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diff --git a/docs/dev/.doctrees/environment.pickle b/docs/dev/.doctrees/environment.pickle
diff --git a/docs/dev/.doctrees/index.doctree b/docs/dev/.doctrees/index.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/cta_sensitivity.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/cta_sensitivity.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/extended_source_spectral_analysis.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/extended_source_spectral_analysis.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/sed_fitting.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/sed_fitting.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/sg_execution_times.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis_hli.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis_hli.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis_rad_max.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis_rad_max.doctree
diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/spectrum_simulation.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/spectrum_simulation.doctree
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_constant.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_constant.doctree
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_absorbed.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_absorbed.doctree
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.doctree
diff --git a/...doctrees/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.doctree b/...doctrees/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_gauss_spectral.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_gauss_spectral.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_logparabola.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_logparabola.doctree
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_naima.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_naima.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_powerlaw.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_powerlaw.doctree
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.doctree
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diff --git a/...octrees/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.doctree b/...octrees/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_template_spectral.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_template_spectral.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/sg_execution_times.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/sg_execution_times.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_constant_temporal.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_constant_temporal.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_expdecay_temporal.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_expdecay_temporal.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_gaussian_temporal.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_gaussian_temporal.doctree
diff --git a/...ev/.doctrees/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.doctree b/...ev/.doctrees/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_linear_temporal.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_linear_temporal.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_powerlaw_temporal.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_powerlaw_temporal.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_sine_temporal.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_sine_temporal.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_template_phase_temporal.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_template_phase_temporal.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_template_temporal.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/plot_template_temporal.doctree
diff --git a/docs/dev/.doctrees/user-guide/model-gallery/temporal/sg_execution_times.doctree b/docs/dev/.doctrees/user-guide/model-gallery/temporal/sg_execution_times.doctree
diff --git a/docs/dev/_downloads/062bafee8fcb97ea6e8ccd016a8baf1e/plot_bkg_3d.pdf b/docs/dev/_downloads/062bafee8fcb97ea6e8ccd016a8baf1e/plot_bkg_3d.pdf
diff --git a/docs/dev/_downloads/068f4a465f9ece97104fde9df27a1c7b/model-gallery_jupyter.zip b/docs/dev/_downloads/068f4a465f9ece97104fde9df27a1c7b/model-gallery_jupyter.zip
diff --git a/docs/dev/_downloads/10f1f97c8b6423f5cd3c3dd929ba1c7d/plot_stack.pdf b/docs/dev/_downloads/10f1f97c8b6423f5cd3c3dd929ba1c7d/plot_stack.pdf
diff --git a/docs/dev/_downloads/1574af02de7a1c335664819e66ace9e7/datasets.py b/docs/dev/_downloads/1574af02de7a1c335664819e66ace9e7/datasets.py
@@ -314,6 +314,7 @@
 e_min.plot(add_cbar=True)
 plt.show()
 
+# %%
 # To see the high energy threshold at each point
 
 e_max.plot(add_cbar=True)

diff --git a/docs/dev/_downloads/16d6399e308f3f4937d0512c9c9dd023/plot_psf.pdf b/docs/dev/_downloads/16d6399e308f3f4937d0512c9c9dd023/plot_psf.pdf
diff --git a/docs/dev/_downloads/191e39c4584da5619df61ef94dbf1770/plot_spiral_arms.hires.png b/docs/dev/_downloads/191e39c4584da5619df61ef94dbf1770/plot_spiral_arms.hires.png
diff --git a/docs/dev/_downloads/26224d3995e07325df7f0b64d1681fb9/regionmap-1.pdf b/docs/dev/_downloads/26224d3995e07325df7f0b64d1681fb9/regionmap-1.pdf
diff --git a/docs/dev/_downloads/315c4c52fb68082a731b192d944e2ede/tutorials_python.zip b/docs/dev/_downloads/315c4c52fb68082a731b192d944e2ede/tutorials_python.zip
diff --git a/docs/dev/_downloads/393046b6b739ad08bb2a859cbed5922d/observation_clustering.py b/docs/dev/_downloads/393046b6b739ad08bb2a859cbed5922d/observation_clustering.py
@@ -137,6 +137,7 @@
 ax.set_ylabel("Muon efficiency")
 ax.set_xlabel("Zenith angle (deg)")
 ax.axvline(median_zenith.value, ls="--", color="black")
+plt.show()
 
 
 ######################################################################
@@ -225,6 +226,7 @@
     label="Group 2",
 )
 ax.legend()
+plt.show()
 
 
 ######################################################################

diff --git a/docs/dev/_downloads/432ee3a608125ae95df2e8d950f07716/dl3-1.pdf b/docs/dev/_downloads/432ee3a608125ae95df2e8d950f07716/dl3-1.pdf
diff --git a/docs/dev/_downloads/4c5e33d8438fd5229f2e9205d79c47b5/create_region.pdf b/docs/dev/_downloads/4c5e33d8438fd5229f2e9205d79c47b5/create_region.pdf
diff --git a/docs/dev/_downloads/4fe2d4a78f2a99d8d4ec2ab1a481cd36/mask_maps.py b/docs/dev/_downloads/4fe2d4a78f2a99d8d4ec2ab1a481cd36/mask_maps.py
@@ -430,12 +430,15 @@
 # `binary_dilate` methods, respectively.
 #
 
+fig, (ax1, ax2) = plt.subplots(
+    figsize=(11, 5), ncols=2, subplot_kw={"projection": significance_mask_inv.geom.wcs}
+)
+
 mask = significance_mask_inv.binary_erode(width=0.2 * u.deg, kernel="disk")
-mask.plot()
-plt.show()
+mask.plot(ax=ax1)
 
 mask = significance_mask_inv.binary_dilate(width=0.2 * u.deg)
-mask.plot()
+mask.plot(ax=ax2)
 plt.show()
 
 

diff --git a/docs/dev/_downloads/51d6cfa441dab374164568c0a25aafdf/plot_snr_radius_evolution.pdf b/docs/dev/_downloads/51d6cfa441dab374164568c0a25aafdf/plot_snr_radius_evolution.pdf
diff --git a/docs/dev/_downloads/52215788338df5a5cca4ad9f70681d84/cta.py b/docs/dev/_downloads/52215788338df5a5cca4ad9f70681d84/cta.py
@@ -276,6 +276,8 @@
 irfs["psf"].peek()
 plt.show()
 
+
+# %%
 # This is how for analysis you could slice out the PSF
 # at a given field of view offset
 irfs["psf"].plot_containment_radius_vs_energy(

diff --git a/docs/dev/_downloads/5375f8e9e54dd5a68d37e8a2fc4246b9/plot_spiral_arms.png b/docs/dev/_downloads/5375f8e9e54dd5a68d37e8a2fc4246b9/plot_spiral_arms.png
diff --git a/docs/dev/_downloads/56ba903336cd27756c0da64de2f1f853/mask_maps.ipynb b/docs/dev/_downloads/56ba903336cd27756c0da64de2f1f853/mask_maps.ipynb
@@ -479,7 +479,7 @@
       },
       "outputs": [],
       "source": [
-        "mask = significance_mask_inv.binary_erode(width=0.2 * u.deg, kernel=\"disk\")\nmask.plot()\nplt.show()\n\nmask = significance_mask_inv.binary_dilate(width=0.2 * u.deg)\nmask.plot()\nplt.show()"
+        "fig, (ax1, ax2) = plt.subplots(\n    figsize=(11, 5), ncols=2, subplot_kw={\"projection\": significance_mask_inv.geom.wcs}\n)\n\nmask = significance_mask_inv.binary_erode(width=0.2 * u.deg, kernel=\"disk\")\nmask.plot(ax=ax1)\n\nmask = significance_mask_inv.binary_dilate(width=0.2 * u.deg)\nmask.plot(ax=ax2)\nplt.show()"
       ]
     },
     {

diff --git a/docs/dev/_downloads/624f67a6339c97aafd7b74d77d3635a5/datasets.ipynb b/docs/dev/_downloads/624f67a6339c97aafd7b74d77d3635a5/datasets.ipynb
@@ -411,7 +411,25 @@
       },
       "outputs": [],
       "source": [
-        "e_min, e_max = dataset_cta.energy_range\n\n# To see the low energy threshold at each point\n\ne_min.plot(add_cbar=True)\nplt.show()\n\n# To see the high energy threshold at each point\n\ne_max.plot(add_cbar=True)\nplt.show()"
+        "e_min, e_max = dataset_cta.energy_range\n\n# To see the low energy threshold at each point\n\ne_min.plot(add_cbar=True)\nplt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "To see the high energy threshold at each point\n\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "e_max.plot(add_cbar=True)\nplt.show()"
       ]
     },
     {

diff --git a/docs/dev/_downloads/73e595818811c6987149d60742eef584/make_reflected_regions.pdf b/docs/dev/_downloads/73e595818811c6987149d60742eef584/make_reflected_regions.pdf
diff --git a/...dev/_downloads/73e7de11148f573eeb51f279652f7b9b/make_rectangular_reflected_background.pdf b/...dev/_downloads/73e7de11148f573eeb51f279652f7b9b/make_rectangular_reflected_background.pdf
diff --git a/docs/dev/_downloads/74468ce448910c5a873be0e51cee13fb/plot_pwn_evolution.pdf b/docs/dev/_downloads/74468ce448910c5a873be0e51cee13fb/plot_pwn_evolution.pdf
diff --git a/docs/dev/_downloads/800707065c222d9fe3c88a38845901ae/regionmap-2.pdf b/docs/dev/_downloads/800707065c222d9fe3c88a38845901ae/regionmap-2.pdf
diff --git a/docs/dev/_downloads/83da3445f53cc2258537f3ea6b2b0970/regionmap-5.pdf b/docs/dev/_downloads/83da3445f53cc2258537f3ea6b2b0970/regionmap-5.pdf
diff --git a/docs/dev/_downloads/84424d59ec624940199b69d87a792d50/index-1.pdf b/docs/dev/_downloads/84424d59ec624940199b69d87a792d50/index-1.pdf
diff --git a/...downloads/8a9ae62d4481bef2294fabff4afc70cf/gammapy-irf-EnergyDependentMultiGaussPSF-1.pdf b/...downloads/8a9ae62d4481bef2294fabff4afc70cf/gammapy-irf-EnergyDependentMultiGaussPSF-1.pdf
diff --git a/docs/dev/_downloads/8d795d04d6c1419b268a0a4676041f36/model-gallery_python.zip b/docs/dev/_downloads/8d795d04d6c1419b268a0a4676041f36/model-gallery_python.zip
diff --git a/docs/dev/_downloads/8f7cba6e147ac68586bc14a007ba4cc5/plot_spiral_arms.pdf b/docs/dev/_downloads/8f7cba6e147ac68586bc14a007ba4cc5/plot_spiral_arms.pdf
diff --git a/docs/dev/_downloads/90e01209a5243d5c972882c04584c8e3/plot_aeff_param.pdf b/docs/dev/_downloads/90e01209a5243d5c972882c04584c8e3/plot_aeff_param.pdf
diff --git a/docs/dev/_downloads/9784111b1a9a5c8f07b727039a6e8b82/plot_radial_distributions.pdf b/docs/dev/_downloads/9784111b1a9a5c8f07b727039a6e8b82/plot_radial_distributions.pdf
diff --git a/docs/dev/_downloads/a5659940aa3f8f568547d47752a43172/tutorials_jupyter.zip b/docs/dev/_downloads/a5659940aa3f8f568547d47752a43172/tutorials_jupyter.zip
diff --git a/docs/dev/_downloads/a5b2ee0329e727a4750cc6807854a799/plot_snr_brightness_evolution.pdf b/docs/dev/_downloads/a5b2ee0329e727a4750cc6807854a799/plot_snr_brightness_evolution.pdf
diff --git a/docs/dev/_downloads/a60ac3367f6b8b4daf62f7767737c935/regionmap-3.pdf b/docs/dev/_downloads/a60ac3367f6b8b4daf62f7767737c935/regionmap-3.pdf
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/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/e2a4ade170c5e85b14ae39a9784b12b1/cta.ipynb b/docs/dev/_downloads/e2a4ade170c5e85b14ae39a9784b12b1/cta.ipynb
@@ -260,7 +260,25 @@
       },
       "outputs": [],
       "source": [
-        "irfs[\"psf\"].peek()\nplt.show()\n\n# This is how for analysis you could slice out the PSF\n# at a given field of view offset\nirfs[\"psf\"].plot_containment_radius_vs_energy(\n    offset=[1] * u.deg, fraction=[0.68, 0.8, 0.95]\n)\nplt.show()"
+        "irfs[\"psf\"].peek()\nplt.show()"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {},
+      "source": [
+        "This is how for analysis you could slice out the PSF\nat a given field of view offset\n\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "collapsed": false
+      },
+      "outputs": [],
+      "source": [
+        "irfs[\"psf\"].plot_containment_radius_vs_energy(\n    offset=[1] * u.deg, fraction=[0.68, 0.8, 0.95]\n)\nplt.show()"
       ]
     },
     {

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/f35633996f4b1e73bdc201360d64927f/observation_clustering.ipynb b/docs/dev/_downloads/f35633996f4b1e73bdc201360d64927f/observation_clustering.ipynb
@@ -116,7 +116,7 @@
       },
       "outputs": [],
       "source": [
-        "fix, ax = plt.subplots(1, 1, figsize=(7, 5))\nfor obs in grouped_observations[\"group_low_zenith\"]:\n    ax.plot(\n        obs.get_pointing_altaz(time=obs.tmid).zen,\n        obs.meta.optional[\"MUONEFF\"],\n        \"d\",\n        color=\"red\",\n    )\nfor obs in grouped_observations[\"group_high_zenith\"]:\n    ax.plot(\n        obs.get_pointing_altaz(time=obs.tmid).zen,\n        obs.meta.optional[\"MUONEFF\"],\n        \"o\",\n        color=\"blue\",\n    )\nax.set_ylabel(\"Muon efficiency\")\nax.set_xlabel(\"Zenith angle (deg)\")\nax.axvline(median_zenith.value, ls=\"--\", color=\"black\")"
+        "fix, ax = plt.subplots(1, 1, figsize=(7, 5))\nfor obs in grouped_observations[\"group_low_zenith\"]:\n    ax.plot(\n        obs.get_pointing_altaz(time=obs.tmid).zen,\n        obs.meta.optional[\"MUONEFF\"],\n        \"d\",\n        color=\"red\",\n    )\nfor obs in grouped_observations[\"group_high_zenith\"]:\n    ax.plot(\n        obs.get_pointing_altaz(time=obs.tmid).zen,\n        obs.meta.optional[\"MUONEFF\"],\n        \"o\",\n        color=\"blue\",\n    )\nax.set_ylabel(\"Muon efficiency\")\nax.set_xlabel(\"Zenith angle (deg)\")\nax.axvline(median_zenith.value, ls=\"--\", color=\"black\")\nplt.show()"
       ]
     },
     {
@@ -195,7 +195,7 @@
       },
       "outputs": [],
       "source": [
-        "obs_clusters = observations.group_by_label(features[\"labels\"])\nprint(obs_clusters)\n\n\nmask_1 = features[\"labels\"] == 1\nmask_2 = features[\"labels\"] == 2\nfix, ax = plt.subplots(1, 1, figsize=(7, 5))\nax.set_ylabel(\"edisp-res\")\nax.set_xlabel(\"psf-radius\")\nax.plot(\n    features_irfs[mask_1][\"edisp-res\"],\n    features_irfs[mask_1][\"psf-radius\"],\n    \"d\",\n    color=\"green\",\n    label=\"Group 1\",\n)\nax.plot(\n    features_irfs[mask_2][\"edisp-res\"],\n    features_irfs[mask_2][\"psf-radius\"],\n    \"o\",\n    color=\"magenta\",\n    label=\"Group 2\",\n)\nax.legend()"
+        "obs_clusters = observations.group_by_label(features[\"labels\"])\nprint(obs_clusters)\n\n\nmask_1 = features[\"labels\"] == 1\nmask_2 = features[\"labels\"] == 2\nfix, ax = plt.subplots(1, 1, figsize=(7, 5))\nax.set_ylabel(\"edisp-res\")\nax.set_xlabel(\"psf-radius\")\nax.plot(\n    features_irfs[mask_1][\"edisp-res\"],\n    features_irfs[mask_1][\"psf-radius\"],\n    \"d\",\n    color=\"green\",\n    label=\"Group 1\",\n)\nax.plot(\n    features_irfs[mask_2][\"edisp-res\"],\n    features_irfs[mask_2][\"psf-radius\"],\n    \"o\",\n    color=\"magenta\",\n    label=\"Group 2\",\n)\nax.legend()\nplt.show()"
       ]
     },
     {

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_cta_004.png b/docs/dev/_images/sphx_glr_cta_004.png
diff --git a/docs/dev/_images/sphx_glr_cta_005.png b/docs/dev/_images/sphx_glr_cta_005.png
diff --git a/docs/dev/_images/sphx_glr_cta_006.png b/docs/dev/_images/sphx_glr_cta_006.png
diff --git a/docs/dev/_images/sphx_glr_cta_007.png b/docs/dev/_images/sphx_glr_cta_007.png
diff --git a/docs/dev/_images/sphx_glr_datasets_009.png b/docs/dev/_images/sphx_glr_datasets_009.png
diff --git a/docs/dev/_images/sphx_glr_datasets_010.png b/docs/dev/_images/sphx_glr_datasets_010.png
diff --git a/docs/dev/_images/sphx_glr_datasets_011.png b/docs/dev/_images/sphx_glr_datasets_011.png
diff --git a/docs/dev/_images/sphx_glr_datasets_012.png b/docs/dev/_images/sphx_glr_datasets_012.png
diff --git a/docs/dev/_images/sphx_glr_datasets_013.png b/docs/dev/_images/sphx_glr_datasets_013.png
diff --git a/docs/dev/_images/sphx_glr_datasets_014.png b/docs/dev/_images/sphx_glr_datasets_014.png
diff --git a/docs/dev/_images/sphx_glr_datasets_015.png b/docs/dev/_images/sphx_glr_datasets_015.png
diff --git a/docs/dev/_images/sphx_glr_datasets_016.png b/docs/dev/_images/sphx_glr_datasets_016.png
diff --git a/docs/dev/_images/sphx_glr_datasets_017.png b/docs/dev/_images/sphx_glr_datasets_017.png
diff --git a/docs/dev/_images/sphx_glr_datasets_018.png b/docs/dev/_images/sphx_glr_datasets_018.png
diff --git a/docs/dev/_images/sphx_glr_datasets_019.png b/docs/dev/_images/sphx_glr_datasets_019.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_mask_maps_008.png b/docs/dev/_images/sphx_glr_mask_maps_008.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_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_rad_max_005.png b/docs/dev/_images/sphx_glr_spectral_analysis_rad_max_005.png
diff --git a/docs/dev/_modules/gammapy/analysis/config.html b/docs/dev/_modules/gammapy/analysis/config.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/analysis/core.html b/docs/dev/_modules/gammapy/analysis/core.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html b/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html b/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/utils.html b/docs/dev/_modules/gammapy/astro/darkmatter/utils.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/astro/population/simulate.html b/docs/dev/_modules/gammapy/astro/population/simulate.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/astro/population/spatial.html b/docs/dev/_modules/gammapy/astro/population/spatial.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/astro/population/velocity.html b/docs/dev/_modules/gammapy/astro/population/velocity.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/astro/source/pulsar.html b/docs/dev/_modules/gammapy/astro/source/pulsar.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/astro/source/pwn.html b/docs/dev/_modules/gammapy/astro/source/pwn.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/astro/source/snr.html b/docs/dev/_modules/gammapy/astro/source/snr.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/catalog/core.html b/docs/dev/_modules/gammapy/catalog/core.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/catalog/fermi.html b/docs/dev/_modules/gammapy/catalog/fermi.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/catalog/gammacat.html b/docs/dev/_modules/gammapy/catalog/gammacat.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/catalog/hawc.html b/docs/dev/_modules/gammapy/catalog/hawc.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/catalog/hess.html b/docs/dev/_modules/gammapy/catalog/hess.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/catalog/lhaaso.html b/docs/dev/_modules/gammapy/catalog/lhaaso.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/data/data_store.html b/docs/dev/_modules/gammapy/data/data_store.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/data/event_list.html b/docs/dev/_modules/gammapy/data/event_list.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/data/filters.html b/docs/dev/_modules/gammapy/data/filters.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/data/gti.html b/docs/dev/_modules/gammapy/data/gti.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/data/hdu_index_table.html b/docs/dev/_modules/gammapy/data/hdu_index_table.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/data/metadata.html b/docs/dev/_modules/gammapy/data/metadata.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/data/obs_table.html b/docs/dev/_modules/gammapy/data/obs_table.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/data/observations.html b/docs/dev/_modules/gammapy/data/observations.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/data/pointing.html b/docs/dev/_modules/gammapy/data/pointing.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/data/simulate.html b/docs/dev/_modules/gammapy/data/simulate.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/data/utils.html b/docs/dev/_modules/gammapy/data/utils.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {

diff --git a/docs/dev/_modules/gammapy/datasets/core.html b/docs/dev/_modules/gammapy/datasets/core.html
@@ -188,7 +188,7 @@
 
             $("#version_switcher_menu").append(node);
             // replace dropdown button text with the preferred display name of
-            // this version, rather than using sphinx's 1.2.dev1863+ga8285d4fc variable.
+            // this version, rather than using sphinx's 1.2.dev1865+gcce7eee8f variable.
             // also highlight the dropdown entry for the currently-viewed
             // version's entry
             if (entry.version == "dev") {