/dev/api/gammapy.datasets.split_dataset.html
+++ b/docs/dev/api/gammapy.datasets.split_dataset.html
@@ -66,7 +66,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/api/gammapy.datasets.utils.apply_edisp.html b/docs/dev/api/gammapy.datasets.utils.apply_edisp.html
index 171d135f57f..f05c9bf1424 100644
--- a/docs/dev/api/gammapy.datasets.utils.apply_edisp.html
+++ b/docs/dev/api/gammapy.datasets.utils.apply_edisp.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.datasets.utils.split_dataset.html b/docs/dev/api/gammapy.datasets.utils.split_dataset.html
index 1aadad74db0..d0208b65778 100644
--- a/docs/dev/api/gammapy.datasets.utils.split_dataset.html
+++ b/docs/dev/api/gammapy.datasets.utils.split_dataset.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.estimators.ASmoothMapEstimator.html b/docs/dev/api/gammapy.estimators.ASmoothMapEstimator.html
index 628cdfcdcdd..e2295ecf898 100644
--- a/docs/dev/api/gammapy.estimators.ASmoothMapEstimator.html
+++ b/docs/dev/api/gammapy.estimators.ASmoothMapEstimator.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1118,7 +1118,7 @@ 
                      ASmoothMapEstimatorReturns:
 
                      
-
                      scalesndarray
                      Scale array.
                      
+
                      scalesndarray
                      Scale array.
                      
 
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.estimators.ESTIMATOR_REGISTRY.html b/docs/dev/api/gammapy.estimators.ESTIMATOR_REGISTRY.html
index 3d0e4c6082a..6c14d07cf11 100644
--- a/docs/dev/api/gammapy.estimators.ESTIMATOR_REGISTRY.html
+++ b/docs/dev/api/gammapy.estimators.ESTIMATOR_REGISTRY.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.EnergyDependentMorphologyEstimator.html b/docs/dev/api/gammapy.estimators.EnergyDependentMorphologyEstimator.html
index 9bdccdc7607..0aca420882e 100644
--- a/docs/dev/api/gammapy.estimators.EnergyDependentMorphologyEstimator.html
+++ b/docs/dev/api/gammapy.estimators.EnergyDependentMorphologyEstimator.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.Estimator.html b/docs/dev/api/gammapy.estimators.Estimator.html
index 63eb1ceb7b3..153480e054c 100644
--- a/docs/dev/api/gammapy.estimators.Estimator.html
+++ b/docs/dev/api/gammapy.estimators.Estimator.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.ExcessMapEstimator.html b/docs/dev/api/gammapy.estimators.ExcessMapEstimator.html
index 70869b28e09..53105b26e40 100644
--- a/docs/dev/api/gammapy.estimators.ExcessMapEstimator.html
+++ b/docs/dev/api/gammapy.estimators.ExcessMapEstimator.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.FluxMaps.html b/docs/dev/api/gammapy.estimators.FluxMaps.html
index 83d89b5f594..4e478d85543 100644
--- a/docs/dev/api/gammapy.estimators.FluxMaps.html
+++ b/docs/dev/api/gammapy.estimators.FluxMaps.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.FluxMetaData.html b/docs/dev/api/gammapy.estimators.FluxMetaData.html
index 8e04c74ce8c..25bea41a0e4 100644
--- a/docs/dev/api/gammapy.estimators.FluxMetaData.html
+++ b/docs/dev/api/gammapy.estimators.FluxMetaData.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -952,7 +952,7 @@
 
                      FluxMetaData#
                      
 
                      
 
                      
-class gammapy.estimators.FluxMetaData(*, sed_type: ~gammapy.estimators.metadata.SEDTYPEEnum | None = None, sed_type_init: ~gammapy.estimators.metadata.SEDTYPEEnum | None = None, n_sigma: float | None = None, n_sigma_ul: float | None = None, sqrt_ts_threshold_ul: float | None = None, n_sigma_sensitivity: float | None = None, target: ~gammapy.utils.metadata.TargetMetaData | None = None, creation: ~gammapy.utils.metadata.CreatorMetaData | None = CreatorMetaData(creator='Gammapy 1.3.dev889+g67ee75edc', date=<Time object: scale='utc' format='datetime' value=2024-08-16 16:08:11.947959>, origin=None), optional: dict | None = None)[source]#
                      
+class gammapy.estimators.FluxMetaData(*, sed_type: ~gammapy.estimators.metadata.SEDTYPEEnum | None = None, sed_type_init: ~gammapy.estimators.metadata.SEDTYPEEnum | None = None, n_sigma: float | None = None, n_sigma_ul: float | None = None, sqrt_ts_threshold_ul: float | None = None, n_sigma_sensitivity: float | None = None, target: ~gammapy.utils.metadata.TargetMetaData | None = None, creation: ~gammapy.utils.metadata.CreatorMetaData | None = CreatorMetaData(creator='Gammapy 1.3.dev917+g1c71be61b', date=<Time object: scale='utc' format='datetime' value=2024-08-27 16:06:18.218974>, origin=None), optional: dict | None = None)[source]#
 
                      Bases: MetaData
                      
 
                      Metadata containing information about the FluxPoints and FluxMaps.
                      
 
                      
@@ -1117,7 +1117,7 @@ 
                      FluxMetaData
 
                      
-model_fields: ClassVar[dict[str, FieldInfo]] = {'creation': FieldInfo(annotation=Union[CreatorMetaData, NoneType], required=False, default=CreatorMetaData(creator='Gammapy 1.3.dev889+g67ee75edc', date=<Time object: scale='utc' format='datetime' value=2024-08-16 16:08:11.947959>, origin=None)), 'n_sigma': FieldInfo(annotation=Union[float, NoneType], required=False, default=None), 'n_sigma_sensitivity': FieldInfo(annotation=Union[float, NoneType], required=False, default=None), 'n_sigma_ul': FieldInfo(annotation=Union[float, NoneType], required=False, default=None), 'optional': FieldInfo(annotation=Union[dict, NoneType], required=False, default=None), 'sed_type': FieldInfo(annotation=Union[SEDTYPEEnum, NoneType], required=False, default=None), 'sed_type_init': FieldInfo(annotation=Union[SEDTYPEEnum, NoneType], required=False, default=None), 'sqrt_ts_threshold_ul': FieldInfo(annotation=Union[float, NoneType], required=False, default=None), 'target': FieldInfo(annotation=Union[TargetMetaData, NoneType], required=False, default=None)}#
                      
+model_fields: ClassVar[dict[str, FieldInfo]] = {'creation': FieldInfo(annotation=Union[CreatorMetaData, NoneType], required=False, default=CreatorMetaData(creator='Gammapy 1.3.dev917+g1c71be61b', date=<Time object: scale='utc' format='datetime' value=2024-08-27 16:06:18.218974>, origin=None)), 'n_sigma': FieldInfo(annotation=Union[float, NoneType], required=False, default=None), 'n_sigma_sensitivity': FieldInfo(annotation=Union[float, NoneType], required=False, default=None), 'n_sigma_ul': FieldInfo(annotation=Union[float, NoneType], required=False, default=None), 'optional': FieldInfo(annotation=Union[dict, NoneType], required=False, default=None), 'sed_type': FieldInfo(annotation=Union[SEDTYPEEnum, NoneType], required=False, default=None), 'sed_type_init': FieldInfo(annotation=Union[SEDTYPEEnum, NoneType], required=False, default=None), 'sqrt_ts_threshold_ul': FieldInfo(annotation=Union[float, NoneType], required=False, default=None), 'target': FieldInfo(annotation=Union[TargetMetaData, NoneType], required=False, default=None)}#
 
                      Metadata about the fields defined on the model,
 mapping of field names to [FieldInfo][pydantic.fields.FieldInfo].
                      
 
                      This replaces Model.__fields__ from Pydantic V1.
                      
diff --git a/docs/dev/api/gammapy.estimators.FluxPoints.html b/docs/dev/api/gammapy.estimators.FluxPoints.html
index 7e0f1f87f6b..3c242d1ba48 100644
--- a/docs/dev/api/gammapy.estimators.FluxPoints.html
+++ b/docs/dev/api/gammapy.estimators.FluxPoints.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -2108,7 +2108,7 @@ 
                      FluxPoints
                      
 
                      n_sigma_ulint
                      Number of sigma to use for upper limit computation. Default is 2.
                      
 
                      
-
                      **kwargsdict, optional
                      Keyword arguments passed to brentq.
                      
+
                      **kwargsdict, optional
                      Keyword arguments passed to brentq.
                      
 
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.estimators.FluxPointsEstimator.html b/docs/dev/api/gammapy.estimators.FluxPointsEstimator.html
index c7003018fb0..a3f01781016 100644
--- a/docs/dev/api/gammapy.estimators.FluxPointsEstimator.html
+++ b/docs/dev/api/gammapy.estimators.FluxPointsEstimator.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -977,7 +977,7 @@ 
                      FluxPointsEstimatorint
                      Number of norm values used for the fit statistic profile.
                      
 
                      
-
                      norm_valuesnumpy.ndarray
                      Array of norm values to be used for the fit statistic profile.
                      
+
                      norm_valuesnumpy.ndarray
                      Array of norm values to be used for the fit statistic profile.
                      
 
                      
 
                      n_sigmaint
                      Number of sigma to use for asymmetric error computation. Default is 1.
                      
 
                      
diff --git a/docs/dev/api/gammapy.estimators.FluxProfileEstimator.html b/docs/dev/api/gammapy.estimators.FluxProfileEstimator.html
index 99ddbe02dd2..2a9c5fe46cc 100644
--- a/docs/dev/api/gammapy.estimators.FluxProfileEstimator.html
+++ b/docs/dev/api/gammapy.estimators.FluxProfileEstimator.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.ImageProfile.html b/docs/dev/api/gammapy.estimators.ImageProfile.html
index 896c24e6cdc..6ba2f269483 100644
--- a/docs/dev/api/gammapy.estimators.ImageProfile.html
+++ b/docs/dev/api/gammapy.estimators.ImageProfile.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1158,8 +1158,8 @@ 
                      ImageProfilexref[1] - x_ref[0]. Default is “0.1 deg”.
                      
 
                      
-
                      kwargsdict, optional
                      Keyword arguments passed to uniform_filter
-(‘box’) and gaussian_filter (‘gauss’).
                      
+
                      kwargsdict, optional
                      Keyword arguments passed to uniform_filter
+(‘box’) and gaussian_filter (‘gauss’).
                      
 
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.estimators.ImageProfileEstimator.html b/docs/dev/api/gammapy.estimators.ImageProfileEstimator.html
index c9bd33839ff..636a6e95bdb 100644
--- a/docs/dev/api/gammapy.estimators.ImageProfileEstimator.html
+++ b/docs/dev/api/gammapy.estimators.ImageProfileEstimator.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.LightCurveEstimator.html b/docs/dev/api/gammapy.estimators.LightCurveEstimator.html
index 9f6ffe63786..5d450ff621e 100644
--- a/docs/dev/api/gammapy.estimators.LightCurveEstimator.html
+++ b/docs/dev/api/gammapy.estimators.LightCurveEstimator.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -980,7 +980,7 @@ 
                      LightCurveEstimatorint
                      Number of norm values used for the fit statistic profile.
                      
 
                      
-
                      norm_valuesnumpy.ndarray
                      Array of norm values to be used for the fit statistic profile.
                      
+
                      norm_valuesnumpy.ndarray
                      Array of norm values to be used for the fit statistic profile.
                      
 
                      
 
                      n_sigmaint
                      Number of sigma to use for asymmetric error computation. Default is 1.
                      
 
                      
diff --git a/docs/dev/api/gammapy.estimators.ParameterEstimator.html b/docs/dev/api/gammapy.estimators.ParameterEstimator.html
index 423121cb2e9..77f66e7323f 100644
--- a/docs/dev/api/gammapy.estimators.ParameterEstimator.html
+++ b/docs/dev/api/gammapy.estimators.ParameterEstimator.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.SensitivityEstimator.html b/docs/dev/api/gammapy.estimators.SensitivityEstimator.html
index 829ed24322a..801af938132 100644
--- a/docs/dev/api/gammapy.estimators.SensitivityEstimator.html
+++ b/docs/dev/api/gammapy.estimators.SensitivityEstimator.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.TSMapEstimator.html b/docs/dev/api/gammapy.estimators.TSMapEstimator.html
index 30f6697ae8f..96bd5688d08 100644
--- a/docs/dev/api/gammapy.estimators.TSMapEstimator.html
+++ b/docs/dev/api/gammapy.estimators.TSMapEstimator.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_doublingtime.html b/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_doublingtime.html
index afc8cb3f464..4e87552b087 100644
--- a/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_doublingtime.html
+++ b/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_doublingtime.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_fpp.html b/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_fpp.html
index f0110f086d5..1e48d70edf9 100644
--- a/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_fpp.html
+++ b/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_fpp.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_fvar.html b/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_fvar.html
index 60a13157691..97a9529e1f5 100644
--- a/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_fvar.html
+++ b/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_fvar.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.utils.estimate_exposure_reco_energy.html b/docs/dev/api/gammapy.estimators.utils.estimate_exposure_reco_energy.html
index 4bfe2017e67..59bc2e1f5ab 100644
--- a/docs/dev/api/gammapy.estimators.utils.estimate_exposure_reco_energy.html
+++ b/docs/dev/api/gammapy.estimators.utils.estimate_exposure_reco_energy.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.utils.find_peaks.html b/docs/dev/api/gammapy.estimators.utils.find_peaks.html
index 78052aaf1e6..fe7ccd3c1e5 100644
--- a/docs/dev/api/gammapy.estimators.utils.find_peaks.html
+++ b/docs/dev/api/gammapy.estimators.utils.find_peaks.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.utils.find_peaks_in_flux_map.html b/docs/dev/api/gammapy.estimators.utils.find_peaks_in_flux_map.html
index 79493c50670..1d09b4f5ec8 100644
--- a/docs/dev/api/gammapy.estimators.utils.find_peaks_in_flux_map.html
+++ b/docs/dev/api/gammapy.estimators.utils.find_peaks_in_flux_map.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.utils.get_combined_significance_maps.html b/docs/dev/api/gammapy.estimators.utils.get_combined_significance_maps.html
index f2d5c2f6d53..5ffce2f3222 100644
--- a/docs/dev/api/gammapy.estimators.utils.get_combined_significance_maps.html
+++ b/docs/dev/api/gammapy.estimators.utils.get_combined_significance_maps.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.utils.get_rebinned_axis.html b/docs/dev/api/gammapy.estimators.utils.get_rebinned_axis.html
index d7c8de9e54f..1acb55290a9 100644
--- a/docs/dev/api/gammapy.estimators.utils.get_rebinned_axis.html
+++ b/docs/dev/api/gammapy.estimators.utils.get_rebinned_axis.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.estimators.utils.resample_energy_edges.html b/docs/dev/api/gammapy.estimators.utils.resample_energy_edges.html
index 31bd2d16cfb..5a3fc751802 100644
--- a/docs/dev/api/gammapy.estimators.utils.resample_energy_edges.html
+++ b/docs/dev/api/gammapy.estimators.utils.resample_energy_edges.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.irf.Background2D.html b/docs/dev/api/gammapy.irf.Background2D.html
index 6a9f816722f..bcc5a0f9694 100644
--- a/docs/dev/api/gammapy.irf.Background2D.html
+++ b/docs/dev/api/gammapy.irf.Background2D.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1306,7 +1306,7 @@ 
                      Background2Dfloat, optional
                      Absolute tolerance for the axis comparison.
 Default is 1e-6.
                      
 
                      
-
                      **kwargsdict
                      Keywords passed to numpy.allclose.
                      
+
                      **kwargsdict
                      Keywords passed to numpy.allclose.
                      
 
                      
 
                      
 
                      
@@ -1344,7 +1344,7 @@ 
                      Background2Dstr
                      Axis to downsample. By default, spatial axes are padded.
                      
 
                      
-
                      **kwargsdict
                      Keyword argument forwarded to pad.
                      
+
                      **kwargsdict
                      Keyword argument forwarded to pad.
                      
 
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.irf.Background3D.html b/docs/dev/api/gammapy.irf.Background3D.html
index 110653de38f..5699a1b93b7 100644
--- a/docs/dev/api/gammapy.irf.Background3D.html
+++ b/docs/dev/api/gammapy.irf.Background3D.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1312,7 +1312,7 @@ 
                      Background3Dfloat, optional
                      Absolute tolerance for the axis comparison.
 Default is 1e-6.
                      
 
                      
-
                      **kwargsdict
                      Keywords passed to numpy.allclose.
                      
+
                      **kwargsdict
                      Keywords passed to numpy.allclose.
                      
 
                      
 
                      
 
                      
@@ -1350,7 +1350,7 @@ 
                      Background3Dstr
                      Axis to downsample. By default, spatial axes are padded.
                      
 
                      
-
                      **kwargsdict
                      Keyword argument forwarded to pad.
                      
+
                      **kwargsdict
                      Keyword argument forwarded to pad.
                      
 
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.irf.BackgroundIRF.html b/docs/dev/api/gammapy.irf.BackgroundIRF.html
index 7ea9f176166..2a8d866a66b 100644
--- a/docs/dev/api/gammapy.irf.BackgroundIRF.html
+++ b/docs/dev/api/gammapy.irf.BackgroundIRF.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1275,7 +1275,7 @@ 
                      BackgroundIRFfloat, optional
                      Absolute tolerance for the axis comparison.
 Default is 1e-6.
                      
 
                      
-
                      **kwargsdict
                      Keywords passed to numpy.allclose.
                      
+
                      **kwargsdict
                      Keywords passed to numpy.allclose.
                      
 
                      
 
                      
 
                      
@@ -1313,7 +1313,7 @@ 
                      BackgroundIRFstr
                      Axis to downsample. By default, spatial axes are padded.
                      
 
                      
-
                      **kwargsdict
                      Keyword argument forwarded to pad.
                      
+
                      **kwargsdict
                      Keyword argument forwarded to pad.
                      
 
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.irf.EDispKernel.html b/docs/dev/api/gammapy.irf.EDispKernel.html
index 129312185e4..76a5b99b40d 100644
--- a/docs/dev/api/gammapy.irf.EDispKernel.html
+++ b/docs/dev/api/gammapy.irf.EDispKernel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1014,7 +1014,7 @@ 
                      EDispKernel
                      pdf_matrix
                      
-
                      Energy dispersion PDF matrix as a ndarray.
                      
+
                      Energy dispersion PDF matrix as a ndarray.
                      
 
 
                      quantity
                      
 
                      Quantity as a Quantity object.
                      
@@ -1161,7 +1161,7 @@ 
                      EDispKernel
 
                      
 pdf_matrix#
                      
-
                      Energy dispersion PDF matrix as a ndarray.
                      
+
                      Energy dispersion PDF matrix as a ndarray.
                      
 
                      Rows (first index): True Energy
 Columns (second index): Reco Energy
                      
 
                      
@@ -1287,9 +1287,9 @@ 
                      EDispKernelQuantity
                      Bin edges of reconstructed energy axis.
                      
 
                      
-
                      biasfloat or ndarray
                      Center of Gaussian energy dispersion, bias.
                      
+
                      biasfloat or ndarray
                      Center of Gaussian energy dispersion, bias.
                      
 
                      
-
                      sigmafloat or ndarray
                      RMS width of Gaussian energy dispersion, resolution.
                      
+
                      sigmafloat or ndarray
                      RMS width of Gaussian energy dispersion, resolution.
                      
 
                      
 
                      pdf_thresholdfloat, optional
                      Zero suppression threshold. Default is 1e-6.
                      
 
                      
@@ -1476,7 +1476,7 @@ 
                      EDispKernelfloat, optional
                      Absolute tolerance for the axis comparison.
 Default is 1e-6.
                      
 
                      
-
                      **kwargsdict
                      Keywords passed to numpy.allclose.
                      
+
                      **kwargsdict
                      Keywords passed to numpy.allclose.
                      
 
                      
 
                      
 
                      
@@ -1514,7 +1514,7 @@ 
                      EDispKernelstr
                      Axis to downsample. By default, spatial axes are padded.
                      
 
                      
-
                      **kwargsdict
                      Keyword argument forwarded to pad.
                      
+
                      **kwargsdict
                      Keyword argument forwarded to pad.
                      
 
                      
 
                      
 
                      
diff --git a/docs/dev/api/gammapy.irf.EDispKernelMap.html b/docs/dev/api/gammapy.irf.EDispKernelMap.html
index e070370393c..0e5a5f92f13 100644
--- a/docs/dev/api/gammapy.irf.EDispKernelMap.html
+++ b/docs/dev/api/gammapy.irf.EDispKernelMap.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1196,9 +1196,9 @@ 
                      EDispKernelMapQuantity
                      Bin edges of reconstructed energy axis.
                      
 
                      
-
                      biasfloat or ndarray
                      Center of Gaussian energy dispersion, bias.
                      
+
                      biasfloat or ndarray
                      Center of Gaussian energy dispersion, bias.
                      
 
                      
-
                      sigmafloat or ndarray
                      RMS width of Gaussian energy dispersion, resolution.
                      
+
                      sigmafloat or ndarray
                      RMS width of Gaussian energy dispersion, resolution.
                      
 
                      
 
                      pdf_thresholdfloat, optional
                      Zero suppression threshold. Default is 1e-6.
                      
 
                      
diff --git a/docs/dev/api/gammapy.irf.EDispMap.html b/docs/dev/api/gammapy.irf.EDispMap.html
index 145608533d7..9c607fb62d6 100644
--- a/docs/dev/api/gammapy.irf.EDispMap.html
+++ b/docs/dev/api/gammapy.irf.EDispMap.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1328,7 +1328,7 @@ 
                      EDispMap
 
                      
 
                      map_coordMapCoord
                      Sequence of coordinates and energies of sampled events.
                      
 
                      
-
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
                      Defines random number generator initialisation.
+
                      random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
                      Defines random number generator initialisation.
 Passed to get_random_state.
 Default is 0.
                      
 
                      
diff --git a/docs/dev/api/gammapy.irf.EffectiveAreaTable2D.html b/docs/dev/api/gammapy.irf.EffectiveAreaTable2D.html
index 6d5bcc507b1..be8833f87d1 100644
--- a/docs/dev/api/gammapy.irf.EffectiveAreaTable2D.html
+++ b/docs/dev/api/gammapy.irf.EffectiveAreaTable2D.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1365,7 +1365,7 @@ 
                      EffectiveAreaTable2Datol_axesfloat, optional
                      Absolute tolerance for the axis comparison.
 Default is 1e-6.
                      
 
                      
-
                      **kwargsdict
                      Keywords passed to numpy.allclose.
                      
+
                      **kwargsdict
                      Keywords passed to numpy.allclose.
                      
 
                      
 
                      
 
                      
@@ -1403,7 +1403,7 @@ 
                      EffectiveAreaTable2D
 
                      axis_namestr
                      Axis to downsample. By default, spatial axes are padded.
                      
 
                      
-
                      **kwargsdict
                      Keyword argument forwarded to pad.
                      
+
                      **kwargsdict
                      Keyword argument forwarded to pad.
                      
 
                      
 
                    
 
                    
diff --git a/docs/dev/api/gammapy.irf.EnergyDependentMultiGaussPSF.html b/docs/dev/api/gammapy.irf.EnergyDependentMultiGaussPSF.html
index eab39793c1a..ed7018673b3 100644
--- a/docs/dev/api/gammapy.irf.EnergyDependentMultiGaussPSF.html
+++ b/docs/dev/api/gammapy.irf.EnergyDependentMultiGaussPSF.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -960,7 +960,7 @@ 
                    EnergyDependentMultiGaussPSF
                    
 
                    axeslist of MapAxis
                    Required axes are [“energy_true”, “offset”].
                    
 
                    
-
                    datarecarray
                    Data array.
                    
+
                    datarecarray
                    Data array.
                    
 
                    
 
                    metadict
                    Metadata dictionary.
                    
 
                    
@@ -1188,7 +1188,7 @@ 
                    EnergyDependentMultiGaussPSFReturns:
 
                    
-
                    containmentndarray
                    Containment.
                    
+
                    containmentndarray
                    Containment.
                    
 
                    
 
                    
 
                    
@@ -1202,7 +1202,7 @@ 
                    EnergyDependentMultiGaussPSF
 
                    Parameters:
                    
 
                    
-
                    fractionfloat or ndarray
                    Containment fraction.
                    
+
                    fractionfloat or ndarray
                    Containment fraction.
                    
 
                    
 
                    factorint, optional
                    Up-sampling factor of the rad axis, determines the precision of the
 computed containment radius.
@@ -1278,7 +1278,7 @@ 
                    EnergyDependentMultiGaussPSFReturns:
 
                    
-
                    containmentndarray
                    Containment.
                    
+
                    containmentndarray
                    Containment.
                    
 
                    
 
                    
 
                    
@@ -1300,7 +1300,7 @@ 
                    EnergyDependentMultiGaussPSFReturns:
 
                    
-
                    valuendarray
                    PSF value.
                    
+
                    valuendarray
                    PSF value.
                    
 
                    
 
                    
 
                    
@@ -1470,7 +1470,7 @@ 
                    EnergyDependentMultiGaussPSFfloat, optional
                    Relative tolerance for the axis comparison. Default is 1e-6.
                    
 
                    
-
                    **kwargsdict
                    Keywords passed to numpy.allclose.
                    
+
                    **kwargsdict
                    Keywords passed to numpy.allclose.
                    
 
                    
 
                    
 
                    
@@ -1500,7 +1500,7 @@ 
                    EnergyDependentMultiGaussPSFstr
                    Axis to downsample. By default, spatial axes are padded.
                    
 
                    
-
                    **kwargsdict
                    Keyword argument forwarded to pad.
                    
+
                    **kwargsdict
                    Keyword argument forwarded to pad.
                    
 
                    
 
                    
 
                    
@@ -1567,7 +1567,7 @@ 
                    EnergyDependentMultiGaussPSF
                    
 
                    axAxes, optional
                    Matplotlib axes. Default is None.
                    
 
                    
-
                    fractionlist of float or ndarray, optional
                    Containment fraction between 0 and 1.
+
                    fractionlist of float or ndarray, optional
                    Containment fraction between 0 and 1.
 Default is (0.68, 0.95).
                    
 
                    
 
                    offsetQuantity, optional
                    Offset array.
diff --git a/docs/dev/api/gammapy.irf.EnergyDispersion2D.html b/docs/dev/api/gammapy.irf.EnergyDispersion2D.html
index b840f6d640f..39ca47c2f12 100644
--- a/docs/dev/api/gammapy.irf.EnergyDispersion2D.html
+++ b/docs/dev/api/gammapy.irf.EnergyDispersion2D.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -965,7 +965,7 @@ 
                    EnergyDispersion2DMapAxis
                    Field of view offset axis.
                    
 
                    
-
                    datandarray
                    Energy dispersion probability density.
                    
+
                    datandarray
                    Energy dispersion probability density.
                    
 
                    
 
                    
 
                    
@@ -1225,9 +1225,9 @@ 
                    EnergyDispersion2DQuantity
                    Bin edges of offset.
                    
 
                    
-
                    biasfloat or ndarray
                    Center of Gaussian energy dispersion, bias.
                    
+
                    biasfloat or ndarray
                    Center of Gaussian energy dispersion, bias.
                    
 
                    
-
                    sigmafloat or ndarray
                    RMS width of Gaussian energy dispersion, resolution.
                    
+
                    sigmafloat or ndarray
                    RMS width of Gaussian energy dispersion, resolution.
                    
 
                    
 
                    pdf_thresholdfloat, optional
                    Zero suppression threshold. Default is 1e-6.
                    
 
                    
@@ -1349,7 +1349,7 @@ 
                    EnergyDispersion2Dfloat, optional
                    Absolute tolerance for the axis comparison.
 Default is 1e-6.
                    
 
                    
-
                    **kwargsdict
                    Keywords passed to numpy.allclose.
                    
+
                    **kwargsdict
                    Keywords passed to numpy.allclose.
                    
 
                    
 
                  
 
                  
@@ -1379,7 +1379,7 @@ 
                  EnergyDispersion2Dstr
                  Axis to downsample. By default, spatial axes are padded.
                  
 
                  
-
                  **kwargsdict
                  Keyword argument forwarded to pad.
                  
+
                  **kwargsdict
                  Keyword argument forwarded to pad.
                  
 
                  
 
                  
 
                  
diff --git a/docs/dev/api/gammapy.irf.FoVAlignment.html b/docs/dev/api/gammapy.irf.FoVAlignment.html
index 370b17756d4..0d6e4906b53 100644
--- a/docs/dev/api/gammapy.irf.FoVAlignment.html
+++ b/docs/dev/api/gammapy.irf.FoVAlignment.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.irf.IRF.html b/docs/dev/api/gammapy.irf.IRF.html
index 387b4850d2b..93f2ce753ee 100644
--- a/docs/dev/api/gammapy.irf.IRF.html
+++ b/docs/dev/api/gammapy.irf.IRF.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -960,7 +960,7 @@ 
                  IRF#
                  
 
                  
 
                  axeslist of MapAxis or MapAxes
                  Axes.
                  
 
                  
-
                  datandarray or Quantity, optional
                  Data. Default is 0.
                  
+
                  datandarray or Quantity, optional
                  Data. Default is 0.
                  
 
                  
 
                  unitstr or Unit, optional
                  Unit, ignored if data is a Quantity.
 Default is “”.
                  
@@ -1283,7 +1283,7 @@ 
                  IRF#
                  
 
                  atol_axesfloat, optional
                  Absolute tolerance for the axis comparison.
 Default is 1e-6.
                  
 
                  
-
                  **kwargsdict
                  Keywords passed to numpy.allclose.
                  
+
                  **kwargsdict
                  Keywords passed to numpy.allclose.
                  
 
                  
 
                  
 
                  
@@ -1321,7 +1321,7 @@ 
                  IRF#
                  
 
                
 
                axis_namestr
                Axis to downsample. By default, spatial axes are padded.
                
 
                
-
                **kwargsdict
                Keyword argument forwarded to pad.
                
+
                **kwargsdict
                Keyword argument forwarded to pad.
                
 
                
 
                
 
                
diff --git a/docs/dev/api/gammapy.irf.IRFMap.html b/docs/dev/api/gammapy.irf.IRFMap.html
index 9c6e7992f6f..34a40bfb51a 100644
--- a/docs/dev/api/gammapy.irf.IRFMap.html
+++ b/docs/dev/api/gammapy.irf.IRFMap.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.irf.IRF_REGISTRY.html b/docs/dev/api/gammapy.irf.IRF_REGISTRY.html
index 1102d3b74a9..e5e6bf91bdf 100644
--- a/docs/dev/api/gammapy.irf.IRF_REGISTRY.html
+++ b/docs/dev/api/gammapy.irf.IRF_REGISTRY.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.irf.PSF3D.html b/docs/dev/api/gammapy.irf.PSF3D.html
index 6317de00945..ce1a850d150 100644
--- a/docs/dev/api/gammapy.irf.PSF3D.html
+++ b/docs/dev/api/gammapy.irf.PSF3D.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1167,7 +1167,7 @@ 
                PSF3D#<
 
                
 
                Returns:
                
 
                
-
                containmentndarray
                Containment.
                
+
                containmentndarray
                Containment.
                
 
                
 
                
 
                
@@ -1181,7 +1181,7 @@ 
                PSF3D#<
 
                
 
                Parameters:
                
 
                
-
                fractionfloat or ndarray
                Containment fraction.
                
+
                fractionfloat or ndarray
                Containment fraction.
                
 
                
 
                factorint, optional
                Up-sampling factor of the rad axis, determines the precision of the
 computed containment radius.
@@ -1384,7 +1384,7 @@ 
                PSF3D#<
 
                atol_axesfloat, optional
                Absolute tolerance for the axis comparison.
 Default is 1e-6.
                
 
                
-
                **kwargsdict
                Keywords passed to numpy.allclose.
                
+
                **kwargsdict
                Keywords passed to numpy.allclose.
                
 
                
 
                
 
                
@@ -1414,7 +1414,7 @@ 
                PSF3D#<
 
                
 
                axis_namestr
                Axis to downsample. By default, spatial axes are padded.
                
 
                
-
                **kwargsdict
                Keyword argument forwarded to pad.
                
+
                **kwargsdict
                Keyword argument forwarded to pad.
                
 
                
 
              
 
              
@@ -1481,7 +1481,7 @@ 
              PSF3D#<
 
              
 
              axAxes, optional
              Matplotlib axes. Default is None.
              
 
              
-
              fractionlist of float or ndarray, optional
              Containment fraction between 0 and 1.
+
              fractionlist of float or ndarray, optional
              Containment fraction between 0 and 1.
 Default is (0.68, 0.95).
              
 
              
 
              offsetQuantity, optional
              Offset array.
diff --git a/docs/dev/api/gammapy.irf.PSFKernel.html b/docs/dev/api/gammapy.irf.PSFKernel.html
index 30130aaa269..366950cd220 100644
--- a/docs/dev/api/gammapy.irf.PSFKernel.html
+++ b/docs/dev/api/gammapy.irf.PSFKernel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1179,7 +1179,7 @@ 
              PSFKernelSpectralModel, optional
              Spectral model to compute the weights.
 Default is power-law with spectral index of 2.
              
 
              
-
              exposureQuantity or ndarray, optional
              1D array containing exposure in each true energy bin.
+
              exposureQuantity or ndarray, optional
              1D array containing exposure in each true energy bin.
 It must have the same size as the PSFKernel energy axis.
 Default is uniform exposure over energy.
              
 
              
diff --git a/docs/dev/api/gammapy.irf.PSFKing.html b/docs/dev/api/gammapy.irf.PSFKing.html
index 1a65f22d3ea..4194b44707b 100644
--- a/docs/dev/api/gammapy.irf.PSFKing.html
+++ b/docs/dev/api/gammapy.irf.PSFKing.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1173,7 +1173,7 @@ 
              PSFKing#<
 
              
 
              Returns:
              
 
              
-
              containmentndarray
              Containment.
              
+
              containmentndarray
              Containment.
              
 
              
 
              
 
              
@@ -1187,7 +1187,7 @@ 
              PSFKing#<
 
              
 
              Parameters:
              
 
              
-
              fractionfloat or ndarray
              Containment fraction.
              
+
              fractionfloat or ndarray
              Containment fraction.
              
 
              
 
              factorint, optional
              Up-sampling factor of the rad axis, determines the precision of the
 computed containment radius.
@@ -1265,7 +1265,7 @@ 
              PSFKing#<
 
              
 
              Returns:
              
 
              
-
              containmentndarray
              Containment.
              
+
              containmentndarray
              Containment.
              
 
              
 
              
 
              
@@ -1456,7 +1456,7 @@ 
              PSFKing#<
 
              
 
              atol_axesfloat, optional
              Relative tolerance for the axis comparison. Default is 1e-6.
              
 
              
-
              **kwargsdict
              Keywords passed to numpy.allclose.
              
+
              **kwargsdict
              Keywords passed to numpy.allclose.
              
 
              
 
              
 
              
@@ -1486,7 +1486,7 @@ 
              PSFKing#<
 
              
 
              axis_namestr
              Axis to downsample. By default, spatial axes are padded.
              
 
              
-
              **kwargsdict
              Keyword argument forwarded to pad.
              
+
              **kwargsdict
              Keyword argument forwarded to pad.
              
 
              
 
              
 
              
@@ -1553,7 +1553,7 @@ 
              PSFKing#<
 
              
 
              axAxes, optional
              Matplotlib axes. Default is None.
              
 
              
-
              fractionlist of float or ndarray, optional
              Containment fraction between 0 and 1.
+
              fractionlist of float or ndarray, optional
              Containment fraction between 0 and 1.
 Default is (0.68, 0.95).
              
 
              
 
              offsetQuantity, optional
              Offset array.
diff --git a/docs/dev/api/gammapy.irf.PSFMap.html b/docs/dev/api/gammapy.irf.PSFMap.html
index 39dfeb6706b..85f142d1a86 100644
--- a/docs/dev/api/gammapy.irf.PSFMap.html
+++ b/docs/dev/api/gammapy.irf.PSFMap.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1414,7 +1414,7 @@ 
              PSFMap#
              
 
              axAxes, optional
              Matplotlib axes. Default is None.
              
 
              
-
              fractionlist of float or ndarray
              Containment fraction between 0 and 1.
              
+
              fractionlist of float or ndarray
              Containment fraction between 0 and 1.
              
 
              
 
              **kwargsdict
              Keyword arguments passed to plot
              
 
              
@@ -1489,7 +1489,7 @@ 
              PSFMap#
              
 
              map_coordMapCoord object.
              Sequence of coordinates and energies of sampled events.
              
 
              
-
              random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
              Defines random number generator initialisation.
+
              random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
              Defines random number generator initialisation.
 Passed to get_random_state. Default is 0.
              
 
              
 
              chunk_sizeint
              If set, this will slice the input MapCoord into smaller chunks of chunk_size elements.
diff --git a/docs/dev/api/gammapy.irf.ParametricPSF.html b/docs/dev/api/gammapy.irf.ParametricPSF.html
index 32e4ef6dd9f..74940f79a29 100644
--- a/docs/dev/api/gammapy.irf.ParametricPSF.html
+++ b/docs/dev/api/gammapy.irf.ParametricPSF.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -960,7 +960,7 @@ 
              ParametricPSF
              
 
              axeslist of MapAxis or MapAxes
              Axes.
              
 
              
-
              datadict of ndarray or recarray
              Data.
              
+
              datadict of ndarray or recarray
              Data.
              
 
              
 
              unitdict of str or Unit
              Unit.
              
 
              
@@ -1176,7 +1176,7 @@ 
              ParametricPSFReturns:
 
              
-
              containmentndarray
              Containment.
              
+
              containmentndarray
              Containment.
              
 
              
 
              
 
              
@@ -1190,7 +1190,7 @@ 
              ParametricPSF
 
              Parameters:
              
 
              
-
              fractionfloat or ndarray
              Containment fraction.
              
+
              fractionfloat or ndarray
              Containment fraction.
              
 
              
 
              factorint, optional
              Up-sampling factor of the rad axis, determines the precision of the
 computed containment radius.
@@ -1424,7 +1424,7 @@ 
              ParametricPSFfloat, optional
              Relative tolerance for the axis comparison. Default is 1e-6.
              
 
              
-
              **kwargsdict
              Keywords passed to numpy.allclose.
              
+
              **kwargsdict
              Keywords passed to numpy.allclose.
              
 
              
 
              
 
              
@@ -1454,7 +1454,7 @@ 
              ParametricPSFstr
              Axis to downsample. By default, spatial axes are padded.
              
 
              
-
              **kwargsdict
              Keyword argument forwarded to pad.
              
+
              **kwargsdict
              Keyword argument forwarded to pad.
              
 
              
 
              
 
              
@@ -1521,7 +1521,7 @@ 
              ParametricPSF
              
 
              axAxes, optional
              Matplotlib axes. Default is None.
              
 
              
-
              fractionlist of float or ndarray, optional
              Containment fraction between 0 and 1.
+
              fractionlist of float or ndarray, optional
              Containment fraction between 0 and 1.
 Default is (0.68, 0.95).
              
 
              
 
              offsetQuantity, optional
              Offset array.
diff --git a/docs/dev/api/gammapy.irf.RadMax2D.html b/docs/dev/api/gammapy.irf.RadMax2D.html
index 22b8f9b7687..ffc78426896 100644
--- a/docs/dev/api/gammapy.irf.RadMax2D.html
+++ b/docs/dev/api/gammapy.irf.RadMax2D.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1329,7 +1329,7 @@ 
              RadMax2D
 
              atol_axesfloat, optional
              Absolute tolerance for the axis comparison.
 Default is 1e-6.
              
 
              
-
              **kwargsdict
              Keywords passed to numpy.allclose.
              
+
              **kwargsdict
              Keywords passed to numpy.allclose.
              
 
              
 
              
 
              
@@ -1367,7 +1367,7 @@ 
              RadMax2D
 
              
 
              axis_namestr
              Axis to downsample. By default, spatial axes are padded.
              
 
              
-
              **kwargsdict
              Keyword argument forwarded to pad.
              
+
              **kwargsdict
              Keyword argument forwarded to pad.
              
 
              
 
            
 
            
diff --git a/docs/dev/api/gammapy.irf.RecoPSFMap.html b/docs/dev/api/gammapy.irf.RecoPSFMap.html
index 00172c14419..90de956fe79 100644
--- a/docs/dev/api/gammapy.irf.RecoPSFMap.html
+++ b/docs/dev/api/gammapy.irf.RecoPSFMap.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1377,7 +1377,7 @@ 
            RecoPSFMap
            
 
            axAxes, optional
            Matplotlib axes. Default is None.
            
 
            
-
            fractionlist of float or ndarray
            Containment fraction between 0 and 1.
            
+
            fractionlist of float or ndarray
            Containment fraction between 0 and 1.
            
 
            
 
            **kwargsdict
            Keyword arguments passed to plot
            
 
            
@@ -1452,7 +1452,7 @@ 
            RecoPSFMap
            
 
            map_coordMapCoord object.
            Sequence of coordinates and energies of sampled events.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
            Defines random number generator initialisation.
 Passed to get_random_state. Default is 0.
            
 
            
 
            chunk_sizeint
            If set, this will slice the input MapCoord into smaller chunks of chunk_size elements.
diff --git a/docs/dev/api/gammapy.irf.load_irf_dict_from_file.html b/docs/dev/api/gammapy.irf.load_irf_dict_from_file.html
index a2f726d084e..b1c8262e62c 100644
--- a/docs/dev/api/gammapy.irf.load_irf_dict_from_file.html
+++ b/docs/dev/api/gammapy.irf.load_irf_dict_from_file.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.AdaptiveRingBackgroundMaker.html b/docs/dev/api/gammapy.makers.AdaptiveRingBackgroundMaker.html
index 9ba286ffe06..bdbb5c815bc 100644
--- a/docs/dev/api/gammapy.makers.AdaptiveRingBackgroundMaker.html
+++ b/docs/dev/api/gammapy.makers.AdaptiveRingBackgroundMaker.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.DatasetsMaker.html b/docs/dev/api/gammapy.makers.DatasetsMaker.html
index 8f45d7148bf..0d7794e5f70 100644
--- a/docs/dev/api/gammapy.makers.DatasetsMaker.html
+++ b/docs/dev/api/gammapy.makers.DatasetsMaker.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.FoVBackgroundMaker.html b/docs/dev/api/gammapy.makers.FoVBackgroundMaker.html
index 687a8481261..843bbba3640 100644
--- a/docs/dev/api/gammapy.makers.FoVBackgroundMaker.html
+++ b/docs/dev/api/gammapy.makers.FoVBackgroundMaker.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.MAKER_REGISTRY.html b/docs/dev/api/gammapy.makers.MAKER_REGISTRY.html
index 4348cc39e75..f78d1750dd9 100644
--- a/docs/dev/api/gammapy.makers.MAKER_REGISTRY.html
+++ b/docs/dev/api/gammapy.makers.MAKER_REGISTRY.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.Maker.html b/docs/dev/api/gammapy.makers.Maker.html
index 3969c39a738..5db234959d9 100644
--- a/docs/dev/api/gammapy.makers.Maker.html
+++ b/docs/dev/api/gammapy.makers.Maker.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.MapDatasetMaker.html b/docs/dev/api/gammapy.makers.MapDatasetMaker.html
index f8a967371a8..3d7fcc86cb1 100644
--- a/docs/dev/api/gammapy.makers.MapDatasetMaker.html
+++ b/docs/dev/api/gammapy.makers.MapDatasetMaker.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.PhaseBackgroundMaker.html b/docs/dev/api/gammapy.makers.PhaseBackgroundMaker.html
index f5cfff0a8b7..9db4ec5b1ad 100644
--- a/docs/dev/api/gammapy.makers.PhaseBackgroundMaker.html
+++ b/docs/dev/api/gammapy.makers.PhaseBackgroundMaker.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.ReflectedRegionsBackgroundMaker.html b/docs/dev/api/gammapy.makers.ReflectedRegionsBackgroundMaker.html
index cfbf2b526b4..c707c55fcbc 100644
--- a/docs/dev/api/gammapy.makers.ReflectedRegionsBackgroundMaker.html
+++ b/docs/dev/api/gammapy.makers.ReflectedRegionsBackgroundMaker.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.ReflectedRegionsFinder.html b/docs/dev/api/gammapy.makers.ReflectedRegionsFinder.html
index e433908c5c0..ead6e8207c2 100644
--- a/docs/dev/api/gammapy.makers.ReflectedRegionsFinder.html
+++ b/docs/dev/api/gammapy.makers.ReflectedRegionsFinder.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.RegionsFinder.html b/docs/dev/api/gammapy.makers.RegionsFinder.html
index 60d04ab9b22..ef57d834c5d 100644
--- a/docs/dev/api/gammapy.makers.RegionsFinder.html
+++ b/docs/dev/api/gammapy.makers.RegionsFinder.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.RingBackgroundMaker.html b/docs/dev/api/gammapy.makers.RingBackgroundMaker.html
index 9873c7b7c8b..c2ceeb440b6 100644
--- a/docs/dev/api/gammapy.makers.RingBackgroundMaker.html
+++ b/docs/dev/api/gammapy.makers.RingBackgroundMaker.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.SafeMaskMaker.html b/docs/dev/api/gammapy.makers.SafeMaskMaker.html
index a8160b6554c..195c72d1ab3 100644
--- a/docs/dev/api/gammapy.makers.SafeMaskMaker.html
+++ b/docs/dev/api/gammapy.makers.SafeMaskMaker.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1055,7 +1055,7 @@ 
            SafeMaskMakerReturns:
 
            
-
            mask_safendarray
            Safe data range mask.
            
+
            mask_safendarray
            Safe data range mask.
            
 
            
 
            
 
            
@@ -1077,7 +1077,7 @@ 
            SafeMaskMakerReturns:
 
            
-
            mask_safendarray
            Safe data range mask.
            
+
            mask_safendarray
            Safe data range mask.
            
 
            
 
            
 
            
@@ -1099,7 +1099,7 @@ 
            SafeMaskMakerReturns:
 
            
-
            mask_safendarray
            Safe data range mask.
            
+
            mask_safendarray
            Safe data range mask.
            
 
            
 
            
 
            
@@ -1126,7 +1126,7 @@ 
            SafeMaskMakerReturns:
 
            
-
            mask_safendarray
            Safe data range mask.
            
+
            mask_safendarray
            Safe data range mask.
            
 
            
 
            
 
            
@@ -1148,7 +1148,7 @@ 
            SafeMaskMakerReturns:
 
            
-
            mask_safendarray
            Safe data range mask.
            
+
            mask_safendarray
            Safe data range mask.
            
 
            
 
            
 
            
@@ -1170,7 +1170,7 @@ 
            SafeMaskMakerReturns:
 
            
-
            mask_safendarray
            Maximum offset mask.
            
+
            mask_safendarray
            Maximum offset mask.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.makers.SpectrumDatasetMaker.html b/docs/dev/api/gammapy.makers.SpectrumDatasetMaker.html
index a18c3865522..60349b93e16 100644
--- a/docs/dev/api/gammapy.makers.SpectrumDatasetMaker.html
+++ b/docs/dev/api/gammapy.makers.SpectrumDatasetMaker.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.WobbleRegionsFinder.html b/docs/dev/api/gammapy.makers.WobbleRegionsFinder.html
index 60f76bc120a..5c6c20751bb 100644
--- a/docs/dev/api/gammapy.makers.WobbleRegionsFinder.html
+++ b/docs/dev/api/gammapy.makers.WobbleRegionsFinder.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.utils.make_counts_rad_max.html b/docs/dev/api/gammapy.makers.utils.make_counts_rad_max.html
index 4ae3c207e44..667be202fd3 100644
--- a/docs/dev/api/gammapy.makers.utils.make_counts_rad_max.html
+++ b/docs/dev/api/gammapy.makers.utils.make_counts_rad_max.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.utils.make_edisp_kernel_map.html b/docs/dev/api/gammapy.makers.utils.make_edisp_kernel_map.html
index 575c7de294c..2db1ad4a4e3 100644
--- a/docs/dev/api/gammapy.makers.utils.make_edisp_kernel_map.html
+++ b/docs/dev/api/gammapy.makers.utils.make_edisp_kernel_map.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.utils.make_edisp_map.html b/docs/dev/api/gammapy.makers.utils.make_edisp_map.html
index 3fc6d14e6ea..e69e9212c37 100644
--- a/docs/dev/api/gammapy.makers.utils.make_edisp_map.html
+++ b/docs/dev/api/gammapy.makers.utils.make_edisp_map.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.utils.make_effective_livetime_map.html b/docs/dev/api/gammapy.makers.utils.make_effective_livetime_map.html
index 2a5e61e3b20..4f2c139254b 100644
--- a/docs/dev/api/gammapy.makers.utils.make_effective_livetime_map.html
+++ b/docs/dev/api/gammapy.makers.utils.make_effective_livetime_map.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.utils.make_map_background_irf.html b/docs/dev/api/gammapy.makers.utils.make_map_background_irf.html
index 7b0aa32d0bb..841f4ca629c 100644
--- a/docs/dev/api/gammapy.makers.utils.make_map_background_irf.html
+++ b/docs/dev/api/gammapy.makers.utils.make_map_background_irf.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.utils.make_map_exposure_true_energy.html b/docs/dev/api/gammapy.makers.utils.make_map_exposure_true_energy.html
index 13f6323a7cc..208c45b3ee4 100644
--- a/docs/dev/api/gammapy.makers.utils.make_map_exposure_true_energy.html
+++ b/docs/dev/api/gammapy.makers.utils.make_map_exposure_true_energy.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.utils.make_observation_time_map.html b/docs/dev/api/gammapy.makers.utils.make_observation_time_map.html
index 777dd1d65ab..2827658e576 100644
--- a/docs/dev/api/gammapy.makers.utils.make_observation_time_map.html
+++ b/docs/dev/api/gammapy.makers.utils.make_observation_time_map.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.utils.make_psf_map.html b/docs/dev/api/gammapy.makers.utils.make_psf_map.html
index 3bcb25c4a7a..773f5d5cffd 100644
--- a/docs/dev/api/gammapy.makers.utils.make_psf_map.html
+++ b/docs/dev/api/gammapy.makers.utils.make_psf_map.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.makers.utils.make_theta_squared_table.html b/docs/dev/api/gammapy.makers.utils.make_theta_squared_table.html
index 71c6f6d2eaf..7dc27424361 100644
--- a/docs/dev/api/gammapy.makers.utils.make_theta_squared_table.html
+++ b/docs/dev/api/gammapy.makers.utils.make_theta_squared_table.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.maps.Geom.html b/docs/dev/api/gammapy.maps.Geom.html
index 1521c98dbb3..0a987ba2bc8 100644
--- a/docs/dev/api/gammapy.maps.Geom.html
+++ b/docs/dev/api/gammapy.maps.Geom.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1138,7 +1138,7 @@ 
            Geom#
 
            Returns:
            
 
            
-
            containmentndarray
            Bool array.
            
+
            containmentndarray
            Bool array.
            
 
            
 
            
 
            
@@ -1158,7 +1158,7 @@ 
            Geom#
 
            Returns:
            
 
            
-
            containmentndarray
            Bool array.
            
+
            containmentndarray
            Bool array.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.HpxGeom.html b/docs/dev/api/gammapy.maps.HpxGeom.html
index 04ee02e259a..c824296e596 100644
--- a/docs/dev/api/gammapy.maps.HpxGeom.html
+++ b/docs/dev/api/gammapy.maps.HpxGeom.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -966,7 +966,7 @@ 
            HpxGeom#<
 
            
 
            Parameters:
            
 
            
-
            nsidendarray
            HEALPix NSIDE parameter, the total number of pixels is
+
            nsidendarray
            HEALPix NSIDE parameter, the total number of pixels is
 12*nside*nside. For multi-dimensional maps one can pass
 either a single nside value or a vector of nside values
 defining the pixel size for each image plane. If nside is not
@@ -1011,7 +1011,7 @@ 
            HpxGeom#<
 
            Sky coordinate of the center of the geometry.
            
 
 
            data_shape
            
-
            Shape of the ndarray matching this geometry.
            
+
            Shape of the ndarray matching this geometry.
            
 
 
            data_shape_axes
            
 
            Shape of data of the non-spatial axes and unit spatial axes.
            
@@ -1268,7 +1268,7 @@ 
            HpxGeom#<
 
            
 
            
 data_shape#
            
-
            Shape of the ndarray matching this geometry.
            
+
            Shape of the ndarray matching this geometry.
            
 
            
 
 
            
@@ -1418,7 +1418,7 @@ 
            HpxGeom#<
 
            
 
            Returns:
            
 
            
-
            containmentndarray
            Bool array.
            
+
            containmentndarray
            Bool array.
            
 
            
 
            
 
            
@@ -1438,7 +1438,7 @@ 
            HpxGeom#<
 
            
 
            Returns:
            
 
            
-
            containmentndarray
            Bool array.
            
+
            containmentndarray
            Bool array.
            
 
            
 
            
 
            
@@ -1526,12 +1526,12 @@ 
            HpxGeom#<
 
            
 
            Parameters:
            
 
            
-
            nsideint or ndarray, optional
            HEALPix NSIDE parameter. This parameter sets the size of
+
            nsideint or ndarray, optional
            HEALPix NSIDE parameter. This parameter sets the size of
 the spatial pixels in the map. If nest is True, nside must be a
 power of 2, less than 2**30.
 Default is None.
            
 
            
-
            binszfloat or ndarray, optional
            Approximate pixel size in degrees. An nside will be
+
            binszfloat or ndarray, optional
            Approximate pixel size in degrees. An nside will be
 chosen that corresponds to a pixel size closest to this
 value. This option is superseded by nside.
 Default is None.
            
@@ -1871,7 +1871,7 @@ 
            HpxGeom#<
 
            
 
            Returns:
            
 
            
-
            ilistndarray
            List of pixel indices.
            
+
            ilistndarray
            List of pixel indices.
            
 
            
 
            
 
            
@@ -1909,14 +1909,14 @@ 
            HpxGeom#<
 
            
 
            coordsMapCoord or dict
            Input coordinates.
            
 
            
-
            idxsndarray, optional
            Indices for non-spatial axes.
+
            idxsndarray, optional
            Indices for non-spatial axes.
 Default is None.
            
 
            
 
            
 
            
 
            Returns:
            
 
            
-
            weightsndarray
            Interpolation weights.
            
+
            weightsndarray
            Interpolation weights.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.HpxMap.html b/docs/dev/api/gammapy.maps.HpxMap.html
index 2fbe573cffa..b18abc61326 100644
--- a/docs/dev/api/gammapy.maps.HpxMap.html
+++ b/docs/dev/api/gammapy.maps.HpxMap.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -960,7 +960,7 @@ 
            HpxMap#
            
 
            geomHpxGeom
            HEALPix geometry object.
            
 
            
-
            datandarray
            Data array.
            
+
            datandarray
            Data array.
            
 
            
 
            metadict
            Dictionary to store metadata.
            
 
            
@@ -973,7 +973,7 @@ 
            HpxMap#
-
+
@@ -1183,7 +1183,7 @@ 
            HpxMap#
 
            
 data#
            
-
            Data array as a ndarray object.
            
+
            Data array as a ndarray object.
            
 
            
 
 
            
@@ -1267,10 +1267,10 @@ 
            HpxMap#
 
            Parameters:
            
 
            
-
            nsideint or ndarray, optional
            HEALPix NSIDE parameter. This parameter sets the size of
+
            nsideint or ndarray, optional
            HEALPix NSIDE parameter. This parameter sets the size of
 the spatial pixels in the map. Default is None.
            
 
            
-
            binszfloat or ndarray, optional
            Approximate pixel size in degrees. An NSIDE will be
+
            binszfloat or ndarray, optional
            Approximate pixel size in degrees. An NSIDE will be
 chosen that corresponds to a pixel size closest to this
 value. This option is superseded by nside.
 Default is None.
            
@@ -1284,7 +1284,7 @@ 
            HpxMap#frame{“icrs”, “galactic”}
            Coordinate system, either Galactic (“galactic”) or Equatorial (“icrs”).
 Default is “icrs”.
            
 
            
-
            datandarray, optional
            Data array. Default is None.
            
+
            datandarray, optional
            Data array. Default is None.
            
 
            
 
            skydirtuple or SkyCoord, optional
            Sky position of map center. Can be either a SkyCoord
 object or a tuple of longitude and latitude in deg in the
@@ -1323,7 +1323,7 @@ 
            HpxMap#Parameters:
 
            
 
            crop_width{sequence, array_like, int}
            Number of pixels cropped from the edges of each axis.
-Defined analogously to pad_with from numpy.pad.
            
+Defined analogously to pad_with from numpy.pad.
            
 
            
 
            
 
            
@@ -1416,7 +1416,7 @@ 
            HpxMap#
 
            
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
            
 
            
@@ -1434,7 +1434,7 @@ 
            HpxMap#
 
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
            
 
@@ -1454,7 +1454,7 @@ 
            HpxMap#
 
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
 
@@ -1470,7 +1470,7 @@ 
            HpxMap#
            
 
            eventsEventList
            Events to fill in the map with.
            
 
            
-
            weightsndarray, optional
            Weights vector. The weights vector must be of the same length
+
            weightsndarray, optional
            Weights vector. The weights vector must be of the same length
 as the events column length. If None, weights are set to 1. Default is None.
            
 
            
 
            
@@ -1489,7 +1489,7 @@ 
            HpxMap#
 
            metadict, optional
            Dictionary to store metadata. Default is None.
            
 
            
-
            datanumpy.ndarray, optional
            Data array. Default is None.
            
+
            datanumpy.ndarray, optional
            Data array. Default is None.
            
 
            
 
            unitstr or Unit
            Data unit.
            
 
            
@@ -1592,13 +1592,13 @@ 
            HpxMap#
 
 
            fill_valuefloat
            Value which is returned if the position is outside the projection
-footprint. Default is numpy.nan.
            
+footprint. Default is numpy.nan.
            
 
            
 
 
 
            Returns:
            
 
            
-
            valsndarray
            Values of pixels in the map. numpy.nan is used to flag coordinates
+
            valsndarray
            Values of pixels in the map. numpy.nan is used to flag coordinates
 outside the map.
            
 
            
 
            
@@ -1621,7 +1621,7 @@ 
            HpxMap#
 
            Returns:
            
 
            
-
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates outside the map.
            
+
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates outside the map.
            
 
            
 
            
 
            
@@ -1641,13 +1641,13 @@ 
            HpxMap#
 
            
 
            fill_valuefloat
            Value which is returned if the position is outside the projection
-footprint. Default is numpy.nan.
            
+footprint. Default is numpy.nan.
            
 
            
 
 
 
            Returns:
            
 
            
-
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates
+
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates
 outside the map.
            
 
            
 
            
@@ -1787,8 +1787,8 @@ 
            HpxMap#
            
 
            region: `~regions.Region`, optional
            Region to extract the spectrum from. Pixel or sky regions are accepted. Default is None.
            
 
            
-
            funcnumpy.func, optional
            Function to reduce the data. Default is nansum.
-For a boolean Map, use numpy.any or numpy.all. Default is numpy.nansum.
            
+
            funcnumpy.func, optional
            Function to reduce the data. Default is nansum.
+For a boolean Map, use numpy.any or numpy.all. Default is numpy.nansum.
            
 
            
 
            weightsWcsNDMap, optional
            Array to be used as weights. The geometry must be equivalent. Default is None.
            
 
            
@@ -1848,7 +1848,7 @@ 
            HpxMap#
 
            Returns:
            
 
            
-
            valsndarray
            Interpolated pixel values.
            
+
            valsndarray
            Interpolated pixel values.
            
 
            
 
            
 
            
@@ -1876,7 +1876,7 @@ 
            HpxMap#
 
            Returns:
            
 
            
-
            valsndarray
            Interpolated pixel values.
            
+
            valsndarray
            Interpolated pixel values.
            
 
            
 
            
 
            
@@ -1926,7 +1926,7 @@ 
            HpxMap#
 
            atol_axesfloat, optional
            Absolute tolerance for the axes’ comparison. Default is 1e-6.
            
 
            
-
            **kwargsdict, optional
            Keywords passed to allclose.
            
+
            **kwargsdict, optional
            Keywords passed to allclose.
            
 
            
 
            
 
            
@@ -1996,7 +1996,7 @@ 
            HpxMap#
 
            Yields:
            
 
            
-
            (data, idx)tuple
            Where data is a numpy.ndarray view of the image plane data,
+
            (data, idx)tuple
            Where data is a numpy.ndarray view of the image plane data,
 and idx is a tuple of int, the index of the image plane.
            
 
            
 
            
@@ -2114,7 +2114,7 @@ 
            HpxMap#
 
            Returns:
            
 
            
-
            axesndarray of Axes
            Axes grid.
            
+
            axesndarray of Axes
            Axes grid.
            
 
            
 
            
 
            
@@ -2195,7 +2195,7 @@ 
            HpxMap#
            
 
            axis_name: str
            The name of the axis to reduce over.
            
 
            
-
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
+
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
 
            
 
            keepdimsbool, optional
            If this is set to true, the axes which are summed over are left in
 the map with a single bin. Default is False.
            
@@ -2220,7 +2220,7 @@ 
            HpxMap#
 
            Parameters:
            
 
            
-
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
+
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
 
            
 
            keepdimsbool, optional
            If this is set to true, the axes which are summed over are left in
 the map with a single bin. Default is False.
            
@@ -2346,7 +2346,7 @@ 
            HpxMap#
            
 
            geomGeom
            Target Map geometry.
            
 
            
-
            weightsndarray, optional
            Weights vector. It must have same shape as the data of the map.
+
            weightsndarray, optional
            Weights vector. It must have same shape as the data of the map.
 If set to None, weights will be set to 1. Default is None.
            
 
            
 
            preserve_countsbool, optional
            Preserve the integral over each bin.  This should be true
@@ -2368,8 +2368,8 @@ 
            HpxMap#
 resample_axis(axis, weights=None, ufunc=<ufunc 'add'>)#
 
            Resample map to a new axis by grouping and reducing smaller bins by a given function ufunc.
            
-
            By default, the map content are summed over the smaller bins. Other numpy.ufunc can be
-used, e.g. numpy.logical_and or numpy.logical_or.
            
+
            By default, the map content are summed over the smaller bins. Other numpy.ufunc can be
+used, e.g. numpy.logical_and or numpy.logical_or.
            
 
            
 
            Parameters:
            
 
            
@@ -2379,7 +2379,7 @@ 
            HpxMap#other and additional axes must be broadcastable. If set to None, weights will be set to 1.
 Default is None.
            
 
            
-
            ufuncufunc
            Universal function to use to resample the axis. Default is numpy.add.
            
+
            ufuncufunc
            Universal function to use to resample the axis. Default is numpy.add.
            
 
            
 
            
 
            
@@ -2401,7 +2401,7 @@ 
            HpxMap#
            
 
            n_eventsint
            Number of events to sample.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state. Default is 0.
            
 
            
 
            
@@ -2426,7 +2426,7 @@ 
            HpxMap#
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
@@ -2444,7 +2444,7 @@ 
            HpxMap#
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
@@ -2464,7 +2464,7 @@ 
            HpxMap#
 
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
 
diff --git a/docs/dev/api/gammapy.maps.HpxNDMap.html b/docs/dev/api/gammapy.maps.HpxNDMap.html
index 1ae82bf9ff6..a4fc9d4753f 100644
--- a/docs/dev/api/gammapy.maps.HpxNDMap.html
+++ b/docs/dev/api/gammapy.maps.HpxNDMap.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -964,7 +964,7 @@ 
            HpxNDMap
 
            
 
            geomHpxGeom
            HEALPix geometry object.
            
 
            
-
            datandarray
            HEALPix data array.
+
            datandarray
            HEALPix data array.
 If None, then an empty array will be allocated.
            
 
            
 
            metadict
            Dictionary to store metadata.
            
@@ -978,7 +978,7 @@ 
            HpxNDMap
 
            
 
 
            data
            Data array as a ndarray object.
            Data array as a ndarray object.
            		
 
            
 
            geom
            		
 
            Map geometry as a Geom object.
            
-
+
@@ -1227,7 +1227,7 @@ 
            HpxNDMap
 
            
 
            
 data#
            
-
            Data array as a ndarray object.
            
+
            Data array as a ndarray object.
            
 
            
 
 
            
@@ -1401,10 +1401,10 @@ 
            HpxNDMap
 
            
 
            Parameters:
            
 
            
-
            nsideint or ndarray, optional
            HEALPix NSIDE parameter. This parameter sets the size of
+
            nsideint or ndarray, optional
            HEALPix NSIDE parameter. This parameter sets the size of
 the spatial pixels in the map. Default is None.
            
 
            
-
            binszfloat or ndarray, optional
            Approximate pixel size in degrees. An NSIDE will be
+
            binszfloat or ndarray, optional
            Approximate pixel size in degrees. An NSIDE will be
 chosen that corresponds to a pixel size closest to this
 value. This option is superseded by nside.
 Default is None.
            
@@ -1418,7 +1418,7 @@ 
            HpxNDMap
 
            frame{“icrs”, “galactic”}
            Coordinate system, either Galactic (“galactic”) or Equatorial (“icrs”).
 Default is “icrs”.
            
 
            
-
            datandarray, optional
            Data array. Default is None.
            
+
            datandarray, optional
            Data array. Default is None.
            
 
            
 
            skydirtuple or SkyCoord, optional
            Sky position of map center. Can be either a SkyCoord
 object or a tuple of longitude and latitude in deg in the
@@ -1457,7 +1457,7 @@ 
            HpxNDMap
 
            Parameters:
            
 
            
 
            crop_width{sequence, array_like, int}
            Number of pixels cropped from the edges of each axis.
-Defined analogously to pad_with from numpy.pad.
            
+Defined analogously to pad_with from numpy.pad.
            
 
            
 
            
 
            
@@ -1572,7 +1572,7 @@ 
            HpxNDMap
 should be ordered as (lon, lat, x_0, …, x_n) where x_i
 are coordinates for non-spatial dimensions of the map.
            
 
            
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
            
 
            
@@ -1590,7 +1590,7 @@ 
            HpxNDMap
 Tuple should be ordered as (I_lon, I_lat, I_0, …, I_n)
 for WCS maps and (I_hpx, I_0, …, I_n) for HEALPix maps.
            
 
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
            
 
@@ -1610,7 +1610,7 @@ 
            HpxNDMap
 Pixel indices can be either float or integer type. Float
 indices will be rounded to the nearest integer.
            
 
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
            
 
@@ -1626,7 +1626,7 @@ 
            HpxNDMap
 
            
 
            eventsEventList
            Events to fill in the map with.
            
 
            
-
            weightsndarray, optional
            Weights vector. The weights vector must be of the same length
+
            weightsndarray, optional
            Weights vector. The weights vector must be of the same length
 as the events column length. If None, weights are set to 1. Default is None.
            
 
            
 
            
@@ -1645,7 +1645,7 @@ 
            HpxNDMap
 
            
 
            metadict, optional
            Dictionary to store metadata. Default is None.
            
 
            
-
            datanumpy.ndarray, optional
            Data array. Default is None.
            
+
            datanumpy.ndarray, optional
            Data array. Default is None.
            
 
            
 
            unitstr or Unit
            Data unit.
            
 
            
@@ -1813,13 +1813,13 @@ 
            HpxNDMap
 are coordinates for non-spatial dimensions of the map.
            
 
 
            fill_valuefloat
            Value which is returned if the position is outside the projection
-footprint. Default is numpy.nan.
            
+footprint. Default is numpy.nan.
            
 
            
 
 
 
            Returns:
            
 
            
-
            valsndarray
            Values of pixels in the map. numpy.nan is used to flag coordinates
+
            valsndarray
            Values of pixels in the map. numpy.nan is used to flag coordinates
 outside the map.
            
 
            
 
            
@@ -1842,7 +1842,7 @@ 
            HpxNDMap
 
            
 
            Returns:
            
 
            
-
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates outside the map.
            
+
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates outside the map.
            
 
            
 
            
 
            
@@ -1862,13 +1862,13 @@ 
            HpxNDMap
 Pixel indices can be either float or integer type.
            
 
 
            fill_valuefloat
            Value which is returned if the position is outside the projection
-footprint. Default is numpy.nan.
            
+footprint. Default is numpy.nan.
            
 
            
 
 
 
            Returns:
            
 
            
-
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates
+
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates
 outside the map.
            
 
            
 
            
@@ -2008,8 +2008,8 @@ 
            HpxNDMap
 
            
 
            region: `~regions.Region`, optional
            Region to extract the spectrum from. Pixel or sky regions are accepted. Default is None.
            
 
            
-
            funcnumpy.func, optional
            Function to reduce the data. Default is nansum.
-For a boolean Map, use numpy.any or numpy.all. Default is numpy.nansum.
            
+
            funcnumpy.func, optional
            Function to reduce the data. Default is nansum.
+For a boolean Map, use numpy.any or numpy.all. Default is numpy.nansum.
            
 
            
 
            weightsWcsNDMap, optional
            Array to be used as weights. The geometry must be equivalent. Default is None.
            
 
            
@@ -2069,7 +2069,7 @@ 
            HpxNDMap
 
            
 
            Returns:
            
 
            
-
            valsndarray
            Interpolated pixel values.
            
+
            valsndarray
            Interpolated pixel values.
            
 
            
 
            
 
            
@@ -2125,7 +2125,7 @@ 
            HpxNDMap
 
            
 
            atol_axesfloat, optional
            Absolute tolerance for the axes’ comparison. Default is 1e-6.
            
 
            
-
            **kwargsdict, optional
            Keywords passed to allclose.
            
+
            **kwargsdict, optional
            Keywords passed to allclose.
            
 
            
 
 
@@ -2195,7 +2195,7 @@ 
            HpxNDMap
 
            
 
            Yields:
            
 
            
-
            (data, idx)tuple
            Where data is a numpy.ndarray view of the image plane data,
+
            (data, idx)tuple
            Where data is a numpy.ndarray view of the image plane data,
 and idx is a tuple of int, the index of the image plane.
            
 
            
 
            
@@ -2356,7 +2356,7 @@ 
            HpxNDMap
 
            
 
            Returns:
            
 
            
-
            axesndarray of Axes
            Axes grid.
            
+
            axesndarray of Axes
            Axes grid.
            
 
            
 
            
 
            
@@ -2477,7 +2477,7 @@ 
            HpxNDMap
 
            
 
            axis_name: str
            The name of the axis to reduce over.
            
 
            
-
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
+
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
 
            
 
            keepdimsbool, optional
            If this is set to true, the axes which are summed over are left in
 the map with a single bin. Default is False.
            
@@ -2502,7 +2502,7 @@ 
            HpxNDMap
 
            
 
            Parameters:
            
 
            
-
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
+
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
 
            
 
            keepdimsbool, optional
            If this is set to true, the axes which are summed over are left in
 the map with a single bin. Default is False.
            
@@ -2628,7 +2628,7 @@ 
            HpxNDMap
 
            
 
            geomGeom
            Target Map geometry.
            
 
            
-
            weightsndarray, optional
            Weights vector. It must have same shape as the data of the map.
+
            weightsndarray, optional
            Weights vector. It must have same shape as the data of the map.
 If set to None, weights will be set to 1. Default is None.
            
 
            
 
            preserve_countsbool, optional
            Preserve the integral over each bin.  This should be true
@@ -2650,8 +2650,8 @@ 
            HpxNDMap
 
            
 resample_axis(axis, weights=None, ufunc=<ufunc 'add'>)#
            
 
            Resample map to a new axis by grouping and reducing smaller bins by a given function ufunc.
            
-
            By default, the map content are summed over the smaller bins. Other numpy.ufunc can be
-used, e.g. numpy.logical_and or numpy.logical_or.
            
+
            By default, the map content are summed over the smaller bins. Other numpy.ufunc can be
+used, e.g. numpy.logical_and or numpy.logical_or.
            
 
            
 
            Parameters:
            
 
            
@@ -2661,7 +2661,7 @@ 
            HpxNDMap
 to other and additional axes must be broadcastable. If set to None, weights will be set to 1.
 Default is None.
            
 
            
-
            ufuncufunc
            Universal function to use to resample the axis. Default is numpy.add.
            
+
            ufuncufunc
            Universal function to use to resample the axis. Default is numpy.add.
            
 
            
 
            
 
            
@@ -2683,7 +2683,7 @@ 
            HpxNDMap
 
            
 
            n_eventsint
            Number of events to sample.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state. Default is 0.
            
 
            
 
            
@@ -2708,7 +2708,7 @@ 
            HpxNDMap
 should be ordered as (lon, lat, x_0, …, x_n) where x_i
 are coordinates for non-spatial dimensions of the map.
            
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
@@ -2726,7 +2726,7 @@ 
            HpxNDMap
 Tuple should be ordered as (I_lon, I_lat, I_0, …, I_n)
 for WCS maps and (I_hpx, I_0, …, I_n) for HEALPix maps.
            
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
@@ -2746,7 +2746,7 @@ 
            HpxNDMap
 Pixel indices can be either float or integer type. Float
 indices will be rounded to the nearest integer.
            
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.LabelMapAxis.html b/docs/dev/api/gammapy.maps.LabelMapAxis.html
index c77ca22a9a0..671478f474b 100644
--- a/docs/dev/api/gammapy.maps.LabelMapAxis.html
+++ b/docs/dev/api/gammapy.maps.LabelMapAxis.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1198,7 +1198,7 @@ 
            LabelMapAxisReturns:
 
            
-
            idxndarray
            Array of bin indices.
            
+
            idxndarray
            Array of bin indices.
            
 
            
 
            
 
            
@@ -1212,13 +1212,13 @@ 
            LabelMapAxis
 
            Parameters:
            
 
            
-
            coordndarray
            Array of axis label values.
            
+
            coordndarray
            Array of axis label values.
            
 
            
 
            
 
            
 
            Returns:
            
 
            
-
            pixndarray
            Array of pixel coordinate values.
            
+
            pixndarray
            Array of pixel coordinate values.
            
 
            
 
            
 
            
@@ -1334,13 +1334,13 @@ 
            LabelMapAxis
 
            Parameters:
            
 
            
-
            pixndarray
            Array of pixel coordinate values.
            
+
            pixndarray
            Array of pixel coordinate values.
            
 
            
 
            
 
            
 
            Returns:
            
 
            
-
            coordndarray
            Array of axis coordinate values.
            
+
            coordndarray
            Array of axis coordinate values.
            
 
            
 
            
 
            
@@ -1354,7 +1354,7 @@ 
            LabelMapAxis
 
            Parameters:
            
 
            
-
            pixtuple of ndarray
            Pixel coordinates.
            
+
            pixtuple of ndarray
            Pixel coordinates.
            
 
            
 
            clipbool, optional
            Choose whether to clip indices to the valid range of the
 axis. Default is False. If False, then indices for coordinates outside
@@ -1364,7 +1364,7 @@ 
            LabelMapAxisReturns:
 
            
-
            idxtuple ndarray
            Pixel indices.
            
+
            idxtuple ndarray
            Pixel indices.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.Map.html b/docs/dev/api/gammapy.maps.Map.html
index b9451bf1b13..1bf517a0733 100644
--- a/docs/dev/api/gammapy.maps.Map.html
+++ b/docs/dev/api/gammapy.maps.Map.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -962,7 +962,7 @@ 
            Map#
            
 
            
 
            geomGeom
            Geometry.
            
 
            
-
            datandarray or Quantity
            Data array.
            
+
            datandarray or Quantity
            Data array.
            
 
            
 
            metadict, optional
            Dictionary to store metadata. Default is None.
            
 
            
@@ -975,7 +975,7 @@ 
            Map#
            
 
            
 
 
            data
            Data array as a ndarray object.
            Data array as a ndarray object.
            		
 
            
 
            geom
            		
 
            Map geometry as a Geom object.
            
-
+
@@ -1173,7 +1173,7 @@ 
            Map#
            
 
            
 data#
            
-
            Data array as a ndarray object.
            
+
            Data array as a ndarray object.
            
 
            
@@ -1265,7 +1265,7 @@ 
            Map#
            
 
            map_type{‘wcs’, ‘wcs-sparse’, ‘hpx’, ‘hpx-sparse’, ‘region’}
            Map type.  Selects the class that will be used to
 instantiate the map. Default is ‘wcs’.
            
 
            
-
            binszfloat or ndarray
            Pixel size in degrees.
            
+
            binszfloat or ndarray
            Pixel size in degrees.
            
 
            
 
            skydirSkyCoord
            Coordinate of the map center.
            
 
            
@@ -1299,7 +1299,7 @@ 
            Map#
            
 
            Parameters:
            
 
            
 
            crop_width{sequence, array_like, int}
            Number of pixels cropped from the edges of each axis.
-Defined analogously to pad_with from numpy.pad.
            
+Defined analogously to pad_with from numpy.pad.
            
 
            
 
            
 
            
@@ -1392,7 +1392,7 @@ 
            Map#
            
 should be ordered as (lon, lat, x_0, …, x_n) where x_i
 are coordinates for non-spatial dimensions of the map.
            
 
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
            
@@ -1410,7 +1410,7 @@ 
            Map#
            
 Tuple should be ordered as (I_lon, I_lat, I_0, …, I_n)
 for WCS maps and (I_hpx, I_0, …, I_n) for HEALPix maps.
            
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
@@ -1430,7 +1430,7 @@ 
            Map#
            
 Pixel indices can be either float or integer type. Float
 indices will be rounded to the nearest integer.
            
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
@@ -1446,7 +1446,7 @@ 
            Map#
            
 
            eventsEventList
            Events to fill in the map with.
            
 
            
-
            weightsndarray, optional
            Weights vector. The weights vector must be of the same length
+
            weightsndarray, optional
            Weights vector. The weights vector must be of the same length
 as the events column length. If None, weights are set to 1. Default is None.
            
 
            
 
            
@@ -1465,7 +1465,7 @@ 
            Map#
            
 
            metadict, optional
            Dictionary to store metadata. Default is None.
            
 
            
-
            datanumpy.ndarray, optional
            Data array. Default is None.
            
+
            datanumpy.ndarray, optional
            Data array. Default is None.
            
 
            unitstr or Unit
            Data unit.
            
 
            
@@ -1551,13 +1551,13 @@ 
            Map#
            
 are coordinates for non-spatial dimensions of the map.
            fill_valuefloat
            Value which is returned if the position is outside the projection
-footprint. Default is numpy.nan.
            
+footprint. Default is numpy.nan.
            
 
            Returns:
            
-
            valsndarray
            Values of pixels in the map. numpy.nan is used to flag coordinates
+
            valsndarray
            Values of pixels in the map. numpy.nan is used to flag coordinates
 outside the map.
            
 
            
 
            
@@ -1580,7 +1580,7 @@ 
            Map#
            
 
            Returns:
            
-
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates outside the map.
            
+
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates outside the map.
            
 
            
 
            
 
            
@@ -1600,13 +1600,13 @@ 
            Map#
            
 Pixel indices can be either float or integer type.
            fill_valuefloat
            Value which is returned if the position is outside the projection
-footprint. Default is numpy.nan.
            
+footprint. Default is numpy.nan.
            
 
            Returns:
            
-
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates
+
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates
 outside the map.
            
 
            
 
            
@@ -1746,8 +1746,8 @@ 
            Map#
            
 
            
 
            region: `~regions.Region`, optional
            Region to extract the spectrum from. Pixel or sky regions are accepted. Default is None.
            
 
            
-
            funcnumpy.func, optional
            Function to reduce the data. Default is nansum.
-For a boolean Map, use numpy.any or numpy.all. Default is numpy.nansum.
            
+
            funcnumpy.func, optional
            Function to reduce the data. Default is nansum.
+For a boolean Map, use numpy.any or numpy.all. Default is numpy.nansum.
            
 
            
 
            weightsWcsNDMap, optional
            Array to be used as weights. The geometry must be equivalent. Default is None.
            
 
            
@@ -1807,7 +1807,7 @@ 
            Map#
            
 
            Returns:
            
-
            valsndarray
            Interpolated pixel values.
            
+
            valsndarray
            Interpolated pixel values.
            
 
            
 
            
 
            
@@ -1835,7 +1835,7 @@ 
            Map#
            Returns:
            
-
            valsndarray
            Interpolated pixel values.
            
+
            valsndarray
            Interpolated pixel values.
            
 
            
 
            
 
            
@@ -1885,7 +1885,7 @@ 
            Map#
            atol_axesfloat, optional
            Absolute tolerance for the axes’ comparison. Default is 1e-6.
            
 
            
-
            **kwargsdict, optional
            Keywords passed to allclose.
            
+
            **kwargsdict, optional
            Keywords passed to allclose.
            
 
            
@@ -1955,7 +1955,7 @@ 
            Map#
            
 
            Yields:
            
 
            
-
            (data, idx)tuple
            Where data is a numpy.ndarray view of the image plane data,
+
            (data, idx)tuple
            Where data is a numpy.ndarray view of the image plane data,
 and idx is a tuple of int, the index of the image plane.
            
 
            
 
            
@@ -2073,7 +2073,7 @@ 
            Map#
            
 
            
 
            Returns:
            
 
            
-
            axesndarray of Axes
            Axes grid.
            
+
            axesndarray of Axes
            Axes grid.
            
 
            
 
            
 
            
@@ -2154,7 +2154,7 @@ 
            Map#
            
 
            
 
            axis_name: str
            The name of the axis to reduce over.
            
 
            
-
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
+
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
 
            
 
            keepdimsbool, optional
            If this is set to true, the axes which are summed over are left in
 the map with a single bin. Default is False.
            
@@ -2179,7 +2179,7 @@ 
            Map#
            
 
            
 
            Parameters:
            
 
            
-
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
+
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
 
            
 
            keepdimsbool, optional
            If this is set to true, the axes which are summed over are left in
 the map with a single bin. Default is False.
            
@@ -2305,7 +2305,7 @@ 
            Map#
            
 
            
 
            geomGeom
            Target Map geometry.
            
 
            
-
            weightsndarray, optional
            Weights vector. It must have same shape as the data of the map.
+
            weightsndarray, optional
            Weights vector. It must have same shape as the data of the map.
 If set to None, weights will be set to 1. Default is None.
            
 
            
 
            preserve_countsbool, optional
            Preserve the integral over each bin.  This should be true
@@ -2327,8 +2327,8 @@ 
            Map#
            
 
            
 resample_axis(axis, weights=None, ufunc=<ufunc 'add'>)[source]#
            
 
            Resample map to a new axis by grouping and reducing smaller bins by a given function ufunc.
            
-
            By default, the map content are summed over the smaller bins. Other numpy.ufunc can be
-used, e.g. numpy.logical_and or numpy.logical_or.
            
+
            By default, the map content are summed over the smaller bins. Other numpy.ufunc can be
+used, e.g. numpy.logical_and or numpy.logical_or.
            
 
            
 
            Parameters:
            
 
            
@@ -2338,7 +2338,7 @@ 
            Map#
            
 to other and additional axes must be broadcastable. If set to None, weights will be set to 1.
 Default is None.
            
 
            
-
            ufuncufunc
            Universal function to use to resample the axis. Default is numpy.add.
            
+
            ufuncufunc
            Universal function to use to resample the axis. Default is numpy.add.
            
 
            
 
            
 
            
@@ -2360,7 +2360,7 @@ 
            Map#
            
 
            
 
            n_eventsint
            Number of events to sample.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state. Default is 0.
            
 
            
 
            
@@ -2385,7 +2385,7 @@ 
            Map#
            
 should be ordered as (lon, lat, x_0, …, x_n) where x_i
 are coordinates for non-spatial dimensions of the map.
            
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
@@ -2403,7 +2403,7 @@ 
            Map#
            
 Tuple should be ordered as (I_lon, I_lat, I_0, …, I_n)
 for WCS maps and (I_hpx, I_0, …, I_n) for HEALPix maps.
            
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
@@ -2423,7 +2423,7 @@ 
            Map#
            
 Pixel indices can be either float or integer type. Float
 indices will be rounded to the nearest integer.
            
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.MapAxes.html b/docs/dev/api/gammapy.maps.MapAxes.html
index 09e5b0b2144..2880e29253a 100644
--- a/docs/dev/api/gammapy.maps.MapAxes.html
+++ b/docs/dev/api/gammapy.maps.MapAxes.html
@@ -66,7 +66,7 @@
     
-    
+    
   
   
@@ -1175,7 +1175,7 @@ 
            MapAxes#<
 
            
 
            Parameters:
            
 
            
-
            coorddict of ndarray or MapCoord
            Array of axis coordinate values.
            
+
            coorddict of ndarray or MapCoord
            Array of axis coordinate values.
            
 
            
 
            clipbool, optional
            Choose whether to clip indices to the valid range of the axis. Default is True.
 If False, then indices for coordinates outside the axis range will be set to -1.
            
@@ -1184,7 +1184,7 @@ 
            MapAxes#<
 
            
 
            Returns:
            
 
            
-
            pixtuple of ndarray
            Array of pixel indices values.
            
+
            pixtuple of ndarray
            Array of pixel indices values.
            
 
            
 
            
 
            
@@ -1198,13 +1198,13 @@ 
            MapAxes#<
 
            
 
            Parameters:
            
 
            
-
            coorddict of ndarray
            Array of axis coordinate values.
            
+
            coorddict of ndarray
            Array of axis coordinate values.
            
 
            
 
            
 
            
 
            Returns:
            
 
            
-
            pixtuple of ndarray
            Array of pixel coordinate values.
            
+
            pixtuple of ndarray
            Array of pixel coordinate values.
            
 
            
 
            
 
            
@@ -1271,7 +1271,7 @@ 
            MapAxes#<
 
            
 
            Parameters:
            
 
            
-
            axeslist of MapAxis or ndarray
            Sequence of axis or edges defining the axes.
            
+
            axeslist of MapAxis or ndarray
            Sequence of axis or edges defining the axes.
            
 
            
 
            n_spatial_axesint, optional
            Number of spatial axes. Default is None.
            
 
            
@@ -1449,7 +1449,7 @@ 
            MapAxes#<
 
            
 
            Parameters:
            
 
            
-
            pixtuple of ndarray
            Pixel coordinates.
            
+
            pixtuple of ndarray
            Pixel coordinates.
            
 
            
 
            clipbool, optional
            Choose whether to clip indices to the valid range of the
 axis. Default is False. If False, then indices for coordinates outside
@@ -1459,7 +1459,7 @@ 
            MapAxes#<
 
            
 
            Returns:
            
 
            
-
            idxtuple ndarray
            Pixel indices.
            
+
            idxtuple ndarray
            Pixel indices.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.MapAxis.html b/docs/dev/api/gammapy.maps.MapAxis.html
index cca963f0092..95d39a6bbe5 100644
--- a/docs/dev/api/gammapy.maps.MapAxis.html
+++ b/docs/dev/api/gammapy.maps.MapAxis.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -965,7 +965,7 @@ 
            MapAxis#<
 
            
 
            Parameters:
            
 
            
-
            nodesndarray or Quantity
            Array of node values.  These will be interpreted as either bin
+
            nodesndarray or Quantity
            Array of node values.  These will be interpreted as either bin
 edges or centers according to node_type.
            
 
            
 
            interp{‘lin’, ‘log’, ‘sqrt’}
            Interpolation method used to transform between axis and pixel
@@ -1324,7 +1324,7 @@ 
            MapAxis#<
 
            
 
            Parameters:
            
 
            
-
            coordndarray
            Array of axis coordinate values.
            
+
            coordndarray
            Array of axis coordinate values.
            
 
            
 
            clipbool, optional
            Choose whether to clip the index to the valid range of the
 axis. Default is False. If False, then indices for values outside the axis
@@ -1334,7 +1334,7 @@ 
            MapAxis#<
 
            
 
            Returns:
            
 
            
-
            idxndarray
            Array of bin indices.
            
+
            idxndarray
            Array of bin indices.
            
 
            
 
            
 
            
@@ -1348,13 +1348,13 @@ 
            MapAxis#<
 
            
 
            Parameters:
            
 
            
-
            coordndarray
            Array of axis coordinate values.
            
+
            coordndarray
            Array of axis coordinate values.
            
 
            
 
            
 
            
 
            Returns:
            
 
            
-
            pixndarray
            Array of pixel coordinate values.
            
+
            pixndarray
            Array of pixel coordinate values.
            
 
            
 
            
 
            
@@ -1482,7 +1482,7 @@ 
            MapAxis#<
 
            
 
            Parameters:
            
 
            
-
            edgesndarray
            Axis bin edges.
            
+
            edgesndarray
            Axis bin edges.
            
 
            
 
            interp{‘lin’, ‘log’, ‘sqrt’}
            Interpolation method used to transform between axis and pixel
 coordinates.  Default: ‘lin’.
            
@@ -1569,7 +1569,7 @@ 
            MapAxis#<
 
            
 
            Parameters:
            
 
            
-
            nodesndarray
            Axis nodes (bin center).
            
+
            nodesndarray
            Axis nodes (bin center).
            
 
            
 
            interp{‘lin’, ‘log’, ‘sqrt’}
            Interpolation method used to transform between axis and pixel
 coordinates. Default is ‘lin’.
            
@@ -1706,7 +1706,7 @@ 
            MapAxis#<
 
            
 
            otherMapAxis
            Other map axis.
            
 
            
-
            **kwargsdict, optional
            Keyword arguments passed to allclose.
            
+
            **kwargsdict, optional
            Keyword arguments passed to allclose.
            
 
            
 
            
 
            
@@ -1747,13 +1747,13 @@ 
            MapAxis#<
 
            
 
            Parameters:
            
 
            
-
            pixndarray
            Array of pixel coordinate values.
            
+
            pixndarray
            Array of pixel coordinate values.
            
 
            
 
            
 
            
 
            Returns:
            
 
            
-
            coordndarray
            Array of axis coordinate values.
            
+
            coordndarray
            Array of axis coordinate values.
            
 
            
 
            
 
            
@@ -1767,7 +1767,7 @@ 
            MapAxis#<
 
            
 
            Parameters:
            
 
            
-
            pixndarray
            Pixel coordinates.
            
+
            pixndarray
            Pixel coordinates.
            
 
            
 
            clipbool, optional
            Choose whether to clip indices to the valid range of the
 axis. Default is False. If False, indices for coordinates outside
@@ -1777,7 +1777,7 @@ 
            MapAxis#<
 
            
 
            Returns:
            
 
            
-
            idxndarray
            Pixel indices.
            
+
            idxndarray
            Pixel indices.
            
 
            
 
            
 
            
@@ -1988,13 +1988,13 @@ 
            MapAxis#<
 
            
 
            Parameters:
            
 
            
-
            coordndarray
            Array of axis coordinate values.
            
+
            coordndarray
            Array of axis coordinate values.
            
 
            
 
            
 
            
 
            Returns:
            
 
            
-
            coordndarray
            Wrapped array of axis coordinate values.
            
+
            coordndarray
            Wrapped array of axis coordinate values.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.MapCoord.html b/docs/dev/api/gammapy.maps.MapCoord.html
index 9c913e2aed9..9751cf101e5 100644
--- a/docs/dev/api/gammapy.maps.MapCoord.html
+++ b/docs/dev/api/gammapy.maps.MapCoord.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -962,7 +962,7 @@ 
            MapCoord
 
            
 
            Parameters:
            
 
            
-
            datadict of ndarray
            Dictionary of coordinate arrays.
            
+
            datadict of ndarray
            Dictionary of coordinate arrays.
            
 
            
 
            frame{None, “icrs”, “galactic”}
            Spatial coordinate system. If None then the coordinate system
 will be set to the native coordinate system of the geometry. Default is None.
            
@@ -1122,7 +1122,7 @@ 
            MapCoord
 
            
 
            Parameters:
            
 
            
-
            maskndarray
            Boolean mask.
            
+
            maskndarray
            Boolean mask.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.Maps.html b/docs/dev/api/gammapy.maps.Maps.html
index 929f3da99c6..559fb6b6be0 100644
--- a/docs/dev/api/gammapy.maps.Maps.html
+++ b/docs/dev/api/gammapy.maps.Maps.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.maps.RegionGeom.html b/docs/dev/api/gammapy.maps.RegionGeom.html
index 9b40b3ab44a..4ac0a468fa1 100644
--- a/docs/dev/api/gammapy.maps.RegionGeom.html
+++ b/docs/dev/api/gammapy.maps.RegionGeom.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1001,7 +1001,7 @@ 
            RegionGeom
            
-
+
@@ -1228,7 +1228,7 @@ 
            RegionGeom
 
            
 data_shape#
            
-
            Shape of the ndarray matching this geometry.
            
+
            Shape of the ndarray matching this geometry.
            
 
            
 
 
            
@@ -1357,7 +1357,7 @@ 
            RegionGeomReturns:
 
            
-
            maskndarray
            Boolean array with the same shape as the input that indicates
+
            maskndarray
            Boolean array with the same shape as the input that indicates
 which coordinates are inside the region.
            
 
            
 
            
@@ -1378,7 +1378,7 @@ 
            RegionGeomReturns:
 
            
-
            containmentndarray
            Bool array.
            
+
            containmentndarray
            Bool array.
            
 
            
 
            
 
            
@@ -1399,7 +1399,7 @@ 
            RegionGeomReturns:
 
            
-
            containmentndarray
            Boolean array.
            
+
            containmentndarray
            Boolean array.
            
 
            
 
            
 
            
@@ -1734,7 +1734,7 @@ 
            RegionGeomMapCoord
            MapCoord object with the coordinates inside
 the region.
            
 
            
-
            weightsndarray
            Weights representing the fraction of each pixel
+
            weightsndarray
            Weights representing the fraction of each pixel
 contained in the region.
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.RegionNDMap.html b/docs/dev/api/gammapy.maps.RegionNDMap.html
index c1fe085f2d6..d8090b93397 100644
--- a/docs/dev/api/gammapy.maps.RegionNDMap.html
+++ b/docs/dev/api/gammapy.maps.RegionNDMap.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -965,7 +965,7 @@ 
            RegionNDMap
            
 
            geomRegionGeom
            Region geometry object.
            
 
            
-
            datandarray
            Data array. If None then an empty array will be allocated.
            
+
            datandarray
            Data array. If None then an empty array will be allocated.
            
 
            
 
            dtypestr, optional
            Data type. Default is “float32”.
            
 
            
@@ -982,7 +982,7 @@ 
            RegionNDMap
            
 
 
            data
            Data array as a ndarray object.
            Data array as a ndarray object.
            		
 
            
 
            geom
            		
 
            Map geometry as a Geom object.
            		
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
   
   
   
            data_shape
            Shape of the ndarray matching this geometry.
            Shape of the ndarray matching this geometry.
            		
 
            
 
            data_shape_axes
            		
 
            Shape of data of the non-spatial axes and unit spatial axes.
            
-
+
@@ -1213,8 +1213,7 @@ 
            RegionNDMap
 
            
 data#
            
-
            Data array as a ndarray object.
            
-
            
+
            
 
 
            
 
            
@@ -1314,7 +1313,7 @@ 
            RegionNDMapwcs=None.
 Default is “0.1 deg”.
            
 
-
            datandarray, optional
            Data array. Default is None.
            
+
            datandarray, optional
            Data array. Default is None.
            
 
            
 
            
 
@@ -1335,7 +1334,7 @@ 
            RegionNDMapParameters:
 
            
 
            crop_width{sequence, array_like, int}
            Number of pixels cropped from the edges of each axis.
-Defined analogously to pad_with from numpy.pad.
            
+Defined analogously to pad_with from numpy.pad.
            
 
            
 
            
 
            
@@ -1439,7 +1438,7 @@ 
            RegionNDMapndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
 
@@ -1457,7 +1456,7 @@ 
            RegionNDMapndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
 
@@ -1477,7 +1476,7 @@ 
            RegionNDMapndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
 
@@ -1493,7 +1492,7 @@ 
            RegionNDMap
            
 
            eventsEventList
            Events to fill in the map with.
            
 
            
-
            weightsndarray, optional
            Weights vector. The weights vector must be of the same length
+
            weightsndarray, optional
            Weights vector. The weights vector must be of the same length
 as the events column length. If None, weights are set to 1. Default is None.
            
 
            
 
            
@@ -1512,7 +1511,7 @@ 
            RegionNDMapdict, optional
            Dictionary to store metadata. Default is None.
            
 
            
-
            datanumpy.ndarray, optional
            Data array. Default is None.
            
+
            datanumpy.ndarray, optional
            Data array. Default is None.
            
 
            
 
            unitstr or Unit
            Data unit.
            
 
            
@@ -1620,13 +1619,13 @@ 
            RegionNDMapfloat
            Value which is returned if the position is outside the projection
-footprint. Default is numpy.nan.
            
+footprint. Default is numpy.nan.
            
 
            
 
 
 
            Returns:
            
 
            
-
            valsndarray
            Values of pixels in the map. numpy.nan is used to flag coordinates
+
            valsndarray
            Values of pixels in the map. numpy.nan is used to flag coordinates
 outside the map.
            
 
            
 
            
@@ -1649,7 +1648,7 @@ 
            RegionNDMapReturns:
 
            
-
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates outside the map.
            
+
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates outside the map.
            
 
            
 
            
 
            
@@ -1669,13 +1668,13 @@ 
            RegionNDMapfloat
            Value which is returned if the position is outside the projection
-footprint. Default is numpy.nan.
            
+footprint. Default is numpy.nan.
            
 
            
 
 
            
 
            Returns:
            
 
            
-
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates
+
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates
 outside the map.
            
 
            
 
            
@@ -1858,7 +1857,7 @@ 
            RegionNDMapReturns:
 
            
-
            valsndarray
            Interpolated pixel values.
            
+
            valsndarray
            Interpolated pixel values.
            
 
            
 
            
 
            
@@ -1886,7 +1885,7 @@ 
            RegionNDMapReturns:
 
            
-
            valsndarray
            Interpolated pixel values.
            
+
            valsndarray
            Interpolated pixel values.
            
 
            
 
            
 
            
@@ -1936,7 +1935,7 @@ 
            RegionNDMapfloat, optional
            Absolute tolerance for the axes’ comparison. Default is 1e-6.
            
 
            
-
            **kwargsdict, optional
            Keywords passed to allclose.
            
+
            **kwargsdict, optional
            Keywords passed to allclose.
            
 
            
 
 
            
@@ -2026,7 +2025,7 @@ 
            RegionNDMap
 
            Yields:
            
 
            
-
            (data, idx)tuple
            Where data is a numpy.ndarray view of the image plane data,
+
            (data, idx)tuple
            Where data is a numpy.ndarray view of the image plane data,
 and idx is a tuple of int, the index of the image plane.
            
 
            
 
            
@@ -2170,7 +2169,7 @@ 
            RegionNDMapReturns:
 
            
-
            axesndarray of Axes
            Axes grid.
            
+
            axesndarray of Axes
            Axes grid.
            
 
            
 
            
 
            
@@ -2309,7 +2308,7 @@ 
            RegionNDMap
            
 
            axis_name: str
            The name of the axis to reduce over.
            
 
            
-
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
+
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
 
            
 
            keepdimsbool, optional
            If this is set to true, the axes which are summed over are left in
 the map with a single bin. Default is False.
            
@@ -2334,7 +2333,7 @@ 
            RegionNDMap
 
            Parameters:
            
 
            
-
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
+
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
 
            
 
            keepdimsbool, optional
            If this is set to true, the axes which are summed over are left in
 the map with a single bin. Default is False.
            
@@ -2460,7 +2459,7 @@ 
            RegionNDMap
            
 
            geomGeom
            Target Map geometry.
            
 
            
-
            weightsndarray, optional
            Weights vector. It must have same shape as the data of the map.
+
            weightsndarray, optional
            Weights vector. It must have same shape as the data of the map.
 If set to None, weights will be set to 1. Default is None.
            
 
            
 
            preserve_countsbool, optional
            Preserve the integral over each bin.  This should be true
@@ -2482,8 +2481,8 @@ 
            RegionNDMap
 resample_axis(axis, weights=None, ufunc=<ufunc 'add'>)#
 
            Resample map to a new axis by grouping and reducing smaller bins by a given function ufunc.
            
-
            By default, the map content are summed over the smaller bins. Other numpy.ufunc can be
-used, e.g. numpy.logical_and or numpy.logical_or.
            
+
            By default, the map content are summed over the smaller bins. Other numpy.ufunc can be
+used, e.g. numpy.logical_and or numpy.logical_or.
            
 
            
 
            Parameters:
            
 
            
@@ -2493,7 +2492,7 @@ 
            RegionNDMapother and additional axes must be broadcastable. If set to None, weights will be set to 1.
 Default is None.
            
 
            
-
            ufuncufunc
            Universal function to use to resample the axis. Default is numpy.add.
            
+
            ufuncufunc
            Universal function to use to resample the axis. Default is numpy.add.
            
 
            
 
            
 
            
@@ -2515,7 +2514,7 @@ 
            RegionNDMap
            
 
            n_eventsint
            Number of events to sample.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state. Default is 0.
            
 
            
 
            
@@ -2540,7 +2539,7 @@ 
            RegionNDMapndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
@@ -2558,7 +2557,7 @@ 
            RegionNDMapndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
@@ -2578,7 +2577,7 @@ 
            RegionNDMapndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.TimeMapAxis.html b/docs/dev/api/gammapy.maps.TimeMapAxis.html
index c9824128c71..aeda3fadbb3 100644
--- a/docs/dev/api/gammapy.maps.TimeMapAxis.html
+++ b/docs/dev/api/gammapy.maps.TimeMapAxis.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1308,7 +1308,7 @@ 
            TimeMapAxisReturns:
 
            
-
            idxndarray
            Array of bin indices.
            
+
            idxndarray
            Array of bin indices.
            
 
            
 
            
 
            
@@ -1330,7 +1330,7 @@ 
            TimeMapAxisReturns:
 
            
-
            pixndarray
            Array of pixel positions.
            
+
            pixndarray
            Array of pixel positions.
            
 
            
 
            
 
            
@@ -1547,7 +1547,7 @@ 
            TimeMapAxis
            
 
            otherTimeMapAxis
            Other time map axis.
            
 
            
-
            **kwargsdict, optional
            Keyword arguments forwarded to allclose.
            
+
            **kwargsdict, optional
            Keyword arguments forwarded to allclose.
            
 
            
 
            
 
@@ -1568,7 +1568,7 @@ 
            TimeMapAxis
 
            Parameters:
            
 
            
-
            pixndarray
            Array of pixel positions.
            
+
            pixndarray
            Array of pixel positions.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.WcsGeom.html b/docs/dev/api/gammapy.maps.WcsGeom.html
index 870db453319..2897ce581c6 100644
--- a/docs/dev/api/gammapy.maps.WcsGeom.html
+++ b/docs/dev/api/gammapy.maps.WcsGeom.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -997,7 +997,7 @@ 
            WcsGeom#<
 
            
-
+
@@ -1261,7 +1261,7 @@ 
            WcsGeom#<
 
            
 
            
 data_shape#
            
-
            Shape of the ndarray matching this geometry.
            
+
            Shape of the ndarray matching this geometry.
            
 
            
 
 
            
@@ -1420,7 +1420,7 @@ 
            WcsGeom#<
 
 
            Returns:
            
 
            
-
            structurendarray
            Binary structure.
            
+
            structurendarray
            Binary structure.
            
 
            
 
            
 
            
@@ -1461,7 +1461,7 @@ 
            WcsGeom#<
 
 
            Returns:
            
 
            
-
            containmentndarray
            Bool array.
            
+
            containmentndarray
            Bool array.
            
 
            
 
            
 
            
@@ -1481,7 +1481,7 @@ 
            WcsGeom#<
 
 
            Returns:
            
 
            
-
            containmentndarray
            Bool array.
            
+
            containmentndarray
            Bool array.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.WcsMap.html b/docs/dev/api/gammapy.maps.WcsMap.html
index b941cd49f5b..e4a3ebd475b 100644
--- a/docs/dev/api/gammapy.maps.WcsMap.html
+++ b/docs/dev/api/gammapy.maps.WcsMap.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -960,7 +960,7 @@ 
            WcsMap#
            
 
            geomWcsGeom
            A WCS geometry object.
            
 
            
-
            datandarray
            Data array.
            
+
            datandarray
            Data array.
            
 
            
 
            
 
@@ -969,7 +969,7 @@ 
            WcsMap#
            
 
 
            data
            Data array as a ndarray object.
            Data array as a ndarray object.
            		
 
            
 
            geom
            		
 
            Map geometry as a Geom object.
            Sky coordinate of the center of the geometry.
            		
 
            
 
            data_shape
            Shape of the ndarray matching this geometry.
            Shape of the ndarray matching this geometry.
            		
 
            
 
            data_shape_axes
            		
 
            Shape of data of the non-spatial axes and unit spatial axes.
            
-
+
@@ -1173,7 +1173,7 @@ 
            WcsMap#
 
            
 data#
            
-
            Data array as a ndarray object.
            
+
            Data array as a ndarray object.
            
 
            
 
 
            
@@ -1317,7 +1317,7 @@ 
            WcsMap#Parameters:
 
            
 
            crop_width{sequence, array_like, int}
            Number of pixels cropped from the edges of each axis.
-Defined analogously to pad_with from numpy.pad.
            
+Defined analogously to pad_with from numpy.pad.
            
 
            
 
            
 
            
@@ -1410,7 +1410,7 @@ 
            WcsMap#
 
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
            
 
@@ -1428,7 +1428,7 @@ 
            WcsMap#
 
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
 
@@ -1448,7 +1448,7 @@ 
            WcsMap#
 
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
 
@@ -1464,7 +1464,7 @@ 
            WcsMap#
            
 
            eventsEventList
            Events to fill in the map with.
            
 
            
-
            weightsndarray, optional
            Weights vector. The weights vector must be of the same length
+
            weightsndarray, optional
            Weights vector. The weights vector must be of the same length
 as the events column length. If None, weights are set to 1. Default is None.
            
 
            
 
            
@@ -1483,7 +1483,7 @@ 
            WcsMap#
 
            metadict, optional
            Dictionary to store metadata. Default is None.
            
 
            
-
            datanumpy.ndarray, optional
            Data array. Default is None.
            
+
            datanumpy.ndarray, optional
            Data array. Default is None.
            
 
            
 
            unitstr or Unit
            Data unit.
            
 
            
@@ -1567,13 +1567,13 @@ 
            WcsMap#
 
 
            fill_valuefloat
            Value which is returned if the position is outside the projection
-footprint. Default is numpy.nan.
            
+footprint. Default is numpy.nan.
            
 
            
 
 
 
            Returns:
            
 
            
-
            valsndarray
            Values of pixels in the map. numpy.nan is used to flag coordinates
+
            valsndarray
            Values of pixels in the map. numpy.nan is used to flag coordinates
 outside the map.
            
 
            
 
            
@@ -1596,7 +1596,7 @@ 
            WcsMap#
 
            Returns:
            
 
            
-
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates outside the map.
            
+
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates outside the map.
            
 
            
 
            
 
            
@@ -1616,13 +1616,13 @@ 
            WcsMap#
 
            
 
            fill_valuefloat
            Value which is returned if the position is outside the projection
-footprint. Default is numpy.nan.
            
+footprint. Default is numpy.nan.
            
 
            
 
 
 
            Returns:
            
 
            
-
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates
+
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates
 outside the map.
            
 
            
 
            
@@ -1762,8 +1762,8 @@ 
            WcsMap#
            
 
            region: `~regions.Region`, optional
            Region to extract the spectrum from. Pixel or sky regions are accepted. Default is None.
            
 
            
-
            funcnumpy.func, optional
            Function to reduce the data. Default is nansum.
-For a boolean Map, use numpy.any or numpy.all. Default is numpy.nansum.
            
+
            funcnumpy.func, optional
            Function to reduce the data. Default is nansum.
+For a boolean Map, use numpy.any or numpy.all. Default is numpy.nansum.
            
 
            
 
            weightsWcsNDMap, optional
            Array to be used as weights. The geometry must be equivalent. Default is None.
            
 
            
@@ -1823,7 +1823,7 @@ 
            WcsMap#
 
            Returns:
            
 
            
-
            valsndarray
            Interpolated pixel values.
            
+
            valsndarray
            Interpolated pixel values.
            
 
            
 
            
 
            
@@ -1851,7 +1851,7 @@ 
            WcsMap#
 
            Returns:
            
 
            
-
            valsndarray
            Interpolated pixel values.
            
+
            valsndarray
            Interpolated pixel values.
            
 
            
 
            
 
            
@@ -1901,7 +1901,7 @@ 
            WcsMap#
 
            atol_axesfloat, optional
            Absolute tolerance for the axes’ comparison. Default is 1e-6.
            
 
            
-
            **kwargsdict, optional
            Keywords passed to allclose.
            
+
            **kwargsdict, optional
            Keywords passed to allclose.
            
 
            
 
            
 
            
@@ -1971,7 +1971,7 @@ 
            WcsMap#
 
            Yields:
            
 
            
-
            (data, idx)tuple
            Where data is a numpy.ndarray view of the image plane data,
+
            (data, idx)tuple
            Where data is a numpy.ndarray view of the image plane data,
 and idx is a tuple of int, the index of the image plane.
            
 
            
 
            
@@ -2089,7 +2089,7 @@ 
            WcsMap#
 
            Returns:
            
 
            
-
            axesndarray of Axes
            Axes grid.
            
+
            axesndarray of Axes
            Axes grid.
            
 
            
 
            
 
            
@@ -2170,7 +2170,7 @@ 
            WcsMap#
            
 
            axis_name: str
            The name of the axis to reduce over.
            
 
            
-
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
+
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
 
            
 
            keepdimsbool, optional
            If this is set to true, the axes which are summed over are left in
 the map with a single bin. Default is False.
            
@@ -2195,7 +2195,7 @@ 
            WcsMap#
 
            Parameters:
            
 
            
-
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
+
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
 
            
 
            keepdimsbool, optional
            If this is set to true, the axes which are summed over are left in
 the map with a single bin. Default is False.
            
@@ -2321,7 +2321,7 @@ 
            WcsMap#
            
 
            geomGeom
            Target Map geometry.
            
 
            
-
            weightsndarray, optional
            Weights vector. It must have same shape as the data of the map.
+
            weightsndarray, optional
            Weights vector. It must have same shape as the data of the map.
 If set to None, weights will be set to 1. Default is None.
            
 
            
 
            preserve_countsbool, optional
            Preserve the integral over each bin.  This should be true
@@ -2343,8 +2343,8 @@ 
            WcsMap#
 resample_axis(axis, weights=None, ufunc=<ufunc 'add'>)#
 
            Resample map to a new axis by grouping and reducing smaller bins by a given function ufunc.
            
-
            By default, the map content are summed over the smaller bins. Other numpy.ufunc can be
-used, e.g. numpy.logical_and or numpy.logical_or.
            
+
            By default, the map content are summed over the smaller bins. Other numpy.ufunc can be
+used, e.g. numpy.logical_and or numpy.logical_or.
            
 
            
 
            Parameters:
            
 
            
@@ -2354,7 +2354,7 @@ 
            WcsMap#other and additional axes must be broadcastable. If set to None, weights will be set to 1.
 Default is None.
            
 
            
-
            ufuncufunc
            Universal function to use to resample the axis. Default is numpy.add.
            
+
            ufuncufunc
            Universal function to use to resample the axis. Default is numpy.add.
            
 
            
 
            
 
            
@@ -2376,7 +2376,7 @@ 
            WcsMap#
            
 
            n_eventsint
            Number of events to sample.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state. Default is 0.
            
 
            
 
            
@@ -2401,7 +2401,7 @@ 
            WcsMap#
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
@@ -2419,7 +2419,7 @@ 
            WcsMap#
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
@@ -2439,7 +2439,7 @@ 
            WcsMap#
 
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
 
diff --git a/docs/dev/api/gammapy.maps.WcsNDMap.html b/docs/dev/api/gammapy.maps.WcsNDMap.html
index c0775e57104..43a3b3fcaaf 100644
--- a/docs/dev/api/gammapy.maps.WcsNDMap.html
+++ b/docs/dev/api/gammapy.maps.WcsNDMap.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -963,7 +963,7 @@ 
            WcsNDMap
 
            
 
            geomWcsGeom
            WCS geometry object.
            
 
            
-
            datandarray
            Data array. If none then an empty array will be allocated.
            
+
            datandarray
            Data array. If none then an empty array will be allocated.
            
 
            
 
            dtypestr, optional
            Data type, default is float32
            
 
            
@@ -978,7 +978,7 @@ 
            WcsNDMap
 
            
 
 
            data
            Data array as a ndarray object.
            Data array as a ndarray object.
            		
 
            
 
            geom
            		
 
            Map geometry as a Geom object.
            
-
+
@@ -1221,7 +1221,7 @@ 
            WcsNDMap
 
            
 
            
 data#
            
-
            Data array as a ndarray object.
            
+
            Data array as a ndarray object.
            
 
            
 
 
            
@@ -1272,8 +1272,8 @@ 
            WcsNDMap
 
 
            kernel{‘disk’, ‘box’}, optional
            Kernel shape. Default is “disk”.
            
 
            
-
            use_fftbool, optional
            Use scipy.signal.fftconvolve if True. Otherwise, use
-scipy.ndimage.binary_dilation.
+
            use_fftbool, optional
            Use scipy.signal.fftconvolve if True. Otherwise, use
+scipy.ndimage.binary_dilation.
 Default is True.
            
 
            
 
            
@@ -1301,8 +1301,8 @@ 
            WcsNDMap
 
 
            kernel{‘disk’, ‘box’}, optional
            Kernel shape. Default is “disk”.
            
 
            
-
            use_fftbool, optional
            Use scipy.signal.fftconvolve if True. Otherwise, use
-scipy.ndimage.binary_erosion.
+
            use_fftbool, optional
            Use scipy.signal.fftconvolve if True. Otherwise, use
+scipy.ndimage.binary_erosion.
 Default is True.
            
 
            
 
@@ -1346,12 +1346,12 @@ 
            WcsNDMap
 
            
 
            Parameters:
            
 
            
-
            kernelPSFKernel or numpy.ndarray
            Convolution kernel.
            
+
            kernelPSFKernel or numpy.ndarray
            Convolution kernel.
            
 
            
-
            methodstr, optional
            The method used by convolve.
+
            methodstr, optional
            The method used by convolve.
 Default is ‘fft’.
            
 
            
-
            modestr, optional
            The convolution mode used by convolve.
+
            modestr, optional
            The convolution mode used by convolve.
 Default is ‘same’.
            
 
            
 
            
@@ -1452,7 +1452,7 @@ 
            WcsNDMap
 
            Parameters:
            
 
            
 
            crop_width{sequence, array_like, int}
            Number of pixels cropped from the edges of each axis.
-Defined analogously to pad_with from numpy.pad.
            
+Defined analogously to pad_with from numpy.pad.
            
 
            
 
            
 
            
@@ -1599,7 +1599,7 @@ 
            WcsNDMap
 should be ordered as (lon, lat, x_0, …, x_n) where x_i
 are coordinates for non-spatial dimensions of the map.
            
 
            
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
            
 
@@ -1617,7 +1617,7 @@ 
            WcsNDMap
 Tuple should be ordered as (I_lon, I_lat, I_0, …, I_n)
 for WCS maps and (I_hpx, I_0, …, I_n) for HEALPix maps.
            
 
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
 
@@ -1637,7 +1637,7 @@ 
            WcsNDMap
 Pixel indices can be either float or integer type. Float
 indices will be rounded to the nearest integer.
            
 
-
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
+
            weightsndarray, optional
            Weights vector. If None, weights are set to 1. Default is None.
            
 
            
 
 
@@ -1653,7 +1653,7 @@ 
            WcsNDMap
 
            
 
            eventsEventList
            Events to fill in the map with.
            
 
            
-
            weightsndarray, optional
            Weights vector. The weights vector must be of the same length
+
            weightsndarray, optional
            Weights vector. The weights vector must be of the same length
 as the events column length. If None, weights are set to 1. Default is None.
            
 
            
 
            
@@ -1672,7 +1672,7 @@ 
            WcsNDMap
 
            
 
            metadict, optional
            Dictionary to store metadata. Default is None.
            
 
            
-
            datanumpy.ndarray, optional
            Data array. Default is None.
            
+
            datanumpy.ndarray, optional
            Data array. Default is None.
            
 
            
 
            unitstr or Unit
            Data unit.
            
 
            
@@ -1780,13 +1780,13 @@ 
            WcsNDMap
 are coordinates for non-spatial dimensions of the map.
            
 
 
            fill_valuefloat
            Value which is returned if the position is outside the projection
-footprint. Default is numpy.nan.
            
+footprint. Default is numpy.nan.
            
 
            
 
 
 
            Returns:
            
 
            
-
            valsndarray
            Values of pixels in the map. numpy.nan is used to flag coordinates
+
            valsndarray
            Values of pixels in the map. numpy.nan is used to flag coordinates
 outside the map.
            
 
            
 
            
@@ -1809,7 +1809,7 @@ 
            WcsNDMap
 
            
 
            Returns:
            
 
            
-
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates outside the map.
            
+
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates outside the map.
            
 
            
 
            
 
            
@@ -1829,13 +1829,13 @@ 
            WcsNDMap
 Pixel indices can be either float or integer type.
            
 
 
            fill_valuefloat
            Value which is returned if the position is outside the projection
-footprint. Default is numpy.nan.
            
+footprint. Default is numpy.nan.
            
 
            
 
 
 
            Returns:
            
 
            
-
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates
+
            valsndarray
            Array of pixel values. numpy.nan is used to flag coordinates
 outside the map.
            
 
            
 
            
@@ -1975,8 +1975,8 @@ 
            WcsNDMap
 
            
 
            region: `~regions.Region`, optional
            Region to extract the spectrum from. Pixel or sky regions are accepted. Default is None.
            
 
            
-
            funcnumpy.func, optional
            Function to reduce the data. Default is nansum.
-For a boolean Map, use numpy.any or numpy.all. Default is numpy.nansum.
            
+
            funcnumpy.func, optional
            Function to reduce the data. Default is nansum.
+For a boolean Map, use numpy.any or numpy.all. Default is numpy.nansum.
            
 
            
 
            weightsWcsNDMap, optional
            Array to be used as weights. The geometry must be equivalent. Default is None.
            
 
            
@@ -2041,7 +2041,7 @@ 
            WcsNDMap
 
            
 
            Returns:
            
 
            
-
            valsndarray
            Interpolated pixel values.
            
+
            valsndarray
            Interpolated pixel values.
            
 
            
 
            
 
            
@@ -2069,7 +2069,7 @@ 
            WcsNDMap
 
            
 
            Returns:
            
 
            
-
            valsndarray
            Interpolated pixel values.
            
+
            valsndarray
            Interpolated pixel values.
            
 
            
 
            
 
            
@@ -2119,7 +2119,7 @@ 
            WcsNDMap
 
 
            atol_axesfloat, optional
            Absolute tolerance for the axes’ comparison. Default is 1e-6.
            
 
            
-
            **kwargsdict, optional
            Keywords passed to allclose.
            
+
            **kwargsdict, optional
            Keywords passed to allclose.
            
 
            
 
 
@@ -2189,7 +2189,7 @@ 
            WcsNDMap
 
            
 
            Yields:
            
 
            
-
            (data, idx)tuple
            Where data is a numpy.ndarray view of the image plane data,
+
            (data, idx)tuple
            Where data is a numpy.ndarray view of the image plane data,
 and idx is a tuple of int, the index of the image plane.
            
 
            
 
            
@@ -2362,7 +2362,7 @@ 
            WcsNDMap
 
            
 
            Returns:
            
 
            
-
            axesndarray of Axes
            Axes grid.
            
+
            axesndarray of Axes
            Axes grid.
            
 
            
 
            
 
            
@@ -2465,7 +2465,7 @@ 
            WcsNDMap
 
            
 
            axis_name: str
            The name of the axis to reduce over.
            
 
            
-
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
+
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
 
            
 
            keepdimsbool, optional
            If this is set to true, the axes which are summed over are left in
 the map with a single bin. Default is False.
            
@@ -2490,7 +2490,7 @@ 
            WcsNDMap
 
            
 
            Parameters:
            
 
            
-
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
+
            funcufunc, optional
            Function to use for reducing the data. Default is numpy.add.
            
 
            
 
            keepdimsbool, optional
            If this is set to true, the axes which are summed over are left in
 the map with a single bin. Default is False.
            
@@ -2616,7 +2616,7 @@ 
            WcsNDMap
 
            
 
            geomGeom
            Target Map geometry.
            
 
            
-
            weightsndarray, optional
            Weights vector. It must have same shape as the data of the map.
+
            weightsndarray, optional
            Weights vector. It must have same shape as the data of the map.
 If set to None, weights will be set to 1. Default is None.
            
 
            
 
            preserve_countsbool, optional
            Preserve the integral over each bin.  This should be true
@@ -2638,8 +2638,8 @@ 
            WcsNDMap
 
            
 resample_axis(axis, weights=None, ufunc=<ufunc 'add'>)#
            
 
            Resample map to a new axis by grouping and reducing smaller bins by a given function ufunc.
            
-
            By default, the map content are summed over the smaller bins. Other numpy.ufunc can be
-used, e.g. numpy.logical_and or numpy.logical_or.
            
+
            By default, the map content are summed over the smaller bins. Other numpy.ufunc can be
+used, e.g. numpy.logical_and or numpy.logical_or.
            
 
            
 
            Parameters:
            
 
            
@@ -2649,7 +2649,7 @@ 
            WcsNDMap
 to other and additional axes must be broadcastable. If set to None, weights will be set to 1.
 Default is None.
            
 
            
-
            ufuncufunc
            Universal function to use to resample the axis. Default is numpy.add.
            
+
            ufuncufunc
            Universal function to use to resample the axis. Default is numpy.add.
            
 
            
 
            
 
            
@@ -2671,7 +2671,7 @@ 
            WcsNDMap
 
            
 
            n_eventsint
            Number of events to sample.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state. Default is 0.
            
 
            
 
            
@@ -2696,7 +2696,7 @@ 
            WcsNDMap
 should be ordered as (lon, lat, x_0, …, x_n) where x_i
 are coordinates for non-spatial dimensions of the map.
            
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
@@ -2714,7 +2714,7 @@ 
            WcsNDMap
 Tuple should be ordered as (I_lon, I_lat, I_0, …, I_n)
 for WCS maps and (I_hpx, I_0, …, I_n) for HEALPix maps.
            
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
@@ -2734,7 +2734,7 @@ 
            WcsNDMap
 Pixel indices can be either float or integer type. Float
 indices will be rounded to the nearest integer.
            
 
            
-
            valsndarray
            Values vector.
            
+
            valsndarray
            Values vector.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.maps.containment_radius.html b/docs/dev/api/gammapy.maps.containment_radius.html
index 36ee68cfa0d..3571ffe945e 100644
--- a/docs/dev/api/gammapy.maps.containment_radius.html
+++ b/docs/dev/api/gammapy.maps.containment_radius.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.maps.containment_region.html b/docs/dev/api/gammapy.maps.containment_region.html
index 7712c7bb9f8..6148ac939d6 100644
--- a/docs/dev/api/gammapy.maps.containment_region.html
+++ b/docs/dev/api/gammapy.maps.containment_region.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.Covariance.html b/docs/dev/api/gammapy.modeling.Covariance.html
index fe876501459..52f3c0dd46e 100644
--- a/docs/dev/api/gammapy.modeling.Covariance.html
+++ b/docs/dev/api/gammapy.modeling.Covariance.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -961,7 +961,7 @@ 
            Covariance
            
 
            parametersParameters
            Parameter list.
            
 
            
-
            datandarray
            Covariance data array.
            
+
            datandarray
            Covariance data array.
            
 
            
 
            
 
@@ -970,10 +970,10 @@ 
            Covariance
            
 
 
            data
            Data array as a ndarray object.
            Data array as a ndarray object.
            		
 
            
 
            geom
            		
 
            Map geometry as a Geom object.
            
-
+
-
+
@@ -1009,7 +1009,7 @@ 
            Covariance
 
            
 correlation#
            
-
            Correlation matrix as a numpy.ndarray.
            
+
            Correlation matrix as a numpy.ndarray.
            
 
            Correlation \(C\) is related to covariance \(\Sigma\) via:
            
 
            
 \[C_{ij} = \frac{ \Sigma_{ij} }{ \sqrt{\Sigma_{ii} \Sigma_{jj}} }\]
            
@@ -1018,7 +1018,7 @@ 
            Covariance
 
            
 data#
            
-
            Covariance data as a ndarray.
            
+
            Covariance data as a ndarray.
            
 
            
 
 
            
@@ -1073,7 +1073,7 @@ 
            CovarianceReturns:
 
            
-
            covariancendarray
            Sub-covariance.
            
+
            covariancendarray
            Sub-covariance.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.CovarianceResult.html b/docs/dev/api/gammapy.modeling.CovarianceResult.html
index 7d3cdb328e0..44c934339a5 100644
--- a/docs/dev/api/gammapy.modeling.CovarianceResult.html
+++ b/docs/dev/api/gammapy.modeling.CovarianceResult.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -958,7 +958,7 @@ 
            CovarianceResult
 
            Parameters:
            
 
            
-
            matrixndarray, optional
            The covariance matrix. Default is None.
            
+
            matrixndarray, optional
            The covariance matrix. Default is None.
            
 
            
 
            kwargsdict
            Extra kwargs are passed to the backend.
            
 
            
@@ -972,7 +972,7 @@ 
            CovarianceResult
            
-
+
@@ -1005,7 +1005,7 @@ 
            CovarianceResult
 
            
 matrix#
            
-
            Covariance matrix as a ndarray.
            
+
            Covariance matrix as a ndarray.
            
 
            
 
 
            
diff --git a/docs/dev/api/gammapy.modeling.Fit.html b/docs/dev/api/gammapy.modeling.Fit.html
index cd7079a7961..6b8c2d8874e 100644
--- a/docs/dev/api/gammapy.modeling.Fit.html
+++ b/docs/dev/api/gammapy.modeling.Fit.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -992,9 +992,9 @@ 
            Fit#
            
 
 
            covariance_optsdict
            Covariance options passed to the given backend.
            
 
            
-
            confidence_optsdict
            Extra arguments passed to the backend. E.g. iminuit.Minuit.minos supports
+
            confidence_optsdict
            Extra arguments passed to the backend. E.g. iminuit.Minuit.minos supports
 a maxcall option. For the scipy backend confidence_opts are forwarded
-to brentq. If the confidence estimation fails, the bracketing
+to brentq. If the confidence estimation fails, the bracketing
 interval can be adapted by modifying the upper bound of the interval (b) value.
            
 
            
 
            store_tracebool
            Whether to store the trace of the fit.
            
@@ -1035,8 +1035,8 @@ 
            Fit#
            
 confidence(datasets, parameter, sigma=1, reoptimize=True)[source]#
 
            Estimate confidence interval.
            
 
            Extra kwargs are passed to the backend.
-E.g. iminuit.Minuit.minos supports a maxcall option.
            
-
            For the scipy backend kwargs are forwarded to brentq. If the
+E.g. iminuit.Minuit.minos supports a maxcall option.
            
+
            For the scipy backend kwargs are forwarded to brentq. If the
 confidence estimation fails, the bracketing interval can be adapted by modifying the
 upper bound of the interval (b) value.
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.FitResult.html b/docs/dev/api/gammapy.modeling.FitResult.html
index 37b2394c43a..dde9dba26d0 100644
--- a/docs/dev/api/gammapy.modeling.FitResult.html
+++ b/docs/dev/api/gammapy.modeling.FitResult.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.OptimizeResult.html b/docs/dev/api/gammapy.modeling.OptimizeResult.html
index f0581cd75ca..4f1c6931b4e 100644
--- a/docs/dev/api/gammapy.modeling.OptimizeResult.html
+++ b/docs/dev/api/gammapy.modeling.OptimizeResult.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -966,7 +966,7 @@ 
            OptimizeResultTable
            Parameter trace from the optimisation.
            
 
            
-
            minuitMinuit, optional
            Minuit object. Default is None.
            
+
            minuitMinuit, optional
            Minuit object. Default is None.
            
 
            
 
            kwargsdict
            Extra kwargs are passed to the backend.
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.Parameter.html b/docs/dev/api/gammapy.modeling.Parameter.html
index 95963beb9c0..60ffdefe01b 100644
--- a/docs/dev/api/gammapy.modeling.Parameter.html
+++ b/docs/dev/api/gammapy.modeling.Parameter.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1068,7 +1068,7 @@ 
            Parameter
            
-
+
@@ -1233,7 +1233,7 @@ 
            Parameter
 
            
 scan_values#
            
-
            Stat scan values as a ndarray.
            
+
            Stat scan values as a ndarray.
            
 
            
 
 
            
diff --git a/docs/dev/api/gammapy.modeling.Parameters.html b/docs/dev/api/gammapy.modeling.Parameters.html
index aa3edb36322..f9058d20343 100644
--- a/docs/dev/api/gammapy.modeling.Parameters.html
+++ b/docs/dev/api/gammapy.modeling.Parameters.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -974,10 +974,10 @@ 
            Parameters
            
-
+
-
+
@@ -995,7 +995,7 @@ 
            ParametersParameters object.
            
 
            
-
+
            
 
 
            correlation
            Correlation matrix as a numpy.ndarray.
            Correlation matrix as a numpy.ndarray.
            		
 
            
 
            data
            Covariance data as a ndarray.
            Covariance data as a ndarray.
            		
 
            
 
            scipy_mvn
            		
 
            matrix
            Covariance matrix as a ndarray.
            Covariance matrix as a ndarray.
            		
 
            
 
            message
            		
 
            Optimizer status message.
            scan_values
            Stat scan values as a ndarray.
            Stat scan values as a ndarray.
            		
 
            
 
            type
            		
 
            max
            Parameter maxima as a numpy.ndarray.
            Parameter maxima as a numpy.ndarray.
            		
 
            
 
            min
            Parameter minima as a numpy.ndarray.
            Parameter minima as a numpy.ndarray.
            		
 
            
 
            names
            		
 
            List of parameter names.
            
 
            value
            Parameter values as a numpy.ndarray.
            Parameter values as a numpy.ndarray.
            		
 
            
             
 
            
@@ -1061,13 +1061,13 @@ 
            Parameters
 
            
 max#
            
-
            Parameter maxima as a numpy.ndarray.
            
+
            Parameter maxima as a numpy.ndarray.
            
 
            
 
 
            
 
            
 min#
            
-
            Parameter minima as a numpy.ndarray.
            
+
            Parameter minima as a numpy.ndarray.
            
 
            
 
 
            
@@ -1102,7 +1102,7 @@ 
            Parameters
 
            
 value#
            
-
            Parameter values as a numpy.ndarray.
            
+
            Parameter values as a numpy.ndarray.
            
 
            
 
 
            Methods Documentation
            
diff --git a/docs/dev/api/gammapy.modeling.PriorParameter.html b/docs/dev/api/gammapy.modeling.PriorParameter.html
index df3f58ee9a2..57f72873d90 100644
--- a/docs/dev/api/gammapy.modeling.PriorParameter.html
+++ b/docs/dev/api/gammapy.modeling.PriorParameter.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1015,7 +1015,7 @@ 
            PriorParameter
            scan_values
            
-
            Stat scan values as a ndarray.
            
+
            Stat scan values as a ndarray.
            
 
 
            type
            
 
            
@@ -1180,7 +1180,7 @@ 
            PriorParameter
 
            
 scan_values#
            
-
            Stat scan values as a ndarray.
            
+
            Stat scan values as a ndarray.
            
 
            
 
 
            
diff --git a/docs/dev/api/gammapy.modeling.PriorParameters.html b/docs/dev/api/gammapy.modeling.PriorParameters.html
index ac38a28147a..2f81ef733f6 100644
--- a/docs/dev/api/gammapy.modeling.PriorParameters.html
+++ b/docs/dev/api/gammapy.modeling.PriorParameters.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -961,10 +961,10 @@ 
            PriorParameters
            max
            
-
            Parameter maxima as a numpy.ndarray.
            
+
            Parameter maxima as a numpy.ndarray.
            
 
 
            min
            
-
            Parameter minima as a numpy.ndarray.
            
+
            Parameter minima as a numpy.ndarray.
            
 
 
            names
            
 
            List of parameter names.
            
@@ -982,7 +982,7 @@ 
            PriorParametersParameters object.
            
 
 
            value
            
-
            Parameter values as a numpy.ndarray.
            
+
            Parameter values as a numpy.ndarray.
            
 
 
 
@@ -1048,13 +1048,13 @@ 
            PriorParameters
 
            
 max#
            
-
            Parameter maxima as a numpy.ndarray.
            
+
            Parameter maxima as a numpy.ndarray.
            
 
            
 
 
            
 
            
 min#
            
-
            Parameter minima as a numpy.ndarray.
            
+
            Parameter minima as a numpy.ndarray.
            
 
            
 
 
            
@@ -1089,7 +1089,7 @@ 
            PriorParameters
 
            
 value#
            
-
            Parameter values as a numpy.ndarray.
            
+
            Parameter values as a numpy.ndarray.
            
 
            
 
 
            Methods Documentation
            
diff --git a/docs/dev/api/gammapy.modeling.models.BrokenPowerLawSpectralModel.html b/docs/dev/api/gammapy.modeling.models.BrokenPowerLawSpectralModel.html
index cd59e2a6c88..9cc1d167c76 100644
--- a/docs/dev/api/gammapy.modeling.models.BrokenPowerLawSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.BrokenPowerLawSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1546,7 +1546,7 @@ 
            BrokenPowerLawSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1571,7 +1571,7 @@ 
            BrokenPowerLawSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.CompoundSpectralModel.html b/docs/dev/api/gammapy.modeling.models.CompoundSpectralModel.html
index 27f7f33eb75..bd2abfb501a 100644
--- a/docs/dev/api/gammapy.modeling.models.CompoundSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.CompoundSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1277,7 +1277,7 @@ 
            CompoundSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1302,7 +1302,7 @@ 
            CompoundSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.ConstantFluxSpatialModel.html b/docs/dev/api/gammapy.modeling.models.ConstantFluxSpatialModel.html
index 20445144f4b..69829c48328 100644
--- a/docs/dev/api/gammapy.modeling.models.ConstantFluxSpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ConstantFluxSpatialModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.ConstantSpatialModel.html b/docs/dev/api/gammapy.modeling.models.ConstantSpatialModel.html
index 9b14dfc62cb..2709efe5978 100644
--- a/docs/dev/api/gammapy.modeling.models.ConstantSpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ConstantSpatialModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.ConstantSpectralModel.html b/docs/dev/api/gammapy.modeling.models.ConstantSpectralModel.html
index 89337f89723..8285a7dfdb7 100644
--- a/docs/dev/api/gammapy.modeling.models.ConstantSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ConstantSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1347,7 +1347,7 @@ 
            ConstantSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1372,7 +1372,7 @@ 
            ConstantSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.ConstantTemporalModel.html b/docs/dev/api/gammapy.modeling.models.ConstantTemporalModel.html
index 16c2499f40b..2da8aff7fbf 100644
--- a/docs/dev/api/gammapy.modeling.models.ConstantTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ConstantTemporalModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1247,7 +1247,7 @@ 
            ConstantTemporalModel
 
            t_deltaQuantity, optional
            Time step used for sampling of the temporal model. Default is 1 s.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is 0.
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.DatasetModels.html b/docs/dev/api/gammapy.modeling.models.DatasetModels.html
index 0fe3ca050dc..5a1ff000516 100644
--- a/docs/dev/api/gammapy.modeling.models.DatasetModels.html
+++ b/docs/dev/api/gammapy.modeling.models.DatasetModels.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -960,7 +960,7 @@ 
            DatasetModels
            
 
            modelsSkyModel, list of SkyModel or Models
            Sky models.
            
 
            
-
            covariance_datandarray
            Covariance data.
            
+
            covariance_datandarray
            Covariance data.
            
 
            
 
            
 
            
@@ -1441,7 +1441,7 @@ 
            DatasetModelsReturns:
 
            
-
            masknumpy.array
            Boolean mask, True for selected models.
            
+
            masknumpy.array
            Boolean mask, True for selected models.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.DiskSpatialModel.html b/docs/dev/api/gammapy.modeling.models.DiskSpatialModel.html
index 5f30bad6f70..54ebe0b0ba1 100644
--- a/docs/dev/api/gammapy.modeling.models.DiskSpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.DiskSpatialModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.EBLAbsorptionNormSpectralModel.html b/docs/dev/api/gammapy.modeling.models.EBLAbsorptionNormSpectralModel.html
index 207b7c37d91..e055acdbecb 100644
--- a/docs/dev/api/gammapy.modeling.models.EBLAbsorptionNormSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.EBLAbsorptionNormSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1428,7 +1428,7 @@ 
            EBLAbsorptionNormSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1453,7 +1453,7 @@ 
            EBLAbsorptionNormSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.EBL_DATA_BUILTIN.html b/docs/dev/api/gammapy.modeling.models.EBL_DATA_BUILTIN.html
index f163059d2e5..314450905f3 100644
--- a/docs/dev/api/gammapy.modeling.models.EBL_DATA_BUILTIN.html
+++ b/docs/dev/api/gammapy.modeling.models.EBL_DATA_BUILTIN.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLaw3FGLSpectralModel.html b/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLaw3FGLSpectralModel.html
index e570a58060a..2d247bee2fe 100644
--- a/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLaw3FGLSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLaw3FGLSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1540,7 +1540,7 @@ 
            ExpCutoffPowerLaw3FGLSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1565,7 +1565,7 @@ 
            ExpCutoffPowerLaw3FGLSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawNormSpectralModel.html b/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawNormSpectralModel.html
index f2fb70b8cc0..a285f81bcbe 100644
--- a/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawNormSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawNormSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1609,7 +1609,7 @@ 
            ExpCutoffPowerLawNormSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1634,7 +1634,7 @@ 
            ExpCutoffPowerLawNormSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawSpectralModel.html b/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawSpectralModel.html
index 2c49154725a..f5b764620dc 100644
--- a/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1622,7 +1622,7 @@ 
            ExpCutoffPowerLawSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1647,7 +1647,7 @@ 
            ExpCutoffPowerLawSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.ExpDecayTemporalModel.html b/docs/dev/api/gammapy.modeling.models.ExpDecayTemporalModel.html
index 79a8067891e..b86832edb24 100644
--- a/docs/dev/api/gammapy.modeling.models.ExpDecayTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ExpDecayTemporalModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1379,7 +1379,7 @@ 
            ExpDecayTemporalModel
 
            t_deltaQuantity, optional
            Time step used for sampling of the temporal model. Default is 1 s.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is 0.
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.FoVBackgroundModel.html b/docs/dev/api/gammapy.modeling.models.FoVBackgroundModel.html
index 17661014704..83d714cf1da 100644
--- a/docs/dev/api/gammapy.modeling.models.FoVBackgroundModel.html
+++ b/docs/dev/api/gammapy.modeling.models.FoVBackgroundModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.GaussianSpatialModel.html b/docs/dev/api/gammapy.modeling.models.GaussianSpatialModel.html
index 7cb0bcf47e0..b77ee1cd17e 100644
--- a/docs/dev/api/gammapy.modeling.models.GaussianSpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.GaussianSpatialModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.GaussianSpectralModel.html b/docs/dev/api/gammapy.modeling.models.GaussianSpectralModel.html
index a60ed0af1ae..904b5888954 100644
--- a/docs/dev/api/gammapy.modeling.models.GaussianSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.GaussianSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1470,7 +1470,7 @@ 
            GaussianSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1495,7 +1495,7 @@ 
            GaussianSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.GaussianTemporalModel.html b/docs/dev/api/gammapy.modeling.models.GaussianTemporalModel.html
index 534fda35538..ac1afbccd3e 100644
--- a/docs/dev/api/gammapy.modeling.models.GaussianTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.GaussianTemporalModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1380,7 +1380,7 @@ 
            GaussianTemporalModel
 
            t_deltaQuantity, optional
            Time step used for sampling of the temporal model. Default is 1 s.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is 0.
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianSpatialModel.html b/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianSpatialModel.html
index 06850ad7315..7819eacf129 100644
--- a/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianSpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianSpatialModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianTemporalModel.html b/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianTemporalModel.html
index 15f35b1d989..f44fdb02cee 100644
--- a/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianTemporalModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1511,7 +1511,7 @@ 
            GeneralizedGaussianTemporalModelQuantity, optional
            Time step used for sampling of the temporal model. Default is 1 s.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is 0.
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.LightCurveTemplateTemporalModel.html b/docs/dev/api/gammapy.modeling.models.LightCurveTemplateTemporalModel.html
index c7870d0ef13..edce0a53ab0 100644
--- a/docs/dev/api/gammapy.modeling.models.LightCurveTemplateTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.LightCurveTemplateTemporalModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1429,7 +1429,7 @@ 
            LightCurveTemplateTemporalModelQuantity, optional
            Time step used for sampling of the temporal model. Default is 1 s.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is 0.
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.LinearTemporalModel.html b/docs/dev/api/gammapy.modeling.models.LinearTemporalModel.html
index 18d8c77c2fd..245a65a54bf 100644
--- a/docs/dev/api/gammapy.modeling.models.LinearTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.LinearTemporalModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1445,7 +1445,7 @@ 
            LinearTemporalModelQuantity, optional
            Time step used for sampling of the temporal model. Default is 1 s.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is 0.
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.LogParabolaNormSpectralModel.html b/docs/dev/api/gammapy.modeling.models.LogParabolaNormSpectralModel.html
index 52959275e39..21783ec9c9e 100644
--- a/docs/dev/api/gammapy.modeling.models.LogParabolaNormSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.LogParabolaNormSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1550,7 +1550,7 @@ 
            LogParabolaNormSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1575,7 +1575,7 @@ 
            LogParabolaNormSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.LogParabolaSpectralModel.html b/docs/dev/api/gammapy.modeling.models.LogParabolaSpectralModel.html
index e121c25f67e..61ecc6968f1 100644
--- a/docs/dev/api/gammapy.modeling.models.LogParabolaSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.LogParabolaSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1563,7 +1563,7 @@ 
            LogParabolaSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1588,7 +1588,7 @@ 
            LogParabolaSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.MODEL_REGISTRY.html b/docs/dev/api/gammapy.modeling.models.MODEL_REGISTRY.html
index 2b511403214..db24d77dcaf 100644
--- a/docs/dev/api/gammapy.modeling.models.MODEL_REGISTRY.html
+++ b/docs/dev/api/gammapy.modeling.models.MODEL_REGISTRY.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.MeyerCrabSpectralModel.html b/docs/dev/api/gammapy.modeling.models.MeyerCrabSpectralModel.html
index 79a0001ecd1..656545b8a3a 100644
--- a/docs/dev/api/gammapy.modeling.models.MeyerCrabSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.MeyerCrabSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1339,7 +1339,7 @@ 
            MeyerCrabSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1364,7 +1364,7 @@ 
            MeyerCrabSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.Model.html b/docs/dev/api/gammapy.modeling.models.Model.html
index ab9e9f6e9d5..e0cf366fa39 100644
--- a/docs/dev/api/gammapy.modeling.models.Model.html
+++ b/docs/dev/api/gammapy.modeling.models.Model.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.ModelBase.html b/docs/dev/api/gammapy.modeling.models.ModelBase.html
index 19e7c5b7731..e276b030bf8 100644
--- a/docs/dev/api/gammapy.modeling.models.ModelBase.html
+++ b/docs/dev/api/gammapy.modeling.models.ModelBase.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.Models.html b/docs/dev/api/gammapy.modeling.models.Models.html
index b2aa749ccc3..dda5f498ca4 100644
--- a/docs/dev/api/gammapy.modeling.models.Models.html
+++ b/docs/dev/api/gammapy.modeling.models.Models.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1505,7 +1505,7 @@ 
            Models#
 
            Returns:
            
 
            
-
            masknumpy.array
            Boolean mask, True for selected models.
            
+
            masknumpy.array
            Boolean mask, True for selected models.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.NaimaSpectralModel.html b/docs/dev/api/gammapy.modeling.models.NaimaSpectralModel.html
index db341ec841d..dd35e05b676 100644
--- a/docs/dev/api/gammapy.modeling.models.NaimaSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.NaimaSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1338,7 +1338,7 @@ 
            NaimaSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1363,7 +1363,7 @@ 
            NaimaSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.PiecewiseNormSpatialModel.html b/docs/dev/api/gammapy.modeling.models.PiecewiseNormSpatialModel.html
index 94ca948a19f..1ee83e81fbb 100644
--- a/docs/dev/api/gammapy.modeling.models.PiecewiseNormSpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.PiecewiseNormSpatialModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -963,7 +963,7 @@ 
            PiecewiseNormSpatialModel
            
 
            coordgammapy.maps.MapCoord
            Flat coordinates list at which the model values are given (nodes).
            
 
            
-
            normsndarray or list of Parameter
            Array with the initial norms of the model at energies energy.
+
            normsndarray or list of Parameter
            Array with the initial norms of the model at energies energy.
 Normalisation parameters are created for each value.
 Default is one at each node.
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.PiecewiseNormSpectralModel.html b/docs/dev/api/gammapy.modeling.models.PiecewiseNormSpectralModel.html
index 661ce68e9b7..f7f4c19a96a 100644
--- a/docs/dev/api/gammapy.modeling.models.PiecewiseNormSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.PiecewiseNormSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -962,7 +962,7 @@ 
            PiecewiseNormSpectralModel
            
 
            energyQuantity
            Array of energies at which the model values are given (nodes).
            
 
            
-
            normsndarray or list of Parameter
            Array with the initial norms of the model at energies energy.
+
            normsndarray or list of Parameter
            Array with the initial norms of the model at energies energy.
 Normalisation parameters are created for each value.
 Default is one at each node.
            
 
            
@@ -1296,7 +1296,7 @@ 
            PiecewiseNormSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1321,7 +1321,7 @@ 
            PiecewiseNormSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.PointSpatialModel.html b/docs/dev/api/gammapy.modeling.models.PointSpatialModel.html
index 8601e47bf6f..0f2928d0806 100644
--- a/docs/dev/api/gammapy.modeling.models.PointSpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.PointSpatialModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.PowerLaw2SpectralModel.html b/docs/dev/api/gammapy.modeling.models.PowerLaw2SpectralModel.html
index 409fb3bc1ab..5cac78a34fd 100644
--- a/docs/dev/api/gammapy.modeling.models.PowerLaw2SpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.PowerLaw2SpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1581,7 +1581,7 @@ 
            PowerLaw2SpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.PowerLawNormSpectralModel.html b/docs/dev/api/gammapy.modeling.models.PowerLawNormSpectralModel.html
index 56bdfe929c7..f59e07e850c 100644
--- a/docs/dev/api/gammapy.modeling.models.PowerLawNormSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.PowerLawNormSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1514,7 +1514,7 @@ 
            PowerLawNormSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.PowerLawSpectralModel.html b/docs/dev/api/gammapy.modeling.models.PowerLawSpectralModel.html
index 5bacf81912b..0febf7f8bcc 100644
--- a/docs/dev/api/gammapy.modeling.models.PowerLawSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.PowerLawSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1539,7 +1539,7 @@ 
            PowerLawSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.PowerLawTemporalModel.html b/docs/dev/api/gammapy.modeling.models.PowerLawTemporalModel.html
index ed052a36fa1..b6d1d596f14 100644
--- a/docs/dev/api/gammapy.modeling.models.PowerLawTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.PowerLawTemporalModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1444,7 +1444,7 @@ 
            PowerLawTemporalModel
 
            t_deltaQuantity, optional
            Time step used for sampling of the temporal model. Default is 1 s.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is 0.
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.Prior.html b/docs/dev/api/gammapy.modeling.models.Prior.html
index ebee4164c13..93af69c6a78 100644
--- a/docs/dev/api/gammapy.modeling.models.Prior.html
+++ b/docs/dev/api/gammapy.modeling.models.Prior.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.SPATIAL_MODEL_REGISTRY.html b/docs/dev/api/gammapy.modeling.models.SPATIAL_MODEL_REGISTRY.html
index bf5833208fa..6a75b7c42b6 100644
--- a/docs/dev/api/gammapy.modeling.models.SPATIAL_MODEL_REGISTRY.html
+++ b/docs/dev/api/gammapy.modeling.models.SPATIAL_MODEL_REGISTRY.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.SPECTRAL_MODEL_REGISTRY.html b/docs/dev/api/gammapy.modeling.models.SPECTRAL_MODEL_REGISTRY.html
index b31b6e04c9a..dea45f65435 100644
--- a/docs/dev/api/gammapy.modeling.models.SPECTRAL_MODEL_REGISTRY.html
+++ b/docs/dev/api/gammapy.modeling.models.SPECTRAL_MODEL_REGISTRY.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.ScaleSpectralModel.html b/docs/dev/api/gammapy.modeling.models.ScaleSpectralModel.html
index 71e122a85b5..7dc63f59f8a 100644
--- a/docs/dev/api/gammapy.modeling.models.ScaleSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ScaleSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1348,7 +1348,7 @@ 
            ScaleSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1373,7 +1373,7 @@ 
            ScaleSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.Shell2SpatialModel.html b/docs/dev/api/gammapy.modeling.models.Shell2SpatialModel.html
index eb219fe8923..1548a326b12 100644
--- a/docs/dev/api/gammapy.modeling.models.Shell2SpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.Shell2SpatialModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.ShellSpatialModel.html b/docs/dev/api/gammapy.modeling.models.ShellSpatialModel.html
index cd2f4836562..255b104c249 100644
--- a/docs/dev/api/gammapy.modeling.models.ShellSpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ShellSpatialModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.SineTemporalModel.html b/docs/dev/api/gammapy.modeling.models.SineTemporalModel.html
index 7883a1d999c..292862d40bc 100644
--- a/docs/dev/api/gammapy.modeling.models.SineTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.SineTemporalModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1445,7 +1445,7 @@ 
            SineTemporalModelQuantity, optional
            Time step used for sampling of the temporal model. Default is 1 s.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is 0.
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.SkyModel.html b/docs/dev/api/gammapy.modeling.models.SkyModel.html
index f517dd21159..c2a1c82a1b7 100644
--- a/docs/dev/api/gammapy.modeling.models.SkyModel.html
+++ b/docs/dev/api/gammapy.modeling.models.SkyModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.SmoothBrokenPowerLawSpectralModel.html b/docs/dev/api/gammapy.modeling.models.SmoothBrokenPowerLawSpectralModel.html
index 204e2ea0e26..7df874a92ec 100644
--- a/docs/dev/api/gammapy.modeling.models.SmoothBrokenPowerLawSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.SmoothBrokenPowerLawSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1668,7 +1668,7 @@ 
            SmoothBrokenPowerLawSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1693,7 +1693,7 @@ 
            SmoothBrokenPowerLawSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.SpatialModel.html b/docs/dev/api/gammapy.modeling.models.SpatialModel.html
index 76b4b4d35cd..6c7392a9708 100644
--- a/docs/dev/api/gammapy.modeling.models.SpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.SpatialModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.SpectralModel.html b/docs/dev/api/gammapy.modeling.models.SpectralModel.html
index d63977060aa..70130fbcb9e 100644
--- a/docs/dev/api/gammapy.modeling.models.SpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.SpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1260,7 +1260,7 @@ 
            SpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)[source]#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1285,7 +1285,7 @@ 
            SpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)[source]#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw3FGLSpectralModel.html b/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw3FGLSpectralModel.html
index 46b6c8649aa..e23b18222fa 100644
--- a/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw3FGLSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw3FGLSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1609,7 +1609,7 @@ 
            SuperExpCutoffPowerLaw3FGLSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1634,7 +1634,7 @@ 
            SuperExpCutoffPowerLaw3FGLSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLDR3SpectralModel.html b/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLDR3SpectralModel.html
index 67f45ada243..34592928071 100644
--- a/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLDR3SpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLDR3SpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1600,7 +1600,7 @@ 
            SuperExpCutoffPowerLaw4FGLDR3SpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1625,7 +1625,7 @@ 
            SuperExpCutoffPowerLaw4FGLDR3SpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLSpectralModel.html b/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLSpectralModel.html
index cca2d34bfb3..934dd5c580a 100644
--- a/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1602,7 +1602,7 @@ 
            SuperExpCutoffPowerLaw4FGLSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1627,7 +1627,7 @@ 
            SuperExpCutoffPowerLaw4FGLSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.TEMPORAL_MODEL_REGISTRY.html b/docs/dev/api/gammapy.modeling.models.TEMPORAL_MODEL_REGISTRY.html
index 1b09f5d6147..4d839f6b677 100644
--- a/docs/dev/api/gammapy.modeling.models.TEMPORAL_MODEL_REGISTRY.html
+++ b/docs/dev/api/gammapy.modeling.models.TEMPORAL_MODEL_REGISTRY.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.TemplateNDSpatialModel.html b/docs/dev/api/gammapy.modeling.models.TemplateNDSpatialModel.html
index 859e93f32d9..28086b273da 100644
--- a/docs/dev/api/gammapy.modeling.models.TemplateNDSpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.TemplateNDSpatialModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.TemplateNDSpectralModel.html b/docs/dev/api/gammapy.modeling.models.TemplateNDSpectralModel.html
index 9807cc00ba8..d0533cee400 100644
--- a/docs/dev/api/gammapy.modeling.models.TemplateNDSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.TemplateNDSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -1301,7 +1301,7 @@ 
            TemplateNDSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1326,7 +1326,7 @@ 
            TemplateNDSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.TemplateNPredModel.html b/docs/dev/api/gammapy.modeling.models.TemplateNPredModel.html
index 1476570b6b5..38fc9b7c061 100644
--- a/docs/dev/api/gammapy.modeling.models.TemplateNPredModel.html
+++ b/docs/dev/api/gammapy.modeling.models.TemplateNPredModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.TemplatePhaseCurveTemporalModel.html b/docs/dev/api/gammapy.modeling.models.TemplatePhaseCurveTemporalModel.html
index 48526b32486..0e9e3954632 100644
--- a/docs/dev/api/gammapy.modeling.models.TemplatePhaseCurveTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.TemplatePhaseCurveTemporalModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1635,7 +1635,7 @@ 
            TemplatePhaseCurveTemporalModelQuantity
            Time step used for sampling of the temporal model.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state.
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.TemplateSpatialModel.html b/docs/dev/api/gammapy.modeling.models.TemplateSpatialModel.html
index 49990901d7b..c31d11b35ac 100644
--- a/docs/dev/api/gammapy.modeling.models.TemplateSpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.TemplateSpatialModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.TemplateSpectralModel.html b/docs/dev/api/gammapy.modeling.models.TemplateSpectralModel.html
index cac1077872e..bfd68317540 100644
--- a/docs/dev/api/gammapy.modeling.models.TemplateSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.TemplateSpectralModel.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -962,9 +962,9 @@ 
            TemplateSpectralModel
            
 
            energyQuantity
            Array of energies at which the model values are given
            
 
            
-
            valuesndarray
            Array with the values of the model at energies energy.
            
+
            valuesndarray
            Array with the values of the model at energies energy.
            
 
            
-
            interp_kwargsdict
            Interpolation keyword arguments passed to scipy.interpolate.RegularGridInterpolator.
+
            interp_kwargsdict
            Interpolation keyword arguments passed to scipy.interpolate.RegularGridInterpolator.
 By default all values outside the interpolation range are set to zero.
 If you want to apply linear extrapolation you can pass interp_kwargs={'fill_value':
 'extrapolate', 'kind': 'linear'}. If you want to choose the interpolation
@@ -1308,7 +1308,7 @@ 
            TemplateSpectralModel
 inverse(value, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energy for a given function value of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
@@ -1333,7 +1333,7 @@ 
            TemplateSpectralModel
 inverse_all(values, energy_min=<Quantity 0.1 TeV>, energy_max=<Quantity 100. TeV>)#
 
            Return energies for multiple function values of the spectral model.
            
-
            Calls the scipy.optimize.brentq numerical root finding method.
            
+
            Calls the scipy.optimize.brentq numerical root finding method.
            
 
            
 
            Parameters:
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.TemporalModel.html b/docs/dev/api/gammapy.modeling.models.TemporalModel.html
index e6ee55c301b..e9c0dc8df9f 100644
--- a/docs/dev/api/gammapy.modeling.models.TemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.TemporalModel.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1233,7 +1233,7 @@ 
            TemporalModelQuantity, optional
            Time step used for sampling of the temporal model. Default is 1 s.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is 0.
            
 
            
diff --git a/docs/dev/api/gammapy.modeling.models.create_cosmic_ray_spectral_model.html b/docs/dev/api/gammapy.modeling.models.create_cosmic_ray_spectral_model.html
index e6720d35798..e077c33bfa3 100644
--- a/docs/dev/api/gammapy.modeling.models.create_cosmic_ray_spectral_model.html
+++ b/docs/dev/api/gammapy.modeling.models.create_cosmic_ray_spectral_model.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.create_crab_spectral_model.html b/docs/dev/api/gammapy.modeling.models.create_crab_spectral_model.html
index 7a58e9b66b9..079964ed38f 100644
--- a/docs/dev/api/gammapy.modeling.models.create_crab_spectral_model.html
+++ b/docs/dev/api/gammapy.modeling.models.create_crab_spectral_model.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.create_fermi_isotropic_diffuse_model.html b/docs/dev/api/gammapy.modeling.models.create_fermi_isotropic_diffuse_model.html
index 19564b2e0bd..0d225901c3c 100644
--- a/docs/dev/api/gammapy.modeling.models.create_fermi_isotropic_diffuse_model.html
+++ b/docs/dev/api/gammapy.modeling.models.create_fermi_isotropic_diffuse_model.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.integrate_spectrum.html b/docs/dev/api/gammapy.modeling.models.integrate_spectrum.html
index 191d4b644d6..a4d0833f647 100644
--- a/docs/dev/api/gammapy.modeling.models.integrate_spectrum.html
+++ b/docs/dev/api/gammapy.modeling.models.integrate_spectrum.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.read_hermes_cube.html b/docs/dev/api/gammapy.modeling.models.read_hermes_cube.html
index 512191e07a9..2be49cc5af0 100644
--- a/docs/dev/api/gammapy.modeling.models.read_hermes_cube.html
+++ b/docs/dev/api/gammapy.modeling.models.read_hermes_cube.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.scale_plot_flux.html b/docs/dev/api/gammapy.modeling.models.scale_plot_flux.html
index be10a165a37..de5adcf794c 100644
--- a/docs/dev/api/gammapy.modeling.models.scale_plot_flux.html
+++ b/docs/dev/api/gammapy.modeling.models.scale_plot_flux.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.utils.read_hermes_cube.html b/docs/dev/api/gammapy.modeling.models.utils.read_hermes_cube.html
index 525aba71221..30db290e8b3 100644
--- a/docs/dev/api/gammapy.modeling.models.utils.read_hermes_cube.html
+++ b/docs/dev/api/gammapy.modeling.models.utils.read_hermes_cube.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.select_nested_models.html b/docs/dev/api/gammapy.modeling.select_nested_models.html
index c259464d513..ac748005cf1 100644
--- a/docs/dev/api/gammapy.modeling.select_nested_models.html
+++ b/docs/dev/api/gammapy.modeling.select_nested_models.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.modeling.stat_profile_ul_scipy.html b/docs/dev/api/gammapy.modeling.stat_profile_ul_scipy.html
index a84f6f214c4..06e9d0bfdc2 100644
--- a/docs/dev/api/gammapy.modeling.stat_profile_ul_scipy.html
+++ b/docs/dev/api/gammapy.modeling.stat_profile_ul_scipy.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -957,9 +957,9 @@ 
            stat_profile_ul_scipy
 
            Parameters:
            
 
            
-
            value_scanndarray
            Array of parameter values.
            
+
            value_scanndarray
            Array of parameter values.
            
 
            
-
            stat_scanndarray
            Array of delta fit statistic values, with respect to the minimum.
            
+
            stat_scanndarray
            Array of delta fit statistic values, with respect to the minimum.
            
 
            
 
            delta_tsfloat, optional
            Difference in test statistics for the upper limit. Default is 4.
            
 
            
@@ -967,7 +967,7 @@ 
            stat_profile_ul_scipy
 
            
-
            **kwargsdict
            Keyword arguments passed to brentq.
            
+
            **kwargsdict
            Keyword arguments passed to brentq.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.stats.CashCountsStatistic.html b/docs/dev/api/gammapy.stats.CashCountsStatistic.html
index 88a59923f07..70f9af76900 100644
--- a/docs/dev/api/gammapy.stats.CashCountsStatistic.html
+++ b/docs/dev/api/gammapy.stats.CashCountsStatistic.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1145,7 +1145,7 @@ 
            CashCountsStatisticReturns:
 
            
-
            n_signumpy.ndarray
            Excess.
            
+
            n_signumpy.ndarray
            Excess.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.stats.TimmerKonig_lightcurve_simulator.html b/docs/dev/api/gammapy.stats.TimmerKonig_lightcurve_simulator.html
index cd676b64b28..c5e5f929cd6 100644
--- a/docs/dev/api/gammapy.stats.TimmerKonig_lightcurve_simulator.html
+++ b/docs/dev/api/gammapy.stats.TimmerKonig_lightcurve_simulator.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -966,7 +966,7 @@ 
            TimmerKonig_lightcurve_simulatorint, optional
            Factor by which to multiply the length of the time series to avoid red noise leakage. Default is 10.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
            Defines random number generator initialisation.
 Passed to get_random_state. Default is “random-seed”.
            
 
            
 
            power_spectrum_paramsdict, optional
            Dictionary of parameters to be provided to the power spectrum function.
            
@@ -981,7 +981,7 @@ 
            TimmerKonig_lightcurve_simulatorReturns:
 
            
-
            time_seriesndarray
            Simulated time series.
            
+
            time_seriesndarray
            Simulated time series.
            
 
            
 
            time_axisQuantity
            Time axis of the series in the same units as ‘spacing’. It will be defined with length ‘npoints’, from 0 to
 ‘npoints’*’spacing’.
            
diff --git a/docs/dev/api/gammapy.stats.WStatCountsStatistic.html b/docs/dev/api/gammapy.stats.WStatCountsStatistic.html
index a52bd932bc7..797e8c4de31 100644
--- a/docs/dev/api/gammapy.stats.WStatCountsStatistic.html
+++ b/docs/dev/api/gammapy.stats.WStatCountsStatistic.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -1150,7 +1150,7 @@ 
            WStatCountsStatistic
 
            Returns:
            
 
            
-
            n_signumpy.ndarray
            Excess.
            
+
            n_signumpy.ndarray
            Excess.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.stats.cash.html b/docs/dev/api/gammapy.stats.cash.html
index 539c206f19a..96db5bfe4e8 100644
--- a/docs/dev/api/gammapy.stats.cash.html
+++ b/docs/dev/api/gammapy.stats.cash.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.stats.cash_sum_cython.html b/docs/dev/api/gammapy.stats.cash_sum_cython.html
index e6bdb2027a7..9dda1fcd717 100644
--- a/docs/dev/api/gammapy.stats.cash_sum_cython.html
+++ b/docs/dev/api/gammapy.stats.cash_sum_cython.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -957,9 +957,9 @@ 
            cash_sum_cython
 
            Parameters:
            
 
            
-
            countsndarray
            Counts array.
            
+
            countsndarray
            Counts array.
            
 
            
-
            npredndarray
            Predicted counts array.
            
+
            npredndarray
            Predicted counts array.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.stats.compute_chisq.html b/docs/dev/api/gammapy.stats.compute_chisq.html
index cadf99e555d..5e12ae4b4a9 100644
--- a/docs/dev/api/gammapy.stats.compute_chisq.html
+++ b/docs/dev/api/gammapy.stats.compute_chisq.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -965,7 +965,7 @@ 
            compute_chisqReturns:
 
            
-
            ChiSq, P-valuetuple of float or ndarray
            Tuple of Chi-square and P-value.
            
+
            ChiSq, P-valuetuple of float or ndarray
            Tuple of Chi-square and P-value.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.stats.compute_flux_doubling.html b/docs/dev/api/gammapy.stats.compute_flux_doubling.html
index a31a36937b1..9d46090e25d 100644
--- a/docs/dev/api/gammapy.stats.compute_flux_doubling.html
+++ b/docs/dev/api/gammapy.stats.compute_flux_doubling.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.stats.compute_fpp.html b/docs/dev/api/gammapy.stats.compute_fpp.html
index 6ad9e4e4a79..4854c920f9b 100644
--- a/docs/dev/api/gammapy.stats.compute_fpp.html
+++ b/docs/dev/api/gammapy.stats.compute_fpp.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -975,7 +975,7 @@ 
            compute_fppReturns:
 
            
-
            fpp, fpp_errndarray
            Point-to-point excess variance.
            
+
            fpp, fpp_errndarray
            Point-to-point excess variance.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.stats.compute_fvar.html b/docs/dev/api/gammapy.stats.compute_fvar.html
index 4cb2dde77c0..de91d5f6cff 100644
--- a/docs/dev/api/gammapy.stats.compute_fvar.html
+++ b/docs/dev/api/gammapy.stats.compute_fvar.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
@@ -978,7 +978,7 @@ 
            compute_fvarReturns:
 
            
-
            fvar, fvar_errndarray
            Fractional excess variance.
            
+
            fvar, fvar_errndarray
            Fractional excess variance.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.stats.cstat.html b/docs/dev/api/gammapy.stats.cstat.html
index 959c68c4a0c..6f3c64c0121 100644
--- a/docs/dev/api/gammapy.stats.cstat.html
+++ b/docs/dev/api/gammapy.stats.cstat.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.stats.f_cash_root_cython.html b/docs/dev/api/gammapy.stats.f_cash_root_cython.html
index b05bcd4788d..5f6846744f4 100644
--- a/docs/dev/api/gammapy.stats.f_cash_root_cython.html
+++ b/docs/dev/api/gammapy.stats.f_cash_root_cython.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -959,11 +959,11 @@ 
            f_cash_root_cython
            
 
            xfloat
            Model amplitude.
            
 
            
-
            countsndarray
            Count image slice, where model is defined.
            
+
            countsndarray
            Count image slice, where model is defined.
            
 
            
-
            backgroundndarray
            Background image slice, where model is defined.
            
+
            backgroundndarray
            Background image slice, where model is defined.
            
 
            
-
            modelndarray
            Source template (multiplied with exposure).
            
+
            modelndarray
            Source template (multiplied with exposure).
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.stats.get_wstat_gof_terms.html b/docs/dev/api/gammapy.stats.get_wstat_gof_terms.html
index 242ebac143b..69dc97d2363 100644
--- a/docs/dev/api/gammapy.stats.get_wstat_gof_terms.html
+++ b/docs/dev/api/gammapy.stats.get_wstat_gof_terms.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.stats.get_wstat_mu_bkg.html b/docs/dev/api/gammapy.stats.get_wstat_mu_bkg.html
index b7b686fccc2..0811cf3860c 100644
--- a/docs/dev/api/gammapy.stats.get_wstat_mu_bkg.html
+++ b/docs/dev/api/gammapy.stats.get_wstat_mu_bkg.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.stats.norm_bounds_cython.html b/docs/dev/api/gammapy.stats.norm_bounds_cython.html
index de7e155648b..7555a1fbdfc 100644
--- a/docs/dev/api/gammapy.stats.norm_bounds_cython.html
+++ b/docs/dev/api/gammapy.stats.norm_bounds_cython.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -957,11 +957,11 @@ 
            norm_bounds_cython
 
            Parameters:
            
 
            
-
            countsndarray
            Counts image
            
+
            countsndarray
            Counts image
            
 
            
-
            backgroundndarray
            Background image
            
+
            backgroundndarray
            Background image
            
 
            
-
            modelndarray
            Source template (multiplied with exposure).
            
+
            modelndarray
            Source template (multiplied with exposure).
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.stats.structure_function.html b/docs/dev/api/gammapy.stats.structure_function.html
index 7edb24ddac5..5c41b27874c 100644
--- a/docs/dev/api/gammapy.stats.structure_function.html
+++ b/docs/dev/api/gammapy.stats.structure_function.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -969,7 +969,7 @@ 
            structure_functionReturns:
 
            
-
            sf, distancesndarray, Quantity
            Discrete structure function and array of time distances.
            
+
            sf, distancesndarray, Quantity
            Discrete structure function and array of time distances.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.stats.wstat.html b/docs/dev/api/gammapy.stats.wstat.html
index 5b9a8c58e31..02a798b2439 100644
--- a/docs/dev/api/gammapy.stats.wstat.html
+++ b/docs/dev/api/gammapy.stats.wstat.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.cluster.hierarchical_clustering.html b/docs/dev/api/gammapy.utils.cluster.hierarchical_clustering.html
index a547426095b..1ec0a37b1c3 100644
--- a/docs/dev/api/gammapy.utils.cluster.hierarchical_clustering.html
+++ b/docs/dev/api/gammapy.utils.cluster.hierarchical_clustering.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -959,10 +959,10 @@ 
            hierarchical_clustering
            
 
            featuresTable
            Table containing the features.
            
 
            
-
            linkage_kwargsdict, optional
            Arguments forwarded to scipy.cluster.hierarchy.linkage.
+
            linkage_kwargsdict, optional
            Arguments forwarded to scipy.cluster.hierarchy.linkage.
 Default is None, which uses method=”ward” and metric=”euclidean”.
            
 
            
-
            fcluster_kwargsdict, optional
            Arguments forwarded to scipy.cluster.hierarchy.fcluster.
+
            fcluster_kwargsdict, optional
            Arguments forwarded to scipy.cluster.hierarchy.fcluster.
 Default is None, which uses criterion=”maxclust” and t=3.
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.utils.cluster.standard_scaler.html b/docs/dev/api/gammapy.utils.cluster.standard_scaler.html
index d8f05ee4e66..47306cbf071 100644
--- a/docs/dev/api/gammapy.utils.cluster.standard_scaler.html
+++ b/docs/dev/api/gammapy.utils.cluster.standard_scaler.html
@@ -67,7 +67,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.coordinates.D_SUN_TO_GALACTIC_CENTER.html b/docs/dev/api/gammapy.utils.coordinates.D_SUN_TO_GALACTIC_CENTER.html
index c21206a144d..32438bb4452 100644
--- a/docs/dev/api/gammapy.utils.coordinates.D_SUN_TO_GALACTIC_CENTER.html
+++ b/docs/dev/api/gammapy.utils.coordinates.D_SUN_TO_GALACTIC_CENTER.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -958,7 +958,7 @@ 
            D_SUN_TO_GALACTIC_CENTER
 
            Parameters:
            
 
            
-
            valuenumber, ndarray, Quantity (sequence), or str
            The numerical value of this quantity in the units given by unit.  If a
+
            valuenumber, ndarray, Quantity (sequence), or str
            The numerical value of this quantity in the units given by unit.  If a
 Quantity or sequence of them (or any other valid object with a
 unit attribute), creates a new Quantity object, converting to
 unit units as needed.  If a string, it is converted to a number or
@@ -972,7 +972,7 @@ 
            D_SUN_TO_GALACTIC_CENTERNone, the normal numpy.dtype introspection is used, e.g.
+If None, the normal numpy.dtype introspection is used, e.g.
 preventing upcasting of integers.
            
 
            
 
            copybool, optional
            If True (default), then the value is copied.  Otherwise, a copy will
@@ -982,7 +982,7 @@ 
            D_SUN_TO_GALACTIC_CENTER{‘C’, ‘F’, ‘A’}, optional
            Specify the order of the array.  As in array.  This parameter
+
            order{‘C’, ‘F’, ‘A’}, optional
            Specify the order of the array.  As in array.  This parameter
 is ignored if the input is a Quantity and copy=False.
            
 
            
 
            subokbool, optional
            If False (default), the returned array will be forced to be a
diff --git a/docs/dev/api/gammapy.utils.coordinates.cartesian.html b/docs/dev/api/gammapy.utils.coordinates.cartesian.html
index 7e3bc86d58c..f04bb0c955b 100644
--- a/docs/dev/api/gammapy.utils.coordinates.cartesian.html
+++ b/docs/dev/api/gammapy.utils.coordinates.cartesian.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.coordinates.fov_to_sky.html b/docs/dev/api/gammapy.utils.coordinates.fov_to_sky.html
index b3c1f4cf110..bfcd656d018 100644
--- a/docs/dev/api/gammapy.utils.coordinates.fov_to_sky.html
+++ b/docs/dev/api/gammapy.utils.coordinates.fov_to_sky.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.coordinates.galactic.html b/docs/dev/api/gammapy.utils.coordinates.galactic.html
index 8fc31f0420a..33c5d07f4b7 100644
--- a/docs/dev/api/gammapy.utils.coordinates.galactic.html
+++ b/docs/dev/api/gammapy.utils.coordinates.galactic.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.coordinates.motion_since_birth.html b/docs/dev/api/gammapy.utils.coordinates.motion_since_birth.html
index 0d75fc14ba9..51d11ac09f4 100644
--- a/docs/dev/api/gammapy.utils.coordinates.motion_since_birth.html
+++ b/docs/dev/api/gammapy.utils.coordinates.motion_since_birth.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.coordinates.polar.html b/docs/dev/api/gammapy.utils.coordinates.polar.html
index 9ae90207a43..b418244b0ec 100644
--- a/docs/dev/api/gammapy.utils.coordinates.polar.html
+++ b/docs/dev/api/gammapy.utils.coordinates.polar.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.coordinates.sky_to_fov.html b/docs/dev/api/gammapy.utils.coordinates.sky_to_fov.html
index 3dfab61a730..3a727d91213 100644
--- a/docs/dev/api/gammapy.utils.coordinates.sky_to_fov.html
+++ b/docs/dev/api/gammapy.utils.coordinates.sky_to_fov.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.coordinates.velocity_glon_glat.html b/docs/dev/api/gammapy.utils.coordinates.velocity_glon_glat.html
index ba8f220af10..e24fbe26971 100644
--- a/docs/dev/api/gammapy.utils.coordinates.velocity_glon_glat.html
+++ b/docs/dev/api/gammapy.utils.coordinates.velocity_glon_glat.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.fits.HDULocation.html b/docs/dev/api/gammapy.utils.fits.HDULocation.html
index 078ea56c1c7..6cd75e9ec3e 100644
--- a/docs/dev/api/gammapy.utils.fits.HDULocation.html
+++ b/docs/dev/api/gammapy.utils.fits.HDULocation.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.fits.LazyFitsData.html b/docs/dev/api/gammapy.utils.fits.LazyFitsData.html
index 2f9031abc78..d95af274f3e 100644
--- a/docs/dev/api/gammapy.utils.fits.LazyFitsData.html
+++ b/docs/dev/api/gammapy.utils.fits.LazyFitsData.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.fits.earth_location_from_dict.html b/docs/dev/api/gammapy.utils.fits.earth_location_from_dict.html
index 3e8bda5ba14..b7e2f8b954b 100644
--- a/docs/dev/api/gammapy.utils.fits.earth_location_from_dict.html
+++ b/docs/dev/api/gammapy.utils.fits.earth_location_from_dict.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.integrate.trapz_loglog.html b/docs/dev/api/gammapy.utils.integrate.trapz_loglog.html
index 2b5b672dd89..23953ae373c 100644
--- a/docs/dev/api/gammapy.utils.integrate.trapz_loglog.html
+++ b/docs/dev/api/gammapy.utils.integrate.trapz_loglog.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -958,9 +958,9 @@ 
            trapz_loglog
 
            Parameters:
            
 
            
-
            yndarray
            Input array to integrate.
            
+
            yndarray
            Input array to integrate.
            
 
            
-
            xndarray
            Independent variable to integrate over.
            
+
            xndarray
            Independent variable to integrate over.
            
 
            
 
            axisint, optional
            Specify the axis. Default is -1.
            
 
            
diff --git a/docs/dev/api/gammapy.utils.interpolation.ScaledRegularGridInterpolator.html b/docs/dev/api/gammapy.utils.interpolation.ScaledRegularGridInterpolator.html
index cb23487b3a0..f0a12a818a8 100644
--- a/docs/dev/api/gammapy.utils.interpolation.ScaledRegularGridInterpolator.html
+++ b/docs/dev/api/gammapy.utils.interpolation.ScaledRegularGridInterpolator.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -954,16 +954,16 @@ 
            ScaledRegularGridInterpolator
 class gammapy.utils.interpolation.ScaledRegularGridInterpolator(points, values, points_scale=None, values_scale='lin', extrapolate=True, axis=None, **kwargs)[source]#
 
            Bases: object
            
-
            Thin wrapper around scipy.interpolate.RegularGridInterpolator.
            
+
            Thin wrapper around scipy.interpolate.RegularGridInterpolator.
            
 
            The values are scaled before the interpolation and back-scaled after the
 interpolation.
            
 
            Dimensions of length 1 are ignored in the interpolation of the data.
            
 
            
 
            Parameters:
            
 
            
-
            pointstuple of ndarray or Quantity
            Tuple of points passed to RegularGridInterpolator.
            
+
            pointstuple of ndarray or Quantity
            Tuple of points passed to RegularGridInterpolator.
            
 
            
-
            valuesndarray
            Values passed to RegularGridInterpolator.
            
+
            valuesndarray
            Values passed to RegularGridInterpolator.
            
 
            
 
            points_scaletuple of str
            Interpolation scale used for the points.
            
 
            
@@ -997,7 +997,7 @@ 
            ScaledRegularGridInterpolator
 
            Parameters:
            
 
            
-
            pointstuple of ndarray or Quantity
            Tuple of coordinate arrays of the form (x_1, x_2, x_3, …). Arrays are
+
            pointstuple of ndarray or Quantity
            Tuple of coordinate arrays of the form (x_1, x_2, x_3, …). Arrays are
 broadcast internally.
            
 
            
 
            method{None, “linear”, “nearest”}
            Linear or nearest neighbour interpolation.
diff --git a/docs/dev/api/gammapy.utils.interpolation.interpolate_profile.html b/docs/dev/api/gammapy.utils.interpolation.interpolate_profile.html
index e11ff547291..037dce62a71 100644
--- a/docs/dev/api/gammapy.utils.interpolation.interpolate_profile.html
+++ b/docs/dev/api/gammapy.utils.interpolation.interpolate_profile.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -957,9 +957,9 @@ 
            interpolate_profile
 
            Parameters:
            
 
            
-
            xndarray
            Array of x values.
            
+
            xndarray
            Array of x values.
            
 
            
-
            yndarray
            Array of y values.
            
+
            yndarray
            Array of y values.
            
 
            
 
            interp_scale{“sqrt”, “lin”}
            Interpolation scale applied to the profile. If the profile is
 of parabolic shape, a “sqrt” scaling is recommended. In other cases or
diff --git a/docs/dev/api/gammapy.utils.interpolation.interpolation_scale.html b/docs/dev/api/gammapy.utils.interpolation.interpolation_scale.html
index 910157ad4b9..e50e7262438 100644
--- a/docs/dev/api/gammapy.utils.interpolation.interpolation_scale.html
+++ b/docs/dev/api/gammapy.utils.interpolation.interpolation_scale.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.parallel.BACKEND_DEFAULT.html b/docs/dev/api/gammapy.utils.parallel.BACKEND_DEFAULT.html
index 4b472ec5125..4171a47639a 100644
--- a/docs/dev/api/gammapy.utils.parallel.BACKEND_DEFAULT.html
+++ b/docs/dev/api/gammapy.utils.parallel.BACKEND_DEFAULT.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.parallel.METHOD_DEFAULT.html b/docs/dev/api/gammapy.utils.parallel.METHOD_DEFAULT.html
index b9b1a1b7aea..69f2c7cf005 100644
--- a/docs/dev/api/gammapy.utils.parallel.METHOD_DEFAULT.html
+++ b/docs/dev/api/gammapy.utils.parallel.METHOD_DEFAULT.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.parallel.METHOD_KWARGS_DEFAULT.html b/docs/dev/api/gammapy.utils.parallel.METHOD_KWARGS_DEFAULT.html
index 3c897efd358..c3df2417e18 100644
--- a/docs/dev/api/gammapy.utils.parallel.METHOD_KWARGS_DEFAULT.html
+++ b/docs/dev/api/gammapy.utils.parallel.METHOD_KWARGS_DEFAULT.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.parallel.N_JOBS_DEFAULT.html b/docs/dev/api/gammapy.utils.parallel.N_JOBS_DEFAULT.html
index 33674d11462..81d7ad1cdd9 100644
--- a/docs/dev/api/gammapy.utils.parallel.N_JOBS_DEFAULT.html
+++ b/docs/dev/api/gammapy.utils.parallel.N_JOBS_DEFAULT.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.parallel.POOL_KWARGS_DEFAULT.html b/docs/dev/api/gammapy.utils.parallel.POOL_KWARGS_DEFAULT.html
index 0204dd1bbe8..c9f58bbd81b 100644
--- a/docs/dev/api/gammapy.utils.parallel.POOL_KWARGS_DEFAULT.html
+++ b/docs/dev/api/gammapy.utils.parallel.POOL_KWARGS_DEFAULT.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.parallel.multiprocessing_manager.html b/docs/dev/api/gammapy.utils.parallel.multiprocessing_manager.html
index 429713dd251..a529a5bac6e 100644
--- a/docs/dev/api/gammapy.utils.parallel.multiprocessing_manager.html
+++ b/docs/dev/api/gammapy.utils.parallel.multiprocessing_manager.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.parallel.run_multiprocessing.html b/docs/dev/api/gammapy.utils.parallel.run_multiprocessing.html
index bf8436a7fd0..6480a5f68e6 100644
--- a/docs/dev/api/gammapy.utils.parallel.run_multiprocessing.html
+++ b/docs/dev/api/gammapy.utils.parallel.run_multiprocessing.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.random.InverseCDFSampler.html b/docs/dev/api/gammapy.utils.random.InverseCDFSampler.html
index 48f8428a270..953d1d67832 100644
--- a/docs/dev/api/gammapy.utils.random.InverseCDFSampler.html
+++ b/docs/dev/api/gammapy.utils.random.InverseCDFSampler.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -964,7 +964,7 @@ 
            InverseCDFSamplerint
            Axis along which sampling the indexes.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}
            Defines random number generator initialisation.
 Passed to get_random_state.
            
 
            
 
            
@@ -996,7 +996,7 @@ 
            InverseCDFSamplerReturns:
 
            
-
            indextuple of ndarray
            Coordinates of the drawn sample.
            
+
            indextuple of ndarray
            Coordinates of the drawn sample.
            
 
            
 
            
 
            
@@ -1010,7 +1010,7 @@ 
            InverseCDFSampler
 
            Returns:
            
 
            
-
            indextuple of ndarray
            Coordinates of the drawn sample.
            
+
            indextuple of ndarray
            Coordinates of the drawn sample.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.utils.random.draw.html b/docs/dev/api/gammapy.utils.random.draw.html
index 4ab8658cba2..96b850eea1a 100644
--- a/docs/dev/api/gammapy.utils.random.draw.html
+++ b/docs/dev/api/gammapy.utils.random.draw.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.random.get_random_state.html b/docs/dev/api/gammapy.utils.random.get_random_state.html
index 5d55abc4423..fd69fb86212 100644
--- a/docs/dev/api/gammapy.utils.random.get_random_state.html
+++ b/docs/dev/api/gammapy.utils.random.get_random_state.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -953,29 +953,29 @@ 
            get_random_state
 
            
 gammapy.utils.random.get_random_state(init)[source]#
            
-
            Get a numpy.random.RandomState instance.
            
+
            Get a numpy.random.RandomState instance.
            
 
            The purpose of this utility function is to have a flexible way
-to initialise a RandomState instance,
+to initialise a RandomState instance,
 a.k.a. a random number generator (rng).
            
 
            See How to use random numbers for usage examples and further information.
            
 
            
 
            Parameters:
            
 
            
-
            init{int, ‘random-seed’, ‘global-rng’, RandomState}
            Available options to initialise the RandomState object:
            
+
            init{int, ‘random-seed’, ‘global-rng’, RandomState}
            Available options to initialise the RandomState object:
            
 
              
 
            • int – new RandomState instance seeded with this integer
-(calls RandomState with seed=init)
              • 
+(calls RandomState with seed=init)
              
 
            • 'random-seed' – new RandomState instance seeded in a random way
-(calls RandomState with seed=None)
              • 
+(calls RandomState with seed=None)
              
 
            • 'global-rng', return the RandomState singleton used by numpy.random.
              • 
-
            • RandomState – do nothing, return the input.
              • 
+
            • RandomState – do nothing, return the input.
              • 
 
            
 
            
 
            
 
            
 
            Returns:
            
 
            
-
            random_stateRandomState
            RandomState instance.
            
+
            random_stateRandomState
            RandomState instance.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.utils.random.normalize.html b/docs/dev/api/gammapy.utils.random.normalize.html
index 736c93d8d7e..cf0031f0fa9 100644
--- a/docs/dev/api/gammapy.utils.random.normalize.html
+++ b/docs/dev/api/gammapy.utils.random.normalize.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.random.pdf.html b/docs/dev/api/gammapy.utils.random.pdf.html
index 68f4472a2cd..263f7b82b7b 100644
--- a/docs/dev/api/gammapy.utils.random.pdf.html
+++ b/docs/dev/api/gammapy.utils.random.pdf.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.random.sample_powerlaw.html b/docs/dev/api/gammapy.utils.random.sample_powerlaw.html
index 215e48508c7..53e13f1c1a1 100644
--- a/docs/dev/api/gammapy.utils.random.sample_powerlaw.html
+++ b/docs/dev/api/gammapy.utils.random.sample_powerlaw.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -968,7 +968,7 @@ 
            sample_powerlawint, optional
            Number of samples to generate. Default is None.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is “random-seed”.
            
 
            
@@ -976,7 +976,7 @@ 
            sample_powerlawReturns:
 
            
-
            xndarray
            Array of samples from the distribution.
            
+
            xndarray
            Array of samples from the distribution.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.utils.random.sample_sphere.html b/docs/dev/api/gammapy.utils.random.sample_sphere.html
index 54d6630b962..368ab03116e 100644
--- a/docs/dev/api/gammapy.utils.random.sample_sphere.html
+++ b/docs/dev/api/gammapy.utils.random.sample_sphere.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -964,7 +964,7 @@ 
            sample_sphereAngle, optional
            Latitude range (min, max).
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is “random-seed”.
            
 
            
diff --git a/docs/dev/api/gammapy.utils.random.sample_sphere_distance.html b/docs/dev/api/gammapy.utils.random.sample_sphere_distance.html
index 6caefbd3a0c..706195f2424 100644
--- a/docs/dev/api/gammapy.utils.random.sample_sphere_distance.html
+++ b/docs/dev/api/gammapy.utils.random.sample_sphere_distance.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -965,9 +965,9 @@ 
            sample_sphere_distance
 
            distance_maxfloat, optional
            Maximum distance. Default is 1.
            
 
            
-
            sizeint or tuple of ints, optional
            Output shape. Default is one sample. Passed to numpy.random.uniform.
            
+
            sizeint or tuple of ints, optional
            Output shape. Default is one sample. Passed to numpy.random.uniform.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is “random-seed”.
            
 
            
@@ -975,7 +975,7 @@ 
            sample_sphere_distance
 
            Returns:
            
 
            
-
            distancendarray
            Array of samples.
            
+
            distancendarray
            Array of samples.
            
 
            
 
            
 
            
diff --git a/docs/dev/api/gammapy.utils.random.sample_times.html b/docs/dev/api/gammapy.utils.random.sample_times.html
index 2531e80d94a..6bf4cd95c39 100644
--- a/docs/dev/api/gammapy.utils.random.sample_times.html
+++ b/docs/dev/api/gammapy.utils.random.sample_times.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -972,7 +972,7 @@ 
            sample_timesbool
            Return time difference between events. Default False, return absolute times.
            
 
            
-
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
            Defines random number generator initialisation.
+
            random_state{int, ‘random-seed’, ‘global-rng’, RandomState}, optional
            Defines random number generator initialisation.
 Passed to get_random_state.
 Default is “random-seed”.
            
 
            
diff --git a/docs/dev/api/gammapy.utils.regions.compound_region_to_regions.html b/docs/dev/api/gammapy.utils.regions.compound_region_to_regions.html
index 2645fc781f8..679b7fc9da9 100644
--- a/docs/dev/api/gammapy.utils.regions.compound_region_to_regions.html
+++ b/docs/dev/api/gammapy.utils.regions.compound_region_to_regions.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.regions.make_concentric_annulus_sky_regions.html b/docs/dev/api/gammapy.utils.regions.make_concentric_annulus_sky_regions.html
index 49f47369293..cbe01b6819c 100644
--- a/docs/dev/api/gammapy.utils.regions.make_concentric_annulus_sky_regions.html
+++ b/docs/dev/api/gammapy.utils.regions.make_concentric_annulus_sky_regions.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.regions.make_orthogonal_rectangle_sky_regions.html b/docs/dev/api/gammapy.utils.regions.make_orthogonal_rectangle_sky_regions.html
index ceeb35847b4..641759017cd 100644
--- a/docs/dev/api/gammapy.utils.regions.make_orthogonal_rectangle_sky_regions.html
+++ b/docs/dev/api/gammapy.utils.regions.make_orthogonal_rectangle_sky_regions.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.regions.region_to_frame.html b/docs/dev/api/gammapy.utils.regions.region_to_frame.html
index 5d25abf2f4c..f93e0963c75 100644
--- a/docs/dev/api/gammapy.utils.regions.region_to_frame.html
+++ b/docs/dev/api/gammapy.utils.regions.region_to_frame.html
@@ -66,7 +66,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.regions.regions_to_compound_region.html b/docs/dev/api/gammapy.utils.regions.regions_to_compound_region.html
index 562079d1703..4775d75707f 100644
--- a/docs/dev/api/gammapy.utils.regions.regions_to_compound_region.html
+++ b/docs/dev/api/gammapy.utils.regions.regions_to_compound_region.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.scripts.from_yaml.html b/docs/dev/api/gammapy.utils.scripts.from_yaml.html
index cfd38a3edf9..b9994d3a0d0 100644
--- a/docs/dev/api/gammapy.utils.scripts.from_yaml.html
+++ b/docs/dev/api/gammapy.utils.scripts.from_yaml.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.scripts.get_images_paths.html b/docs/dev/api/gammapy.utils.scripts.get_images_paths.html
index f19b852b2e5..4b70a275582 100644
--- a/docs/dev/api/gammapy.utils.scripts.get_images_paths.html
+++ b/docs/dev/api/gammapy.utils.scripts.get_images_paths.html
@@ -66,7 +66,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/api/gammapy.utils.scripts.make_path.html b/docs/dev/api/gammapy.utils.scripts.make_path.html
index 8154f47e117..3fef7fd072d 100644
--- a/docs/dev/api/gammapy.utils.scripts.make_path.html
+++ b/docs/dev/api/gammapy.utils.scripts.make_path.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.scripts.read_yaml.html b/docs/dev/api/gammapy.utils.scripts.read_yaml.html
index ef4fcb385c9..8e912ee4ce4 100644
--- a/docs/dev/api/gammapy.utils.scripts.read_yaml.html
+++ b/docs/dev/api/gammapy.utils.scripts.read_yaml.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.scripts.recursive_merge_dicts.html b/docs/dev/api/gammapy.utils.scripts.recursive_merge_dicts.html
index 62fccd9d758..62f29e417f1 100644
--- a/docs/dev/api/gammapy.utils.scripts.recursive_merge_dicts.html
+++ b/docs/dev/api/gammapy.utils.scripts.recursive_merge_dicts.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.scripts.to_yaml.html b/docs/dev/api/gammapy.utils.scripts.to_yaml.html
index d7f376cf4db..188e1dbd5f4 100644
--- a/docs/dev/api/gammapy.utils.scripts.to_yaml.html
+++ b/docs/dev/api/gammapy.utils.scripts.to_yaml.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.scripts.write_yaml.html b/docs/dev/api/gammapy.utils.scripts.write_yaml.html
index 8d4409b6a28..9f1a41ffcb4 100644
--- a/docs/dev/api/gammapy.utils.scripts.write_yaml.html
+++ b/docs/dev/api/gammapy.utils.scripts.write_yaml.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.table.hstack_columns.html b/docs/dev/api/gammapy.utils.table.hstack_columns.html
index 01951c4e608..3b09ebd78d6 100644
--- a/docs/dev/api/gammapy.utils.table.hstack_columns.html
+++ b/docs/dev/api/gammapy.utils.table.hstack_columns.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.table.table_row_to_dict.html b/docs/dev/api/gammapy.utils.table.table_row_to_dict.html
index 217538f2905..8e6e31b8297 100644
--- a/docs/dev/api/gammapy.utils.table.table_row_to_dict.html
+++ b/docs/dev/api/gammapy.utils.table.table_row_to_dict.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.table.table_standardise_units_copy.html b/docs/dev/api/gammapy.utils.table.table_standardise_units_copy.html
index 77ca80d3dfd..5789eb7fe92 100644
--- a/docs/dev/api/gammapy.utils.table.table_standardise_units_copy.html
+++ b/docs/dev/api/gammapy.utils.table.table_standardise_units_copy.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.table.table_standardise_units_inplace.html b/docs/dev/api/gammapy.utils.table.table_standardise_units_inplace.html
index d96cddb5b44..1468dfd03e8 100644
--- a/docs/dev/api/gammapy.utils.table.table_standardise_units_inplace.html
+++ b/docs/dev/api/gammapy.utils.table.table_standardise_units_inplace.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.testing.Checker.html b/docs/dev/api/gammapy.utils.testing.Checker.html
index facd0041cf4..cc0acf07834 100644
--- a/docs/dev/api/gammapy.utils.testing.Checker.html
+++ b/docs/dev/api/gammapy.utils.testing.Checker.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.testing.assert_quantity_allclose.html b/docs/dev/api/gammapy.utils.testing.assert_quantity_allclose.html
index a5a98be0a61..1120b4ff4a9 100644
--- a/docs/dev/api/gammapy.utils.testing.assert_quantity_allclose.html
+++ b/docs/dev/api/gammapy.utils.testing.assert_quantity_allclose.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.testing.assert_skycoord_allclose.html b/docs/dev/api/gammapy.utils.testing.assert_skycoord_allclose.html
index 10139de91f6..0315c785c1e 100644
--- a/docs/dev/api/gammapy.utils.testing.assert_skycoord_allclose.html
+++ b/docs/dev/api/gammapy.utils.testing.assert_skycoord_allclose.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.testing.assert_time_allclose.html b/docs/dev/api/gammapy.utils.testing.assert_time_allclose.html
index f6a1c4babca..513e35e7ecb 100644
--- a/docs/dev/api/gammapy.utils.testing.assert_time_allclose.html
+++ b/docs/dev/api/gammapy.utils.testing.assert_time_allclose.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.testing.mpl_plot_check.html b/docs/dev/api/gammapy.utils.testing.mpl_plot_check.html
index b01abd74bfe..68db2255f6c 100644
--- a/docs/dev/api/gammapy.utils.testing.mpl_plot_check.html
+++ b/docs/dev/api/gammapy.utils.testing.mpl_plot_check.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.testing.requires_data.html b/docs/dev/api/gammapy.utils.testing.requires_data.html
index 6ebe04e49fa..76db65bc690 100644
--- a/docs/dev/api/gammapy.utils.testing.requires_data.html
+++ b/docs/dev/api/gammapy.utils.testing.requires_data.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.testing.requires_dependency.html b/docs/dev/api/gammapy.utils.testing.requires_dependency.html
index a3bac515129..2954bda49b2 100644
--- a/docs/dev/api/gammapy.utils.testing.requires_dependency.html
+++ b/docs/dev/api/gammapy.utils.testing.requires_dependency.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.time.absolute_time.html b/docs/dev/api/gammapy.utils.time.absolute_time.html
index 949b07e4ca0..9f26e9573df 100644
--- a/docs/dev/api/gammapy.utils.time.absolute_time.html
+++ b/docs/dev/api/gammapy.utils.time.absolute_time.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.time.time_ref_from_dict.html b/docs/dev/api/gammapy.utils.time.time_ref_from_dict.html
index 78935e97e18..55988ec9fb3 100644
--- a/docs/dev/api/gammapy.utils.time.time_ref_from_dict.html
+++ b/docs/dev/api/gammapy.utils.time.time_ref_from_dict.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.time.time_ref_to_dict.html b/docs/dev/api/gammapy.utils.time.time_ref_to_dict.html
index 64f8d679530..c08edf9a787 100644
--- a/docs/dev/api/gammapy.utils.time.time_ref_to_dict.html
+++ b/docs/dev/api/gammapy.utils.time.time_ref_to_dict.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.time.time_relative_to_ref.html b/docs/dev/api/gammapy.utils.time.time_relative_to_ref.html
index 85dbb7523cc..1b61b9720ff 100644
--- a/docs/dev/api/gammapy.utils.time.time_relative_to_ref.html
+++ b/docs/dev/api/gammapy.utils.time.time_relative_to_ref.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.units.standardise_unit.html b/docs/dev/api/gammapy.utils.units.standardise_unit.html
index f7b098cd362..6393ec97abc 100644
--- a/docs/dev/api/gammapy.utils.units.standardise_unit.html
+++ b/docs/dev/api/gammapy.utils.units.standardise_unit.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.utils.units.unit_from_fits_image_hdu.html b/docs/dev/api/gammapy.utils.units.unit_from_fits_image_hdu.html
index 1976dcd4ac9..673ebc1411a 100644
--- a/docs/dev/api/gammapy.utils.units.unit_from_fits_image_hdu.html
+++ b/docs/dev/api/gammapy.utils.units.unit_from_fits_image_hdu.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.visualization.MapPanelPlotter.html b/docs/dev/api/gammapy.visualization.MapPanelPlotter.html
index d501e9d3771..a8c2e7576b5 100644
--- a/docs/dev/api/gammapy.visualization.MapPanelPlotter.html
+++ b/docs/dev/api/gammapy.visualization.MapPanelPlotter.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.visualization.add_colorbar.html b/docs/dev/api/gammapy.visualization.add_colorbar.html
index cfe9e876871..0f91bb76323 100644
--- a/docs/dev/api/gammapy.visualization.add_colorbar.html
+++ b/docs/dev/api/gammapy.visualization.add_colorbar.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.visualization.annotate_heatmap.html b/docs/dev/api/gammapy.visualization.annotate_heatmap.html
index bda7f2b1881..a9d2c53a09b 100644
--- a/docs/dev/api/gammapy.visualization.annotate_heatmap.html
+++ b/docs/dev/api/gammapy.visualization.annotate_heatmap.html
@@ -66,7 +66,7 @@
     
   
   
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+    
   
   
   
@@ -959,13 +959,13 @@ 
            annotate_heatmap
            
 
            im
            The AxesImage to be labeled.
            
 
            
-
            datandarray, optional
            Data used to annotate. Default is None. If None, the image’s data is used.
            
+
            datandarray, optional
            Data used to annotate. Default is None. If None, the image’s data is used.
            
 
            
 
            valfmtstr format or matplotlib.ticker.Formatter, optional
            The format of the annotations inside the heatmap. This should either
 use the string format method, e.g. “$ {x:.2f}”
 or be a matplotlib.ticker.Formatter instance. Default is “{x:.2f}”.
            
 
            
-
            textcolorslist or ndarray, optional
            Two color specifications.  The first is used for
+
            textcolorslist or ndarray, optional
            Two color specifications.  The first is used for
 values below a threshold, the second for those above. Default is [“black”, “white”].
            
 
            
 
            thresholdfloat, optional
            Value in data units according to which the colors from textcolors are
diff --git a/docs/dev/api/gammapy.visualization.colormap_hess.html b/docs/dev/api/gammapy.visualization.colormap_hess.html
index 7a4a0e9ebb7..e4a519457a0 100644
--- a/docs/dev/api/gammapy.visualization.colormap_hess.html
+++ b/docs/dev/api/gammapy.visualization.colormap_hess.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.visualization.colormap_milagro.html b/docs/dev/api/gammapy.visualization.colormap_milagro.html
index e336aa7b19f..db4d1e24cb3 100644
--- a/docs/dev/api/gammapy.visualization.colormap_milagro.html
+++ b/docs/dev/api/gammapy.visualization.colormap_milagro.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.visualization.plot_contour_line.html b/docs/dev/api/gammapy.visualization.plot_contour_line.html
index 902792f79d2..6b3fc0ec568 100644
--- a/docs/dev/api/gammapy.visualization.plot_contour_line.html
+++ b/docs/dev/api/gammapy.visualization.plot_contour_line.html
@@ -66,7 +66,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/api/gammapy.visualization.plot_distribution.html b/docs/dev/api/gammapy.visualization.plot_distribution.html
index dcb2f0f0fd1..08b3942394a 100644
--- a/docs/dev/api/gammapy.visualization.plot_distribution.html
+++ b/docs/dev/api/gammapy.visualization.plot_distribution.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -966,21 +966,21 @@ 
            plot_distributionfunction object or str
            The function used to fit a map data histogram or “norm”. Default is None.
 If None, no fit will be performed. If “norm” is given, scipy.stats.norm.pdf
-will be passed to scipy.optimize.curve_fit.
            
+will be passed to scipy.optimize.curve_fit.
            
 
            
 
            kwargs_histdict
            Keyword arguments to pass to matplotlib.pyplot.hist.
            
 
            
 
            kwargs_axesdict
            Keyword arguments to pass to matplotlib.axes.Axes.
            
 
            
-
            kwargs_fitdict
            Keyword arguments to pass to scipy.optimize.curve_fit
            
+
            kwargs_fitdict
            Keyword arguments to pass to scipy.optimize.curve_fit
            
 
            
 
            
 
            
 
            Returns:
            
 
            
-
            axesndarray of Axes
            Array of Axes.
            
+
            axesndarray of Axes
            Array of Axes.
            
 
            
-
            result_listlist of dict
            List of dictionnary that contains the results of scipy.optimize.curve_fit. The number of elements in the list
+
            result_listlist of dict
            List of dictionnary that contains the results of scipy.optimize.curve_fit. The number of elements in the list
 correspond to the dimension of the non-spatial axis of the map.
 The dictionnary contains:
            
 
            
@@ -988,7 +988,7 @@ 
            plot_distributionaxis_edges : the edges of the non-spatial axis bin used
            
 
          • param : the best-fit parameters of the input function func
            • 
 
          • covar : the covariance matrix for the fitted parameters param
            • 
-
          • info_dict : the infodict return of scipy.optimize.curve_fit
            • 
+
          • info_dict : the infodict return of scipy.optimize.curve_fit
            • 
 
          
 

 
diff --git a/docs/dev/api/gammapy.visualization.plot_heatmap.html b/docs/dev/api/gammapy.visualization.plot_heatmap.html
index 1443f5cabe9..3fd31a55fd0 100644
--- a/docs/dev/api/gammapy.visualization.plot_heatmap.html
+++ b/docs/dev/api/gammapy.visualization.plot_heatmap.html
@@ -66,7 +66,7 @@
     
   
   
-    
+    
   
   
   
@@ -957,11 +957,11 @@ 
plot_heatmap
 
Parameters:

 

-
datandarray
Data array.

+
datandarray
Data array.

 

-
row_labelslist or ndarray
List or array of labels for the rows.

+
row_labelslist or ndarray
List or array of labels for the rows.

 

-
col_labelslist or ndarray
List or array of labels for the columns.

+
col_labelslist or ndarray
List or array of labels for the columns.

 

 
axmatplotlib.axes.Axes, optional
Axis instance to which the heatmap is plotted. Default is None. If None, the current one is used.

 

diff --git a/docs/dev/api/gammapy.visualization.plot_map_rgb.html b/docs/dev/api/gammapy.visualization.plot_map_rgb.html
index dc8ed4894ae..c12828118de 100644
--- a/docs/dev/api/gammapy.visualization.plot_map_rgb.html
+++ b/docs/dev/api/gammapy.visualization.plot_map_rgb.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.visualization.plot_npred_signal.html b/docs/dev/api/gammapy.visualization.plot_npred_signal.html
index e68fb35ab56..d6a9ab66f85 100644
--- a/docs/dev/api/gammapy.visualization.plot_npred_signal.html
+++ b/docs/dev/api/gammapy.visualization.plot_npred_signal.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.visualization.plot_spectrum_datasets_off_regions.html b/docs/dev/api/gammapy.visualization.plot_spectrum_datasets_off_regions.html
index f33e80de62e..90222fb8a47 100644
--- a/docs/dev/api/gammapy.visualization.plot_spectrum_datasets_off_regions.html
+++ b/docs/dev/api/gammapy.visualization.plot_spectrum_datasets_off_regions.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/api/gammapy.visualization.plot_theta_squared_table.html b/docs/dev/api/gammapy.visualization.plot_theta_squared_table.html
index 072c41edf30..1f5e4f764b9 100644
--- a/docs/dev/api/gammapy.visualization.plot_theta_squared_table.html
+++ b/docs/dev/api/gammapy.visualization.plot_theta_squared_table.html
@@ -66,7 +66,7 @@
     
   
   
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diff --git a/docs/dev/development/dependencies.html b/docs/dev/development/dependencies.html
index d5b58bd868f..976e084d695 100644
--- a/docs/dev/development/dependencies.html
+++ b/docs/dev/development/dependencies.html
@@ -66,7 +66,7 @@
     
   
   
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+    
   
   
   
diff --git a/docs/dev/development/dev_howto.html b/docs/dev/development/dev_howto.html
index 29937f219c2..9c375c4863f 100644
--- a/docs/dev/development/dev_howto.html
+++ b/docs/dev/development/dev_howto.html
@@ -66,7 +66,7 @@
     
   
   
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@@ -749,7 +749,7 @@ 
What checks and conversions should I do for inputs?
 
 
  • Don’t always add `numpy.asanyarray` calls for all array-like inputs … the caller can do this if
-it’s really needed … in the example above document data as type ndarray
+it’s really needed … in the example above document data as type ndarray
 instead of array-like and don’t put this line:
    
 
    data = np.asanyarray(data)
 
    
@@ -762,7 +762,7 @@ 
    What checks and conversions should I do for inputs?
 
    • 
 
-
    Now if you really want, you can add the numpy.asanyarray and isinstance checks
+
    Now if you really want, you can add the numpy.asanyarray and isinstance checks
 for functions that end-users might often use for interactive work to provide them with
 better exception messages, but doing it everywhere would mean 1000s of lines of boilerplate
 code and take the fun out of Python programming.
    
@@ -811,12 +811,12 @@ 
    Float data type: 32 bit or 64 bit?numpy.random.RandomState instance) is used and how it’s initialised.
+(i.e. which numpy.random.RandomState instance) is used and how it’s initialised.
 The default random_state='random-seed' means “create a new RNG, seed it randomly”,
 i.e. different random numbers will be generated on every call.
    
 
    There’s a few ways to get deterministic results from a script that call
 functions that generate random numbers.
    
-
    One option is to create a single RandomState object seeded with an integer
+
    One option is to create a single RandomState object seeded with an integer
 and then pass that random_state object to every function that generates random numbers:
    
 
    from numpy.random import RandomState
 random_state = RandomState(seed=0)
@@ -833,7 +833,7 @@ 
    Float data type: 32 bit or 64 bit?None option of sklearn.utils.check_random_state to 'global-rng',
-because we felt that this meaning for None was confusing given that numpy.random.RandomState
+because we felt that this meaning for None was confusing given that numpy.random.RandomState
 uses a different meaning (for which we use the option 'global-rng').
    
 
 
    
@@ -882,7 +882,7 @@ 
    Generating log messagesInterpolation and extrapolation#
    
 
    In Gammapy, we use interpolation a lot, e.g. to evaluate instrument response functions (IRFs) on
 data grids, or to reproject diffuse models on data grids.
    
-
    The default interpolator we use is scipy.interpolate.RegularGridInterpolator because it’s fast and robust
+
    The default interpolator we use is scipy.interpolate.RegularGridInterpolator because it’s fast and robust
 (more fancy interpolation schemes can lead to unstable response in some cases, so more careful checking
 across all parameter space would be needed).
    
 
    You should use this pattern to implement a function of method that does interpolation:
    
@@ -927,7 +927,7 @@ 
    How to write tests
 
    Assert convention#
    
 
    When performing tests, the preferred numerical assert method is
-numpy.testing.assert_allclose. Use
    
+numpy.testing.assert_allclose. Use
    
 
    from numpy.testing import assert_allclose
 
    
 
    
@@ -957,7 +957,7 @@ 
    Assert conventiongammapy.utils.testing.assert_quantity_allclose,
-which does assert that units are equal, and calls numpy.testing.assert_equal for the values.
    
+which does assert that units are equal, and calls numpy.testing.assert_equal for the values.
    
 
    
 
    
 
    Testing of plotting functions#
    
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@@ -518,7 +518,7 @@
 
    
 
    
 
    Gammapy#
    
-
    Date: Aug 16, 2024 Version: 1.3.dev889+g67ee75edc
    
+
    Date: Aug 27, 2024 Version: 1.3.dev917+g1c71be61b
    
 
    Useful links:
 Web page |
 Recipes  |
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520, 531, 539, 542, 567], "changelog": [372, 401, 424, 432], "channel": [19, 20, 26, 371, 374, 375, 389, 431, 459, 469, 475, 485, 495], "channel0": 495, "channel1": 495, "channel_registri": [19, 20, 26], "chapter": 469, "charact": [87, 91, 372, 477], "character": [289, 396, 458], "characterist": [21, 25, 27, 51, 52, 53, 54, 133, 287, 383, 437, 463, 566], "charg": [398, 543], "chatti": [372, 456], "cheat": 407, "check": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 82, 83, 86, 87, 88, 91, 102, 105, 106, 109, 110, 122, 124, 145, 146, 147, 153, 158, 161, 186, 187, 188, 189, 190, 191, 192, 193, 196, 197, 198, 199, 200, 201, 210, 212, 219, 241, 257, 295, 346, 348, 375, 388, 394, 398, 401, 402, 404, 405, 406, 409, 418, 423, 431, 444, 462, 473, 487, 495, 507, 511, 520, 564, 567, 568], "check_limit": [209, 210, 211, 212], "check_random_st": 372, "check_tutorials_setup": [441, 443, 446, 447, 448, 449, 450, 451, 452, 454, 455, 456, 457, 458, 459, 460, 464, 465, 466, 467, 469, 470, 471, 472, 474, 475, 476, 477, 478, 480, 482, 483, 484, 485, 491, 492, 493], "checker": [429, 432], "checklist": 402, "checkout": [372, 375, 414, 454, 458, 478], "checksum": [83, 86, 88, 100, 101, 102, 105, 106, 107, 109, 110, 122, 124, 145, 146, 147, 153, 158, 161, 188, 189, 191, 195, 197, 200, 201, 207, 219, 241, 335, 338, 341, 438, 455, 483], "chen": 432, "cherenkov": [148, 385, 404, 409, 443, 446, 452, 464, 474, 482, 484, 516, 517, 566], "cherri": [372, 379, 386, 397], "chi": [286, 387, 568, 569, 570], "chi2": [101, 139, 384, 414, 446, 457, 466, 472, 503, 569], "chi2assym": 417, "child": 382, "children": [454, 462, 475, 491, 492], "chime": 375, "chisq": 286, "chisquar": 286, "chmod": 567, "choic": [385, 389, 391, 398, 446, 447, 449, 451, 472, 484, 491, 508, 564, 567], "choos": [45, 186, 187, 190, 192, 193, 196, 199, 270, 313, 372, 384, 386, 388, 392, 404, 423, 444, 446, 450, 454, 456, 466, 471, 472, 474, 475, 477, 478, 479, 483, 492, 507, 567], "chose": [458, 483, 484, 569, 571], "chosen": [26, 145, 158, 161, 187, 188, 189, 197, 200, 201, 219, 228, 241, 372, 375, 387, 388, 391, 447, 465, 474, 475, 479, 480, 484, 491, 505, 515, 516, 520], "christoph": [377, 378, 379, 380, 381, 382, 383, 384, 386, 388, 389, 390, 391, 392, 411, 412, 413, 414, 415, 416, 417, 418, 424, 427, 428, 429, 430, 431, 432, 433], "chrome": [87, 91], "chromei": 425, "chunk": [147, 158, 161], "chunk_siz": [147, 158, 161], "ci": [372, 375, 379, 398, 402, 417, 423, 425, 428, 434], "circl": [83, 176, 369, 373, 386, 425, 446, 456, 466, 469, 474, 476, 479, 482, 492, 493, 504, 514, 516, 517, 520], "circle_area": 373, "circleannulusskyregion": [254, 255, 516], "circledast": 503, "circlepixelregion": 386, "circleskyregion": [102, 105, 109, 110, 170, 171, 175, 199, 220, 373, 386, 441, 443, 446, 448, 449, 452, 454, 456, 458, 459, 465, 469, 471, 474, 476, 477, 492, 514, 516, 517, 520], "circular": [91, 102, 105, 175, 187, 189, 199, 383, 391, 393, 443, 448, 471, 479, 516, 520], "circumv": [19, 20, 26, 213, 214, 217, 221, 223, 224, 225, 229, 235, 236, 238, 242, 244, 246, 247, 248, 253, 258, 260, 261, 262, 263, 266, 270], "cirelli": [26, 495], "citat": 401, "cite": [375, 398], "cl": [16, 84, 90, 102, 104, 109, 123, 399], "clabel": 472, "clang": 408, "clarif": 377, "clarifi": [396, 437], "class": [6, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 204, 205, 206, 207, 208, 209, 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29, 30, 31, 32, 35, 36, 37, 39, 40, 45, 51, 52, 53, 54, 67, 101, 124, 130, 132, 213, 217, 223, 225, 229, 236, 239, 246, 248, 257, 258, 261, 262, 263, 272, 357, 383, 395, 442, 443, 444, 446, 447, 448, 449, 450, 451, 454, 455, 456, 457, 458, 459, 462, 466, 467, 469, 470, 472, 478, 480, 482, 483, 491, 493, 500, 501, 505, 507, 523, 524, 525, 526, 528, 529, 530, 531, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 554, 555, 556, 557, 558, 559, 560, 561, 562, 566], "cm2": [51, 54, 67, 107, 124, 138, 148, 201, 273, 357, 441, 442, 444, 446, 447, 449, 450, 454, 455, 456, 458, 459, 462, 464, 465, 466, 467, 469, 470, 471, 475, 477, 478, 480, 483, 491, 492, 493, 505, 520, 536, 539, 542, 547, 552], "cm3": [17, 18, 19, 21, 22, 24, 25, 27, 52, 469], "cm5": 469, "cmap": [102, 105, 109, 110, 362, 363, 448, 454, 469, 475, 477, 483, 484, 491, 492, 516], "cmb": 543, "co": [53, 194, 397, 398, 441, 524, 525, 526], "coadd": [188, 189, 191, 197, 200, 201], 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"coerce_numbers_to_str": 104, "coerce_unit": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "coincid": 463, "col": [87, 91, 423], "col0": [87, 91], "col1": [87, 91], "col2": [87, 91], "col_b": [87, 91], "col_c": [87, 91], "col_d": [87, 91], "col_fit_deriv": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "col_label": 366, "collabor": [362, 363, 377, 379, 381, 385, 425, 457, 483, 566], "colleagu": [375, 567], "collect": [195, 241, 372, 374, 399, 402, 430, 431, 447, 471, 477, 495, 504, 508, 512, 566, 571], "collis": 50, "colnam": [87, 91, 188, 189, 191, 197, 200, 201, 483, 493], "color": [101, 109, 110, 142, 143, 201, 361, 362, 363, 366, 369, 373, 441, 442, 444, 446, 447, 448, 449, 450, 452, 454, 456, 457, 460, 464, 467, 469, 472, 474, 477, 479, 480, 507, 516, 520, 524, 525, 543], "colorbar": [124, 142, 143, 145, 148, 149, 150, 155, 156, 157, 159, 201, 360, 366, 472, 475], "colorblind": 507, "colorblind10": 507, "colormap": [361, 362, 363, 411, 424, 493], "colormap_hess": [393, 572], "colormap_milagro": 572, "colour": 434, "column": [41, 43, 44, 46, 47, 56, 83, 87, 91, 103, 108, 122, 124, 127, 137, 142, 143, 145, 169, 188, 189, 190, 191, 192, 193, 197, 198, 200, 201, 268, 289, 297, 342, 343, 344, 345, 365, 366, 369, 370, 372, 385, 387, 396, 434, 437, 438, 441, 458, 459, 467, 470, 475, 478, 482, 504, 507], "column_nam": 473, "column_prefix": 193, "columnclass": [87, 91], "columnspac": 369, "com": [133, 139, 295, 326, 327, 339, 375, 392, 401, 402, 405], "combin": [99, 101, 102, 105, 109, 110, 140, 174, 182, 188, 189, 191, 196, 197, 200, 201, 214, 257, 372, 378, 382, 383, 384, 385, 386, 387, 392, 395, 404, 416, 431, 437, 444, 449, 454, 455, 462, 466, 471, 472, 473, 474, 475, 476, 478, 484, 492, 493, 495, 497, 507, 514, 519, 535, 565, 566], "combined_ev": 504, "combining_and_defin": [441, 449, 451, 454, 456, 462, 466, 482], "come": [69, 375, 378, 379, 380, 381, 382, 386, 387, 388, 389, 391, 392, 397, 399, 401, 402, 419, 420, 423, 432, 433, 437, 446, 454, 462, 478, 482, 491, 567], "comma": [71, 72, 74, 75, 76, 78, 79, 80, 470], "command": [6, 13, 94, 101, 124, 149, 155, 157, 159, 371, 373, 375, 380, 381, 383, 388, 389, 402, 403, 404, 405, 406, 407, 413, 417, 428, 431, 432, 434, 458, 506, 565], "commensur": 201, "comment": [124, 372, 373, 377, 381, 385, 386, 388, 389, 391, 393, 395, 397, 398], "commit": [372, 375, 380, 386, 397, 398, 410, 411, 434], "committe": [377, 379, 397, 398], "commod": 398, "common": [95, 371, 372, 373, 375, 377, 378, 386, 388, 392, 393, 395, 396, 398, 405, 407, 408, 423, 425, 447, 448, 460, 470, 473, 476, 478, 491, 492, 495, 502, 505, 506, 520, 525, 567], "common_irf_head": 473, "commonli": [29, 83, 386, 390, 432, 460, 495, 564, 565, 567, 569, 572], "commun": [388, 394, 398, 401, 403, 409, 485], "comp": 470, "compact": [16, 84, 87, 90, 91, 104, 123], "compar": [87, 91, 125, 126, 129, 130, 142, 143, 144, 145, 148, 149, 150, 152, 155, 157, 159, 160, 187, 188, 189, 191, 196, 197, 199, 200, 201, 206, 279, 372, 386, 389, 392, 420, 436, 437, 441, 442, 443, 446, 450, 454, 457, 460, 462, 465, 470, 472, 474, 480, 483, 491, 502, 566, 568], "comparison": [86, 87, 91, 100, 129, 142, 143, 144, 145, 148, 149, 150, 152, 155, 157, 159, 160, 187, 188, 189, 191, 193, 196, 197, 199, 200, 201, 329, 428, 497], "compat": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 188, 189, 191, 200, 201, 227, 377, 379, 383, 386, 395, 397, 399, 400, 408, 411, 413, 415, 432, 438, 475, 519], "compil": [375, 424], "complain": 375, "complaint": 390, "complement": 392, "complementari": [101, 446], "complet": [13, 16, 84, 90, 104, 123, 329, 372, 378, 382, 383, 384, 385, 386, 389, 390, 392, 396, 397, 398, 405, 410, 412, 413, 414, 415, 416, 417, 418, 419, 420, 423, 425, 428, 429, 430, 431, 432, 433, 454, 459, 472, 479, 487, 507, 512], "complex": [372, 373, 378, 382, 386, 387, 388, 394, 396, 408, 443, 446, 456, 459, 463, 466, 471, 475, 476, 478, 479, 483, 516], "complianc": [398, 434], "compliant": [188, 189, 191, 200, 201, 438, 566], "complic": [386, 520], "compon": [15, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 67, 80, 81, 88, 102, 103, 105, 108, 109, 110, 129, 133, 160, 162, 196, 219, 241, 242, 257, 272, 383, 384, 385, 388, 394, 395, 413, 417, 419, 423, 431, 432, 442, 447, 448, 449, 451, 454, 455, 456, 457, 458, 459, 462, 464, 465, 466, 470, 471, 477, 478, 482, 483, 491, 492, 495, 503, 505, 507, 520, 523, 524, 525, 526, 527, 528, 529, 530, 531, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 554, 555, 556, 557, 558, 559, 560, 561, 562, 564, 566], "component_1": 383, "component_2": 383, "component_class": 470, "components_model": 80, "components_statu": 67, "compos": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 378, 398], "composit": [57, 70, 80, 310, 398, 430], "compound": [196, 203, 214, 330, 334, 386, 395, 440, 442, 460, 521, 553], "compoundmodel": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 425], "compoundpixelregion": 334, "compoundskymodel": 383, "compoundskyregion": [203, 330, 334], "compoundsourcemodel": 383, "compoundspectralmodel": [252, 395, 437, 442, 478, 483, 533, 535, 539, 542, 544, 547, 552], "compress": 380, "compris": 484, "compromis": [372, 377, 385, 480], "compton": [242, 419, 543], "compulsori": 478, "comput": [16, 19, 20, 23, 26, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 83, 84, 86, 88, 90, 94, 96, 100, 101, 102, 104, 105, 109, 110, 117, 119, 121, 122, 123, 124, 125, 126, 128, 129, 130, 131, 132, 133, 134, 135, 137, 139, 142, 143, 144, 145, 146, 147, 148, 149, 150, 152, 153, 155, 156, 157, 158, 159, 160, 161, 163, 174, 175, 177, 180, 181, 182, 183, 185, 187, 188, 189, 191, 193, 196, 197, 198, 199, 200, 201, 202, 206, 213, 214, 217, 219, 221, 223, 224, 225, 229, 233, 235, 236, 238, 241, 242, 244, 246, 247, 248, 253, 258, 260, 261, 262, 263, 266, 268, 270, 272, 273, 279, 280, 281, 283, 286, 287, 288, 289, 294, 295, 298, 302, 303, 306, 372, 381, 382, 383, 384, 385, 386, 387, 390, 392, 393, 394, 395, 396, 400, 402, 404, 405, 409, 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"deti": [83, 103, 108, 385, 482], "detx": [83, 103, 108, 385, 482], "dev": [11, 16, 82, 84, 90, 104, 123, 372, 374, 375, 388, 398, 401, 402, 441, 443, 446, 447, 448, 449, 450, 451, 452, 454, 455, 456, 457, 458, 459, 460, 464, 465, 466, 467, 469, 470, 471, 472, 474, 475, 476, 477, 478, 480, 482, 483, 484, 485, 491, 492, 493, 531, 533, 561, 562], "dev889": [104, 123, 409, 441, 443, 446, 447, 448, 449, 450, 451, 452, 454, 455, 456, 457, 458, 459, 460, 464, 465, 466, 467, 469, 470, 471, 472, 474, 475, 476, 477, 478, 480, 482, 483, 484, 485, 491, 492, 493, 523, 524, 525, 526, 527, 528, 529, 530, 531, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 554, 555, 556, 557, 558, 559, 560, 561, 562], "develop": [373, 377, 378, 380, 381, 382, 383, 385, 386, 388, 389, 391, 392, 393, 394, 395, 397, 398, 400, 401, 402, 405, 409, 411, 424, 431, 432, 433, 482], "deviat": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 42, 125, 189, 201, 206, 282, 286, 472, 480], "devoid": [446, 510], "devop": 398, "devot": 487, "dex": 299, "df": [87, 91, 119, 139, 457, 472, 569], "diagnosi": 381, "diagnost": 388, "diagon": [145, 146, 147, 390, 400, 483], "diagram": 571, "dialog": [404, 406], "diamet": [187, 188, 189, 443], "diamond": 479, "dict": [15, 16, 19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 68, 69, 82, 83, 84, 86, 87, 88, 89, 90, 91, 92, 93, 96, 99, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 113, 117, 119, 122, 123, 124, 125, 126, 127, 129, 130, 132, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 152, 153, 155, 156, 157, 158, 159, 160, 161, 162, 163, 173, 186, 187, 188, 189, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 204, 205, 206, 208, 213, 214, 215, 216, 217, 218, 219, 220, 221, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 238, 241, 242, 243, 244, 245, 246, 247, 248, 249, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 265, 266, 267, 268, 269, 270, 271, 274, 279, 280, 281, 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366, 389, 391, 396, 399, 400, 446, 448, 454, 472, 473, 479, 480, 562], "dictionnari": 365, "did": [379, 386, 391, 392, 393, 395, 398, 414, 441, 449, 451, 454, 456, 462, 466, 472, 480, 482], "didn": [83, 88, 379, 382, 386, 389, 495], "diff": [101, 102, 105, 109, 110, 372, 375, 380, 384, 454, 462, 492], "diff_flux": 469, "diff_flux_point": [101, 471], "differ": [26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 46, 59, 67, 80, 86, 87, 91, 94, 100, 119, 121, 122, 124, 125, 126, 129, 130, 132, 137, 142, 143, 144, 145, 148, 150, 152, 155, 160, 170, 188, 189, 191, 194, 195, 196, 197, 199, 200, 201, 279, 280, 281, 283, 329, 333, 347, 348, 363, 372, 373, 375, 377, 378, 380, 382, 383, 384, 385, 386, 388, 389, 390, 392, 393, 394, 395, 396, 398, 400, 402, 404, 406, 415, 418, 420, 430, 433, 434, 435, 437, 441, 446, 447, 448, 451, 454, 457, 458, 459, 460, 463, 464, 466, 470, 471, 472, 474, 476, 477, 478, 479, 480, 483, 484, 487, 491, 493, 495, 503, 505, 507, 512, 519, 520, 525, 526, 565, 567, 568, 569], "different": 380, "differenti": [23, 79, 122, 124, 131, 188, 189, 191, 193, 197, 200, 201, 242, 257, 272, 273, 326, 378, 383, 390, 396, 430, 475, 478, 483, 493, 505, 566], "differential_flux": 124, "difficult": [383, 386, 402], "diffus": [68, 188, 189, 191, 197, 200, 201, 274, 372, 388, 391, 432, 433, 454, 458, 470, 475, 477, 478, 482, 564], "diffuse_cub": 478, "diffuse_galactic_fermi": 477, "diffuse_iem": [477, 483], "diffuse_iso": [477, 483], "diffuse_model": 274, "difrsp0": [483, 493], "difrsp1": [483, 493], "difrsp2": [483, 493], "difrsp3": [483, 493], "difrsp4": [483, 493], "digit": 372, "dilat": [201, 423], "dim": [155, 328, 428, 429, 456, 566], "dimens": [46, 53, 102, 105, 109, 110, 122, 124, 142, 143, 144, 145, 146, 147, 148, 149, 150, 152, 153, 155, 157, 158, 159, 160, 161, 170, 186, 187, 188, 189, 191, 192, 194, 196, 197, 199, 200, 201, 265, 266, 269, 299, 311, 365, 388, 420, 431, 433, 437, 472, 473, 475, 478, 487, 503, 519, 520, 525], "dimension": [31, 32, 37, 68, 87, 91, 186, 187, 188, 189, 191, 194, 196, 197, 199, 200, 201, 228, 231, 275, 312, 325, 378, 386, 400, 404, 429, 450, 472, 473, 475, 478, 493, 511, 513, 519, 520, 565, 566], "dimensionless": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 83, 150, 262, 263, 298, 460, 478], "dimitri": [423, 425], "dipol": [51, 54], "dirac": 19, "direct": [91, 104, 160, 178, 179, 182, 184, 193, 220, 228, 231, 303, 306, 373, 378, 384, 386, 391, 393, 396, 399, 423, 440, 445, 449, 474, 487, 503, 504, 512, 513, 515, 516, 519, 524, 564, 565, 566], "directional_offset_bi": [441, 449], "directli": [13, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 56, 69, 83, 87, 88, 91, 136, 160, 175, 188, 189, 191, 197, 200, 201, 265, 267, 269, 372, 374, 375, 377, 379, 380, 383, 384, 385, 386, 390, 392, 399, 404, 406, 407, 411, 413, 414, 415, 417, 431, 438, 444, 446, 447, 449, 454, 455, 456, 459, 460, 462, 463, 465, 466, 470, 471, 472, 473, 475, 476, 477, 478, 479, 482, 483, 491, 492, 493, 495, 503, 507, 512, 516, 519, 543, 569], "directori": 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"dispatch": 383, "dispers": [82, 88, 102, 103, 105, 107, 108, 109, 110, 111, 113, 115, 145, 146, 147, 150, 168, 174, 175, 178, 179, 182, 372, 378, 383, 384, 385, 417, 419, 429, 430, 431, 433, 441, 443, 446, 447, 454, 458, 474, 484, 485, 491, 492, 503, 512, 515, 566], "displac": 303, "displai": [11, 15, 82, 87, 91, 117, 129, 132, 206, 287, 320, 365, 369, 372, 373, 402, 423, 426, 437, 438, 441, 443, 446, 447, 448, 449, 450, 451, 454, 455, 456, 457, 458, 460, 462, 464, 466, 467, 470, 471, 472, 475, 477, 478, 482, 483, 485, 507, 567], "display_length": [87, 91], "disrupt": [412, 413], "dissolv": 416, "dist": [322, 402], "distanc": [17, 18, 21, 22, 23, 24, 25, 27, 41, 46, 47, 126, 137, 138, 196, 242, 269, 295, 302, 328, 386, 429, 436, 448, 450, 460, 469, 470, 472, 501, 516, 543], "distance_gc": [17, 18, 21, 22, 24, 25, 27, 469], "distance_max": [46, 47, 328, 470], "distance_min": [47, 328, 470], "distance_refer": 470, "distinct": [387, 388, 393, 484, 570], "distinguish": [281, 283, 396, 399, 441, 475], "distort": [386, 415], "distrib": [101, 446], "distribut": [13, 28, 29, 30, 31, 32, 33, 35, 36, 37, 39, 40, 42, 45, 46, 83, 101, 108, 139, 150, 185, 225, 236, 242, 281, 283, 321, 322, 326, 365, 368, 370, 371, 372, 376, 377, 380, 385, 390, 391, 394, 397, 398, 402, 405, 416, 425, 431, 437, 438, 441, 446, 448, 449, 452, 454, 458, 460, 462, 464, 472, 477, 480, 482, 493, 495, 507, 511, 512, 514, 520, 528, 543, 568, 569], "divers": 396, "divid": [187, 193, 198, 393, 396, 448, 458, 479, 484, 485], "djangoproject": 392, "djuvsland": 438, "dl3": [6, 16, 82, 83, 86, 88, 91, 96, 142, 143, 144, 145, 148, 149, 150, 152, 155, 157, 159, 160, 168, 174, 192, 193, 297, 298, 373, 378, 380, 381, 383, 392, 399, 404, 408, 414, 417, 419, 425, 434, 438, 443, 446, 447, 448, 451, 452, 454, 464, 465, 474, 476, 479, 489, 491, 492, 503, 507, 509, 510, 511, 513, 514, 516, 517, 565, 566], "dl4": [99, 101, 102, 105, 109, 110, 117, 121, 125, 129, 132, 153, 174, 378, 399, 404, 419, 466, 471, 472, 507, 565, 566], "dl5": [117, 121, 125, 129, 132, 399, 438, 466, 472, 565, 566], "dl6": [117, 121, 125, 129, 132, 565, 566], "dm": [19, 20, 26, 401, 419, 434, 469, 478], "dm_exampl": 495, "dmfitfunct": 495, "dmpipe": 495, "dmprofil": [17, 21, 22, 23, 24, 25, 27, 469], "dmsky": 495, "dn": [225, 236, 469], "dnde": [19, 20, 26, 67, 122, 123, 124, 131, 133, 134, 135, 213, 214, 217, 221, 223, 224, 225, 229, 235, 236, 238, 242, 244, 246, 247, 248, 253, 258, 260, 261, 262, 263, 266, 270, 272, 396, 423, 444, 446, 447, 456, 460, 470, 471, 478, 483, 491, 493, 505], "dnde_cu": 273, "dnde_err": [122, 124, 505], "dnde_errn": [67, 122, 124, 470], "dnde_error": [19, 20, 26, 213, 214, 217, 221, 223, 224, 225, 229, 235, 236, 238, 242, 244, 246, 247, 248, 253, 258, 260, 261, 262, 263, 266, 270], "dnde_errp": [67, 122, 124, 470], "dnde_ref": [122, 124, 396], "dnde_scan_valu": [122, 124], "dnde_ul": [67, 122, 124, 470, 493], "dnyqmtad": 454, "do": [13, 16, 19, 20, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 83, 84, 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566, 567, 571], "docker": [389, 402], "dockerfil": [380, 401, 402], "docstr": [372, 392, 398, 423, 424, 425, 427, 430, 436, 437, 438, 478], "doctest": [156, 360, 373], "document": [11, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 50, 51, 52, 53, 54, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 117, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 155, 156, 157, 158, 159, 160, 161, 163, 164, 165, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 221, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 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83, 100, 102, 105, 109, 110, 423, 471, 476, 550, 551], "energy_range_fit": [102, 105, 109, 110, 471], "energy_range_saf": [102, 105, 109, 110, 471], "energy_range_tot": [102, 105, 109, 110, 476], "energy_reco": [372, 462], "energy_ref": [122, 124], "energy_resolut": 431, "energy_saf": 388, "energy_tru": [16, 96, 102, 105, 109, 110, 111, 115, 145, 146, 147, 148, 149, 150, 155, 156, 157, 158, 159, 168, 175, 178, 186, 187, 193, 196, 199, 297, 298, 372, 373, 385, 437, 441, 443, 446, 447, 448, 449, 450, 451, 452, 454, 456, 458, 459, 462, 464, 465, 466, 467, 471, 473, 474, 475, 476, 478, 479, 482, 483, 484, 491, 492, 511, 512, 514, 516, 517, 519, 520], "energy_true_axi": 145, "energyaxesconfig": 16, "energyaxisconfig": 16, "energybound": 415, "energydependentmorphologi": 457, "energydependentmorphologyestim": [438, 457], "energydependentmultigausspsf": [154, 411, 473, 482, 513], "energydependenttablepsf": [378, 393, 412, 423], "energydispers": [145, 146, 147, 150, 384, 418, 428, 431, 432], 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406, 423, 434, 443, 447, 470, 472, 475, 478, 479, 507, 508, 520], "entry_point": 424, "enum": [95, 151, 314, 315], "enumer": [446, 458, 470, 472, 477, 480], "env": [375, 389, 401, 403, 404, 406, 407, 432, 567], "envelop": [385, 472, 492], "environ": [11, 82, 337, 371, 372, 375, 379, 380, 384, 389, 392, 401, 402, 404, 405, 406, 407, 408, 412, 413, 415, 431, 432, 441, 443, 446, 447, 448, 449, 450, 451, 452, 454, 455, 456, 457, 458, 459, 460, 464, 465, 466, 467, 469, 470, 471, 472, 474, 475, 476, 477, 478, 480, 482, 483, 484, 485, 491, 492, 493, 567], "envis": 381, "envvar": 11, "eosc": 398, "episod": 133, "epoch": 355, "epsilon": [19, 20, 26, 213, 214, 217, 221, 223, 224, 225, 229, 235, 236, 238, 242, 244, 246, 247, 248, 253, 258, 260, 261, 262, 263, 266, 270], "epsilon_": [102, 109, 503], "epsilon_k": [102, 109, 503], "epsmch": 472, "eq": 101, "eqcon": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "eqnarrai": 395, "equal": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 52, 117, 121, 125, 129, 132, 145, 193, 372, 382, 385, 433, 446, 464, 465, 476, 480, 503, 519, 570], "equat": [27, 262, 263, 288, 529, 530, 534, 537, 538, 540, 541, 545, 546, 548, 549, 550, 551, 569, 570], "equatori": [95, 151, 187, 188, 189, 191, 194, 196, 199, 200, 201, 473], "equival": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 122, 142, 143, 144, 145, 148, 149, 150, 152, 155, 157, 159, 160, 186, 187, 188, 189, 191, 193, 196, 197, 199, 200, 201, 365, 373, 384, 385, 386, 395, 396, 437, 438, 446, 470, 474, 475, 476, 478, 482, 491, 503, 505, 507, 518, 519, 520, 567, 568, 569], "er": [26, 469], "era": 221, "ereco": [145, 473], "erf": [229, 524], "erg": [52, 53, 67, 441, 446, 470, 493, 500, 507], "erlangen": 391, "erod": 201, "eros": [199, 201], "err": 472, "errat": 372, "errn": [121, 125, 129, 130, 132, 206, 434, 569], "errn_2sigma": 569, "error": [11, 16, 19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 67, 68, 79, 84, 86, 90, 101, 102, 104, 105, 109, 110, 121, 122, 123, 124, 125, 126, 127, 128, 129, 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385, "events_vela": 467, "eventu": [372, 377, 388, 391, 392, 408, 478], "ever": 570, "everi": [187, 189, 201, 269, 372, 375, 380, 381, 382, 384, 388, 397, 399, 402, 443, 446, 475, 492, 567], "everyon": 377, "everyth": [372, 390, 391, 507], "everywher": [372, 386, 391, 392, 412], "evid": [133, 470], "evolut": [50, 52, 53, 221, 378, 392, 440, 461, 487, 500, 501, 503, 504, 512, 515, 519, 521], "evolv": [28, 29, 30, 35, 36, 39, 40, 50, 52, 53, 221, 389, 392, 399, 459, 473], "evt_sampl": 458, "ex": [11, 475, 477, 478], "exact": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 91, 390, 475, 483], "exactli": [117, 121, 125, 129, 132, 193, 367, 446, 448, 465, 467, 476, 480, 483, 503, 520], "exagger": 363, "examin": [398, 511], "exampl": [11, 19, 20, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 66, 67, 80, 82, 83, 85, 86, 87, 88, 89, 91, 94, 96, 99, 101, 102, 105, 109, 110, 111, 114, 115, 116, 117, 119, 121, 122, 124, 126, 128, 129, 130, 131, 132, 133, 137, 138, 140, 141, 143, 145, 147, 148, 149, 150, 156, 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105, 109, 110, 118, 121, 122, 124, 125, 126, 129, 131, 134, 135, 139, 168, 281, 283, 288, 289, 370, 384, 387, 419, 420, 426, 431, 438, 441, 442, 446, 447, 449, 450, 451, 454, 456, 460, 462, 466, 467, 470, 471, 474, 476, 477, 484, 491, 492, 505, 507], "excess_estim": 484, "excess_estimator_integr": 484, "excess_integr": 484, "excess_map": [16, 447, 451, 452, 454, 491], "excess_map_estim": 467, "excess_matching_signific": [422, 432], "excess_min": 141, "excess_r": 471, "excessestim": 396, "excessmapconfig": 16, "excessmapestim": [118, 137, 138, 139, 396, 419, 420, 421, 423, 426, 436, 438, 452, 454, 467, 476, 484, 505], "excesspointsestim": 396, "excessprofileestim": [396, 420], "exchang": 386, "exclud": [16, 84, 90, 101, 102, 104, 105, 109, 110, 123, 128, 169, 171, 210, 212, 219, 241, 378, 435, 474, 476, 516, 517], "exclude_default": [16, 84, 90, 104, 123], "exclude_non": [16, 84, 90, 104, 123], "exclude_unset": [16, 84, 90, 104, 123], "exclus": [16, 83, 163, 165, 170, 171, 172, 173, 176, 187, 199, 378, 386, 388, 419, 421, 443, 451, 454, 474, 514, 516], "exclusion_mask": [163, 165, 170, 171, 172, 173, 176, 446, 452, 456, 474, 476, 492, 514, 516, 517], "exclusion_mask_2d": 474, "exclusion_mask_crab": [447, 491], "exclusion_radiu": 476, "exclusion_region": 446, "exclusionmask": 429, "execut": [11, 121, 125, 129, 130, 132, 372, 373, 375, 377, 379, 380, 381, 387, 388, 392, 402, 403, 404, 405, 406, 407, 408, 417, 425, 431, 440, 445, 453, 461, 468, 474, 475, 481, 483, 486, 487, 488, 490, 493, 494, 522, 532, 553, 563, 565], "exercis": [375, 388, 392, 398], "exhibit": 457, "exist": [11, 15, 16, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 83, 87, 88, 91, 99, 100, 101, 102, 105, 107, 109, 110, 122, 124, 146, 147, 153, 158, 161, 173, 186, 187, 188, 189, 191, 192, 195, 196, 197, 199, 200, 201, 207, 219, 233, 241, 265, 266, 267, 269, 341, 356, 372, 375, 377, 380, 381, 383, 384, 385, 386, 388, 389, 391, 392, 393, 395, 396, 398, 399, 404, 405, 408, 409, 412, 416, 417, 431, 432, 434, 437, 450, 452, 471, 475, 476, 478, 479, 483, 504, 519, 520, 568], "exist_ok": [446, 447, 454, 455, 458, 491, 492], "exit": [11, 15, 87, 91, 210, 212, 219, 241, 413, 531, 567], "exot": 389, "exp": [21, 28, 29, 30, 31, 32, 35, 36, 39, 40, 148, 226, 229, 236, 247, 248, 261, 373, 395, 466, 478, 525, 526, 533, 537, 538, 539, 540, 549, 550, 551, 555, 556, 557, 570], "expand": [129, 337, 382, 423], "expand_map": 129, "expans": [50, 52, 53], "expcutoffpowerlaw": 539, "expcutoffpowerlaw3fglspectralmodel": [252, 395, 444, 478, 538], "expcutoffpowerlawnormspectralmodel": [225, 252, 438, 478, 539], "expcutoffpowerlawspectralmodel": [19, 20, 26, 80, 213, 214, 217, 221, 223, 224, 229, 235, 236, 238, 242, 244, 246, 247, 248, 252, 253, 258, 260, 261, 262, 263, 266, 270, 395, 444, 446, 454, 478, 537, 543], "expdecai": [226, 440, 521, 563], "expdecay_model": [458, 555], "expdecaytemporalmodel": [264, 395, 419, 423, 458, 466, 478, 555], "expect": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 105, 108, 110, 122, 173, 178, 179, 184, 199, 281, 282, 283, 284, 286, 290, 296, 329, 372, 377, 385, 387, 388, 389, 392, 397, 399, 441, 443, 448, 449, 450, 452, 458, 459, 463, 464, 469, 472, 475, 476, 480, 483, 485, 503, 505, 568, 569, 570], "expens": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 446, 459], "experi": [375, 377, 381, 383, 387, 400, 402, 431, 495, 566, 571], "experienc": [381, 407], "experiment": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 388, 567], "expert": 392, "expertis": 389, "expfactor": [262, 263, 550, 551], "expir": 385, "explain": [87, 91, 372, 375, 377, 386, 389, 391, 392, 398, 402, 404, 406, 417, 423, 441, 446, 448, 469, 472, 476, 478, 507, 565, 567], "explan": [117, 121, 125, 129, 132, 377, 409, 463, 571], "explicit": [87, 91, 187, 189, 372, 388, 390, 396, 519, 571], "explicitli": [16, 19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 84, 90, 104, 123, 142, 143, 144, 145, 148, 149, 150, 152, 155, 157, 159, 160, 213, 214, 217, 221, 223, 224, 225, 229, 235, 236, 238, 242, 244, 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430, 431, 432, 433], "cleaner": 434, "cleanup": [379, 391, 402, 411, 416, 417, 422, 423, 424, 428, 429, 431], "clear": [92, 100, 195, 241, 372, 377, 379, 383, 386, 387, 391, 392, 393, 431, 457, 571], "clearer": 416, "clearli": [133, 372, 377, 378, 386, 389, 397], "cli": [11, 388, 433, 565], "click": [371, 388, 389, 408, 416, 431, 441, 443, 446, 447, 448, 449, 450, 451, 452, 454, 455, 456, 457, 458, 459, 460, 464, 465, 466, 467, 469, 470, 471, 472, 474, 475, 476, 477, 478, 480, 482, 483, 484, 485, 491, 492, 493, 567], "clip": [19, 20, 26, 186, 187, 190, 192, 193, 196, 198, 199, 213, 214, 217, 221, 223, 224, 225, 229, 235, 236, 238, 242, 244, 246, 247, 248, 253, 258, 260, 261, 262, 263, 266, 269, 270, 311, 416, 417, 450], "clockwis": [220, 228, 231, 524], "clone": [375, 405, 432], "close": [142, 143, 144, 145, 148, 149, 150, 152, 155, 157, 159, 160, 187, 188, 189, 190, 191, 192, 193, 196, 197, 198, 199, 200, 201, 269, 347, 348, 349, 381, 386, 401, 426, 437, 438, 472, 552], "closer": 493, 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27, 52, 469], "cm5": 469, "cmap": [102, 105, 109, 110, 362, 363, 448, 454, 469, 475, 477, 483, 484, 491, 492, 516], "cmb": 543, "cn6zngap": 454, "co": [53, 194, 397, 398, 441, 524, 525, 526], "coadd": [188, 189, 191, 197, 200, 201], "coars": 471, "coarser": [193, 198, 471], "codaci": 402, "codata": 52, "code": [19, 20, 26, 82, 83, 87, 91, 145, 213, 214, 217, 221, 223, 224, 225, 229, 235, 236, 238, 242, 244, 246, 247, 248, 253, 258, 260, 261, 262, 263, 266, 270, 367, 375, 376, 377, 379, 380, 382, 385, 386, 387, 388, 389, 390, 391, 392, 393, 395, 396, 397, 398, 399, 405, 408, 411, 414, 415, 417, 418, 419, 420, 423, 425, 428, 429, 430, 431, 432, 434, 437, 441, 442, 443, 444, 446, 447, 448, 449, 450, 451, 452, 454, 455, 456, 457, 458, 459, 460, 462, 463, 464, 465, 466, 467, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 480, 482, 483, 484, 485, 487, 489, 491, 492, 493, 495, 507, 514, 521, 523, 524, 525, 526, 527, 528, 529, 530, 531, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 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525, 543], "colorbar": [124, 142, 143, 145, 148, 149, 150, 155, 156, 157, 159, 201, 360, 366, 472, 475], "colorblind": 507, "colorblind10": 507, "colormap": [361, 362, 363, 411, 424, 493], "colormap_hess": [393, 572], "colormap_milagro": 572, "colour": 434, "column": [41, 43, 44, 46, 47, 56, 83, 87, 91, 103, 108, 122, 124, 127, 137, 142, 143, 145, 169, 188, 189, 190, 191, 192, 193, 197, 198, 200, 201, 268, 289, 297, 342, 343, 344, 345, 365, 366, 369, 370, 372, 385, 387, 396, 434, 437, 438, 441, 458, 459, 467, 470, 475, 478, 482, 504, 507], "column_nam": 473, "column_prefix": 193, "columnclass": [87, 91], "columnspac": 369, "com": [133, 139, 295, 326, 327, 339, 375, 392, 401, 402, 405], "combin": [99, 101, 102, 105, 109, 110, 140, 174, 182, 188, 189, 191, 196, 197, 200, 201, 214, 257, 372, 378, 382, 383, 384, 385, 386, 387, 392, 395, 404, 416, 431, 437, 444, 449, 454, 455, 462, 466, 471, 472, 473, 474, 475, 476, 478, 484, 492, 493, 495, 497, 507, 514, 519, 535, 565, 566], "combined_ev": 504, "combining_and_defin": [441, 449, 451, 454, 456, 462, 466, 482], "come": [69, 375, 378, 379, 380, 381, 382, 386, 387, 388, 389, 391, 392, 397, 399, 401, 402, 419, 420, 423, 432, 433, 437, 446, 454, 462, 478, 482, 491, 567], "comma": [71, 72, 74, 75, 76, 78, 79, 80, 470], "command": [6, 13, 94, 101, 124, 149, 155, 157, 159, 371, 373, 375, 380, 381, 383, 388, 389, 402, 403, 404, 405, 406, 407, 413, 417, 428, 431, 432, 434, 458, 506, 565], "commensur": 201, "comment": [124, 372, 373, 377, 381, 385, 386, 388, 389, 391, 393, 395, 397, 398], "commit": [372, 375, 380, 386, 397, 398, 410, 411, 434], "committe": [377, 379, 397, 398], "commod": 398, "common": [95, 371, 372, 373, 375, 377, 378, 386, 388, 392, 393, 395, 396, 398, 405, 407, 408, 423, 425, 447, 448, 460, 470, 473, 476, 478, 491, 492, 495, 502, 505, 506, 520, 525, 567], "common_irf_head": 473, "commonli": [29, 83, 386, 390, 432, 460, 495, 564, 565, 567, 569, 572], "commun": [388, 394, 398, 401, 403, 409, 485], "comp": 470, 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512], "complex": [372, 373, 378, 382, 386, 387, 388, 394, 396, 408, 443, 446, 456, 459, 463, 466, 471, 475, 476, 478, 479, 483, 516], "complianc": [398, 434], "compliant": [188, 189, 191, 200, 201, 438, 566], "complic": [386, 520], "compon": [15, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 67, 80, 81, 88, 102, 103, 105, 108, 109, 110, 129, 133, 160, 162, 196, 219, 241, 242, 257, 272, 383, 384, 385, 388, 394, 395, 413, 417, 419, 423, 431, 432, 442, 447, 448, 449, 451, 454, 455, 456, 457, 458, 459, 462, 464, 465, 466, 470, 471, 477, 478, 482, 483, 491, 492, 495, 503, 505, 507, 520, 523, 524, 525, 526, 527, 528, 529, 530, 531, 533, 534, 535, 536, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 547, 548, 549, 550, 551, 552, 554, 555, 556, 557, 558, 559, 560, 561, 562, 564, 566], "component_1": 383, "component_2": 383, "component_class": 470, "components_model": 80, "components_statu": 67, "compos": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 378, 398], "composit": [57, 70, 80, 310, 398, 430], 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35, 36, 37, 39, 40, 83, 87, 91, 100, 102, 105, 109, 110, 124, 125, 146, 147, 153, 158, 161, 164, 187, 199, 201, 206, 209, 213, 216, 217, 219, 220, 221, 223, 224, 225, 226, 228, 229, 230, 231, 232, 233, 234, 235, 236, 238, 241, 245, 246, 247, 248, 249, 253, 254, 255, 256, 258, 261, 262, 263, 267, 268, 269, 372, 373, 375, 377, 380, 381, 382, 385, 386, 387, 391, 392, 393, 397, 398, 401, 403, 407, 409, 410, 417, 421, 422, 440, 441, 442, 446, 448, 449, 450, 451, 456, 457, 458, 461, 462, 466, 471, 472, 474, 475, 476, 477, 478, 480, 482, 484, 485, 487, 492, 493, 503, 504, 506, 512, 516, 517, 519, 564, 565, 566, 567, 571], "detect": [59, 137, 138, 279, 362, 363, 373, 388, 391, 392, 394, 411, 417, 418, 419, 429, 431, 432, 438, 440, 453, 470, 482, 484, 487, 503, 519, 566, 569], "detect_t": 392, "detector": [83, 88, 103, 108, 150, 476, 484, 512, 566], "determin": [19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 112, 131, 149, 155, 157, 159, 171, 172, 174, 176, 213, 214, 217, 221, 223, 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383, 384, 388, 395, 396, 440, 441, 446, 454, 455, 475, 476, 477, 478, 518, 521, 526, 530, 532], "disk_inc": 386, "diskspatialmodel": [72, 251, 395, 416, 437, 477, 478, 524], "dismiss": 100, "disp": [511, 512], "dispatch": 383, "dispers": [82, 88, 102, 103, 105, 107, 108, 109, 110, 111, 113, 115, 145, 146, 147, 150, 168, 174, 175, 178, 179, 182, 372, 378, 383, 384, 385, 417, 419, 429, 430, 431, 433, 441, 443, 446, 447, 454, 458, 474, 484, 485, 491, 492, 503, 512, 515, 566], "displac": 303, "displai": [11, 15, 82, 87, 91, 117, 129, 132, 206, 287, 320, 365, 369, 372, 373, 402, 423, 426, 437, 438, 441, 443, 446, 447, 448, 449, 450, 451, 454, 455, 456, 457, 458, 460, 462, 464, 466, 467, 470, 471, 472, 475, 477, 478, 482, 483, 485, 507, 567], "display_length": [87, 91], "disrupt": [412, 413], "dissolv": 416, "dist": [322, 402], "distanc": [17, 18, 21, 22, 23, 24, 25, 27, 41, 46, 47, 126, 137, 138, 196, 242, 269, 295, 302, 328, 386, 429, 436, 448, 450, 460, 469, 470, 472, 501, 516, 543], 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457], "energydependentmultigausspsf": [154, 411, 473, 482, 513], "energydependenttablepsf": [378, 393, 412, 423], "energydispers": [145, 146, 147, 150, 384, 418, 428, 431, 432], "energydispersion2d": [88, 145, 147, 154, 160, 178, 179, 373, 378, 423, 425, 430, 473, 482, 511], "energydispersion3d": 473, "energyoffsetarrai": 428, "energyrangeconfig": 16, "enforc": [16, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 84, 90, 104, 123, 375, 399], "engin": [87, 91], "english": 507, "enhanc": [377, 381, 408], "enlarg": 517, "enough": [385, 387, 388, 446, 449, 452, 462, 464, 476, 514], "enrico": 388, "enrico_config": 388, "enrico_xml": 388, "enriqu": [380, 388, 392, 412, 413, 414, 415, 416, 417, 418, 419, 420, 423, 425, 431, 432, 433], "ensembl": 93, "ensur": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 174, 194, 279, 372, 378, 383, 384, 395, 399, 405, 425, 441, 446, 465, 476, 514, 519, 528], "enter": [210, 212, 219, 241, 408], "entir": [16, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 84, 87, 90, 91, 102, 104, 105, 109, 110, 123, 175, 443, 454, 457, 463], "entri": [43, 44, 87, 91, 94, 119, 122, 125, 126, 129, 130, 132, 206, 207, 219, 241, 279, 339, 372, 384, 392, 396, 399, 401, 404, 406, 423, 434, 443, 447, 470, 472, 475, 478, 479, 507, 508, 520], "entry_point": 424, "enum": [95, 151, 314, 315], "enumer": [446, 458, 470, 472, 477, 480], "env": [375, 389, 401, 403, 404, 406, 407, 432, 567], "envelop": [385, 472, 492], "environ": [11, 82, 337, 371, 372, 375, 379, 380, 384, 389, 392, 401, 402, 404, 405, 406, 407, 408, 412, 413, 415, 431, 432, 441, 443, 446, 447, 448, 449, 450, 451, 452, 454, 455, 456, 457, 458, 459, 460, 464, 465, 466, 467, 469, 470, 471, 472, 474, 475, 476, 477, 478, 480, 482, 483, 484, 485, 491, 492, 493, 567], "envis": 381, "envvar": 11, "eosc": 398, "episod": 133, "epoch": 355, "epsilon": [19, 20, 26, 213, 214, 217, 221, 223, 224, 225, 229, 235, 236, 238, 242, 244, 246, 247, 248, 253, 258, 260, 261, 262, 263, 266, 270], "epsilon_": [102, 109, 503], "epsilon_k": [102, 109, 503], "epsmch": 472, "eq": 101, "eqcon": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "eqnarrai": 395, "equal": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 52, 117, 121, 125, 129, 132, 145, 193, 372, 382, 385, 433, 446, 464, 465, 476, 480, 503, 519, 570], "equat": [27, 262, 263, 288, 529, 530, 534, 537, 538, 540, 541, 545, 546, 548, 549, 550, 551, 569, 570], "equatori": [95, 151, 187, 188, 189, 191, 194, 196, 199, 200, 201, 473], "equival": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 122, 142, 143, 144, 145, 148, 149, 150, 152, 155, 157, 159, 160, 186, 187, 188, 189, 191, 193, 196, 197, 199, 200, 201, 365, 373, 384, 385, 386, 395, 396, 437, 438, 446, 470, 474, 475, 476, 478, 482, 491, 503, 505, 507, 518, 519, 520, 567, 568, 569], "er": [26, 469], "era": 221, "ereco": [145, 473], "erf": [229, 524], "erg": [52, 53, 67, 441, 446, 470, 493, 500, 507], "erlangen": 391, "erod": 201, "eros": [199, 201], "err": 472, "errat": 372, "errn": [121, 125, 129, 130, 132, 206, 434, 569], 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248], "evaluate_error": [19, 20, 26, 124, 213, 214, 217, 221, 223, 224, 225, 229, 235, 236, 238, 242, 244, 246, 247, 248, 253, 258, 260, 261, 262, 263, 266, 270, 390], "evaluate_geom": [215, 216, 220, 227, 228, 231, 243, 245, 254, 255, 257, 259, 265, 269, 438, 478, 526], "evaluate_integr": [246, 247, 248], "evaluate_paramet": [149, 157, 159], "evaluation_bin_size_min": [215, 216, 220, 228, 231, 243, 245, 254, 255, 257, 259, 265, 269], "evaluation_radiu": [215, 216, 220, 228, 231, 243, 245, 254, 255, 257, 259, 265, 267, 269, 383, 384, 395, 478], "evaluation_region": [215, 216, 220, 228, 231, 243, 245, 254, 255, 257, 259, 265, 269], "even": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 199, 210, 212, 372, 375, 377, 379, 380, 386, 389, 390, 398, 399, 415, 464, 467, 472, 474, 475, 476, 477, 478, 491, 503, 505, 529, 530, 567], "event": [82, 83, 84, 85, 86, 87, 88, 89, 90, 93, 103, 104, 108, 113, 121, 131, 147, 158, 161, 162, 169, 177, 188, 189, 191, 197, 200, 201, 218, 226, 230, 232, 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"except": [67, 69, 80, 87, 91, 102, 105, 109, 110, 164, 188, 189, 191, 197, 200, 201, 299, 369, 372, 383, 387, 391, 473, 477, 520], "excerpt": 485, "excess": [15, 67, 72, 102, 105, 109, 110, 118, 121, 122, 124, 125, 126, 129, 131, 134, 135, 139, 168, 281, 283, 288, 289, 370, 384, 387, 419, 420, 426, 431, 438, 441, 442, 446, 447, 449, 450, 451, 454, 456, 460, 462, 466, 467, 470, 471, 474, 476, 477, 484, 491, 492, 505, 507], "excess_estim": 484, "excess_estimator_integr": 484, "excess_integr": 484, "excess_map": [16, 447, 451, 452, 454, 491], "excess_map_estim": 467, "excess_matching_signific": [422, 432], "excess_min": 141, "excess_r": 471, "excessestim": 396, "excessmapconfig": 16, "excessmapestim": [118, 137, 138, 139, 396, 419, 420, 421, 423, 426, 436, 438, 452, 454, 467, 476, 484, 505], "excesspointsestim": 396, "excessprofileestim": [396, 420], "exchang": 386, "exclud": [16, 84, 90, 101, 102, 104, 105, 109, 110, 123, 128, 169, 171, 210, 212, 219, 241, 378, 435, 474, 476, 516, 517], 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241, 265, 266, 267, 269, 341, 356, 372, 375, 377, 380, 381, 383, 384, 385, 386, 388, 389, 391, 392, 393, 395, 396, 398, 399, 404, 405, 408, 409, 412, 416, 417, 431, 432, 434, 437, 450, 452, 471, 475, 476, 478, 479, 483, 504, 519, 520, 568], "exist_ok": [446, 447, 454, 455, 458, 491, 492], "exit": [11, 15, 87, 91, 210, 212, 219, 241, 413, 531, 567], "exot": 389, "exp": [21, 28, 29, 30, 31, 32, 35, 36, 39, 40, 148, 226, 229, 236, 247, 248, 261, 373, 395, 466, 478, 525, 526, 533, 537, 538, 539, 540, 549, 550, 551, 555, 556, 557, 570], "expand": [129, 337, 382, 423], "expand_map": 129, "expans": [50, 52, 53], "expcutoffpowerlaw": 539, "expcutoffpowerlaw3fglspectralmodel": [252, 395, 444, 478, 538], "expcutoffpowerlawnormspectralmodel": [225, 252, 438, 478, 539], "expcutoffpowerlawspectralmodel": [19, 20, 26, 80, 213, 214, 217, 221, 223, 224, 229, 235, 236, 238, 242, 244, 246, 247, 248, 252, 253, 258, 260, 261, 262, 263, 266, 270, 395, 444, 446, 454, 478, 537, 543], "expdecai": [226, 440, 521, 563], "expdecay_model": [458, 555], "expdecaytemporalmodel": [264, 395, 419, 423, 458, 466, 478, 555], "expect": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 105, 108, 110, 122, 173, 178, 179, 184, 199, 281, 282, 283, 284, 286, 290, 296, 329, 372, 377, 385, 387, 388, 389, 392, 397, 399, 441, 443, 448, 449, 450, 452, 458, 459, 463, 464, 469, 472, 475, 476, 480, 483, 485, 503, 505, 568, 569, 570], "expens": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 446, 459], "experi": [375, 377, 381, 383, 387, 400, 402, 431, 495, 566, 571], "experienc": [381, 407], "experiment": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 388, 567], "expert": 392, "expertis": 389, "expfactor": [262, 263, 550, 551], "expir": 385, "explain": [87, 91, 372, 375, 377, 386, 389, 391, 392, 398, 402, 404, 406, 417, 423, 441, 446, 448, 469, 472, 476, 478, 507, 565, 567], "explan": [117, 121, 125, 129, 132, 377, 409, 463, 571], "explicit": [87, 91, 187, 189, 372, 388, 390, 396, 519, 571], "explicitli": [16, 19, 20, 26, 28, 29, 30, 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    Computation times#
    
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