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

diff --git a/docs/dev/_downloads/bfe6aa14bdebe4f65370b05f400755e5/plot_cash_significance.pdf b/docs/dev/_downloads/bfe6aa14bdebe4f65370b05f400755e5/plot_cash_significance.pdf
diff --git a/docs/dev/_downloads/c2775618fc6e3f5a7b28e723a9132470/plot_aeff.pdf b/docs/dev/_downloads/c2775618fc6e3f5a7b28e723a9132470/plot_aeff.pdf
diff --git a/docs/dev/_downloads/c2b61900ea448b3f1bbacb5848c7ae6e/plot_pulsar_spindown.pdf b/docs/dev/_downloads/c2b61900ea448b3f1bbacb5848c7ae6e/plot_pulsar_spindown.pdf
diff --git a/docs/dev/_downloads/c6bad13b7bd034ce07497e4d5025d5d2/edisp-1.pdf b/docs/dev/_downloads/c6bad13b7bd034ce07497e4d5025d5d2/edisp-1.pdf
diff --git a/docs/dev/_downloads/c8dacdfbdf94c97cce7a5ee9555295b5/plot_cash_errors.pdf b/docs/dev/_downloads/c8dacdfbdf94c97cce7a5ee9555295b5/plot_cash_errors.pdf
diff --git a/docs/dev/_downloads/d46f4cc1fb54f9148150a46cabce732a/plot_spiral_arm_models.pdf b/docs/dev/_downloads/d46f4cc1fb54f9148150a46cabce732a/plot_spiral_arm_models.pdf
diff --git a/docs/dev/_downloads/d47b4b3bccd5fc1699bbc9406a3c4035/plot_edisp.pdf b/docs/dev/_downloads/d47b4b3bccd5fc1699bbc9406a3c4035/plot_edisp.pdf
diff --git a/docs/dev/_downloads/e0a543cc50809937467ce947bbbfc283/spectral_analysis.py b/docs/dev/_downloads/e0a543cc50809937467ce947bbbfc283/spectral_analysis.py
@@ -380,23 +380,13 @@
 #
 # To round up our analysis we can compute flux points by fitting the norm
 # of the global model in energy bands.
-# We can utilise the `~gammapy.estimators.utils.resample_energy_edges`
-# for defining the energy bins in which the minimum number of `sqrt_ts` is 2.
-# To do so we first stack the individual datasets, only for obtaining the energies:
-#
-
-dataset_stacked = Datasets(datasets).stack_reduce()
-energy_edges = resample_energy_edges(dataset_stacked, conditions={"sqrt_ts_min": 2})
-
-
-######################################################################
-# Now we create an instance of the
+# We create an instance of the
 # `~gammapy.estimators.FluxPointsEstimator`, by passing the dataset and
 # the energy binning:
 #
 
 fpe = FluxPointsEstimator(
-    energy_edges=energy_edges, source="crab", selection_optional="all"
+    energy_edges=energy_axis.edges, source="crab", selection_optional="all"
 )
 flux_points = fpe.run(datasets=datasets)
 
@@ -416,6 +406,7 @@
 fig, ax = plt.subplots()
 flux_points.plot(ax=ax, sed_type="e2dnde", color="darkorange")
 flux_points.plot_ts_profiles(ax=ax, sed_type="e2dnde")
+ax.set_xlim(0.6, 40)
 plt.show()
 
 ######################################################################
@@ -430,8 +421,11 @@
 # quickly made like this:
 #
 
-flux_points_dataset = FluxPointsDataset(data=flux_points, models=model_best_joint)
-flux_points_dataset.plot_fit()
+flux_points_dataset = FluxPointsDataset(
+    data=flux_points, models=model_best_joint.copy()
+)
+ax, _ = flux_points_dataset.plot_fit()
+ax.set_xlim(0.6, 40)
 plt.show()
 
 
@@ -503,6 +497,82 @@
 
 # sphinx_gallery_thumbnail_number = 5
 
+######################################################################
+# A note on statistics
+# --------------------
+#
+# Different statistic are available for the FluxPointDataset :
+# * chi2 : estimate from chi2 statistics.
+# * profile : estimate from interpolation of the likelihood profile.
+# * distrib : estimate from probability distributions,
+#             assuming that flux points correspond to asymmetric gaussians
+#             and upper limits complementary error functions.
+# Default is `chi2`, in that case upper limits are ignored and the mean of asymetrics error is used.
+# So it is recommended to use `profile` if `stat_scan` is available on flux points.
+# The `distrib` case provides an approximation if the `profile` is not available
+# which allows to take into accounts upper limit and asymetrics error.
+#
+# In the example below we can see that the `profile` case matches exactly the result
+# from the joint analysis of the ON/OFF datasets using `wstat` (as labelled).
+
+
+def plot_stat(fp_dataset):
+    fig, ax = plt.subplots()
+
+    plot_kwargs = {
+        "energy_bounds": [0.1, 30] * u.TeV,
+        "sed_type": "e2dnde",
+        "ax": ax,
+    }
+
+    fp_dataset.data.plot(energy_power=2, ax=ax)
+    model_best_joint.spectral_model.plot(
+        color="b", lw=0.5, **plot_kwargs, label="wstat"
+    )
+
+    stat_types = ["chi2", "profile", "distrib"]
+    colors = ["red", "g", "c"]
+    lss = ["--", ":", "--"]
+
+    for ks, stat in enumerate(stat_types):
+
+        fp_dataset.stat_type = stat
+
+        fit = Fit()
+        fit.run([fp_dataset])
+
+        fp_dataset.models[0].spectral_model.plot(
+            color=colors[ks], ls=lss[ks], **plot_kwargs, label=stat
+        )
+        fp_dataset.models[0].spectral_model.plot_error(
+            facecolor=colors[ks], **plot_kwargs
+        )
+        plt.legend()
+
+
+plot_stat(flux_points_dataset)
+
+######################################################################
+
+# In order to avoid discrepancies due to the treatment of upper limits
+# we can utilise the `~gammapy.estimators.utils.resample_energy_edges`
+# for defining energy bins in which the minimum number of `sqrt_ts` is 2.
+# In that case all the statistics definitions give equivalent results.
+#
+
+energy_edges = resample_energy_edges(dataset_stacked, conditions={"sqrt_ts_min": 2})
+
+fpe_no_ul = FluxPointsEstimator(
+    energy_edges=energy_edges, source="crab", selection_optional="all"
+)
+flux_points_no_ul = fpe_no_ul.run(datasets=datasets)
+flux_points_dataset_no_ul = FluxPointsDataset(
+    data=flux_points_no_ul,
+    models=model_best_joint.copy(),
+)
+
+plot_stat(flux_points_dataset_no_ul)
+
 ######################################################################
 # Exercises
 # ---------

diff --git a/docs/dev/_downloads/e8a68734048b7e0ceca7060951d52b8d/regionmap-4.pdf b/docs/dev/_downloads/e8a68734048b7e0ceca7060951d52b8d/regionmap-4.pdf
diff --git a/docs/dev/_downloads/e91c6a55acd94e0e8b0019a37008ed49/plot_wstat_errors.pdf b/docs/dev/_downloads/e91c6a55acd94e0e8b0019a37008ed49/plot_wstat_errors.pdf
diff --git a/docs/dev/_downloads/ebd45185ed3e93103504e3303364e3ef/plot_velocity_distributions.pdf b/docs/dev/_downloads/ebd45185ed3e93103504e3303364e3ef/plot_velocity_distributions.pdf
diff --git a/docs/dev/_downloads/f48159f5f5e15c2ab4d4c84f71fb7688/plot_edisp_kernel_param.pdf b/docs/dev/_downloads/f48159f5f5e15c2ab4d4c84f71fb7688/plot_edisp_kernel_param.pdf
diff --git a/docs/dev/_downloads/f5a9665c6b3d034a7c33a9ef624a6185/plot_edisp_kernel.pdf b/docs/dev/_downloads/f5a9665c6b3d034a7c33a9ef624a6185/plot_edisp_kernel.pdf
diff --git a/docs/dev/_downloads/fc59bdccd0cfc40136461f8aea2aa6fe/colormap_example.pdf b/docs/dev/_downloads/fc59bdccd0cfc40136461f8aea2aa6fe/colormap_example.pdf
diff --git a/docs/dev/_images/plot_spiral_arms.png b/docs/dev/_images/plot_spiral_arms.png
diff --git a/docs/dev/_images/sphx_glr_light_curve_simulation_001.png b/docs/dev/_images/sphx_glr_light_curve_simulation_001.png
diff --git a/docs/dev/_images/sphx_glr_light_curve_simulation_002.png b/docs/dev/_images/sphx_glr_light_curve_simulation_002.png
diff --git a/docs/dev/_images/sphx_glr_light_curve_simulation_thumb.png b/docs/dev/_images/sphx_glr_light_curve_simulation_thumb.png
diff --git a/docs/dev/_images/sphx_glr_plot_constant_temporal_001.png b/docs/dev/_images/sphx_glr_plot_constant_temporal_001.png
diff --git a/docs/dev/_images/sphx_glr_plot_constant_temporal_thumb.png b/docs/dev/_images/sphx_glr_plot_constant_temporal_thumb.png
diff --git a/docs/dev/_images/sphx_glr_plot_linear_temporal_001.png b/docs/dev/_images/sphx_glr_plot_linear_temporal_001.png
diff --git a/docs/dev/_images/sphx_glr_plot_linear_temporal_thumb.png b/docs/dev/_images/sphx_glr_plot_linear_temporal_thumb.png
diff --git a/docs/dev/_images/sphx_glr_plot_powerlaw_temporal_001.png b/docs/dev/_images/sphx_glr_plot_powerlaw_temporal_001.png
diff --git a/docs/dev/_images/sphx_glr_plot_powerlaw_temporal_thumb.png b/docs/dev/_images/sphx_glr_plot_powerlaw_temporal_thumb.png
diff --git a/docs/dev/_images/sphx_glr_plot_sine_temporal_001.png b/docs/dev/_images/sphx_glr_plot_sine_temporal_001.png
diff --git a/docs/dev/_images/sphx_glr_plot_sine_temporal_thumb.png b/docs/dev/_images/sphx_glr_plot_sine_temporal_thumb.png
diff --git a/docs/dev/_images/sphx_glr_priors_002.png b/docs/dev/_images/sphx_glr_priors_002.png
diff --git a/docs/dev/_images/sphx_glr_priors_004.png b/docs/dev/_images/sphx_glr_priors_004.png
diff --git a/docs/dev/_images/sphx_glr_simulate_3d_001.png b/docs/dev/_images/sphx_glr_simulate_3d_001.png
diff --git a/docs/dev/_images/sphx_glr_simulate_3d_002.png b/docs/dev/_images/sphx_glr_simulate_3d_002.png
diff --git a/docs/dev/_images/sphx_glr_simulate_3d_thumb.png b/docs/dev/_images/sphx_glr_simulate_3d_thumb.png
diff --git a/docs/dev/_images/sphx_glr_spectral_analysis_005.png b/docs/dev/_images/sphx_glr_spectral_analysis_005.png
diff --git a/docs/dev/_images/sphx_glr_spectral_analysis_006.png b/docs/dev/_images/sphx_glr_spectral_analysis_006.png
diff --git a/docs/dev/_images/sphx_glr_spectral_analysis_008.png b/docs/dev/_images/sphx_glr_spectral_analysis_008.png
diff --git a/docs/dev/_images/sphx_glr_spectral_analysis_009.png b/docs/dev/_images/sphx_glr_spectral_analysis_009.png
diff --git a/docs/dev/_images/sphx_glr_spectral_analysis_rad_max_005.png b/docs/dev/_images/sphx_glr_spectral_analysis_rad_max_005.png
diff --git a/docs/dev/_images/sphx_glr_spectral_analysis_thumb.png b/docs/dev/_images/sphx_glr_spectral_analysis_thumb.png
diff --git a/docs/dev/_modules/gammapy/analysis/config.html b/docs/dev/_modules/gammapy/analysis/config.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/analysis/core.html b/docs/dev/_modules/gammapy/analysis/core.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html b/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html b/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/utils.html b/docs/dev/_modules/gammapy/astro/darkmatter/utils.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/population/simulate.html b/docs/dev/_modules/gammapy/astro/population/simulate.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/population/spatial.html b/docs/dev/_modules/gammapy/astro/population/spatial.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/population/velocity.html b/docs/dev/_modules/gammapy/astro/population/velocity.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/source/pulsar.html b/docs/dev/_modules/gammapy/astro/source/pulsar.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/source/pwn.html b/docs/dev/_modules/gammapy/astro/source/pwn.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/astro/source/snr.html b/docs/dev/_modules/gammapy/astro/source/snr.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/catalog/core.html b/docs/dev/_modules/gammapy/catalog/core.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/catalog/fermi.html b/docs/dev/_modules/gammapy/catalog/fermi.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/catalog/gammacat.html b/docs/dev/_modules/gammapy/catalog/gammacat.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/catalog/hawc.html b/docs/dev/_modules/gammapy/catalog/hawc.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/catalog/hess.html b/docs/dev/_modules/gammapy/catalog/hess.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/catalog/lhaaso.html b/docs/dev/_modules/gammapy/catalog/lhaaso.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/data/data_store.html b/docs/dev/_modules/gammapy/data/data_store.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>
 
 

diff --git a/docs/dev/_modules/gammapy/data/event_list.html b/docs/dev/_modules/gammapy/data/event_list.html
@@ -63,7 +63,7 @@
     <link rel="search" title="Search" href="../../../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="16 May 2024"/>
+    <meta name="docbuild:last-update" content="17 May 2024"/>
   </head>