From 762328a1f6d756356e5bdd09dfc5cd48cb21a16a Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Thu, 13 Feb 2025 10:42:55 +0000
Subject: [PATCH] commit docs dev version

---
 ...py.astro.darkmatter.BurkertProfile.doctree | Bin 50029 -> 50943 bytes
 ...arkMatterAnnihilationSpectralModel.doctree | Bin 238915 -> 239093 bytes
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.doctree b/docs/dev/.doctrees/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.doctree
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.doctree b/docs/dev/.doctrees/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.doctree
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.darkmatter.EinastoProfile.doctree b/docs/dev/.doctrees/api/gammapy.astro.darkmatter.EinastoProfile.doctree
index 45ca0c1d07e13db971b51c6a93535aa1a8c06e2d..f03c245e089e2f47f7638acdef8ebaf4fdb81ea1 100644
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.darkmatter.IsothermalProfile.doctree b/docs/dev/.doctrees/api/gammapy.astro.darkmatter.IsothermalProfile.doctree
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.darkmatter.MooreProfile.doctree b/docs/dev/.doctrees/api/gammapy.astro.darkmatter.MooreProfile.doctree
index 71a8c395ba1450828f676090f34dbaeaa26ade25..3f498c5ffbcc46a17fbe972849cdf5b6becfe5d1 100644
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.darkmatter.NFWProfile.doctree b/docs/dev/.doctrees/api/gammapy.astro.darkmatter.NFWProfile.doctree
index b3571d78554110efca9e95199d1956af097b9c7e..4f3726aa7877f37e25e24e218b5331d67e5689ca 100644
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.darkmatter.PrimaryFlux.doctree b/docs/dev/.doctrees/api/gammapy.astro.darkmatter.PrimaryFlux.doctree
index 7f674c6caf3b26c79f4570c5100f58a988282458..ffc74f4e1f865a93ce45cd045fa48640f3fed5b9 100644
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.darkmatter.ZhaoProfile.doctree b/docs/dev/.doctrees/api/gammapy.astro.darkmatter.ZhaoProfile.doctree
index 9abf16e3368fe02b4d91c9a45d89a964a4285b87..44ce0d800187ea3f099ddea7800a2923634c5ba5 100644
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.population.CaseBattacharya1998.doctree b/docs/dev/.doctrees/api/gammapy.astro.population.CaseBattacharya1998.doctree
index 90acaada1bcefd56e6444022da35696ae62797c7..3c58022f500811da60c90aad604492b90ab40ae8 100644
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.population.FaucherKaspi2006.doctree b/docs/dev/.doctrees/api/gammapy.astro.population.FaucherKaspi2006.doctree
index f97ca11de8d6a979cbec135f72eb28aa6a3e6c11..18545af585e550326f0b754e2249adf5f9bc18ae 100644
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.population.FaucherKaspi2006VelocityBimodal.doctree b/docs/dev/.doctrees/api/gammapy.astro.population.FaucherKaspi2006VelocityBimodal.doctree
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.population.Lorimer2006.doctree b/docs/dev/.doctrees/api/gammapy.astro.population.Lorimer2006.doctree
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.population.Paczynski1990.doctree b/docs/dev/.doctrees/api/gammapy.astro.population.Paczynski1990.doctree
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.population.Paczynski1990Velocity.doctree b/docs/dev/.doctrees/api/gammapy.astro.population.Paczynski1990Velocity.doctree
index d4d6d58e1fa8b83b84fb00e7fbe75427a73285b1..2fa45f7b3bfeb21d9ffc93e7bd512d0d9f34be1e 100644
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.population.YusifovKucuk2004.doctree b/docs/dev/.doctrees/api/gammapy.astro.population.YusifovKucuk2004.doctree
index 9344f706fe7e3e0600310d56c7f54959143d2d5a..19c090bb7645dfbed9b8db02088e6396c2e1253c 100644
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diff --git a/docs/dev/.doctrees/api/gammapy.astro.population.YusifovKucuk2004B.doctree b/docs/dev/.doctrees/api/gammapy.astro.population.YusifovKucuk2004B.doctree
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diff --git a/docs/dev/.doctrees/api/gammapy.catalog.SourceCatalog1LHAASO.doctree b/docs/dev/.doctrees/api/gammapy.catalog.SourceCatalog1LHAASO.doctree
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delta 5446
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diff --git a/docs/dev/.doctrees/api/gammapy.catalog.SourceCatalog2HWC.doctree b/docs/dev/.doctrees/api/gammapy.catalog.SourceCatalog2HWC.doctree
index 98ec8cc19601dc27f41e8af16fbf10058316d9c7..7d3af34774d5b329690340a63f935baf224aab2d 100644
GIT binary patch
delta 5348
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delta 5258
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diff --git a/docs/dev/.doctrees/api/gammapy.catalog.SourceCatalog3HWC.doctree b/docs/dev/.doctrees/api/gammapy.catalog.SourceCatalog3HWC.doctree
index 4b18cc4effdc4cd8c2143175baeb534d692ddbbd..3db95545eefe7e8531db442d86e364b9fe6d072d 100644
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diff --git a/docs/dev/.doctrees/api/gammapy.datasets.MapDatasetMetaData.doctree b/docs/dev/.doctrees/api/gammapy.datasets.MapDatasetMetaData.doctree
index 7eafa4e11b7f1538fcb4dba5dfd2930485b26cb3..0ca11ce9447464ed2e0b870e741f011210404bcb 100644
GIT binary patch
delta 224
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delta 224
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diff --git a/docs/dev/.doctrees/api/gammapy.estimators.FluxMetaData.doctree b/docs/dev/.doctrees/api/gammapy.estimators.FluxMetaData.doctree
index 5a945a5d6860c5a441f6576f6dfd24054c644b6a..7128f3387031758d4a489fa40d994306366f25be 100644
GIT binary patch
delta 212
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delta 212
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diff --git a/docs/dev/.doctrees/api/gammapy.estimators.TSMapEstimator.doctree b/docs/dev/.doctrees/api/gammapy.estimators.TSMapEstimator.doctree
index d8c28523850cd10d43346552988cbe9e3612707a..c984f40cedf589df2e39f1f095abcf4b63fd15b4 100644
GIT binary patch
delta 13050
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diff --git a/docs/dev/.doctrees/api/gammapy.estimators.utils.compute_lightcurve_discrete_correlation.doctree b/docs/dev/.doctrees/api/gammapy.estimators.utils.compute_lightcurve_discrete_correlation.doctree
index 652c41804d1236b745a8264a4445f53f7c87b039..2f6122c586122b5be751d9b953bf9c469349c8cb 100644
GIT binary patch
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diff --git a/docs/dev/.doctrees/api/gammapy.estimators.utils.compute_lightcurve_doublingtime.doctree b/docs/dev/.doctrees/api/gammapy.estimators.utils.compute_lightcurve_doublingtime.doctree
index a5e918b7f8bf7315db237ab63a066c458e475e6e..da30b17801f80b3d7be16c95fd36ac6a273c4833 100644
GIT binary patch
delta 817
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diff --git a/docs/dev/.doctrees/api/gammapy.modeling.models.EBLAbsorptionNormSpectralModel.doctree b/docs/dev/.doctrees/api/gammapy.modeling.models.EBLAbsorptionNormSpectralModel.doctree
index 1a0d31ad6399c93b8f8d87a87751c718ca1e24f7..9c8d16a98f656157fe9a740ad187be3bc920ccdf 100644
GIT binary patch
delta 7490
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diff --git a/docs/dev/.doctrees/api/gammapy.stats.TimmerKonig_lightcurve_simulator.doctree b/docs/dev/.doctrees/api/gammapy.stats.TimmerKonig_lightcurve_simulator.doctree
index 165314107c8157f7f99e74b74937adb44dc8872e..ff97c64bcfc2ea1a539f3bacc4e9d36c78f84a72 100644
GIT binary patch
delta 861
zcma)4-%Auh9N%5<ZqGw2jFdVLS1Y<pmomFhGbs)!5sJG)NzilecD&g+Z&&yB5+6z>
zgo=3xzEcnVfFS5S?#X^&e?mR=S`xjAK}8_c%$`OMJ@_*7{my(pA3mSY%=eG-)(1Jb
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Gin%{ZrY1`O

delta 1413
zcmb7ENoW&M8178WR%#6uV{4jrQkOQ`*3=qnRHSNMFt!q#inNV&l9}esGmFk7N)c&_
z7AnlC?|Bhd1Q$F>@Sq4@y(lP%SLs1Sgr3BUp#OX65-Dz%$@_o)|9{`|=Y4-8e0?ui
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diff --git a/docs/dev/.doctrees/api/gammapy.stats.cash.doctree b/docs/dev/.doctrees/api/gammapy.stats.cash.doctree
index 645b54fe9172c07dba282ee5dfc2279828b730db..07f1fd385b1c769c3a9ee011ffa5f1fdea1b5569 100644
GIT binary patch
delta 256
zcmZ2izpj2mj3#5w<a?T?Ok6gTwX}^UAJ-H^74Xo~Wi*+5U(;mrYAstROHTVWlS%R9
z2b!vr4RrV>8yJa94%S)36qzvjp03*D19}FN{d7f9x$Kiq81VD>vM?}Yu*Xix5bIF`
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cGkBzsmAx_WK^1T^yvie$j4)`kqERm|0E|CT3jhEB

delta 249
zcmZ2izpj2mj3#65<XBBpMytt<+NP6_Yl@=q-L-TWO((}`ngHcjXxYNqQrfSXOp7PS
zYpPDx(cuG18W@R8_S0F!7&ZB$jyjMpq3epoHlMslSBg=6a=fk@Q0}j;Eu5XGcbrMR
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YUKscwa~%w?a!G)V1{ttf(WsXf0G`xK-~a#s

diff --git a/docs/dev/.doctrees/api/gammapy.stats.compute_flux_doubling.doctree b/docs/dev/.doctrees/api/gammapy.stats.compute_flux_doubling.doctree
index 3cd3d600b577281d978017ccd21d1ffd7dc5c657..94b77bdaedc50b131f0bf1c40a10afc29305b598 100644
GIT binary patch
delta 2637
zcmbtWZA@Eb6z08cq2LCT3x$5tj|?uB!aBrAHzj@~CThC*6*6QgEfj9A<-@i}5DA-^
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delta 2182
zcmbW2YiL__6u|e-qfI;3N0P?8ZgSIf%VW!<PU)zK=%k2+Zo`47by<?8xxH(Wwn^#M
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BX$1fP

diff --git a/docs/dev/.doctrees/api/gammapy.stats.compute_fpp.doctree b/docs/dev/.doctrees/api/gammapy.stats.compute_fpp.doctree
index 9567278632e206171e53c7a00fbb2c2b487050e3..9fa19667642371ae6111d966927255eeb7bf1deb 100644
GIT binary patch
delta 927
zcmY+D&rcIU6vwwe7TN~XpyCfKPK!_q475;6HH4ed$jQVLkss4`%I?^1VSgx%Az-43
zCaW=-RWwl|#>A*6(!YQM7nP$2qlpp2(HQ>&-)t=@mzjNUzVE%yym|Z1*wf@y`N`DS
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delta 1303
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diff --git a/docs/dev/.doctrees/api/gammapy.stats.compute_fvar.doctree b/docs/dev/.doctrees/api/gammapy.stats.compute_fvar.doctree
index e330faa622edb047f25b623cf31061e7ced039d8..159e66878cf0261222a0b5d45eac4aa208f594fc 100644
GIT binary patch
delta 841
zcmZ`%OHWfl6z**)&x!_=M4)ncrMHx!P^c*niJGV+UAXZPNeE2aY3EK#Z!^8Epiyx_
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delta 1363
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diff --git a/docs/dev/.doctrees/api/gammapy.stats.cstat.doctree b/docs/dev/.doctrees/api/gammapy.stats.cstat.doctree
index a176443be055038676c8ff1d43c5a46cc16ffa32..f80af26c430e9c63837a3b3e4a0029ffd07557ae 100644
GIT binary patch
delta 333
zcmdnc%DB3fk)?rk>Vl0d({z|p6DAAl=}bPU<Bee2PHxauWz+#l@J?x+(m17dibjTX
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K-0WhS!wUedGhgul

delta 344
zcmZ48%DADGk)?rk>e7uY({z~A5`rfy>MKmv*W+fin(U}+E0`t1$iSf4IHh)qMh0sS
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CQC?pF

diff --git a/docs/dev/.doctrees/api/gammapy.stats.discrete_correlation.doctree b/docs/dev/.doctrees/api/gammapy.stats.discrete_correlation.doctree
index defe640d2f527855af47b918a53dde5c9612cff9..332600f07ef7c87f0c0c5122c0160ed9e776519a 100644
GIT binary patch
delta 920
zcmZ{iK~EDw6vw-Tg_aZ}C<rd#P*GZNjU22kfdVEVhzW^aj0urxcgpOz?85FAsnLK3
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delta 1338
zcmah}OHUI~6z&wJ4_@IRO|cJ4kw;NM1WEyEAh9Ia1jUVsq#-ly;O(`vFf+9whJc9}
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diff --git a/docs/dev/.doctrees/api/gammapy.stats.structure_function.doctree b/docs/dev/.doctrees/api/gammapy.stats.structure_function.doctree
index b4107fcabbc2b3fe92a94d3007c67cf6bb76f1c1..22841730ba7bff85ae16c61f1c69cd02aa8f9992 100644
GIT binary patch
delta 743
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delta 1417
zcma)6O-~a+7~XztKlqA3T0WKn6@<1>Yzfjf64691k`UCJ*pO{^>2z$n*ljhK81R6>
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diff --git a/docs/dev/.doctrees/api/gammapy.stats.wstat.doctree b/docs/dev/.doctrees/api/gammapy.stats.wstat.doctree
index 796c98bf299ab0e6361896ef7d2b9ce0e641a5e9..c0c6376680806fae246812c557b1aac769195cbd 100644
GIT binary patch
delta 127
zcmZ2JfpP8xMwSNFsX`lByiFLBCI^@(PkwFUGI@syADoxTs5CjyL}_w`sV$Us)ASjT
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delta 168
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diff --git a/docs/dev/.doctrees/development/doc_howto.doctree b/docs/dev/.doctrees/development/doc_howto.doctree
index 767ecacf296acf2388f1dbb9ab7c3eeaec58abff..5ffd6a94a1265e5667d46b9831e623be99dda860 100644
GIT binary patch
delta 11691
zcmc(jd0f<0_s2b7aad#kK|w`uKt(`6KtTjSabFl*aw*MafI%3M5e9N8!X-`8LcQ44
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diff --git a/docs/dev/.doctrees/index.doctree b/docs/dev/.doctrees/index.doctree
index 276f601b9ef6ea4a8760791fa0a6de0eb670f960..aa4010ab21b4d3e8035a121c4d36c50bc82c1bb0 100644
GIT binary patch
delta 26
icmca|p5@AUmIb*yX4>f%Mrnzu#wKZ&n|X3i>;eFiYYKV*

delta 26
icmca|p5@AUmIb*yM%w8nCYDBNCQ0VWn|X3i>;eFf9tuMM

diff --git a/docs/dev/.doctrees/sg_execution_times.doctree b/docs/dev/.doctrees/sg_execution_times.doctree
index 27fbbb8c58689e81504d783ad7b72239f226bd2d..2d8b17e33303d4b80cb8770a348fce5a7fd8551a 100644
GIT binary patch
delta 7207
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delta 6981
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C6NKXc

diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/cta_sensitivity.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/cta_sensitivity.doctree
index 53dca0b6b1ef4db757b5942c2b0bb1beca2b5d64..219480d4b771a621f3de362ca0d1141b89ba4539 100644
GIT binary patch
delta 50
scmZo_VQy++-oT~AW2T*MVU(7bYHX5bxmi>F9P{QUs+NrC!Z&9D0Eq4o4*&oF

delta 50
scmZo_VQy++-oT~AW2BvKVq$5OW|Cx{yjfHI9P{QUs+NrC!Z&9D0DWT*p#T5?

diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/ebl.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/ebl.doctree
index 6900902210aa01360a71bf360b64ca7bfe1fb9fa..afbe030e27c20d3bc9837e9b44b8ed4efcdc0df7 100644
GIT binary patch
delta 77
zcmcc6%Y31ic>`}EhqqaULB4-@_T>3#PMhDPtY+lMDM%}GNiPcCJU=a!adLi&F@80M
F2>_@?9<u-d

delta 77
zcmcc6%Y31ic>`}Ehpw}sw~Kjr<mCBjPMhDPtY+jeOe`}g@Jq?uJU=a!adLi&F@80M
F2>@LG9L)d#

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
index 236d3694be243d82a9f9197d88b142a558dcf3c2..d19af299ad6f92a546cfb97a923c7aa592bf4de1 100644
GIT binary patch
delta 50
scmX@r!g8vGWy9G}9y9H93!}8eRAZAg%gt}1&M|LZ9%;#lE*!TU0O>Om3;+NC

delta 50
scmX@r!g8vGWy9G}9wY5^6BA3LG?OIr<jrrQ&M|LZ9%;#lE*!TU0Ntn(o&W#<

diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/sed_fitting.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/sed_fitting.doctree
index 00c8fae4313e4d23db13c23fbfcbc7335c9f405a..7c62c866eb21fa2ae2a1632ea34b291f387cdd76 100644
GIT binary patch
delta 50
scmbQ&&pfZ6c|*SgkBPadiLs%jv5}>b#pc-#hgi`?Tv#`+_5N550E@v8EdT%j

delta 50
scmbQ&&pfZ6c|*SgkFklVsiCQ*v7xDj$>!M(hgi`?Tv#`+_5N550E+1lB>(^b

diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/sg_execution_times.doctree
index 17a782dccc23dd4bfa30818397d58283a3e7fef1..60e13bc6fda15c9af22ccf9e121e4ff77cc38c4d 100644
GIT binary patch
delta 415
zcmccD&v>t&al>LJHUmpN3v-jnE16QIAWSW-DH-gsQ!)&CI1LP~AYz*}nBTCl8UR%q
zPrlD(GI_nE1wWU9f`YDsfdNQ~p{WH}oL`h}@;MG`CL>D_cajR*WLHjUCIfS@WP=9Z
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erYl$!jm=PGfL;NLAiVODWwN1!$!2A%-Mj$e8G7;n

delta 413
zcmccD&v>t&al>LJHbVnFBO}wvE16QIAWSW-DH-gsQ!)&CI1LP~AYz*}nBTCl8tNGu
z8BD&<Wiolaqy;~hf`Wpsf`NgRfu)|Ii6K~=UzBa~ISy+^v&r|kOed+ZO?Ks!W->Pg
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lO!R;vo7GHLuqaxZpvV~LSpY>4UU|tf*-*k{v$EB0UH}Eqd6xhH

diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis.doctree
index 3b7c0b9c0d453ae81e323da3d03d2ce519432e7c..75083f7049798018d2b1f2c25463976051878946 100644
GIT binary patch
delta 77
zcmcbxi0#56whc-tJZ9SI7Dj1_sm3O0mYW?j&oOWQlWxg~BHZklx!p07aUKh+fu4oA
T@$@ITj7K2M?Q8QG7b^h(8vz;x

delta 77
zcmcbxi0#56whc-tJVx5-CMK3fX(mbL$(tQB&oOWQlWxg~BHZklx!p07aUKh+p`M|U
T!SpA&j7K2M?Q8QG7b^h(0$>??

diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis_hli.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/spectral_analysis_hli.doctree
index 1e4f275501cfca09fc467507d558e11cb0f671f6..98dda414f3279ed54e85f3c6bc99a955cc441ffd 100644
GIT binary patch
delta 310
zcmZ3siFMf~)(vjfJZ9SI7Dj1_sm3O0mYY)@&M|LRu(xDH7cP)N5t;ljMw;Kyz{=Rb
z%EV01!qmvn&~WmGbn)qOyo~IdHDd$02rA#aA^m_BK2_#smZnIC9+|Wcuc0vI3Y%}t
zWz6SA_7>OV#z|s=5a*g2=$RN>7@Hfbb4?bEmDsMz%gDxrsT%4zxa#e({ER0(0UaV&
Am;e9(

delta 310
zcmZ3siFMf~)(vjfJVx5-CMK3fX(mbL$(vIh&M|LRu(xDH7cP)N5t;ljMw;Ki(#q7x
z%GgrR!o=Lzz-;n{bn)qOyo~IdHDd$02rA#aA^m_BK2_$1mKLT6Lyt__hu2V;a)r$|
z<}&8<B72K#a^oa1L5OorjP*>6j7&`|)ww1M#!75g<z-}J!c-0Q99;GGSboNno&X;b
BR!9H<

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
index e505336d7cc718e20f515cc722dfbd2560afbf25..524bcba40ced1d877cd412119e26c6e446320133 100644
GIT binary patch
delta 150
zcmdmah-K#?mJJsRc+9lZEsW9<Q;kj1EH{5BJ;%Ixb%`Y-y0CByi@A}Z`DE)W>XY?;
xB{G>CPu_b)6UgKjPym6X)RII6V?85t6T``jSM@ft|K7t$iVpS72mV$n0{}kyHOT+~

delta 154
zcmdmah-K#?mJJsRc#O2uO-w9}(oB-flQ(}TJ;%Ixb%`Y-y0CByi=nxN<z(wC>XY?;
wC9;?qnVL=B59aU-D1bmxYDuDkk)DycxyfY4t9qN+fA3)=O^^EK1Ai-(0mNZ8O8@`>

diff --git a/docs/dev/.doctrees/tutorials/analysis-1d/spectrum_simulation.doctree b/docs/dev/.doctrees/tutorials/analysis-1d/spectrum_simulation.doctree
index 023f9c18ef8f8c04a10a62227e697bf34ac6ec6b..e7f71a552af851a4eedc6fd67df34be57ec3e266 100644
GIT binary patch
delta 229
zcmZ3#jCtcSW|julscIWp_8IY*X{TElr6r~so1|H8erSG<dGj1IOGb2IHV4MPlRwl1
zahR2sRF$L^6-@R^Q)jZUocu9Sjm1FE$YAoqG&LqOi^+Q{v{?-Gj0`8gsZeD#wA8aO
p*(_J5%gAbIpl4ya`9iV=)8zabO(p}w$+K!gX<(+`<`0ebfdCZWO_cxu

delta 223
zcmdnEjCuVsW|julsVW;;_8IXQX{Vc*SQ@37B$+2~erSG<dGj1IOGb2IHV4K(lRwr3
zad;(`g_$NMRZaFwQ)4zZGM)S}QH{k|&&Xi%!ZcN8V*|s<dn>eAO!O?xC%>ssWi>L^
mGc(vMU#H8+Vy0(lu{p3lkcr9AZ1U`yP-+|KxA{|}eINik2}t_@

diff --git a/docs/dev/.doctrees/tutorials/analysis-2d/detect.doctree b/docs/dev/.doctrees/tutorials/analysis-2d/detect.doctree
index 8f14db56d8b7db21c92e3ea818043a2faf756ba6..6e8176622b6e458781579f9331df0a8547895660 100644
GIT binary patch
delta 99
zcmX^6g!$|f<_)*>dCauaEsW9<Q;kj1EI0o&Imf(ti?Jmmy0Ci?N1<<JijPZ5`R1C=
epNx|oJB^V=V%?c73@j$!xo`|bZ(e$Fg#rMFp(geK

delta 99
zcmX^6g!$|f<_)*>d5pBvO-w9}(oB-flQ;h~Imf(ti?Jmmy0Ci?hpxY_hj~)E@8+7$
epNx|oJB^V=V%?cd4b3Lsxo`|bZ(e$Fg#rLAHYD%>

diff --git a/docs/dev/.doctrees/tutorials/analysis-2d/modeling_2D.doctree b/docs/dev/.doctrees/tutorials/analysis-2d/modeling_2D.doctree
index 286004eac42d9f080b77684cd090d291c66b0d86..f1c3b9a39c690c9f8ff89a450a41604489790072 100644
GIT binary patch
delta 126
zcmZqu#?<<aX+wk>kC}G5g;82!s<BC$<>qqjbIhBKv@99Xh2s=ZL?%D<mgYA!urfBZ
ZGPTq*H8D3dHrmYXQ^iGC)$TB_6abuqB@+Mu

delta 126
zcmZqu#?<<aX+wk>kCAq|iHW6Ann{v*^5$~wbIhBKv@99Xh2s=ZL?%D<mgYCGv@$ie
ZGBwgOFf}zXGuzDVQ^iGC)$TB_6aZUNBuM}O

diff --git a/docs/dev/.doctrees/tutorials/analysis-2d/ring_background.doctree b/docs/dev/.doctrees/tutorials/analysis-2d/ring_background.doctree
index 0157794ce0658a2f69f668f78b2e098ef19b66b4..5c1623b92f1630284948ba2b5336564a435cd542 100644
GIT binary patch
delta 239
zcmeCX!`yd=dBY`b9y9H93!}8eRAZAg%grAR&M|LZqi@NGE<8mBMP%|sUuk|r11n=g
zD-&})BU1wdGmFXZGUGSzaX!gOj7ss%1`!>CcvKo2n3<UwZ+@4l!9`FN&}Q+;1`(W_
ab4recu^Q<aSXxdtJ$(kk+RS!_LkR$z+(~l)

delta 239
zcmeCX!`yd=dBY`b9wY5^6BA3LG?OIr<jo%q&M|LZqi@NGE<8mBMP%|sUuk{=ODj`j
zD`QJNOA{jtBg@I}GUGSzaX!gOj7ss%1`!>CxKx@L=ouIo8kv}HewV4iMNk#cX7R}e
d5uBTIN{)oF8tPdZnN2o5eFnnX%yx!D2>|bsNKXI&

diff --git a/docs/dev/.doctrees/tutorials/analysis-2d/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/analysis-2d/sg_execution_times.doctree
index 4bebea50875a93950983b1d30b52db9d2f707245..aa6c101a158fcffe7303f0a139704b77e3f6b4b5 100644
GIT binary patch
delta 192
zcmdlLxhrzRGA3qI3yaAsnKHzIw3gPC4EES583sL^1_oBf7J5Lj%^J)%Sa>W9EVvXD
z6m%5~^b97iXV;$mR!m0%Dq>(|XryOgX^E;}rL@ZAQyjcZ7KWQ|a+L6h0!=_R+{i!=
nD6%<8bSaBCSU0jH#JtUNQavmp7KX?&2BvyuKoj@L{ow@wwP!SM

delta 192
zcmdlLxhrzRGA3q21Ea|+nKHzIw3gPC4EES583sL^1_oBf7J5Lj%^J)%Sa?hg&A1d4
z6m%5~^b97iXV;$mR!m0%Dq>(|XsBmtgr;Dnw94dD9K1|s2Agkkl<<fGO+Yr>$UqM$
mvN=g~DT_E*H?kzeyv=e_JuD(-2FNl7rg~;T6Zgse;ROJS0W=-}

diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/analysis_3d.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/analysis_3d.doctree
index a87a9048536ca21602922e1fa917412fa8b4588a..1bd9c777e714c9ff83365649ff2e706689efc3cd 100644
GIT binary patch
delta 833
zcmX@MmF?J8whf;pdCauaEsW9<Q;kj1EI0p`WM@SeImf*Dfl@uH!pRq+rTGmFtc;DU
z3{3S*jLgkU%r|EQ#&Dr%2C3phs4_M+H`uJ^&V#9lJfnU_mu}|pEq8YGN-8g$ZXv*^
zG<^m?qdAAGo4;d;Yg!aU=qE_XBrv(s-O;mRJ5W^+8;P1g<|uD37iZkW4A;5cP@3@q
z6AHJBY5Qaa#yOmD!Rh8&j5Y|@RD*bMhwRs4v_=>=J>QH`6|Ql+z8<3<BSI%w66UMz
z|II;?FoPgE;XI(ux6{x2GjdFSWyrV*ZsI^WWxKx>;|xKBGf=(BAB@MF^}cw#36w0G
s?j6QhvHgNSBNxtaq|ActKnv6rS&j9K%uS}3mouJ$Ft>YDFxDvn0L^*#p#T5?

delta 833
zcmX@MmF?J8whf;pd5pBvO-w9}(oB-flQ;jDWM@SeImf*Dfl@uH!pRq+rTGmktxS!r
zOwIKy4GqjJEH-BZ#&Dr%2C3phQe|ObvRTcY2U8JwM*WN~-ON#*pW_-?lxj5HLV!_e
z`V4+XbB=WHNaLc2$P$RqPmoYyl%H;nvv2lxpsFA?5;cL$QQlrI&bWygu5-JgG~)#(
z6mA#O_Q?v2b2#CG)6KOQZ4j=h2Jzqy*{{WDjWBL{z8Rw`T;q0qJw`o7gif#|%van0
zn}Z}_20?Vfc|e_Sr=Ry{<e2`-kZ}{-#DQ|kc7H3z8G;CBpn8)(7>_sWeerk`C|Ne$
rJB+bn`vreSE}Y>=nFZT{7N{$-8tIu^8c#1TXFLO8Zuh8QtWyF2U2OY_

diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/analysis_mwl.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/analysis_mwl.doctree
index 8b98e18832d0a794b15806092129ee91a0c8fc58..c5806f38377d3b6bbb28a0fad27a5f2d994058fd 100644
GIT binary patch
delta 50
scmaF2oB7>t<_(rcJZ9SI7Dj1_sm3O0mYXBY&oOTnHnU_z7oN5Z0LMNN8vp<R

delta 50
scmaF2oB7>t<_(rcJVx5-CMK3fX(mbL$(tk0&oOTnHnU_z7oN5Z0K2mgtpET3

diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/cta_data_analysis.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/cta_data_analysis.doctree
index af0e64d08fcd1b0243faeb86b944dd59e4a0625d..0931bdad6adf984f64323e1f6f74f1cc16a92b4b 100644
GIT binary patch
delta 107
zcmaF2gyr25mJR3RdCauaEsW9<Q;kj1EH}SZImf(tg|a0hx^T;U9usp@6GI~-69W@7
ilg+h9=CY%U$g^*Dy}U!3+1SK#()$A-YV+autCaxum?hN!

delta 107
zcmaF2gyr25mJR3Rd5pBvO-w9}(oB-flQ+LrImf(tg|a0hx^T;U9%B<zb5mn8AT~GK
hTzh0LJGzKG`)1e6JEWP73`{1yKLDaOAAY}D2>{nqC3gS-

diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/energy_dependent_estimation.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/energy_dependent_estimation.doctree
index e7bfcde198d56842820dfd5f4dda9f71d17f956f..202c23a0bc20feeaedd37288123e3daf67d3bda8 100644
GIT binary patch
delta 67
zcmeDG%GCdrX~Q=o9y9H93!}8eRAZAg%gv$|=a@HNFtcPt7uJenHnp^z>@@8dh~CUS
Hy+s)SFMJk~

delta 67
zcmeDG%GCdrX~Q=o9wY5^6BA3LG?OIr<jtZM=a@HNFtcPt7uJenHZd}o>@@8dh~CUS
Hy+s)S8$A{R

diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/event_sampling.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/event_sampling.doctree
index 4ce12b0d78f9b1dc0c570ac882e1ff8e761caa04..1d6f5559d7fbbed16acb1e7b211db7f5ced2cb77 100644
GIT binary patch
delta 75
zcmZp=%-VFBbpxM2kC}G5g;82!s<BC$<!0TGbIhAx1X(ho3ork~W@M;mVQx76mK)<~
MD0};AcgE|A0LjJ~E&u=k

delta 75
zcmZp=%-VFBbpxM2kCAq|iHW6Ann{v*@@CzTbIhAx1X(ho3ork~W^AEnX<#}1mK)<~
MD0};AcgE|A0JOOn)Bpeg

diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/event_sampling_nrg_depend_models.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/event_sampling_nrg_depend_models.doctree
index 0387e064ef88f5d35ab581e0fefa2c0c387e71b6..7fc8286e009dccfb94c59aafc7e09f394bd89fd1 100644
GIT binary patch
delta 50
scmbP!oMrlPmJN2sJZ9SI7Dj1_sm3O0mYZWO&M|M6Ft=nx7q)s00IcB<hyVZp

delta 50
scmbP!oMrlPmJN2sJVx5-CMK3fX(mbL$(v&>&M|M6Ft=nx7q)s00HIb88UO$Q

diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/flux_profiles.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/flux_profiles.doctree
index 99be9d63568feb0e6546afd283297e2a58234ffa..20dd9bd840a6aea68946cb179cdf8a13efadde95 100644
GIT binary patch
delta 128
zcmZ4YfO*{m<_&k$dCauaEsW9<Q;kj1EI0qwImf(to3<q*y6|;l&SYZ)OEXJDBa6wm
r6aK+?sY#Q&Qa(+-lC%saf-b+gE9GnkvxR}l<fyafK=fwqbIeKr{){gC

delta 128
zcmZ4YfO*{m<_&k$d5pBvO-w9}(oB-flQ;j?Imf(to3<q*y6|;l&P0<WGxJ0fLxah;
r6aK+?mgbYYQa(+-lC%saf-b+gE9Gnkv!Rjs<fyafK=fwqbIeKr`L8cB

diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/sg_execution_times.doctree
index 3bc98a6fd8746f84f0e8b26c177a1db092b47451..4481a7accf4bbd6bcb380d4a0120c0422d4c32dd 100644
GIT binary patch
delta 509
zcmZ9Iy)Oe{9LICLQ?9BJdcD4g*Aj~J+?(rDBwi*HlR+W|Bn<=qfPq9rG@AI{!ct<g
zAfAXwSBsUHNGt{n{sD`p*FkIh<@3q!?OVtTg}iWe=JV^OW>XvIzLj{nOr_jx?Sh*n
zIhh!lGGo2swS-(OiM6^wjj0)qh0DMsK5D!DhOVU@9dELQi#kh8lajLW(m90%IVjqc
zdhSFX6-}#DFN-8?cq|u_4^2Pz0!g3Obs$pRVB_^&G7biM_`VeG!Y#OuWzeK_K#fzZ
zD__DOw&XT$L!gO997iUxov@**PpWs>-}xkCdV~ql6#+}(In1|)@Ejh)gC0UKUJp|l
z#caGN5O3tS6T)t!8Pf@h*T@KN6OYmIdzCZGgq^k=Nech=zakc!>G+Wp{&=O*DbJa*
z#hx2U;W<<(N8^O`_3ujxkETiyjT81T1Swp-iVSNGU$tSi)^zgJDw~L*mB@~}<!-vY
T+4j{>2@|P)<W-ry(_+Ifa_yM(

delta 499
zcmY+Azb^w}9LCeTD}5DH?@HT9)sIlk+xOnPy1ODl2V-Ngi2+F?k@y1`3<jx?cy2Kv
zCJW+?7>p)^g+(G^F(Bd}uy}iwXtyVyC*SY)dA^5xp~Jn<#fj3wJ!*3or^<4oF0)y`
z(mL-~*bZU5SZ88Lz0~mSbfO#?2wN`o7+y#Lt41f@Thn1q9nZomv2hl$Rg*h7Z!6$A
zQ^GuHS8dJ$?}&`6oY_(@sg`R7Y}Fw9RtvV<`jud6S9M2SF&XV6nC+f}h^27VJprQk
zBAOV-qW%dbIfbe*jrHUhl=x%3md5+f%!)xiPkhCfL)gs?{-reVlq&}M){N~ZqR8qV
zW)e5BXj<YPl#(9qjRLNd4_#K!sA*|H#Bu6C(`CU%i<?vuQSSZGblJ7hGHc&uVqx$~
z(`EH0%b}8p;gPDQ%WpJUj7lQz^3Y<<r`RZU<f%2gC!CRwY8+ym*2tE>>2LT$mGsJo
PhN<ib@+l(Tyqk_+A$peD

diff --git a/docs/dev/.doctrees/tutorials/analysis-3d/simulate_3d.doctree b/docs/dev/.doctrees/tutorials/analysis-3d/simulate_3d.doctree
index 3b664a74347324ddab548db1fceb2da0c1c9c3a9..730d33b63717c58f5657c5eb2ba718c517fb22d7 100644
GIT binary patch
delta 291
zcmZ28mwC-x<_#y}S<Ngh49zCXX9TlYn3|bx_RpTl$Zlk5V5DbeviW_^XO_*|(`;A>
zs5-98WNtor;sOgsqsbp<wKE%98c(jC?Z9Y0dCzP+W+O|W+zj!_1-;3e%jZb25UVy|
zkqZm6xtZnUdn;|2%*`gttSVzO)U!0QFr6H@+=|7_!qQ}N|8fg9BRxxVW0089=Kss@
eFp{iAmvM6On%&F>7Dkf|*B%4Wn}4m{qyPXJ#bzG>

delta 291
zcmZ28mwC-x<_#y}S<MZM3@s+hX9TlYSelt{_RpTl$Zl+4YN2OozWII5XO_*|(`;A>
zs5-98WMMgZ;sOgs!^t0KwKE$T7)`F8?Z9X@dCzP+W@7`x$rERYPcG<9-dsLMf`wSM
z0gGH%m@O<!C*NCX!(?PIS!Pukn~|P@k&)Ttz~xpfrsl@Rllzxjuo>$a7?_&_#f&!p
gUw(&?WG%XklZ)5vW;V7koNT!E7>M5dYwacl0O)^ZrvLx|

diff --git a/docs/dev/.doctrees/tutorials/analysis-time/light_curve.doctree b/docs/dev/.doctrees/tutorials/analysis-time/light_curve.doctree
index 54f4cbd64939f821332d76c4497ae4ef68e93984..722197eb75d73b9cd1d309124e66f4166e10aa29 100644
GIT binary patch
delta 48
rcmdmej(PVv<_!<EdCauaEsW9<Q;kj1EH@dRW8S=5-;xnc)Os5LzTpuR

delta 48
rcmdmej(PVv<_!<Ed5pBvO-w9}(oB-flQ$WjW8S=5-;xnc)Os5Lv-=RH

diff --git a/docs/dev/.doctrees/tutorials/analysis-time/light_curve_flare.doctree b/docs/dev/.doctrees/tutorials/analysis-time/light_curve_flare.doctree
index 1fd22f98c74d0feb488a12e067e382a18eb5c0f6..11712e9d0c87e6071485fc411a6937854c29c73d 100644
GIT binary patch
delta 67
zcmex!iTTeZ<_%#EJZ9SI7Dj1_sm3O0mYYjm&oOT{aIs`W7hc)GY;0;VS@GC05WV@;
Hu}Mk*Nc|X_

delta 67
zcmex!iTTeZ<_%#EJVx5-CMK3fX(mbL$(u`E&oOT{aIs`W7hc)GY-(UQS@GC05WV@;
Hu}Mk*HCh-M

diff --git a/docs/dev/.doctrees/tutorials/analysis-time/light_curve_simulation.doctree b/docs/dev/.doctrees/tutorials/analysis-time/light_curve_simulation.doctree
index d7eafcb889be550eded28c675c12e52655788ca1..39786b2587b94504f846d3946b9fffbb410911b7 100644
GIT binary patch
delta 1298
zcmeH{KWmjS6o--C-l|AdP(e@(wza+OePhnaNzTd8p_Aa`AmV7zw?(9aw6k3Ab?lap
z;8Kc1;T1s~1nDBErSt>%51d>a9Nav8i}zx2?BHM^5W<rmPjZq}tBq>4u`xDxEY2(n
zF3gvn7E*P2Ze)1>%=@A0#MPI6#Dg&cF28-$nlwd>o-H{5aFQhA(L3`i^ULK*p_DP+
zp}~atT({LKfW_H>l!Bm336T3R{)TJ%es_9OFj$E|Ntg(Oi+$GDEO4EkUv;O{0ur$m
zW`qzBd<cD-c4<h-faK9$G2y^jA$0;0&u-uwYEalflzgk#9v5$;j~s;*i!_jpyQJ~S
zAmxo-`x3KFOimDx7$prd)lnO%G5UPC(;oMhLP#!YCI*H<rqm>=rq4G!(^IDKXa)5E
zkVAB!@%=5OJyw@!71ld5CrK<g?>I7nh<fC&oe%%(^zYZH`uO<u*dfYK)~+>)qYbh8
zxpsHx&zTobe>9tDQ-GA=&8cCu>?OaeCeCZAsVo4^_40<kw`J|OmkKm`%bd^0pDi{V
zQOpmv&y0BVW#J%iSEsYP_x*tLX7kq0k?Pa)&9ikdaV_dCcu>)?3t;tw5LJc0s0yfR
n*$lcv<XYBwW%tP*Z02mWwX;4t3~ZV5!_S+0qw30+Zx??7eb`sw

delta 1282
zcmeH`J!@1!6o%3Lh>Ao7BM1tEF>W@=9nU#)&U_RpQVCWTB9_Lu1_=t1)UxhcrkkH&
z6M{wHiXaw(qzR}Y<Olc#R+d`Wc{U5XMl4fUcwt}|9^UiJJKS=$TCP?%#^;XH^dfVj
zyL>w=l$Ym5YJZ-*uaqaRzH%c##)OFZ?c-*n@GQYn1o9DdD{}14{L1`tYo$P=pL1v&
zVLsPsHcdegf)$|@lAsU516U&!1~!Hg=LemsMgp`HAO((+AQ28&*JnZ5DEW0~vQc0}
zurYxHL1b|h2ed{i=#nAIqupY{Ik6lykdT7F5R@K>2@D3zx4JVIgR`0hkyAtzra`3d
zk%pt*E^l;aE+sW}=zY+O`M_z|LFkiOg?4bHt(lesxX9>yMEBeDxJNpj&iQ70YO-+2
z_68?XRZo%qu&mTi)y|0XdVBg*O4eyd;DfdX>?wb3fB64S|Nc9bAD_G#KjiY$wQF@j
zXOoma*X~vJpS*nbqh50sNHT1V)yPH{^1E{4Jfrwlfn=_?Zs_l}tZU(ZLB?71oKHMo
ztO|qVhdXCRghQ(U%sb^+hNbU^4=!sqZ|@#0KfTyITUSRx$+&e|bxF7{NnS_)O_GH6
lBpFq#CyBC8vT}f7v*q^g`e=>72A>~&-t6znD__1{_yusMR7n5;

diff --git a/docs/dev/.doctrees/tutorials/analysis-time/pulsar_analysis.doctree b/docs/dev/.doctrees/tutorials/analysis-time/pulsar_analysis.doctree
index 8eefa5c3ea73c6939e30e93fd0babaa788fcf9e5..915dc56aa63e669cc69fdd91abe4f0a36b3a6c16 100644
GIT binary patch
delta 50
scmbRJf_e4}<_%hEJZ9SI7Dj1_sm3O0mYY4b&oOUi(XwPj7rt}?0Iw(z!2kdN

delta 50
scmbRJf_e4}<_%hEJVx5-CMK3fX(mbL$(ud3&oOUi(XwPj7rt}?0Hd7{Qvd(}

diff --git a/docs/dev/.doctrees/tutorials/analysis-time/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/analysis-time/sg_execution_times.doctree
index 80be605c9f95490cb72b56ba42d6ac25de086d51..c396bf3e858501035295ad6d5d9ec2779c3d21d7 100644
GIT binary patch
delta 355
zcmX?GeYSeTDkfF~JyQeA$?KUiB*82#ttlDou~RY(dN>UXt&G89n+=%1urM2&T1;NY
zVK(`^r0iq?N!7{oIk;Gj^b8D4fufachUR+aCPtIzai%ew7(o=SQxTfXtt>UUpOc5#
z$if_~*_O+l$-;7T8`o(bQJ{ecy9}(1P4$2xo72R9v514sMV2%Ii)=2JxyvFBu?krh
zEV4OUF^zHZRP|L%%a|rRYPd|ksJwf!gQmme3o4eAcWRnWc2m73VuWI)fw>;gv6~Il
zQW+;-RN6M#UW0q`BxU=_ts1*0_o%o`ZqT%x%&BTS`JLufQJ@cytpsWXifq22^^irx
R!V*QsK+nv=a`9PxJ^&jXZD;@h

delta 368
zcmX?GeYSeTDkfHAJ#zz-$?KUiB*82#ttlDou~RY(dN>UXt&G89n+=%1urQk%7*1Zt
zVK(`^r0iq?N!7{oIk;F2^(-xofufacMh1H3W=3EIXE-gGO$^O}Y{$uYoT|*m#ui|4
zTP}AdOXJOLT&H<NfrcUMF|aZ=)dPxbP80vdA`UhaS<(nBvbkL5E{izC8WdTO#hbGg
z(-<dLs&AWIt;{{yO2dBgLFL_(O*CC5?@_UwyiwD3vX<&K1w(UWjRxj=Kvzy_ozgg^
zc8W%ZLe|U4in6AgL)BCmCtp-rHCbPSdvcqy_2f#8-IHrn941$2T2B6|VmkSq=2cOk
dm(Yv?ifq22^^irx(ila?K+nw5c=1_%J^<1=bOrzb

diff --git a/docs/dev/.doctrees/tutorials/analysis-time/time_resolved_spectroscopy.doctree b/docs/dev/.doctrees/tutorials/analysis-time/time_resolved_spectroscopy.doctree
index f41aeff6d138b2586f9734cb6c0ec8e9ab845225..a6c25e87cfe1728b08366c7de450674f34b14331 100644
GIT binary patch
delta 1165
zcmeIwKabL290%~k)9_356*!q(Tui8i0#DfvdKB(juuz~-J-8k`6lm{CDSz4yjygF#
zgR5`A#N-we<L=;~(S?P{$;lhf!T9*_3fymdo=?7c^39X)_Ihu7z4z`z8>YN9DLc`e
zT)7;1j&opZYBMi2#^h^{BPT`<jzzEP*n&nONj@0}2KE!bAV&g&Ob3CrK5E8xuEXFB
z1-H`>J=GH#-0Px5oUQ3@u}i+tH^VN1Zm4+Ycowt34+??pEp@xSWT2S{q<WBbO8s50
zk0weOtEgoZF!|*^CXb#XsG0qSi;>2Pzot+*3r78ve#qeVGXx!p=Y#xIXYgl=;IKY!
ztD%%-u%!v#E8(M1tuate5b#Q1Xt5?RcuzsSFf$JJO$HBp2x6<~w$`Ho1q_S)(wfzE
zleWen6ol5SoO0=fBW@o-T3-8yR%ygwLjmdSAvV(g{)r><DS{|BPv+HD#Nfa~pevRy
zHsS_@2Nr@=RTx=INoMehg3QZK^L&9B{HAbWI_a>Z?Z7@mFqw^<dUYnT#CHl6zblRx
z#gIah91O%nrZhSB6_s3_a^&qm1g$cjs}+C60{4d^;BwAPt>r3%mlTw!T_{Isox(o(
jIqcoc=4LkkIh)IM@B-gSb3C6Vw>F=5r^|1fyZe6u!0Njd

delta 1171
zcmeIwJ#W)c6b4|4f^;PK1)Y#879>Y;Tzu`VcAGS@Q&P8a`~i)zW5-V7q;}Fc9|I#y
zOdeSI14u|+kPtfq3xXv}CMGt<G9YeFegS*8dmg>RtE+c?v$MY0`S7U)<%V)KlIubK
zJ1*oe10FmgDNKuJ@^9@zeqr!nsz;6EP@7U<@-GH~o>`qb4O2zfHwkdXqn>e`l@Z=i
zI1Am_C^j^N2NnTa7a0B2Eg{S|Fk!h)sozBSNud(SiC=#jAe`C+f`!G%sy)VHpDFmJ
zvaqYmZPUlk2ppz<y%mR3OuVJQTOx^*X@+q3IRV``iB;Kk5&rfGBx!QqRBATDnkG(c
z&m32U3W9n;pjpj2emV~kK2j*V%ZQ828N#DB0oJM<HgzGU5P*^@3r#E)Y3%^K<$kTw
zKeOmj$YY1Vh?6a=tYru*3NznHQ|&TAsJtK`4J2bUo2Li|mjou`x;*6PeT0WD0avP7
zBw|d2Hxx2M6^C7O^SOom4~6cPG72JXn+QDu3ny|ir|4ng2L*K?1tQziDKPm#M}T=Y
z94;8$L3mF=NHX8+lP<!pFM$7~TO4zP8p3M|=Tp|mnx#$kz5JKozFp4ka{hlg*R#p1
V;2v8LMJ~Uy`nr8xe_!3-`v+unyWIc)

diff --git a/docs/dev/.doctrees/tutorials/analysis-time/variability_estimation.doctree b/docs/dev/.doctrees/tutorials/analysis-time/variability_estimation.doctree
index 0c62a7405bcda064462f535b43e8a30ed027c88f..ba242ecf2c0ec1ecd9b9362bf53608a6f94d4b5b 100644
GIT binary patch
delta 38
mcmX^7is|qxrVWLYIFpSHEKLnkQ!FP}O)^ICHgB8Ms{{ZlGY)J3

delta 38
mcmX^7is|qxrVWLYI1^2h6H^R~lTs&FO)^ICHgB8Ms{{Z$+YfF4

diff --git a/docs/dev/.doctrees/tutorials/api/astro_dark_matter.doctree b/docs/dev/.doctrees/tutorials/api/astro_dark_matter.doctree
index 4b20289f25541d5a65981d4a038cda5026b1329e..35d3d1bef61adc0f2472fdbbedee6713c3f17693 100644
GIT binary patch
delta 67
zcmdnJm1*}@rVZwDJZ9SI7Dj1_sm3O0mYc(r&oOTnRI+457iJG-wy-pwoKSHNL~k~%
H>{0{(+~E}d

delta 67
zcmdnJm1*}@rVZwDJVx5-CMK3fX(mbL$(zHJ&oOTnRI+457iJG-wluJuoKSHNL~k~%
H>{0{($<h>z

diff --git a/docs/dev/.doctrees/tutorials/api/catalog.doctree b/docs/dev/.doctrees/tutorials/api/catalog.doctree
index 5fb0c52b8d782e283793cdc5ad07345c71ab0276..f3e393e263c970d39c58062506b7b62adf8803b3 100644
GIT binary patch
delta 54
zcmeBN#L>BkV*{TtkC}G5g;82!s<BC$<z`)rbIhAxm{~HS2si6mY}d75ymJEp;nor5

delta 54
zcmeBN#L>BkV*{TtkCAq|iHW6Ann{v*@@8F&bIhAxm{~HS2si6mY}d75ymJEp)RPf+

diff --git a/docs/dev/.doctrees/tutorials/api/datasets.doctree b/docs/dev/.doctrees/tutorials/api/datasets.doctree
index 6c12efb8f8f92c5ea8361dafd0c85b6cf44abdc0..e7cfa75eac09c8db411d6a9f8666b3dfdda092c4 100644
GIT binary patch
delta 189
zcmX>wkK@2Rjt%W9JZ9SI7Dj1_sm3O0mYbJpo@3sesA0*7BD{E+rY>i)QCf<rMUr9K
z<n>`rAfBbAX=;k`WW@+u7%$amvO~B%XR@(@rHPq|k<sLia948lHLs7@zCMES^<-9K
WJxdeQ>GR((9)U2oXS`*+p$GsuT0Bnx

delta 189
zcmX>wkK@2Rjt%W9JVx5-CMK3fX(mbL$(xsHo@3sesA0*7BD{E+rY>iqNpgy*shN?*
z<n>`rKweUkd1|tW!DPh<TNuySaI!<VJ&b3VJh>y>l^lJ|>m#<Wk6?T~nblO!(9&@F
R{5On8Ak6I<Zy9eW0suscJ!b#_

diff --git a/docs/dev/.doctrees/tutorials/api/estimators.doctree b/docs/dev/.doctrees/tutorials/api/estimators.doctree
index 3f94c25f17a75fc75ed72beb5a654eda197ad328..c81e3f2da0908602dc5379655cd4b8d27f5f45bb 100644
GIT binary patch
delta 37
lcmaFW$?~d`Wy9?$906XD0q%ME8JizZnZbzQHBU>=0{}c^5Fh{m

delta 37
lcmaFW$?~d`Wy9?$9KKa%1)-LHzMCIUnZbzQHBU>=0{}OW53T?J

diff --git a/docs/dev/.doctrees/tutorials/api/fitting.doctree b/docs/dev/.doctrees/tutorials/api/fitting.doctree
index 842b0438787adf95a9ac621451cb3d5735965867..49f2a364913c83437805bb70d1ab114d23f40e95 100644
GIT binary patch
delta 71
zcmZ2DgKgmqwhe1_dCauaEsW9<Q;kj1EH|GqI>)@Z-O!Q|MY#El(e^V&j7!a#j18t2
QXE7cJ(%Wsa8J{Wu0EBTEjQ{`u

delta 71
zcmZ2DgKgmqwhe1_d5pBvO-w9}(oB-flQ*9+I>)@Z-O!Q|MY#El(e^V&j7!a#3@oM>
QXE7cJ(%Wsa8J{Wu0B}ecDF6Tf

diff --git a/docs/dev/.doctrees/tutorials/api/makers.doctree b/docs/dev/.doctrees/tutorials/api/makers.doctree
index f6b838b4c472cf8288285cc2e6d5561d0293f250..f02451f334b9c37ff037c09baace4fdabf4a5e29 100644
GIT binary patch
delta 397
zcmcb&i}l_v)(zcKJZ9SI7Dj1_sm3O0mYY|}pJU#fDrd=vE__vhBi*s6q9VuHXR>XK
z+UB(e6PeIOyqPBdxzD-zfazjoj=~i4LdTGRyv?>TEliW&N4p`5B-XKqy1FIim}XA4
ziBaD??`|Ae37Vj_6o;jgrALW-UjF2V-_;Nt{vWm+Mu9>3g@K+B88|2Vmn}z1c|mq$
zW|=!!51exkDC3k{748(_7y*`nb25HLA&jP-J(~l6bK9|+>KU0BOi#3AJOW{E*Ro<X
GQ3e1A@0QR2

delta 399
zcmcb&i}l_v)(zcKJVx5-CMK3fX(mbL$(vWnpJU#fDrd=vE__vhBQ+}6FeM@^aI$TT
z+UB(e6PeIOyqPBdxzD-zfazjoj$%u{q72;>x6QUOEliW&N4p`5B-U|cmZlVC8l|{_
z4V!m24x$E4)LM$eF(NX{)jKL>^26_H2oC=bTMmPOlE{px;sUS?oRj^_mLsP!->@*s
zs}L*$=iCFz=o*=)q_~E7f@R>GjGs{mqiJW)=D^?FcC03P7N#cC6D=8!K$zRLtQbv{
E0if`efB*mh

diff --git a/docs/dev/.doctrees/tutorials/api/maps.doctree b/docs/dev/.doctrees/tutorials/api/maps.doctree
index fab35fb7dd9067578c2137312021c55ed21dbde0..a8abc5f548e42ea50c144db14b806ab63f491fc9 100644
GIT binary patch
delta 62
zcmX@QoA>B$-VK}dc+9lZEsW9<Q;kj1EH_^?KF7Sd$H<ZqMY#E*ar;GMMj&R|e$klu
GizWc!$QL;P

delta 62
zcmX@QoA>B$-VK}dc#O2uO-w9}(oB-flQ&;9KF7Sd$H<ZqMY#E*ar;GMMj&R|e$klu
GizWck6&A|?

diff --git a/docs/dev/.doctrees/tutorials/api/mask_maps.doctree b/docs/dev/.doctrees/tutorials/api/mask_maps.doctree
index 9cf9d1f106a1c839bb368db79d9c6dd71a1313c4..480d59351589e4ab80a3f97e344f182d2d194b76 100644
GIT binary patch
delta 50
scmex0i}lwm)(s~-dCauaEsW9<Q;kj1EH^**JIB0vk*_5qy71(G0RDRu;s5{u

delta 50
scmex0i}lwm)(s~-d5pBvO-w9}(oB-flQ%#2JIB0vk*_5qy71(G0P^q?bN~PV

diff --git a/docs/dev/.doctrees/tutorials/api/model_management.doctree b/docs/dev/.doctrees/tutorials/api/model_management.doctree
index 36d28b2b8b582a61c33fbaa70e371508dba92dc8..f4e62f6110728e99733e77472dc9fc34345464f1 100644
GIT binary patch
delta 69
zcmcb6oBi%>_6-ZHc+9lZEsW9<Q;kj1EI04BKgYbe%FdDzMYwst{r3I#jNaXh=F_=P
PGoD~H-+tvZBc~Don|>KZ

delta 69
zcmcb6oBi%>_6-ZHc#O2uO-w9}(oB-flQ-|TKgYbe%FdDzMYwst{r3I#jNaXh2GhAu
PGoD~H*nZ_SBc~Dohc+0=

diff --git a/docs/dev/.doctrees/tutorials/api/models.doctree b/docs/dev/.doctrees/tutorials/api/models.doctree
index ce30397fe1645f151467b3b7e3547622262e2e76..13fa0aff4766e79f3fafc1abd0b746d6d8872972 100644
GIT binary patch
delta 647
zcmX@s#C5ERYlFT#kC}G5g;82!s<BC$<z_#XbIhALl`R=jgq!_Tw)?3tUgeYw)D1`v
zcd>AulEEH3B}1@>117NDMvqZOpTpPO(A3W`C1kpx5~J7l-X_L=#_5*vj5?SS9gN%U
z6B+*~V9I!~Vu}G(ukU2^6VQTLpboSi;snWP_1sF`;{4L0<WzMX1$CH;?dr1_H6;;7
z@o!_a*gj!1V>z1<vX{9OfFLEYB-Khm-N?YmRM)^r*U&h`(7?*r)XLOc&(hq;(!zB5
zuD6U*+k<y8{$-|?iC!NWWwwVNWmK2tOg2ihv@}gMO`5*#F=H1JSK=|_R3t8{>~_y5
zjL+FPg3UAhDojf<rXSqKxM=#V*Nk^igbb#?d&4-31TS0Y8Jb#}Sy*lddYO$8#Vo2C
J5A^?^egN!M#bE#d

delta 647
zcmX@s#C5ERYlFT#kCAq|iHW6Ann{v*@@7AkbIhALl`R=jgq!_Tw)?3tUgea`uW*a-
z^7jaxlEEH3B}1@>117NDMvqZOpCcs0%ga5`B6qr>5~J7l-X_L=#_5*vj5?SS9gN%U
z6B+*~V9I!~Vu}G(ukU2^6VQTLpboSi;snWP_1sF`;{4L0<WzMX1$CH;?dr1_H6;;7
z@o!_a*gj!1V>z1<vX{9OfFLEYB-Khm-N?YmRM)^r*U&h`z|zXp!pgu>&%(mO(A;GD
zuD6U*+k<y8{$-|?iC!NWWwwVNWmK2tOf*SKwoFP&G?>2aF=H1JSK=|_R3t8{>~_y5
zjL+FPa>`RY(({s?rytzLxM=#V*Nk^igbb#?d&4-3crP0o=oy%s7#JID2YQ)}5ydR3
K8V~gUpMC(#F3Mp5

diff --git a/docs/dev/.doctrees/tutorials/api/observation_clustering.doctree b/docs/dev/.doctrees/tutorials/api/observation_clustering.doctree
index 2aad3915779cd998d98a7afe2e259e93e6bc8eac..911fd2df0571b9d9165593152dbe59608d5b5b64 100644
GIT binary patch
delta 123
zcmey_!~C;{dBYi7&SYZ)%aoMV6objVc7B}6Mrlcg=7x!BlXdJOaLH|cV&@eFQkraR
dl4zMS`OZvN7|+6Ja_da6G1%lbYt8c40RV5sDq{cu

delta 123
zcmey_!~C;{dBYi7&P0=>M9XCJq@>Bcc78BkqUB^Ay9gK$U2gLeJFh5^WU_^Ms+sxZ
cJ2PEDJTuGGM02yrtuw*KV3XUdHOpTI0FM(YlK=n!

diff --git a/docs/dev/.doctrees/tutorials/api/priors.doctree b/docs/dev/.doctrees/tutorials/api/priors.doctree
index ee6274cc92b2158b9b0d22d984b8a25eb78f914a..cf3bf85fe610d53153128dfc8f92cfc4425bf748 100644
GIT binary patch
delta 147
zcmdne!m_1>Wy1v{9y9H93!}8eRAZAg%gyi2&oOUaWoF5UE-YZeY+`Oc**n*X%TUk2
z)X*qZ*U)gXU(PS=!mgX|<XRSRCL5($CMH{^T5OiP*UpIGPF{EaG_$dR;pCbJ=Rovk
I--pi?02zBSZU6uP

delta 147
zcmdne!m_1>Wy1v{9wY5^6BA3LG?OIr<jwER&oOUaWoF5UE-YZeY-DON**n*X%UsXY
z(%2$Z*U)IPU(PS=!mgX|<XRSRCYmHA8Kxu}ByN_w*UpIGPF{EaG_#43$>f>`=Rovk
I--pi?0QAl>S^xk5

diff --git a/docs/dev/.doctrees/tutorials/api/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/api/sg_execution_times.doctree
index 0282eeb1fc80156ab3cff32621bd51a44f65861c..7f2792e723290fa3346614ab94576918ecbc07b5 100644
GIT binary patch
delta 776
zcmZ8e&ui2`7$v*Y?k4>O+MpFpW_Q!2Y`e3QOky%|DHN$9wMDT|LG)JGdh(!03m(LS
zKbJ4iqh9Pq#L65h?MeI(6v0Emvls7*6lW)gBzv2A@B7~Oc<*>$JKop!o|Z-_C(MnY
zU%GQ9eYRRjuW~!-(Puhkaf%7O{27%Pg;&)!{Hb)y5oge^UK<IB=TrGwfDe{6Wnhfk
zn9|r~g!_TQf6p0kR<{SseYt!z--aE1q7-t)Zqs_UMb8r&Nh?yVV>CzPkEI%u7iQqK
z(Ju4ISM0sTD$vEr+$JMI;Hd+vW3y#H92_HHT^@y_OZhpEcu}ahgB1fhE7Lg*mvA=_
zwehRtbw=GR1UL3PGC&?DkCKPUTo2#f(m-qa;>+oEWXdSASsHsGk%(A0x2eIu`V+A1
zG5C6M23|Ni>@^J7un*yZ<H9oL@Y9)x_xQUhGt5i4Dpj#llM;RFxwZ?o9l=545KdqQ
zyAFqK+yP_uTSLWMSWS`4=`UES2O?-rp=nk;!idMHxY>G%PKLaoK?w`RU$TizSx25p
z3ljI)Dmtaw875gEeuSTpDT^vl(pBV(x7`@kWKToX0LdHv*p-HtD#(;I7DhcH5pjJv
gMy70Wh?0nSbLAFtRE-5PMY0oH71iF2wRaQ$0YB*AO8@`>

delta 746
zcmZ9Jy=xRf7{=M%NiMgWyA;WCM%0`8$Pq8MbF;HwvzsHRpeTu&sD&chMJ_g4q*DVH
z7NR2ZF4!3ntZX79oRUiX6GRZw*xIDB(IPmvE9|Y+4A1j^{@#OuaxhSKo~YxtP29kN
z7wXN!>9^gE`-K~EpFS;8CrUL@)IKB4WiDW&1HTJBEu>-cf7LLc(wLsoF~%0AG_pNn
zhqm-A*f}-}TNC=2OSqS2?$7IRq*zrcmjO2XSU3(ZizW46tu0#5>QJAs&`WxB_12h2
zc$ju9FV4cYZfTqciF<cx0_akCB-0_B4P!59q3_Grf)i)QVeiZo+%n3_a1skXEgR5X
zo`Hc;QduBslPi;TxnH)r9Wh3R%A@#U{2-q1<J%hwC@oifIdlb?a{nxrMl2vw5uKy!
z3hdXPDJ{6);Bc|J3wN3hEaDLMnqAn&-%JT-G%>{`9@k{zwNq8etPl4j(?+!e9~!%$
zV;kNyL)gR%pwE4+BrJ0U5=H!)TSYUJ=NyMH%Ei_8b2Ocw)~3Xv;tyFzrer*tlTsI(
z&UsWxkmt-q5#NK4$dvSRmSoNY@wOMCnuPzqC6x^0Pk7(+gm<zaDf)gclo6?jwbKzY
k-C*PxG@|ktfh%60yN;TSFqZG0Dp`w-LUO6g7v7cr0u^i1$N&HU

diff --git a/docs/dev/.doctrees/tutorials/data/cta.doctree b/docs/dev/.doctrees/tutorials/data/cta.doctree
index 2b3255cca62554eb771c56fe696a8822f42a0d43..77e1b5612f02f5d1d01204651ffe9029d590d03b 100644
GIT binary patch
delta 164
zcmew}f%VS>)(u(aJZ9SI7Dj1_sm3O0mYX|m&M|Lxv9@GH7p|-2Og2hOGDxyWO`R;T
sD+t1~NK7-IoW08pDratLI(gSFJ221C$SgH=Gvn?nOk`<1zi(|P04I1kYXATM

delta 164
zcmew}f%VS>)(u(aJVx5-CMK3fX(mbL$(uWE&M|Lxv9@GH7p|-2Of*SKNwhRIF`F!~
wD+t6(GBq(VHk_Qj%MHRawJ=Ycyla;oh?iz)ZftD6nQ`|OCbBf1-?z3C0A~<3#Q*>R

diff --git a/docs/dev/.doctrees/tutorials/data/fermi_lat.doctree b/docs/dev/.doctrees/tutorials/data/fermi_lat.doctree
index dd620d43bd50b74e8ffd69388c4be9e5e303abdb..54c9ea700c095ce9dbb4151317198c19a9a10a0b 100644
GIT binary patch
delta 50
scmdo0nq~iMmJKR4JZ9SI7Dj1_sm3O0mYWT1*jdp<&M|KmbY1rW0JRbk4*&oF

delta 50
scmdo0nq~iMmJKR4JVx5-CMK3fX(mbL$(s#q*jdp<&M|KmbY1rW0H|~jp#T5?

diff --git a/docs/dev/.doctrees/tutorials/data/hawc.doctree b/docs/dev/.doctrees/tutorials/data/hawc.doctree
index 98f8bf4335253ba3ddce6543406ddee7be16fc0a..857baf7132acd4f21dca3d2daf125f09f7355c95 100644
GIT binary patch
delta 50
scmcb-ocZ!{<_%5SJZ9SI7Dj1_sm3O0mYWwEoMYY`qi@NGE^M?I0L`coUH||9

delta 50
scmcb-ocZ!{<_%5SJVx5-CMK3fX(mbL$(t7%oMYY`qi@NGE^M?I0Ky#*@Bjb+

diff --git a/docs/dev/.doctrees/tutorials/data/hess.doctree b/docs/dev/.doctrees/tutorials/data/hess.doctree
index dc03e967d1f900d4df8c5ddf1721459af9cb7361..e1be2ad506ccb2105131c7a5f94f08b08c88e208 100644
GIT binary patch
delta 50
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delta 50
scmex6gX!-KrVZKZJVx5-CMK3fX(mbL$(y@$&M|Lx)wX0r7ycX%0K-QSH2?qr

diff --git a/docs/dev/.doctrees/tutorials/data/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/data/sg_execution_times.doctree
index 0aca0a9a9d744921e9b8bcbe767beea8a303055c..e5ee2618e554fa906676873b8491e6b35becf628 100644
GIT binary patch
delta 225
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delta 225
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diff --git a/docs/dev/.doctrees/tutorials/scripts/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/scripts/sg_execution_times.doctree
index 5637635d52c44597e247532c0191c92a93802f0a..e4ffa98fa19025400c624fed06909c720e18c1f5 100644
GIT binary patch
delta 76
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delta 76
zcmez9^3i3(Y$hf%i^+4DQpC(Gw6vyVu*XixFzDelFt9Q((la%)*euR`g$1Z&^IP^B
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diff --git a/docs/dev/.doctrees/tutorials/starting/analysis_1.doctree b/docs/dev/.doctrees/tutorials/starting/analysis_1.doctree
index 68d4e98153a2939e6bcc57c3fea5c7a4c9fdbecb..bcba9e3e9882804dc2466c8b0e08fb9ff545c329 100644
GIT binary patch
delta 356
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delta 356
zcmeCV$l7y}b%UK1kCAq|iHW6Ann{v*^5$6kbIhA1>?|44g~h~CL?$0dkmfhAv@$ic
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diff --git a/docs/dev/.doctrees/tutorials/starting/analysis_2.doctree b/docs/dev/.doctrees/tutorials/starting/analysis_2.doctree
index 3bd537d4beb60f016f99d54a430cd996dc0c7a79..c2216c62281bd2cac32161720f8824f2e4a9ef47 100644
GIT binary patch
delta 50
scmex;o#pp+mJP@JdCauaEsW9<Q;kj1EH^(5Imf(tL9itwy0F-F02O!>$N&HU

delta 50
scmex;o#pp+mJP@Jd5pBvO-w9}(oB-flQ%yNImf(tL9itwy0F-F0153AS^xk5

diff --git a/docs/dev/.doctrees/tutorials/starting/overview.doctree b/docs/dev/.doctrees/tutorials/starting/overview.doctree
index 70182e792515997763178b9187ce7a8cab174297..8d5ba8404ec99dabeee1bc6af114ff0f55702d19 100644
GIT binary patch
delta 54
zcmeyhhV9oHwhc)hJZ9SI7Dj1_sm3O0mYW-W&oOVd@v&q?5pHhu-QMWS_|pRbDA5yg

delta 54
zcmeyhhV9oHwhc)hJVx5-CMK3fX(mbL$(tK}&oOVd@v&q?5pHhu-QMWS_|pRb8;%nM

diff --git a/docs/dev/.doctrees/tutorials/starting/sg_execution_times.doctree b/docs/dev/.doctrees/tutorials/starting/sg_execution_times.doctree
index 92d3316afeb1ab2948fa53184cc2a4137c338f30..9581f5eafb4e91774e479513f0901f6dcaa78c35 100644
GIT binary patch
delta 164
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delta 164
zcmX>XaV}!RY$jF{J#!PI$qSg0CBZB$ttlDou~RY(dN>UXtc<{7n`M}<voKp4Sx%1N
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_constant.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_constant.doctree
index aca2c5a67614f0e3af3f2a9a8c53a952eba06717..c390a64fddba7f781b1fd437829c9b3b82d62048 100644
GIT binary patch
delta 119
zcmexb`?Yq%b}1t>?Q{#Hw8T_nlQc^%1t3UCEJ?LeP&YC#GSxLO(ls;=F*L9;va~WZ
Y(KE3yF)%dQ{8H*ZBRTqh$^2FX026B<=>Px#

delta 119
zcmexb`?Yq%b}1tx?Q|0pOQSTCB=cl01t3UCEJ?LeP&YC#GSxLO(ls;=F|f2UHMBA?
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_disk.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_disk.doctree
index 67bf043941d295125ce5b563f43ad25b89ecdb22..966c04e41c5071daa951a68c4b29dd72d4f935f9 100644
GIT binary patch
delta 89
zcmdmWh;i2;#tou2JZ9SI7Dj1_sm3O0mXj52#Q6;ktc)zJ42|?GObv~Vj3!^S7v3CY
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delta 89
zcmdmWh;i2;#tou2JVx5-CMK3fX(mbL$&(dr#Q6;@txOHA3{3S*EsTu~3?^T+7v3CY
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_gauss.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_gauss.doctree
index eef5b40c413ba3a9a5aee823e0a5fa94e2b80658..f7cbfac753e6e46977a9ec3f8e2f9929f25b980c 100644
GIT binary patch
delta 87
zcmZ3pk8#aD#tp(&JZ9SI7Dj1_sm3O0mXqbJ#Q6*jtc)zJ42|^+&CCqUCoixS*&Jad
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delta 87
zcmZ3pk8#aD#tp(&JVx5-CMK3fX(mbL$&=-+#Q6*?txOHA3{3SbERD@ACoixS*&Jad
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_gen_gauss.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_gen_gauss.doctree
index 725b997fed5d2d78073be351e53b200108cb876f..937f744d4067423f76224727de137a803c7daae7 100644
GIT binary patch
delta 85
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delta 85
zcmeyjk@4R~#tj0-JVx5-CMK3fX(mbL$&)vliSrv+TA3PJ8JOxBS{Rud8EkekPG%;o
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.doctree
index 71498484d0405171b2f2e3a4d8bfd27de4e156df..d6ef4329a7832d7b10a78dc603d29d389645ed24 100644
GIT binary patch
delta 85
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delta 85
zcmaFU$M~j?aYL>=kCAq|iHW6Ann{v*^5hB1;`|1dR;Gql2IhK3rsfvLW}D~BKV>GY
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_point.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_point.doctree
index 2bf12bec800d1a4761e22469345c518b19807a54..c51e18c4e0d5274857d9f7f66931249a660f26ad 100644
GIT binary patch
delta 121
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delta 121
zcmZqgW^C_f+#s%KWTc&LVq$5OW|Cx{%%uPXDTyViRtoAy21cg321dGu#vullR;Gql
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_shell.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_shell.doctree
index 44f786e1e59cfa4fd635139ef985b639bbf0cf3c..b65567f55549130552db9e8dce19ed789a0d4b2f 100644
GIT binary patch
delta 85
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delta 85
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_shell2.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_shell2.doctree
index 809f202ac7ec3f4d241b032267090b03932da93b..ca7cb7af785f81869f1df48995ee807de82e9e21 100644
GIT binary patch
delta 85
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delta 85
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_template.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spatial/plot_template.doctree
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GIT binary patch
delta 85
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delta 85
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spatial/sg_execution_times.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spatial/sg_execution_times.doctree
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GIT binary patch
delta 679
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delta 658
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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
index 382ac7a7bb042408bf2c0572daab457a15ee093b..9b445d219ddaba897e20f6810459da7a99793a9e 100644
GIT binary patch
delta 125
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delta 125
zcmdnHm2vM@#tr{XjEuC?O-w9}(oB-flerXtASJOR)k;C#$iT={*T6{E&^W}v(#q7(
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_broken_powerlaw.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_broken_powerlaw.doctree
index 61911c9158560be2545881f3f3caea3d77c7a2ca..fd1dc412dccb424335d98170cc614dcfcb7c1d77 100644
GIT binary patch
delta 121
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delta 121
zcmbQ%#yG8wal<`XBO~o}6BA3LG?OIrWG)3DNJ%V7wNg+wGB7gLH89dOG!8Mav@$ic
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_compound.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_compound.doctree
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GIT binary patch
delta 121
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delta 121
zcmX@r&UmVwal<WHBO~o}6BA3LG?OIrWG)3DNJ%V7wNg+wGB7gLH89dOG!8Mav@$ic
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diff --git a/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_constant_spectral.doctree b/docs/dev/.doctrees/user-guide/model-gallery/spectral/plot_constant_spectral.doctree
index 23951286261d4742cfbe3bbbc156e128e13a5c0f..74830548145824feebb9081e23b6c3bfbb08ed40 100644
GIT binary patch
delta 83
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delta 83
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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
index 802bf74d09b83080bae838d89b6952b36ac960e1..a5a0fe0c4ed11f809aca8f16b1d82878e823eba9 100644
GIT binary patch
delta 121
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delta 121
zcmZ3}&bX$XaYMJPk&$+~iHW6Ann{v*GM54nq$HN4S}CX-85o)B8W`ys8iyEITA3PJ
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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
index 8b2ee17317baa483727d48db942046b844b02a09..a91ae60986ad1a93a1690f04bccd972d33e61309 100644
GIT binary patch
delta 85
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delta 85
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delta 117
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delta 45
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delta 43
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delta 45
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delta 17
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GIT binary patch
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delta 45
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GIT binary patch
delta 45
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delta 45
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GIT binary patch
delta 43
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delta 43
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GIT binary patch
delta 43
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delta 43
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GIT binary patch
delta 43
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delta 43
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GIT binary patch
delta 45
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delta 45
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GIT binary patch
delta 43
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delta 43
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GIT binary patch
delta 45
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delta 45
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diff --git a/docs/dev/_downloads/3b10ba4ac6696d908bde0bbc7a89c9d7/plot_powerlaw_temporal.zip b/docs/dev/_downloads/3b10ba4ac6696d908bde0bbc7a89c9d7/plot_powerlaw_temporal.zip
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GIT binary patch
delta 43
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delta 43
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GIT binary patch
delta 47
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delta 47
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GIT binary patch
delta 43
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delta 43
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GIT binary patch
delta 45
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delta 45
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delta 19
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delta 19
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diff --git a/docs/dev/_downloads/440149f3931d426b0d9c554d4bb23c5b/light_curve_simulation.zip b/docs/dev/_downloads/440149f3931d426b0d9c554d4bb23c5b/light_curve_simulation.zip
index 49abc8cae4df6587c72b86c20914d55af3fbc56a..fe31e7108b64f17bc3e5a8f4d3127afb3e9081a8 100644
GIT binary patch
delta 45
xcmex+k@4?EMxFp~W)=|!5XcSL$kVLNR2H&%qV`1_rreOpDH*On?&Q@OK>$w#4*&oF

delta 45
xcmex+k@4?EMxFp~W)=|!5HR%L$kVLNWaGbiqV`1_CPV+pDH*On?&Q@OK>$7q4gdfE

diff --git a/docs/dev/_downloads/440e264b73eac3e4291763a82299dcb1/model_management.zip b/docs/dev/_downloads/440e264b73eac3e4291763a82299dcb1/model_management.zip
index c3c56f0a18a0be43ccbffed9cc1db5231501a38f..794ee436a536d5324388f67d6a628bbd9a0abc78 100644
GIT binary patch
delta 45
ycmdnDlxg2mCY}IqW)=|!5V#n!ktf}j=~~F<Qrlf2Ocz5Y8&0wZawiu}@&N!sl@EOY

delta 45
xcmdnDlxg2mCY}IqW)=|!5D*X8$dhi%Bpa}~)OJ@0lX$>n!%6l)?&P9LJ^&C%42J*!

diff --git a/docs/dev/_downloads/471a23ea48282aca3ed18c0dab2c428f/plot_shell2.zip b/docs/dev/_downloads/471a23ea48282aca3ed18c0dab2c428f/plot_shell2.zip
index d864135bf47c38d09eb5ea7bf92d8114ec417876..b461a3d8fa71beeabd712a9370eaf39103a1f46a 100644
GIT binary patch
delta 43
vcmdm}zfqqjz?+#xgaHJW1#jeW<78SMyg7vP1~1dH;K_R8RzU9LEOB=L@(v5#

delta 43
scmdm}zfqqjz?+#xgaHJS{WkKraWW<QZ4TkQ!3(4(>xo-|s4Q`J0N&>cy8r+H

diff --git a/docs/dev/_downloads/4722787c7fa105f0833ba203665f472d/maps.zip b/docs/dev/_downloads/4722787c7fa105f0833ba203665f472d/maps.zip
index 8b4b59cf65436b120a7fc511532819fc08a447fe..e7ba4fe1b4720ee53bb39ef3f832cc3239198d99 100644
GIT binary patch
delta 47
zcmdmco^|heR-OQFW)=|!5ZDp2k>}1trd=VMUrmg;%CsY7x<@*rF_1sKHl5J{0ExK}
A-T(jq

delta 47
zcmdmco^|heR-OQFW)=|!FbLSlb7vwGQ^4j|6JxG2F$7HaNM|$#@~79PGdchOQnd~4

diff --git a/docs/dev/_downloads/4c5e33d8438fd5229f2e9205d79c47b5/create_region.pdf b/docs/dev/_downloads/4c5e33d8438fd5229f2e9205d79c47b5/create_region.pdf
index cf95d70eb8d3f9730235bc19f36b3eda478fcce9..0deb08218e8c4a0e3aa940bc568270bb51df9742 100644
GIT binary patch
delta 17
YcmZolZA#rRSC7TS(Aa46LcNE~06f$NegFUf

delta 17
YcmZolZA#rRSC7TO*u-S>LcNE~06fzMe*gdg

diff --git a/docs/dev/_downloads/4ea9a264083bf99663b11b14fd6b5368/plot_constant_spectral.zip b/docs/dev/_downloads/4ea9a264083bf99663b11b14fd6b5368/plot_constant_spectral.zip
index b06871912927dc5a14009fd93c1f4bb7234a14e6..7c147c58bdd81033178ef711cfef0c6997cef500 100644
GIT binary patch
delta 43
tcmZ1}wo;5Iz?+#xgaHIr2XEw&W@cI)yjhbul^sY=p1|b_qONlV0RY|%3!MM}

delta 43
scmZ1}wo;5Iz?+#xgaHK7{WkJQGc%?8ZPsK?We3ueCvdrfsOwxo0Lr`yc>n+a

diff --git a/docs/dev/_downloads/4f3c47ff11347e8788ce002c9c32adc3/plot_exp_cutoff_powerlaw_norm_spectral.zip b/docs/dev/_downloads/4f3c47ff11347e8788ce002c9c32adc3/plot_exp_cutoff_powerlaw_norm_spectral.zip
index 99d54b53220f3601d66061eff34bfea467cd5497..34600972250a041fcb6107f273ee7156a2f0e8c9 100644
GIT binary patch
delta 43
scmX>hcS4RQz?+#xgaHIr1aIU~Wo23syxEvFiW5jr?&k{yQP2320PH;sBme*a

delta 43
scmX>hcS4RQz?+#xgaHIn{5JBavNEOkZ8m0&;snx@`}sma)HA*$0NCvd00000

diff --git a/docs/dev/_downloads/5195feb3ff54e1188c53522657e57ed1/variability_estimation.zip b/docs/dev/_downloads/5195feb3ff54e1188c53522657e57ed1/variability_estimation.zip
index 7a6758443d5caa18bae6ac11f977f8cf8166310d..a7b7e6d3b35ef9ae133b998e61b49bb260307d3a 100644
GIT binary patch
delta 45
xcmbQensN4OMxFp~W)=|!5J(K!$it_?loYaAM&*eCQ)0+urchTPcd}<_5C8*r3)KJs

delta 45
xcmbQensN4OMxFp~W)=|!5K#5s$it_?q~^a_M&*eCldAt@rchTPcd}<_5CHNx3ef-n

diff --git a/docs/dev/_downloads/51d6cfa441dab374164568c0a25aafdf/plot_snr_radius_evolution.pdf b/docs/dev/_downloads/51d6cfa441dab374164568c0a25aafdf/plot_snr_radius_evolution.pdf
index 8058a8622a12d0258e42e938fb25862eff138767..94ba839f096524ebae6e61c14355c6957893c046 100644
GIT binary patch
delta 18
acmccF$9S`kal;HJW)nlh&9j~Mu>b%|9|uMN

delta 18
acmccF$9S`kal;HJW&>lR&9j~Mu>b%|69+{A

diff --git a/docs/dev/_downloads/5375f8e9e54dd5a68d37e8a2fc4246b9/plot_spiral_arms.png b/docs/dev/_downloads/5375f8e9e54dd5a68d37e8a2fc4246b9/plot_spiral_arms.png
index 3e95321b5c2ff3852d1b9246434cc2b5f45eaeec..b76622e61f979588739f0381b91665414c651123 100644
GIT binary patch
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delta 43
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delta 43
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index 61b56cda0cd7d4087e139a87d451e88987caf48a..8271f7bd4cf69d72d2d0cb6b19ae20419e4e5345 100644
GIT binary patch
delta 45
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delta 45
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GIT binary patch
delta 43
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delta 43
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GIT binary patch
delta 45
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delta 45
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GIT binary patch
delta 43
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delta 43
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GIT binary patch
delta 45
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delta 45
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GIT binary patch
delta 43
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delta 43
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GIT binary patch
delta 43
scmZpYY?9;&@MdNaVE}<;!5ewbFf%O+-h7K$o&!iv{>^OzqAYnl0qd&_8~^|S

delta 43
vcmZpYY?9;&@MdNaVE}<7zl}U+n3<COHs4~F=U__moBW&G2FRUk$>RwC*mer~

diff --git a/docs/dev/_downloads/73e595818811c6987149d60742eef584/make_reflected_regions.pdf b/docs/dev/_downloads/73e595818811c6987149d60742eef584/make_reflected_regions.pdf
index d2dd70a989d7f67ea24238203404d67fc75b1044..05229def0b325086a5ceab43c5b5a87c5f778d9c 100644
GIT binary patch
delta 19
bcmX?fpXtzjrVYKTSxgL#O*T(lZO8%uT*e3^

delta 19
bcmX?fpXtzjrVYKTSqzL#%r;M4ZO8%uT*U|^

diff --git a/docs/dev/_downloads/73e7de11148f573eeb51f279652f7b9b/make_rectangular_reflected_background.pdf b/docs/dev/_downloads/73e7de11148f573eeb51f279652f7b9b/make_rectangular_reflected_background.pdf
index d8406c0bce5b88614591e2257d45233a31ef6147..e938fbda9d513b1ff9e44ddb454032f0c938aed5 100644
GIT binary patch
delta 17
Ycmdm8ySsM7EGrfhLu0ee^Q>f907cCPa{vGU

delta 17
Ycmdm8ySsM7EGrfRV-xeu^Q>f907b?Ia{vGU

diff --git a/docs/dev/_downloads/74468ce448910c5a873be0e51cee13fb/plot_pwn_evolution.pdf b/docs/dev/_downloads/74468ce448910c5a873be0e51cee13fb/plot_pwn_evolution.pdf
index 1f8b96baf9fe62e1cc09506e03e7b476652b0c27..b77dd640de65f0856539c657cf3818d59c0eeb80 100644
GIT binary patch
delta 16
XcmaD={i=GyR!e3RL&MEGER9$IM%xD5

delta 16
XcmaD={i=GyR!e3BW24PGER9$IM$ZP@

diff --git a/docs/dev/_downloads/760eb275a0d8a9d11ea857eb956132f2/plot_naima.zip b/docs/dev/_downloads/760eb275a0d8a9d11ea857eb956132f2/plot_naima.zip
index 3f372361dd307ef625255a15ffb1e1cacf66ad3c..9f40df292e8d5d767000b5c07045388b51a24cf4 100644
GIT binary patch
delta 43
tcmaEF{N9)+z?+#xgaHIr1#jfZ<6>GByt#(!10Rr{oF{1sqE<?}0RR+34O;*J

delta 43
scmaEF{N9)+z?+#xgaHK7{5JCBaWSR&ZLZ<^zz3u!=Sf<EsFjj#008q0Hvj+t

diff --git a/docs/dev/_downloads/7757318506e3a6721d12df18db780f37/plot_sine_temporal.zip b/docs/dev/_downloads/7757318506e3a6721d12df18db780f37/plot_sine_temporal.zip
index bf8e8ab8b214252fc2d49e3016a4591993681da2..f60cd10b20c673a3cd94849c51690d7c731715e7 100644
GIT binary patch
delta 43
tcmaDP^+<{*z?+#xgaHKB1aIWgU}0JlyxELpCI^t7e38cyM2YbF0RZ?K3+Dg;

delta 43
scmaDP^+<{*z?+#xgaHIH{5JAvurOu#Z8l?>$pNG%U*vHFQ6jv40OZOF!vFvP

diff --git a/docs/dev/_downloads/7f0f5ef8ba9bdfd9da1248f73ad010fe/overview.zip b/docs/dev/_downloads/7f0f5ef8ba9bdfd9da1248f73ad010fe/overview.zip
index 2147104d189636f8beb1b6c1a19af8f7b94e3825..2d1079a269a4cf1327815f4280821aecee341fa8 100644
GIT binary patch
delta 45
ycmX@Il<CM)CY}IqW)=|!5Lgquk*D2?X>IW4sa6}pnbrhPcAsPp<W6pw<N^RcG7m5S

delta 45
xcmX@Il<CM)CY}IqW)=|!5XkV`$kT4cl;yX1s?~;YrVPKy?vu=c+{q1-TmUQm4h{eS

diff --git a/docs/dev/_downloads/800707065c222d9fe3c88a38845901ae/regionmap-2.pdf b/docs/dev/_downloads/800707065c222d9fe3c88a38845901ae/regionmap-2.pdf
index 895c91e6db8bc7b81585a14c3e3d96061ef7a1c4..8f918a57f7e6bbf8f12568e037dc1c4675d01c02 100644
GIT binary patch
delta 19
acmbO-pK;23#tre_EGCA=mYb8k4Osw28wM@_

delta 19
acmbO-pK;23#tre_EC$A=hMSYU4Osw1<pw4I

diff --git a/docs/dev/_downloads/83da3445f53cc2258537f3ea6b2b0970/regionmap-5.pdf b/docs/dev/_downloads/83da3445f53cc2258537f3ea6b2b0970/regionmap-5.pdf
index 0b5d87fa8d4174582214ee9b7d1f6797958a60c8..7fcc928882a43a45ac2a1353e70605ad4f7716ae 100644
GIT binary patch
delta 17
YcmccZaob~qwjzs(p^3p}eMKE+06R$qLI3~&

delta 17
YcmccZaob~qwjzsxv8mB!eMKE+06RzpLjV8(

diff --git a/docs/dev/_downloads/84424d59ec624940199b69d87a792d50/index-1.pdf b/docs/dev/_downloads/84424d59ec624940199b69d87a792d50/index-1.pdf
index 5d05fce1a7c085a427821b788b86a5a731618fef..b6c52ad7861e7b50360bff860dcb05efb167f40b 100644
GIT binary patch
delta 26
icmaDik^kL9{)QID7N#xCJC3lJ7@C-G-*bf7hy?(bZwem(

delta 26
icmaDik^kL9{)QID7N#xCJC3jz7@Jyd-*bf7hy?(bZwep)

diff --git a/docs/dev/_downloads/8755395ab1ca43f7e8444bdd5355f7fb/cta_sensitivity.zip b/docs/dev/_downloads/8755395ab1ca43f7e8444bdd5355f7fb/cta_sensitivity.zip
index cf7ad485f98b6d6313259d1c48aef97076db2830..bac6d2457cd16f9bafe542980ddd11fbd194cf74 100644
GIT binary patch
delta 45
vcmZ3qmT}QqMxFp~W)=|!5I7#Zk!OZ7)A8WV%arqtfb?YXFgp+x9_9@IF;NaL

delta 45
xcmZ3qmT}QqMxFp~W)=|!5NP(>$TLHksl{*eGUa?Dre?p%;$e0`?&R<=ZvY+~4GjPQ

diff --git a/docs/dev/_downloads/879fb38cf085340a15de2c5c775d1fa2/pulsar_analysis.zip b/docs/dev/_downloads/879fb38cf085340a15de2c5c775d1fa2/pulsar_analysis.zip
index 8ddbdbb187feb76eeec2762e95d38b48d6ff9629..de278d4fd244a215327d6ad5917f23d54230d659 100644
GIT binary patch
delta 45
xcmX@s&2+4ri6_9DnMH&F1j<4-@?5oGstVcs*dok_sVro&b*mkaJGr{m8vriX4oCn1

delta 45
xcmX@s&2+4ri6_9DnMH&F1Z?~_@?5oGa`fN)*dok_$;N-Ob*mkaJGr{m8vq_k4Nd?6

diff --git a/docs/dev/_downloads/8a9ae62d4481bef2294fabff4afc70cf/gammapy-irf-EnergyDependentMultiGaussPSF-1.pdf b/docs/dev/_downloads/8a9ae62d4481bef2294fabff4afc70cf/gammapy-irf-EnergyDependentMultiGaussPSF-1.pdf
index 752df424e86f91612d2120ec670ea23f27039602..6d8919e9370a622fd339cc35a8488721160e2574 100644
GIT binary patch
delta 19
bcmcb;jPdp|#tm(LEG7m9#+$qRF0udsR8R-B

delta 19
bcmcb;jPdp|#tm(LECxn~rklI`F0udsR8I%B

diff --git a/docs/dev/_downloads/8d795d04d6c1419b268a0a4676041f36/model-gallery_python.zip b/docs/dev/_downloads/8d795d04d6c1419b268a0a4676041f36/model-gallery_python.zip
index 2b0b91b4d19b766d621b5da3b9dacaccded070ad..9f852e4a7a5df3bd2d137a6445a4f150da0298ea 100644
GIT binary patch
delta 623
zcmXBQO-NKx7zW_so^vmZ&IrP_Z7w2Ql$0h?E@~!cNM{_Zqo!jj{w;<UK_)>9iJ+)O
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delta 623
zcmXBQPe_wt90&06KF|BYY!ialu62m;V3MUocBrj3(#;1;EuE#b&D`h^lp=J92#PwC
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diff --git a/docs/dev/_downloads/8f7cba6e147ac68586bc14a007ba4cc5/plot_spiral_arms.pdf b/docs/dev/_downloads/8f7cba6e147ac68586bc14a007ba4cc5/plot_spiral_arms.pdf
index b344a9b4387455378095eb4346d6a9bce3023178..46b33afe9200ce3946ef8712022993372e486643 100644
GIT binary patch
delta 166809
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diff --git a/docs/dev/_modules/gammapy/analysis/config.html b/docs/dev/_modules/gammapy/analysis/config.html
index 288f59f1fab..02e2642787a 100644
--- a/docs/dev/_modules/gammapy/analysis/config.html
+++ b/docs/dev/_modules/gammapy/analysis/config.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/analysis/core.html b/docs/dev/_modules/gammapy/analysis/core.html
index cb208a86a07..39a5cf654be 100644
--- a/docs/dev/_modules/gammapy/analysis/core.html
+++ b/docs/dev/_modules/gammapy/analysis/core.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html b/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html
index e14b8941335..a92344e5062 100644
--- a/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html
+++ b/docs/dev/_modules/gammapy/astro/darkmatter/profiles.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -459,6 +459,7 @@
   <h1>Source code for gammapy.astro.darkmatter.profiles</h1><div class="highlight"><pre>
 <span></span><span class="c1"># Licensed under a 3-clause BSD style license - see LICENSE.rst</span>
 <span class="sd">&quot;&quot;&quot;Dark matter profiles.&quot;&quot;&quot;</span>
+
 <span class="kn">import</span><span class="w"> </span><span class="nn">abc</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">html</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
@@ -586,7 +587,7 @@ <h1>Source code for gammapy.astro.darkmatter.profiles</h1><div class="highlight"
 <span class="k">class</span><span class="w"> </span><span class="nc">ZhaoProfile</span><span class="p">(</span><span class="n">DMProfile</span><span class="p">):</span>
 <span class="w">    </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;Zhao Profile.</span>
 
-<span class="sd">    This is taken from equation 1 from Zhao (1996). It is a generalization of the NFW profile. The volume density</span>
+<span class="sd">    It is a generalization of the NFW profile. The volume density</span>
 <span class="sd">    is parametrized with a double power-law. Scale radii smaller than the scale radius are described with a slope of</span>
 <span class="sd">    :math:`-\gamma` and scale radii larger than the scale radius are described with a slope of :math:`-\beta`.</span>
 <span class="sd">    :math:`\alpha` is a measure for the width of the transition region.</span>
@@ -594,6 +595,8 @@ <h1>Source code for gammapy.astro.darkmatter.profiles</h1><div class="highlight"
 <span class="sd">    .. math::</span>
 <span class="sd">        \rho(r) = \rho_s \left(\frac{r_s}{r}\right)^\gamma \left(1 + \left(\frac{r}{r_s}\right)^\frac{1}{\alpha} \right)^{(\gamma - \beta) \alpha}</span>
 
+<span class="sd">    Equation (1) from [1]_.</span>
+
 <span class="sd">    Parameters</span>
 <span class="sd">    ----------</span>
 <span class="sd">    r_s : `~astropy.units.Quantity`</span>
@@ -609,8 +612,10 @@ <h1>Source code for gammapy.astro.darkmatter.profiles</h1><div class="highlight"
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    * `1996MNRAS.278..488Z &lt;https://ui.adsabs.harvard.edu/abs/1996MNRAS.278..488Z&gt;`_</span>
-<span class="sd">    * `2011JCAP...03..051C &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
+<span class="sd">    .. [1] `Zhao (1996), &quot;Analytical models for galactic nuclei&quot;</span>
+<span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/1996MNRAS.278..488Z&gt;`_</span>
+<span class="sd">    * `Marco et al. (2011), &quot;PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection&quot;</span>
+<span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">DEFAULT_SCALE_RADIUS</span> <span class="o">=</span> <span class="mf">24.42</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">kpc</span>
@@ -667,8 +672,10 @@ <h1>Source code for gammapy.astro.darkmatter.profiles</h1><div class="highlight"
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    * `1997ApJ...490..493 &lt;https://ui.adsabs.harvard.edu/abs/1997ApJ...490..493N&gt;`_</span>
-<span class="sd">    * `2011JCAP...03..051C &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
+<span class="sd">    * `Navarro et al. (1997), &quot;A Universal Density Profile from Hierarchical Clustering&quot;</span>
+<span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/1997ApJ...490..493N&gt;`_</span>
+<span class="sd">    * `Marco et al. (2011), &quot;PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection&quot;</span>
+<span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">DEFAULT_SCALE_RADIUS</span> <span class="o">=</span> <span class="mf">24.42</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">kpc</span>
@@ -712,8 +719,10 @@ <h1>Source code for gammapy.astro.darkmatter.profiles</h1><div class="highlight"
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    * `1965TrAlm...5...87E &lt;https://ui.adsabs.harvard.edu/abs/1965TrAlm...5...87E&gt;`_</span>
-<span class="sd">    * `2011JCAP...03..051C &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
+<span class="sd">    * `Einasto (1965), &quot;On the Construction of a Composite Model for the Galaxy and on the Determination of the System</span>
+<span class="sd">      of Galactic Parameters&quot; &lt;https://ui.adsabs.harvard.edu/abs/1965TrAlm...5...87E&gt;`_</span>
+<span class="sd">    * `Marco et al. (2011), &quot;PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection&quot;</span>
+<span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">DEFAULT_SCALE_RADIUS</span> <span class="o">=</span> <span class="mf">28.44</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">kpc</span>
@@ -759,8 +768,10 @@ <h1>Source code for gammapy.astro.darkmatter.profiles</h1><div class="highlight"
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    * `1991MNRAS.249..523B &lt;https://ui.adsabs.harvard.edu/abs/1991MNRAS.249..523B&gt;`_</span>
-<span class="sd">    * `2011JCAP...03..051C &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
+<span class="sd">    * `Begeman et al. (1991), &quot;Extended rotation curves of spiral galaxies : dark haloes and modified dynamics&quot;</span>
+<span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/1965TrAlm...5...87E&gt;`_</span>
+<span class="sd">    * `Marco et al. (2011), &quot;PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection&quot;</span>
+<span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">DEFAULT_SCALE_RADIUS</span> <span class="o">=</span> <span class="mf">4.38</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">kpc</span>
@@ -798,8 +809,10 @@ <h1>Source code for gammapy.astro.darkmatter.profiles</h1><div class="highlight"
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    * `1995ApJ...447L..25B &lt;https://ui.adsabs.harvard.edu/abs/1995ApJ...447L..25B&gt;`_</span>
-<span class="sd">    * `2011JCAP...03..051C &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
+<span class="sd">    * `Burkert (1995), &quot;The Structure of Dark Matter Halos in Dwarf Galaxies&quot;</span>
+<span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/1965TrAlm...5...87E&gt;`_</span>
+<span class="sd">    * `Marco et al. (2011), &quot;PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection&quot;</span>
+<span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">DEFAULT_SCALE_RADIUS</span> <span class="o">=</span> <span class="mf">12.67</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">kpc</span>
@@ -839,8 +852,10 @@ <h1>Source code for gammapy.astro.darkmatter.profiles</h1><div class="highlight"
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    * `2004MNRAS.353..624D &lt;https://ui.adsabs.harvard.edu/abs/2004MNRAS.353..624D&gt;`_</span>
-<span class="sd">    * `2011JCAP...03..051C &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
+<span class="sd">    * `Diemand et al. (2004), &quot;Convergence and scatter of cluster density profiles&quot;</span>
+<span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/1965TrAlm...5...87E&gt;`_</span>
+<span class="sd">    * `Marco et al. (2011), &quot;PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection&quot;</span>
+<span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">DEFAULT_SCALE_RADIUS</span> <span class="o">=</span> <span class="mf">30.28</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">kpc</span>
diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html b/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html
index c617ce9912a..25c9f1b91a1 100644
--- a/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html
+++ b/docs/dev/_modules/gammapy/astro/darkmatter/spectra.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -492,8 +492,10 @@ <h1>Source code for gammapy.astro.darkmatter.spectra</h1><div class="highlight">
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    * `2011JCAP...03..051 &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
-<span class="sd">    * Cirelli et al (2016): http://www.marcocirelli.net/PPPC4DMID.html</span>
+<span class="sd">    * `Marco et al. (2011), &quot;PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection&quot;</span>
+<span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
+<span class="sd">    * `Cirelli et al. (2016), &quot;PPPC 4 DM ID: A Poor Particle Physicist Cookbook for Dark Matter Indirect Detection&quot;</span>
+<span class="sd">      &lt;http://www.marcocirelli.net/PPPC4DMID.html&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">channel_registry</span> <span class="o">=</span> <span class="p">{</span>
@@ -668,7 +670,8 @@ <h1>Source code for gammapy.astro.darkmatter.spectra</h1><div class="highlight">
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    * `2011JCAP...03..051 &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
+<span class="sd">    `Marco et al. (2011), &quot;PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection&quot;</span>
+<span class="sd">    &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">THERMAL_RELIC_CROSS_SECTION</span> <span class="o">=</span> <span class="mf">3e-26</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">Unit</span><span class="p">(</span><span class="s2">&quot;cm3 s-1&quot;</span><span class="p">)</span>
@@ -787,7 +790,8 @@ <h1>Source code for gammapy.astro.darkmatter.spectra</h1><div class="highlight">
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    * `2011JCAP...03..051 &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
+<span class="sd">    `Marco et al. (2011), &quot;PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection&quot;</span>
+<span class="sd">    &lt;https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">LIFETIME_AGE_OF_UNIVERSE</span> <span class="o">=</span> <span class="mf">4.3e17</span> <span class="o">*</span> <span class="n">u</span><span class="o">.</span><span class="n">Unit</span><span class="p">(</span><span class="s2">&quot;s&quot;</span><span class="p">)</span>
diff --git a/docs/dev/_modules/gammapy/astro/darkmatter/utils.html b/docs/dev/_modules/gammapy/astro/darkmatter/utils.html
index e2c1387ad81..fc2eb81dd59 100644
--- a/docs/dev/_modules/gammapy/astro/darkmatter/utils.html
+++ b/docs/dev/_modules/gammapy/astro/darkmatter/utils.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/astro/population/simulate.html b/docs/dev/_modules/gammapy/astro/population/simulate.html
index fdca2cf2c1a..26c2b35735d 100644
--- a/docs/dev/_modules/gammapy/astro/population/simulate.html
+++ b/docs/dev/_modules/gammapy/astro/population/simulate.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/astro/population/spatial.html b/docs/dev/_modules/gammapy/astro/population/spatial.html
index e300df56229..ad6ebc24c69 100644
--- a/docs/dev/_modules/gammapy/astro/population/spatial.html
+++ b/docs/dev/_modules/gammapy/astro/population/spatial.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -459,6 +459,7 @@
   <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight"><pre>
 <span></span><span class="c1"># Licensed under a 3-clause BSD style license - see LICENSE.rst</span>
 <span class="sd">&quot;&quot;&quot;Galactic radial source distribution probability density functions.&quot;&quot;&quot;</span>
+
 <span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">astropy.modeling</span><span class="w"> </span><span class="kn">import</span> <span class="n">Fittable1DModel</span><span class="p">,</span> <span class="n">Parameter</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">astropy.units</span><span class="w"> </span><span class="kn">import</span> <span class="n">Quantity</span>
@@ -492,7 +493,7 @@ <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight">
 <span class="sd">    .. math::</span>
 <span class="sd">        f(r) = A r_{exp}^{-2} \exp \left(-\frac{r}{r_{exp}} \right)</span>
 
-<span class="sd">    Formula (2) [Paczynski1990]_.</span>
+<span class="sd">    Formula (2) in [1]_.</span>
 
 <span class="sd">    Parameters</span>
 <span class="sd">    ----------</span>
@@ -508,7 +509,8 @@ <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight">
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [Paczynski1990] https://ui.adsabs.harvard.edu/abs/1990ApJ...348..485P</span>
+<span class="sd">    .. [1] `Paczynski (1990), &quot;A Test of the Galactic Origin of Gamma-Ray Bursts&quot;</span>
+<span class="sd">       &lt;https://ui.adsabs.harvard.edu/abs/1990ApJ...348..485P&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">amplitude</span> <span class="o">=</span> <span class="n">Parameter</span><span class="p">()</span>
@@ -537,7 +539,7 @@ <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight">
 <span class="sd">        f(r) = A \left( \frac{r}{r_{\odot}} \right) ^ \alpha \exp</span>
 <span class="sd">        \left[ -\beta \left( \frac{ r - r_{\odot}}{r_{\odot}} \right) \right]</span>
 
-<span class="sd">    Formula (14) [CaseBattacharya1998]_.</span>
+<span class="sd">    Formula (14) in [1]_.</span>
 
 <span class="sd">    Parameters</span>
 <span class="sd">    ----------</span>
@@ -555,7 +557,8 @@ <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight">
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [CaseBattacharya1998] https://ui.adsabs.harvard.edu/abs/1998ApJ...504..761C</span>
+<span class="sd">    .. [1] `Case et al. (1998), &quot;A New Σ-D Relation and Its Application to the Galactic Supernova Remnant Distribution&quot;</span>
+<span class="sd">       &lt;https://ui.adsabs.harvard.edu/abs/1998ApJ...504..761C&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">amplitude</span> <span class="o">=</span> <span class="n">Parameter</span><span class="p">()</span>
@@ -588,9 +591,9 @@ <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight">
 <span class="sd">        f(r) = A \left ( \frac{r + r_1}{r_{\odot} + r_1} \right )^a \exp</span>
 <span class="sd">        \left [-b \left( \frac{r - r_{\odot}}{r_{\odot} + r_1} \right ) \right ]</span>
 
-<span class="sd">    Used by Faucher-Guigere and Kaspi. Density at ``r = 0`` is nonzero.</span>
+<span class="sd">    Used by Faucher-Giguère and Kaspi. Density at ``r = 0`` is nonzero.</span>
 
-<span class="sd">    Formula (15) [YusifovKucuk2004]_.</span>
+<span class="sd">    Formula (15) in [1]_.</span>
 
 <span class="sd">    Parameters</span>
 <span class="sd">    ----------</span>
@@ -610,7 +613,8 @@ <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight">
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [YusifovKucuk2004] https://ui.adsabs.harvard.edu/abs/2004A%26A...422..545Y</span>
+<span class="sd">    .. [1] `Yusifov et al. (2004), &quot;Revisiting the radial distribution of pulsars in the Galaxy&quot;</span>
+<span class="sd">       &lt;https://ui.adsabs.harvard.edu/abs/2004A%26A...422..545Y&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">amplitude</span> <span class="o">=</span> <span class="n">Parameter</span><span class="p">()</span>
@@ -646,7 +650,7 @@ <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight">
 
 <span class="sd">    Derived empirically from OB-stars distribution.</span>
 
-<span class="sd">    Formula (17) [YusifovKucuk2004]_.</span>
+<span class="sd">    Formula (17) in [1]_.</span>
 
 <span class="sd">    Parameters</span>
 <span class="sd">    ----------</span>
@@ -664,8 +668,8 @@ <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight">
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [YusifovKucuk2004] https://ui.adsabs.harvard.edu/abs/2004A%26A...422..545Y</span>
-
+<span class="sd">    .. [1] `Yusifov et al. (2004), &quot;Revisiting the radial distribution of pulsars in the Galaxy&quot;</span>
+<span class="sd">       &lt;https://ui.adsabs.harvard.edu/abs/2004A%26A...422..545Y&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">amplitude</span> <span class="o">=</span> <span class="n">Parameter</span><span class="p">()</span>
@@ -697,7 +701,7 @@ <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight">
 <span class="sd">        f(r) = A \frac{1}{\sqrt{2 \pi} \sigma} \exp</span>
 <span class="sd">        \left(- \frac{(r - r_0)^2}{2 \sigma ^ 2}\right)</span>
 
-<span class="sd">    Appendix B [FaucherKaspi2006]_.</span>
+<span class="sd">    Appendix B in [1]_.</span>
 
 <span class="sd">    Parameters</span>
 <span class="sd">    ----------</span>
@@ -715,7 +719,8 @@ <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight">
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [FaucherKaspi2006] https://ui.adsabs.harvard.edu/abs/2006ApJ...643..332F</span>
+<span class="sd">    .. [1] `Faucher-Giguère and Kaspi (2006), &quot;Birth and Evolution of Isolated Radio Pulsars&quot;</span>
+<span class="sd">       &lt;https://ui.adsabs.harvard.edu/abs/2006ApJ...643..332F&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">amplitude</span> <span class="o">=</span> <span class="n">Parameter</span><span class="p">()</span>
@@ -747,7 +752,7 @@ <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight">
 <span class="sd">        f(r) = A \left( \frac{r}{r_{\odot}} \right) ^ B \exp</span>
 <span class="sd">        \left[ -C \left( \frac{r - r_{\odot}}{r_{\odot}} \right) \right]</span>
 
-<span class="sd">    Formula (10) [Lorimer2006]_.</span>
+<span class="sd">    Formula (10) in [1]_.</span>
 
 <span class="sd">    Parameters</span>
 <span class="sd">    ----------</span>
@@ -765,7 +770,8 @@ <h1>Source code for gammapy.astro.population.spatial</h1><div class="highlight">
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [Lorimer2006] https://ui.adsabs.harvard.edu/abs/2006MNRAS.372..777L</span>
+<span class="sd">    .. [1] `Lorimer et al. (2006), &quot;The Parkes Multibeam Pulsar Survey - VI. Discovery and timing of 142 pulsars and a</span>
+<span class="sd">       Galactic population analysis&quot; &lt;https://ui.adsabs.harvard.edu/abs/2006MNRAS.372..777L&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">amplitude</span> <span class="o">=</span> <span class="n">Parameter</span><span class="p">()</span>
diff --git a/docs/dev/_modules/gammapy/astro/population/velocity.html b/docs/dev/_modules/gammapy/astro/population/velocity.html
index e128f7c4f90..845a18cdb49 100644
--- a/docs/dev/_modules/gammapy/astro/population/velocity.html
+++ b/docs/dev/_modules/gammapy/astro/population/velocity.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -459,6 +459,7 @@
   <h1>Source code for gammapy.astro.population.velocity</h1><div class="highlight"><pre>
 <span></span><span class="c1"># Licensed under a 3-clause BSD style license - see LICENSE.rst</span>
 <span class="sd">&quot;&quot;&quot;Pulsar velocity distribution models.&quot;&quot;&quot;</span>
+
 <span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">astropy.modeling</span><span class="w"> </span><span class="kn">import</span> <span class="n">Fittable1DModel</span><span class="p">,</span> <span class="n">Parameter</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">astropy.units</span><span class="w"> </span><span class="kn">import</span> <span class="n">Quantity</span>
@@ -483,14 +484,17 @@ <h1>Source code for gammapy.astro.population.velocity</h1><div class="highlight"
 <span class="sd">        f(v) = A \sqrt{ \frac{2}{\pi}} \frac{v ^ 2}{\sigma ^ 3 }</span>
 <span class="sd">               \exp \left(-\frac{v ^ 2}{2 \sigma ^ 2} \right)</span>
 
-<span class="sd">    Reference: https://ui.adsabs.harvard.edu/abs/2006ApJ...643..332F</span>
-
 <span class="sd">    Parameters</span>
 <span class="sd">    ----------</span>
 <span class="sd">    amplitude : float</span>
 <span class="sd">        Value of the integral.</span>
 <span class="sd">    sigma : float</span>
 <span class="sd">        Velocity parameter (km s^-1).</span>
+
+<span class="sd">    References</span>
+<span class="sd">    ----------</span>
+<span class="sd">    .. [1] `Faucher-Giguère and Kaspi (2006), &quot;Birth and Evolution of Isolated Radio Pulsars&quot;</span>
+<span class="sd">       &lt;https://ui.adsabs.harvard.edu/abs/2006ApJ...643..332F&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">amplitude</span> <span class="o">=</span> <span class="n">Parameter</span><span class="p">()</span>
@@ -514,14 +518,14 @@ <h1>Source code for gammapy.astro.population.velocity</h1><div class="highlight"
 <div class="viewcode-block" id="FaucherKaspi2006VelocityBimodal">
 <a class="viewcode-back" href="../../../../api/gammapy.astro.population.FaucherKaspi2006VelocityBimodal.html#gammapy.astro.population.FaucherKaspi2006VelocityBimodal">[docs]</a>
 <span class="k">class</span><span class="w"> </span><span class="nc">FaucherKaspi2006VelocityBimodal</span><span class="p">(</span><span class="n">Fittable1DModel</span><span class="p">):</span>
-<span class="w">    </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;Bimodal pulsar velocity distribution. - Faucher &amp; Kaspi (2006).</span>
+<span class="w">    </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;Bimodal pulsar velocity distribution.</span>
 
 <span class="sd">    .. math::</span>
 <span class="sd">        f(v) = A\sqrt{\frac{2}{\pi}} v^2 \left[\frac{w}{\sigma_1^3}</span>
 <span class="sd">        \exp \left(-\frac{v^2}{2\sigma_1^2} \right) + \frac{1-w}{\sigma_2^3}</span>
 <span class="sd">        \exp \left(-\frac{v^2}{2\sigma_2^2} \right) \right]</span>
 
-<span class="sd">    Formula (7) [FaucherKaspi2006]_.</span>
+<span class="sd">    Formula (7) in [1]_.</span>
 
 <span class="sd">    Parameters</span>
 <span class="sd">    ----------</span>
@@ -536,7 +540,8 @@ <h1>Source code for gammapy.astro.population.velocity</h1><div class="highlight"
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [FaucherKaspi2006] https://ui.adsabs.harvard.edu/abs/2006ApJ...643..332F</span>
+<span class="sd">    .. [1] `Faucher-Giguère and Kaspi (2006), &quot;Birth and Evolution of Isolated Radio Pulsars&quot;</span>
+<span class="sd">       &lt;https://ui.adsabs.harvard.edu/abs/2006ApJ...643..332F&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">amplitude</span> <span class="o">=</span> <span class="n">Parameter</span><span class="p">()</span>
@@ -570,7 +575,7 @@ <h1>Source code for gammapy.astro.population.velocity</h1><div class="highlight"
 <span class="sd">    .. math::</span>
 <span class="sd">        f(v) = A\frac{4}{\pi} \frac{1}{v_0 \left[1 + (v / v_0) ^ 2 \right] ^ 2}</span>
 
-<span class="sd">    Formula (3) [Paczynski1990]_.</span>
+<span class="sd">    Formula (3) in [1]_.</span>
 
 <span class="sd">    Parameters</span>
 <span class="sd">    ----------</span>
@@ -581,7 +586,8 @@ <h1>Source code for gammapy.astro.population.velocity</h1><div class="highlight"
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [Paczynski1990] https://ui.adsabs.harvard.edu/abs/1990ApJ...348..485P</span>
+<span class="sd">    .. [1] `Paczynski (1990), &quot;A Test of the Galactic Origin of Gamma-Ray Bursts&quot;</span>
+<span class="sd">       &lt;https://ui.adsabs.harvard.edu/abs/1990ApJ...348..485P&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">amplitude</span> <span class="o">=</span> <span class="n">Parameter</span><span class="p">()</span>
diff --git a/docs/dev/_modules/gammapy/astro/source/pulsar.html b/docs/dev/_modules/gammapy/astro/source/pulsar.html
index cf6b4ba189c..b6ccdc3e6f6 100644
--- a/docs/dev/_modules/gammapy/astro/source/pulsar.html
+++ b/docs/dev/_modules/gammapy/astro/source/pulsar.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/astro/source/pwn.html b/docs/dev/_modules/gammapy/astro/source/pwn.html
index aca7da2fa68..99c001d3698 100644
--- a/docs/dev/_modules/gammapy/astro/source/pwn.html
+++ b/docs/dev/_modules/gammapy/astro/source/pwn.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/astro/source/snr.html b/docs/dev/_modules/gammapy/astro/source/snr.html
index b6e958bb585..62b8f8d5e24 100644
--- a/docs/dev/_modules/gammapy/astro/source/snr.html
+++ b/docs/dev/_modules/gammapy/astro/source/snr.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/catalog/core.html b/docs/dev/_modules/gammapy/catalog/core.html
index 242449c4c1a..bdf7c77c490 100644
--- a/docs/dev/_modules/gammapy/catalog/core.html
+++ b/docs/dev/_modules/gammapy/catalog/core.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/catalog/fermi.html b/docs/dev/_modules/gammapy/catalog/fermi.html
index 6508b1edb94..3913ba2ab28 100644
--- a/docs/dev/_modules/gammapy/catalog/fermi.html
+++ b/docs/dev/_modules/gammapy/catalog/fermi.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/catalog/gammacat.html b/docs/dev/_modules/gammapy/catalog/gammacat.html
index 300e88c546d..4fc441178a4 100644
--- a/docs/dev/_modules/gammapy/catalog/gammacat.html
+++ b/docs/dev/_modules/gammapy/catalog/gammacat.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/catalog/hawc.html b/docs/dev/_modules/gammapy/catalog/hawc.html
index 9057bcb4526..d19a13bf186 100644
--- a/docs/dev/_modules/gammapy/catalog/hawc.html
+++ b/docs/dev/_modules/gammapy/catalog/hawc.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -459,6 +459,7 @@
   <h1>Source code for gammapy.catalog.hawc</h1><div class="highlight"><pre>
 <span></span><span class="c1"># Licensed under a 3-clause BSD style license - see LICENSE.rst</span>
 <span class="sd">&quot;&quot;&quot;HAWC catalogs (https://www.hawc-observatory.org).&quot;&quot;&quot;</span>
+
 <span class="kn">import</span><span class="w"> </span><span class="nn">abc</span>
 <span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
 <span class="kn">from</span><span class="w"> </span><span class="nn">astropy.table</span><span class="w"> </span><span class="kn">import</span> <span class="n">Table</span>
@@ -672,8 +673,8 @@ <h1>Source code for gammapy.catalog.hawc</h1><div class="highlight"><pre>
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [1] Abeysekara et al, &quot;The 2HWC HAWC Observatory Gamma Ray Catalog&quot;,</span>
-<span class="sd">       On ADS: `2017ApJ...843...40A &lt;https://ui.adsabs.harvard.edu/abs/2017ApJ...843...40A&gt;`__</span>
+<span class="sd">    .. [1] `Abeysekara et al. (2017), &quot;The 2HWC HAWC Observatory Gamma Ray Catalog&quot;</span>
+<span class="sd">       &lt;https://ui.adsabs.harvard.edu/abs/2017ApJ...843...40A&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">tag</span> <span class="o">=</span> <span class="s2">&quot;2hwc&quot;</span>
@@ -805,8 +806,8 @@ <h1>Source code for gammapy.catalog.hawc</h1><div class="highlight"><pre>
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [1] 3HWC: The Third HAWC Catalog of Very-High-Energy Gamma-ray Sources&quot;,</span>
-<span class="sd">       https://data.hawc-observatory.org/datasets/3hwc-survey/index.php</span>
+<span class="sd">    .. [1] `Albert et al. (2021), &quot;3HWC: The Third HAWC Catalog of Very-High-Energy Gamma-ray Sources&quot;</span>
+<span class="sd">       &lt;https://data.hawc-observatory.org/datasets/3hwc-survey/index.php&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">tag</span> <span class="o">=</span> <span class="s2">&quot;3hwc&quot;</span>
diff --git a/docs/dev/_modules/gammapy/catalog/hess.html b/docs/dev/_modules/gammapy/catalog/hess.html
index e3c859bcdf3..5bf1e8a1b31 100644
--- a/docs/dev/_modules/gammapy/catalog/hess.html
+++ b/docs/dev/_modules/gammapy/catalog/hess.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/catalog/lhaaso.html b/docs/dev/_modules/gammapy/catalog/lhaaso.html
index 3c70e6bdf0e..9d045c8fc40 100644
--- a/docs/dev/_modules/gammapy/catalog/lhaaso.html
+++ b/docs/dev/_modules/gammapy/catalog/lhaaso.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -628,8 +628,8 @@ <h1>Source code for gammapy.catalog.lhaaso</h1><div class="highlight"><pre>
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [1] 1LHAASO: The First LHAASO Catalog of Gamma-Ray Sources,</span>
-<span class="sd">       https://ui.adsabs.harvard.edu/abs/2023arXiv230517030C/abstract</span>
+<span class="sd">    .. [1] `Cao et al. (2023), &quot;1LHAASO: The First LHAASO Catalog of Gamma-Ray Sources&quot;</span>
+<span class="sd">       &lt;https://ui.adsabs.harvard.edu/abs/2023arXiv230517030C/abstract&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">tag</span> <span class="o">=</span> <span class="s2">&quot;1LHAASO&quot;</span>
diff --git a/docs/dev/_modules/gammapy/data/data_store.html b/docs/dev/_modules/gammapy/data/data_store.html
index 6b9d59ed9d6..ea0147c7d97 100644
--- a/docs/dev/_modules/gammapy/data/data_store.html
+++ b/docs/dev/_modules/gammapy/data/data_store.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/data/event_list.html b/docs/dev/_modules/gammapy/data/event_list.html
index 6525de7f12c..5a97946db2a 100644
--- a/docs/dev/_modules/gammapy/data/event_list.html
+++ b/docs/dev/_modules/gammapy/data/event_list.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/data/filters.html b/docs/dev/_modules/gammapy/data/filters.html
index 8b04e033ad5..55bf9595fc0 100644
--- a/docs/dev/_modules/gammapy/data/filters.html
+++ b/docs/dev/_modules/gammapy/data/filters.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/data/gti.html b/docs/dev/_modules/gammapy/data/gti.html
index f743470d734..1f1f053c01f 100644
--- a/docs/dev/_modules/gammapy/data/gti.html
+++ b/docs/dev/_modules/gammapy/data/gti.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 f7e7318d4fc..513d43f41b7 100644
--- a/docs/dev/_modules/gammapy/data/hdu_index_table.html
+++ b/docs/dev/_modules/gammapy/data/hdu_index_table.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/data/metadata.html b/docs/dev/_modules/gammapy/data/metadata.html
index ab0e22b6ba4..c21d07e4019 100644
--- a/docs/dev/_modules/gammapy/data/metadata.html
+++ b/docs/dev/_modules/gammapy/data/metadata.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/data/obs_table.html b/docs/dev/_modules/gammapy/data/obs_table.html
index 84b8681fc58..4ea4d6a20d5 100644
--- a/docs/dev/_modules/gammapy/data/obs_table.html
+++ b/docs/dev/_modules/gammapy/data/obs_table.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/data/observations.html b/docs/dev/_modules/gammapy/data/observations.html
index f9e5d2f23d9..79b70083686 100644
--- a/docs/dev/_modules/gammapy/data/observations.html
+++ b/docs/dev/_modules/gammapy/data/observations.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/data/pointing.html b/docs/dev/_modules/gammapy/data/pointing.html
index 1ca1c21876d..2656447fa06 100644
--- a/docs/dev/_modules/gammapy/data/pointing.html
+++ b/docs/dev/_modules/gammapy/data/pointing.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/data/simulate.html b/docs/dev/_modules/gammapy/data/simulate.html
index 5a3efcdd77c..09e9c2aef18 100644
--- a/docs/dev/_modules/gammapy/data/simulate.html
+++ b/docs/dev/_modules/gammapy/data/simulate.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/data/utils.html b/docs/dev/_modules/gammapy/data/utils.html
index 803303646fa..4a744124971 100644
--- a/docs/dev/_modules/gammapy/data/utils.html
+++ b/docs/dev/_modules/gammapy/data/utils.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/datasets/core.html b/docs/dev/_modules/gammapy/datasets/core.html
index 455cde3ca86..867457100e5 100644
--- a/docs/dev/_modules/gammapy/datasets/core.html
+++ b/docs/dev/_modules/gammapy/datasets/core.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/datasets/flux_points.html b/docs/dev/_modules/gammapy/datasets/flux_points.html
index 61d709962ee..3453126ff2a 100644
--- a/docs/dev/_modules/gammapy/datasets/flux_points.html
+++ b/docs/dev/_modules/gammapy/datasets/flux_points.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/datasets/io.html b/docs/dev/_modules/gammapy/datasets/io.html
index 1dff2fcd6b1..bf125f30c65 100644
--- a/docs/dev/_modules/gammapy/datasets/io.html
+++ b/docs/dev/_modules/gammapy/datasets/io.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/datasets/map.html b/docs/dev/_modules/gammapy/datasets/map.html
index 68f3e0baa4b..0a8ecef62c5 100644
--- a/docs/dev/_modules/gammapy/datasets/map.html
+++ b/docs/dev/_modules/gammapy/datasets/map.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/datasets/metadata.html b/docs/dev/_modules/gammapy/datasets/metadata.html
index 7eb6af22f0e..e34df8a7b28 100644
--- a/docs/dev/_modules/gammapy/datasets/metadata.html
+++ b/docs/dev/_modules/gammapy/datasets/metadata.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/datasets/simulate.html b/docs/dev/_modules/gammapy/datasets/simulate.html
index a462fbb076c..baaa0490f36 100644
--- a/docs/dev/_modules/gammapy/datasets/simulate.html
+++ b/docs/dev/_modules/gammapy/datasets/simulate.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/datasets/spectrum.html b/docs/dev/_modules/gammapy/datasets/spectrum.html
index 4cf0c6fb342..7354195eaea 100644
--- a/docs/dev/_modules/gammapy/datasets/spectrum.html
+++ b/docs/dev/_modules/gammapy/datasets/spectrum.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/datasets/utils.html b/docs/dev/_modules/gammapy/datasets/utils.html
index 9897ec51c45..8a2a98285f6 100644
--- a/docs/dev/_modules/gammapy/datasets/utils.html
+++ b/docs/dev/_modules/gammapy/datasets/utils.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/estimators/core.html b/docs/dev/_modules/gammapy/estimators/core.html
index 9d81f89d3b2..2dc037c3be1 100644
--- a/docs/dev/_modules/gammapy/estimators/core.html
+++ b/docs/dev/_modules/gammapy/estimators/core.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/estimators/energydependentmorphology.html b/docs/dev/_modules/gammapy/estimators/energydependentmorphology.html
index e0c644b0788..752a6942376 100644
--- a/docs/dev/_modules/gammapy/estimators/energydependentmorphology.html
+++ b/docs/dev/_modules/gammapy/estimators/energydependentmorphology.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 2770ff139ec..c99e6d1454e 100644
--- a/docs/dev/_modules/gammapy/estimators/map/asmooth.html
+++ b/docs/dev/_modules/gammapy/estimators/map/asmooth.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 4862c16bb11..bc0664015fd 100644
--- a/docs/dev/_modules/gammapy/estimators/map/core.html
+++ b/docs/dev/_modules/gammapy/estimators/map/core.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/estimators/map/excess.html b/docs/dev/_modules/gammapy/estimators/map/excess.html
index 585ac21fe34..6d9d147b2ff 100644
--- a/docs/dev/_modules/gammapy/estimators/map/excess.html
+++ b/docs/dev/_modules/gammapy/estimators/map/excess.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 c0067356d3e..58c01d0d50f 100644
--- a/docs/dev/_modules/gammapy/estimators/map/ts.html
+++ b/docs/dev/_modules/gammapy/estimators/map/ts.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -627,7 +627,8 @@ <h1>Source code for gammapy.estimators.map.ts</h1><div class="highlight"><pre>
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    [Stewart2009]_</span>
+<span class="sd">    `Stewart (2009), “Maximum-likelihood detection of sources among Poissonian noise”</span>
+<span class="sd">    &lt;https://ui.adsabs.harvard.edu/abs/2009A%26A...495..989S/abstract&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
 
     <span class="n">tag</span> <span class="o">=</span> <span class="s2">&quot;TSMapEstimator&quot;</span>
diff --git a/docs/dev/_modules/gammapy/estimators/metadata.html b/docs/dev/_modules/gammapy/estimators/metadata.html
index 96cfc8e23ff..01ce71bfd53 100644
--- a/docs/dev/_modules/gammapy/estimators/metadata.html
+++ b/docs/dev/_modules/gammapy/estimators/metadata.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/estimators/parameter.html b/docs/dev/_modules/gammapy/estimators/parameter.html
index 5b01cdd2718..87eef8a85dc 100644
--- a/docs/dev/_modules/gammapy/estimators/parameter.html
+++ b/docs/dev/_modules/gammapy/estimators/parameter.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/estimators/points/core.html b/docs/dev/_modules/gammapy/estimators/points/core.html
index 08c15f36dda..14ba4053956 100644
--- a/docs/dev/_modules/gammapy/estimators/points/core.html
+++ b/docs/dev/_modules/gammapy/estimators/points/core.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/estimators/points/lightcurve.html b/docs/dev/_modules/gammapy/estimators/points/lightcurve.html
index 0dd23b72899..51490833a4f 100644
--- a/docs/dev/_modules/gammapy/estimators/points/lightcurve.html
+++ b/docs/dev/_modules/gammapy/estimators/points/lightcurve.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/estimators/points/profile.html b/docs/dev/_modules/gammapy/estimators/points/profile.html
index de478574792..6a5d9ed921e 100644
--- a/docs/dev/_modules/gammapy/estimators/points/profile.html
+++ b/docs/dev/_modules/gammapy/estimators/points/profile.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/estimators/points/sed.html b/docs/dev/_modules/gammapy/estimators/points/sed.html
index 0e5cd4bcaff..4398bec18a0 100644
--- a/docs/dev/_modules/gammapy/estimators/points/sed.html
+++ b/docs/dev/_modules/gammapy/estimators/points/sed.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/estimators/points/sensitivity.html b/docs/dev/_modules/gammapy/estimators/points/sensitivity.html
index 065067ab8f1..9854994acda 100644
--- a/docs/dev/_modules/gammapy/estimators/points/sensitivity.html
+++ b/docs/dev/_modules/gammapy/estimators/points/sensitivity.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/estimators/profile.html b/docs/dev/_modules/gammapy/estimators/profile.html
index bbc70f1722c..5f646605cbd 100644
--- a/docs/dev/_modules/gammapy/estimators/profile.html
+++ b/docs/dev/_modules/gammapy/estimators/profile.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/estimators/utils.html b/docs/dev/_modules/gammapy/estimators/utils.html
index fd895e8c5b7..8c2aa764db3 100644
--- a/docs/dev/_modules/gammapy/estimators/utils.html
+++ b/docs/dev/_modules/gammapy/estimators/utils.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -981,9 +981,8 @@ <h1>Source code for gammapy.estimators.utils</h1><div class="highlight"><pre>
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [Brown2013] &quot;Locating the γ-ray emission region</span>
-<span class="sd">       of the flat spectrum radio quasar PKS 1510−089&quot;, Brown et al. (2013)</span>
-<span class="sd">       https://academic.oup.com/mnras/article/431/1/824/1054498</span>
+<span class="sd">    `Brown et al. (2013), &quot;Locating the γ-ray emission region of the flat spectrum radio quasar PKS 1510−089&quot;</span>
+<span class="sd">    &lt;https://academic.oup.com/mnras/article/431/1/824/1054498&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">flux</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">lightcurve</span><span class="p">,</span> <span class="n">flux_quantity</span><span class="p">)</span>
     <span class="n">flux_err</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">lightcurve</span><span class="p">,</span> <span class="n">flux_quantity</span> <span class="o">+</span> <span class="s2">&quot;_err&quot;</span><span class="p">)</span>
@@ -1060,9 +1059,8 @@ <h1>Source code for gammapy.estimators.utils</h1><div class="highlight"><pre>
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [Edelson1988] &quot;THE DISCRETE CORRELATION FUNCTION: A NEW METHOD FOR ANALYZING</span>
-<span class="sd">       UNEVENLY SAMPLED VARIABILITY DATA&quot;, Edelson et al. (1988)</span>
-<span class="sd">       https://ui.adsabs.harvard.edu/abs/1988ApJ...333..646E/abstract</span>
+<span class="sd">    `Edelson et al. (1988), &quot;THE DISCRETE CORRELATION FUNCTION: A NEW METHOD FOR ANALYZING</span>
+<span class="sd">    UNEVENLY SAMPLED VARIABILITY DATA&quot; &lt;https://ui.adsabs.harvard.edu/abs/1988ApJ...333..646E/abstract&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">flux1</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">lightcurve1</span><span class="p">,</span> <span class="n">flux_quantity</span><span class="p">)</span>
     <span class="n">flux_err1</span> <span class="o">=</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">lightcurve1</span><span class="p">,</span> <span class="n">flux_quantity</span> <span class="o">+</span> <span class="s2">&quot;_err&quot;</span><span class="p">)</span>
diff --git a/docs/dev/_modules/gammapy/irf/background.html b/docs/dev/_modules/gammapy/irf/background.html
index e568beafa30..fffed3fbf95 100644
--- a/docs/dev/_modules/gammapy/irf/background.html
+++ b/docs/dev/_modules/gammapy/irf/background.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/irf/core.html b/docs/dev/_modules/gammapy/irf/core.html
index 99be7b7bce9..263d8e952ac 100644
--- a/docs/dev/_modules/gammapy/irf/core.html
+++ b/docs/dev/_modules/gammapy/irf/core.html
@@ -66,7 +66,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/irf/edisp/core.html b/docs/dev/_modules/gammapy/irf/edisp/core.html
index 6bcfb19b0e8..b7f8764ba70 100644
--- a/docs/dev/_modules/gammapy/irf/edisp/core.html
+++ b/docs/dev/_modules/gammapy/irf/edisp/core.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/irf/edisp/kernel.html b/docs/dev/_modules/gammapy/irf/edisp/kernel.html
index 19f7b7bb1f0..6e9ac568469 100644
--- a/docs/dev/_modules/gammapy/irf/edisp/kernel.html
+++ b/docs/dev/_modules/gammapy/irf/edisp/kernel.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/irf/edisp/map.html b/docs/dev/_modules/gammapy/irf/edisp/map.html
index 8339ba0940a..95879fc6b4e 100644
--- a/docs/dev/_modules/gammapy/irf/edisp/map.html
+++ b/docs/dev/_modules/gammapy/irf/edisp/map.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/irf/effective_area.html b/docs/dev/_modules/gammapy/irf/effective_area.html
index 7d2b1b47921..0b753569da5 100644
--- a/docs/dev/_modules/gammapy/irf/effective_area.html
+++ b/docs/dev/_modules/gammapy/irf/effective_area.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/modeling/models/core.html b/docs/dev/_modules/gammapy/modeling/models/core.html
index eafd513d699..bf8ae5e81a9 100644
--- a/docs/dev/_modules/gammapy/modeling/models/core.html
+++ b/docs/dev/_modules/gammapy/modeling/models/core.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/modeling/models/cube.html b/docs/dev/_modules/gammapy/modeling/models/cube.html
index 9591b7615f2..b5839bda301 100644
--- a/docs/dev/_modules/gammapy/modeling/models/cube.html
+++ b/docs/dev/_modules/gammapy/modeling/models/cube.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/modeling/models/prior.html b/docs/dev/_modules/gammapy/modeling/models/prior.html
index c5fd5e4c70b..2409a02a9bc 100644
--- a/docs/dev/_modules/gammapy/modeling/models/prior.html
+++ b/docs/dev/_modules/gammapy/modeling/models/prior.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/modeling/models/spatial.html b/docs/dev/_modules/gammapy/modeling/models/spatial.html
index 08ef9140140..f5d14748c96 100644
--- a/docs/dev/_modules/gammapy/modeling/models/spatial.html
+++ b/docs/dev/_modules/gammapy/modeling/models/spatial.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/modeling/models/spectral.html b/docs/dev/_modules/gammapy/modeling/models/spectral.html
index c83a9f9409f..c977f56c5ea 100644
--- a/docs/dev/_modules/gammapy/modeling/models/spectral.html
+++ b/docs/dev/_modules/gammapy/modeling/models/spectral.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -2854,16 +2854,17 @@ <h1>Source code for gammapy.modeling.models.spectral</h1><div class="highlight">
 
 <span class="sd">        References</span>
 <span class="sd">        ----------</span>
-<span class="sd">        .. [1] Franceschini et al. (2008), &quot;Extragalactic optical-infrared background radiation, its time evolution and the cosmic photon-photon opacity&quot;,  # noqa: E501</span>
-<span class="sd">            `Link &lt;https://ui.adsabs.harvard.edu/abs/2008A%26A...487..837F&gt;`__</span>
-<span class="sd">        .. [2] Dominguez et al. (2011), &quot; Extragalactic background light inferred from AEGIS galaxy-SED-type fractions&quot;  # noqa: E501</span>
-<span class="sd">            `Link &lt;https://ui.adsabs.harvard.edu/abs/2011MNRAS.410.2556D&gt;`__</span>
-<span class="sd">        .. [3] Finke et al. (2010), &quot;Modeling the Extragalactic Background Light from Stars and Dust&quot;</span>
-<span class="sd">            `Link &lt;https://ui.adsabs.harvard.edu/abs/2010ApJ...712..238F&gt;`__</span>
-<span class="sd">        .. [4] Franceschini et al. (2017), &quot;The extragalactic background light revisited and the cosmic photon-photon opacity&quot;</span>
-<span class="sd">            `Link &lt;https://ui.adsabs.harvard.edu/abs/2017A%26A...603A..34F/abstract&gt;`__</span>
-<span class="sd">        .. [5] Saldana-Lopez et al. (2021) &quot;An observational determination of the evolving extragalactic background light from the multiwavelength HST/CANDELS survey in the Fermi and CTA era&quot;</span>
-<span class="sd">            `Link &lt;https://ui.adsabs.harvard.edu/abs/2021MNRAS.507.5144S/abstract&gt;`__</span>
+<span class="sd">        * `Franceschini et al. (2008), &quot;Extragalactic optical-infrared background radiation, its time evolution and the</span>
+<span class="sd">          cosmic photon-photon opacity&quot; &lt;https://ui.adsabs.harvard.edu/abs/2008A%26A...487..837F&gt;`_</span>
+<span class="sd">        * `Dominguez et al. (2011), &quot; Extragalactic background light inferred from AEGIS galaxy-SED-type fractions&quot;</span>
+<span class="sd">          &lt;https://ui.adsabs.harvard.edu/abs/2011MNRAS.410.2556D&gt;`_</span>
+<span class="sd">        * `Finke et al. (2010), &quot;Modeling the Extragalactic Background Light from Stars and Dust&quot;</span>
+<span class="sd">          &lt;https://ui.adsabs.harvard.edu/abs/2010ApJ...712..238F&gt;`_</span>
+<span class="sd">        * `Franceschini et al. (2017), &quot;The extragalactic background light revisited and the cosmic photon-photon opacity&quot;</span>
+<span class="sd">          &lt;https://ui.adsabs.harvard.edu/abs/2017A%26A...603A..34F/abstract&gt;`_</span>
+<span class="sd">        * `Saldana-Lopez et al. (2021), &quot;An observational determination of the evolving extragalactic background light</span>
+<span class="sd">          from the multiwavelength HST/CANDELS survey in the Fermi and CTA era&quot;</span>
+<span class="sd">          &lt;https://ui.adsabs.harvard.edu/abs/2021MNRAS.507.5144S/abstract&gt;`_</span>
 <span class="sd">        &quot;&quot;&quot;</span>
         <span class="k">return</span> <span class="bp">cls</span><span class="o">.</span><span class="n">read</span><span class="p">(</span>
             <span class="n">EBL_DATA_BUILTIN</span><span class="p">[</span><span class="n">reference</span><span class="p">],</span>
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 1700c29e46f..beb439ce3f2 100644
--- a/docs/dev/_modules/gammapy/modeling/models/spectral_cosmic_ray.html
+++ b/docs/dev/_modules/gammapy/modeling/models/spectral_cosmic_ray.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/modeling/models/spectral_crab.html b/docs/dev/_modules/gammapy/modeling/models/spectral_crab.html
index bba8e66bfc7..c8198aa3fae 100644
--- a/docs/dev/_modules/gammapy/modeling/models/spectral_crab.html
+++ b/docs/dev/_modules/gammapy/modeling/models/spectral_crab.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/modeling/models/temporal.html b/docs/dev/_modules/gammapy/modeling/models/temporal.html
index 13593d56e1b..5af643d81e1 100644
--- a/docs/dev/_modules/gammapy/modeling/models/temporal.html
+++ b/docs/dev/_modules/gammapy/modeling/models/temporal.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/modeling/models/utils.html b/docs/dev/_modules/gammapy/modeling/models/utils.html
index b14bcf06039..f92a0617f27 100644
--- a/docs/dev/_modules/gammapy/modeling/models/utils.html
+++ b/docs/dev/_modules/gammapy/modeling/models/utils.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/modeling/parameter.html b/docs/dev/_modules/gammapy/modeling/parameter.html
index 6f4a751b2b4..06c60686a85 100644
--- a/docs/dev/_modules/gammapy/modeling/parameter.html
+++ b/docs/dev/_modules/gammapy/modeling/parameter.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/modeling/scipy.html b/docs/dev/_modules/gammapy/modeling/scipy.html
index d49ebc16e38..52d282364f8 100644
--- a/docs/dev/_modules/gammapy/modeling/scipy.html
+++ b/docs/dev/_modules/gammapy/modeling/scipy.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/modeling/selection.html b/docs/dev/_modules/gammapy/modeling/selection.html
index f450952845b..2f52bd956dd 100644
--- a/docs/dev/_modules/gammapy/modeling/selection.html
+++ b/docs/dev/_modules/gammapy/modeling/selection.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/stats/counts_statistic.html b/docs/dev/_modules/gammapy/stats/counts_statistic.html
index 50620f32cdf..433bb5f50b4 100644
--- a/docs/dev/_modules/gammapy/stats/counts_statistic.html
+++ b/docs/dev/_modules/gammapy/stats/counts_statistic.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/_modules/gammapy/stats/fit_statistics.html b/docs/dev/_modules/gammapy/stats/fit_statistics.html
index a3bf7f56b56..b3844d49684 100644
--- a/docs/dev/_modules/gammapy/stats/fit_statistics.html
+++ b/docs/dev/_modules/gammapy/stats/fit_statistics.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -500,11 +500,11 @@ <h1>Source code for gammapy.stats.fit_statistics</h1><div class="highlight"><pre
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    * `Sherpa statistics page section on the Cash statistic:</span>
+<span class="sd">    * `Sherpa statistics page section on the Cash statistic</span>
 <span class="sd">      &lt;http://cxc.cfa.harvard.edu/sherpa/statistics/#cash&gt;`_</span>
-<span class="sd">    * `Sherpa help page on the Cash statistic:</span>
+<span class="sd">    * `Sherpa help page on the Cash statistic</span>
 <span class="sd">      &lt;http://cxc.harvard.edu/sherpa/ahelp/cash.html&gt;`_</span>
-<span class="sd">    * `Cash 1979, ApJ 228, 939,</span>
+<span class="sd">    * `Cash (1979), ApJ 228, 939,</span>
 <span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/1979ApJ...228..939C&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">n_on</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asanyarray</span><span class="p">(</span><span class="n">n_on</span><span class="p">)</span>
@@ -557,11 +557,11 @@ <h1>Source code for gammapy.stats.fit_statistics</h1><div class="highlight"><pre
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    * `Sherpa stats page section on the C statistic:</span>
+<span class="sd">    * `Sherpa stats page section on the C statistic</span>
 <span class="sd">      &lt;http://cxc.cfa.harvard.edu/sherpa/statistics/#cstat&gt;`_</span>
-<span class="sd">    * `Sherpa help page on the C statistic:</span>
+<span class="sd">    * `Sherpa help page on the C statistic</span>
 <span class="sd">      &lt;http://cxc.harvard.edu/sherpa/ahelp/cash.html&gt;`_</span>
-<span class="sd">    * `Cash 1979, ApJ 228, 939,</span>
+<span class="sd">    * `Cash (1979), ApJ 228, 939</span>
 <span class="sd">      &lt;https://ui.adsabs.harvard.edu/abs/1979ApJ...228..939C&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">n_on</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">asanyarray</span><span class="p">(</span><span class="n">n_on</span><span class="p">,</span> <span class="n">dtype</span><span class="o">=</span><span class="n">np</span><span class="o">.</span><span class="n">float64</span><span class="p">)</span>
@@ -613,9 +613,9 @@ <h1>Source code for gammapy.stats.fit_statistics</h1><div class="highlight"><pre
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    * `Habilitation M. de Naurois, p. 141,</span>
+<span class="sd">    * `Habilitation M. de Naurois, p. 141</span>
 <span class="sd">      &lt;http://inspirehep.net/record/1122589/files/these_short.pdf&gt;`_</span>
-<span class="sd">    * `XSPEC page on Poisson data with Poisson background,</span>
+<span class="sd">    * `XSPEC page on Poisson data with Poisson background</span>
 <span class="sd">      &lt;https://heasarc.gsfc.nasa.gov/xanadu/xspec/manual/XSappendixStatistics.html&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="c1"># Note: This is equivalent to what&#39;s defined on the XSPEC page under the</span>
diff --git a/docs/dev/_modules/gammapy/stats/variability.html b/docs/dev/_modules/gammapy/stats/variability.html
index a9ebb8a28ea..9f0cbac9b95 100644
--- a/docs/dev/_modules/gammapy/stats/variability.html
+++ b/docs/dev/_modules/gammapy/stats/variability.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -510,9 +510,8 @@ <h1>Source code for gammapy.stats.variability</h1><div class="highlight"><pre>
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [Vaughan2003] &quot;On characterizing the variability properties of X-ray light</span>
-<span class="sd">       curves from active galaxies&quot;, Vaughan et al. (2003)</span>
-<span class="sd">       https://ui.adsabs.harvard.edu/abs/2003MNRAS.345.1271V</span>
+<span class="sd">    `Vaughan et al. (2003), &quot;On characterizing the variability properties of X-ray light</span>
+<span class="sd">    curves from active galaxies&quot; &lt;https://ui.adsabs.harvard.edu/abs/2003MNRAS.345.1271V&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">flux_mean</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nanmean</span><span class="p">(</span><span class="n">flux</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
     <span class="n">n_points</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="o">~</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">flux</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
@@ -562,10 +561,9 @@ <h1>Source code for gammapy.stats.variability</h1><div class="highlight"><pre>
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [Edelson2002] &quot;X-Ray Spectral Variability and Rapid Variability</span>
-<span class="sd">       of the Soft X-Ray Spectrum Seyfert 1 Galaxies</span>
-<span class="sd">       Arakelian 564 and Ton S180&quot;, Edelson et al. (2002), equation 3,</span>
-<span class="sd">       https://iopscience.iop.org/article/10.1086/323779</span>
+<span class="sd">    `Edelson et al. (2002), equation 3, &quot;X-Ray Spectral Variability and Rapid Variability</span>
+<span class="sd">    of the Soft X-Ray Spectrum Seyfert 1 Galaxies Arakelian 564 and Ton S180&quot;</span>
+<span class="sd">    &lt;https://iopscience.iop.org/article/10.1086/323779&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">flux_mean</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">nanmean</span><span class="p">(</span><span class="n">flux</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
     <span class="n">n_points</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">count_nonzero</span><span class="p">(</span><span class="o">~</span><span class="n">np</span><span class="o">.</span><span class="n">isnan</span><span class="p">(</span><span class="n">flux</span><span class="p">),</span> <span class="n">axis</span><span class="o">=</span><span class="n">axis</span><span class="p">)</span>
@@ -622,11 +620,11 @@ <h1>Source code for gammapy.stats.variability</h1><div class="highlight"><pre>
 
 <span class="sd">    The variable is computed as:</span>
 
-<span class="sd">     .. math::</span>
-<span class="sd">        doubling = min(\frac{t_(i+1)-t_i}{log_2{f_(i+1)/f_i}})</span>
+<span class="sd">    .. math::</span>
+<span class="sd">        doubling = min \left( \frac{t_{(i+1)}-t_{i}}{log_2{f_{(i+1)}/f_{i}}} \right)</span>
 
-<span class="sd">    where f_i and f_(i+1) are the fluxes measured at subsequent coordinates t_i and t_(i+1).</span>
-<span class="sd">    The error is obtained by propagating the relative errors on the flux measures.</span>
+<span class="sd">    where :math:`f_i` and :math:`f_{(i+1)}` are the fluxes measured at subsequent coordinates :math:`t_i` and</span>
+<span class="sd">    :math:`t_{(i+1)}`. The error is obtained by propagating the relative errors on the flux measures.</span>
 
 <span class="sd">    Parameters</span>
 <span class="sd">    ----------</span>
@@ -726,9 +724,8 @@ <h1>Source code for gammapy.stats.variability</h1><div class="highlight"><pre>
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [Emmanoulopoulos2010] &quot;On the use of structure functions to study blazar variability:</span>
-<span class="sd">       caveats and problems&quot;, Emmanoulopoulos et al. (2010)</span>
-<span class="sd">       https://academic.oup.com/mnras/article/404/2/931/968488</span>
+<span class="sd">    `Emmanoulopoulos et al. (2010), &quot;On the use of structure functions to study blazar variability:</span>
+<span class="sd">    caveats and problems&quot; &lt;https://academic.oup.com/mnras/article/404/2/931/968488&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">dist_matrix</span> <span class="o">=</span> <span class="p">(</span><span class="n">time</span><span class="p">[</span><span class="n">np</span><span class="o">.</span><span class="n">newaxis</span><span class="p">,</span> <span class="p">:]</span> <span class="o">-</span> <span class="n">time</span><span class="p">[:,</span> <span class="n">np</span><span class="o">.</span><span class="n">newaxis</span><span class="p">])</span><span class="o">.</span><span class="n">round</span><span class="p">(</span>
         <span class="n">decimals</span><span class="o">=</span><span class="n">tdelta_precision</span>
@@ -787,9 +784,8 @@ <h1>Source code for gammapy.stats.variability</h1><div class="highlight"><pre>
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [Edelson1988] &quot;THE DISCRETE CORRELATION FUNCTION: A NEW METHOD FOR ANALYZING</span>
-<span class="sd">       UNEVENLY SAMPLED VARIABILITY DATA&quot;, Edelson et al. (1988)</span>
-<span class="sd">       https://ui.adsabs.harvard.edu/abs/1988ApJ...333..646E/abstract</span>
+<span class="sd">    `Edelson et al. (1988), &quot;THE DISCRETE CORRELATION FUNCTION: A NEW METHOD FOR ANALYZING</span>
+<span class="sd">    UNEVENLY SAMPLED VARIABILITY DATA&quot; &lt;https://ui.adsabs.harvard.edu/abs/1988ApJ...333..646E/abstract&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="n">flux1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">rollaxis</span><span class="p">(</span><span class="n">flux1</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
     <span class="n">flux2</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">rollaxis</span><span class="p">(</span><span class="n">flux2</span><span class="p">,</span> <span class="n">axis</span><span class="p">,</span> <span class="mi">0</span><span class="p">)</span>
@@ -912,8 +908,8 @@ <h1>Source code for gammapy.stats.variability</h1><div class="highlight"><pre>
 
 <span class="sd">    References</span>
 <span class="sd">    ----------</span>
-<span class="sd">    .. [Timmer1995] &quot;On generating power law noise&quot;, J. Timmer and M, Konig, section 3</span>
-<span class="sd">       https://ui.adsabs.harvard.edu/abs/1995A%26A...300..707T/abstract</span>
+<span class="sd">    `Timmer and Konig (1995), section 3,  &quot;On generating power law noise&quot;</span>
+<span class="sd">    &lt;https://ui.adsabs.harvard.edu/abs/1995A%26A...300..707T/abstract&gt;`_</span>
 <span class="sd">    &quot;&quot;&quot;</span>
     <span class="k">if</span> <span class="ow">not</span> <span class="nb">callable</span><span class="p">(</span><span class="n">power_spectrum</span><span class="p">):</span>
         <span class="k">raise</span> <span class="ne">ValueError</span><span class="p">(</span>
diff --git a/docs/dev/_modules/gammapy/utils/cluster.html b/docs/dev/_modules/gammapy/utils/cluster.html
index a61f9bb2d07..0e74938b11d 100644
--- a/docs/dev/_modules/gammapy/utils/cluster.html
+++ b/docs/dev/_modules/gammapy/utils/cluster.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/coordinates/fov.html b/docs/dev/_modules/gammapy/utils/coordinates/fov.html
index 3cf46af336a..dcfff977675 100644
--- a/docs/dev/_modules/gammapy/utils/coordinates/fov.html
+++ b/docs/dev/_modules/gammapy/utils/coordinates/fov.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/coordinates/other.html b/docs/dev/_modules/gammapy/utils/coordinates/other.html
index baa5c575ea5..7751a6ebc6c 100644
--- a/docs/dev/_modules/gammapy/utils/coordinates/other.html
+++ b/docs/dev/_modules/gammapy/utils/coordinates/other.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/fits.html b/docs/dev/_modules/gammapy/utils/fits.html
index 77d65734fe5..01c33f53846 100644
--- a/docs/dev/_modules/gammapy/utils/fits.html
+++ b/docs/dev/_modules/gammapy/utils/fits.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/integrate.html b/docs/dev/_modules/gammapy/utils/integrate.html
index b53d8337d5b..bc8ea25b909 100644
--- a/docs/dev/_modules/gammapy/utils/integrate.html
+++ b/docs/dev/_modules/gammapy/utils/integrate.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/interpolation.html b/docs/dev/_modules/gammapy/utils/interpolation.html
index b080b919897..f0ce24ec8ee 100644
--- a/docs/dev/_modules/gammapy/utils/interpolation.html
+++ b/docs/dev/_modules/gammapy/utils/interpolation.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/parallel.html b/docs/dev/_modules/gammapy/utils/parallel.html
index a8fe6a16460..2c8cbe9f478 100644
--- a/docs/dev/_modules/gammapy/utils/parallel.html
+++ b/docs/dev/_modules/gammapy/utils/parallel.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/random/inverse_cdf.html b/docs/dev/_modules/gammapy/utils/random/inverse_cdf.html
index eb79db425f1..41ec1ca89d6 100644
--- a/docs/dev/_modules/gammapy/utils/random/inverse_cdf.html
+++ b/docs/dev/_modules/gammapy/utils/random/inverse_cdf.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/random/utils.html b/docs/dev/_modules/gammapy/utils/random/utils.html
index a41f38a4bb1..afa1af215a9 100644
--- a/docs/dev/_modules/gammapy/utils/random/utils.html
+++ b/docs/dev/_modules/gammapy/utils/random/utils.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/regions.html b/docs/dev/_modules/gammapy/utils/regions.html
index 2526cf28ff0..6e5a1220cc4 100644
--- a/docs/dev/_modules/gammapy/utils/regions.html
+++ b/docs/dev/_modules/gammapy/utils/regions.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/scripts.html b/docs/dev/_modules/gammapy/utils/scripts.html
index 602be54440b..6a5ad1a64bd 100644
--- a/docs/dev/_modules/gammapy/utils/scripts.html
+++ b/docs/dev/_modules/gammapy/utils/scripts.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/table.html b/docs/dev/_modules/gammapy/utils/table.html
index b5e6e64a312..964bc7616ae 100644
--- a/docs/dev/_modules/gammapy/utils/table.html
+++ b/docs/dev/_modules/gammapy/utils/table.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/testing.html b/docs/dev/_modules/gammapy/utils/testing.html
index 6cf4b906169..88b6f16ca4f 100644
--- a/docs/dev/_modules/gammapy/utils/testing.html
+++ b/docs/dev/_modules/gammapy/utils/testing.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/time.html b/docs/dev/_modules/gammapy/utils/time.html
index 1875ad052ca..0fed518a73f 100644
--- a/docs/dev/_modules/gammapy/utils/time.html
+++ b/docs/dev/_modules/gammapy/utils/time.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/utils/units.html b/docs/dev/_modules/gammapy/utils/units.html
index 8502b6a5762..5782d4e6680 100644
--- a/docs/dev/_modules/gammapy/utils/units.html
+++ b/docs/dev/_modules/gammapy/utils/units.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/visualization/cmap.html b/docs/dev/_modules/gammapy/visualization/cmap.html
index 7ea3199e574..c771e1ffb69 100644
--- a/docs/dev/_modules/gammapy/visualization/cmap.html
+++ b/docs/dev/_modules/gammapy/visualization/cmap.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/visualization/datasets.html b/docs/dev/_modules/gammapy/visualization/datasets.html
index 55a5c5e7a3c..5cefc7bbaa2 100644
--- a/docs/dev/_modules/gammapy/visualization/datasets.html
+++ b/docs/dev/_modules/gammapy/visualization/datasets.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/visualization/heatmap.html b/docs/dev/_modules/gammapy/visualization/heatmap.html
index c67848bd39b..ef38f76a74c 100644
--- a/docs/dev/_modules/gammapy/visualization/heatmap.html
+++ b/docs/dev/_modules/gammapy/visualization/heatmap.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/visualization/panel.html b/docs/dev/_modules/gammapy/visualization/panel.html
index edfe6e67932..db43da95f2d 100644
--- a/docs/dev/_modules/gammapy/visualization/panel.html
+++ b/docs/dev/_modules/gammapy/visualization/panel.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/gammapy/visualization/utils.html b/docs/dev/_modules/gammapy/visualization/utils.html
index 9c104bdf873..aadcccb7bec 100644
--- a/docs/dev/_modules/gammapy/visualization/utils.html
+++ b/docs/dev/_modules/gammapy/visualization/utils.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_modules/index.html b/docs/dev/_modules/index.html
index a6b29629e08..e46b636ac5f 100644
--- a/docs/dev/_modules/index.html
+++ b/docs/dev/_modules/index.html
@@ -66,7 +66,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/_sources/development/doc_howto.rst.txt b/docs/dev/_sources/development/doc_howto.rst.txt
index c84e60a5fe4..bce8a531bfe 100644
--- a/docs/dev/_sources/development/doc_howto.rst.txt
+++ b/docs/dev/_sources/development/doc_howto.rst.txt
@@ -150,6 +150,26 @@ If you get a zsh error try using putting to ignore block inside quotes
 
     pytest --doctest-modules "--ignore-glob=*/tests" gammapy
 
+References can also be added to docstrings for proper documentation of specific equations or usage examples. There are
+a few ways to do this. Firstly if you reference a specific equation you can utilise the following syntax:
+
+.. code-block:: text
+
+        From Equation (1) in [1]_.
+
+        References
+        ----------
+        .. [1] `Author et al. (2023), "Title" <link_to_nasaads>`_
+
+Another option is to create a general list of references, as follows:
+
+.. code-block:: text
+
+        References
+        ----------
+        * `Author et al. (2023), "Title" <link_to_nasaads>`_
+        * `Author2 et al. (2022), "Title2" <link_to_nasaads>`_
+
 It is also important to check that you have correctly formatted your docstring. An easy way to check this
 is with the following for your specific file, i.e.:
 
diff --git a/docs/dev/_sources/sg_execution_times.rst.txt b/docs/dev/_sources/sg_execution_times.rst.txt
index 5b43ebd0cbf..18a67514a2b 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
 =================
-**10:02.423** total execution time for 84 files **from all galleries**:
+**09:41.004** total execution time for 84 files **from all galleries**:
 
 .. container::
 
@@ -33,254 +33,254 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_api_priors.py` (``../examples/tutorials/api/priors.py``)
-     - 01:22.424
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``../examples/tutorials/analysis-3d/event_sampling.py``)
-     - 00:38.909
+     - 01:22.301
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_flare.py` (``../examples/tutorials/analysis-time/light_curve_flare.py``)
-     - 00:35.501
+     - 00:35.358
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_3d.py` (``../examples/tutorials/analysis-3d/analysis_3d.py``)
-     - 00:32.793
+     - 00:33.274
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis.py` (``../examples/tutorials/analysis-1d/spectral_analysis.py``)
-     - 00:31.120
+     - 00:30.873
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_astro_dark_matter.py` (``../examples/tutorials/api/astro_dark_matter.py``)
-     - 00:27.909
+     - 00:27.893
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_time_resolved_spectroscopy.py` (``../examples/tutorials/analysis-time/time_resolved_spectroscopy.py``)
-     - 00:21.993
+     - 00:22.005
      - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-3d_flux_profiles.py` (``../examples/tutorials/analysis-3d/flux_profiles.py``)
-     - 00:21.127
+   * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``../examples/tutorials/analysis-3d/event_sampling.py``)
+     - 00:21.871
      - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_simulation.py` (``../examples/tutorials/analysis-time/light_curve_simulation.py``)
-     - 00:20.762
+   * - :ref:`sphx_glr_tutorials_analysis-3d_flux_profiles.py` (``../examples/tutorials/analysis-3d/flux_profiles.py``)
+     - 00:21.804
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_detect.py` (``../examples/tutorials/analysis-2d/detect.py``)
-     - 00:20.516
+     - 00:20.808
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_energy_dependent_estimation.py` (``../examples/tutorials/analysis-3d/energy_dependent_estimation.py``)
-     - 00:19.420
+     - 00:19.599
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_simulation.py` (``../examples/tutorials/analysis-time/light_curve_simulation.py``)
+     - 00:17.742
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_cta_data_analysis.py` (``../examples/tutorials/analysis-3d/cta_data_analysis.py``)
-     - 00:17.204
+     - 00:17.349
      - 0.0
-   * - :ref:`sphx_glr_tutorials_api_datasets.py` (``../examples/tutorials/api/datasets.py``)
-     - 00:15.191
+   * - :ref:`sphx_glr_tutorials_api_makers.py` (``../examples/tutorials/api/makers.py``)
+     - 00:15.240
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_analysis_1.py` (``../examples/tutorials/starting/analysis_1.py``)
-     - 00:14.929
+     - 00:14.717
      - 0.0
-   * - :ref:`sphx_glr_tutorials_api_makers.py` (``../examples/tutorials/api/makers.py``)
-     - 00:14.854
+   * - :ref:`sphx_glr_tutorials_api_datasets.py` (``../examples/tutorials/api/datasets.py``)
+     - 00:13.945
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_fitting.py` (``../examples/tutorials/api/fitting.py``)
-     - 00:13.208
+     - 00:13.230
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``../examples/tutorials/analysis-2d/ring_background.py``)
-     - 00:11.926
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-3d_simulate_3d.py` (``../examples/tutorials/analysis-3d/simulate_3d.py``)
-     - 00:10.381
+     - 00:12.099
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_model_management.py` (``../examples/tutorials/api/model_management.py``)
-     - 00:10.309
+     - 00:10.379
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_analysis-3d_simulate_3d.py` (``../examples/tutorials/analysis-3d/simulate_3d.py``)
+     - 00:10.082
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``../examples/tutorials/analysis-1d/spectral_analysis_hli.py``)
-     - 00:09.141
+     - 00:09.158
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_analysis_2.py` (``../examples/tutorials/starting/analysis_2.py``)
-     - 00:07.582
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-time_pulsar_analysis.py` (``../examples/tutorials/analysis-time/pulsar_analysis.py``)
-     - 00:07.417
+     - 00:07.442
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve.py` (``../examples/tutorials/analysis-time/light_curve.py``)
-     - 00:07.338
+     - 00:07.428
      - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``../examples/tutorials/analysis-1d/spectrum_simulation.py``)
-     - 00:07.269
+   * - :ref:`sphx_glr_tutorials_analysis-time_pulsar_analysis.py` (``../examples/tutorials/analysis-time/pulsar_analysis.py``)
+     - 00:07.287
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_hawc.py` (``../examples/tutorials/data/hawc.py``)
-     - 00:07.109
+     - 00:07.262
      - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-1d_ebl.py` (``../examples/tutorials/analysis-1d/ebl.py``)
-     - 00:06.975
+   * - :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``../examples/tutorials/analysis-1d/spectrum_simulation.py``)
+     - 00:07.229
      - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_mwl.py` (``../examples/tutorials/analysis-3d/analysis_mwl.py``)
-     - 00:06.727
+   * - :ref:`sphx_glr_tutorials_analysis-1d_ebl.py` (``../examples/tutorials/analysis-1d/ebl.py``)
+     - 00:06.907
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_fermi_lat.py` (``../examples/tutorials/data/fermi_lat.py``)
-     - 00:06.720
+     - 00:06.793
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_mwl.py` (``../examples/tutorials/analysis-3d/analysis_mwl.py``)
+     - 00:06.704
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_estimators.py` (``../examples/tutorials/api/estimators.py``)
-     - 00:06.295
+     - 00:06.088
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_catalog.py` (``../examples/tutorials/api/catalog.py``)
-     - 00:05.899
+     - 00:06.035
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``../examples/tutorials/analysis-2d/modeling_2D.py``)
-     - 00:05.660
+     - 00:05.681
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_cta.py` (``../examples/tutorials/data/cta.py``)
-     - 00:05.571
+     - 00:05.603
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``../examples/tutorials/analysis-1d/sed_fitting.py``)
-     - 00:05.427
+     - 00:05.364
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``../examples/tutorials/analysis-1d/spectral_analysis_rad_max.py``)
-     - 00:05.005
+     - 00:05.079
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``../examples/tutorials/analysis-1d/extended_source_spectral_analysis.py``)
-     - 00:04.395
+     - 00:04.429
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_observation_clustering.py` (``../examples/tutorials/api/observation_clustering.py``)
-     - 00:03.887
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_api_irfs.py` (``../examples/tutorials/api/irfs.py``)
-     - 00:03.829
+     - 00:03.984
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_hess.py` (``../examples/tutorials/data/hess.py``)
-     - 00:03.610
+     - 00:03.597
      - 0.0
-   * - :ref:`sphx_glr_tutorials_api_models.py` (``../examples/tutorials/api/models.py``)
-     - 00:02.966
+   * - :ref:`sphx_glr_tutorials_api_irfs.py` (``../examples/tutorials/api/irfs.py``)
+     - 00:03.552
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling_nrg_depend_models.py` (``../examples/tutorials/analysis-3d/event_sampling_nrg_depend_models.py``)
-     - 00:02.868
+     - 00:02.912
      - 0.0
    * - :ref:`sphx_glr_tutorials_scripts_survey_map.py` (``../examples/tutorials/scripts/survey_map.py``)
-     - 00:02.568
+     - 00:02.501
      - 0.0
-   * - :ref:`sphx_glr_tutorials_api_maps.py` (``../examples/tutorials/api/maps.py``)
-     - 00:02.474
+   * - :ref:`sphx_glr_tutorials_api_models.py` (``../examples/tutorials/api/models.py``)
+     - 00:02.470
      - 0.0
-   * - :ref:`sphx_glr_tutorials_starting_overview.py` (``../examples/tutorials/starting/overview.py``)
-     - 00:02.231
+   * - :ref:`sphx_glr_tutorials_api_maps.py` (``../examples/tutorials/api/maps.py``)
+     - 00:02.287
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_mask_maps.py` (``../examples/tutorials/api/mask_maps.py``)
-     - 00:02.227
+     - 00:01.915
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_starting_overview.py` (``../examples/tutorials/starting/overview.py``)
+     - 00:01.699
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``../examples/tutorials/analysis-1d/cta_sensitivity.py``)
-     - 00:00.894
+     - 00:00.836
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_absorbed.py` (``../examples/models/spectral/plot_absorbed.py``)
-     - 00:00.746
+     - 00:00.779
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_variability_estimation.py` (``../examples/tutorials/analysis-time/variability_estimation.py``)
-     - 00:00.693
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_naima.py` (``../examples/models/spectral/plot_naima.py``)
-     - 00:00.480
+     - 00:00.689
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_template_spectral.py` (``../examples/models/spectral/plot_template_spectral.py``)
-     - 00:00.448
+     - 00:00.461
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_naima.py` (``../examples/models/spectral/plot_naima.py``)
+     - 00:00.438
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola.py` (``../examples/models/spectral/plot_logparabola.py``)
-     - 00:00.414
+     - 00:00.410
      - 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``)
-     - 00:00.365
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw2.py` (``../examples/models/spectral/plot_powerlaw2.py``)
-     - 00:00.329
+     - 00:00.344
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_broken_powerlaw.py` (``../examples/models/spectral/plot_broken_powerlaw.py``)
-     - 00:00.298
+     - 00:00.341
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_smooth_broken_powerlaw.py` (``../examples/models/spectral/plot_smooth_broken_powerlaw.py``)
-     - 00:00.297
+     - 00:00.332
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_disk.py` (``../examples/models/spatial/plot_disk.py``)
-     - 00:00.297
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw2.py` (``../examples/models/spectral/plot_powerlaw2.py``)
+     - 00:00.330
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_compound.py` (``../examples/models/spectral/plot_compound.py``)
-     - 00:00.297
+     - 00:00.330
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw.py` (``../examples/models/spectral/plot_powerlaw.py``)
-     - 00:00.294
+     - 00:00.323
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw_norm_spectral.py` (``../examples/models/spectral/plot_powerlaw_norm_spectral.py``)
-     - 00:00.283
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_disk.py` (``../examples/models/spatial/plot_disk.py``)
+     - 00:00.298
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_constant.py` (``../examples/models/spatial/plot_constant.py``)
+     - 00:00.281
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola_norm_spectral.py` (``../examples/models/spectral/plot_logparabola_norm_spectral.py``)
-     - 00:00.276
+     - 00:00.279
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw_norm_spectral.py` (``../examples/models/spectral/plot_powerlaw_norm_spectral.py``)
+     - 00:00.278
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gen_gauss.py` (``../examples/models/spatial/plot_gen_gauss.py``)
-     - 00:00.268
+     - 00:00.266
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_constant_spectral.py` (``../examples/models/spectral/plot_constant_spectral.py``)
-     - 00:00.238
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell.py` (``../examples/models/spatial/plot_shell.py``)
-     - 00:00.238
+     - 00:00.242
      - 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_spectral_plot_super_exp_cutoff_powerlaw_3fgl.py` (``../examples/models/spectral/plot_super_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.222
+     - 00:00.228
      - 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``)
-     - 00:00.221
+     - 00:00.226
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_constant.py` (``../examples/models/spatial/plot_constant.py``)
-     - 00:00.216
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``../examples/models/spatial/plot_template.py``)
+     - 00:00.224
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_gauss_spectral.py` (``../examples/models/spectral/plot_gauss_spectral.py``)
-     - 00:00.216
+     - 00:00.224
+     - 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``)
+     - 00:00.223
+     - 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``)
+     - 00:00.222
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw.py` (``../examples/models/spectral/plot_exp_cutoff_powerlaw.py``)
-     - 00:00.206
+     - 00:00.209
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell.py` (``../examples/models/spatial/plot_shell.py``)
+     - 00:00.207
      - 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``)
-     - 00:00.203
+     - 00:00.207
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gauss.py` (``../examples/models/spatial/plot_gauss.py``)
-     - 00:00.200
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``../examples/models/spatial/plot_template.py``)
-     - 00:00.193
+     - 00:00.204
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_powerlaw_temporal.py` (``../examples/models/temporal/plot_powerlaw_temporal.py``)
-     - 00:00.191
-     - 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``)
-     - 00:00.190
+     - 00:00.199
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_point.py` (``../examples/models/spatial/plot_point.py``)
-     - 00:00.166
+     - 00:00.194
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell2.py` (``../examples/models/spatial/plot_shell2.py``)
-     - 00:00.147
+     - 00:00.172
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_piecewise_norm_spatial.py` (``../examples/models/spatial/plot_piecewise_norm_spatial.py``)
-     - 00:00.133
+     - 00:00.139
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_phase_temporal.py` (``../examples/models/temporal/plot_template_phase_temporal.py``)
-     - 00:00.122
+     - 00:00.124
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_temporal.py` (``../examples/models/temporal/plot_template_temporal.py``)
-     - 00:00.119
+     - 00:00.121
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_expdecay_temporal.py` (``../examples/models/temporal/plot_expdecay_temporal.py``)
+     - 00:00.117
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_generalized_gaussian_temporal.py` (``../examples/models/temporal/plot_generalized_gaussian_temporal.py``)
-     - 00:00.109
+     - 00:00.112
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_gaussian_temporal.py` (``../examples/models/temporal/plot_gaussian_temporal.py``)
      - 00:00.108
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_expdecay_temporal.py` (``../examples/models/temporal/plot_expdecay_temporal.py``)
-     - 00:00.106
-     - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_sine_temporal.py` (``../examples/models/temporal/plot_sine_temporal.py``)
      - 00:00.106
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_constant_temporal.py` (``../examples/models/temporal/plot_constant_temporal.py``)
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_linear_temporal.py` (``../examples/models/temporal/plot_linear_temporal.py``)
      - 00:00.105
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_linear_temporal.py` (``../examples/models/temporal/plot_linear_temporal.py``)
-     - 00:00.101
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_constant_temporal.py` (``../examples/models/temporal/plot_constant_temporal.py``)
+     - 00:00.104
      - 0.0
diff --git a/docs/dev/_sources/tutorials/analysis-1d/cta_sensitivity.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/cta_sensitivity.rst.txt
index c279c9e81e4..76f7059688d 100644
--- a/docs/dev/_sources/tutorials/analysis-1d/cta_sensitivity.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-1d/cta_sensitivity.rst.txt
@@ -120,7 +120,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-1d/ebl.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/ebl.rst.txt
index e22cdce6384..a757fed0ec1 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                      : -C1KD7WY
+      Name                      : K6x0oOWk
       Datasets names            : None
       Spectral model type       : CompoundSpectralModel
       Spatial  model type       : 
@@ -367,7 +367,7 @@ compound model.
 
     SkyModel
 
-      Name                      : 1av4pNdi
+      Name                      : lpfvDgrS
       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 212719fc0c2..a1688cd2a7e 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-1d/sed_fitting.rst.txt b/docs/dev/_sources/tutorials/analysis-1d/sed_fitting.rst.txt
index a2990c8c158..43e3775b80a 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:
 
     <div class="output_subarea output_html rendered_html output_result">
     <div><i>Table length=5</i>
-    <table id="table140345515931584" class="table-striped table-bordered table-condensed">
+    <table id="table140475431932928" class="table-striped table-bordered table-condensed">
     <thead><tr><th>e_ref</th><th>e_min</th><th>e_max</th><th>dnde</th><th>dnde_errp</th><th>dnde_errn</th><th>dnde_ul</th><th>sqrt_ts</th><th>is_ul</th></tr></thead>
     <thead><tr><th>GeV</th><th>GeV</th><th>GeV</th><th>1 / (GeV s cm2)</th><th>1 / (GeV s cm2)</th><th>1 / (GeV s cm2)</th><th>1 / (GeV s cm2)</th><th></th><th></th></tr></thead>
     <thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>bool</th></tr></thead>
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 e4ff5c79f00..645fd790f65 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
 =================
-**01:10.225** total execution time for 8 files **from tutorials/analysis-1d**:
+**01:09.874** 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``)
-     - 00:31.120
+     - 00:30.873
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_hli.py` (``spectral_analysis_hli.py``)
-     - 00:09.141
+     - 00:09.158
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectrum_simulation.py` (``spectrum_simulation.py``)
-     - 00:07.269
+     - 00:07.229
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_ebl.py` (``ebl.py``)
-     - 00:06.975
+     - 00:06.907
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_sed_fitting.py` (``sed_fitting.py``)
-     - 00:05.427
+     - 00:05.364
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_spectral_analysis_rad_max.py` (``spectral_analysis_rad_max.py``)
-     - 00:05.005
+     - 00:05.079
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_extended_source_spectral_analysis.py` (``extended_source_spectral_analysis.py``)
-     - 00:04.395
+     - 00:04.429
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-1d_cta_sensitivity.py` (``cta_sensitivity.py``)
-     - 00:00.894
+     - 00:00.836
      - 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 a6c1ac6fb4d..4db9dae9211 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -1220,7 +1220,7 @@ tutorial.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 31.120 seconds)
+   **Total running time of the script:** (0 minutes 30.873 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 f9ad3e78eb9..ef58d3e804d 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -350,8 +350,8 @@ Here is what the configuration for our analysis looks like:
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 2.0.dev452+g4492f4b7c
-            date: '2025-02-13T09:52:39.847306'
+            creator: Gammapy 2.0.dev456+g82fae34f9
+            date: '2025-02-13T10:30:46.852111'
             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 2.0.dev452+g4492f4b7c
-            date: '2025-02-13T09:52:39.871985'
+            creator: Gammapy 2.0.dev456+g82fae34f9
+            date: '2025-02-13T10:30:46.876951'
             origin: null
     
 
@@ -1106,8 +1106,8 @@ This is how we can write the model back to file again:
                 unit: TeV
     covariance: model-best-fit_covariance.dat
     metadata:
-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:52:43.422549'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:30:50.438373'
         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 e41043bc4d2..8e82e2554ec 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -749,10 +749,10 @@ provide a good distribution of the background.
       result = super().__array_ufunc__(function, method, *arrays, **kwargs)
       model   type    name     value         unit      ... min max frozen link prior
     --------- ---- --------- ---------- -------------- ... --- --- ------ ---- -----
-    simulated      amplitude 4.1789e-11 TeV-1 s-1 cm-2 ... nan nan  False           
+    simulated      amplitude 4.7217e-11 TeV-1 s-1 cm-2 ... nan nan  False           
     simulated      reference 1.0000e+00            TeV ... nan nan   True           
-    simulated          alpha 2.6256e+00                ... nan nan  False           
-    simulated           beta 2.2774e-01                ... nan nan  False           
+    simulated          alpha 2.7319e+00                ... nan nan  False           
+    simulated           beta 3.2741e-01                ... nan nan  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 ae9aae30ff5..415639ef57e 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -411,14 +411,14 @@ dealing with simulations based on observations of real off counts.
     SpectrumDatasetOnOff
     --------------------
 
-      Name                            : JavV5abz 
+      Name                            : 6utztfrp 
 
-      Total counts                    : 325 
-      Total background counts         : 23.20
-      Total excess counts             : 301.80
+      Total counts                    : 289 
+      Total background counts         : 20.20
+      Total excess counts             : 268.80
 
-      Predicted counts                : 304.97
-      Predicted background counts     : 23.60
+      Predicted counts                : 301.21
+      Predicted background counts     : 19.84
       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)) : 6.98
+      Fit statistic value (-2 log(L)) : 10.85
 
       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 / (TeV s cm2)
           reference             (frozen):      1.000       TeV         
   
-        Total counts_off                : 116 
+        Total counts_off                : 101 
       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 a2b20c62493..5b32afc25bf 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -425,7 +425,7 @@ normalisation factor:
 
     SkyModel
 
-      Name                      : -O-H7bgM
+      Name                      : qMydLDdw
       Datasets names            : None
       Spectral model type       : PowerLawSpectralModel
       Spatial  model type       : PointSpatialModel
@@ -624,7 +624,7 @@ Here’s some suggestions what to do next:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 20.516 seconds)
+   **Total running time of the script:** (0 minutes 20.808 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 ee37fc1027f..0348460089a 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -342,8 +342,8 @@ analysis as *3D*, and define the geometry of the analysis.
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 2.0.dev452+g4492f4b7c
-            date: '2025-02-13T09:53:52.055466'
+            creator: Gammapy 2.0.dev456+g82fae34f9
+            date: '2025-02-13T10:31:59.547132'
             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 aebdc359895..da5712752cd 100644
--- a/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-2d/ring_background.rst.txt
@@ -126,7 +126,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -326,8 +326,8 @@ MSH 1552
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 2.0.dev452+g4492f4b7c
-            date: '2025-02-13T09:53:39.942829'
+            creator: Gammapy 2.0.dev456+g82fae34f9
+            date: '2025-02-13T10:31:47.250068'
             origin: null
     
 
@@ -475,8 +475,8 @@ Create the config:
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 2.0.dev452+g4492f4b7c
-            date: '2025-02-13T09:53:40.001247'
+            creator: Gammapy 2.0.dev456+g82fae34f9
+            date: '2025-02-13T10:31:47.306663'
             origin: null
     
 
@@ -797,7 +797,7 @@ we can recompute the maps after adding a `mask_fit` to our dataset.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 11.926 seconds)
+   **Total running time of the script:** (0 minutes 12.099 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 64916c69289..2723e8f9509 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
 =================
-**00:38.102** total execution time for 3 files **from tutorials/analysis-2d**:
+**00:38.588** 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``)
-     - 00:20.516
+     - 00:20.808
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_ring_background.py` (``ring_background.py``)
-     - 00:11.926
+     - 00:12.099
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-2d_modeling_2D.py` (``modeling_2D.py``)
-     - 00:05.660
+     - 00:05.681
      - 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 ada7397859e..178cb4ec30b 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -295,8 +295,8 @@ the analysis, we will programmatically build a config file from scratch.
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 2.0.dev452+g4492f4b7c
-            date: '2025-02-13T09:53:57.910688'
+            creator: Gammapy 2.0.dev456+g82fae34f9
+            date: '2025-02-13T10:32:05.427647'
             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 2.0.dev452+g4492f4b7c
-            date: '2025-02-13T09:53:57.918843'
+            creator: Gammapy 2.0.dev456+g82fae34f9
+            date: '2025-02-13T10:32:05.435703'
             origin: null
     
 
@@ -1074,21 +1074,21 @@ Data reduction
     Dataset 0: 
 
       Type       : MapDataset
-      Name       : wolEYre2
+      Name       : MwCAJbwq
       Instrument : CTA
       Models     : 
 
     Dataset 1: 
 
       Type       : MapDataset
-      Name       : gKY3rXYt
+      Name       : EFOAtEfZ
       Instrument : CTA
       Models     : 
 
     Dataset 2: 
 
       Type       : MapDataset
-      Name       : qZN-lCMk
+      Name       : 4QcyGAIx
       Instrument : CTA
       Models     : 
 
@@ -1121,7 +1121,7 @@ You can access each one by name or by index, eg:
     MapDataset
     ----------
 
-      Name                            : wolEYre2 
+      Name                            : MwCAJbwq 
 
       Total counts                    : 40481 
       Total background counts         : 36014.51
@@ -1189,9 +1189,9 @@ map, omit the region argument.
       name   counts       excess      ... n_fit_bins stat_type stat_sum
                                       ...                              
     -------- ------ ----------------- ... ---------- --------- --------
-    wolEYre2  40481 4466.493043594026 ...     693940      cash      nan
-    gKY3rXYt  40525 4510.505523195905 ...     693940      cash      nan
-    qZN-lCMk  40235 4220.480554966154 ...     693940      cash      nan
+    MwCAJbwq  40481 4466.493043594026 ...     693940      cash      nan
+    EFOAtEfZ  40525 4510.505523195905 ...     693940      cash      nan
+    4QcyGAIx  40235 4220.480554966154 ...     693940      cash      nan
     Models
 
     Component 0: SkyModel
@@ -1212,8 +1212,8 @@ map, omit the region argument.
 
     Component 1: FoVBackgroundModel
 
-      Name                      : wolEYre2-bkg
-      Datasets names            : ['wolEYre2']
+      Name                      : MwCAJbwq-bkg
+      Datasets names            : ['MwCAJbwq']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1222,8 +1222,8 @@ map, omit the region argument.
 
     Component 2: FoVBackgroundModel
 
-      Name                      : gKY3rXYt-bkg
-      Datasets names            : ['gKY3rXYt']
+      Name                      : EFOAtEfZ-bkg
+      Datasets names            : ['EFOAtEfZ']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1232,8 +1232,8 @@ map, omit the region argument.
 
     Component 3: FoVBackgroundModel
 
-      Name                      : qZN-lCMk-bkg
-      Datasets names            : ['qZN-lCMk']
+      Name                      : 4QcyGAIx-bkg
+      Datasets names            : ['4QcyGAIx']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.000   +/-    0.00             
@@ -1348,8 +1348,8 @@ Check best-fit parameters and error estimates:
 
     Component 1: FoVBackgroundModel
 
-      Name                      : wolEYre2-bkg
-      Datasets names            : ['wolEYre2']
+      Name                      : MwCAJbwq-bkg
+      Datasets names            : ['MwCAJbwq']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.118   +/-    0.01             
@@ -1358,8 +1358,8 @@ Check best-fit parameters and error estimates:
 
     Component 2: FoVBackgroundModel
 
-      Name                      : gKY3rXYt-bkg
-      Datasets names            : ['gKY3rXYt']
+      Name                      : EFOAtEfZ-bkg
+      Datasets names            : ['EFOAtEfZ']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.119   +/-    0.01             
@@ -1368,8 +1368,8 @@ Check best-fit parameters and error estimates:
 
     Component 3: FoVBackgroundModel
 
-      Name                      : qZN-lCMk-bkg
-      Datasets names            : ['qZN-lCMk']
+      Name                      : 4QcyGAIx-bkg
+      Datasets names            : ['4QcyGAIx']
       Spectral model type       : PowerLawNormSpectralModel
       Parameters:
         norm                          :      1.111   +/-    0.01             
@@ -1498,7 +1498,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 32.793 seconds)
+   **Total running time of the script:** (0 minutes 33.274 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 b3ee799389b..aefc1a9b234 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-3d/cta_data_analysis.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/cta_data_analysis.rst.txt
index 01c904c1472..d40273dd6ba 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -818,7 +818,7 @@ profile to compute the flux and flux error.
 
     <div class="output_subarea output_html rendered_html output_result">
     <div><i>Table length=5</i>
-    <table id="table140345753675376" class="table-striped table-bordered table-condensed">
+    <table id="table140475412240464" class="table-striped table-bordered table-condensed">
     <thead><tr><th>e_ref</th><th>e_min</th><th>e_max</th><th>dnde</th><th>dnde_err</th><th>ts</th><th>sqrt_ts</th><th>npred</th><th>npred_excess</th><th>stat</th><th>stat_null</th><th>counts</th><th>success</th></tr></thead>
     <thead><tr><th>TeV</th><th>TeV</th><th>TeV</th><th>1 / (TeV s cm2)</th><th>1 / (TeV s cm2)</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>
     <thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64[1]</th><th>float32[1]</th><th>float64</th><th>float64</th><th>float64[1]</th><th>bool</th></tr></thead>
@@ -912,7 +912,7 @@ What next?
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 17.204 seconds)
+   **Total running time of the script:** (0 minutes 17.349 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 bb22a181887..2a6a4fdaebf 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -482,7 +482,7 @@ Plotting the results
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 19.420 seconds)
+   **Total running time of the script:** (0 minutes 19.599 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 072547a1819..edd67c96b6f 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -1070,7 +1070,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 38.909 seconds)
+   **Total running time of the script:** (0 minutes 21.871 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 0e5e6071149..ef0402fee87 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-3d/flux_profiles.rst.txt b/docs/dev/_sources/tutorials/analysis-3d/flux_profiles.rst.txt
index f0697626361..7372212c7ed 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -381,11 +381,11 @@ We can see the full configuration by printing the estimator object:
     --------------------
 
       energy_edges           : [  10. 2000.] GeV
-      fit                    : <gammapy.modeling.fit.Fit object at 0x7fa4b67a4100>
+      fit                    : <gammapy.modeling.fit.Fit object at 0x7fc309691280>
       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=0x7fa4b67a4970)
+      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=0x7fc309691eb0)
       null_value             : 0
       parallel_backend       : None
       reoptimize             : False
@@ -841,7 +841,7 @@ And now plot the points together with the likelihood profiles:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 21.127 seconds)
+   **Total running time of the script:** (0 minutes 21.804 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 05d6e3b053c..5a981f118e8 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
 =================
-**02:29.428** total execution time for 8 files **from tutorials/analysis-3d**:
+**02:13.595** total execution time for 8 files **from tutorials/analysis-3d**:
 
 .. container::
 
@@ -32,27 +32,27 @@ Computation times
    * - Example
      - Time
      - Mem (MB)
-   * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``event_sampling.py``)
-     - 00:38.909
-     - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_3d.py` (``analysis_3d.py``)
-     - 00:32.793
+     - 00:33.274
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling.py` (``event_sampling.py``)
+     - 00:21.871
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_flux_profiles.py` (``flux_profiles.py``)
-     - 00:21.127
+     - 00:21.804
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_energy_dependent_estimation.py` (``energy_dependent_estimation.py``)
-     - 00:19.420
+     - 00:19.599
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_cta_data_analysis.py` (``cta_data_analysis.py``)
-     - 00:17.204
+     - 00:17.349
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_simulate_3d.py` (``simulate_3d.py``)
-     - 00:10.381
+     - 00:10.082
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_analysis_mwl.py` (``analysis_mwl.py``)
-     - 00:06.727
+     - 00:06.704
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-3d_event_sampling_nrg_depend_models.py` (``event_sampling_nrg_depend_models.py``)
-     - 00:02.868
+     - 00:02.912
      - 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 85472c8538f..c895bbe490e 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                    : 170218 
+      Total counts                    : 169816 
       Total background counts         : 161250.95
-      Total excess counts             : 8967.05
+      Total excess counts             : 8565.05
 
       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)) : 563058.97
+      Fit statistic value (-2 log(L)) : 562902.64
 
       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                         :      2.989   +/-    0.02             
-        amplitude                     :   1.01e-11   +/- 3.3e-13 1 / (TeV s cm2)
+        index                         :      2.977   +/-    0.02             
+        amplitude                     :   1.02e-11   +/- 3.3e-13 1 / (TeV s cm2)
         reference             (frozen):      1.000       TeV         
-        lon_0                         :      0.202   +/-    0.01 deg         
-        lat_0                         :      0.096   +/-    0.01 deg         
-        sigma                         :      0.301   +/-    0.00 deg         
+        lon_0                         :      0.193   +/-    0.01 deg         
+        lat_0                         :      0.097   +/-    0.01 deg         
+        sigma                         :      0.297   +/-    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      ...    max    frozen link prior
     ---- --------- ---------- -------------- ... --------- ------ ---- -----
-             index 2.9885e+00                ...       nan  False           
-         amplitude 1.0120e-11 TeV-1 s-1 cm-2 ...       nan  False           
+             index 2.9769e+00                ...       nan  False           
+         amplitude 1.0176e-11 TeV-1 s-1 cm-2 ...       nan  False           
          reference 1.0000e+00            TeV ...       nan   True           
-             lon_0 2.0226e-01            deg ...       nan  False           
-             lat_0 9.5733e-02            deg ... 9.000e+01  False           
-             sigma 3.0077e-01            deg ...       nan  False           
+             lon_0 1.9285e-01            deg ...       nan  False           
+             lat_0 9.6894e-02            deg ... 9.000e+01  False           
+             sigma 2.9735e-01            deg ...       nan  False           
                  e 0.0000e+00                ... 1.000e+00   True           
                phi 0.0000e+00            deg ...       nan   True           
               norm 1.0000e+00                ...       nan   True           
@@ -590,7 +590,7 @@ Get the errors on the fitted parameters from the parameter table
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 10.381 seconds)
+   **Total running time of the script:** (0 minutes 10.082 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-3d_simulate_3d.py:
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 dc2a92d78a9..4b7c841ce8c 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-time/light_curve_flare.rst.txt b/docs/dev/_sources/tutorials/analysis-time/light_curve_flare.rst.txt
index e2346c7701e..bde585df127 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
@@ -150,7 +150,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -681,7 +681,7 @@ as shown in the doc:`/tutorials/analysis-time/variability_estimation` tutorial.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 35.501 seconds)
+   **Total running time of the script:** (0 minutes 35.358 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 1e642f8492a..e1367cbbb44 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -413,16 +413,16 @@ quick look into our datasets.
        name   counts       excess       ... n_fit_bins stat_type       stat_sum     
                                         ...                                         
     --------- ------ ------------------ ... ---------- --------- -------------------
-    dataset-0    802  781.6812310184489 ...          9      cash  -6457.280268045755
-    dataset-1    331 321.76419591747674 ...          9      cash  -2077.552979516754
-    dataset-2    304  294.3947637541758 ...          9      cash -1901.2709748590921
-    dataset-3    300  285.2227134679628 ...          9      cash -1810.8903051145328
-    dataset-4    239 224.22271346796282 ...          9      cash  -1335.480922127508
-    dataset-5    190 171.52839183495354 ...          9      cash  -973.5320849811542
-    dataset-6     48 33.222713467962826 ...          9      cash  -91.23166729767495
-    dataset-7     41  21.78952750835169 ...          9      cash -107.47038413681308
-    dataset-8     30 14.114416978060044 ...          9      cash -39.498192092628464
-    dataset-9     42  24.63668832485633 ...          9      cash  -99.39090679010462
+    dataset-0    831  810.6812310184489 ...          9      cash   -6637.40111089862
+    dataset-1    302 292.76419591747674 ...          9      cash -1780.5249582099127
+    dataset-2    302  292.3947637541758 ...          9      cash -1825.8614987442506
+    dataset-3    317  302.2227134679628 ...          9      cash  -1947.877215521355
+    dataset-4    199 184.22271346796282 ...          9      cash  -1010.842921483702
+    dataset-5    187 168.52839183495354 ...          9      cash  -983.6367684702647
+    dataset-6     39 24.222713467962826 ...          9      cash  -77.97408212472892
+    dataset-7     43  23.78952750835169 ...          9      cash -103.45590984725717
+    dataset-8     29 13.114416978060044 ...          9      cash  -32.82614275601408
+    dataset-9     28  10.63668832485633 ...          9      cash  -48.10307674188821
 
 
 
@@ -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              : 24 
 
       Fit statistic type              : chi2
-      Fit statistic value (-2 log(L)) : 1513.95
+      Fit statistic value (-2 log(L)) : 1476.56
 
       Number of models                : 1 
       Number of parameters            : 5
@@ -623,10 +623,10 @@ Fit the dataset
 
     type    name     value         unit        error   min max frozen link prior
     ---- --------- ---------- -------------- --------- --- --- ------ ---- -----
-             index 3.0250e+00                2.837e-02 nan nan  False           
-         amplitude 9.4156e-12 TeV-1 s-1 cm-2 3.164e-13 nan nan  False           
+             index 2.9519e+00                2.738e-02 nan nan  False           
+         amplitude 9.8824e-12 TeV-1 s-1 cm-2 3.403e-13 nan nan  False           
          reference 1.0000e+00            TeV 0.000e+00 nan nan   True           
-                t0 6.5405e+00              h 2.547e-01 nan nan  False           
+                t0 6.0446e+00              h 2.323e-01 nan nan  False           
              t_ref 5.8909e+04              d 0.000e+00 nan nan   True           
 
 
@@ -739,10 +739,10 @@ Perform a joint fit
 
     type    name     value         unit        error   min max frozen link prior
     ---- --------- ---------- -------------- --------- --- --- ------ ---- -----
-             index 3.0515e+00                3.254e-02 nan nan  False           
-         amplitude 9.4267e-12 TeV-1 s-1 cm-2 3.252e-13 nan nan  False           
+             index 2.9547e+00                3.131e-02 nan nan  False           
+         amplitude 1.0118e-11 TeV-1 s-1 cm-2 3.481e-13 nan nan  False           
          reference 1.0000e+00            TeV 0.000e+00 nan nan   True           
-                t0 6.4101e+00              h 2.157e-01 nan nan  False           
+                t0 5.9527e+00              h 2.038e-01 nan nan  False           
              t_ref 5.8909e+04              d 0.000e+00 nan nan   True           
 
 
@@ -768,7 +768,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 20.762 seconds)
+   **Total running time of the script:** (0 minutes 17.742 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 fb568972a2f..82de2fb2850 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/analysis-time/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/analysis-time/sg_execution_times.rst.txt
index e1c65130a09..f87bd1960f3 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
 =================
-**01:33.704** total execution time for 6 files **from tutorials/analysis-time**:
+**01:30.509** total execution time for 6 files **from tutorials/analysis-time**:
 
 .. container::
 
@@ -33,20 +33,20 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_flare.py` (``light_curve_flare.py``)
-     - 00:35.501
+     - 00:35.358
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_time_resolved_spectroscopy.py` (``time_resolved_spectroscopy.py``)
-     - 00:21.993
+     - 00:22.005
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve_simulation.py` (``light_curve_simulation.py``)
-     - 00:20.762
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_analysis-time_pulsar_analysis.py` (``pulsar_analysis.py``)
-     - 00:07.417
+     - 00:17.742
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_light_curve.py` (``light_curve.py``)
-     - 00:07.338
+     - 00:07.428
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_analysis-time_pulsar_analysis.py` (``pulsar_analysis.py``)
+     - 00:07.287
      - 0.0
    * - :ref:`sphx_glr_tutorials_analysis-time_variability_estimation.py` (``variability_estimation.py``)
-     - 00:00.693
+     - 00:00.689
      - 0.0
diff --git a/docs/dev/_sources/tutorials/analysis-time/time_resolved_spectroscopy.rst.txt b/docs/dev/_sources/tutorials/analysis-time/time_resolved_spectroscopy.rst.txt
index 02c0dd660b1..b9660ec1762 100644
--- a/docs/dev/_sources/tutorials/analysis-time/time_resolved_spectroscopy.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/time_resolved_spectroscopy.rst.txt
@@ -272,238 +272,238 @@ modelled.
     Dataset 0: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : EOJtnBLe
+      Name       : j0aiGkyr
       Instrument : HESS
       Models     : 
 
     Dataset 1: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : b7AJ-V6-
+      Name       : gPLT9CRh
       Instrument : HESS
       Models     : 
 
     Dataset 2: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : XKDOGgQu
+      Name       : J8oMkg3P
       Instrument : HESS
       Models     : 
 
     Dataset 3: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : iXHu_OXK
+      Name       : cgOqAFy3
       Instrument : HESS
       Models     : 
 
     Dataset 4: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 30DiWGvE
+      Name       : awITzg6X
       Instrument : HESS
       Models     : 
 
     Dataset 5: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : RgalW0OQ
+      Name       : lXR8oLo8
       Instrument : HESS
       Models     : 
 
     Dataset 6: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : ZU8-UPa2
+      Name       : z5NSlBY0
       Instrument : HESS
       Models     : 
 
     Dataset 7: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : Zs13c2jT
+      Name       : YxKomepz
       Instrument : HESS
       Models     : 
 
     Dataset 8: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : FhBpdLNe
+      Name       : sgouSgVu
       Instrument : HESS
       Models     : 
 
     Dataset 9: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : eyY-BKZr
+      Name       : CQs5kE_r
       Instrument : HESS
       Models     : 
 
     Dataset 10: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : dXJyZHze
+      Name       : WvyUWAel
       Instrument : HESS
       Models     : 
 
     Dataset 11: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : CqdLVlgu
+      Name       : NZ_Rle7P
       Instrument : HESS
       Models     : 
 
     Dataset 12: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 6Y97lpuv
+      Name       : Hbsf_1SD
       Instrument : HESS
       Models     : 
 
     Dataset 13: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : UWMlKBaa
+      Name       : XC00s9jS
       Instrument : HESS
       Models     : 
 
     Dataset 14: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : pqpSTJIZ
+      Name       : DQhVLxC5
       Instrument : HESS
       Models     : 
 
     Dataset 15: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : MZbXrH8F
+      Name       : qoEeIxLN
       Instrument : HESS
       Models     : 
 
     Dataset 16: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : THvcdqxg
+      Name       : 0KsWPzP3
       Instrument : HESS
       Models     : 
 
     Dataset 17: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : Eazh3hXw
+      Name       : LnZ4keqZ
       Instrument : HESS
       Models     : 
 
     Dataset 18: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 1YFCTU8l
+      Name       : zaBlUwfc
       Instrument : HESS
       Models     : 
 
     Dataset 19: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : JqJyQ920
+      Name       : t9uapQSZ
       Instrument : HESS
       Models     : 
 
     Dataset 20: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : bz4IFjRY
+      Name       : 3A3UpG1l
       Instrument : HESS
       Models     : 
 
     Dataset 21: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : n3BYYEQv
+      Name       : 2FwqDaEf
       Instrument : HESS
       Models     : 
 
     Dataset 22: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : wd_qqQop
+      Name       : 7SVdeW2X
       Instrument : HESS
       Models     : 
 
     Dataset 23: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : AkAWnwxq
+      Name       : y6r-9LUy
       Instrument : HESS
       Models     : 
 
     Dataset 24: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : srLBm6xj
+      Name       : SKaq8RzR
       Instrument : HESS
       Models     : 
 
     Dataset 25: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : aAIY7h-X
+      Name       : vM3fauCF
       Instrument : HESS
       Models     : 
 
     Dataset 26: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : vWK9mfXQ
+      Name       : F0FkTmte
       Instrument : HESS
       Models     : 
 
     Dataset 27: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : ftJnehQX
+      Name       : nZk2xXPe
       Instrument : HESS
       Models     : 
 
     Dataset 28: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : y_h_v_0b
+      Name       : ipfkQMpC
       Instrument : HESS
       Models     : 
 
     Dataset 29: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : KkAe91iU
+      Name       : HqY8htBx
       Instrument : HESS
       Models     : 
 
     Dataset 30: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : xvmmy-U_
+      Name       : 4EiJqKLj
       Instrument : HESS
       Models     : 
 
     Dataset 31: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : 8pvdbj7f
+      Name       : PHhrLHqv
       Instrument : HESS
       Models     : 
 
     Dataset 32: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : d5f0r3kI
+      Name       : eG6Z1wFM
       Instrument : HESS
       Models     : 
 
     Dataset 33: 
 
       Type       : SpectrumDatasetOnOff
-      Name       : Su1WvT2p
+      Name       : KyVAGy2S
       Instrument : HESS
       Models     : 
 
@@ -932,7 +932,7 @@ Exercises
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 21.993 seconds)
+   **Total running time of the script:** (0 minutes 22.005 seconds)
 
 
 .. _sphx_glr_download_tutorials_analysis-time_time_resolved_spectroscopy.py:
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 404a2addd6d..4ab8689ae50 100644
--- a/docs/dev/_sources/tutorials/analysis-time/variability_estimation.rst.txt
+++ b/docs/dev/_sources/tutorials/analysis-time/variability_estimation.rst.txt
@@ -476,7 +476,7 @@ Plot the new lightcurve on top of the old one:
  .. code-block:: none
 
 
-    <matplotlib.legend.Legend object at 0x7fa4cad03be0>
+    <matplotlib.legend.Legend object at 0x7fc30950ed90>
 
 
 
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 12f3c807058..9ae1380aa84 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -478,7 +478,7 @@ Finally flux maps for decay can be produced like this:
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 27.909 seconds)
+   **Total running time of the script:** (0 minutes 27.893 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 5423c2eb705..0c7c31f1086 100644
--- a/docs/dev/_sources/tutorials/api/catalog.rst.txt
+++ b/docs/dev/_sources/tutorials/api/catalog.rst.txt
@@ -119,7 +119,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/api/datasets.rst.txt b/docs/dev/_sources/tutorials/api/datasets.rst.txt
index a8ed804b2cb..38271e242a0 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -297,7 +297,7 @@ To see the geometry of each map, we can use:
 
  .. code-block:: none
 
-    {'geom': <gammapy.maps.wcs.geom.WcsGeom object at 0x7fa4cd556280>, 'geom_exposure': <gammapy.maps.wcs.geom.WcsGeom object at 0x7fa4bb7ec400>, 'geom_psf': <gammapy.maps.wcs.geom.WcsGeom object at 0x7fa4bb7ec310>, 'geom_edisp': <gammapy.maps.wcs.geom.WcsGeom object at 0x7fa4bb7ec1c0>}
+    {'geom': <gammapy.maps.wcs.geom.WcsGeom object at 0x7fc2fd58b1f0>, 'geom_exposure': <gammapy.maps.wcs.geom.WcsGeom object at 0x7fc2f995ed30>, 'geom_psf': <gammapy.maps.wcs.geom.WcsGeom object at 0x7fc2f995ee20>, 'geom_edisp': <gammapy.maps.wcs.geom.WcsGeom object at 0x7fc309464220>}
 
 
 
@@ -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 15.191 seconds)
+   **Total running time of the script:** (0 minutes 13.945 seconds)
 
 
 .. _sphx_glr_download_tutorials_api_datasets.py:
diff --git a/docs/dev/_sources/tutorials/api/estimators.rst.txt b/docs/dev/_sources/tutorials/api/estimators.rst.txt
index 7d76e57ac35..aa38df408e3 100644
--- a/docs/dev/_sources/tutorials/api/estimators.rst.txt
+++ b/docs/dev/_sources/tutorials/api/estimators.rst.txt
@@ -551,7 +551,7 @@ Typically, it is the best fit model:
 
     SkyModel
 
-      Name                      : Mz6pU9NM
+      Name                      : PJYPGnoh
       Datasets names            : None
       Spectral model type       : PowerLawSpectralModel
       Spatial  model type       : 
diff --git a/docs/dev/_sources/tutorials/api/fitting.rst.txt b/docs/dev/_sources/tutorials/api/fitting.rst.txt
index 06b15224476..d1218d1c380 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -1119,7 +1119,7 @@ in.
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 13.208 seconds)
+   **Total running time of the script:** (0 minutes 13.230 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 46a406aad15..563b52d813d 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -174,7 +174,7 @@ object. This is illustrated in the following example:
     MapDataset
     ----------
 
-      Name                            : eZS1dXVQ 
+      Name                            : gArxxlCL 
 
       Total counts                    : 0 
       Total background counts         : 0.00
@@ -345,7 +345,7 @@ observational data using the `~gammapy.makers.MapDatasetMaker`:
     MapDataset
     ----------
 
-      Name                            : s9Nrh-dF 
+      Name                            : qd7qATPn 
 
       Total counts                    : 2016 
       Total background counts         : 1866.72
@@ -598,7 +598,7 @@ dataset per observation is stacked into a larger map.
     MapDataset
     ----------
 
-      Name                            : iudri2dF 
+      Name                            : UEFal5iF 
 
       Total counts                    : 7972 
       Total background counts         : 7555.42
@@ -673,30 +673,30 @@ allow to use multiple processes on run.
     Dataset 0: 
 
       Type       : MapDataset
-      Name       : AXYjEKZd
+      Name       : 9B9HtGno
       Instrument : HESS
-      Models     : ['AXYjEKZd-bkg']
+      Models     : ['9B9HtGno-bkg']
 
     Dataset 1: 
 
       Type       : MapDataset
-      Name       : 0PtYhZsp
+      Name       : 2QRoqQIo
       Instrument : HESS
-      Models     : ['0PtYhZsp-bkg']
+      Models     : ['2QRoqQIo-bkg']
 
     Dataset 2: 
 
       Type       : MapDataset
-      Name       : lyo1qZJq
+      Name       : dwpkYivG
       Instrument : HESS
-      Models     : ['lyo1qZJq-bkg']
+      Models     : ['dwpkYivG-bkg']
 
     Dataset 3: 
 
       Type       : MapDataset
-      Name       : -27ddETI
+      Name       : BmzWBXAX
       Instrument : HESS
-      Models     : ['-27ddETI-bkg']
+      Models     : ['BmzWBXAX-bkg']
 
 
 
@@ -958,7 +958,7 @@ use ``get_by_coord``
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (0 minutes 14.854 seconds)
+   **Total running time of the script:** (0 minutes 15.240 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 bb1bd7daddf..63f0b91f4c0 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/api/mask_maps.rst.txt b/docs/dev/_sources/tutorials/api/mask_maps.rst.txt
index 48513eca0ad..61fb756a1e2 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/api/model_management.rst.txt b/docs/dev/_sources/tutorials/api/model_management.rst.txt
index 30e827d966f..eea3c930d3d 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -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 10.309 seconds)
+   **Total running time of the script:** (0 minutes 10.379 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 6f8ee21ea56..8a981acc4da 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -1196,7 +1196,7 @@ generated:
 
  .. code-block:: none
 
-    oxFXJOHU
+    Q-PgWD8C
 
 
 
@@ -1390,7 +1390,7 @@ existing FITS file:
 
     SkyModel
 
-      Name                      : ThJJGQ8m
+      Name                      : M715N1dT
       Datasets names            : None
       Spectral model type       : PowerLawNormSpectralModel
       Spatial  model type       : TemplateSpatialModel
@@ -1528,7 +1528,7 @@ multiple model components, Gammapy has a `~gammapy.modeling.models.Models` class
 
     Component 1: SkyModel
 
-      Name                      : ThJJGQ8m
+      Name                      : M715N1dT
       Datasets names            : None
       Spectral model type       : PowerLawNormSpectralModel
       Spatial  model type       : TemplateSpatialModel
@@ -1614,7 +1614,7 @@ To see which models are available you can use the ``.names`` attribute:
 
  .. code-block:: none
 
-    ['my-source', 'ThJJGQ8m']
+    ['my-source', 'M715N1dT']
 
 
 
@@ -1715,7 +1715,7 @@ format:
                 value: 2.0
                 unit: d
             scale: utc
-    -   name: ThJJGQ8m
+    -   name: M715N1dT
         type: SkyModel
         spectral:
             type: PowerLawNormSpectralModel
@@ -1784,8 +1784,8 @@ format:
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:58:09.888174'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:35:57.972985'
         origin: null
 
 
@@ -1862,8 +1862,8 @@ 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=0x7fa4bc9bba00)
-    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=0x7fa4bc9bba00)
+    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=0x7fc2f995e5b0)
+    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=0x7fc2f995e5b0)
 
 
 
@@ -1902,7 +1902,7 @@ In the YAML files the shared parameter is flagged by the additional
                 value: 2.3
                 min: 1.0
                 max: 5.0
-                link: index@lwdHgncC
+                link: index@S7hNx5th
             -   name: amplitude
                 value: 2.7e-12
                 unit: TeV-1 s-1 cm-2
@@ -1918,7 +1918,7 @@ In the YAML files the shared parameter is flagged by the additional
                 value: 2.3
                 min: 1.0
                 max: 5.0
-                link: index@lwdHgncC
+                link: index@S7hNx5th
             -   name: amplitude
                 value: 1.0e-12
                 unit: TeV-1 s-1 cm-2
@@ -1926,8 +1926,8 @@ In the YAML files the shared parameter is flagged by the additional
                 value: 1.0
                 unit: TeV
     metadata:
-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:58:10.074030'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:35:58.159689'
         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 5d870606736..5f9c1de60b3 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': <gammapy.data.observations.Observations object at 0x7fa4ba9c7bb0>, 'group_low_zenith': <gammapy.data.observations.Observations object at 0x7fa4ba9c7a90>}
+    {'group_high_zenith': <gammapy.data.observations.Observations object at 0x7fc309dded00>, 'group_low_zenith': <gammapy.data.observations.Observations object at 0x7fc2fb171af0>}
 
 
 
@@ -481,7 +481,7 @@ Finally, ``observations.group_by_label`` creates a dictionary containing ``t``
 
  .. code-block:: none
 
-    {'group_1': <gammapy.data.observations.Observations object at 0x7fa4bc87e670>, 'group_2': <gammapy.data.observations.Observations object at 0x7fa4b69ea760>}
+    {'group_1': <gammapy.data.observations.Observations object at 0x7fc2fc34a9d0>, 'group_2': <gammapy.data.observations.Observations object at 0x7fc2fc34a820>}
 
 
 
diff --git a/docs/dev/_sources/tutorials/api/priors.rst.txt b/docs/dev/_sources/tutorials/api/priors.rst.txt
index 5a426fa9ef9..c4728c86b02 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -371,8 +371,8 @@ The parameters table will mention the type of prior associated to each model
 
        model    type    name     value    ... max frozen link     prior    
     ----------- ---- --------- ---------- ... --- ------ ---- -------------
-    prior-model          index 2.1258e+00 ... nan  False      GaussianPrior
-    prior-model      amplitude 7.5938e-12 ... nan  False                   
+    prior-model          index 2.1477e+00 ... nan  False      GaussianPrior
+    prior-model      amplitude 1.0512e-11 ... nan  False                   
     prior-model      reference 1.0000e+00 ... nan   True                   
 
 
@@ -781,14 +781,14 @@ 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': 'TeV-1 s-1 cm-2'}, {'name': 'reference', 'value': 1.0, 'unit': 'TeV'}]}}
 
-    [<__main__.MyCustomPrior object at 0x7fa4bb1da0a0>, None, None]
+    [<__main__.MyCustomPrior object at 0x7fc2f9ac9e80>, None, None]
 
 
 
 
 .. rst-class:: sphx-glr-timing
 
-   **Total running time of the script:** (1 minutes 22.424 seconds)
+   **Total running time of the script:** (1 minutes 22.301 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 79aafd84e28..d15e3e2c118 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
 =================
-**03:11.473** total execution time for 13 files **from tutorials/api**:
+**03:09.318** total execution time for 13 files **from tutorials/api**:
 
 .. container::
 
@@ -33,41 +33,41 @@ Computation times
      - Time
      - Mem (MB)
    * - :ref:`sphx_glr_tutorials_api_priors.py` (``priors.py``)
-     - 01:22.424
+     - 01:22.301
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_astro_dark_matter.py` (``astro_dark_matter.py``)
-     - 00:27.909
-     - 0.0
-   * - :ref:`sphx_glr_tutorials_api_datasets.py` (``datasets.py``)
-     - 00:15.191
+     - 00:27.893
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_makers.py` (``makers.py``)
-     - 00:14.854
+     - 00:15.240
+     - 0.0
+   * - :ref:`sphx_glr_tutorials_api_datasets.py` (``datasets.py``)
+     - 00:13.945
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_fitting.py` (``fitting.py``)
-     - 00:13.208
+     - 00:13.230
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_model_management.py` (``model_management.py``)
-     - 00:10.309
+     - 00:10.379
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_estimators.py` (``estimators.py``)
-     - 00:06.295
+     - 00:06.088
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_catalog.py` (``catalog.py``)
-     - 00:05.899
+     - 00:06.035
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_observation_clustering.py` (``observation_clustering.py``)
-     - 00:03.887
+     - 00:03.984
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_irfs.py` (``irfs.py``)
-     - 00:03.829
+     - 00:03.552
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_models.py` (``models.py``)
-     - 00:02.966
+     - 00:02.470
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_maps.py` (``maps.py``)
-     - 00:02.474
+     - 00:02.287
      - 0.0
    * - :ref:`sphx_glr_tutorials_api_mask_maps.py` (``mask_maps.py``)
-     - 00:02.227
+     - 00:01.915
      - 0.0
diff --git a/docs/dev/_sources/tutorials/data/cta.rst.txt b/docs/dev/_sources/tutorials/data/cta.rst.txt
index 063f71e6d3f..50e4fb51b56 100644
--- a/docs/dev/_sources/tutorials/data/cta.rst.txt
+++ b/docs/dev/_sources/tutorials/data/cta.rst.txt
@@ -133,7 +133,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -525,7 +525,7 @@ Notes:
 
     /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/astropy/units/core.py:2126: 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': <gammapy.irf.effective_area.EffectiveAreaTable2D object at 0x7fa4bda95460>, 'psf': <gammapy.irf.psf.parametric.EnergyDependentMultiGaussPSF object at 0x7fa4bb544310>, 'edisp': <gammapy.irf.edisp.core.EnergyDispersion2D object at 0x7fa4bb5587f0>, 'bkg': <gammapy.irf.background.Background3D object at 0x7fa4bf173370>}
+    {'aeff': <gammapy.irf.effective_area.EffectiveAreaTable2D object at 0x7fc2fb0b8ee0>, 'psf': <gammapy.irf.psf.parametric.EnergyDependentMultiGaussPSF object at 0x7fc2fb08af70>, 'edisp': <gammapy.irf.edisp.core.EnergyDispersion2D object at 0x7fc2fb0b7550>, 'bkg': <gammapy.irf.background.Background3D object at 0x7fc2fb126ee0>}
 
 
 
diff --git a/docs/dev/_sources/tutorials/data/fermi_lat.rst.txt b/docs/dev/_sources/tutorials/data/fermi_lat.rst.txt
index 2163184ba9c..10f1746e6c3 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/data/hawc.rst.txt b/docs/dev/_sources/tutorials/data/hawc.rst.txt
index ed86b85847c..7bddf5d5cff 100644
--- a/docs/dev/_sources/tutorials/data/hawc.rst.txt
+++ b/docs/dev/_sources/tutorials/data/hawc.rst.txt
@@ -119,7 +119,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/data/hess.rst.txt b/docs/dev/_sources/tutorials/data/hess.rst.txt
index 2ad0b97ab6f..3a132716501 100644
--- a/docs/dev/_sources/tutorials/data/hess.rst.txt
+++ b/docs/dev/_sources/tutorials/data/hess.rst.txt
@@ -115,7 +115,7 @@ Check setup
 
     Gammapy package:
 
-            version                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/data/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/data/sg_execution_times.rst.txt
index 62e63040503..c367b27fadc 100644
--- a/docs/dev/_sources/tutorials/data/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/tutorials/data/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:23.010** total execution time for 4 files **from tutorials/data**:
+**00:23.254** 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``)
-     - 00:07.109
+     - 00:07.262
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_fermi_lat.py` (``fermi_lat.py``)
-     - 00:06.720
+     - 00:06.793
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_cta.py` (``cta.py``)
-     - 00:05.571
+     - 00:05.603
      - 0.0
    * - :ref:`sphx_glr_tutorials_data_hess.py` (``hess.py``)
-     - 00:03.610
+     - 00:03.597
      - 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 67d6669e31f..10fecbf6ade 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
 =================
-**00:02.568** total execution time for 1 file **from tutorials/scripts**:
+**00:02.501** 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``)
-     - 00:02.568
+     - 00:02.501
      - 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 e7e82edcf42..21066086918 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
@@ -310,8 +310,8 @@ Here is what the configuration for our analysis looks like:
             parameters:
                 selection_optional: all
         metadata:
-            creator: Gammapy 2.0.dev452+g4492f4b7c
-            date: '2025-02-13T09:51:20.475103'
+            creator: Gammapy 2.0.dev456+g82fae34f9
+            date: '2025-02-13T10:29:27.871803'
             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 2.0.dev452+g4492f4b7c
-            date: '2025-02-13T09:51:20.513765'
+            creator: Gammapy 2.0.dev456+g82fae34f9
+            date: '2025-02-13T10:29:27.899111'
             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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:29.487722'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:36.812572'
         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 14.929 seconds)
+   **Total running time of the script:** (0 minutes 14.717 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 0ad7e1d3a11..8d12ca5f776 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/starting/overview.rst.txt b/docs/dev/_sources/tutorials/starting/overview.rst.txt
index fc77b48f821..4584b80f777 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                : 2.0.dev452+g4492f4b7c 
+            version                : 2.0.dev456+g82fae34f9 
             path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy 
 
 
diff --git a/docs/dev/_sources/tutorials/starting/sg_execution_times.rst.txt b/docs/dev/_sources/tutorials/starting/sg_execution_times.rst.txt
index e1966c98f17..5420ca2063a 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
 =================
-**00:24.742** total execution time for 3 files **from tutorials/starting**:
+**00:23.858** 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``)
-     - 00:14.929
+     - 00:14.717
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_analysis_2.py` (``analysis_2.py``)
-     - 00:07.582
+     - 00:07.442
      - 0.0
    * - :ref:`sphx_glr_tutorials_starting_overview.py` (``overview.py``)
-     - 00:02.231
+     - 00:01.699
      - 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 1d701e94106..b01f877b271 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:07.031511'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:14.484014'
         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 9c7dea68db0..845966000b8 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:05.583300'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:12.851322'
         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 e5705802d6a..b67fdfc4309 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:05.893793'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:13.166073'
         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 4eaac0a8aad..249c52c0586 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:05.182720'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:12.445944'
         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 5d6f3d64c53..5bc241ec810 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:07.257836'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:14.731361'
         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 b2c0449ab3d..583a97828f0 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:06.471489'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:13.817755'
         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 7b5be89717e..5b0aa3d8c0f 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:04.800080'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:12.065863'
         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 3d6ca2e5476..2500a13a0f9 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:06.707846'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:14.094828'
         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 c84ad9bb8c4..61c764a5bf4 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:06.204381'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:13.506878'
         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 bbefb622c96..f4ecead8d1d 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
 =================
-**00:01.857** total execution time for 9 files **from user-guide/model-gallery/spatial**:
+**00:01.985** 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_disk.py` (``plot_disk.py``)
-     - 00:00.297
+     - 00:00.298
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_constant.py` (``plot_constant.py``)
+     - 00:00.281
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gen_gauss.py` (``plot_gen_gauss.py``)
-     - 00:00.268
+     - 00:00.266
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell.py` (``plot_shell.py``)
-     - 00:00.238
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``plot_template.py``)
+     - 00:00.224
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_constant.py` (``plot_constant.py``)
-     - 00:00.216
+   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell.py` (``plot_shell.py``)
+     - 00:00.207
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_gauss.py` (``plot_gauss.py``)
-     - 00:00.200
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_template.py` (``plot_template.py``)
-     - 00:00.193
+     - 00:00.204
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_point.py` (``plot_point.py``)
-     - 00:00.166
+     - 00:00.194
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_shell2.py` (``plot_shell2.py``)
-     - 00:00.147
+     - 00:00.172
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spatial_plot_piecewise_norm_spatial.py` (``plot_piecewise_norm_spatial.py``)
-     - 00:00.133
+     - 00:00.139
      - 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 d6ed1544b19..02a3fb8ec05 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:11.005875'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:18.632477'
         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 feb668e36ea..52243cbc6eb 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:12.245296'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:19.983843'
         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 673ae8f9994..2b7cd537f4a 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:10.150071'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:17.732204'
         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 af1972e6742..815e01cce02 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: TeV-1 s-1 cm-2
     metadata:
-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:15.426250'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:23.253282'
         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 d4d947380cd..5bc7dc7af85 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:14.046549'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:21.827886'
         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 8d5c6989a6f..1ba3405ee49 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:15.084074'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:22.892216'
         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 e46049e583c..1884d286e1c 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:09.448730'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:16.952072'
         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 ce26c1e661a..975a7a31951 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:15.746609'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:23.597744'
         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 a34701559cd..24c74a0e6af 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:07.815257'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:15.304731'
         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 0e49163f76b..d6ebe632359 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
@@ -135,8 +135,8 @@ Here is an example YAML file using the model:
                     value: 0.0
             operator: mul
     metadata:
-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:08.205201'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:15.709835'
         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 33ca3568f4a..a19579c0d9e 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
@@ -169,8 +169,8 @@ Here is an example YAML file using the model:
                 interp: lin
                 scale_method: scale10
     metadata:
-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:12.838003'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:20.547035'
         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 5e5f7526483..0266179bb96 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:08.539572'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:16.056773'
         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 38d43b8e4c4..5dad3eb6c95 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:11.831874'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:19.530086'
         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 05d71f68ea7..295ae20fd5a 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:08.969169'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:16.496657'
         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 caff5e321b5..9c9a85f3992 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:14.756547'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:22.561147'
         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 e08d618379b..4d529e47ac0 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:11.422925'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:19.091261'
         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 4f4030fcf24..aa7cfc28da1 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:14.370113'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:22.166174'
         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 232bfb2aa2b..267543ba413 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:13.181653'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:20.909870'
         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 6c78c73bdf6..ed115106ce3 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:09.752568'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:17.288898'
         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 00a925c1717..c42d6f0f7d1 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
@@ -116,7 +116,7 @@ The following shows how to implement extrapolation of a template spectral model:
  .. code-block:: none
 
 
-    <matplotlib.legend.Legend object at 0x7fa4ccb6d760>
+    <matplotlib.legend.Legend object at 0x7fc30b37b760>
 
 
 
@@ -203,8 +203,8 @@ Here is an example YAML file using the model:
                 - 3.9e-39
                 unit: 1 / (MeV s cm2)
     metadata:
-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:13.731810'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:21.490508'
         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 084d8c0a60b..154f1756af4 100644
--- a/docs/dev/_sources/user-guide/model-gallery/spectral/sg_execution_times.rst.txt
+++ b/docs/dev/_sources/user-guide/model-gallery/spectral/sg_execution_times.rst.txt
@@ -6,7 +6,7 @@
 
 Computation times
 =================
-**00:06.248** total execution time for 20 files **from user-guide/model-gallery/spectral**:
+**00:06.425** 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``)
-     - 00:00.746
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_naima.py` (``plot_naima.py``)
-     - 00:00.480
+     - 00:00.779
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_template_spectral.py` (``plot_template_spectral.py``)
-     - 00:00.448
+     - 00:00.461
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_naima.py` (``plot_naima.py``)
+     - 00:00.438
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola.py` (``plot_logparabola.py``)
-     - 00:00.414
+     - 00:00.410
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_norm_spectral.py` (``plot_exp_cutoff_powerlaw_norm_spectral.py``)
-     - 00:00.365
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw2.py` (``plot_powerlaw2.py``)
-     - 00:00.329
+     - 00:00.344
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_broken_powerlaw.py` (``plot_broken_powerlaw.py``)
-     - 00:00.298
+     - 00:00.341
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_smooth_broken_powerlaw.py` (``plot_smooth_broken_powerlaw.py``)
-     - 00:00.297
+     - 00:00.332
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw2.py` (``plot_powerlaw2.py``)
+     - 00:00.330
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_compound.py` (``plot_compound.py``)
-     - 00:00.297
+     - 00:00.330
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw.py` (``plot_powerlaw.py``)
-     - 00:00.294
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw_norm_spectral.py` (``plot_powerlaw_norm_spectral.py``)
-     - 00:00.283
+     - 00:00.323
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_logparabola_norm_spectral.py` (``plot_logparabola_norm_spectral.py``)
-     - 00:00.276
+     - 00:00.279
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_powerlaw_norm_spectral.py` (``plot_powerlaw_norm_spectral.py``)
+     - 00:00.278
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_constant_spectral.py` (``plot_constant_spectral.py``)
-     - 00:00.238
+     - 00:00.242
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_piecewise_norm_spectral.py` (``plot_piecewise_norm_spectral.py``)
-     - 00:00.226
-     - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_3fgl.py` (``plot_super_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.222
+     - 00:00.228
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_4fgl.py` (``plot_super_exp_cutoff_powerlaw_4fgl.py``)
-     - 00:00.221
+     - 00:00.226
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_gauss_spectral.py` (``plot_gauss_spectral.py``)
-     - 00:00.216
+     - 00:00.224
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_super_exp_cutoff_powerlaw_3fgl.py` (``plot_super_exp_cutoff_powerlaw_3fgl.py``)
+     - 00:00.223
+     - 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``)
+     - 00:00.222
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw.py` (``plot_exp_cutoff_powerlaw.py``)
-     - 00:00.206
+     - 00:00.209
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_spectral_plot_exp_cutoff_powerlaw_3fgl.py` (``plot_exp_cutoff_powerlaw_3fgl.py``)
-     - 00:00.203
-     - 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``)
-     - 00:00.190
+     - 00:00.207
      - 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 eb31c43f16d..ed005268bd5 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:16.027771'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:23.895304'
         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 fb49deb5ea0..eeb20f35b14 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:17.605271'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:25.528743'
         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 fd5f1f36d9a..61dc6509598 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:17.382629'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:25.292889'
         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 20b680992fc..6e2c312f782 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:16.704952'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:24.597942'
         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 2f144335b65..29f2f3af528 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: 60719.31061133404
+                value: 60719.33709161798
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:16.918070'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:24.818216'
         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 25cdb76366d..103f0cd94b1 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: 60719.31062175004
+                value: 60719.33710245859
                 unit: d
             -   name: t0
                 value: 1.0
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:17.908587'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:25.849709'
         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 ecdd10ee87b..d77d86ad426 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: rad d-1
             -   name: t_ref
-                value: 60719.31060624622
+                value: 60719.3370863335
                 unit: d
             scale: utc
     metadata:
-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:16.483307'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:24.362999'
         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 5bd17a3c06d..d42c785a1df 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:17.156608'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:25.063937'
         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 8f2ea4cbe8b..e1e2dc7e1d8 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 2.0.dev452+g4492f4b7c
-        date: '2025-02-13T09:51:16.262964'
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: '2025-02-13T10:29:24.140390'
         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 3363f946795..694e9e0781d 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
 =================
-**00:01.066** total execution time for 9 files **from user-guide/model-gallery/temporal**:
+**00:01.096** 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_powerlaw_temporal.py` (``plot_powerlaw_temporal.py``)
-     - 00:00.191
+     - 00:00.199
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_phase_temporal.py` (``plot_template_phase_temporal.py``)
-     - 00:00.122
+     - 00:00.124
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_template_temporal.py` (``plot_template_temporal.py``)
-     - 00:00.119
+     - 00:00.121
+     - 0.0
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_expdecay_temporal.py` (``plot_expdecay_temporal.py``)
+     - 00:00.117
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_generalized_gaussian_temporal.py` (``plot_generalized_gaussian_temporal.py``)
-     - 00:00.109
+     - 00:00.112
      - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_gaussian_temporal.py` (``plot_gaussian_temporal.py``)
      - 00:00.108
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_expdecay_temporal.py` (``plot_expdecay_temporal.py``)
-     - 00:00.106
-     - 0.0
    * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_sine_temporal.py` (``plot_sine_temporal.py``)
      - 00:00.106
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_constant_temporal.py` (``plot_constant_temporal.py``)
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_linear_temporal.py` (``plot_linear_temporal.py``)
      - 00:00.105
      - 0.0
-   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_linear_temporal.py` (``plot_linear_temporal.py``)
-     - 00:00.101
+   * - :ref:`sphx_glr_user-guide_model-gallery_temporal_plot_constant_temporal.py` (``plot_constant_temporal.py``)
+     - 00:00.104
      - 0.0
diff --git a/docs/dev/_sources/user-guide/references.rst.txt b/docs/dev/_sources/user-guide/references.rst.txt
index 76e00a21310..ad2d33735d2 100644
--- a/docs/dev/_sources/user-guide/references.rst.txt
+++ b/docs/dev/_sources/user-guide/references.rst.txt
@@ -51,7 +51,7 @@ Glossary
       Short for "data level 4": it is used to mention or describe binned-science data, ie
       N-dim maps (multi-dimensional histograms) of the spatial, temporal and/or spectral
       components of the DL3 data in instrumental units (e.g. counts). See :ref:`maps` and
-     :ref:`data flow <data_flow>`.
+      :ref:`data flow <data_flow>`.
 
     DL5
       Short for "data level 5": it is used to mention or describe advanced-science data, ie
diff --git a/docs/dev/api-reference/analysis.html b/docs/dev/api-reference/analysis.html
index e0477a348c6..5be89491306 100644
--- a/docs/dev/api-reference/analysis.html
+++ b/docs/dev/api-reference/analysis.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="compute_lightcurve_discrete_correlation" href="../api/gammapy.estimators.utils.compute_lightcurve_discrete_correlation.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/astro.html b/docs/dev/api-reference/astro.html
index 373a6335526..311d28327da 100644
--- a/docs/dev/api-reference/astro.html
+++ b/docs/dev/api-reference/astro.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="CATALOG_REGISTRY" href="../api/gammapy.catalog.CATALOG_REGISTRY.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/catalog.html b/docs/dev/api-reference/catalog.html
index 13ffc49311e..eab3c439c30 100644
--- a/docs/dev/api-reference/catalog.html
+++ b/docs/dev/api-reference/catalog.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="AnalysisConfig" href="../api/gammapy.analysis.AnalysisConfig.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/data.html b/docs/dev/api-reference/data.html
index 1e76e21ab97..ac06c4861e4 100644
--- a/docs/dev/api-reference/data.html
+++ b/docs/dev/api-reference/data.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="API reference" href="index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/datasets.html b/docs/dev/api-reference/datasets.html
index f2968dae33e..5c15a4e0f60 100644
--- a/docs/dev/api-reference/datasets.html
+++ b/docs/dev/api-reference/datasets.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="make_observation_time_map" href="../api/gammapy.makers.utils.make_observation_time_map.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/estimators.html b/docs/dev/api-reference/estimators.html
index 6fc76db2967..4240e642217 100644
--- a/docs/dev/api-reference/estimators.html
+++ b/docs/dev/api-reference/estimators.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="read_hermes_cube" href="../api/gammapy.modeling.models.utils.read_hermes_cube.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/index.html b/docs/dev/api-reference/index.html
index b615a4a7f12..e3c843e18bb 100644
--- a/docs/dev/api-reference/index.html
+++ b/docs/dev/api-reference/index.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Survey Map Script" href="../tutorials/scripts/survey_map.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/irf.html b/docs/dev/api-reference/irf.html
index 4aee3072d2f..1f1b8e95cd1 100644
--- a/docs/dev/api-reference/irf.html
+++ b/docs/dev/api-reference/irf.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="observatory_locations" href="../api/gammapy.data.observatory_locations.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/makers.html b/docs/dev/api-reference/makers.html
index bb62d96838d..ae92a184301 100644
--- a/docs/dev/api-reference/makers.html
+++ b/docs/dev/api-reference/makers.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="IRF_REGISTRY" href="../api/gammapy.irf.IRF_REGISTRY.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/maps.html b/docs/dev/api-reference/maps.html
index 1bd1d2c8736..8a5ecf1e539 100644
--- a/docs/dev/api-reference/maps.html
+++ b/docs/dev/api-reference/maps.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="create_map_dataset_from_dl4" href="../api/gammapy.datasets.utils.create_map_dataset_from_dl4.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/modeling.html b/docs/dev/api-reference/modeling.html
index 3f231aa3598..a4337750e5f 100644
--- a/docs/dev/api-reference/modeling.html
+++ b/docs/dev/api-reference/modeling.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="WcsNDMap" href="../api/gammapy.maps.WcsNDMap.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/scripts.html b/docs/dev/api-reference/scripts.html
index 5a98502d1e1..4f525d5afc3 100644
--- a/docs/dev/api-reference/scripts.html
+++ b/docs/dev/api-reference/scripts.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="WStatCountsStatistic" href="../api/gammapy.stats.WStatCountsStatistic.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/stats.html b/docs/dev/api-reference/stats.html
index 7675f08b32f..642a661f62c 100644
--- a/docs/dev/api-reference/stats.html
+++ b/docs/dev/api-reference/stats.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="SNRTrueloveMcKee" href="../api/gammapy.astro.source.SNRTrueloveMcKee.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/utils.html b/docs/dev/api-reference/utils.html
index fecb5999f72..a0cfdff2fb3 100644
--- a/docs/dev/api-reference/utils.html
+++ b/docs/dev/api-reference/utils.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="MapPanelPlotter" href="../api/gammapy.visualization.MapPanelPlotter.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api-reference/visualization.html b/docs/dev/api-reference/visualization.html
index 23c57208380..6469ee29518 100644
--- a/docs/dev/api-reference/visualization.html
+++ b/docs/dev/api-reference/visualization.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="scripts - Command line tools" href="scripts.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.analysis.Analysis.html b/docs/dev/api/gammapy.analysis.Analysis.html
index f985131e38a..4169a28a212 100644
--- a/docs/dev/api/gammapy.analysis.Analysis.html
+++ b/docs/dev/api/gammapy.analysis.Analysis.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="analysis - High level interface" href="../api-reference/analysis.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.analysis.AnalysisConfig.html b/docs/dev/api/gammapy.analysis.AnalysisConfig.html
index b8b6a762acb..b8764551365 100644
--- a/docs/dev/api/gammapy.analysis.AnalysisConfig.html
+++ b/docs/dev/api/gammapy.analysis.AnalysisConfig.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Analysis" href="gammapy.analysis.Analysis.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.astro.darkmatter.BurkertProfile.html b/docs/dev/api/gammapy.astro.darkmatter.BurkertProfile.html
index 8f4cbb81dcc..19891a278ce 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.BurkertProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.BurkertProfile.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="PrimaryFlux" href="gammapy.astro.darkmatter.PrimaryFlux.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -549,8 +549,8 @@ <h1>BurkertProfile<a class="headerlink" href="#burkertprofile" title="Link to th
 </dl>
 <p class="rubric">References</p>
 <ul class="simple">
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1995ApJ...447L..25B">1995ApJ…447L..25B</a></p></li>
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">2011JCAP…03..051C</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1965TrAlm...5...87E">Burkert (1995), “The Structure of Dark Matter Halos in Dwarf Galaxies”</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">Marco et al. (2011), “PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection”</a></p></li>
 </ul>
 <p class="rubric">Attributes Summary</p>
 <div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
diff --git a/docs/dev/api/gammapy.astro.darkmatter.DMProfile.html b/docs/dev/api/gammapy.astro.darkmatter.DMProfile.html
index 6b0722283b4..40649f56ccf 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.DMProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.DMProfile.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="BurkertProfile" href="gammapy.astro.darkmatter.BurkertProfile.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html b/docs/dev/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html
index 7eec40176e7..145077f8009 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="astro - Astrophysics" href="../api-reference/astro.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -563,9 +563,7 @@ <h1>DarkMatterAnnihilationSpectralModel<a class="headerlink" href="#darkmatteran
 </dd>
 </dl>
 <p class="rubric">References</p>
-<ul class="simple">
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">2011JCAP…03..051</a></p></li>
-</ul>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">Marco et al. (2011), “PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection”</a></p>
 <p class="rubric">Examples</p>
 <p>This is how to instantiate a <a class="reference internal" href="#gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel" title="gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DarkMatterAnnihilationSpectralModel</span></code></a> model:</p>
 <div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">astropy.units</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">u</span>
diff --git a/docs/dev/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html b/docs/dev/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html
index 4f417c3250d..98fb2cd49a9 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="DarkMatterAnnihilationSpectralModel" href="gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -561,9 +561,7 @@ <h1>DarkMatterDecaySpectralModel<a class="headerlink" href="#darkmatterdecayspec
 </dd>
 </dl>
 <p class="rubric">References</p>
-<ul class="simple">
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">2011JCAP…03..051</a></p></li>
-</ul>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">Marco et al. (2011), “PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection”</a></p>
 <p class="rubric">Examples</p>
 <p>This is how to instantiate a <a class="reference internal" href="gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel.html#gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel" title="gammapy.astro.darkmatter.DarkMatterAnnihilationSpectralModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">DarkMatterAnnihilationSpectralModel</span></code></a> model:</p>
 <div class="highlight-python3 notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">astropy.units</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">u</span>
diff --git a/docs/dev/api/gammapy.astro.darkmatter.EinastoProfile.html b/docs/dev/api/gammapy.astro.darkmatter.EinastoProfile.html
index 6552e5b41d0..a94fab85195 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.EinastoProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.EinastoProfile.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="DMProfile" href="gammapy.astro.darkmatter.DMProfile.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -555,8 +555,9 @@ <h1>EinastoProfile<a class="headerlink" href="#einastoprofile" title="Link to th
 </dl>
 <p class="rubric">References</p>
 <ul class="simple">
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1965TrAlm...5...87E">1965TrAlm…5…87E</a></p></li>
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">2011JCAP…03..051C</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1965TrAlm...5...87E">Einasto (1965), “On the Construction of a Composite Model for the Galaxy and on the Determination of the System
+of Galactic Parameters”</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">Marco et al. (2011), “PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection”</a></p></li>
 </ul>
 <p class="rubric">Attributes Summary</p>
 <div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
diff --git a/docs/dev/api/gammapy.astro.darkmatter.IsothermalProfile.html b/docs/dev/api/gammapy.astro.darkmatter.IsothermalProfile.html
index 214bc538f7d..c6500380aaf 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.IsothermalProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.IsothermalProfile.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="EinastoProfile" href="gammapy.astro.darkmatter.EinastoProfile.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -549,8 +549,8 @@ <h1>IsothermalProfile<a class="headerlink" href="#isothermalprofile" title="Link
 </dl>
 <p class="rubric">References</p>
 <ul class="simple">
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1991MNRAS.249..523B">1991MNRAS.249..523B</a></p></li>
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">2011JCAP…03..051C</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1965TrAlm...5...87E">Begeman et al. (1991), “Extended rotation curves of spiral galaxies : dark haloes and modified dynamics”</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">Marco et al. (2011), “PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection”</a></p></li>
 </ul>
 <p class="rubric">Attributes Summary</p>
 <div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
diff --git a/docs/dev/api/gammapy.astro.darkmatter.JFactory.html b/docs/dev/api/gammapy.astro.darkmatter.JFactory.html
index b7c4a64d562..9a827e2420c 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.JFactory.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.JFactory.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="DarkMatterDecaySpectralModel" href="gammapy.astro.darkmatter.DarkMatterDecaySpectralModel.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.astro.darkmatter.MooreProfile.html b/docs/dev/api/gammapy.astro.darkmatter.MooreProfile.html
index 0d04f1ac7d0..8b4088fb0a7 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.MooreProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.MooreProfile.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="IsothermalProfile" href="gammapy.astro.darkmatter.IsothermalProfile.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -550,8 +550,8 @@ <h1>MooreProfile<a class="headerlink" href="#mooreprofile" title="Link to this h
 </dl>
 <p class="rubric">References</p>
 <ul class="simple">
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2004MNRAS.353..624D">2004MNRAS.353..624D</a></p></li>
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">2011JCAP…03..051C</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1965TrAlm...5...87E">Diemand et al. (2004), “Convergence and scatter of cluster density profiles”</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">Marco et al. (2011), “PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection”</a></p></li>
 </ul>
 <p class="rubric">Attributes Summary</p>
 <div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
diff --git a/docs/dev/api/gammapy.astro.darkmatter.NFWProfile.html b/docs/dev/api/gammapy.astro.darkmatter.NFWProfile.html
index b9698e5eb98..17e00787ce1 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.NFWProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.NFWProfile.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="MooreProfile" href="gammapy.astro.darkmatter.MooreProfile.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -551,8 +551,8 @@ <h1>NFWProfile<a class="headerlink" href="#nfwprofile" title="Link to this headi
 </dl>
 <p class="rubric">References</p>
 <ul class="simple">
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1997ApJ...490..493N">1997ApJ…490..493</a></p></li>
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">2011JCAP…03..051C</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1997ApJ...490..493N">Navarro et al. (1997), “A Universal Density Profile from Hierarchical Clustering”</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">Marco et al. (2011), “PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection”</a></p></li>
 </ul>
 <p class="rubric">Attributes Summary</p>
 <div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
diff --git a/docs/dev/api/gammapy.astro.darkmatter.PrimaryFlux.html b/docs/dev/api/gammapy.astro.darkmatter.PrimaryFlux.html
index 9687d4f8d64..5a237cfd884 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.PrimaryFlux.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.PrimaryFlux.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="JFactory" href="gammapy.astro.darkmatter.JFactory.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -555,8 +555,8 @@ <h1>PrimaryFlux<a class="headerlink" href="#primaryflux" title="Link to this hea
 </dl>
 <p class="rubric">References</p>
 <ul class="simple">
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">2011JCAP…03..051</a></p></li>
-<li><p>Cirelli et al (2016): <a class="reference external" href="http://www.marcocirelli.net/PPPC4DMID.html">http://www.marcocirelli.net/PPPC4DMID.html</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">Marco et al. (2011), “PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection”</a></p></li>
+<li><p><a class="reference external" href="http://www.marcocirelli.net/PPPC4DMID.html">Cirelli et al. (2016), “PPPC 4 DM ID: A Poor Particle Physicist Cookbook for Dark Matter Indirect Detection”</a></p></li>
 </ul>
 <p class="rubric">Attributes Summary</p>
 <div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
diff --git a/docs/dev/api/gammapy.astro.darkmatter.ZhaoProfile.html b/docs/dev/api/gammapy.astro.darkmatter.ZhaoProfile.html
index d0378de39f7..57c101687a2 100644
--- a/docs/dev/api/gammapy.astro.darkmatter.ZhaoProfile.html
+++ b/docs/dev/api/gammapy.astro.darkmatter.ZhaoProfile.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="NFWProfile" href="gammapy.astro.darkmatter.NFWProfile.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -537,12 +537,13 @@ <h1>ZhaoProfile<a class="headerlink" href="#zhaoprofile" title="Link to this hea
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gammapy.astro.darkmatter.</span></span><span class="sig-name descname"><span class="pre">ZhaoProfile</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">r_s=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alpha=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">beta=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">gamma=None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rho_s=&lt;Quantity</span> <span class="pre">1.</span> <span class="pre">GeV</span> <span class="pre">/</span> <span class="pre">cm3&gt;</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/gammapy/astro/darkmatter/profiles.html#ZhaoProfile"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gammapy.astro.darkmatter.ZhaoProfile" title="Link to this definition">#</a></dt>
 <dd><p>Bases: <a class="reference internal" href="gammapy.astro.darkmatter.DMProfile.html#gammapy.astro.darkmatter.DMProfile" title="gammapy.astro.darkmatter.profiles.DMProfile"><code class="xref py py-class docutils literal notranslate"><span class="pre">DMProfile</span></code></a></p>
 <p>Zhao Profile.</p>
-<p>This is taken from equation 1 from Zhao (1996). It is a generalization of the NFW profile. The volume density
+<p>It is a generalization of the NFW profile. The volume density
 is parametrized with a double power-law. Scale radii smaller than the scale radius are described with a slope of
 <span class="math notranslate nohighlight">\(-\gamma\)</span> and scale radii larger than the scale radius are described with a slope of <span class="math notranslate nohighlight">\(-\beta\)</span>.
 <span class="math notranslate nohighlight">\(\alpha\)</span> is a measure for the width of the transition region.</p>
 <div class="math notranslate nohighlight">
 \[\rho(r) = \rho_s \left(\frac{r_s}{r}\right)^\gamma \left(1 + \left(\frac{r}{r_s}\right)^\frac{1}{\alpha} \right)^{(\gamma - \beta) \alpha}\]</div>
+<p>Equation (1) from <a class="reference internal" href="#r158d5abcf387-1" id="id1">[1]</a>.</p>
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl>
@@ -560,9 +561,14 @@ <h1>ZhaoProfile<a class="headerlink" href="#zhaoprofile" title="Link to this hea
 </dd>
 </dl>
 <p class="rubric">References</p>
+<div role="list" class="citation-list">
+<div class="citation" id="r158d5abcf387-1" role="doc-biblioentry">
+<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">1</a><span class="fn-bracket">]</span></span>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1996MNRAS.278..488Z">Zhao (1996), “Analytical models for galactic nuclei”</a></p>
+</div>
+</div>
 <ul class="simple">
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1996MNRAS.278..488Z">1996MNRAS.278..488Z</a></p></li>
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">2011JCAP…03..051C</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011JCAP...03..051C">Marco et al. (2011), “PPPC 4 DM ID: a poor particle physicist cookbook for dark matter indirect detection”</a></p></li>
 </ul>
 <p class="rubric">Attributes Summary</p>
 <div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
diff --git a/docs/dev/api/gammapy.astro.population.CaseBattacharya1998.html b/docs/dev/api/gammapy.astro.population.CaseBattacharya1998.html
index 60d89180b5e..18aaa039935 100644
--- a/docs/dev/api/gammapy.astro.population.CaseBattacharya1998.html
+++ b/docs/dev/api/gammapy.astro.population.CaseBattacharya1998.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="make_catalog_random_positions_sphere" href="gammapy.astro.population.make_catalog_random_positions_sphere.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -540,7 +540,7 @@ <h1>CaseBattacharya1998<a class="headerlink" href="#casebattacharya1998" title="
 <div class="math notranslate nohighlight">
 \[f(r) = A \left( \frac{r}{r_{\odot}} \right) ^ \alpha \exp
 \left[ -\beta \left( \frac{ r - r_{\odot}}{r_{\odot}} \right) \right]\]</div>
-<p>Formula (14) <a class="reference internal" href="#rd67b2d09eaba-casebattacharya1998" id="id1">[CaseBattacharya1998]</a>.</p>
+<p>Formula (14) in <a class="reference internal" href="#rd67b2d09eaba-1" id="id1">[1]</a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl class="simple">
@@ -562,9 +562,9 @@ <h1>CaseBattacharya1998<a class="headerlink" href="#casebattacharya1998" title="
 </div>
 <p class="rubric">References</p>
 <div role="list" class="citation-list">
-<div class="citation" id="rd67b2d09eaba-casebattacharya1998" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">CaseBattacharya1998</a><span class="fn-bracket">]</span></span>
-<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1998ApJ...504..761C">https://ui.adsabs.harvard.edu/abs/1998ApJ…504..761C</a></p>
+<div class="citation" id="rd67b2d09eaba-1" role="doc-biblioentry">
+<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">1</a><span class="fn-bracket">]</span></span>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1998ApJ...504..761C">Case et al. (1998), “A New Σ-D Relation and Its Application to the Galactic Supernova Remnant Distribution”</a></p>
 </div>
 </div>
 <p class="rubric">Attributes Summary</p>
diff --git a/docs/dev/api/gammapy.astro.population.Exponential.html b/docs/dev/api/gammapy.astro.population.Exponential.html
index 91ead400535..706de89844d 100644
--- a/docs/dev/api/gammapy.astro.population.Exponential.html
+++ b/docs/dev/api/gammapy.astro.population.Exponential.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="CaseBattacharya1998" href="gammapy.astro.population.CaseBattacharya1998.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.astro.population.FaucherKaspi2006.html b/docs/dev/api/gammapy.astro.population.FaucherKaspi2006.html
index bd17f9a6d0e..ebc9d9211d7 100644
--- a/docs/dev/api/gammapy.astro.population.FaucherKaspi2006.html
+++ b/docs/dev/api/gammapy.astro.population.FaucherKaspi2006.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Exponential" href="gammapy.astro.population.Exponential.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -540,7 +540,7 @@ <h1>FaucherKaspi2006<a class="headerlink" href="#faucherkaspi2006" title="Link t
 <div class="math notranslate nohighlight">
 \[f(r) = A \frac{1}{\sqrt{2 \pi} \sigma} \exp
 \left(- \frac{(r - r_0)^2}{2 \sigma ^ 2}\right)\]</div>
-<p>Appendix B <a class="reference internal" href="#raf1f95762b60-faucherkaspi2006" id="id1">[FaucherKaspi2006]</a>.</p>
+<p>Appendix B in <a class="reference internal" href="#raf1f95762b60-1" id="id1">[1]</a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl class="simple">
@@ -562,9 +562,9 @@ <h1>FaucherKaspi2006<a class="headerlink" href="#faucherkaspi2006" title="Link t
 </div>
 <p class="rubric">References</p>
 <div role="list" class="citation-list">
-<div class="citation" id="raf1f95762b60-faucherkaspi2006" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">FaucherKaspi2006</a><span class="fn-bracket">]</span></span>
-<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2006ApJ...643..332F">https://ui.adsabs.harvard.edu/abs/2006ApJ…643..332F</a></p>
+<div class="citation" id="raf1f95762b60-1" role="doc-biblioentry">
+<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">1</a><span class="fn-bracket">]</span></span>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2006ApJ...643..332F">Faucher-Giguère and Kaspi (2006), “Birth and Evolution of Isolated Radio Pulsars”</a></p>
 </div>
 </div>
 <p class="rubric">Attributes Summary</p>
diff --git a/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityBimodal.html b/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityBimodal.html
index 3f911f01b2e..d644a82f924 100644
--- a/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityBimodal.html
+++ b/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityBimodal.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="FaucherKaspi2006" href="gammapy.astro.population.FaucherKaspi2006.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -536,12 +536,12 @@ <h1>FaucherKaspi2006VelocityBimodal<a class="headerlink" href="#faucherkaspi2006
 <dt class="sig sig-object py" id="gammapy.astro.population.FaucherKaspi2006VelocityBimodal">
 <em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gammapy.astro.population.</span></span><span class="sig-name descname"><span class="pre">FaucherKaspi2006VelocityBimodal</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">amplitude</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma_1</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">160</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sigma_2</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">780</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">w</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">0.9</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/gammapy/astro/population/velocity.html#FaucherKaspi2006VelocityBimodal"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gammapy.astro.population.FaucherKaspi2006VelocityBimodal" title="Link to this definition">#</a></dt>
 <dd><p>Bases: <a class="reference external" href="https://docs.astropy.org/en/stable/api/astropy.modeling.Fittable1DModel.html#astropy.modeling.Fittable1DModel" title="(in Astropy v7.0)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Fittable1DModel</span></code></a></p>
-<p>Bimodal pulsar velocity distribution. - Faucher &amp; Kaspi (2006).</p>
+<p>Bimodal pulsar velocity distribution.</p>
 <div class="math notranslate nohighlight">
 \[f(v) = A\sqrt{\frac{2}{\pi}} v^2 \left[\frac{w}{\sigma_1^3}
 \exp \left(-\frac{v^2}{2\sigma_1^2} \right) + \frac{1-w}{\sigma_2^3}
 \exp \left(-\frac{v^2}{2\sigma_2^2} \right) \right]\]</div>
-<p>Formula (7) <a class="reference internal" href="#r69bac6f6972c-faucherkaspi2006" id="id1">[FaucherKaspi2006]</a>.</p>
+<p>Formula (7) in <a class="reference internal" href="#r69bac6f6972c-1" id="id1">[1]</a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl class="simple">
@@ -558,9 +558,9 @@ <h1>FaucherKaspi2006VelocityBimodal<a class="headerlink" href="#faucherkaspi2006
 </dl>
 <p class="rubric">References</p>
 <div role="list" class="citation-list">
-<div class="citation" id="r69bac6f6972c-faucherkaspi2006" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">FaucherKaspi2006</a><span class="fn-bracket">]</span></span>
-<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2006ApJ...643..332F">https://ui.adsabs.harvard.edu/abs/2006ApJ…643..332F</a></p>
+<div class="citation" id="r69bac6f6972c-1" role="doc-biblioentry">
+<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">1</a><span class="fn-bracket">]</span></span>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2006ApJ...643..332F">Faucher-Giguère and Kaspi (2006), “Birth and Evolution of Isolated Radio Pulsars”</a></p>
 </div>
 </div>
 <p class="rubric">Attributes Summary</p>
diff --git a/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityMaxwellian.html b/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityMaxwellian.html
index 808b8e5f26b..706c336589d 100644
--- a/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityMaxwellian.html
+++ b/docs/dev/api/gammapy.astro.population.FaucherKaspi2006VelocityMaxwellian.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="FaucherKaspi2006VelocityBimodal" href="gammapy.astro.population.FaucherKaspi2006VelocityBimodal.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -540,7 +540,6 @@ <h1>FaucherKaspi2006VelocityMaxwellian<a class="headerlink" href="#faucherkaspi2
 <div class="math notranslate nohighlight">
 \[f(v) = A \sqrt{ \frac{2}{\pi}} \frac{v ^ 2}{\sigma ^ 3 }
        \exp \left(-\frac{v ^ 2}{2 \sigma ^ 2} \right)\]</div>
-<p>Reference: <a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2006ApJ...643..332F">https://ui.adsabs.harvard.edu/abs/2006ApJ…643..332F</a></p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl class="simple">
@@ -551,6 +550,13 @@ <h1>FaucherKaspi2006VelocityMaxwellian<a class="headerlink" href="#faucherkaspi2
 </dl>
 </dd>
 </dl>
+<p class="rubric">References</p>
+<div role="list" class="citation-list">
+<div class="citation" id="r4dbcf8875ab8-1" role="doc-biblioentry">
+<span class="label"><span class="fn-bracket">[</span>1<span class="fn-bracket">]</span></span>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2006ApJ...643..332F">Faucher-Giguère and Kaspi (2006), “Birth and Evolution of Isolated Radio Pulsars”</a></p>
+</div>
+</div>
 <p class="rubric">Attributes Summary</p>
 <div class="pst-scrollable-table-container"><table class="autosummary longtable table autosummary">
 <tbody>
diff --git a/docs/dev/api/gammapy.astro.population.FaucherSpiral.html b/docs/dev/api/gammapy.astro.population.FaucherSpiral.html
index 5612fe31323..d6e45eac4ad 100644
--- a/docs/dev/api/gammapy.astro.population.FaucherSpiral.html
+++ b/docs/dev/api/gammapy.astro.population.FaucherSpiral.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="FaucherKaspi2006VelocityMaxwellian" href="gammapy.astro.population.FaucherKaspi2006VelocityMaxwellian.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.astro.population.LogSpiral.html b/docs/dev/api/gammapy.astro.population.LogSpiral.html
index 0bf389e6dbe..e497feac129 100644
--- a/docs/dev/api/gammapy.astro.population.LogSpiral.html
+++ b/docs/dev/api/gammapy.astro.population.LogSpiral.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="FaucherSpiral" href="gammapy.astro.population.FaucherSpiral.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.astro.population.Lorimer2006.html b/docs/dev/api/gammapy.astro.population.Lorimer2006.html
index 52b25a675a2..b5144a17103 100644
--- a/docs/dev/api/gammapy.astro.population.Lorimer2006.html
+++ b/docs/dev/api/gammapy.astro.population.Lorimer2006.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="LogSpiral" href="gammapy.astro.population.LogSpiral.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -540,7 +540,7 @@ <h1>Lorimer2006<a class="headerlink" href="#lorimer2006" title="Link to this hea
 <div class="math notranslate nohighlight">
 \[f(r) = A \left( \frac{r}{r_{\odot}} \right) ^ B \exp
 \left[ -C \left( \frac{r - r_{\odot}}{r_{\odot}} \right) \right]\]</div>
-<p>Formula (10) <a class="reference internal" href="#r297ba43fc38b-lorimer2006" id="id1">[Lorimer2006]</a>.</p>
+<p>Formula (10) in <a class="reference internal" href="#r297ba43fc38b-1" id="id1">[1]</a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl class="simple">
@@ -562,9 +562,10 @@ <h1>Lorimer2006<a class="headerlink" href="#lorimer2006" title="Link to this hea
 </div>
 <p class="rubric">References</p>
 <div role="list" class="citation-list">
-<div class="citation" id="r297ba43fc38b-lorimer2006" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">Lorimer2006</a><span class="fn-bracket">]</span></span>
-<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2006MNRAS.372..777L">https://ui.adsabs.harvard.edu/abs/2006MNRAS.372..777L</a></p>
+<div class="citation" id="r297ba43fc38b-1" role="doc-biblioentry">
+<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">1</a><span class="fn-bracket">]</span></span>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2006MNRAS.372..777L">Lorimer et al. (2006), “The Parkes Multibeam Pulsar Survey - VI. Discovery and timing of 142 pulsars and a
+Galactic population analysis”</a></p>
 </div>
 </div>
 <p class="rubric">Attributes Summary</p>
diff --git a/docs/dev/api/gammapy.astro.population.Paczynski1990.html b/docs/dev/api/gammapy.astro.population.Paczynski1990.html
index a632d20c55d..e8f06912cf4 100644
--- a/docs/dev/api/gammapy.astro.population.Paczynski1990.html
+++ b/docs/dev/api/gammapy.astro.population.Paczynski1990.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Lorimer2006" href="gammapy.astro.population.Lorimer2006.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -539,7 +539,7 @@ <h1>Paczynski1990<a class="headerlink" href="#paczynski1990" title="Link to this
 <p>Radial distribution of the birth surface density of neutron stars.</p>
 <div class="math notranslate nohighlight">
 \[f(r) = A r_{exp}^{-2} \exp \left(-\frac{r}{r_{exp}} \right)\]</div>
-<p>Formula (2) <a class="reference internal" href="#r34664a81dc53-paczynski1990" id="id1">[Paczynski1990]</a>.</p>
+<p>Formula (2) in <a class="reference internal" href="#r34664a81dc53-1" id="id1">[1]</a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl class="simple">
@@ -559,9 +559,9 @@ <h1>Paczynski1990<a class="headerlink" href="#paczynski1990" title="Link to this
 </div>
 <p class="rubric">References</p>
 <div role="list" class="citation-list">
-<div class="citation" id="r34664a81dc53-paczynski1990" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">Paczynski1990</a><span class="fn-bracket">]</span></span>
-<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1990ApJ...348..485P">https://ui.adsabs.harvard.edu/abs/1990ApJ…348..485P</a></p>
+<div class="citation" id="r34664a81dc53-1" role="doc-biblioentry">
+<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">1</a><span class="fn-bracket">]</span></span>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1990ApJ...348..485P">Paczynski (1990), “A Test of the Galactic Origin of Gamma-Ray Bursts”</a></p>
 </div>
 </div>
 <p class="rubric">Attributes Summary</p>
diff --git a/docs/dev/api/gammapy.astro.population.Paczynski1990Velocity.html b/docs/dev/api/gammapy.astro.population.Paczynski1990Velocity.html
index b31035933a5..c93ea8a2e81 100644
--- a/docs/dev/api/gammapy.astro.population.Paczynski1990Velocity.html
+++ b/docs/dev/api/gammapy.astro.population.Paczynski1990Velocity.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Paczynski1990" href="gammapy.astro.population.Paczynski1990.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -539,7 +539,7 @@ <h1>Paczynski1990Velocity<a class="headerlink" href="#paczynski1990velocity" tit
 <p>Distribution by Lyne 1982 and adopted by Paczynski and Faucher.</p>
 <div class="math notranslate nohighlight">
 \[f(v) = A\frac{4}{\pi} \frac{1}{v_0 \left[1 + (v / v_0) ^ 2 \right] ^ 2}\]</div>
-<p>Formula (3) <a class="reference internal" href="#r699df51d4bde-paczynski1990" id="id1">[Paczynski1990]</a>.</p>
+<p>Formula (3) in <a class="reference internal" href="#r699df51d4bde-1" id="id1">[1]</a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl class="simple">
@@ -552,9 +552,9 @@ <h1>Paczynski1990Velocity<a class="headerlink" href="#paczynski1990velocity" tit
 </dl>
 <p class="rubric">References</p>
 <div role="list" class="citation-list">
-<div class="citation" id="r699df51d4bde-paczynski1990" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">Paczynski1990</a><span class="fn-bracket">]</span></span>
-<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1990ApJ...348..485P">https://ui.adsabs.harvard.edu/abs/1990ApJ…348..485P</a></p>
+<div class="citation" id="r699df51d4bde-1" role="doc-biblioentry">
+<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">1</a><span class="fn-bracket">]</span></span>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1990ApJ...348..485P">Paczynski (1990), “A Test of the Galactic Origin of Gamma-Ray Bursts”</a></p>
 </div>
 </div>
 <p class="rubric">Attributes Summary</p>
diff --git a/docs/dev/api/gammapy.astro.population.ValleeSpiral.html b/docs/dev/api/gammapy.astro.population.ValleeSpiral.html
index 27bd2a1fcff..a5dccabce79 100644
--- a/docs/dev/api/gammapy.astro.population.ValleeSpiral.html
+++ b/docs/dev/api/gammapy.astro.population.ValleeSpiral.html
@@ -69,7 +69,7 @@
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+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.astro.population.YusifovKucuk2004.html b/docs/dev/api/gammapy.astro.population.YusifovKucuk2004.html
index fea1d67b8cd..b8686535c28 100644
--- a/docs/dev/api/gammapy.astro.population.YusifovKucuk2004.html
+++ b/docs/dev/api/gammapy.astro.population.YusifovKucuk2004.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="ValleeSpiral" href="gammapy.astro.population.ValleeSpiral.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -540,8 +540,8 @@ <h1>YusifovKucuk2004<a class="headerlink" href="#yusifovkucuk2004" title="Link t
 <div class="math notranslate nohighlight">
 \[f(r) = A \left ( \frac{r + r_1}{r_{\odot} + r_1} \right )^a \exp
 \left [-b \left( \frac{r - r_{\odot}}{r_{\odot} + r_1} \right ) \right ]\]</div>
-<p>Used by Faucher-Guigere and Kaspi. Density at <code class="docutils literal notranslate"><span class="pre">r</span> <span class="pre">=</span> <span class="pre">0</span></code> is nonzero.</p>
-<p>Formula (15) <a class="reference internal" href="#r029872a5de32-yusifovkucuk2004" id="id1">[YusifovKucuk2004]</a>.</p>
+<p>Used by Faucher-Giguère and Kaspi. Density at <code class="docutils literal notranslate"><span class="pre">r</span> <span class="pre">=</span> <span class="pre">0</span></code> is nonzero.</p>
+<p>Formula (15) in <a class="reference internal" href="#r029872a5de32-1" id="id1">[1]</a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl class="simple">
@@ -565,9 +565,9 @@ <h1>YusifovKucuk2004<a class="headerlink" href="#yusifovkucuk2004" title="Link t
 </div>
 <p class="rubric">References</p>
 <div role="list" class="citation-list">
-<div class="citation" id="r029872a5de32-yusifovkucuk2004" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">YusifovKucuk2004</a><span class="fn-bracket">]</span></span>
-<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2004A%26A...422..545Y">https://ui.adsabs.harvard.edu/abs/2004A%26A…422..545Y</a></p>
+<div class="citation" id="r029872a5de32-1" role="doc-biblioentry">
+<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">1</a><span class="fn-bracket">]</span></span>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2004A%26A...422..545Y">Yusifov et al. (2004), “Revisiting the radial distribution of pulsars in the Galaxy”</a></p>
 </div>
 </div>
 <p class="rubric">Attributes Summary</p>
diff --git a/docs/dev/api/gammapy.astro.population.YusifovKucuk2004B.html b/docs/dev/api/gammapy.astro.population.YusifovKucuk2004B.html
index cc743dbad3e..79d8c9bebec 100644
--- a/docs/dev/api/gammapy.astro.population.YusifovKucuk2004B.html
+++ b/docs/dev/api/gammapy.astro.population.YusifovKucuk2004B.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="YusifovKucuk2004" href="gammapy.astro.population.YusifovKucuk2004.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -541,7 +541,7 @@ <h1>YusifovKucuk2004B<a class="headerlink" href="#yusifovkucuk2004b" title="Link
 \[f(r) = A \left( \frac{r}{r_{\odot}} \right) ^ a
 \exp \left[ -b \left( \frac{r}{r_{\odot}} \right) \right]\]</div>
 <p>Derived empirically from OB-stars distribution.</p>
-<p>Formula (17) <a class="reference internal" href="#rbcb5fde460f4-yusifovkucuk2004" id="id1">[YusifovKucuk2004]</a>.</p>
+<p>Formula (17) in <a class="reference internal" href="#rbcb5fde460f4-1" id="id1">[1]</a>.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl class="simple">
@@ -563,9 +563,9 @@ <h1>YusifovKucuk2004B<a class="headerlink" href="#yusifovkucuk2004b" title="Link
 </div>
 <p class="rubric">References</p>
 <div role="list" class="citation-list">
-<div class="citation" id="rbcb5fde460f4-yusifovkucuk2004" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">YusifovKucuk2004</a><span class="fn-bracket">]</span></span>
-<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2004A%26A...422..545Y">https://ui.adsabs.harvard.edu/abs/2004A%26A…422..545Y</a></p>
+<div class="citation" id="rbcb5fde460f4-1" role="doc-biblioentry">
+<span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">1</a><span class="fn-bracket">]</span></span>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2004A%26A...422..545Y">Yusifov et al. (2004), “Revisiting the radial distribution of pulsars in the Galaxy”</a></p>
 </div>
 </div>
 <p class="rubric">Attributes Summary</p>
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 1c85682eda6..7d73842dfcf 100644
--- a/docs/dev/api/gammapy.astro.population.add_observed_parameters.html
+++ b/docs/dev/api/gammapy.astro.population.add_observed_parameters.html
@@ -69,7 +69,7 @@
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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 9323d87e667..64566fded67 100644
--- a/docs/dev/api/gammapy.astro.population.add_pulsar_parameters.html
+++ b/docs/dev/api/gammapy.astro.population.add_pulsar_parameters.html
@@ -69,7 +69,7 @@
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   <meta name="docsearch:language" content="en"/>
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+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 4b36ec6d02c..d260d01e6d7 100644
--- a/docs/dev/api/gammapy.astro.population.add_pwn_parameters.html
+++ b/docs/dev/api/gammapy.astro.population.add_pwn_parameters.html
@@ -69,7 +69,7 @@
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   <meta name="docsearch:language" content="en"/>
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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 ed0db0327fd..c0953060989 100644
--- a/docs/dev/api/gammapy.astro.population.add_snr_parameters.html
+++ b/docs/dev/api/gammapy.astro.population.add_snr_parameters.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="add_pwn_parameters" href="gammapy.astro.population.add_pwn_parameters.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 96c405710de..cc737d9c1c6 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
@@ -69,7 +69,7 @@
     <link rel="prev" title="add_snr_parameters" href="gammapy.astro.population.add_snr_parameters.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 10587bf75f2..352ed06a18d 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
@@ -69,7 +69,7 @@
     <link rel="prev" title="make_base_catalog_galactic" href="gammapy.astro.population.make_base_catalog_galactic.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 fbd995937dc..de52a93f3b3 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
@@ -69,7 +69,7 @@
     <link rel="prev" title="make_catalog_random_positions_cube" href="gammapy.astro.population.make_catalog_random_positions_cube.html" />
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diff --git a/docs/dev/api/gammapy.astro.population.radial_distributions.html b/docs/dev/api/gammapy.astro.population.radial_distributions.html
index e3770633634..3cee5814d59 100644
--- a/docs/dev/api/gammapy.astro.population.radial_distributions.html
+++ b/docs/dev/api/gammapy.astro.population.radial_distributions.html
@@ -69,7 +69,7 @@
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diff --git a/docs/dev/api/gammapy.astro.population.velocity_distributions.html b/docs/dev/api/gammapy.astro.population.velocity_distributions.html
index 600c01216b9..dd753218cd6 100644
--- a/docs/dev/api/gammapy.astro.population.velocity_distributions.html
+++ b/docs/dev/api/gammapy.astro.population.velocity_distributions.html
@@ -69,7 +69,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.astro.source.PWN.html b/docs/dev/api/gammapy.astro.source.PWN.html
index c8b91925bc8..6a5ca10776d 100644
--- a/docs/dev/api/gammapy.astro.source.PWN.html
+++ b/docs/dev/api/gammapy.astro.source.PWN.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Pulsar" href="gammapy.astro.source.Pulsar.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.astro.source.Pulsar.html b/docs/dev/api/gammapy.astro.source.Pulsar.html
index 4cf3d68c1e6..b4d9428d050 100644
--- a/docs/dev/api/gammapy.astro.source.Pulsar.html
+++ b/docs/dev/api/gammapy.astro.source.Pulsar.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="velocity_distributions" href="gammapy.astro.population.velocity_distributions.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.astro.source.SNR.html b/docs/dev/api/gammapy.astro.source.SNR.html
index 5e1f9c9dc69..d2fbe8dc004 100644
--- a/docs/dev/api/gammapy.astro.source.SNR.html
+++ b/docs/dev/api/gammapy.astro.source.SNR.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="SimplePulsar" href="gammapy.astro.source.SimplePulsar.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.astro.source.SNRTrueloveMcKee.html b/docs/dev/api/gammapy.astro.source.SNRTrueloveMcKee.html
index 0ee16626323..203b5318085 100644
--- a/docs/dev/api/gammapy.astro.source.SNRTrueloveMcKee.html
+++ b/docs/dev/api/gammapy.astro.source.SNRTrueloveMcKee.html
@@ -70,7 +70,7 @@
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   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.astro.source.SimplePulsar.html b/docs/dev/api/gammapy.astro.source.SimplePulsar.html
index 985e375d196..ce6e73f61d5 100644
--- a/docs/dev/api/gammapy.astro.source.SimplePulsar.html
+++ b/docs/dev/api/gammapy.astro.source.SimplePulsar.html
@@ -70,7 +70,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.catalog.CATALOG_REGISTRY.html b/docs/dev/api/gammapy.catalog.CATALOG_REGISTRY.html
index 30f289092ab..7d008091e17 100644
--- a/docs/dev/api/gammapy.catalog.CATALOG_REGISTRY.html
+++ b/docs/dev/api/gammapy.catalog.CATALOG_REGISTRY.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObjectHGPSComponent" href="gammapy.catalog.SourceCatalogObjectHGPSComponent.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog.html b/docs/dev/api/gammapy.catalog.SourceCatalog.html
index aec14e99d4c..7dd2c50c417 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="catalog - Source catalogs" href="../api-reference/catalog.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog1LHAASO.html b/docs/dev/api/gammapy.catalog.SourceCatalog1LHAASO.html
index 579bd2b3d1d..58b1fa5467d 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog1LHAASO.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog1LHAASO.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalog" href="gammapy.catalog.SourceCatalog.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -532,8 +532,7 @@ <h1>SourceCatalog1LHAASO<a class="headerlink" href="#sourcecatalog1lhaaso" title
 <div role="list" class="citation-list">
 <div class="citation" id="r733911e24ee8-1" role="doc-biblioentry">
 <span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">1</a><span class="fn-bracket">]</span></span>
-<p>1LHAASO: The First LHAASO Catalog of Gamma-Ray Sources,
-<a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2023arXiv230517030C/abstract">https://ui.adsabs.harvard.edu/abs/2023arXiv230517030C/abstract</a></p>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2023arXiv230517030C/abstract">Cao et al. (2023), “1LHAASO: The First LHAASO Catalog of Gamma-Ray Sources”</a></p>
 </div>
 </div>
 <p class="rubric">Attributes Summary</p>
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog2FHL.html b/docs/dev/api/gammapy.catalog.SourceCatalog2FHL.html
index ab0c74a7d93..366a1695ad9 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog2FHL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog2FHL.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalog1LHAASO" href="gammapy.catalog.SourceCatalog1LHAASO.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog2HWC.html b/docs/dev/api/gammapy.catalog.SourceCatalog2HWC.html
index 0c86a810dd5..5d35db639b2 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog2HWC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog2HWC.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalog2FHL" href="gammapy.catalog.SourceCatalog2FHL.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -535,8 +535,7 @@ <h1>SourceCatalog2HWC<a class="headerlink" href="#sourcecatalog2hwc" title="Link
 <div role="list" class="citation-list">
 <div class="citation" id="r765ffce297c8-1" role="doc-biblioentry">
 <span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">1</a><span class="fn-bracket">]</span></span>
-<p>Abeysekara et al, “The 2HWC HAWC Observatory Gamma Ray Catalog”,
-On ADS: <a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2017ApJ...843...40A">2017ApJ…843…40A</a></p>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2017ApJ...843...40A">Abeysekara et al. (2017), “The 2HWC HAWC Observatory Gamma Ray Catalog”</a></p>
 </div>
 </div>
 <p class="rubric">Attributes Summary</p>
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog2PC.html b/docs/dev/api/gammapy.catalog.SourceCatalog2PC.html
index f9ee198cddd..64f2b80663b 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog2PC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog2PC.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalog4FGL" href="gammapy.catalog.SourceCatalog4FGL.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog3FGL.html b/docs/dev/api/gammapy.catalog.SourceCatalog3FGL.html
index a58ef79051b..73576d10492 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog3FGL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog3FGL.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalog2HWC" href="gammapy.catalog.SourceCatalog2HWC.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog3FHL.html b/docs/dev/api/gammapy.catalog.SourceCatalog3FHL.html
index a0be414ed54..61a238b64d6 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog3FHL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog3FHL.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalog3FGL" href="gammapy.catalog.SourceCatalog3FGL.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog3HWC.html b/docs/dev/api/gammapy.catalog.SourceCatalog3HWC.html
index a9eaf733ad4..e3234c5c4fd 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog3HWC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog3HWC.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalog3FHL" href="gammapy.catalog.SourceCatalog3FHL.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -532,8 +532,7 @@ <h1>SourceCatalog3HWC<a class="headerlink" href="#sourcecatalog3hwc" title="Link
 <div role="list" class="citation-list">
 <div class="citation" id="ra2dcb11373d6-1" role="doc-biblioentry">
 <span class="label"><span class="fn-bracket">[</span><a role="doc-backlink" href="#id1">1</a><span class="fn-bracket">]</span></span>
-<p>3HWC: The Third HAWC Catalog of Very-High-Energy Gamma-ray Sources”,
-<a class="reference external" href="https://data.hawc-observatory.org/datasets/3hwc-survey/index.php">https://data.hawc-observatory.org/datasets/3hwc-survey/index.php</a></p>
+<p><a class="reference external" href="https://data.hawc-observatory.org/datasets/3hwc-survey/index.php">Albert et al. (2021), “3HWC: The Third HAWC Catalog of Very-High-Energy Gamma-ray Sources”</a></p>
 </div>
 </div>
 <p class="rubric">Attributes Summary</p>
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog3PC.html b/docs/dev/api/gammapy.catalog.SourceCatalog3PC.html
index 89ba9bd11ef..e4fa2491962 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog3PC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog3PC.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalog2PC" href="gammapy.catalog.SourceCatalog2PC.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalog4FGL.html b/docs/dev/api/gammapy.catalog.SourceCatalog4FGL.html
index e745b6a567d..b552e76bea2 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalog4FGL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalog4FGL.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalog3HWC" href="gammapy.catalog.SourceCatalog3HWC.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogGammaCat.html b/docs/dev/api/gammapy.catalog.SourceCatalogGammaCat.html
index f5048c8238b..45df8edac6e 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogGammaCat.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogGammaCat.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalog3PC" href="gammapy.catalog.SourceCatalog3PC.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogHGPS.html b/docs/dev/api/gammapy.catalog.SourceCatalogHGPS.html
index 1c5abac38a9..2800b1425b3 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogHGPS.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogHGPS.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogGammaCat" href="gammapy.catalog.SourceCatalogGammaCat.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogLargeScaleHGPS.html b/docs/dev/api/gammapy.catalog.SourceCatalogLargeScaleHGPS.html
index f871c0a4770..e23c77bfce2 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogLargeScaleHGPS.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogLargeScaleHGPS.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogHGPS" href="gammapy.catalog.SourceCatalogHGPS.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject.html
index ee267ace980..7483c3dec4e 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogLargeScaleHGPS" href="gammapy.catalog.SourceCatalogLargeScaleHGPS.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject1LHAASO.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject1LHAASO.html
index 4a775f01a2a..4304adf9d36 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject1LHAASO.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject1LHAASO.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObject" href="gammapy.catalog.SourceCatalogObject.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject2FHL.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject2FHL.html
index 04756528be4..b4998ad6220 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject2FHL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject2FHL.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObject1LHAASO" href="gammapy.catalog.SourceCatalogObject1LHAASO.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject2HWC.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject2HWC.html
index 286b28202e3..9bb6e289ec3 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject2HWC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject2HWC.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObject2FHL" href="gammapy.catalog.SourceCatalogObject2FHL.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject2PC.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject2PC.html
index 5a138f4d07f..6c433c2471e 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject2PC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject2PC.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObject4FGL" href="gammapy.catalog.SourceCatalogObject4FGL.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject3FGL.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject3FGL.html
index da87349cd0b..c5e124a41bb 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject3FGL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject3FGL.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObject2HWC" href="gammapy.catalog.SourceCatalogObject2HWC.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject3FHL.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject3FHL.html
index 52da69bf3f6..ba00526368f 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject3FHL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject3FHL.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObject3FGL" href="gammapy.catalog.SourceCatalogObject3FGL.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject3HWC.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject3HWC.html
index 6f84cae10a6..360d1cbc8d4 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject3HWC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject3HWC.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObject3FHL" href="gammapy.catalog.SourceCatalogObject3FHL.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject3PC.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject3PC.html
index 0b30ea73927..3bd08efd3e2 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject3PC.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject3PC.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObject2PC" href="gammapy.catalog.SourceCatalogObject2PC.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObject4FGL.html b/docs/dev/api/gammapy.catalog.SourceCatalogObject4FGL.html
index e1d49ed3ae6..9dd34eaddf7 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObject4FGL.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObject4FGL.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObject3HWC" href="gammapy.catalog.SourceCatalogObject3HWC.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObjectGammaCat.html b/docs/dev/api/gammapy.catalog.SourceCatalogObjectGammaCat.html
index c4fb7af7380..b1eb16aced5 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObjectGammaCat.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObjectGammaCat.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObject3PC" href="gammapy.catalog.SourceCatalogObject3PC.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPS.html b/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPS.html
index 1cfe9454f70..eb380ece658 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPS.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPS.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObjectGammaCat" href="gammapy.catalog.SourceCatalogObjectGammaCat.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPSComponent.html b/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPSComponent.html
index f6e295ddbe4..fbe2eb8c645 100644
--- a/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPSComponent.html
+++ b/docs/dev/api/gammapy.catalog.SourceCatalogObjectHGPSComponent.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SourceCatalogObjectHGPS" href="gammapy.catalog.SourceCatalogObjectHGPS.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.DataStore.html b/docs/dev/api/gammapy.data.DataStore.html
index e27e8e95849..fa64e73bf5b 100644
--- a/docs/dev/api/gammapy.data.DataStore.html
+++ b/docs/dev/api/gammapy.data.DataStore.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="get_irfs_features" href="gammapy.data.get_irfs_features.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.EventList.html b/docs/dev/api/gammapy.data.EventList.html
index d068d33fac4..0bd6cb23f8b 100644
--- a/docs/dev/api/gammapy.data.EventList.html
+++ b/docs/dev/api/gammapy.data.EventList.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="DataStore" href="gammapy.data.DataStore.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.EventListMetaData.html b/docs/dev/api/gammapy.data.EventListMetaData.html
index 4ad0ad229de..2228a6a57ef 100644
--- a/docs/dev/api/gammapy.data.EventListMetaData.html
+++ b/docs/dev/api/gammapy.data.EventListMetaData.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="EventList" href="gammapy.data.EventList.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.FixedPointingInfo.html b/docs/dev/api/gammapy.data.FixedPointingInfo.html
index f9e00167b91..80f43980ec0 100644
--- a/docs/dev/api/gammapy.data.FixedPointingInfo.html
+++ b/docs/dev/api/gammapy.data.FixedPointingInfo.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="ObservationMetaData" href="gammapy.data.ObservationMetaData.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.GTI.html b/docs/dev/api/gammapy.data.GTI.html
index 8ea8a108fda..b6d2b459d35 100644
--- a/docs/dev/api/gammapy.data.GTI.html
+++ b/docs/dev/api/gammapy.data.GTI.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="FixedPointingInfo" href="gammapy.data.FixedPointingInfo.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.HDUIndexTable.html b/docs/dev/api/gammapy.data.HDUIndexTable.html
index 137229ede63..a022033c636 100644
--- a/docs/dev/api/gammapy.data.HDUIndexTable.html
+++ b/docs/dev/api/gammapy.data.HDUIndexTable.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="GTI" href="gammapy.data.GTI.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.Observation.html b/docs/dev/api/gammapy.data.Observation.html
index d794b441fe1..5693d68a39f 100644
--- a/docs/dev/api/gammapy.data.Observation.html
+++ b/docs/dev/api/gammapy.data.Observation.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="HDUIndexTable" href="gammapy.data.HDUIndexTable.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.ObservationFilter.html b/docs/dev/api/gammapy.data.ObservationFilter.html
index 9de479b68e2..8b416a04995 100644
--- a/docs/dev/api/gammapy.data.ObservationFilter.html
+++ b/docs/dev/api/gammapy.data.ObservationFilter.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Observation" href="gammapy.data.Observation.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.ObservationMetaData.html b/docs/dev/api/gammapy.data.ObservationMetaData.html
index 117269eb65c..f5cb2088785 100644
--- a/docs/dev/api/gammapy.data.ObservationMetaData.html
+++ b/docs/dev/api/gammapy.data.ObservationMetaData.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="EventListMetaData" href="gammapy.data.EventListMetaData.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.ObservationTable.html b/docs/dev/api/gammapy.data.ObservationTable.html
index f3dedd3b213..99303794872 100644
--- a/docs/dev/api/gammapy.data.ObservationTable.html
+++ b/docs/dev/api/gammapy.data.ObservationTable.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="ObservationsEventsSampler" href="gammapy.data.ObservationsEventsSampler.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.Observations.html b/docs/dev/api/gammapy.data.Observations.html
index 8337f2ff84e..193a7709b9b 100644
--- a/docs/dev/api/gammapy.data.Observations.html
+++ b/docs/dev/api/gammapy.data.Observations.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="ObservationFilter" href="gammapy.data.ObservationFilter.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.ObservationsEventsSampler.html b/docs/dev/api/gammapy.data.ObservationsEventsSampler.html
index 82cf6831932..aef92ec6aea 100644
--- a/docs/dev/api/gammapy.data.ObservationsEventsSampler.html
+++ b/docs/dev/api/gammapy.data.ObservationsEventsSampler.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Observations" href="gammapy.data.Observations.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.PointingInfo.html b/docs/dev/api/gammapy.data.PointingInfo.html
index d6d7db70a5f..f96bf161c1f 100644
--- a/docs/dev/api/gammapy.data.PointingInfo.html
+++ b/docs/dev/api/gammapy.data.PointingInfo.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="ObservationTable" href="gammapy.data.ObservationTable.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.PointingMode.html b/docs/dev/api/gammapy.data.PointingMode.html
index 62ee6659bb5..6f5916599db 100644
--- a/docs/dev/api/gammapy.data.PointingMode.html
+++ b/docs/dev/api/gammapy.data.PointingMode.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PointingInfo" href="gammapy.data.PointingInfo.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.get_irfs_features.html b/docs/dev/api/gammapy.data.get_irfs_features.html
index b41ae879835..559735d8249 100644
--- a/docs/dev/api/gammapy.data.get_irfs_features.html
+++ b/docs/dev/api/gammapy.data.get_irfs_features.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="data - DL3 data and observations" href="../api-reference/data.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.data.observatory_locations.html b/docs/dev/api/gammapy.data.observatory_locations.html
index d92ee8f3227..cffe8752e94 100644
--- a/docs/dev/api/gammapy.data.observatory_locations.html
+++ b/docs/dev/api/gammapy.data.observatory_locations.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PointingMode" href="gammapy.data.PointingMode.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.DATASET_REGISTRY.html b/docs/dev/api/gammapy.datasets.DATASET_REGISTRY.html
index c6d5a5cbe03..f91203b6d5c 100644
--- a/docs/dev/api/gammapy.datasets.DATASET_REGISTRY.html
+++ b/docs/dev/api/gammapy.datasets.DATASET_REGISTRY.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="MapDatasetMetaData" href="gammapy.datasets.MapDatasetMetaData.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.Dataset.html b/docs/dev/api/gammapy.datasets.Dataset.html
index 28381027142..4b7d7ef70a6 100644
--- a/docs/dev/api/gammapy.datasets.Dataset.html
+++ b/docs/dev/api/gammapy.datasets.Dataset.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="split_dataset" href="gammapy.datasets.split_dataset.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.Datasets.html b/docs/dev/api/gammapy.datasets.Datasets.html
index 7fd85dc262c..56da8a1837a 100644
--- a/docs/dev/api/gammapy.datasets.Datasets.html
+++ b/docs/dev/api/gammapy.datasets.Datasets.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Dataset" href="gammapy.datasets.Dataset.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.FermipyDatasetsReader.html b/docs/dev/api/gammapy.datasets.FermipyDatasetsReader.html
index 56aa336606a..c6a8eeeeece 100644
--- a/docs/dev/api/gammapy.datasets.FermipyDatasetsReader.html
+++ b/docs/dev/api/gammapy.datasets.FermipyDatasetsReader.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Datasets" href="gammapy.datasets.Datasets.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.FluxPointsDataset.html b/docs/dev/api/gammapy.datasets.FluxPointsDataset.html
index 67b79f17bd5..6c5b08bdcc7 100644
--- a/docs/dev/api/gammapy.datasets.FluxPointsDataset.html
+++ b/docs/dev/api/gammapy.datasets.FluxPointsDataset.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="FermipyDatasetsReader" href="gammapy.datasets.FermipyDatasetsReader.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.MapDataset.html b/docs/dev/api/gammapy.datasets.MapDataset.html
index 6999e11edbe..7c292aab251 100644
--- a/docs/dev/api/gammapy.datasets.MapDataset.html
+++ b/docs/dev/api/gammapy.datasets.MapDataset.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="FluxPointsDataset" href="gammapy.datasets.FluxPointsDataset.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.MapDatasetEventSampler.html b/docs/dev/api/gammapy.datasets.MapDatasetEventSampler.html
index d30d1d81dc1..0ae0fdda7d9 100644
--- a/docs/dev/api/gammapy.datasets.MapDatasetEventSampler.html
+++ b/docs/dev/api/gammapy.datasets.MapDatasetEventSampler.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="MapDataset" href="gammapy.datasets.MapDataset.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.MapDatasetMetaData.html b/docs/dev/api/gammapy.datasets.MapDatasetMetaData.html
index 11ba453acaa..894c8380ea2 100644
--- a/docs/dev/api/gammapy.datasets.MapDatasetMetaData.html
+++ b/docs/dev/api/gammapy.datasets.MapDatasetMetaData.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="SpectrumDatasetOnOff" href="gammapy.datasets.SpectrumDatasetOnOff.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -518,7 +518,7 @@
 <h1>MapDatasetMetaData<a class="headerlink" href="#mapdatasetmetadata" title="Link to this heading">#</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="gammapy.datasets.MapDatasetMetaData">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gammapy.datasets.</span></span><span class="sig-name descname"><span class="pre">MapDatasetMetaData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">creation:</span> <span class="pre">~gammapy.utils.metadata.CreatorMetaData</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">CreatorMetaData(creator='Gammapy</span> <span class="pre">2.0.dev452+g4492f4b7c'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">date=&lt;Time</span> <span class="pre">object:</span> <span class="pre">scale='utc'</span> <span class="pre">format='datetime'</span> <span class="pre">value=2025-02-13</span> <span class="pre">09:51:03.871091&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">origin=None)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">obs_info:</span> <span class="pre">~gammapy.utils.metadata.ObsInfoMetaData</span> <span class="pre">|</span> <span class="pre">list[~gammapy.utils.metadata.ObsInfoMetaData]</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointing:</span> <span class="pre">~gammapy.utils.metadata.PointingInfoMetaData</span> <span class="pre">|</span> <span class="pre">list[~gammapy.utils.metadata.PointingInfoMetaData]</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">event_type:</span> <span class="pre">str</span> <span class="pre">|</span> <span class="pre">list[str]</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optional:</span> <span class="pre">dict</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/gammapy/datasets/metadata.html#MapDatasetMetaData"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gammapy.datasets.MapDatasetMetaData" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gammapy.datasets.</span></span><span class="sig-name descname"><span class="pre">MapDatasetMetaData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">creation:</span> <span class="pre">~gammapy.utils.metadata.CreatorMetaData</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">CreatorMetaData(creator='Gammapy</span> <span class="pre">2.0.dev456+g82fae34f9'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">date=&lt;Time</span> <span class="pre">object:</span> <span class="pre">scale='utc'</span> <span class="pre">format='datetime'</span> <span class="pre">value=2025-02-13</span> <span class="pre">10:29:11.330145&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">origin=None)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">obs_info:</span> <span class="pre">~gammapy.utils.metadata.ObsInfoMetaData</span> <span class="pre">|</span> <span class="pre">list[~gammapy.utils.metadata.ObsInfoMetaData]</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pointing:</span> <span class="pre">~gammapy.utils.metadata.PointingInfoMetaData</span> <span class="pre">|</span> <span class="pre">list[~gammapy.utils.metadata.PointingInfoMetaData]</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">event_type:</span> <span class="pre">str</span> <span class="pre">|</span> <span class="pre">list[str]</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optional:</span> <span class="pre">dict</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/gammapy/datasets/metadata.html#MapDatasetMetaData"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gammapy.datasets.MapDatasetMetaData" title="Link to this definition">#</a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">MetaData</span></code></p>
 <p>Metadata containing information about the Dataset.</p>
 <dl class="field-list">
diff --git a/docs/dev/api/gammapy.datasets.MapDatasetOnOff.html b/docs/dev/api/gammapy.datasets.MapDatasetOnOff.html
index 3d8af61b6fd..2d4dbe04da0 100644
--- a/docs/dev/api/gammapy.datasets.MapDatasetOnOff.html
+++ b/docs/dev/api/gammapy.datasets.MapDatasetOnOff.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="MapDatasetEventSampler" href="gammapy.datasets.MapDatasetEventSampler.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.MapDatasetWeighted.html b/docs/dev/api/gammapy.datasets.MapDatasetWeighted.html
index 82dba68aca9..d43293c9d9a 100644
--- a/docs/dev/api/gammapy.datasets.MapDatasetWeighted.html
+++ b/docs/dev/api/gammapy.datasets.MapDatasetWeighted.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="MapDatasetOnOff" href="gammapy.datasets.MapDatasetOnOff.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.OGIPDatasetReader.html b/docs/dev/api/gammapy.datasets.OGIPDatasetReader.html
index e08803935a1..717e06e50cb 100644
--- a/docs/dev/api/gammapy.datasets.OGIPDatasetReader.html
+++ b/docs/dev/api/gammapy.datasets.OGIPDatasetReader.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="OGIPDatasetWriter" href="gammapy.datasets.OGIPDatasetWriter.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.OGIPDatasetWriter.html b/docs/dev/api/gammapy.datasets.OGIPDatasetWriter.html
index 436210edbdf..e46a1e6042f 100644
--- a/docs/dev/api/gammapy.datasets.OGIPDatasetWriter.html
+++ b/docs/dev/api/gammapy.datasets.OGIPDatasetWriter.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="ObservationEventSampler" href="gammapy.datasets.ObservationEventSampler.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.ObservationEventSampler.html b/docs/dev/api/gammapy.datasets.ObservationEventSampler.html
index ff1d3c6149d..33d5cbe5678 100644
--- a/docs/dev/api/gammapy.datasets.ObservationEventSampler.html
+++ b/docs/dev/api/gammapy.datasets.ObservationEventSampler.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="MapDatasetWeighted" href="gammapy.datasets.MapDatasetWeighted.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.SpectrumDataset.html b/docs/dev/api/gammapy.datasets.SpectrumDataset.html
index 439d5cb1430..2f0513a9198 100644
--- a/docs/dev/api/gammapy.datasets.SpectrumDataset.html
+++ b/docs/dev/api/gammapy.datasets.SpectrumDataset.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="OGIPDatasetReader" href="gammapy.datasets.OGIPDatasetReader.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.SpectrumDatasetOnOff.html b/docs/dev/api/gammapy.datasets.SpectrumDatasetOnOff.html
index 2e087b175ac..2753245f1ac 100644
--- a/docs/dev/api/gammapy.datasets.SpectrumDatasetOnOff.html
+++ b/docs/dev/api/gammapy.datasets.SpectrumDatasetOnOff.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="SpectrumDataset" href="gammapy.datasets.SpectrumDataset.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.apply_edisp.html b/docs/dev/api/gammapy.datasets.apply_edisp.html
index c641ff4b825..b7727370f19 100644
--- a/docs/dev/api/gammapy.datasets.apply_edisp.html
+++ b/docs/dev/api/gammapy.datasets.apply_edisp.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="create_map_dataset_geoms" href="gammapy.datasets.create_map_dataset_geoms.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.create_empty_map_dataset_from_irfs.html b/docs/dev/api/gammapy.datasets.create_empty_map_dataset_from_irfs.html
index 4b0c287b959..e9a098dc8c5 100644
--- a/docs/dev/api/gammapy.datasets.create_empty_map_dataset_from_irfs.html
+++ b/docs/dev/api/gammapy.datasets.create_empty_map_dataset_from_irfs.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="datasets - Reduced datasets" href="../api-reference/datasets.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 838c01daa37..28fec3021d7 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
@@ -69,7 +69,7 @@
     <link rel="prev" title="create_empty_map_dataset_from_irfs" href="gammapy.datasets.create_empty_map_dataset_from_irfs.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 c7361d1b855..f123943f804 100644
--- a/docs/dev/api/gammapy.datasets.create_map_dataset_geoms.html
+++ b/docs/dev/api/gammapy.datasets.create_map_dataset_geoms.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="create_map_dataset_from_observation" href="gammapy.datasets.create_map_dataset_from_observation.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.split_dataset.html b/docs/dev/api/gammapy.datasets.split_dataset.html
index 1c8568f2d91..d298480e165 100644
--- a/docs/dev/api/gammapy.datasets.split_dataset.html
+++ b/docs/dev/api/gammapy.datasets.split_dataset.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="apply_edisp" href="gammapy.datasets.apply_edisp.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.utils.apply_edisp.html b/docs/dev/api/gammapy.datasets.utils.apply_edisp.html
index acc4c9d81b8..f778ebd785d 100644
--- a/docs/dev/api/gammapy.datasets.utils.apply_edisp.html
+++ b/docs/dev/api/gammapy.datasets.utils.apply_edisp.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="DATASET_REGISTRY" href="gammapy.datasets.DATASET_REGISTRY.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.utils.create_map_dataset_from_dl4.html b/docs/dev/api/gammapy.datasets.utils.create_map_dataset_from_dl4.html
index 02e15baa319..c63d9c3d947 100644
--- a/docs/dev/api/gammapy.datasets.utils.create_map_dataset_from_dl4.html
+++ b/docs/dev/api/gammapy.datasets.utils.create_map_dataset_from_dl4.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="split_dataset" href="gammapy.datasets.utils.split_dataset.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.datasets.utils.split_dataset.html b/docs/dev/api/gammapy.datasets.utils.split_dataset.html
index 1051efcf440..43f53eac5aa 100644
--- a/docs/dev/api/gammapy.datasets.utils.split_dataset.html
+++ b/docs/dev/api/gammapy.datasets.utils.split_dataset.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="apply_edisp" href="gammapy.datasets.utils.apply_edisp.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.ASmoothMapEstimator.html b/docs/dev/api/gammapy.estimators.ASmoothMapEstimator.html
index 1d78dd18000..dc6e4c81750 100644
--- a/docs/dev/api/gammapy.estimators.ASmoothMapEstimator.html
+++ b/docs/dev/api/gammapy.estimators.ASmoothMapEstimator.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="estimators - High level estimators" href="../api-reference/estimators.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.ESTIMATOR_REGISTRY.html b/docs/dev/api/gammapy.estimators.ESTIMATOR_REGISTRY.html
index e38ba26be19..a32bbd25038 100644
--- a/docs/dev/api/gammapy.estimators.ESTIMATOR_REGISTRY.html
+++ b/docs/dev/api/gammapy.estimators.ESTIMATOR_REGISTRY.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="FluxMetaData" href="gammapy.estimators.FluxMetaData.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.EnergyDependentMorphologyEstimator.html b/docs/dev/api/gammapy.estimators.EnergyDependentMorphologyEstimator.html
index 0408740c1c5..873d6572391 100644
--- a/docs/dev/api/gammapy.estimators.EnergyDependentMorphologyEstimator.html
+++ b/docs/dev/api/gammapy.estimators.EnergyDependentMorphologyEstimator.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="TSMapEstimator" href="gammapy.estimators.TSMapEstimator.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.Estimator.html b/docs/dev/api/gammapy.estimators.Estimator.html
index d0108573ba2..3406856c06d 100644
--- a/docs/dev/api/gammapy.estimators.Estimator.html
+++ b/docs/dev/api/gammapy.estimators.Estimator.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="ASmoothMapEstimator" href="gammapy.estimators.ASmoothMapEstimator.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.ExcessMapEstimator.html b/docs/dev/api/gammapy.estimators.ExcessMapEstimator.html
index 139208c0dbd..d864c0242f1 100644
--- a/docs/dev/api/gammapy.estimators.ExcessMapEstimator.html
+++ b/docs/dev/api/gammapy.estimators.ExcessMapEstimator.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Estimator" href="gammapy.estimators.Estimator.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.FluxMaps.html b/docs/dev/api/gammapy.estimators.FluxMaps.html
index 22b5c2cf6a5..de1b207df64 100644
--- a/docs/dev/api/gammapy.estimators.FluxMaps.html
+++ b/docs/dev/api/gammapy.estimators.FluxMaps.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="ExcessMapEstimator" href="gammapy.estimators.ExcessMapEstimator.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.FluxMetaData.html b/docs/dev/api/gammapy.estimators.FluxMetaData.html
index 946375fe8cb..ea805f4488e 100644
--- a/docs/dev/api/gammapy.estimators.FluxMetaData.html
+++ b/docs/dev/api/gammapy.estimators.FluxMetaData.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="EnergyDependentMorphologyEstimator" href="gammapy.estimators.EnergyDependentMorphologyEstimator.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -524,7 +524,7 @@
 <h1>FluxMetaData<a class="headerlink" href="#fluxmetadata" title="Link to this heading">#</a></h1>
 <dl class="py class">
 <dt class="sig sig-object py" id="gammapy.estimators.FluxMetaData">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gammapy.estimators.</span></span><span class="sig-name descname"><span class="pre">FluxMetaData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sed_type:</span> <span class="pre">~gammapy.estimators.metadata.SEDTYPEEnum</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sed_type_init:</span> <span class="pre">~gammapy.estimators.metadata.SEDTYPEEnum</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma_ul:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqrt_ts_threshold_ul:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma_sensitivity:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target:</span> <span class="pre">~gammapy.utils.metadata.TargetMetaData</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">creation:</span> <span class="pre">~gammapy.utils.metadata.CreatorMetaData</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">CreatorMetaData(creator='Gammapy</span> <span class="pre">2.0.dev452+g4492f4b7c'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">date=&lt;Time</span> <span class="pre">object:</span> <span class="pre">scale='utc'</span> <span class="pre">format='datetime'</span> <span class="pre">value=2025-02-13</span> <span class="pre">09:51:03.916529&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">origin=None)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optional:</span> <span class="pre">dict</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/gammapy/estimators/metadata.html#FluxMetaData"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gammapy.estimators.FluxMetaData" title="Link to this definition">#</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">gammapy.estimators.</span></span><span class="sig-name descname"><span class="pre">FluxMetaData</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sed_type:</span> <span class="pre">~gammapy.estimators.metadata.SEDTYPEEnum</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sed_type_init:</span> <span class="pre">~gammapy.estimators.metadata.SEDTYPEEnum</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma_ul:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sqrt_ts_threshold_ul:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">n_sigma_sensitivity:</span> <span class="pre">float</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target:</span> <span class="pre">~gammapy.utils.metadata.TargetMetaData</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">creation:</span> <span class="pre">~gammapy.utils.metadata.CreatorMetaData</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">CreatorMetaData(creator='Gammapy</span> <span class="pre">2.0.dev456+g82fae34f9'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">date=&lt;Time</span> <span class="pre">object:</span> <span class="pre">scale='utc'</span> <span class="pre">format='datetime'</span> <span class="pre">value=2025-02-13</span> <span class="pre">10:29:11.375319&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">origin=None)</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">optional:</span> <span class="pre">dict</span> <span class="pre">|</span> <span class="pre">None</span> <span class="pre">=</span> <span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference internal" href="../_modules/gammapy/estimators/metadata.html#FluxMetaData"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#gammapy.estimators.FluxMetaData" title="Link to this definition">#</a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">MetaData</span></code></p>
 <p>Metadata containing information about the FluxPoints and FluxMaps.</p>
 <dl class="field-list">
diff --git a/docs/dev/api/gammapy.estimators.FluxPoints.html b/docs/dev/api/gammapy.estimators.FluxPoints.html
index a33654990ca..85fa4a69005 100644
--- a/docs/dev/api/gammapy.estimators.FluxPoints.html
+++ b/docs/dev/api/gammapy.estimators.FluxPoints.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="FluxMaps" href="gammapy.estimators.FluxMaps.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.FluxPointsEstimator.html b/docs/dev/api/gammapy.estimators.FluxPointsEstimator.html
index ed7afa49638..553600fcbc1 100644
--- a/docs/dev/api/gammapy.estimators.FluxPointsEstimator.html
+++ b/docs/dev/api/gammapy.estimators.FluxPointsEstimator.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="FluxPoints" href="gammapy.estimators.FluxPoints.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.FluxProfileEstimator.html b/docs/dev/api/gammapy.estimators.FluxProfileEstimator.html
index 7f70e61ef67..9458b53efad 100644
--- a/docs/dev/api/gammapy.estimators.FluxProfileEstimator.html
+++ b/docs/dev/api/gammapy.estimators.FluxProfileEstimator.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="FluxPointsEstimator" href="gammapy.estimators.FluxPointsEstimator.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.ImageProfile.html b/docs/dev/api/gammapy.estimators.ImageProfile.html
index 6a13ee0a130..c6327594cef 100644
--- a/docs/dev/api/gammapy.estimators.ImageProfile.html
+++ b/docs/dev/api/gammapy.estimators.ImageProfile.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="FluxProfileEstimator" href="gammapy.estimators.FluxProfileEstimator.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.ImageProfileEstimator.html b/docs/dev/api/gammapy.estimators.ImageProfileEstimator.html
index f67321ff74c..81290d51b99 100644
--- a/docs/dev/api/gammapy.estimators.ImageProfileEstimator.html
+++ b/docs/dev/api/gammapy.estimators.ImageProfileEstimator.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="ImageProfile" href="gammapy.estimators.ImageProfile.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.LightCurveEstimator.html b/docs/dev/api/gammapy.estimators.LightCurveEstimator.html
index 9d6879ce37c..a16336bb5fe 100644
--- a/docs/dev/api/gammapy.estimators.LightCurveEstimator.html
+++ b/docs/dev/api/gammapy.estimators.LightCurveEstimator.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="ImageProfileEstimator" href="gammapy.estimators.ImageProfileEstimator.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.ParameterEstimator.html b/docs/dev/api/gammapy.estimators.ParameterEstimator.html
index b8fa6ab16a3..1b9aebac09f 100644
--- a/docs/dev/api/gammapy.estimators.ParameterEstimator.html
+++ b/docs/dev/api/gammapy.estimators.ParameterEstimator.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="LightCurveEstimator" href="gammapy.estimators.LightCurveEstimator.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.SensitivityEstimator.html b/docs/dev/api/gammapy.estimators.SensitivityEstimator.html
index 7b7fea9f5ee..052c3a28f81 100644
--- a/docs/dev/api/gammapy.estimators.SensitivityEstimator.html
+++ b/docs/dev/api/gammapy.estimators.SensitivityEstimator.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="ParameterEstimator" href="gammapy.estimators.ParameterEstimator.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.TSMapEstimator.html b/docs/dev/api/gammapy.estimators.TSMapEstimator.html
index 4b1e3eb99dd..9a4136a5f2f 100644
--- a/docs/dev/api/gammapy.estimators.TSMapEstimator.html
+++ b/docs/dev/api/gammapy.estimators.TSMapEstimator.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="SensitivityEstimator" href="gammapy.estimators.SensitivityEstimator.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -606,7 +606,7 @@ <h1>TSMapEstimator<a class="headerlink" href="#tsmapestimator" title="Link to th
        \right.\end{split}\]</div>
 <p>Where <span class="math notranslate nohighlight">\(F\)</span> is the fitted flux norm.</p>
 <p class="rubric">References</p>
-<p><a class="reference internal" href="../user-guide/references.html#stewart2009" id="id1"><span>[Stewart2009]</span></a></p>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2009A%26A...495..989S/abstract">Stewart (2009), “Maximum-likelihood detection of sources among Poissonian noise”</a></p>
 <p class="rubric">Examples</p>
 <div class="doctest highlight-default notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">import</span><span class="w"> </span><span class="nn">astropy.units</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">u</span>
 <span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span><span class="w"> </span><span class="nn">gammapy.estimators</span><span class="w"> </span><span class="kn">import</span> <span class="n">TSMapEstimator</span>
diff --git a/docs/dev/api/gammapy.estimators.utils.combine_flux_maps.html b/docs/dev/api/gammapy.estimators.utils.combine_flux_maps.html
index 3d145e41067..f8b6873f4e9 100644
--- a/docs/dev/api/gammapy.estimators.utils.combine_flux_maps.html
+++ b/docs/dev/api/gammapy.estimators.utils.combine_flux_maps.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="ESTIMATOR_REGISTRY" href="gammapy.estimators.ESTIMATOR_REGISTRY.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.utils.combine_significance_maps.html b/docs/dev/api/gammapy.estimators.utils.combine_significance_maps.html
index 56f13fe531d..507229e5dab 100644
--- a/docs/dev/api/gammapy.estimators.utils.combine_significance_maps.html
+++ b/docs/dev/api/gammapy.estimators.utils.combine_significance_maps.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="combine_flux_maps" href="gammapy.estimators.utils.combine_flux_maps.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_discrete_correlation.html b/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_discrete_correlation.html
index 7154d8a86ec..d07fc5d1807 100644
--- a/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_discrete_correlation.html
+++ b/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_discrete_correlation.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="compute_lightcurve_doublingtime" href="gammapy.estimators.utils.compute_lightcurve_doublingtime.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -559,14 +559,8 @@ <h1>compute_lightcurve_discrete_correlation<a class="headerlink" href="#compute-
 </dd>
 </dl>
 <p class="rubric">References</p>
-<div role="list" class="citation-list">
-<div class="citation" id="r65d25750157a-edelson1988" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span>Edelson1988<span class="fn-bracket">]</span></span>
-<p>“THE DISCRETE CORRELATION FUNCTION: A NEW METHOD FOR ANALYZING
-UNEVENLY SAMPLED VARIABILITY DATA”, Edelson et al. (1988)
-<a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1988ApJ...333..646E/abstract">https://ui.adsabs.harvard.edu/abs/1988ApJ…333..646E/abstract</a></p>
-</div>
-</div>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1988ApJ...333..646E/abstract">Edelson et al. (1988), “THE DISCRETE CORRELATION FUNCTION: A NEW METHOD FOR ANALYZING
+UNEVENLY SAMPLED VARIABILITY DATA”</a></p>
 </dd></dl>
 
 </section>
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 6a8fb475060..59a5a724c3b 100644
--- a/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_doublingtime.html
+++ b/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_doublingtime.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="compute_lightcurve_fpp" href="gammapy.estimators.utils.compute_lightcurve_fpp.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -554,14 +554,7 @@ <h1>compute_lightcurve_doublingtime<a class="headerlink" href="#compute-lightcur
 </dd>
 </dl>
 <p class="rubric">References</p>
-<div role="list" class="citation-list">
-<div class="citation" id="r24be65398080-brown2013" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span>Brown2013<span class="fn-bracket">]</span></span>
-<p>“Locating the γ-ray emission region
-of the flat spectrum radio quasar PKS 1510−089”, Brown et al. (2013)
-<a class="reference external" href="https://academic.oup.com/mnras/article/431/1/824/1054498">https://academic.oup.com/mnras/article/431/1/824/1054498</a></p>
-</div>
-</div>
+<p><a class="reference external" href="https://academic.oup.com/mnras/article/431/1/824/1054498">Brown et al. (2013), “Locating the γ-ray emission region of the flat spectrum radio quasar PKS 1510−089”</a></p>
 </dd></dl>
 
 </section>
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 f090eba01ab..d3186b25928 100644
--- a/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_fpp.html
+++ b/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_fpp.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="compute_lightcurve_fvar" href="gammapy.estimators.utils.compute_lightcurve_fvar.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 9621d7f6c14..dd9924059fc 100644
--- a/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_fvar.html
+++ b/docs/dev/api/gammapy.estimators.utils.compute_lightcurve_fvar.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="get_combined_significance_maps" href="gammapy.estimators.utils.get_combined_significance_maps.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 8f7191eccc2..4342d9dfb79 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
@@ -69,7 +69,7 @@
     <link rel="prev" title="combine_significance_maps" href="gammapy.estimators.utils.combine_significance_maps.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
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index 5b1a15d0000..f0a47c718f4 100644
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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 e88dcb73447..7704220e17d 100644
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+++ b/docs/dev/api/gammapy.estimators.utils.find_peaks_in_flux_map.html
@@ -69,7 +69,7 @@
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index dad112ef649..ddc20008843 100644
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@@ -69,7 +69,7 @@
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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 6240b166695..9708ec66882 100644
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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 c1f4db4f449..6e9cac88385 100644
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+++ b/docs/dev/api/gammapy.estimators.utils.get_rebinned_axis.html
@@ -69,7 +69,7 @@
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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 28fec401d71..156b8359e68 100644
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@@ -69,7 +69,7 @@
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diff --git a/docs/dev/api/gammapy.irf.Background2D.html b/docs/dev/api/gammapy.irf.Background2D.html
index b32f0896ed3..ec416512e8e 100644
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diff --git a/docs/dev/api/gammapy.irf.Background3D.html b/docs/dev/api/gammapy.irf.Background3D.html
index bc4568d7f23..37b74380e60 100644
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index fce4d34de52..ef5ee0901af 100644
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@@ -69,7 +69,7 @@
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diff --git a/docs/dev/api/gammapy.irf.EDispKernel.html b/docs/dev/api/gammapy.irf.EDispKernel.html
index f22b4ad8e8f..56f560bde6e 100644
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index 99f4a178d42..be4fe001841 100644
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index b0707f162c6..93737e304ed 100644
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diff --git a/docs/dev/api/gammapy.irf.EffectiveAreaTable2D.html b/docs/dev/api/gammapy.irf.EffectiveAreaTable2D.html
index 587fc69e2d2..5ee60d0d419 100644
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+++ b/docs/dev/api/gammapy.irf.EffectiveAreaTable2D.html
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diff --git a/docs/dev/api/gammapy.irf.EnergyDependentMultiGaussPSF.html b/docs/dev/api/gammapy.irf.EnergyDependentMultiGaussPSF.html
index 9fb29b9108f..30949c9e2c3 100644
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diff --git a/docs/dev/api/gammapy.irf.EnergyDispersion2D.html b/docs/dev/api/gammapy.irf.EnergyDispersion2D.html
index 647caea94b9..e47761c1805 100644
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diff --git a/docs/dev/api/gammapy.irf.FoVAlignment.html b/docs/dev/api/gammapy.irf.FoVAlignment.html
index a35798f4d94..0df0a79c36d 100644
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index d1b9c37b490..2cf60ae4dbf 100644
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diff --git a/docs/dev/api/gammapy.irf.IRF_REGISTRY.html b/docs/dev/api/gammapy.irf.IRF_REGISTRY.html
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diff --git a/docs/dev/api/gammapy.irf.PSF3D.html b/docs/dev/api/gammapy.irf.PSF3D.html
index 51e2d25d45a..12be202c13d 100644
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index cf222be49db..87be19e0139 100644
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diff --git a/docs/dev/api/gammapy.irf.PSFKing.html b/docs/dev/api/gammapy.irf.PSFKing.html
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diff --git a/docs/dev/api/gammapy.irf.PSFMap.html b/docs/dev/api/gammapy.irf.PSFMap.html
index 4e817964ed1..88093dafcfa 100644
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diff --git a/docs/dev/api/gammapy.irf.ParametricPSF.html b/docs/dev/api/gammapy.irf.ParametricPSF.html
index 98bab52d546..59a23c7f492 100644
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index 4c21d3fb974..faa48a673bd 100644
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index c5eecfef605..4f9b1775d05 100644
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diff --git a/docs/dev/api/gammapy.maps.MapCoord.html b/docs/dev/api/gammapy.maps.MapCoord.html
index f46ca3673bc..a4b3f8a02f2 100644
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@@ -69,7 +69,7 @@
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diff --git a/docs/dev/api/gammapy.maps.Maps.html b/docs/dev/api/gammapy.maps.Maps.html
index d170d58e68e..b02fee6547b 100644
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index 13a837274a2..9e5ac29e8bb 100644
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diff --git a/docs/dev/api/gammapy.maps.RegionNDMap.html b/docs/dev/api/gammapy.maps.RegionNDMap.html
index 642b403c46a..f7c89056c9e 100644
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diff --git a/docs/dev/api/gammapy.maps.TimeMapAxis.html b/docs/dev/api/gammapy.maps.TimeMapAxis.html
index fefd4c63f68..5d541151d5f 100644
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diff --git a/docs/dev/api/gammapy.maps.WcsGeom.html b/docs/dev/api/gammapy.maps.WcsGeom.html
index dd1423f4e1c..b5d2329522b 100644
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@@ -69,7 +69,7 @@
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diff --git a/docs/dev/api/gammapy.maps.WcsMap.html b/docs/dev/api/gammapy.maps.WcsMap.html
index 5dee87e635b..950ca7881c1 100644
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diff --git a/docs/dev/api/gammapy.maps.WcsNDMap.html b/docs/dev/api/gammapy.maps.WcsNDMap.html
index 61bac452bd0..007809418ae 100644
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index 7a3c4222b85..ebd630079fb 100644
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diff --git a/docs/dev/api/gammapy.maps.containment_region.html b/docs/dev/api/gammapy.maps.containment_region.html
index d69fdc7c73a..78c9e99f0da 100644
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@@ -69,7 +69,7 @@
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index 4a224c25158..37285851850 100644
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diff --git a/docs/dev/api/gammapy.modeling.CovarianceResult.html b/docs/dev/api/gammapy.modeling.CovarianceResult.html
index 809be57c5a4..7c6567f762f 100644
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diff --git a/docs/dev/api/gammapy.modeling.Fit.html b/docs/dev/api/gammapy.modeling.Fit.html
index c95e35d3ac9..07c574f8657 100644
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index 9180a0b4450..bd317a85809 100644
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index 32baa84ee84..460e426e3bb 100644
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index c15010f0603..3c66f8b82b3 100644
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diff --git a/docs/dev/api/gammapy.modeling.Parameters.html b/docs/dev/api/gammapy.modeling.Parameters.html
index 772617656bb..d8128ea6e80 100644
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diff --git a/docs/dev/api/gammapy.modeling.PriorParameter.html b/docs/dev/api/gammapy.modeling.PriorParameter.html
index 995689b02fa..801210956b4 100644
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diff --git a/docs/dev/api/gammapy.modeling.PriorParameters.html b/docs/dev/api/gammapy.modeling.PriorParameters.html
index 630d5410392..179b042a5fe 100644
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diff --git a/docs/dev/api/gammapy.modeling.models.BrokenPowerLawSpectralModel.html b/docs/dev/api/gammapy.modeling.models.BrokenPowerLawSpectralModel.html
index 0591191cab7..b74fcaca8e8 100644
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diff --git a/docs/dev/api/gammapy.modeling.models.CompoundSpectralModel.html b/docs/dev/api/gammapy.modeling.models.CompoundSpectralModel.html
index 11c09754cd3..48d2acdd8d9 100644
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index 08096230b70..be4da3e6b3f 100644
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diff --git a/docs/dev/api/gammapy.modeling.models.ConstantSpectralModel.html b/docs/dev/api/gammapy.modeling.models.ConstantSpectralModel.html
index 73acc64ee7a..4854527cfd4 100644
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diff --git a/docs/dev/api/gammapy.modeling.models.ConstantTemporalModel.html b/docs/dev/api/gammapy.modeling.models.ConstantTemporalModel.html
index 1c2e0386878..b9ce7c01a0c 100644
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diff --git a/docs/dev/api/gammapy.modeling.models.DatasetModels.html b/docs/dev/api/gammapy.modeling.models.DatasetModels.html
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diff --git a/docs/dev/api/gammapy.modeling.models.DiskSpatialModel.html b/docs/dev/api/gammapy.modeling.models.DiskSpatialModel.html
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diff --git a/docs/dev/api/gammapy.modeling.models.EBLAbsorptionNormSpectralModel.html b/docs/dev/api/gammapy.modeling.models.EBLAbsorptionNormSpectralModel.html
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@@ -1247,33 +1247,15 @@ <h1>EBLAbsorptionNormSpectralModel<a class="headerlink" href="#eblabsorptionnorm
 </dd>
 </dl>
 <p class="rubric">References</p>
-<div role="list" class="citation-list">
-<div class="citation" id="r96f4d097dfa6-1" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span>1<span class="fn-bracket">]</span></span>
-<p>Franceschini et al. (2008), “Extragalactic optical-infrared background radiation, its time evolution and the cosmic photon-photon opacity”,  # noqa: E501
-<a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2008A%26A...487..837F">Link</a></p>
-</div>
-<div class="citation" id="r96f4d097dfa6-2" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span>2<span class="fn-bracket">]</span></span>
-<p>Dominguez et al. (2011), “ Extragalactic background light inferred from AEGIS galaxy-SED-type fractions”  # noqa: E501
-<a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011MNRAS.410.2556D">Link</a></p>
-</div>
-<div class="citation" id="r96f4d097dfa6-3" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span>3<span class="fn-bracket">]</span></span>
-<p>Finke et al. (2010), “Modeling the Extragalactic Background Light from Stars and Dust”
-<a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2010ApJ...712..238F">Link</a></p>
-</div>
-<div class="citation" id="r96f4d097dfa6-4" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span>4<span class="fn-bracket">]</span></span>
-<p>Franceschini et al. (2017), “The extragalactic background light revisited and the cosmic photon-photon opacity”
-<a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2017A%26A...603A..34F/abstract">Link</a></p>
-</div>
-<div class="citation" id="r96f4d097dfa6-5" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span>5<span class="fn-bracket">]</span></span>
-<p>Saldana-Lopez et al. (2021) “An observational determination of the evolving extragalactic background light from the multiwavelength HST/CANDELS survey in the Fermi and CTA era”
-<a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2021MNRAS.507.5144S/abstract">Link</a></p>
-</div>
-</div>
+<ul class="simple">
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2008A%26A...487..837F">Franceschini et al. (2008), “Extragalactic optical-infrared background radiation, its time evolution and the
+cosmic photon-photon opacity”</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2011MNRAS.410.2556D">Dominguez et al. (2011), “ Extragalactic background light inferred from AEGIS galaxy-SED-type fractions”</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2010ApJ...712..238F">Finke et al. (2010), “Modeling the Extragalactic Background Light from Stars and Dust”</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2017A%26A...603A..34F/abstract">Franceschini et al. (2017), “The extragalactic background light revisited and the cosmic photon-photon opacity”</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2021MNRAS.507.5144S/abstract">Saldana-Lopez et al. (2021), “An observational determination of the evolving extragalactic background light
+from the multiwavelength HST/CANDELS survey in the Fermi and CTA era”</a></p></li>
+</ul>
 </dd></dl>
 
 <dl class="py method">
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 a0ea8f18434..0b430ab7ea7 100644
--- a/docs/dev/api/gammapy.modeling.models.EBL_DATA_BUILTIN.html
+++ b/docs/dev/api/gammapy.modeling.models.EBL_DATA_BUILTIN.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="TEMPORAL_MODEL_REGISTRY" href="gammapy.modeling.models.TEMPORAL_MODEL_REGISTRY.html" />
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLaw3FGLSpectralModel.html b/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLaw3FGLSpectralModel.html
index 0dc4772d82f..07684689640 100644
--- a/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLaw3FGLSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLaw3FGLSpectralModel.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="EBLAbsorptionNormSpectralModel" href="gammapy.modeling.models.EBLAbsorptionNormSpectralModel.html" />
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   <meta name="docsearch:language" content="en"/>
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diff --git a/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawNormSpectralModel.html b/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawNormSpectralModel.html
index 20fa88b8db3..9e56932cb87 100644
--- a/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawNormSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawNormSpectralModel.html
@@ -70,7 +70,7 @@
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diff --git a/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawSpectralModel.html b/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawSpectralModel.html
index da64e2823f8..1641856e279 100644
--- a/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ExpCutoffPowerLawSpectralModel.html
@@ -70,7 +70,7 @@
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diff --git a/docs/dev/api/gammapy.modeling.models.ExpDecayTemporalModel.html b/docs/dev/api/gammapy.modeling.models.ExpDecayTemporalModel.html
index e95eb16f023..ba79e452776 100644
--- a/docs/dev/api/gammapy.modeling.models.ExpDecayTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.ExpDecayTemporalModel.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="ExpCutoffPowerLawSpectralModel" href="gammapy.modeling.models.ExpCutoffPowerLawSpectralModel.html" />
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   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/api/gammapy.modeling.models.FoVBackgroundModel.html b/docs/dev/api/gammapy.modeling.models.FoVBackgroundModel.html
index 9fc70b1685d..707f92ffbbb 100644
--- a/docs/dev/api/gammapy.modeling.models.FoVBackgroundModel.html
+++ b/docs/dev/api/gammapy.modeling.models.FoVBackgroundModel.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="ExpDecayTemporalModel" href="gammapy.modeling.models.ExpDecayTemporalModel.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
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diff --git a/docs/dev/api/gammapy.modeling.models.GaussianPrior.html b/docs/dev/api/gammapy.modeling.models.GaussianPrior.html
index 8ff798cd031..778620befa7 100644
--- a/docs/dev/api/gammapy.modeling.models.GaussianPrior.html
+++ b/docs/dev/api/gammapy.modeling.models.GaussianPrior.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Prior" href="gammapy.modeling.models.Prior.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/api/gammapy.modeling.models.GaussianSpatialModel.html b/docs/dev/api/gammapy.modeling.models.GaussianSpatialModel.html
index 225b0be104b..b37470b149e 100644
--- a/docs/dev/api/gammapy.modeling.models.GaussianSpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.GaussianSpatialModel.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="FoVBackgroundModel" href="gammapy.modeling.models.FoVBackgroundModel.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/api/gammapy.modeling.models.GaussianSpectralModel.html b/docs/dev/api/gammapy.modeling.models.GaussianSpectralModel.html
index 95596f7ce8d..43ae7cb6e8a 100644
--- a/docs/dev/api/gammapy.modeling.models.GaussianSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.GaussianSpectralModel.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="GaussianSpatialModel" href="gammapy.modeling.models.GaussianSpatialModel.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.modeling.models.GaussianTemporalModel.html b/docs/dev/api/gammapy.modeling.models.GaussianTemporalModel.html
index 4ec859f13d3..fe2eab28df4 100644
--- a/docs/dev/api/gammapy.modeling.models.GaussianTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.GaussianTemporalModel.html
@@ -69,7 +69,7 @@
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   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianSpatialModel.html b/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianSpatialModel.html
index b4ef6e2e4f9..1f27534b858 100644
--- a/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianSpatialModel.html
+++ b/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianSpatialModel.html
@@ -70,7 +70,7 @@
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   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianTemporalModel.html b/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianTemporalModel.html
index 3c69b6aab1d..4776ddbc7c7 100644
--- a/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.GeneralizedGaussianTemporalModel.html
@@ -69,7 +69,7 @@
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diff --git a/docs/dev/api/gammapy.modeling.models.LightCurveTemplateTemporalModel.html b/docs/dev/api/gammapy.modeling.models.LightCurveTemplateTemporalModel.html
index 98db93280dc..626c582db59 100644
--- a/docs/dev/api/gammapy.modeling.models.LightCurveTemplateTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.LightCurveTemplateTemporalModel.html
@@ -69,7 +69,7 @@
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diff --git a/docs/dev/api/gammapy.modeling.models.LinearTemporalModel.html b/docs/dev/api/gammapy.modeling.models.LinearTemporalModel.html
index 70800d27e16..9f2a595817b 100644
--- a/docs/dev/api/gammapy.modeling.models.LinearTemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.LinearTemporalModel.html
@@ -69,7 +69,7 @@
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diff --git a/docs/dev/api/gammapy.modeling.models.LogParabolaNormSpectralModel.html b/docs/dev/api/gammapy.modeling.models.LogParabolaNormSpectralModel.html
index b5024390026..ecd3ffdbbd9 100644
--- a/docs/dev/api/gammapy.modeling.models.LogParabolaNormSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.LogParabolaNormSpectralModel.html
@@ -70,7 +70,7 @@
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diff --git a/docs/dev/api/gammapy.modeling.models.LogParabolaSpectralModel.html b/docs/dev/api/gammapy.modeling.models.LogParabolaSpectralModel.html
index 707ac921424..ebecb2a9adf 100644
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@@ -70,7 +70,7 @@
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diff --git a/docs/dev/api/gammapy.modeling.models.LogUniformPrior.html b/docs/dev/api/gammapy.modeling.models.LogUniformPrior.html
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diff --git a/docs/dev/api/gammapy.modeling.models.MODEL_REGISTRY.html b/docs/dev/api/gammapy.modeling.models.MODEL_REGISTRY.html
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+++ b/docs/dev/api/gammapy.modeling.models.MODEL_REGISTRY.html
@@ -69,7 +69,7 @@
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diff --git a/docs/dev/api/gammapy.modeling.models.MeyerCrabSpectralModel.html b/docs/dev/api/gammapy.modeling.models.MeyerCrabSpectralModel.html
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+++ b/docs/dev/api/gammapy.modeling.models.MeyerCrabSpectralModel.html
@@ -70,7 +70,7 @@
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index a67be9c3bc5..e4c6c5d7a3d 100644
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index 05d6d6e29fd..fa3447c5b8f 100644
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diff --git a/docs/dev/api/gammapy.modeling.models.PowerLaw2SpectralModel.html b/docs/dev/api/gammapy.modeling.models.PowerLaw2SpectralModel.html
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diff --git a/docs/dev/api/gammapy.modeling.models.PowerLawNormSpectralModel.html b/docs/dev/api/gammapy.modeling.models.PowerLawNormSpectralModel.html
index f6cfcf17be3..3ec6a010748 100644
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diff --git a/docs/dev/api/gammapy.modeling.models.PowerLawSpectralModel.html b/docs/dev/api/gammapy.modeling.models.PowerLawSpectralModel.html
index 6e9cd85f803..47efaa475b4 100644
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diff --git a/docs/dev/api/gammapy.modeling.models.PowerLawTemporalModel.html b/docs/dev/api/gammapy.modeling.models.PowerLawTemporalModel.html
index 94cea9c7cdd..b4998c9729d 100644
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index 06893088b25..ba214d659ea 100644
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index a73cbbca7e6..08c4f4190fa 100644
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diff --git a/docs/dev/api/gammapy.modeling.models.SPECTRAL_MODEL_REGISTRY.html b/docs/dev/api/gammapy.modeling.models.SPECTRAL_MODEL_REGISTRY.html
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diff --git a/docs/dev/api/gammapy.modeling.models.Shell2SpatialModel.html b/docs/dev/api/gammapy.modeling.models.Shell2SpatialModel.html
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diff --git a/docs/dev/api/gammapy.modeling.models.SineTemporalModel.html b/docs/dev/api/gammapy.modeling.models.SineTemporalModel.html
index 99554dcdaef..ba183fd0244 100644
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index f8e95dbf83e..0442983de4c 100644
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diff --git a/docs/dev/api/gammapy.modeling.models.SmoothBrokenPowerLawSpectralModel.html b/docs/dev/api/gammapy.modeling.models.SmoothBrokenPowerLawSpectralModel.html
index cc9f46457f2..e427bf83817 100644
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diff --git a/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw3FGLSpectralModel.html b/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw3FGLSpectralModel.html
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diff --git a/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLDR3SpectralModel.html b/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLDR3SpectralModel.html
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diff --git a/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLSpectralModel.html b/docs/dev/api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLSpectralModel.html
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.TemplateSpectralModel.html b/docs/dev/api/gammapy.modeling.models.TemplateSpectralModel.html
index 17374023b0c..10a4209e881 100644
--- a/docs/dev/api/gammapy.modeling.models.TemplateSpectralModel.html
+++ b/docs/dev/api/gammapy.modeling.models.TemplateSpectralModel.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="TemplateSpatialModel" href="gammapy.modeling.models.TemplateSpatialModel.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.TemporalModel.html b/docs/dev/api/gammapy.modeling.models.TemporalModel.html
index ad152a61f70..07d9ef09057 100644
--- a/docs/dev/api/gammapy.modeling.models.TemporalModel.html
+++ b/docs/dev/api/gammapy.modeling.models.TemporalModel.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="TemplateNPredModel" href="gammapy.modeling.models.TemplateNPredModel.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.UniformPrior.html b/docs/dev/api/gammapy.modeling.models.UniformPrior.html
index a4ca6f39d55..29abee80a39 100644
--- a/docs/dev/api/gammapy.modeling.models.UniformPrior.html
+++ b/docs/dev/api/gammapy.modeling.models.UniformPrior.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="GaussianPrior" href="gammapy.modeling.models.GaussianPrior.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 1a465c38cab..029c5082de1 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
@@ -69,7 +69,7 @@
     <link rel="prev" title="PriorParameters" href="gammapy.modeling.PriorParameters.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 4d9cc0ff7ff..e49d864d84f 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
@@ -69,7 +69,7 @@
     <link rel="prev" title="create_cosmic_ray_spectral_model" href="gammapy.modeling.models.create_cosmic_ray_spectral_model.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 64adef7660a..3c9189c46e6 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
@@ -69,7 +69,7 @@
     <link rel="prev" title="create_crab_spectral_model" href="gammapy.modeling.models.create_crab_spectral_model.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.modeling.models.integrate_spectrum.html b/docs/dev/api/gammapy.modeling.models.integrate_spectrum.html
index 554f2930c70..40ed8f71e81 100644
--- a/docs/dev/api/gammapy.modeling.models.integrate_spectrum.html
+++ b/docs/dev/api/gammapy.modeling.models.integrate_spectrum.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="create_fermi_isotropic_diffuse_model" href="gammapy.modeling.models.create_fermi_isotropic_diffuse_model.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 6f5468ee305..46004e373c7 100644
--- a/docs/dev/api/gammapy.modeling.models.read_hermes_cube.html
+++ b/docs/dev/api/gammapy.modeling.models.read_hermes_cube.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="scale_plot_flux" href="gammapy.modeling.models.scale_plot_flux.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 f25f710c318..32c0dcec553 100644
--- a/docs/dev/api/gammapy.modeling.models.scale_plot_flux.html
+++ b/docs/dev/api/gammapy.modeling.models.scale_plot_flux.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="integrate_spectrum" href="gammapy.modeling.models.integrate_spectrum.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 4b215884dcb..4287743e86c 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
@@ -69,7 +69,7 @@
     <link rel="prev" title="EBL_DATA_BUILTIN" href="gammapy.modeling.models.EBL_DATA_BUILTIN.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.modeling.select_nested_models.html b/docs/dev/api/gammapy.modeling.select_nested_models.html
index 38beb79b61a..fbe554fbf4b 100644
--- a/docs/dev/api/gammapy.modeling.select_nested_models.html
+++ b/docs/dev/api/gammapy.modeling.select_nested_models.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="modeling - Models and fitting" href="../api-reference/modeling.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 16f75934c64..6c234840e60 100644
--- a/docs/dev/api/gammapy.modeling.stat_profile_ul_scipy.html
+++ b/docs/dev/api/gammapy.modeling.stat_profile_ul_scipy.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="select_nested_models" href="gammapy.modeling.select_nested_models.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.stats.CashCountsStatistic.html b/docs/dev/api/gammapy.stats.CashCountsStatistic.html
index 9b603947272..08dc4063a44 100644
--- a/docs/dev/api/gammapy.stats.CashCountsStatistic.html
+++ b/docs/dev/api/gammapy.stats.CashCountsStatistic.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="weighted_cash_sum_cython" href="gammapy.stats.weighted_cash_sum_cython.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.stats.TimmerKonig_lightcurve_simulator.html b/docs/dev/api/gammapy.stats.TimmerKonig_lightcurve_simulator.html
index 16cea69a140..e4946f9894a 100644
--- a/docs/dev/api/gammapy.stats.TimmerKonig_lightcurve_simulator.html
+++ b/docs/dev/api/gammapy.stats.TimmerKonig_lightcurve_simulator.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="discrete_correlation" href="gammapy.stats.discrete_correlation.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -551,13 +551,7 @@ <h1>TimmerKonig_lightcurve_simulator<a class="headerlink" href="#timmerkonig-lig
 </dd>
 </dl>
 <p class="rubric">References</p>
-<div role="list" class="citation-list">
-<div class="citation" id="rd9a3598045f8-timmer1995" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span>Timmer1995<span class="fn-bracket">]</span></span>
-<p>“On generating power law noise”, J. Timmer and M, Konig, section 3
-<a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1995A%26A...300..707T/abstract">https://ui.adsabs.harvard.edu/abs/1995A%26A…300..707T/abstract</a></p>
-</div>
-</div>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1995A%26A...300..707T/abstract">Timmer and Konig (1995), section 3,  “On generating power law noise”</a></p>
 <p class="rubric">Examples</p>
 <p>To pass the function to be used in the simlation one can use either the ‘lambda’ keyword or an extended definition.
 Parameters of the function can be passed using the ‘power_spectrum_params’ keyword.
diff --git a/docs/dev/api/gammapy.stats.WStatCountsStatistic.html b/docs/dev/api/gammapy.stats.WStatCountsStatistic.html
index 9141acd0c82..2bee85b7984 100644
--- a/docs/dev/api/gammapy.stats.WStatCountsStatistic.html
+++ b/docs/dev/api/gammapy.stats.WStatCountsStatistic.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="CashCountsStatistic" href="gammapy.stats.CashCountsStatistic.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.stats.cash.html b/docs/dev/api/gammapy.stats.cash.html
index c87f482eb86..3e125645f48 100644
--- a/docs/dev/api/gammapy.stats.cash.html
+++ b/docs/dev/api/gammapy.stats.cash.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="stats - Statistics" href="../api-reference/stats.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -543,9 +543,9 @@ <h1>cash<a class="headerlink" href="#cash" title="Link to this heading">#</a></h
 </dl>
 <p class="rubric">References</p>
 <ul class="simple">
-<li><p><a class="reference external" href="http://cxc.cfa.harvard.edu/sherpa/statistics/#cash">Sherpa statistics page section on the Cash statistic:</a></p></li>
-<li><p><a class="reference external" href="http://cxc.harvard.edu/sherpa/ahelp/cash.html">Sherpa help page on the Cash statistic:</a></p></li>
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1979ApJ...228..939C">Cash 1979, ApJ 228, 939,</a></p></li>
+<li><p><a class="reference external" href="http://cxc.cfa.harvard.edu/sherpa/statistics/#cash">Sherpa statistics page section on the Cash statistic</a></p></li>
+<li><p><a class="reference external" href="http://cxc.harvard.edu/sherpa/ahelp/cash.html">Sherpa help page on the Cash statistic</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1979ApJ...228..939C">Cash (1979), ApJ 228, 939,</a></p></li>
 </ul>
 </dd></dl>
 
diff --git a/docs/dev/api/gammapy.stats.cash_sum_cython.html b/docs/dev/api/gammapy.stats.cash_sum_cython.html
index e96cfecb28b..619d6fabb3e 100644
--- a/docs/dev/api/gammapy.stats.cash_sum_cython.html
+++ b/docs/dev/api/gammapy.stats.cash_sum_cython.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="cash" href="gammapy.stats.cash.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.stats.compute_chisq.html b/docs/dev/api/gammapy.stats.compute_chisq.html
index cb478cbcbf4..6a9aac844a5 100644
--- a/docs/dev/api/gammapy.stats.compute_chisq.html
+++ b/docs/dev/api/gammapy.stats.compute_chisq.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="compute_flux_doubling" href="gammapy.stats.compute_flux_doubling.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.stats.compute_flux_doubling.html b/docs/dev/api/gammapy.stats.compute_flux_doubling.html
index 27e0f37b7d9..2895305e455 100644
--- a/docs/dev/api/gammapy.stats.compute_flux_doubling.html
+++ b/docs/dev/api/gammapy.stats.compute_flux_doubling.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="compute_fpp" href="gammapy.stats.compute_fpp.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -520,12 +520,10 @@ <h1>compute_flux_doubling<a class="headerlink" href="#compute-flux-doubling" tit
 <p>Computing the flux doubling can give the doubling time in a lightcurve
 displaying significant temporal variability, e.g. an AGN flare.</p>
 <p>The variable is computed as:</p>
-<blockquote>
-<div><div class="math notranslate nohighlight">
-\[doubling = min(\frac{t_(i+1)-t_i}{log_2{f_(i+1)/f_i}})\]</div>
-</div></blockquote>
-<p>where f_i and f_(i+1) are the fluxes measured at subsequent coordinates t_i and t_(i+1).
-The error is obtained by propagating the relative errors on the flux measures.</p>
+<div class="math notranslate nohighlight">
+\[doubling = min \left( \frac{t_{(i+1)}-t_{i}}{log_2{f_{(i+1)}/f_{i}}} \right)\]</div>
+<p>where <span class="math notranslate nohighlight">\(f_i\)</span> and <span class="math notranslate nohighlight">\(f_{(i+1)}\)</span> are the fluxes measured at subsequent coordinates <span class="math notranslate nohighlight">\(t_i\)</span> and
+<span class="math notranslate nohighlight">\(t_{(i+1)}\)</span>. The error is obtained by propagating the relative errors on the flux measures.</p>
 <dl class="field-list">
 <dt class="field-odd">Parameters<span class="colon">:</span></dt>
 <dd class="field-odd"><dl>
diff --git a/docs/dev/api/gammapy.stats.compute_fpp.html b/docs/dev/api/gammapy.stats.compute_fpp.html
index d427a752b9d..2c729bfc1cf 100644
--- a/docs/dev/api/gammapy.stats.compute_fpp.html
+++ b/docs/dev/api/gammapy.stats.compute_fpp.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="compute_fvar" href="gammapy.stats.compute_fvar.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -542,15 +542,8 @@ <h1>compute_fpp<a class="headerlink" href="#compute-fpp" title="Link to this hea
 </dd>
 </dl>
 <p class="rubric">References</p>
-<div role="list" class="citation-list">
-<div class="citation" id="r35a2f09eaab7-edelson2002" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span>Edelson2002<span class="fn-bracket">]</span></span>
-<p>“X-Ray Spectral Variability and Rapid Variability
-of the Soft X-Ray Spectrum Seyfert 1 Galaxies
-Arakelian 564 and Ton S180”, Edelson et al. (2002), equation 3,
-<a class="reference external" href="https://iopscience.iop.org/article/10.1086/323779">https://iopscience.iop.org/article/10.1086/323779</a></p>
-</div>
-</div>
+<p><a class="reference external" href="https://iopscience.iop.org/article/10.1086/323779">Edelson et al. (2002), equation 3, “X-Ray Spectral Variability and Rapid Variability
+of the Soft X-Ray Spectrum Seyfert 1 Galaxies Arakelian 564 and Ton S180”</a></p>
 </dd></dl>
 
 </section>
diff --git a/docs/dev/api/gammapy.stats.compute_fvar.html b/docs/dev/api/gammapy.stats.compute_fvar.html
index 80c2a690cae..90fa49903ca 100644
--- a/docs/dev/api/gammapy.stats.compute_fvar.html
+++ b/docs/dev/api/gammapy.stats.compute_fvar.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="wstat" href="gammapy.stats.wstat.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -545,14 +545,8 @@ <h1>compute_fvar<a class="headerlink" href="#compute-fvar" title="Link to this h
 </dd>
 </dl>
 <p class="rubric">References</p>
-<div role="list" class="citation-list">
-<div class="citation" id="re0bdc818bb26-vaughan2003" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span>Vaughan2003<span class="fn-bracket">]</span></span>
-<p>“On characterizing the variability properties of X-ray light
-curves from active galaxies”, Vaughan et al. (2003)
-<a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2003MNRAS.345.1271V">https://ui.adsabs.harvard.edu/abs/2003MNRAS.345.1271V</a></p>
-</div>
-</div>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/2003MNRAS.345.1271V">Vaughan et al. (2003), “On characterizing the variability properties of X-ray light
+curves from active galaxies”</a></p>
 </dd></dl>
 
 </section>
diff --git a/docs/dev/api/gammapy.stats.cstat.html b/docs/dev/api/gammapy.stats.cstat.html
index b46eb840055..8c7a5e8dab6 100644
--- a/docs/dev/api/gammapy.stats.cstat.html
+++ b/docs/dev/api/gammapy.stats.cstat.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="cash_sum_cython" href="gammapy.stats.cash_sum_cython.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -546,9 +546,9 @@ <h1>cstat<a class="headerlink" href="#cstat" title="Link to this heading">#</a><
 </dl>
 <p class="rubric">References</p>
 <ul class="simple">
-<li><p><a class="reference external" href="http://cxc.cfa.harvard.edu/sherpa/statistics/#cstat">Sherpa stats page section on the C statistic:</a></p></li>
-<li><p><a class="reference external" href="http://cxc.harvard.edu/sherpa/ahelp/cash.html">Sherpa help page on the C statistic:</a></p></li>
-<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1979ApJ...228..939C">Cash 1979, ApJ 228, 939,</a></p></li>
+<li><p><a class="reference external" href="http://cxc.cfa.harvard.edu/sherpa/statistics/#cstat">Sherpa stats page section on the C statistic</a></p></li>
+<li><p><a class="reference external" href="http://cxc.harvard.edu/sherpa/ahelp/cash.html">Sherpa help page on the C statistic</a></p></li>
+<li><p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1979ApJ...228..939C">Cash (1979), ApJ 228, 939</a></p></li>
 </ul>
 </dd></dl>
 
diff --git a/docs/dev/api/gammapy.stats.discrete_correlation.html b/docs/dev/api/gammapy.stats.discrete_correlation.html
index c3f281a8eb7..1ab806c523f 100644
--- a/docs/dev/api/gammapy.stats.discrete_correlation.html
+++ b/docs/dev/api/gammapy.stats.discrete_correlation.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="structure_function" href="gammapy.stats.structure_function.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -543,14 +543,8 @@ <h1>discrete_correlation<a class="headerlink" href="#discrete-correlation" title
 </dd>
 </dl>
 <p class="rubric">References</p>
-<div role="list" class="citation-list">
-<div class="citation" id="raf6cc310bb75-edelson1988" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span>Edelson1988<span class="fn-bracket">]</span></span>
-<p>“THE DISCRETE CORRELATION FUNCTION: A NEW METHOD FOR ANALYZING
-UNEVENLY SAMPLED VARIABILITY DATA”, Edelson et al. (1988)
-<a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1988ApJ...333..646E/abstract">https://ui.adsabs.harvard.edu/abs/1988ApJ…333..646E/abstract</a></p>
-</div>
-</div>
+<p><a class="reference external" href="https://ui.adsabs.harvard.edu/abs/1988ApJ...333..646E/abstract">Edelson et al. (1988), “THE DISCRETE CORRELATION FUNCTION: A NEW METHOD FOR ANALYZING
+UNEVENLY SAMPLED VARIABILITY DATA”</a></p>
 </dd></dl>
 
 </section>
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 4e4c54afbc3..99126e80269 100644
--- a/docs/dev/api/gammapy.stats.f_cash_root_cython.html
+++ b/docs/dev/api/gammapy.stats.f_cash_root_cython.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="cstat" href="gammapy.stats.cstat.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 e9aee792c9b..2c6355ddb29 100644
--- a/docs/dev/api/gammapy.stats.get_wstat_gof_terms.html
+++ b/docs/dev/api/gammapy.stats.get_wstat_gof_terms.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="f_cash_root_cython" href="gammapy.stats.f_cash_root_cython.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 12af3132ef0..7b6b8d88401 100644
--- a/docs/dev/api/gammapy.stats.get_wstat_mu_bkg.html
+++ b/docs/dev/api/gammapy.stats.get_wstat_mu_bkg.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="get_wstat_gof_terms" href="gammapy.stats.get_wstat_gof_terms.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.stats.norm_bounds_cython.html b/docs/dev/api/gammapy.stats.norm_bounds_cython.html
index 7cca305224a..3d51be0b4f5 100644
--- a/docs/dev/api/gammapy.stats.norm_bounds_cython.html
+++ b/docs/dev/api/gammapy.stats.norm_bounds_cython.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="get_wstat_mu_bkg" href="gammapy.stats.get_wstat_mu_bkg.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.stats.structure_function.html b/docs/dev/api/gammapy.stats.structure_function.html
index a269e8947f4..90e98a0b8f4 100644
--- a/docs/dev/api/gammapy.stats.structure_function.html
+++ b/docs/dev/api/gammapy.stats.structure_function.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="compute_chisq" href="gammapy.stats.compute_chisq.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -536,14 +536,8 @@ <h1>structure_function<a class="headerlink" href="#structure-function" title="Li
 </dd>
 </dl>
 <p class="rubric">References</p>
-<div role="list" class="citation-list">
-<div class="citation" id="r492fb5886dd9-emmanoulopoulos2010" role="doc-biblioentry">
-<span class="label"><span class="fn-bracket">[</span>Emmanoulopoulos2010<span class="fn-bracket">]</span></span>
-<p>“On the use of structure functions to study blazar variability:
-caveats and problems”, Emmanoulopoulos et al. (2010)
-<a class="reference external" href="https://academic.oup.com/mnras/article/404/2/931/968488">https://academic.oup.com/mnras/article/404/2/931/968488</a></p>
-</div>
-</div>
+<p><a class="reference external" href="https://academic.oup.com/mnras/article/404/2/931/968488">Emmanoulopoulos et al. (2010), “On the use of structure functions to study blazar variability:
+caveats and problems”</a></p>
 </dd></dl>
 
 </section>
diff --git a/docs/dev/api/gammapy.stats.weighted_cash_sum_cython.html b/docs/dev/api/gammapy.stats.weighted_cash_sum_cython.html
index ccec7c9b798..49cb89cc7dc 100644
--- a/docs/dev/api/gammapy.stats.weighted_cash_sum_cython.html
+++ b/docs/dev/api/gammapy.stats.weighted_cash_sum_cython.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="TimmerKonig_lightcurve_simulator" href="gammapy.stats.TimmerKonig_lightcurve_simulator.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.stats.wstat.html b/docs/dev/api/gammapy.stats.wstat.html
index 8b38f7b4c04..400c90e6d4a 100644
--- a/docs/dev/api/gammapy.stats.wstat.html
+++ b/docs/dev/api/gammapy.stats.wstat.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="norm_bounds_cython" href="gammapy.stats.norm_bounds_cython.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -544,8 +544,8 @@ <h1>wstat<a class="headerlink" href="#wstat" title="Link to this heading">#</a><
 </dl>
 <p class="rubric">References</p>
 <ul class="simple">
-<li><p><a class="reference external" href="http://inspirehep.net/record/1122589/files/these_short.pdf">Habilitation M. de Naurois, p. 141,</a></p></li>
-<li><p><a class="reference external" href="https://heasarc.gsfc.nasa.gov/xanadu/xspec/manual/XSappendixStatistics.html">XSPEC page on Poisson data with Poisson background,</a></p></li>
+<li><p><a class="reference external" href="http://inspirehep.net/record/1122589/files/these_short.pdf">Habilitation M. de Naurois, p. 141</a></p></li>
+<li><p><a class="reference external" href="https://heasarc.gsfc.nasa.gov/xanadu/xspec/manual/XSappendixStatistics.html">XSPEC page on Poisson data with Poisson background</a></p></li>
 </ul>
 </dd></dl>
 
diff --git a/docs/dev/api/gammapy.utils.cluster.hierarchical_clustering.html b/docs/dev/api/gammapy.utils.cluster.hierarchical_clustering.html
index 80a7a8164c2..c1cacef57b1 100644
--- a/docs/dev/api/gammapy.utils.cluster.hierarchical_clustering.html
+++ b/docs/dev/api/gammapy.utils.cluster.hierarchical_clustering.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="standard_scaler" href="gammapy.utils.cluster.standard_scaler.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.utils.cluster.standard_scaler.html b/docs/dev/api/gammapy.utils.cluster.standard_scaler.html
index eb1093ae342..5c3e62305fb 100644
--- a/docs/dev/api/gammapy.utils.cluster.standard_scaler.html
+++ b/docs/dev/api/gammapy.utils.cluster.standard_scaler.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="utils - Utilities" href="../api-reference/utils.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 57c217df648..c66d2479375 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
@@ -69,7 +69,7 @@
     <link rel="prev" title="velocity_glon_glat" href="gammapy.utils.coordinates.velocity_glon_glat.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.utils.coordinates.cartesian.html b/docs/dev/api/gammapy.utils.coordinates.cartesian.html
index 4f92bee2aac..b067e0864a0 100644
--- a/docs/dev/api/gammapy.utils.coordinates.cartesian.html
+++ b/docs/dev/api/gammapy.utils.coordinates.cartesian.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="hierarchical_clustering" href="gammapy.utils.cluster.hierarchical_clustering.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 3c3456f2e0b..dd4b737e6f1 100644
--- a/docs/dev/api/gammapy.utils.coordinates.fov_to_sky.html
+++ b/docs/dev/api/gammapy.utils.coordinates.fov_to_sky.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="cartesian" href="gammapy.utils.coordinates.cartesian.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.utils.coordinates.galactic.html b/docs/dev/api/gammapy.utils.coordinates.galactic.html
index c553263588c..db7bae76c76 100644
--- a/docs/dev/api/gammapy.utils.coordinates.galactic.html
+++ b/docs/dev/api/gammapy.utils.coordinates.galactic.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="fov_to_sky" href="gammapy.utils.coordinates.fov_to_sky.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 f828e01dd81..cd916983359 100644
--- a/docs/dev/api/gammapy.utils.coordinates.motion_since_birth.html
+++ b/docs/dev/api/gammapy.utils.coordinates.motion_since_birth.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="galactic" href="gammapy.utils.coordinates.galactic.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
diff --git a/docs/dev/api/gammapy.utils.coordinates.polar.html b/docs/dev/api/gammapy.utils.coordinates.polar.html
index e1043883646..c05585e6f13 100644
--- a/docs/dev/api/gammapy.utils.coordinates.polar.html
+++ b/docs/dev/api/gammapy.utils.coordinates.polar.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="motion_since_birth" href="gammapy.utils.coordinates.motion_since_birth.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
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 a44fd9163a3..f1d3e113f9e 100644
--- a/docs/dev/api/gammapy.utils.coordinates.sky_to_fov.html
+++ b/docs/dev/api/gammapy.utils.coordinates.sky_to_fov.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="polar" href="gammapy.utils.coordinates.polar.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 9030a871c8b..93f63cdcf69 100644
--- a/docs/dev/api/gammapy.utils.coordinates.velocity_glon_glat.html
+++ b/docs/dev/api/gammapy.utils.coordinates.velocity_glon_glat.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="sky_to_fov" href="gammapy.utils.coordinates.sky_to_fov.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.utils.fits.HDULocation.html b/docs/dev/api/gammapy.utils.fits.HDULocation.html
index d3e6b39d761..0f683e5d804 100644
--- a/docs/dev/api/gammapy.utils.fits.HDULocation.html
+++ b/docs/dev/api/gammapy.utils.fits.HDULocation.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="LazyFitsData" href="gammapy.utils.fits.LazyFitsData.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.utils.fits.LazyFitsData.html b/docs/dev/api/gammapy.utils.fits.LazyFitsData.html
index a204a9ebbe9..f774fe48a64 100644
--- a/docs/dev/api/gammapy.utils.fits.LazyFitsData.html
+++ b/docs/dev/api/gammapy.utils.fits.LazyFitsData.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="earth_location_from_dict" href="gammapy.utils.fits.earth_location_from_dict.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 92702466444..8e39fd40858 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
@@ -69,7 +69,7 @@
     <link rel="prev" title="ScaledRegularGridInterpolator" href="gammapy.utils.interpolation.ScaledRegularGridInterpolator.html" />
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   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/api/gammapy.utils.integrate.trapz_loglog.html b/docs/dev/api/gammapy.utils.integrate.trapz_loglog.html
index 77add47a3b3..95d6ddf917c 100644
--- a/docs/dev/api/gammapy.utils.integrate.trapz_loglog.html
+++ b/docs/dev/api/gammapy.utils.integrate.trapz_loglog.html
@@ -69,7 +69,7 @@
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+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/api/gammapy.visualization.plot_map_rgb.html b/docs/dev/api/gammapy.visualization.plot_map_rgb.html
index fc1e2f1a1fe..9ef292bfe3e 100644
--- a/docs/dev/api/gammapy.visualization.plot_map_rgb.html
+++ b/docs/dev/api/gammapy.visualization.plot_map_rgb.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="plot_heatmap" href="gammapy.visualization.plot_heatmap.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 4f39375054b..3ee27679e81 100644
--- a/docs/dev/api/gammapy.visualization.plot_npred_signal.html
+++ b/docs/dev/api/gammapy.visualization.plot_npred_signal.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="plot_theta_squared_table" href="gammapy.visualization.plot_theta_squared_table.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 71a2a34017e..bc37ba768b1 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
@@ -69,7 +69,7 @@
     <link rel="prev" title="plot_map_rgb" href="gammapy.visualization.plot_map_rgb.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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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 30336787832..927024c56d7 100644
--- a/docs/dev/api/gammapy.visualization.plot_theta_squared_table.html
+++ b/docs/dev/api/gammapy.visualization.plot_theta_squared_table.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="plot_spectrum_datasets_off_regions" href="gammapy.visualization.plot_spectrum_datasets_off_regions.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/dependencies.html b/docs/dev/development/dependencies.html
index a53bf7fd502..576884d5b72 100644
--- a/docs/dev/development/dependencies.html
+++ b/docs/dev/development/dependencies.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Project setup" href="setup.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/dev_howto.html b/docs/dev/development/dev_howto.html
index 6ae620707fa..7e629272854 100644
--- a/docs/dev/development/dev_howto.html
+++ b/docs/dev/development/dev_howto.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Documentation How To" href="doc_howto.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/doc_howto.html b/docs/dev/development/doc_howto.html
index ef8bd255d14..77e9b8b5c1d 100644
--- a/docs/dev/development/doc_howto.html
+++ b/docs/dev/development/doc_howto.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="How to make a Gammapy release" href="release.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -607,6 +607,22 @@ <h3>Code in docstrings in Python files<a class="headerlink" href="#code-in-docst
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pytest<span class="w"> </span>--doctest-modules<span class="w"> </span><span class="s2">&quot;--ignore-glob=*/tests&quot;</span><span class="w"> </span>gammapy
 </pre></div>
 </div>
+<p>References can also be added to docstrings for proper documentation of specific equations or usage examples. There are
+a few ways to do this. Firstly if you reference a specific equation you can utilise the following syntax:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>From Equation (1) in [1]_.
+
+References
+----------
+.. [1] `Author et al. (2023), &quot;Title&quot; &lt;link_to_nasaads&gt;`_
+</pre></div>
+</div>
+<p>Another option is to create a general list of references, as follows:</p>
+<div class="highlight-text notranslate"><div class="highlight"><pre><span></span>References
+----------
+* `Author et al. (2023), &quot;Title&quot; &lt;link_to_nasaads&gt;`_
+* `Author2 et al. (2022), &quot;Title2&quot; &lt;link_to_nasaads&gt;`_
+</pre></div>
+</div>
 <p>It is also important to check that you have correctly formatted your docstring. An easy way to check this
 is with the following for your specific file, i.e.:</p>
 <div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pydocstyle<span class="w"> </span>gammapy/data/event_list.py
diff --git a/docs/dev/development/index.html b/docs/dev/development/index.html
index b4e5b7c246c..ed6ccdc194d 100644
--- a/docs/dev/development/index.html
+++ b/docs/dev/development/index.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="unit_from_fits_image_hdu" href="../api/gammapy.utils.units.unit_from_fits_image_hdu.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
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diff --git a/docs/dev/development/intro.html b/docs/dev/development/intro.html
index d705526c93e..2ffa440356b 100644
--- a/docs/dev/development/intro.html
+++ b/docs/dev/development/intro.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Dependencies" href="dependencies.html" />
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/index.html b/docs/dev/development/pigs/index.html
index eb93fa9eb2d..78ce1120113 100644
--- a/docs/dev/development/pigs/index.html
+++ b/docs/dev/development/pigs/index.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Developer How To" href="../dev_howto.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-001.html b/docs/dev/development/pigs/pig-001.html
index 2ecf1e93d4c..d976dcf2998 100644
--- a/docs/dev/development/pigs/pig-001.html
+++ b/docs/dev/development/pigs/pig-001.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIGs" href="index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-002.html b/docs/dev/development/pigs/pig-002.html
index f9649062ce0..7e7a9fe0d56 100644
--- a/docs/dev/development/pigs/pig-002.html
+++ b/docs/dev/development/pigs/pig-002.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 1 - PIG purpose and guidelines" href="pig-001.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-003.html b/docs/dev/development/pigs/pig-003.html
index d929cea0f0a..dc71c26af27 100644
--- a/docs/dev/development/pigs/pig-003.html
+++ b/docs/dev/development/pigs/pig-003.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 2 - Organization of low level analysis code" href="pig-002.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-004.html b/docs/dev/development/pigs/pig-004.html
index 9106631c1a4..6ddb4cce573 100644
--- a/docs/dev/development/pigs/pig-004.html
+++ b/docs/dev/development/pigs/pig-004.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 3 - Plan for dropping Python 2.7 support" href="pig-003.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-005.html b/docs/dev/development/pigs/pig-005.html
index 578becf0225..8d0e7d4eb56 100644
--- a/docs/dev/development/pigs/pig-005.html
+++ b/docs/dev/development/pigs/pig-005.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 4 - Setup for tutorial notebooks and data" href="pig-004.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-006.html b/docs/dev/development/pigs/pig-006.html
index be9cb8aaa7b..0cdbb426430 100644
--- a/docs/dev/development/pigs/pig-006.html
+++ b/docs/dev/development/pigs/pig-006.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 5 - Gammapy 1.0 roadmap" href="pig-005.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-007.html b/docs/dev/development/pigs/pig-007.html
index 0a76ade3ebd..fa4df8c26cb 100644
--- a/docs/dev/development/pigs/pig-007.html
+++ b/docs/dev/development/pigs/pig-007.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 6 - CTA observation handling" href="pig-006.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-008.html b/docs/dev/development/pigs/pig-008.html
index d4483b47f4e..8a3269a0b5d 100644
--- a/docs/dev/development/pigs/pig-008.html
+++ b/docs/dev/development/pigs/pig-008.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 7 - Models" href="pig-007.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-009.html b/docs/dev/development/pigs/pig-009.html
index da8984772ae..b257711157b 100644
--- a/docs/dev/development/pigs/pig-009.html
+++ b/docs/dev/development/pigs/pig-009.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 8 - Datasets" href="pig-008.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-010.html b/docs/dev/development/pigs/pig-010.html
index f40765b67ce..fd756b1d766 100644
--- a/docs/dev/development/pigs/pig-010.html
+++ b/docs/dev/development/pigs/pig-010.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 9 - Event sampling" href="pig-009.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-011.html b/docs/dev/development/pigs/pig-011.html
index 9be49a0bc38..1fce8131f81 100644
--- a/docs/dev/development/pigs/pig-011.html
+++ b/docs/dev/development/pigs/pig-011.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 10 - Regions" href="pig-010.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-012.html b/docs/dev/development/pigs/pig-012.html
index 426383ee04b..4100bed6b85 100644
--- a/docs/dev/development/pigs/pig-012.html
+++ b/docs/dev/development/pigs/pig-012.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 11 - Light curves" href="pig-011.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-013.html b/docs/dev/development/pigs/pig-013.html
index 98ea28a666b..fc89a584fce 100644
--- a/docs/dev/development/pigs/pig-013.html
+++ b/docs/dev/development/pigs/pig-013.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 12 - High level interface" href="pig-012.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-014.html b/docs/dev/development/pigs/pig-014.html
index 76660dbedf0..49bdc7a218a 100644
--- a/docs/dev/development/pigs/pig-014.html
+++ b/docs/dev/development/pigs/pig-014.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 13 - Gammapy dependencies and distribution" href="pig-013.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/development/pigs/pig-016.html b/docs/dev/development/pigs/pig-016.html
index fe43bdd721b..b0acefc9df2 100644
--- a/docs/dev/development/pigs/pig-016.html
+++ b/docs/dev/development/pigs/pig-016.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 14 - Uncertainty estimation" href="pig-014.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/development/pigs/pig-018.html b/docs/dev/development/pigs/pig-018.html
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+++ b/docs/dev/development/pigs/pig-018.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 16 - Gammapy package structure" href="pig-016.html" />
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+++ b/docs/dev/development/pigs/pig-019.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 18 - Documentation" href="pig-018.html" />
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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+++ b/docs/dev/development/pigs/pig-020.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 19 - Gammapy package structure follow up" href="pig-019.html" />
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+++ b/docs/dev/development/pigs/pig-021.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="PIG 20 - Global Model API" href="pig-020.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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diff --git a/docs/dev/development/pigs/pig-022.html b/docs/dev/development/pigs/pig-022.html
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+++ b/docs/dev/development/pigs/pig-022.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 21 - Models improvements" href="pig-021.html" />
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/development/pigs/pig-023.html b/docs/dev/development/pigs/pig-023.html
index e50e2eecd11..7b37498c74c 100644
--- a/docs/dev/development/pigs/pig-023.html
+++ b/docs/dev/development/pigs/pig-023.html
@@ -69,7 +69,7 @@
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   <meta name="docsearch:language" content="en"/>
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index d9bb82a021d..a3c9bd72ebb 100644
--- a/docs/dev/development/pigs/pig-024.html
+++ b/docs/dev/development/pigs/pig-024.html
@@ -69,7 +69,7 @@
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   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/development/pigs/pig-025.html b/docs/dev/development/pigs/pig-025.html
index e0fe0816d77..e4fba4e99ef 100644
--- a/docs/dev/development/pigs/pig-025.html
+++ b/docs/dev/development/pigs/pig-025.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 24 - Authorship policy" href="pig-024.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/development/pigs/pig-026.html b/docs/dev/development/pigs/pig-026.html
index aa4fe5bb786..5bfa246abb6 100644
--- a/docs/dev/development/pigs/pig-026.html
+++ b/docs/dev/development/pigs/pig-026.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 25 - Metadata container for Gammapy" href="pig-025.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/development/pigs/pig-027.html b/docs/dev/development/pigs/pig-027.html
index 91caa48be23..03664a3f46d 100644
--- a/docs/dev/development/pigs/pig-027.html
+++ b/docs/dev/development/pigs/pig-027.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="PIG 26 - Model Priors API" href="pig-026.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/development/release.html b/docs/dev/development/release.html
index 207b29529b0..2264f5219fb 100644
--- a/docs/dev/development/release.html
+++ b/docs/dev/development/release.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="How to contribute to Gammapy" href="intro.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/development/setup.html b/docs/dev/development/setup.html
index 65b6d6d0bdb..8d4ec4d51af 100644
--- a/docs/dev/development/setup.html
+++ b/docs/dev/development/setup.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Developer guide" href="index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/genindex.html b/docs/dev/genindex.html
index e68f382855c..e94c355a60c 100644
--- a/docs/dev/genindex.html
+++ b/docs/dev/genindex.html
@@ -66,7 +66,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/getting-started/environments.html b/docs/dev/getting-started/environments.html
index de2b17e02db..ef44dfe6c1e 100644
--- a/docs/dev/getting-started/environments.html
+++ b/docs/dev/getting-started/environments.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Installation" href="install.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/getting-started/index.html b/docs/dev/getting-started/index.html
index aa8a2a02374..60923b149f4 100644
--- a/docs/dev/getting-started/index.html
+++ b/docs/dev/getting-started/index.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Gammapy" href="../index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/getting-started/install.html b/docs/dev/getting-started/install.html
index d8a40083705..e01c4f6a108 100644
--- a/docs/dev/getting-started/install.html
+++ b/docs/dev/getting-started/install.html
@@ -69,7 +69,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/getting-started/quickstart.html b/docs/dev/getting-started/quickstart.html
index a9bf5018643..41cd46f50d8 100644
--- a/docs/dev/getting-started/quickstart.html
+++ b/docs/dev/getting-started/quickstart.html
@@ -67,7 +67,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/getting-started/troubleshooting.html b/docs/dev/getting-started/troubleshooting.html
index f83a9c8a87c..7ab6b9e8168 100644
--- a/docs/dev/getting-started/troubleshooting.html
+++ b/docs/dev/getting-started/troubleshooting.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Using Gammapy" href="usage.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/getting-started/usage.html b/docs/dev/getting-started/usage.html
index ef69339246c..54214513d79 100644
--- a/docs/dev/getting-started/usage.html
+++ b/docs/dev/getting-started/usage.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Virtual Environments" href="environments.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/index.html b/docs/dev/index.html
index d6ce3c8cc2c..9eb5c743b6e 100644
--- a/docs/dev/index.html
+++ b/docs/dev/index.html
@@ -69,7 +69,7 @@
     <link rel="next" title="Getting started" href="getting-started/index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -443,7 +443,7 @@
 </div>
 <section id="gammapy">
 <h1>Gammapy<a class="headerlink" href="#gammapy" title="Link to this heading">#</a></h1>
-<p><strong>Date</strong>: Feb 13, 2025 <strong>Version</strong>: 2.0.dev452+g4492f4b7c</p>
+<p><strong>Date</strong>: Feb 13, 2025 <strong>Version</strong>: 2.0.dev456+g82fae34f9</p>
 <p><strong>Useful links</strong>:
 <a class="reference external" href="https://gammapy.org">Web page</a> |
 <a class="reference external" href="https://gammapy.github.io/gammapy-recipes">Recipes</a>  |
diff --git a/docs/dev/objects.inv b/docs/dev/objects.inv
index c7d22c7102e03d3fdfeaed322bae8144cf923b58..10372f63978a2c87e72f737c35ea4a8e4f725eb5 100644
GIT binary patch
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diff --git a/docs/dev/plot_directive/user-guide/astro/population/plot_spiral_arms.pdf b/docs/dev/plot_directive/user-guide/astro/population/plot_spiral_arms.pdf
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"api/gammapy.datasets.OGIPDatasetWriter", "api/gammapy.datasets.ObservationEventSampler", "api/gammapy.datasets.SpectrumDataset", "api/gammapy.datasets.SpectrumDatasetOnOff", "api/gammapy.datasets.apply_edisp", "api/gammapy.datasets.create_empty_map_dataset_from_irfs", "api/gammapy.datasets.create_map_dataset_from_observation", "api/gammapy.datasets.create_map_dataset_geoms", "api/gammapy.datasets.split_dataset", "api/gammapy.datasets.utils.apply_edisp", "api/gammapy.datasets.utils.create_map_dataset_from_dl4", "api/gammapy.datasets.utils.split_dataset", "api/gammapy.estimators.ASmoothMapEstimator", "api/gammapy.estimators.ESTIMATOR_REGISTRY", "api/gammapy.estimators.EnergyDependentMorphologyEstimator", "api/gammapy.estimators.Estimator", "api/gammapy.estimators.ExcessMapEstimator", "api/gammapy.estimators.FluxMaps", "api/gammapy.estimators.FluxMetaData", "api/gammapy.estimators.FluxPoints", "api/gammapy.estimators.FluxPointsEstimator", "api/gammapy.estimators.FluxProfileEstimator", "api/gammapy.estimators.ImageProfile", "api/gammapy.estimators.ImageProfileEstimator", "api/gammapy.estimators.LightCurveEstimator", "api/gammapy.estimators.ParameterEstimator", "api/gammapy.estimators.SensitivityEstimator", "api/gammapy.estimators.TSMapEstimator", "api/gammapy.estimators.utils.combine_flux_maps", "api/gammapy.estimators.utils.combine_significance_maps", "api/gammapy.estimators.utils.compute_lightcurve_discrete_correlation", "api/gammapy.estimators.utils.compute_lightcurve_doublingtime", "api/gammapy.estimators.utils.compute_lightcurve_fpp", "api/gammapy.estimators.utils.compute_lightcurve_fvar", "api/gammapy.estimators.utils.estimate_exposure_reco_energy", "api/gammapy.estimators.utils.find_peaks", "api/gammapy.estimators.utils.find_peaks_in_flux_map", "api/gammapy.estimators.utils.get_combined_flux_maps", "api/gammapy.estimators.utils.get_combined_significance_maps", "api/gammapy.estimators.utils.get_rebinned_axis", "api/gammapy.estimators.utils.resample_energy_edges", "api/gammapy.irf.Background2D", "api/gammapy.irf.Background3D", "api/gammapy.irf.BackgroundIRF", "api/gammapy.irf.EDispKernel", "api/gammapy.irf.EDispKernelMap", "api/gammapy.irf.EDispMap", "api/gammapy.irf.EffectiveAreaTable2D", "api/gammapy.irf.EnergyDependentMultiGaussPSF", "api/gammapy.irf.EnergyDispersion2D", "api/gammapy.irf.FoVAlignment", "api/gammapy.irf.IRF", "api/gammapy.irf.IRFMap", "api/gammapy.irf.IRF_REGISTRY", "api/gammapy.irf.PSF3D", "api/gammapy.irf.PSFKernel", "api/gammapy.irf.PSFKing", "api/gammapy.irf.PSFMap", "api/gammapy.irf.ParametricPSF", "api/gammapy.irf.RadMax2D", "api/gammapy.irf.RecoPSFMap", "api/gammapy.irf.load_irf_dict_from_file", "api/gammapy.makers.AdaptiveRingBackgroundMaker", "api/gammapy.makers.DatasetsMaker", "api/gammapy.makers.FoVBackgroundMaker", "api/gammapy.makers.MAKER_REGISTRY", "api/gammapy.makers.Maker", "api/gammapy.makers.MapDatasetMaker", "api/gammapy.makers.PhaseBackgroundMaker", "api/gammapy.makers.ReflectedRegionsBackgroundMaker", "api/gammapy.makers.ReflectedRegionsFinder", "api/gammapy.makers.RegionsFinder", "api/gammapy.makers.RingBackgroundMaker", "api/gammapy.makers.SafeMaskMaker", "api/gammapy.makers.SpectrumDatasetMaker", "api/gammapy.makers.WobbleRegionsFinder", "api/gammapy.makers.utils.make_counts_rad_max", "api/gammapy.makers.utils.make_edisp_kernel_map", "api/gammapy.makers.utils.make_edisp_map", "api/gammapy.makers.utils.make_effective_livetime_map", "api/gammapy.makers.utils.make_map_background_irf", "api/gammapy.makers.utils.make_map_exposure_true_energy", "api/gammapy.makers.utils.make_observation_time_map", "api/gammapy.makers.utils.make_psf_map", "api/gammapy.makers.utils.make_theta_squared_table", "api/gammapy.maps.Geom", "api/gammapy.maps.HpxGeom", "api/gammapy.maps.HpxMap", "api/gammapy.maps.HpxNDMap", "api/gammapy.maps.LabelMapAxis", "api/gammapy.maps.Map", "api/gammapy.maps.MapAxes", "api/gammapy.maps.MapAxis", "api/gammapy.maps.MapCoord", "api/gammapy.maps.Maps", "api/gammapy.maps.RegionGeom", "api/gammapy.maps.RegionNDMap", "api/gammapy.maps.TimeMapAxis", "api/gammapy.maps.WcsGeom", "api/gammapy.maps.WcsMap", "api/gammapy.maps.WcsNDMap", "api/gammapy.maps.containment_radius", "api/gammapy.maps.containment_region", "api/gammapy.modeling.Covariance", "api/gammapy.modeling.CovarianceResult", "api/gammapy.modeling.Fit", "api/gammapy.modeling.FitResult", "api/gammapy.modeling.OptimizeResult", "api/gammapy.modeling.Parameter", "api/gammapy.modeling.Parameters", "api/gammapy.modeling.PriorParameter", "api/gammapy.modeling.PriorParameters", "api/gammapy.modeling.models.BrokenPowerLawSpectralModel", "api/gammapy.modeling.models.CompoundSpectralModel", "api/gammapy.modeling.models.ConstantFluxSpatialModel", "api/gammapy.modeling.models.ConstantSpatialModel", "api/gammapy.modeling.models.ConstantSpectralModel", "api/gammapy.modeling.models.ConstantTemporalModel", "api/gammapy.modeling.models.DatasetModels", "api/gammapy.modeling.models.DiskSpatialModel", "api/gammapy.modeling.models.EBLAbsorptionNormSpectralModel", "api/gammapy.modeling.models.EBL_DATA_BUILTIN", "api/gammapy.modeling.models.ExpCutoffPowerLaw3FGLSpectralModel", "api/gammapy.modeling.models.ExpCutoffPowerLawNormSpectralModel", "api/gammapy.modeling.models.ExpCutoffPowerLawSpectralModel", "api/gammapy.modeling.models.ExpDecayTemporalModel", "api/gammapy.modeling.models.FoVBackgroundModel", "api/gammapy.modeling.models.GaussianPrior", "api/gammapy.modeling.models.GaussianSpatialModel", "api/gammapy.modeling.models.GaussianSpectralModel", "api/gammapy.modeling.models.GaussianTemporalModel", "api/gammapy.modeling.models.GeneralizedGaussianSpatialModel", "api/gammapy.modeling.models.GeneralizedGaussianTemporalModel", "api/gammapy.modeling.models.LightCurveTemplateTemporalModel", "api/gammapy.modeling.models.LinearTemporalModel", "api/gammapy.modeling.models.LogParabolaNormSpectralModel", "api/gammapy.modeling.models.LogParabolaSpectralModel", "api/gammapy.modeling.models.LogUniformPrior", "api/gammapy.modeling.models.MODEL_REGISTRY", "api/gammapy.modeling.models.MeyerCrabSpectralModel", "api/gammapy.modeling.models.Model", "api/gammapy.modeling.models.ModelBase", "api/gammapy.modeling.models.Models", "api/gammapy.modeling.models.NaimaSpectralModel", "api/gammapy.modeling.models.PiecewiseNormSpatialModel", "api/gammapy.modeling.models.PiecewiseNormSpectralModel", "api/gammapy.modeling.models.PointSpatialModel", "api/gammapy.modeling.models.PowerLaw2SpectralModel", "api/gammapy.modeling.models.PowerLawNormSpectralModel", "api/gammapy.modeling.models.PowerLawSpectralModel", "api/gammapy.modeling.models.PowerLawTemporalModel", "api/gammapy.modeling.models.Prior", "api/gammapy.modeling.models.SPATIAL_MODEL_REGISTRY", "api/gammapy.modeling.models.SPECTRAL_MODEL_REGISTRY", "api/gammapy.modeling.models.ScaleSpectralModel", "api/gammapy.modeling.models.Shell2SpatialModel", "api/gammapy.modeling.models.ShellSpatialModel", "api/gammapy.modeling.models.SineTemporalModel", "api/gammapy.modeling.models.SkyModel", "api/gammapy.modeling.models.SmoothBrokenPowerLawSpectralModel", "api/gammapy.modeling.models.SpatialModel", "api/gammapy.modeling.models.SpectralModel", "api/gammapy.modeling.models.SuperExpCutoffPowerLaw3FGLSpectralModel", "api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLDR3SpectralModel", "api/gammapy.modeling.models.SuperExpCutoffPowerLaw4FGLSpectralModel", "api/gammapy.modeling.models.TEMPORAL_MODEL_REGISTRY", "api/gammapy.modeling.models.TemplateNDSpatialModel", "api/gammapy.modeling.models.TemplateNDSpectralModel", "api/gammapy.modeling.models.TemplateNPredModel", "api/gammapy.modeling.models.TemplatePhaseCurveTemporalModel", "api/gammapy.modeling.models.TemplateSpatialModel", "api/gammapy.modeling.models.TemplateSpectralModel", "api/gammapy.modeling.models.TemporalModel", "api/gammapy.modeling.models.UniformPrior", "api/gammapy.modeling.models.create_cosmic_ray_spectral_model", "api/gammapy.modeling.models.create_crab_spectral_model", "api/gammapy.modeling.models.create_fermi_isotropic_diffuse_model", "api/gammapy.modeling.models.integrate_spectrum", "api/gammapy.modeling.models.read_hermes_cube", "api/gammapy.modeling.models.scale_plot_flux", "api/gammapy.modeling.models.utils.read_hermes_cube", "api/gammapy.modeling.select_nested_models", "api/gammapy.modeling.stat_profile_ul_scipy", "api/gammapy.stats.CashCountsStatistic", "api/gammapy.stats.TimmerKonig_lightcurve_simulator", "api/gammapy.stats.WStatCountsStatistic", "api/gammapy.stats.cash", "api/gammapy.stats.cash_sum_cython", "api/gammapy.stats.compute_chisq", "api/gammapy.stats.compute_flux_doubling", "api/gammapy.stats.compute_fpp", "api/gammapy.stats.compute_fvar", "api/gammapy.stats.cstat", "api/gammapy.stats.discrete_correlation", "api/gammapy.stats.f_cash_root_cython", "api/gammapy.stats.get_wstat_gof_terms", "api/gammapy.stats.get_wstat_mu_bkg", "api/gammapy.stats.norm_bounds_cython", "api/gammapy.stats.structure_function", "api/gammapy.stats.weighted_cash_sum_cython", "api/gammapy.stats.wstat", "api/gammapy.utils.cluster.hierarchical_clustering", "api/gammapy.utils.cluster.standard_scaler", "api/gammapy.utils.coordinates.D_SUN_TO_GALACTIC_CENTER", "api/gammapy.utils.coordinates.cartesian", "api/gammapy.utils.coordinates.fov_to_sky", "api/gammapy.utils.coordinates.galactic", "api/gammapy.utils.coordinates.motion_since_birth", "api/gammapy.utils.coordinates.polar", "api/gammapy.utils.coordinates.sky_to_fov", "api/gammapy.utils.coordinates.velocity_glon_glat", "api/gammapy.utils.fits.HDULocation", "api/gammapy.utils.fits.LazyFitsData", "api/gammapy.utils.fits.earth_location_from_dict", "api/gammapy.utils.integrate.trapz_loglog", "api/gammapy.utils.interpolation.ScaledRegularGridInterpolator", 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410, 411, 456, 541, 542, 543], "coadd": [196, 197, 199, 205, 208, 209], "coars": 487, "coarser": [201, 206, 487], "codaci": 416, "codata": 52, "code": [19, 20, 26, 82, 83, 87, 91, 153, 221, 222, 225, 229, 231, 232, 233, 238, 244, 245, 248, 252, 254, 256, 257, 258, 263, 268, 270, 271, 272, 273, 276, 280, 380, 388, 389, 390, 392, 393, 395, 398, 399, 400, 401, 402, 403, 404, 405, 406, 408, 409, 410, 411, 412, 414, 419, 422, 425, 428, 429, 431, 432, 433, 434, 437, 439, 442, 443, 444, 445, 446, 448, 451, 453, 456, 457, 458, 459, 461, 462, 463, 464, 465, 466, 467, 469, 470, 471, 472, 473, 474, 475, 477, 478, 479, 480, 481, 483, 484, 485, 486, 487, 488, 489, 490, 491, 492, 493, 494, 495, 496, 497, 499, 500, 501, 502, 504, 506, 508, 509, 510, 512, 524, 531, 538, 540, 541, 542, 543, 544, 545, 546, 547, 548, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559, 560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 571, 572, 573, 574, 575, 576, 577, 578, 579, 581, 584], "codebas": [386, 402, 414, 425, 444, 446], "codemeta": 439, "codespel": 437, "codestyl": 388, "coeffici": [131, 243, 248, 550], "coerce_numbers_to_str": 105, "coerce_unit": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "coher": 453, "coincid": 484, "col": [87, 91, 437], "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": 379, "collabor": [77, 375, 376, 390, 392, 394, 398, 439, 472, 500, 583], "colleagu": [388, 414, 584], "collect": [203, 251, 385, 387, 412, 414, 416, 444, 445, 462, 487, 494, 512, 521, 525, 529, 583, 588], "collis": 50, "colnam": [87, 91, 196, 197, 199, 205, 208, 209, 500, 510], "color": [102, 111, 112, 150, 151, 209, 374, 375, 376, 379, 382, 386, 456, 457, 459, 461, 462, 463, 464, 465, 467, 469, 471, 472, 475, 478, 481, 485, 488, 489, 491, 494, 496, 497, 524, 533, 537, 541, 542, 560, 569], "colorbar": [128, 150, 151, 153, 156, 157, 158, 163, 164, 165, 167, 209, 373, 379, 483, 489, 492], "colorblind": 524, "colorblind10": 524, "colormap": [374, 375, 376, 425, 438, 510], "colormap_hess": [406, 589], "colormap_milagro": 589, "colour": 448, "column": [41, 43, 44, 46, 47, 56, 83, 87, 91, 104, 110, 126, 128, 131, 144, 150, 151, 153, 177, 196, 197, 198, 199, 200, 201, 205, 206, 208, 209, 278, 300, 310, 355, 356, 357, 358, 378, 379, 382, 383, 385, 398, 400, 409, 448, 451, 452, 456, 474, 481, 486, 492, 495, 499, 521, 524], "column_nam": 490, "column_prefix": 201, "columnclass": [87, 91], "columnspac": 382, "com": [138, 140, 147, 307, 339, 340, 352, 388, 405, 415, 416, 419], "combin": [99, 102, 103, 106, 107, 111, 112, 137, 146, 148, 182, 190, 196, 197, 199, 204, 205, 208, 209, 222, 267, 385, 391, 395, 396, 397, 398, 399, 400, 405, 408, 418, 430, 445, 451, 453, 459, 464, 469, 470, 477, 480, 487, 489, 490, 491, 492, 493, 495, 501, 509, 510, 512, 514, 524, 531, 536, 552, 582, 583], "combine_flux_map": [146, 453], "combine_significance_map": 147, "combined_ev": 521, "combining_and_defin": [456, 464, 466, 469, 471, 477, 480, 499], "come": [69, 388, 391, 392, 393, 394, 395, 399, 400, 401, 402, 404, 405, 410, 412, 415, 416, 433, 434, 437, 446, 447, 451, 461, 469, 477, 495, 499, 508, 584], "comma": [71, 72, 74, 75, 76, 78, 79, 80, 486], "command": [6, 13, 94, 102, 128, 157, 163, 165, 167, 384, 386, 388, 393, 394, 396, 401, 402, 416, 417, 418, 419, 420, 421, 427, 431, 442, 445, 446, 448, 473, 523, 582], "commensur": 209, "comment": [128, 385, 386, 390, 394, 398, 399, 401, 402, 404, 406, 408, 410, 411, 414], "commit": [385, 388, 393, 399, 410, 411, 415, 424, 425, 448], "committe": [390, 392, 410, 411], "commod": 411, "common": [95, 384, 385, 386, 388, 390, 391, 399, 401, 405, 406, 408, 409, 411, 419, 421, 422, 437, 439, 462, 463, 475, 486, 490, 493, 495, 508, 509, 512, 519, 522, 523, 537, 542, 584], "common_irf_head": 490, "commonli": [29, 83, 399, 403, 414, 446, 475, 512, 581, 582, 584, 586, 589], "commun": [385, 401, 407, 411, 415, 417, 423, 502], "comp": 486, "compact": [16, 84, 87, 90, 91, 105, 127], "compar": [87, 91, 129, 130, 133, 134, 150, 151, 152, 153, 156, 157, 158, 160, 163, 165, 167, 168, 195, 196, 197, 199, 204, 205, 207, 208, 209, 214, 290, 385, 399, 402, 405, 414, 434, 450, 451, 456, 457, 458, 461, 465, 469, 472, 475, 477, 479, 483, 486, 489, 491, 497, 500, 508, 519, 583, 585], "comparison": [86, 87, 91, 100, 133, 150, 151, 152, 153, 156, 157, 158, 160, 163, 165, 167, 168, 195, 196, 197, 199, 201, 204, 205, 207, 208, 209, 342, 442, 514], "compat": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 196, 197, 199, 208, 209, 235, 390, 392, 396, 399, 408, 410, 412, 413, 422, 425, 427, 429, 446, 452, 453, 492, 536], "compil": [388, 438], "complain": 388, "complaint": 403, "complement": 405, "complementari": [102, 137, 146, 461], "complet": [13, 16, 84, 90, 105, 127, 342, 385, 391, 395, 396, 397, 398, 399, 402, 403, 405, 409, 410, 411, 414, 415, 419, 424, 426, 427, 428, 429, 430, 431, 432, 433, 434, 437, 439, 442, 443, 444, 445, 446, 447, 469, 474, 489, 496, 504, 524, 529], "complex": [385, 386, 391, 395, 399, 400, 401, 407, 409, 414, 422, 453, 458, 461, 471, 474, 480, 484, 487, 492, 493, 495, 496, 500, 533], "complianc": [411, 448], "compliant": [196, 197, 199, 208, 209, 452, 583], "complic": [399, 537], "compon": [15, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 67, 80, 81, 88, 103, 104, 106, 107, 110, 111, 112, 133, 140, 168, 170, 204, 227, 251, 252, 267, 283, 396, 397, 398, 401, 407, 408, 427, 431, 433, 437, 445, 446, 457, 462, 463, 464, 466, 469, 470, 471, 472, 473, 474, 477, 478, 479, 480, 483, 486, 487, 488, 494, 495, 499, 500, 508, 509, 512, 520, 522, 524, 537, 540, 541, 542, 543, 544, 545, 546, 547, 548, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559, 560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 571, 572, 573, 574, 575, 576, 577, 578, 579, 581, 583], "component_1": 396, "component_2": 396, "component_class": 486, "components_model": 80, "components_statu": 67, "compos": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 391, 411], "composit": [57, 70, 80, 323, 411, 444], "compound": [204, 211, 222, 343, 347, 399, 408, 455, 457, 475, 538, 570], "compoundmodel": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 439], "compoundpixelregion": 347, "compoundskymodel": 396, "compoundskyregion": [211, 343, 347], "compoundsourcemodel": 396, "compoundspectralmodel": [262, 408, 451, 457, 495, 500, 550, 552, 556, 559, 561, 564, 569], "compress": 393, "compris": 501, "compromis": [385, 390, 398, 497], "compton": [252, 433, 560], "compulsori": 495, "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, 102, 103, 105, 106, 107, 111, 112, 121, 123, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 144, 146, 147, 150, 151, 152, 153, 154, 155, 156, 157, 158, 160, 161, 163, 164, 165, 166, 167, 168, 169, 171, 182, 183, 185, 188, 189, 190, 191, 193, 195, 196, 197, 199, 201, 204, 205, 206, 207, 208, 209, 210, 214, 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"compute_lightcurve_fpp": 484, "compute_lightcurve_fvar": 484, "compute_lima_map": 433, "compute_npr": 398, "compute_upper_limit": [292, 294], "computedfieldinfo": [16, 84, 90, 105, 127], "con": [385, 401], "concaten": [83, 86, 92, 198, 201, 397, 401, 407, 451, 492], "concentr": 344, "concept": [16, 84, 90, 105, 127, 405, 406, 412, 414, 423, 485, 492, 525], "conception": [398, 407], "conceptu": 414, "concern": [388, 390, 399, 401, 402, 404, 406, 408, 411, 437, 447, 501, 586], "conclud": 394, "concret": [16, 84, 90, 105, 127, 402, 405], "conda": [384, 388, 392, 393, 402, 405, 410, 415, 416, 418, 419, 420, 421, 422, 427, 429, 445, 446, 584], "condit": [52, 53, 149, 201, 218, 220, 227, 251, 409, 413, 434, 453, 456, 461, 464, 474, 486, 493, 494, 496, 501, 520, 529], "conduct": [448, 480], "cone": [91, 399, 462, 496, 508, 509, 524], "conesearch": 401, "conf": [87, 91, 385, 386, 416, 428, 443], "conf_1d": 478, "conf_3d": 478, "conf_max": [217, 219], "conf_min": [217, 219], "confid": [125, 214, 217, 219, 292, 294, 396, 403, 428, 433, 447, 583, 586], "confidence_opt": [214, 488], "config": [15, 16, 84, 90, 105, 127, 384, 386, 391, 393, 394, 401, 402, 405, 412, 418, 420, 430, 431, 432, 437, 445, 462, 469, 508, 581], "config_dict": 508, "config_joint": 469, "config_paramet": [121, 123, 124, 125, 129, 130, 132, 133, 134, 135, 136], "config_stack": 469, "config_str": 16, "configdict": [16, 84, 90, 105, 127], "configpars": 443, "configur": [11, 15, 16, 46, 84, 87, 90, 91, 101, 102, 105, 111, 112, 121, 123, 124, 125, 127, 129, 130, 132, 133, 134, 135, 136, 332, 385, 386, 388, 394, 396, 400, 401, 405, 406, 412, 415, 416, 422, 430, 432, 433, 437, 439, 448, 451, 452, 461, 463, 465, 471, 473, 474, 483, 499, 504, 523, 524, 529, 583, 584], "confirm": [388, 415], "conflict": [87, 91, 385, 388, 411], "confluenc": 502, "conform": [16, 84, 90, 105, 127, 492], "confus": [385, 386, 391, 404], "connect": [395, 461, 475, 477, 493, 509, 581], "consant": [196, 197, 199, 205, 208, 209], "consciou": 390, "consecut": [179, 342, 385, 410], "consensu": [390, 411], "consent": 385, "consequ": [411, 474, 537], "conserv": [520, 545], "consid": [19, 20, 59, 96, 176, 183, 186, 187, 189, 190, 197, 209, 217, 221, 224, 225, 228, 229, 231, 232, 233, 234, 237, 238, 239, 240, 241, 242, 243, 244, 245, 248, 252, 255, 256, 257, 258, 259, 263, 264, 265, 266, 268, 271, 272, 273, 278, 279, 290, 381, 390, 391, 396, 397, 399, 400, 401, 402, 403, 404, 405, 407, 411, 413, 458, 461, 463, 469, 473, 474, 484, 490, 493, 521, 524, 529, 587], "consider": [401, 427, 437, 445, 469], "consist": [74, 91, 95, 126, 128, 154, 155, 166, 169, 194, 195, 196, 197, 199, 204, 207, 208, 209, 237, 240, 385, 395, 396, 398, 399, 400, 405, 412, 430, 431, 432, 433, 434, 441, 445, 446, 448, 450, 451, 452, 462, 463, 464, 465, 472, 477, 480, 489, 491, 492, 495, 497, 508, 558, 560, 585], "consol": [385, 584], "consortium": [412, 499], "const": [223, 224, 225, 226, 408, 474, 495, 553, 571], "const3d": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "const_norm": 408, "constant": [50, 51, 52, 53, 103, 107, 111, 121, 156, 196, 197, 199, 205, 207, 208, 209, 223, 224, 225, 226, 228, 241, 243, 341, 398, 399, 404, 445, 455, 478, 500, 517, 520, 538, 549, 570, 580, 583, 587], "constant_model": 571, "constantmodel": 447, "constantnormspectralmodel": 408, "constantspatialmodel": [261, 408, 495, 500, 540], "constantspectralmodel": [262, 408, 474, 495, 553], "constanttemporalmodel": [274, 408, 430, 495, 571], "constitu": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "constitut": 487, "constrain": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 411, 457, 466, 470, 491, 497, 531], "constraint": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 524], "construct": [16, 84, 90, 105, 127, 201, 244, 245, 350, 537, 583], "constructor": [194, 195, 196, 197, 199, 201, 204, 205, 206, 207, 208, 209, 451, 509, 535], "consult": 421, "consum": [414, 489, 524], "contact": [387, 392, 394, 411, 421, 423, 426, 427, 428, 442, 445], "contain": [13, 16, 19, 20, 26, 57, 59, 63, 67, 69, 82, 83, 84, 86, 87, 88, 90, 91, 92, 95, 96, 100, 102, 103, 105, 106, 107, 110, 111, 112, 114, 115, 119, 126, 127, 128, 136, 137, 138, 139, 144, 146, 147, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 160, 161, 163, 164, 165, 166, 167, 168, 169, 170, 171, 176, 178, 181, 183, 188, 191, 193, 194, 195, 196, 197, 199, 200, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 214, 218, 221, 222, 223, 224, 225, 226, 227, 228, 229, 231, 232, 233, 234, 237, 238, 239, 240, 241, 242, 243, 244, 245, 248, 249, 251, 252, 253, 254, 255, 256, 257, 258, 259, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 275, 276, 278, 279, 280, 281, 298, 310, 311, 378, 380, 382, 383, 385, 388, 389, 391, 393, 394, 395, 398, 399, 400, 401, 402, 404, 405, 406, 407, 409, 411, 414, 415, 416, 423, 427, 431, 432, 433, 434, 436, 437, 439, 440, 443, 444, 445, 446, 447, 451, 452, 453, 456, 459, 461, 462, 463, 466, 469, 470, 473, 474, 477, 478, 479, 481, 486, 487, 488, 489, 490, 491, 492, 493, 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87, 90, 91, 105, 126, 127, 128, 137, 146, 390, 409, 412, 418, 420, 437, 450, 451, 452, 456, 537], "conversion_typ": [500, 510], "convert": [16, 19, 23, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 50, 83, 85, 86, 87, 91, 99, 102, 103, 106, 107, 109, 111, 112, 126, 128, 131, 150, 151, 152, 153, 154, 155, 156, 157, 158, 160, 161, 163, 165, 166, 167, 168, 169, 179, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 213, 216, 217, 218, 219, 220, 227, 242, 251, 290, 309, 312, 313, 317, 330, 346, 366, 368, 369, 386, 391, 399, 400, 409, 412, 416, 438, 450, 451, 452, 453, 456, 465, 472, 479, 480, 483, 487, 488, 489, 493, 494, 499, 510, 522, 528, 533, 536, 586, 588], "convert_bytestring_to_unicod": [87, 91], "convert_unicode_to_bytestr": [87, 91], "convinc": 510, "convolut": [121, 125, 131, 136, 164, 197, 209, 384, 397, 403, 425, 432, 434, 443, 445, 446, 452, 453, 467, 492, 520, 537], "convolution_method": 197, "convolv": [106, 113, 118, 136, 164, 197, 209, 396, 425, 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136, 137, 139, 140, 141, 142, 146, 172, 198, 201, 206, 217, 219, 221, 222, 223, 224, 225, 228, 229, 231, 232, 233, 234, 237, 238, 239, 240, 241, 242, 243, 244, 245, 248, 252, 253, 254, 255, 256, 257, 258, 259, 263, 264, 265, 266, 268, 269, 270, 271, 272, 273, 275, 276, 278, 279, 280, 292, 294, 298, 299, 300, 302, 307, 363, 385, 386, 399, 400, 401, 403, 408, 409, 412, 413, 414, 427, 431, 433, 435, 437, 438, 440, 444, 445, 448, 450, 451, 452, 453, 457, 458, 459, 461, 462, 464, 465, 466, 469, 470, 471, 472, 474, 477, 478, 480, 481, 483, 484, 486, 488, 495, 496, 497, 499, 508, 509, 510, 512, 520, 522, 524, 542, 560, 569, 581, 584], "error_callback": 172, "errorbar": [83, 102, 103, 106, 107, 111, 112, 201, 205, 226, 234, 239, 241, 242, 243, 259, 266, 278, 281, 456, 483, 497], "errp": [125, 129, 133, 134, 136, 214, 448, 586], "errp_2sigma": 586, "errup": 414, "escap": [385, 411, 414], "especi": [87, 91, 140, 388, 392, 395, 399, 405, 406, 416, 437, 443, 458, 471, 479, 486, 492, 497, 499, 500], "ess": 414, "essenti": [395, 397, 400, 431, 432, 433, 475, 492], "establish": [385, 398], "estim": [6, 19, 20, 26, 50, 72, 102, 106, 112, 114, 115, 121, 122, 123, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 171, 177, 178, 179, 185, 194, 195, 204, 207, 209, 214, 217, 221, 222, 224, 225, 228, 229, 231, 232, 233, 234, 237, 238, 239, 240, 241, 242, 243, 244, 245, 248, 252, 253, 254, 255, 256, 257, 258, 259, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 275, 276, 278, 279, 280, 290, 297, 300, 305, 332, 378, 389, 391, 394, 398, 399, 400, 401, 404, 407, 413, 418, 427, 428, 431, 432, 433, 434, 437, 438, 439, 443, 444, 445, 446, 448, 451, 452, 453, 455, 456, 457, 461, 463, 467, 469, 470, 471, 474, 476, 479, 480, 481, 482, 487, 489, 493, 497, 498, 501, 504, 508, 509, 520, 524, 534, 581, 582, 583, 585, 587], "estimate_best_fit": [129, 130, 133, 134], "estimate_count": [129, 130, 133, 134], "estimate_energy_depend": 123, "estimate_errn_errp": [129, 130, 133, 134], "estimate_excess_map": 125, "estimate_exposure_reco_energi": 125, "estimate_fit_input_map": 136, "estimate_flux_default": 136, "estimate_flux_map": 136, "estimate_flux_point": [129, 130, 133], "estimate_kernel": [125, 136], "estimate_map": 121, "estimate_mask_default": [125, 136], "estimate_min_e2dnd": 135, "estimate_min_excess": 135, "estimate_npr": [129, 130, 133, 134], "estimate_npred_excess": [129, 130, 133], "estimate_pad_width": 136, "estimate_scan": [129, 130, 133, 134], "estimate_t": [129, 130, 133, 134], "estimate_time_bin_flux": 133, "estimate_ul": [129, 130, 133, 134], "estimator_result": [138, 146, 147, 481], "et": [26, 33, 59, 102, 139, 140, 156, 229, 299, 300, 302, 307, 395, 414, 453, 465, 472, 484, 512, 583], "eta": [240, 241, 264, 543, 547, 574], "eta_": 50, "eta_b": 50, "eta_rang": [543, 547], "etc": [106, 112, 126, 385, 390, 391, 395, 396, 397, 400, 401, 405, 406, 409, 411, 412, 414, 434, 462, 464, 469, 477, 478, 480, 481, 483, 487, 492, 495, 497, 500, 508, 520, 533], "etru": 490, "eu": 405, "euclidean": 310, "europ": 411, "ev": [488, 490, 524, 560], "ev2": 490, "evalu": [17, 18, 19, 20, 21, 22, 24, 25, 26, 27, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 68, 87, 91, 103, 106, 107, 110, 111, 112, 150, 151, 152, 153, 156, 157, 158, 160, 163, 165, 167, 168, 176, 183, 189, 204, 215, 216, 221, 222, 223, 224, 225, 226, 227, 228, 229, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 248, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 275, 276, 277, 278, 279, 280, 281, 282, 325, 385, 390, 394, 400, 403, 404, 407, 408, 409, 413, 426, 427, 428, 430, 433, 437, 442, 443, 445, 446, 447, 448, 449, 450, 451, 452, 453, 473, 474, 481, 490, 495, 497, 499, 500, 520, 542, 543, 550, 583, 586], "evaluate_contain": [157, 165, 167, 439], "evaluate_direct": [157, 165, 167], "evaluate_energy_flux": [257, 258], "evaluate_error": [19, 20, 26, 128, 221, 222, 225, 229, 231, 232, 233, 238, 244, 245, 248, 252, 254, 256, 257, 258, 263, 268, 270, 271, 272, 273, 276, 280, 403], "evaluate_geom": [223, 224, 228, 235, 237, 240, 253, 255, 264, 265, 267, 269, 275, 279, 452, 495, 543], "evaluate_integr": [256, 257, 258], "evaluate_paramet": [157, 165, 167], "evaluation_bin_size_min": [223, 224, 228, 237, 240, 253, 255, 264, 265, 267, 269, 275, 279], "evaluation_radiu": [223, 224, 228, 237, 240, 253, 255, 264, 265, 267, 269, 275, 277, 279, 396, 397, 408, 495], "evaluation_region": [223, 224, 228, 237, 240, 253, 255, 264, 265, 267, 269, 275, 279], "even": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 137, 146, 207, 218, 220, 385, 388, 390, 392, 393, 399, 402, 403, 411, 412, 414, 429, 478, 481, 488, 489, 491, 492, 493, 494, 495, 508, 520, 522, 546, 547, 584], "event": [82, 83, 84, 85, 86, 87, 88, 89, 90, 93, 104, 105, 110, 116, 125, 135, 155, 166, 169, 170, 177, 185, 196, 197, 199, 205, 208, 209, 226, 234, 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521, "events_2": 521, "events_3fhl": 510, "events_bkg": 398, "events_gc_3fhl": 510, "events_list": 398, "events_path": [82, 473], "events_src": 398, "events_tot": 398, "events_vela": 481, "eventu": [385, 390, 401, 404, 405, 422, 495], "ever": [414, 587], "everi": [195, 197, 209, 279, 385, 388, 393, 394, 395, 397, 401, 410, 412, 416, 458, 461, 492, 509, 584], "everyon": 390, "everyth": [385, 403, 404, 524], "everywher": [385, 399, 404, 405, 426], "evid": [140, 486], "evolut": [50, 52, 53, 229, 391, 405, 455, 476, 504, 517, 518, 538], "evolv": [28, 29, 30, 35, 36, 39, 40, 50, 52, 53, 229, 402, 405, 412, 414, 474, 490], "evt_sampl": 473, "ex": [11, 492, 494, 495], "exact": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 91, 403, 479, 492, 500], "exactli": [121, 125, 129, 133, 136, 201, 380, 414, 461, 463, 479, 481, 493, 497, 500, 520, 537], "exagger": 376, "examin": [411, 528], "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, 102, 103, 106, 107, 111, 112, 113, 117, 118, 120, 121, 123, 125, 126, 128, 130, 132, 133, 134, 135, 136, 140, 144, 145, 148, 149, 151, 153, 155, 156, 157, 158, 164, 166, 169, 176, 179, 181, 194, 195, 196, 197, 198, 199, 200, 201, 202, 204, 205, 206, 207, 208, 209, 214, 218, 220, 242, 249, 280, 284, 290, 293, 310, 311, 332, 336, 342, 352, 364, 365, 370, 373, 375, 376, 378, 380, 382, 385, 386, 388, 390, 393, 395, 396, 397, 398, 399, 400, 401, 402, 403, 405, 408, 411, 412, 413, 414, 418, 419, 420, 422, 426, 428, 431, 434, 437, 438, 439, 442, 444, 445, 446, 452, 453, 455, 456, 457, 458, 459, 460, 461, 462, 463, 464, 465, 466, 467, 468, 469, 470, 471, 472, 473, 474, 475, 476, 477, 478, 479, 480, 481, 482, 483, 484, 485, 486, 487, 488, 489, 490, 491, 492, 493, 494, 495, 496, 498, 499, 500, 501, 502, 503, 504, 505, 506, 507, 508, 509, 510, 511, 512, 514, 515, 521, 524, 526, 527, 528, 530, 535, 537, 538, 539, 549, 570, 578, 579, 580, 581, 584, 586, 588, 589], "example_cub": 492, "example_cube_fgst": 492, "exce": [114, 115], "except": [67, 69, 80, 87, 91, 103, 106, 107, 111, 112, 172, 196, 197, 199, 205, 208, 209, 312, 382, 385, 396, 400, 404, 490, 494, 537], "excerpt": 502, "excess": [15, 67, 72, 103, 106, 107, 111, 112, 122, 125, 126, 128, 129, 130, 133, 135, 138, 141, 142, 146, 147, 176, 292, 294, 299, 300, 383, 397, 400, 433, 434, 440, 445, 452, 453, 456, 457, 461, 462, 464, 465, 466, 469, 471, 475, 477, 480, 481, 486, 487, 488, 491, 493, 494, 501, 508, 509, 522, 524], "excess_estim": 501, "excess_estimator_integr": 501, "excess_integr": 501, "excess_map": [16, 462, 466, 467, 469, 508], "excess_map_estim": 481, "excess_matching_signific": [436, 446], "excess_min": 149, "excess_r": 487, "excessestim": 409, "excessmapconfig": 16, "excessmapestim": [122, 144, 145, 146, 147, 409, 433, 434, 435, 437, 440, 450, 452, 453, 467, 469, 481, 488, 493, 501, 522], "excesspointsestim": 409, "excessprofileestim": [409, 434], "exchang": 399, "exclud": [16, 84, 90, 102, 103, 105, 106, 111, 112, 127, 132, 177, 179, 218, 220, 227, 251, 391, 449, 469, 491, 493, 533, 534], "exclude_default": [16, 84, 90, 105, 127], "exclude_non": [16, 84, 90, 105, 127], "exclude_unset": [16, 84, 90, 105, 127], "exclus": [16, 83, 171, 173, 178, 179, 180, 181, 184, 195, 207, 391, 399, 401, 433, 435, 453, 458, 466, 469, 491, 531, 533], "exclusion_mask": [171, 173, 178, 179, 180, 181, 184, 461, 467, 471, 491, 493, 509, 531, 533, 534], "exclusion_mask_2d": 491, "exclusion_mask_crab": [462, 508], "exclusion_radiu": 493, "exclusion_region": 461, "exclusionmask": 443, "execut": [11, 125, 129, 133, 134, 136, 385, 386, 388, 390, 392, 393, 394, 400, 401, 405, 416, 417, 418, 419, 420, 421, 422, 431, 439, 445, 455, 460, 468, 476, 482, 491, 492, 498, 500, 503, 504, 505, 507, 510, 511, 539, 549, 570, 580, 582], "exercis": [388, 401, 405, 411], "exhibit": 472, "exist": [11, 15, 16, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 88, 91, 99, 100, 102, 103, 106, 107, 109, 111, 112, 126, 128, 154, 155, 161, 166, 169, 181, 194, 195, 196, 197, 199, 200, 203, 204, 205, 207, 208, 209, 215, 227, 242, 251, 275, 276, 277, 279, 354, 369, 385, 388, 390, 393, 394, 396, 397, 398, 399, 401, 402, 404, 405, 406, 408, 409, 411, 412, 414, 418, 419, 422, 423, 426, 430, 431, 445, 446, 448, 451, 465, 467, 487, 492, 493, 495, 496, 500, 521, 536, 537, 585], "exist_ok": [461, 462, 469, 470, 473, 508, 509], "exit": [11, 15, 87, 91, 218, 220, 227, 251, 427, 548, 584], "exot": 402, "exp": [21, 28, 29, 30, 31, 32, 35, 36, 39, 40, 156, 234, 238, 245, 257, 258, 271, 386, 408, 480, 495, 542, 543, 550, 554, 555, 556, 557, 566, 567, 568, 572, 573, 574, 587], "expand": [133, 350, 395, 437], "expand_map": 133, "expans": [50, 52, 53], "expcutoffpowerlaw": 556, "expcutoffpowerlaw3fglspectralmodel": [262, 408, 459, 495, 555], "expcutoffpowerlawnormspectralmodel": [233, 262, 452, 495, 556], "expcutoffpowerlawspectralmodel": [19, 20, 26, 80, 221, 222, 225, 229, 231, 232, 238, 244, 245, 248, 252, 254, 256, 257, 258, 262, 263, 268, 270, 271, 272, 273, 276, 280, 408, 459, 461, 469, 495, 554, 560], "expdecai": [234, 455, 538, 580], "expdecay_model": [473, 572], "expdecaytemporalmodel": [274, 408, 433, 437, 473, 480, 495, 572], "expect": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 106, 110, 112, 126, 181, 186, 187, 192, 207, 292, 293, 294, 295, 297, 301, 309, 342, 385, 390, 398, 400, 401, 402, 405, 410, 412, 456, 458, 463, 464, 465, 467, 473, 474, 478, 484, 485, 489, 492, 493, 497, 500, 502, 520, 522, 585, 586, 587], "expens": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 461, 474], "experi": [385, 388, 390, 394, 396, 400, 413, 414, 416, 445, 512, 583, 588], "experienc": [394, 421], "experiment": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 401, 584], "expert": 405, "expertis": 402, "expfactor": [272, 273, 567, 568], "expir": 398, "explain": [87, 91, 385, 388, 390, 399, 402, 404, 405, 411, 416, 418, 420, 431, 437, 456, 461, 463, 485, 489, 493, 495, 499, 524, 582, 584], "explan": [121, 125, 129, 133, 136, 386, 390, 423, 484, 588], "explicit": [87, 91, 195, 197, 385, 386, 401, 403, 409, 536, 588], "explicitli": [16, 19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 84, 90, 105, 127, 150, 151, 152, 153, 156, 157, 158, 160, 163, 165, 167, 168, 221, 222, 225, 229, 231, 232, 233, 238, 244, 245, 248, 252, 254, 256, 257, 258, 263, 268, 270, 271, 272, 273, 276, 280, 312, 395, 407, 417, 427, 474, 494, 522, 536, 588], "explor": [196, 197, 199, 205, 208, 209, 393, 401, 414, 422, 455, 461, 466, 469, 472, 475, 476, 478, 479, 483, 484, 486, 487, 494, 501, 502, 508, 510, 524, 533], "explos": 52, "expomap": 398, "expon": [408, 495], "exponenti": [28, 30, 36, 39, 40, 77, 231, 232, 233, 234, 271, 272, 273, 386, 396, 431, 455, 469, 473, 480, 538, 570], "exponentialcutoffpowerlaw": 560, "export": [84, 87, 90, 91, 103, 105, 106, 107, 126, 127, 128, 388, 409, 412, 418, 420, 431, 441, 448, 449, 452, 462, 495, 501, 502, 508], "expos": [6, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 394, 399, 400, 401, 404, 405, 450, 452, 453, 492, 504, 522, 523, 582], "exposur": [16, 83, 88, 101, 103, 106, 107, 108, 110, 111, 112, 125, 136, 143, 154, 155, 161, 164, 166, 169, 171, 176, 183, 186, 187, 188, 190, 191, 192, 267, 303, 306, 309, 391, 394, 395, 396, 397, 398, 409, 429, 434, 442, 444, 445, 446, 448, 456, 457, 458, 461, 462, 463, 464, 465, 466, 467, 469, 471, 473, 474, 477, 479, 480, 483, 487, 491, 492, 493, 501, 508, 509, 520, 529, 532, 537, 586], "exposure_fil": 101, "exposure_geom": 155, "exposure_hdu": [154, 155, 161, 166, 169], "exposure_hdu_band": [154, 155, 161, 166, 169], "exposure_hpx": 500, "exposure_map": [154, 155, 161, 166, 169, 186, 187, 192, 490], "exposure_max": 487, "exposure_min": 487, "exposure_tim": 398, "express": [125, 140, 292, 294, 396, 408, 409, 452, 467, 489, 490, 495, 497, 520, 536, 543, 585, 586, 587], "exptest": 443, "extend": [15, 19, 20, 26, 69, 72, 87, 91, 92, 100, 171, 198, 201, 209, 221, 222, 225, 229, 231, 232, 233, 238, 244, 245, 248, 251, 252, 254, 256, 257, 258, 263, 268, 270, 271, 272, 273, 276, 280, 293, 392, 396, 397, 398, 399, 405, 407, 408, 409, 412, 418, 430, 432, 437, 455, 460, 461, 465, 474, 478, 486, 492, 493, 494, 495, 500, 504, 532, 533], "extended_archive_v18": 548, "extended_source_spectral_analysi": [455, 458, 460], "extens": [41, 153, 196, 197, 199, 201, 208, 209, 223, 224, 227, 228, 237, 240, 251, 253, 255, 264, 265, 269, 275, 279, 387, 390, 391, 392, 393, 394, 396, 398, 400, 401, 402, 403, 404, 405, 415, 416, 440, 472, 473, 474, 495, 584], "extent": [207, 227, 251, 399, 465, 495], "extern": [116, 386, 411, 438, 442, 443, 446, 499, 524], "extnam": 490, "extra": [16, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 47, 83, 84, 90, 102, 105, 127, 194, 195, 200, 204, 205, 207, 213, 214, 216, 275, 276, 310, 384, 386, 392, 393, 399, 401, 402, 405, 411, 412, 442, 445, 446, 457, 492, 493, 524, 537], "extra_term": 309, "extract": [16, 84, 90, 100, 103, 105, 106, 107, 111, 112, 126, 127, 128, 133, 154, 155, 161, 166, 169, 172, 177, 178, 183, 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504], "respect": [15, 16, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 47, 83, 84, 87, 90, 91, 105, 108, 127, 128, 140, 195, 197, 207, 209, 291, 385, 395, 400, 411, 413, 434, 453, 465, 467, 480, 488, 492, 493, 501, 522, 537, 587], "respond": 411, "respons": [6, 110, 153, 154, 155, 158, 160, 161, 179, 385, 391, 392, 394, 396, 397, 398, 400, 401, 409, 411, 418, 444, 445, 446, 447, 458, 461, 462, 463, 464, 477, 480, 490, 491, 494, 499, 501, 502, 504, 508, 509, 520, 521, 526, 528, 530, 582, 583], "rest": [26, 388, 402, 404, 486, 519], "restor": [19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 218, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 248, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 275, 276, 277, 278, 279, 280, 281, 282, 494], "restore_statu": [218, 220, 227, 251, 497], "restore_valu": [218, 220, 227, 251], "restrict": [87, 91, 399, 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"api/gammapy.stats.f_cash_root_cython", "api/gammapy.stats.get_wstat_gof_terms", "api/gammapy.stats.get_wstat_mu_bkg", "api/gammapy.stats.norm_bounds_cython", "api/gammapy.stats.structure_function", "api/gammapy.stats.weighted_cash_sum_cython", "api/gammapy.stats.wstat", "api/gammapy.utils.cluster.hierarchical_clustering", "api/gammapy.utils.cluster.standard_scaler", "api/gammapy.utils.coordinates.D_SUN_TO_GALACTIC_CENTER", "api/gammapy.utils.coordinates.cartesian", "api/gammapy.utils.coordinates.fov_to_sky", "api/gammapy.utils.coordinates.galactic", "api/gammapy.utils.coordinates.motion_since_birth", "api/gammapy.utils.coordinates.polar", "api/gammapy.utils.coordinates.sky_to_fov", "api/gammapy.utils.coordinates.velocity_glon_glat", "api/gammapy.utils.fits.HDULocation", "api/gammapy.utils.fits.LazyFitsData", "api/gammapy.utils.fits.earth_location_from_dict", "api/gammapy.utils.integrate.trapz_loglog", "api/gammapy.utils.interpolation.ScaledRegularGridInterpolator", 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519, 522, 523, 537, 542, 584], "common_irf_head": 490, "commonli": [29, 83, 399, 403, 414, 446, 475, 512, 581, 582, 584, 586, 589], "commun": [385, 401, 407, 411, 415, 417, 423, 502], "comp": 486, "compact": [16, 84, 87, 90, 91, 105, 127], "compar": [87, 91, 129, 130, 133, 134, 150, 151, 152, 153, 156, 157, 158, 160, 163, 165, 167, 168, 195, 196, 197, 199, 204, 205, 207, 208, 209, 214, 290, 385, 399, 402, 405, 414, 434, 450, 451, 456, 457, 458, 461, 465, 469, 472, 475, 477, 479, 483, 486, 489, 491, 497, 500, 508, 519, 583, 585], "comparison": [86, 87, 91, 100, 133, 150, 151, 152, 153, 156, 157, 158, 160, 163, 165, 167, 168, 195, 196, 197, 199, 201, 204, 205, 207, 208, 209, 342, 442, 514], "compat": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 87, 91, 196, 197, 199, 208, 209, 235, 390, 392, 396, 399, 408, 410, 412, 413, 422, 425, 427, 429, 446, 452, 453, 492, 536], "compil": [388, 438], "complain": 388, "complaint": 403, "complement": 405, "complementari": [102, 137, 146, 461], "complet": [13, 16, 84, 90, 105, 127, 342, 385, 391, 395, 396, 397, 398, 399, 402, 403, 405, 409, 410, 411, 414, 415, 419, 424, 426, 427, 428, 429, 430, 431, 432, 433, 434, 437, 439, 442, 443, 444, 445, 446, 447, 469, 474, 489, 496, 504, 524, 529], "complex": [385, 386, 391, 395, 399, 400, 401, 407, 409, 414, 422, 453, 458, 461, 471, 474, 480, 484, 487, 492, 493, 495, 496, 500, 533], "complianc": [411, 448], "compliant": [196, 197, 199, 208, 209, 452, 583], "complic": [399, 537], "compon": [15, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 67, 80, 81, 88, 103, 104, 106, 107, 110, 111, 112, 133, 140, 168, 170, 204, 227, 251, 252, 267, 283, 396, 397, 398, 401, 407, 408, 427, 431, 433, 437, 445, 446, 457, 462, 463, 464, 466, 469, 470, 471, 472, 473, 474, 477, 478, 479, 480, 483, 486, 487, 488, 494, 495, 499, 500, 508, 509, 512, 520, 522, 524, 537, 540, 541, 542, 543, 544, 545, 546, 547, 548, 550, 551, 552, 553, 554, 555, 556, 557, 558, 559, 560, 561, 562, 563, 564, 565, 566, 567, 568, 569, 571, 572, 573, 574, 575, 576, 577, 578, 579, 581, 583], "component_1": 396, "component_2": 396, "component_class": 486, "components_model": 80, "components_statu": 67, "compos": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 391, 411], "composit": [21, 57, 70, 80, 323, 411, 444], "compound": [204, 211, 222, 343, 347, 399, 408, 455, 457, 475, 538, 570], "compoundmodel": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 439], "compoundpixelregion": 347, "compoundskymodel": 396, "compoundskyregion": [211, 343, 347], "compoundsourcemodel": 396, "compoundspectralmodel": [262, 408, 451, 457, 495, 500, 550, 552, 556, 559, 561, 564, 569], "compress": 393, "compris": 501, "compromis": [385, 390, 398, 497], "compton": [252, 433, 560], "compulsori": 495, "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, 102, 103, 105, 106, 107, 111, 112, 121, 123, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 144, 146, 147, 150, 151, 152, 153, 154, 155, 156, 157, 158, 160, 161, 163, 164, 165, 166, 167, 168, 169, 171, 182, 183, 185, 188, 189, 190, 191, 193, 195, 196, 197, 199, 201, 204, 205, 206, 207, 208, 209, 210, 214, 221, 222, 225, 227, 229, 231, 232, 233, 238, 242, 244, 245, 248, 251, 252, 254, 256, 257, 258, 263, 268, 270, 271, 272, 273, 276, 278, 280, 283, 284, 290, 291, 292, 294, 297, 298, 299, 300, 302, 306, 307, 311, 315, 316, 319, 385, 394, 395, 396, 397, 398, 399, 400, 403, 405, 406, 407, 408, 409, 413, 414, 416, 418, 419, 423, 425, 427, 428, 429, 430, 433, 434, 436, 437, 438, 440, 442, 443, 444, 445, 446, 447, 448, 449, 450, 451, 452, 453, 458, 463, 465, 469, 470, 474, 475, 478, 479, 481, 484, 485, 487, 488, 491, 494, 495, 496, 497, 500, 501, 502, 508, 510, 512, 520, 522, 524, 529, 533, 560, 582, 583, 584, 585, 586, 587, 588], "computation": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 214, 398, 399, 520], "compute_chisq": 444, "compute_differential_jfactor": 23, "compute_errn": [292, 294, 448, 586], "compute_errp": [292, 294, 586], "compute_flux_doubl": 140, "compute_fpp": 141, "compute_fvar": [142, 299], "compute_jfactor": [23, 485], "compute_lightcurve_doublingtim": 484, "compute_lightcurve_fpp": 484, "compute_lightcurve_fvar": 484, "compute_lima_map": 433, "compute_npr": 398, "compute_upper_limit": [292, 294], "computedfieldinfo": [16, 84, 90, 105, 127], "con": [385, 401], "concaten": [83, 86, 92, 198, 201, 397, 401, 407, 451, 492], "concentr": 344, "concept": [16, 84, 90, 105, 127, 405, 406, 412, 414, 423, 485, 492, 525], "conception": [398, 407], "conceptu": 414, "concern": [388, 390, 399, 401, 402, 404, 406, 408, 411, 437, 447, 501, 586], "conclud": 394, "concret": [16, 84, 90, 105, 127, 402, 405], "conda": [384, 388, 392, 393, 402, 405, 410, 415, 416, 418, 419, 420, 421, 422, 427, 429, 445, 446, 584], "condit": [52, 53, 149, 201, 218, 220, 227, 251, 409, 413, 434, 453, 456, 461, 464, 474, 486, 493, 494, 496, 501, 520, 529], "conduct": [448, 480], "cone": [91, 399, 462, 496, 508, 509, 524], "conesearch": 401, "conf": [87, 91, 385, 386, 416, 428, 443], "conf_1d": 478, "conf_3d": 478, "conf_max": [217, 219], "conf_min": [217, 219], "confid": [125, 214, 217, 219, 292, 294, 396, 403, 428, 433, 447, 583, 586], "confidence_opt": [214, 488], "config": [15, 16, 84, 90, 105, 127, 384, 386, 391, 393, 394, 401, 402, 405, 412, 418, 420, 430, 431, 432, 437, 445, 462, 469, 508, 581], "config_dict": 508, "config_joint": 469, "config_paramet": [121, 123, 124, 125, 129, 130, 132, 133, 134, 135, 136], "config_stack": 469, "config_str": 16, "configdict": [16, 84, 90, 105, 127], "configpars": 443, "configur": [11, 15, 16, 46, 84, 87, 90, 91, 101, 102, 105, 111, 112, 121, 123, 124, 125, 127, 129, 130, 132, 133, 134, 135, 136, 332, 385, 386, 388, 394, 396, 400, 401, 405, 406, 412, 415, 416, 422, 430, 432, 433, 437, 439, 448, 451, 452, 461, 463, 465, 471, 473, 474, 483, 499, 504, 523, 524, 529, 583, 584], "confirm": [388, 415], "conflict": [87, 91, 385, 388, 411], "confluenc": 502, "conform": [16, 84, 90, 105, 127, 492], "confus": [385, 386, 391, 404], "connect": [395, 461, 475, 477, 493, 509, 581], "consant": [196, 197, 199, 205, 208, 209], "consciou": 390, "consecut": [179, 342, 385, 410], "consensu": [390, 411], "consent": 385, "consequ": [411, 474, 537], "conserv": [520, 545], "consid": [19, 20, 59, 96, 176, 183, 186, 187, 189, 190, 197, 209, 217, 221, 224, 225, 228, 229, 231, 232, 233, 234, 237, 238, 239, 240, 241, 242, 243, 244, 245, 248, 252, 255, 256, 257, 258, 259, 263, 264, 265, 266, 268, 271, 272, 273, 278, 279, 290, 381, 390, 391, 396, 397, 399, 400, 401, 402, 403, 404, 405, 407, 411, 413, 458, 461, 463, 469, 473, 474, 484, 490, 493, 521, 524, 529, 587], "consider": [401, 427, 437, 445, 469], "consist": [74, 91, 95, 126, 128, 154, 155, 166, 169, 194, 195, 196, 197, 199, 204, 207, 208, 209, 237, 240, 385, 395, 396, 398, 399, 400, 405, 412, 430, 431, 432, 433, 434, 441, 445, 446, 448, 450, 451, 452, 462, 463, 464, 465, 472, 477, 480, 489, 491, 492, 495, 497, 508, 558, 560, 585], "consol": [385, 584], "consortium": [412, 499], "const": [223, 224, 225, 226, 408, 474, 495, 553, 571], "const3d": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "const_norm": 408, "constant": [50, 51, 52, 53, 103, 107, 111, 121, 156, 196, 197, 199, 205, 207, 208, 209, 223, 224, 225, 226, 228, 241, 243, 341, 398, 399, 404, 445, 455, 478, 500, 517, 520, 538, 549, 570, 580, 583, 587], "constant_model": 571, "constantmodel": 447, "constantnormspectralmodel": 408, "constantspatialmodel": [261, 408, 495, 500, 540], "constantspectralmodel": [262, 408, 474, 495, 553], "constanttemporalmodel": [274, 408, 430, 495, 571], "constitu": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40], "constitut": 487, "constrain": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 411, 457, 466, 470, 491, 497, 531], "constraint": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 524], "construct": [16, 21, 84, 90, 105, 127, 201, 244, 245, 350, 537, 583], "constructor": [194, 195, 196, 197, 199, 201, 204, 205, 206, 207, 208, 209, 451, 509, 535], "consult": 421, "consum": [414, 489, 524], "contact": [387, 392, 394, 411, 421, 423, 426, 427, 428, 442, 445], "contain": [13, 16, 19, 20, 26, 57, 59, 63, 67, 69, 82, 83, 84, 86, 87, 88, 90, 91, 92, 95, 96, 100, 102, 103, 105, 106, 107, 110, 111, 112, 114, 115, 119, 126, 127, 128, 136, 137, 138, 139, 144, 146, 147, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 160, 161, 163, 164, 165, 166, 167, 168, 169, 170, 171, 176, 178, 181, 183, 188, 191, 193, 194, 195, 196, 197, 199, 200, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 214, 218, 221, 222, 223, 224, 225, 226, 227, 228, 229, 231, 232, 233, 234, 237, 238, 239, 240, 241, 242, 243, 244, 245, 248, 249, 251, 252, 253, 254, 255, 256, 257, 258, 259, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 275, 276, 278, 279, 280, 281, 298, 310, 311, 378, 380, 382, 383, 385, 388, 389, 391, 393, 394, 395, 398, 399, 400, 401, 402, 404, 405, 406, 407, 409, 411, 414, 415, 416, 423, 427, 431, 432, 433, 434, 436, 437, 439, 440, 443, 444, 445, 446, 447, 451, 452, 453, 456, 459, 461, 462, 463, 466, 469, 470, 473, 474, 477, 478, 479, 481, 486, 487, 488, 489, 490, 491, 492, 493, 494, 495, 496, 497, 499, 500, 501, 502, 508, 509, 510, 512, 513, 515, 520, 521, 522, 524, 528, 532, 533, 536, 537, 538, 581, 583, 585, 586, 587], "containment_correct": [16, 103, 106, 107, 183, 456, 461, 462, 463, 466, 467, 469, 471, 478, 479, 481, 483, 487, 491, 508], "containment_fract": 96, "containment_radiu": [157, 163, 165, 166, 167, 169, 456, 487, 490, 493], "containment_radius_map": [166, 169], "contains_pix": [194, 195, 204, 207], "contains_wcs_pix": 204, "contamin": [67, 467, 486, 493, 533], "content": [84, 90, 105, 127, 128, 196, 197, 199, 205, 208, 209, 348, 351, 385, 388, 390, 394, 400, 405, 412, 416, 431, 440, 445, 458, 492, 493, 499, 501, 521, 524, 535, 536], "content_typ": [16, 84, 90, 105, 127], "context": [16, 84, 87, 90, 91, 105, 127, 218, 220, 227, 251, 332, 363, 385, 400, 411, 416, 452, 492, 514], "contigu": [201, 206, 437], "continu": [201, 392, 394, 395, 398, 399, 401, 402, 404, 405, 410, 422, 425, 426, 429, 437, 442, 443, 444, 446, 461, 474, 483, 493, 536, 583], "continuous_upd": [469, 477, 492, 508, 509], "contour": [211, 214, 377, 394, 414, 447], "contour_": 489, "contourf": 209, "contract": 411, "contrari": [386, 393], "contrast": [405, 583], "contrera": 447, "contribut": [100, 117, 120, 227, 235, 251, 267, 381, 385, 387, 394, 399, 407, 409, 416, 423, 426, 437, 439, 441, 491, 525, 560, 581, 584, 585], "contributes_to_stat": 100, "contributor": [385, 388, 405, 416, 424, 435, 436], "control": [83, 87, 91, 103, 106, 107, 111, 112, 385, 398, 417, 419, 456, 485, 492, 497, 524, 586], "controversi": [385, 390, 391, 405], "conveni": [13, 126, 384, 385, 388, 395, 399, 407, 409, 417, 427, 429, 434, 437, 439, 444, 471, 483, 485, 486, 487, 492, 493, 494, 495, 499, 501, 510, 519, 523, 582], "convent": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 153, 195, 196, 197, 199, 207, 208, 209, 407, 409, 429, 430, 433, 434, 448, 453, 487, 491, 492, 495, 520, 522, 529, 536, 586], "converg": [24, 413, 428, 449, 461, 463, 469, 483, 489, 520, 524, 531, 541], "convers": [84, 87, 90, 91, 105, 126, 127, 128, 137, 146, 390, 409, 412, 418, 420, 437, 450, 451, 452, 456, 537], "conversion_typ": [500, 510], "convert": [16, 19, 23, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 50, 83, 85, 86, 87, 91, 99, 102, 103, 106, 107, 109, 111, 112, 126, 128, 131, 150, 151, 152, 153, 154, 155, 156, 157, 158, 160, 161, 163, 165, 166, 167, 168, 169, 179, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 213, 216, 217, 218, 219, 220, 227, 242, 251, 290, 309, 312, 313, 317, 330, 346, 366, 368, 369, 386, 391, 399, 400, 409, 412, 416, 438, 450, 451, 452, 453, 456, 465, 472, 479, 480, 483, 487, 488, 489, 493, 494, 499, 510, 522, 528, 533, 536, 586, 588], "convert_bytestring_to_unicod": [87, 91], "convert_unicode_to_bytestr": [87, 91], "convinc": 510, "convolut": [121, 125, 131, 136, 164, 197, 209, 384, 397, 403, 425, 432, 434, 443, 445, 446, 452, 453, 467, 492, 520, 537], "convolution_method": 197, "convolv": [106, 113, 118, 136, 164, 197, 209, 396, 425, 434, 437, 446, 464, 465, 467, 492, 530, 560], "convolve_ful": 197, "convolve_wc": 197, "cookbook": [17, 19, 20, 21, 22, 24, 25, 26, 27], "cookiecutt": 401, "coolwarm": [469, 500, 501, 509], "coord": [13, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 83, 194, 195, 196, 197, 198, 199, 200, 201, 202, 204, 205, 206, 207, 208, 209, 253, 298, 396, 430, 474, 492, 493, 533, 536, 537, 544], "coord_to_idx": [194, 195, 198, 200, 201, 204, 206, 207, 492], "coord_to_pix": [194, 195, 198, 200, 201, 204, 206, 207, 492], "coordiant": 490, "coordin": [6, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 41, 46, 47, 83, 85, 87, 88, 89, 91, 94, 95, 96, 103, 104, 106, 107, 110, 111, 112, 114, 115, 126, 128, 130, 131, 132, 140, 144, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 163, 165, 166, 167, 168, 169, 179, 189, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 204, 205, 206, 207, 208, 209, 227, 228, 237, 240, 242, 251, 253, 255, 264, 265, 267, 279, 298, 302, 307, 310, 311, 312, 313, 314, 315, 316, 317, 318, 319, 324, 334, 340, 344, 345, 361, 386, 390, 391, 392, 394, 398, 399, 404, 405, 408, 410, 411, 425, 427, 430, 432, 443, 445, 446, 448, 456, 458, 461, 463, 464, 467, 471, 472, 473, 474, 475, 477, 478, 479, 480, 481, 483, 485, 487, 490, 491, 492, 493, 494, 495, 496, 499, 500, 501, 502, 509, 510, 520, 528, 533, 535, 536, 541, 542, 545, 582, 583, 588], "coordsi": 432, "copi": [11, 16, 19, 20, 26, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 82, 83, 84, 86, 87, 88, 89, 90, 91, 92, 99, 100, 102, 103, 105, 106, 107, 110, 111, 112, 121, 123, 124, 125, 126, 127, 128, 129, 130, 132, 133, 134, 135, 136, 154, 155, 158, 161, 166, 169, 194, 195, 196, 197, 198, 199, 200, 201, 202, 204, 205, 206, 207, 208, 209, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 248, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 263, 264, 265, 266, 267, 268, 269, 270, 271, 272, 273, 275, 276, 277, 278, 279, 280, 281, 282, 312, 357, 385, 390, 393, 395, 399, 401, 407, 414, 415, 416, 422, 437, 439, 446, 447, 448, 451, 453, 457, 458, 461, 463, 464, 469, 471, 477, 479, 480, 483, 486, 489, 491, 495, 497, 500, 524, 533, 537, 548, 584], "copy_data": [87, 91, 227, 235, 251, 267, 275, 277, 279], "copy_indic": [87, 91], "copy_ob": [82, 524], "copy_on_getitem": [87, 91], "copyright": 422, "core": [16, 53, 84, 90, 105, 127, 162, 384, 385, 392, 398, 399, 406, 410, 411, 414, 415, 423, 426, 443, 447, 451, 456, 463, 464, 466, 469, 471, 473, 475, 477, 480, 483, 494, 499, 512, 522, 584], "corner": [399, 402, 414, 456, 458, 461, 462, 463, 464, 465, 466, 467, 469, 470, 471, 472, 473, 474, 475, 478, 479, 480, 481, 485, 486, 487, 489, 491, 492, 493, 494, 495, 497, 499, 500, 501, 502, 508, 509, 510], "corr_coord": [166, 169], "correct": [28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 67, 83, 88, 103, 104, 106, 107, 155, 166, 169, 183, 188, 189, 202, 235, 253, 254, 279, 385, 397, 398, 410, 411, 412, 414, 415, 429, 432, 434, 435, 436, 437, 440, 443, 444, 446, 448, 449, 450, 451, 452, 453, 456, 457, 461, 462, 463, 464, 473, 477, 478, 486, 487, 489, 491, 493, 494, 495, 497, 501, 508, 510, 521, 522, 531, 544, 556, 559, 561, 564, 569], "correctli": [19, 20, 26, 77, 101, 154, 155, 161, 166, 169, 221, 222, 225, 229, 231, 232, 233, 238, 244, 245, 248, 252, 254, 256, 257, 258, 263, 268, 270, 271, 272, 273, 276, 280, 386, 388, 411, 412, 427, 429, 434, 439, 440, 449, 490, 491, 492, 493, 494, 497, 536, 542], "correl": [19, 20, 26, 125, 131, 139, 212, 221, 222, 225, 229, 231, 232, 233, 238, 244, 245, 248, 252, 254, 256, 263, 268, 270, 271, 272, 273, 276, 280, 302, 403, 408, 409, 414, 437, 447, 453, 472, 475, 489, 493, 495, 497, 508, 522, 581], "correlate_off": [125, 467], "correlation_radiu": [16, 125, 144, 145, 462, 466, 467, 469, 481, 488, 501, 508, 522], 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570], "exponentialcutoffpowerlaw": 560, "export": [84, 87, 90, 91, 103, 105, 106, 107, 126, 127, 128, 388, 409, 412, 418, 420, 431, 441, 448, 449, 452, 462, 495, 501, 502, 508], "expos": [6, 28, 29, 30, 31, 32, 35, 36, 37, 39, 40, 394, 399, 400, 401, 404, 405, 450, 452, 453, 492, 504, 522, 523, 582], "exposur": [16, 83, 88, 101, 103, 106, 107, 108, 110, 111, 112, 125, 136, 143, 154, 155, 161, 164, 166, 169, 171, 176, 183, 186, 187, 188, 190, 191, 192, 267, 303, 306, 309, 391, 394, 395, 396, 397, 398, 409, 429, 434, 442, 444, 445, 446, 448, 456, 457, 458, 461, 462, 463, 464, 465, 466, 467, 469, 471, 473, 474, 477, 479, 480, 483, 487, 491, 492, 493, 501, 508, 509, 520, 529, 532, 537, 586], "exposure_fil": 101, "exposure_geom": 155, "exposure_hdu": [154, 155, 161, 166, 169], "exposure_hdu_band": [154, 155, 161, 166, 169], "exposure_hpx": 500, "exposure_map": [154, 155, 161, 166, 169, 186, 187, 192, 490], "exposure_max": 487, "exposure_min": 487, "exposure_tim": 398, "express": [125, 140, 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diff --git a/docs/dev/sg_execution_times.html b/docs/dev/sg_execution_times.html
index cd982a8540e..dd52f611068 100644
--- a/docs/dev/sg_execution_times.html
+++ b/docs/dev/sg_execution_times.html
@@ -67,7 +67,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -460,7 +460,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>10:02.423</strong> total execution time for 84 files <strong>from all galleries</strong>:</p>
+<p><strong>09:41.004</strong> total execution time for 84 files <strong>from all galleries</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -482,339 +482,339 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/priors.html#sphx-glr-tutorials-api-priors-py"><span class="std std-ref">Priors</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/priors.py</span></code>)</p></td>
-<td><p>01:22.424</p></td>
+<td><p>01:22.301</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/event_sampling.html#sphx-glr-tutorials-analysis-3d-event-sampling-py"><span class="std std-ref">Event sampling</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/event_sampling.py</span></code>)</p></td>
-<td><p>00:38.909</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-time/light_curve_flare.html#sphx-glr-tutorials-analysis-time-light-curve-flare-py"><span class="std std-ref">Light curves for flares</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/light_curve_flare.py</span></code>)</p></td>
+<td><p>00:35.358</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-time/light_curve_flare.html#sphx-glr-tutorials-analysis-time-light-curve-flare-py"><span class="std std-ref">Light curves for flares</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/light_curve_flare.py</span></code>)</p></td>
-<td><p>00:35.501</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-3d/analysis_3d.html#sphx-glr-tutorials-analysis-3d-analysis-3d-py"><span class="std std-ref">3D detailed analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/analysis_3d.py</span></code>)</p></td>
+<td><p>00:33.274</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/analysis_3d.html#sphx-glr-tutorials-analysis-3d-analysis-3d-py"><span class="std std-ref">3D detailed analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/analysis_3d.py</span></code>)</p></td>
-<td><p>00:32.793</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-1d/spectral_analysis.html#sphx-glr-tutorials-analysis-1d-spectral-analysis-py"><span class="std std-ref">Spectral analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/spectral_analysis.py</span></code>)</p></td>
+<td><p>00:30.873</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-1d/spectral_analysis.html#sphx-glr-tutorials-analysis-1d-spectral-analysis-py"><span class="std std-ref">Spectral analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/spectral_analysis.py</span></code>)</p></td>
-<td><p>00:31.120</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/astro_dark_matter.html#sphx-glr-tutorials-api-astro-dark-matter-py"><span class="std std-ref">Dark matter spatial and spectral models</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/astro_dark_matter.py</span></code>)</p></td>
+<td><p>00:27.893</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/astro_dark_matter.html#sphx-glr-tutorials-api-astro-dark-matter-py"><span class="std std-ref">Dark matter spatial and spectral models</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/astro_dark_matter.py</span></code>)</p></td>
-<td><p>00:27.909</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-time/time_resolved_spectroscopy.html#sphx-glr-tutorials-analysis-time-time-resolved-spectroscopy-py"><span class="std std-ref">Time resolved spectroscopy estimator</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/time_resolved_spectroscopy.py</span></code>)</p></td>
+<td><p>00:22.005</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-time/time_resolved_spectroscopy.html#sphx-glr-tutorials-analysis-time-time-resolved-spectroscopy-py"><span class="std std-ref">Time resolved spectroscopy estimator</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/time_resolved_spectroscopy.py</span></code>)</p></td>
-<td><p>00:21.993</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-3d/event_sampling.html#sphx-glr-tutorials-analysis-3d-event-sampling-py"><span class="std std-ref">Event sampling</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/event_sampling.py</span></code>)</p></td>
+<td><p>00:21.871</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/flux_profiles.html#sphx-glr-tutorials-analysis-3d-flux-profiles-py"><span class="std std-ref">Flux Profile Estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/flux_profiles.py</span></code>)</p></td>
-<td><p>00:21.127</p></td>
+<td><p>00:21.804</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-time/light_curve_simulation.html#sphx-glr-tutorials-analysis-time-light-curve-simulation-py"><span class="std std-ref">Simulating and fitting a time varying source</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/light_curve_simulation.py</span></code>)</p></td>
-<td><p>00:20.762</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-2d/detect.html#sphx-glr-tutorials-analysis-2d-detect-py"><span class="std std-ref">Source detection and significance maps</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-2d/detect.py</span></code>)</p></td>
+<td><p>00:20.808</p></td>
 <td><p>0.0</p></td>
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-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-2d/detect.html#sphx-glr-tutorials-analysis-2d-detect-py"><span class="std std-ref">Source detection and significance maps</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-2d/detect.py</span></code>)</p></td>
-<td><p>00:20.516</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/energy_dependent_estimation.html#sphx-glr-tutorials-analysis-3d-energy-dependent-estimation-py"><span class="std std-ref">Morphological energy dependence estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/energy_dependent_estimation.py</span></code>)</p></td>
+<td><p>00:19.599</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-3d/energy_dependent_estimation.html#sphx-glr-tutorials-analysis-3d-energy-dependent-estimation-py"><span class="std std-ref">Morphological energy dependence estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/energy_dependent_estimation.py</span></code>)</p></td>
-<td><p>00:19.420</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-time/light_curve_simulation.html#sphx-glr-tutorials-analysis-time-light-curve-simulation-py"><span class="std std-ref">Simulating and fitting a time varying source</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/light_curve_simulation.py</span></code>)</p></td>
+<td><p>00:17.742</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/cta_data_analysis.html#sphx-glr-tutorials-analysis-3d-cta-data-analysis-py"><span class="std std-ref">Basic image exploration and fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/cta_data_analysis.py</span></code>)</p></td>
-<td><p>00:17.204</p></td>
+<td><p>00:17.349</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/datasets.html#sphx-glr-tutorials-api-datasets-py"><span class="std std-ref">Datasets - Reduced data, IRFs, models</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/datasets.py</span></code>)</p></td>
-<td><p>00:15.191</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/makers.html#sphx-glr-tutorials-api-makers-py"><span class="std std-ref">Makers - Data reduction</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/makers.py</span></code>)</p></td>
+<td><p>00:15.240</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/starting/analysis_1.html#sphx-glr-tutorials-starting-analysis-1-py"><span class="std std-ref">High level interface</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/starting/analysis_1.py</span></code>)</p></td>
-<td><p>00:14.929</p></td>
+<td><p>00:14.717</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/makers.html#sphx-glr-tutorials-api-makers-py"><span class="std std-ref">Makers - Data reduction</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/makers.py</span></code>)</p></td>
-<td><p>00:14.854</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/datasets.html#sphx-glr-tutorials-api-datasets-py"><span class="std std-ref">Datasets - Reduced data, IRFs, models</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/datasets.py</span></code>)</p></td>
+<td><p>00:13.945</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/fitting.html#sphx-glr-tutorials-api-fitting-py"><span class="std std-ref">Fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/fitting.py</span></code>)</p></td>
-<td><p>00:13.208</p></td>
+<td><p>00:13.230</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-2d/ring_background.html#sphx-glr-tutorials-analysis-2d-ring-background-py"><span class="std std-ref">Ring background map</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-2d/ring_background.py</span></code>)</p></td>
-<td><p>00:11.926</p></td>
+<td><p>00:12.099</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/simulate_3d.html#sphx-glr-tutorials-analysis-3d-simulate-3d-py"><span class="std std-ref">3D map simulation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/simulate_3d.py</span></code>)</p></td>
-<td><p>00:10.381</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/model_management.html#sphx-glr-tutorials-api-model-management-py"><span class="std std-ref">Modelling</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/model_management.py</span></code>)</p></td>
+<td><p>00:10.379</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/model_management.html#sphx-glr-tutorials-api-model-management-py"><span class="std std-ref">Modelling</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/model_management.py</span></code>)</p></td>
-<td><p>00:10.309</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-3d/simulate_3d.html#sphx-glr-tutorials-analysis-3d-simulate-3d-py"><span class="std std-ref">3D map simulation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/simulate_3d.py</span></code>)</p></td>
+<td><p>00:10.082</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-1d/spectral_analysis_hli.html#sphx-glr-tutorials-analysis-1d-spectral-analysis-hli-py"><span class="std std-ref">Spectral analysis with the HLI</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/spectral_analysis_hli.py</span></code>)</p></td>
-<td><p>00:09.141</p></td>
+<td><p>00:09.158</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/starting/analysis_2.html#sphx-glr-tutorials-starting-analysis-2-py"><span class="std std-ref">Low level API</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/starting/analysis_2.py</span></code>)</p></td>
-<td><p>00:07.582</p></td>
+<td><p>00:07.442</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-time/pulsar_analysis.html#sphx-glr-tutorials-analysis-time-pulsar-analysis-py"><span class="std std-ref">Pulsar analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/pulsar_analysis.py</span></code>)</p></td>
-<td><p>00:07.417</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-time/light_curve.html#sphx-glr-tutorials-analysis-time-light-curve-py"><span class="std std-ref">Light curves</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/light_curve.py</span></code>)</p></td>
+<td><p>00:07.428</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-time/light_curve.html#sphx-glr-tutorials-analysis-time-light-curve-py"><span class="std std-ref">Light curves</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/light_curve.py</span></code>)</p></td>
-<td><p>00:07.338</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-time/pulsar_analysis.html#sphx-glr-tutorials-analysis-time-pulsar-analysis-py"><span class="std std-ref">Pulsar analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/pulsar_analysis.py</span></code>)</p></td>
+<td><p>00:07.287</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-1d/spectrum_simulation.html#sphx-glr-tutorials-analysis-1d-spectrum-simulation-py"><span class="std std-ref">1D spectrum simulation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/spectrum_simulation.py</span></code>)</p></td>
-<td><p>00:07.269</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/data/hawc.html#sphx-glr-tutorials-data-hawc-py"><span class="std std-ref">HAWC with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/hawc.py</span></code>)</p></td>
+<td><p>00:07.262</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/data/hawc.html#sphx-glr-tutorials-data-hawc-py"><span class="std std-ref">HAWC with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/hawc.py</span></code>)</p></td>
-<td><p>00:07.109</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-1d/spectrum_simulation.html#sphx-glr-tutorials-analysis-1d-spectrum-simulation-py"><span class="std std-ref">1D spectrum simulation</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/spectrum_simulation.py</span></code>)</p></td>
+<td><p>00:07.229</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-1d/ebl.html#sphx-glr-tutorials-analysis-1d-ebl-py"><span class="std std-ref">Account for spectral absorption due to the EBL</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/ebl.py</span></code>)</p></td>
-<td><p>00:06.975</p></td>
+<td><p>00:06.907</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-3d/analysis_mwl.html#sphx-glr-tutorials-analysis-3d-analysis-mwl-py"><span class="std std-ref">Multi instrument joint 3D and 1D analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/analysis_mwl.py</span></code>)</p></td>
-<td><p>00:06.727</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/data/fermi_lat.html#sphx-glr-tutorials-data-fermi-lat-py"><span class="std std-ref">Fermi-LAT with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/fermi_lat.py</span></code>)</p></td>
+<td><p>00:06.793</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/data/fermi_lat.html#sphx-glr-tutorials-data-fermi-lat-py"><span class="std std-ref">Fermi-LAT with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/fermi_lat.py</span></code>)</p></td>
-<td><p>00:06.720</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/analysis_mwl.html#sphx-glr-tutorials-analysis-3d-analysis-mwl-py"><span class="std std-ref">Multi instrument joint 3D and 1D analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/analysis_mwl.py</span></code>)</p></td>
+<td><p>00:06.704</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/estimators.html#sphx-glr-tutorials-api-estimators-py"><span class="std std-ref">Estimators</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/estimators.py</span></code>)</p></td>
-<td><p>00:06.295</p></td>
+<td><p>00:06.088</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/catalog.html#sphx-glr-tutorials-api-catalog-py"><span class="std std-ref">Source catalogs</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/catalog.py</span></code>)</p></td>
-<td><p>00:05.899</p></td>
+<td><p>00:06.035</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-2d/modeling_2D.html#sphx-glr-tutorials-analysis-2d-modeling-2d-py"><span class="std std-ref">2D map fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-2d/modeling_2D.py</span></code>)</p></td>
-<td><p>00:05.660</p></td>
+<td><p>00:05.681</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/data/cta.html#sphx-glr-tutorials-data-cta-py"><span class="std std-ref">CTAO with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/cta.py</span></code>)</p></td>
-<td><p>00:05.571</p></td>
+<td><p>00:05.603</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-1d/sed_fitting.html#sphx-glr-tutorials-analysis-1d-sed-fitting-py"><span class="std std-ref">Flux point fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/sed_fitting.py</span></code>)</p></td>
-<td><p>00:05.427</p></td>
+<td><p>00:05.364</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-1d/spectral_analysis_rad_max.html#sphx-glr-tutorials-analysis-1d-spectral-analysis-rad-max-py"><span class="std std-ref">Spectral analysis with energy-dependent directional cuts</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/spectral_analysis_rad_max.py</span></code>)</p></td>
-<td><p>00:05.005</p></td>
+<td><p>00:05.079</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-1d/extended_source_spectral_analysis.html#sphx-glr-tutorials-analysis-1d-extended-source-spectral-analysis-py"><span class="std std-ref">Spectral analysis of extended sources</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/extended_source_spectral_analysis.py</span></code>)</p></td>
-<td><p>00:04.395</p></td>
+<td><p>00:04.429</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/observation_clustering.html#sphx-glr-tutorials-api-observation-clustering-py"><span class="std std-ref">Observational clustering</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/observation_clustering.py</span></code>)</p></td>
-<td><p>00:03.887</p></td>
+<td><p>00:03.984</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/irfs.html#sphx-glr-tutorials-api-irfs-py"><span class="std std-ref">Using Gammapy IRFs</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/irfs.py</span></code>)</p></td>
-<td><p>00:03.829</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/data/hess.html#sphx-glr-tutorials-data-hess-py"><span class="std std-ref">H.E.S.S. with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/hess.py</span></code>)</p></td>
+<td><p>00:03.597</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/data/hess.html#sphx-glr-tutorials-data-hess-py"><span class="std std-ref">H.E.S.S. with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/data/hess.py</span></code>)</p></td>
-<td><p>00:03.610</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/irfs.html#sphx-glr-tutorials-api-irfs-py"><span class="std std-ref">Using Gammapy IRFs</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/irfs.py</span></code>)</p></td>
+<td><p>00:03.552</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/models.html#sphx-glr-tutorials-api-models-py"><span class="std std-ref">Models</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/models.py</span></code>)</p></td>
-<td><p>00:02.966</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-3d/event_sampling_nrg_depend_models.html#sphx-glr-tutorials-analysis-3d-event-sampling-nrg-depend-models-py"><span class="std std-ref">Sample a source with energy-dependent temporal evolution</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/event_sampling_nrg_depend_models.py</span></code>)</p></td>
+<td><p>00:02.912</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/analysis-3d/event_sampling_nrg_depend_models.html#sphx-glr-tutorials-analysis-3d-event-sampling-nrg-depend-models-py"><span class="std std-ref">Sample a source with energy-dependent temporal evolution</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-3d/event_sampling_nrg_depend_models.py</span></code>)</p></td>
-<td><p>00:02.868</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/scripts/survey_map.html#sphx-glr-tutorials-scripts-survey-map-py"><span class="std std-ref">Survey Map Script</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/scripts/survey_map.py</span></code>)</p></td>
+<td><p>00:02.501</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/scripts/survey_map.html#sphx-glr-tutorials-scripts-survey-map-py"><span class="std std-ref">Survey Map Script</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/scripts/survey_map.py</span></code>)</p></td>
-<td><p>00:02.568</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/models.html#sphx-glr-tutorials-api-models-py"><span class="std std-ref">Models</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/models.py</span></code>)</p></td>
+<td><p>00:02.470</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/maps.html#sphx-glr-tutorials-api-maps-py"><span class="std std-ref">Maps</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/maps.py</span></code>)</p></td>
-<td><p>00:02.474</p></td>
+<td><p>00:02.287</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="tutorials/starting/overview.html#sphx-glr-tutorials-starting-overview-py"><span class="std std-ref">Data structures</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/starting/overview.py</span></code>)</p></td>
-<td><p>00:02.231</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="tutorials/api/mask_maps.html#sphx-glr-tutorials-api-mask-maps-py"><span class="std std-ref">Mask maps</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/mask_maps.py</span></code>)</p></td>
+<td><p>00:01.915</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/api/mask_maps.html#sphx-glr-tutorials-api-mask-maps-py"><span class="std std-ref">Mask maps</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/api/mask_maps.py</span></code>)</p></td>
-<td><p>00:02.227</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="tutorials/starting/overview.html#sphx-glr-tutorials-starting-overview-py"><span class="std std-ref">Data structures</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/starting/overview.py</span></code>)</p></td>
+<td><p>00:01.699</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-1d/cta_sensitivity.html#sphx-glr-tutorials-analysis-1d-cta-sensitivity-py"><span class="std std-ref">Point source sensitivity</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-1d/cta_sensitivity.py</span></code>)</p></td>
-<td><p>00:00.894</p></td>
+<td><p>00:00.836</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_absorbed.html#sphx-glr-user-guide-model-gallery-spectral-plot-absorbed-py"><span class="std std-ref">EBL absorption spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_absorbed.py</span></code>)</p></td>
-<td><p>00:00.746</p></td>
+<td><p>00:00.779</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="tutorials/analysis-time/variability_estimation.html#sphx-glr-tutorials-analysis-time-variability-estimation-py"><span class="std std-ref">Estimation of time variability in a lightcurve</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/tutorials/analysis-time/variability_estimation.py</span></code>)</p></td>
-<td><p>00:00.693</p></td>
+<td><p>00:00.689</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_naima.html#sphx-glr-user-guide-model-gallery-spectral-plot-naima-py"><span class="std std-ref">Naima spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_naima.py</span></code>)</p></td>
-<td><p>00:00.480</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_template_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-template-spectral-py"><span class="std std-ref">Template spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_template_spectral.py</span></code>)</p></td>
+<td><p>00:00.461</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_template_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-template-spectral-py"><span class="std std-ref">Template spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_template_spectral.py</span></code>)</p></td>
-<td><p>00:00.448</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_naima.html#sphx-glr-user-guide-model-gallery-spectral-plot-naima-py"><span class="std std-ref">Naima spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_naima.py</span></code>)</p></td>
+<td><p>00:00.438</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_logparabola.html#sphx-glr-user-guide-model-gallery-spectral-plot-logparabola-py"><span class="std std-ref">Log parabola spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_logparabola.py</span></code>)</p></td>
-<td><p>00:00.414</p></td>
+<td><p>00:00.410</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-norm-spectral-py"><span class="std std-ref">Exponential cutoff power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_exp_cutoff_powerlaw_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.365</p></td>
+<td><p>00:00.344</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_powerlaw2.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw2-py"><span class="std std-ref">Power law 2 spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_powerlaw2.py</span></code>)</p></td>
-<td><p>00:00.329</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-broken-powerlaw-py"><span class="std std-ref">Broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_broken_powerlaw.py</span></code>)</p></td>
+<td><p>00:00.341</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-broken-powerlaw-py"><span class="std std-ref">Broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_broken_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.298</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-smooth-broken-powerlaw-py"><span class="std std-ref">Smooth broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_smooth_broken_powerlaw.py</span></code>)</p></td>
+<td><p>00:00.332</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-smooth-broken-powerlaw-py"><span class="std std-ref">Smooth broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_smooth_broken_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.297</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_powerlaw2.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw2-py"><span class="std std-ref">Power law 2 spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_powerlaw2.py</span></code>)</p></td>
+<td><p>00:00.330</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_disk.html#sphx-glr-user-guide-model-gallery-spatial-plot-disk-py"><span class="std std-ref">Disk spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_disk.py</span></code>)</p></td>
-<td><p>00:00.297</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_compound.html#sphx-glr-user-guide-model-gallery-spectral-plot-compound-py"><span class="std std-ref">Compound spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_compound.py</span></code>)</p></td>
+<td><p>00:00.330</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_compound.html#sphx-glr-user-guide-model-gallery-spectral-plot-compound-py"><span class="std std-ref">Compound spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_compound.py</span></code>)</p></td>
-<td><p>00:00.297</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-py"><span class="std std-ref">Power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_powerlaw.py</span></code>)</p></td>
+<td><p>00:00.323</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-py"><span class="std std-ref">Power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.294</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_disk.html#sphx-glr-user-guide-model-gallery-spatial-plot-disk-py"><span class="std std-ref">Disk spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_disk.py</span></code>)</p></td>
+<td><p>00:00.298</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-norm-spectral-py"><span class="std std-ref">Power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_powerlaw_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.283</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_constant.html#sphx-glr-user-guide-model-gallery-spatial-plot-constant-py"><span class="std std-ref">Constant spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_constant.py</span></code>)</p></td>
+<td><p>00:00.281</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-logparabola-norm-spectral-py"><span class="std std-ref">Log parabola spectral norm model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_logparabola_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.276</p></td>
+<td><p>00:00.279</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_gen_gauss.html#sphx-glr-user-guide-model-gallery-spatial-plot-gen-gauss-py"><span class="std std-ref">Generalized gaussian spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_gen_gauss.py</span></code>)</p></td>
-<td><p>00:00.268</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-norm-spectral-py"><span class="std std-ref">Power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_powerlaw_norm_spectral.py</span></code>)</p></td>
+<td><p>00:00.278</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_constant_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-constant-spectral-py"><span class="std std-ref">Constant spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_constant_spectral.py</span></code>)</p></td>
-<td><p>00:00.238</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_gen_gauss.html#sphx-glr-user-guide-model-gallery-spatial-plot-gen-gauss-py"><span class="std std-ref">Generalized gaussian spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_gen_gauss.py</span></code>)</p></td>
+<td><p>00:00.266</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_shell.html#sphx-glr-user-guide-model-gallery-spatial-plot-shell-py"><span class="std std-ref">Shell spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_shell.py</span></code>)</p></td>
-<td><p>00:00.238</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_constant_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-constant-spectral-py"><span class="std std-ref">Constant spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_constant_spectral.py</span></code>)</p></td>
+<td><p>00:00.242</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-piecewise-norm-spectral-py"><span class="std std-ref">Piecewise  norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_piecewise_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.226</p></td>
+<td><p>00:00.228</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Super exponential cutoff power law model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_super_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
-<td><p>00:00.222</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR3</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl.py</span></code>)</p></td>
+<td><p>00:00.226</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR3</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl.py</span></code>)</p></td>
-<td><p>00:00.221</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_template.html#sphx-glr-user-guide-model-gallery-spatial-plot-template-py"><span class="std std-ref">Template spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_template.py</span></code>)</p></td>
+<td><p>00:00.224</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_constant.html#sphx-glr-user-guide-model-gallery-spatial-plot-constant-py"><span class="std std-ref">Constant spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_constant.py</span></code>)</p></td>
-<td><p>00:00.216</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_gauss_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-gauss-spectral-py"><span class="std std-ref">Gaussian spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_gauss_spectral.py</span></code>)</p></td>
+<td><p>00:00.224</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_gauss_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-gauss-spectral-py"><span class="std std-ref">Gaussian spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_gauss_spectral.py</span></code>)</p></td>
-<td><p>00:00.216</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Super exponential cutoff power law model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_super_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
+<td><p>00:00.223</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-py"><span class="std std-ref">Exponential cutoff power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_exp_cutoff_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.206</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-dr1-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR1 (and DR2)</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.py</span></code>)</p></td>
+<td><p>00:00.222</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Exponential cutoff power law spectral model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
-<td><p>00:00.203</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-py"><span class="std std-ref">Exponential cutoff power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_exp_cutoff_powerlaw.py</span></code>)</p></td>
+<td><p>00:00.209</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_gauss.html#sphx-glr-user-guide-model-gallery-spatial-plot-gauss-py"><span class="std std-ref">Gaussian spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_gauss.py</span></code>)</p></td>
-<td><p>00:00.200</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_shell.html#sphx-glr-user-guide-model-gallery-spatial-plot-shell-py"><span class="std std-ref">Shell spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_shell.py</span></code>)</p></td>
+<td><p>00:00.207</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_template.html#sphx-glr-user-guide-model-gallery-spatial-plot-template-py"><span class="std std-ref">Template spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_template.py</span></code>)</p></td>
-<td><p>00:00.193</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Exponential cutoff power law spectral model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
+<td><p>00:00.207</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_powerlaw_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-powerlaw-temporal-py"><span class="std std-ref">PowerLaw temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_powerlaw_temporal.py</span></code>)</p></td>
-<td><p>00:00.191</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/spatial/plot_gauss.html#sphx-glr-user-guide-model-gallery-spatial-plot-gauss-py"><span class="std std-ref">Gaussian spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spatial/plot_gauss.py</span></code>)</p></td>
+<td><p>00:00.204</p></td>
 <td><p>0.0</p></td>
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-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-dr1-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR1 (and DR2)</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.py</span></code>)</p></td>
-<td><p>00:00.190</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_powerlaw_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-powerlaw-temporal-py"><span class="std std-ref">PowerLaw temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_powerlaw_temporal.py</span></code>)</p></td>
+<td><p>00:00.199</p></td>
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-<td><p>00:00.166</p></td>
+<td><p>00:00.194</p></td>
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-<td><p>00:00.147</p></td>
+<td><p>00:00.172</p></td>
 <td><p>0.0</p></td>
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-<td><p>00:00.133</p></td>
+<td><p>00:00.139</p></td>
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-<td><p>00:00.122</p></td>
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 <td><p>0.0</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_template_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-template-temporal-py"><span class="std std-ref">Light curve temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_template_temporal.py</span></code>)</p></td>
-<td><p>00:00.119</p></td>
+<td><p>00:00.121</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-generalized-gaussian-temporal-py"><span class="std std-ref">Generalized Gaussian temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_generalized_gaussian_temporal.py</span></code>)</p></td>
-<td><p>00:00.109</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_expdecay_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-expdecay-temporal-py"><span class="std std-ref">ExpDecay temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_expdecay_temporal.py</span></code>)</p></td>
+<td><p>00:00.117</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_gaussian_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-gaussian-temporal-py"><span class="std std-ref">Gaussian temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_gaussian_temporal.py</span></code>)</p></td>
-<td><p>00:00.108</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-generalized-gaussian-temporal-py"><span class="std std-ref">Generalized Gaussian temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_generalized_gaussian_temporal.py</span></code>)</p></td>
+<td><p>00:00.112</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_expdecay_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-expdecay-temporal-py"><span class="std std-ref">ExpDecay temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_expdecay_temporal.py</span></code>)</p></td>
-<td><p>00:00.106</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_gaussian_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-gaussian-temporal-py"><span class="std std-ref">Gaussian temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_gaussian_temporal.py</span></code>)</p></td>
+<td><p>00:00.108</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_sine_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-sine-temporal-py"><span class="std std-ref">Sine temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_sine_temporal.py</span></code>)</p></td>
 <td><p>00:00.106</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_constant_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-constant-temporal-py"><span class="std std-ref">Constant temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_constant_temporal.py</span></code>)</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_linear_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-linear-temporal-py"><span class="std std-ref">Linear temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_linear_temporal.py</span></code>)</p></td>
 <td><p>00:00.105</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_linear_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-linear-temporal-py"><span class="std std-ref">Linear temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_linear_temporal.py</span></code>)</p></td>
-<td><p>00:00.101</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="user-guide/model-gallery/temporal/plot_constant_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-constant-temporal-py"><span class="std std-ref">Constant temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">../examples/models/temporal/plot_constant_temporal.py</span></code>)</p></td>
+<td><p>00:00.104</p></td>
 <td><p>0.0</p></td>
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diff --git a/docs/dev/tutorials/analysis-1d/cta_sensitivity.html b/docs/dev/tutorials/analysis-1d/cta_sensitivity.html
index 64c4ba0fcc5..79794470145 100644
--- a/docs/dev/tutorials/analysis-1d/cta_sensitivity.html
+++ b/docs/dev/tutorials/analysis-1d/cta_sensitivity.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="HAWC with Gammapy" href="../data/hawc.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -596,7 +596,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
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diff --git a/docs/dev/tutorials/analysis-1d/ebl.html b/docs/dev/tutorials/analysis-1d/ebl.html
index cd254c4509c..193c3f4d27e 100644
--- a/docs/dev/tutorials/analysis-1d/ebl.html
+++ b/docs/dev/tutorials/analysis-1d/ebl.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Flux point fitting" href="sed_fitting.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -723,7 +723,7 @@ <h1>Get the flux points<a class="headerlink" href="#get-the-flux-points" title="
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>SkyModel
 
-  Name                      : -C1KD7WY
+  Name                      : K6x0oOWk
   Datasets names            : None
   Spectral model type       : CompoundSpectralModel
   Spatial  model type       :
@@ -738,7 +738,7 @@ <h1>Get the flux points<a class="headerlink" href="#get-the-flux-points" title="
 
 SkyModel
 
-  Name                      : 1av4pNdi
+  Name                      : lpfvDgrS
   Datasets names            : None
   Spectral model type       : PowerLawSpectralModel
   Spatial  model type       :
diff --git a/docs/dev/tutorials/analysis-1d/extended_source_spectral_analysis.html b/docs/dev/tutorials/analysis-1d/extended_source_spectral_analysis.html
index e89363fb577..195f9af735b 100644
--- a/docs/dev/tutorials/analysis-1d/extended_source_spectral_analysis.html
+++ b/docs/dev/tutorials/analysis-1d/extended_source_spectral_analysis.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Spectral analysis with energy-dependent directional cuts" href="spectral_analysis_rad_max.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -652,7 +652,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/analysis-1d/sed_fitting.html b/docs/dev/tutorials/analysis-1d/sed_fitting.html
index 489e42b277a..94ff8104f15 100644
--- a/docs/dev/tutorials/analysis-1d/sed_fitting.html
+++ b/docs/dev/tutorials/analysis-1d/sed_fitting.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="1D spectrum simulation" href="spectrum_simulation.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -629,7 +629,7 @@ <h2>Load spectral points<a class="headerlink" href="#load-spectral-points" title
 </div>
 <div class="output_subarea output_html rendered_html output_result">
 <div><i>Table length=5</i>
-<table id="table140345515931584" class="table-striped table-bordered table-condensed">
+<table id="table140475431932928" class="table-striped table-bordered table-condensed">
 <thead><tr><th>e_ref</th><th>e_min</th><th>e_max</th><th>dnde</th><th>dnde_errp</th><th>dnde_errn</th><th>dnde_ul</th><th>sqrt_ts</th><th>is_ul</th></tr></thead>
 <thead><tr><th>GeV</th><th>GeV</th><th>GeV</th><th>1 / (GeV s cm2)</th><th>1 / (GeV s cm2)</th><th>1 / (GeV s cm2)</th><th>1 / (GeV s cm2)</th><th></th><th></th></tr></thead>
 <thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float32</th><th>bool</th></tr></thead>
diff --git a/docs/dev/tutorials/analysis-1d/sg_execution_times.html b/docs/dev/tutorials/analysis-1d/sg_execution_times.html
index 4e2204888a3..ba4d7a5b556 100644
--- a/docs/dev/tutorials/analysis-1d/sg_execution_times.html
+++ b/docs/dev/tutorials/analysis-1d/sg_execution_times.html
@@ -67,7 +67,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -460,7 +460,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-tutorials-analysis-1d-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>01:10.225</strong> total execution time for 8 files <strong>from tutorials/analysis-1d</strong>:</p>
+<p><strong>01:09.874</strong> total execution time for 8 files <strong>from tutorials/analysis-1d</strong>:</p>
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 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="spectral_analysis.html#sphx-glr-tutorials-analysis-1d-spectral-analysis-py"><span class="std std-ref">Spectral analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">spectral_analysis.py</span></code>)</p></td>
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-<td><p>00:09.141</p></td>
+<td><p>00:09.158</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="spectrum_simulation.html#sphx-glr-tutorials-analysis-1d-spectrum-simulation-py"><span class="std std-ref">1D spectrum simulation</span></a> (<code class="docutils literal notranslate"><span class="pre">spectrum_simulation.py</span></code>)</p></td>
-<td><p>00:07.269</p></td>
+<td><p>00:07.229</p></td>
 <td><p>0.0</p></td>
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-<td><p>00:06.975</p></td>
+<td><p>00:06.907</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="sed_fitting.html#sphx-glr-tutorials-analysis-1d-sed-fitting-py"><span class="std std-ref">Flux point fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">sed_fitting.py</span></code>)</p></td>
-<td><p>00:05.427</p></td>
+<td><p>00:05.364</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="spectral_analysis_rad_max.html#sphx-glr-tutorials-analysis-1d-spectral-analysis-rad-max-py"><span class="std std-ref">Spectral analysis with energy-dependent directional cuts</span></a> (<code class="docutils literal notranslate"><span class="pre">spectral_analysis_rad_max.py</span></code>)</p></td>
-<td><p>00:05.005</p></td>
+<td><p>00:05.079</p></td>
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 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="extended_source_spectral_analysis.html#sphx-glr-tutorials-analysis-1d-extended-source-spectral-analysis-py"><span class="std std-ref">Spectral analysis of extended sources</span></a> (<code class="docutils literal notranslate"><span class="pre">extended_source_spectral_analysis.py</span></code>)</p></td>
-<td><p>00:04.395</p></td>
+<td><p>00:04.429</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="cta_sensitivity.html#sphx-glr-tutorials-analysis-1d-cta-sensitivity-py"><span class="std std-ref">Point source sensitivity</span></a> (<code class="docutils literal notranslate"><span class="pre">cta_sensitivity.py</span></code>)</p></td>
-<td><p>00:00.894</p></td>
+<td><p>00:00.836</p></td>
 <td><p>0.0</p></td>
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diff --git a/docs/dev/tutorials/analysis-1d/spectral_analysis.html b/docs/dev/tutorials/analysis-1d/spectral_analysis.html
index 0e9125e2012..d267135b99e 100644
--- a/docs/dev/tutorials/analysis-1d/spectral_analysis.html
+++ b/docs/dev/tutorials/analysis-1d/spectral_analysis.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Point source sensitivity" href="cta_sensitivity.html" />
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -679,7 +679,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -1229,7 +1229,7 @@ <h2>What next?<a class="headerlink" href="#what-next" title="Link to this headin
 extraction region, one has to use a different approach explained in
 the <a class="reference internal" href="extended_source_spectral_analysis.html"><span class="doc">Spectral analysis of extended sources</span></a>
 tutorial.</p>
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diff --git a/docs/dev/tutorials/analysis-1d/spectral_analysis_hli.html b/docs/dev/tutorials/analysis-1d/spectral_analysis_hli.html
index 0d337e11efe..e74087c69f4 100644
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+++ b/docs/dev/tutorials/analysis-1d/spectral_analysis_hli.html
@@ -69,7 +69,7 @@
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -626,7 +626,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
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@@ -805,8 +805,8 @@ <h2>Analysis configuration<a class="headerlink" href="#analysis-configuration" t
         parameters:
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-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: &#39;2025-02-13T09:52:39.847306&#39;
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@@ -958,8 +958,8 @@ <h3>Using YAML configuration files for setting/writing the Data Reduction parame
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-        date: &#39;2025-02-13T09:52:39.871985&#39;
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@@ -1215,8 +1215,8 @@ <h3>Serialisation of the fit result<a class="headerlink" href="#serialisation-of
             unit: TeV
 covariance: model-best-fit_covariance.dat
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-    date: &#39;2025-02-13T09:52:43.422549&#39;
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+    date: &#39;2025-02-13T10:30:50.438373&#39;
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index 5d686bafd4c..64237a71ab4 100644
--- a/docs/dev/tutorials/analysis-1d/spectral_analysis_rad_max.html
+++ b/docs/dev/tutorials/analysis-1d/spectral_analysis_rad_max.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Spectral analysis with the HLI" href="spectral_analysis_hli.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -674,7 +674,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
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+        version                : 2.0.dev456+g82fae34f9
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@@ -951,10 +951,10 @@ <h2>Dataset simulations<a class="headerlink" href="#dataset-simulations" title="
   result = super().__array_ufunc__(function, method, *arrays, **kwargs)
   model   type    name     value         unit      ... min max frozen link prior
 --------- ---- --------- ---------- -------------- ... --- --- ------ ---- -----
-simulated      amplitude 4.1789e-11 TeV-1 s-1 cm-2 ... nan nan  False
+simulated      amplitude 4.7217e-11 TeV-1 s-1 cm-2 ... nan nan  False
 simulated      reference 1.0000e+00            TeV ... nan nan   True
-simulated          alpha 2.6256e+00                ... nan nan  False
-simulated           beta 2.2774e-01                ... nan nan  False
+simulated          alpha 2.7319e+00                ... nan nan  False
+simulated           beta 3.2741e-01                ... nan nan  False
 </pre></div>
 </div>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-analysis-1d-spectral-analysis-rad-max-py">
diff --git a/docs/dev/tutorials/analysis-1d/spectrum_simulation.html b/docs/dev/tutorials/analysis-1d/spectrum_simulation.html
index fb5a9d3ed4b..6a99b8f5e5b 100644
--- a/docs/dev/tutorials/analysis-1d/spectrum_simulation.html
+++ b/docs/dev/tutorials/analysis-1d/spectrum_simulation.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Spectral analysis of extended sources" href="extended_source_spectral_analysis.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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@@ -617,7 +617,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
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@@ -805,14 +805,14 @@ <h3>On-Off analysis<a class="headerlink" href="#on-off-analysis" title="Link to
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>SpectrumDatasetOnOff
 --------------------
 
-  Name                            : JavV5abz
+  Name                            : 6utztfrp
 
-  Total counts                    : 325
-  Total background counts         : 23.20
-  Total excess counts             : 301.80
+  Total counts                    : 289
+  Total background counts         : 20.20
+  Total excess counts             : 268.80
 
-  Predicted counts                : 304.97
-  Predicted background counts     : 23.60
+  Predicted counts                : 301.21
+  Predicted background counts     : 19.84
   Predicted excess counts         : 281.37
 
   Exposure min                    : 2.53e+08 m2 s
@@ -822,7 +822,7 @@ <h3>On-Off analysis<a class="headerlink" href="#on-off-analysis" title="Link to
   Number of fit bins              : 9
 
   Fit statistic type              : wstat
-  Fit statistic value (-2 log(L)) : 6.98
+  Fit statistic value (-2 log(L)) : 10.85
 
   Number of models                : 1
   Number of parameters            : 3
@@ -840,7 +840,7 @@ <h3>On-Off analysis<a class="headerlink" href="#on-off-analysis" title="Link to
       amplitude                     :   2.50e-12   +/- 0.0e+00 1 / (TeV s cm2)
       reference             (frozen):      1.000       TeV
 
-    Total counts_off                : 116
+    Total counts_off                : 101
   Acceptance                      : 9
   Acceptance off                  : 45
 </pre></div>
diff --git a/docs/dev/tutorials/analysis-2d/detect.html b/docs/dev/tutorials/analysis-2d/detect.html
index 2987fe30f9d..9529bdb1597 100644
--- a/docs/dev/tutorials/analysis-2d/detect.html
+++ b/docs/dev/tutorials/analysis-2d/detect.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Account for spectral absorption due to the EBL" href="../analysis-1d/ebl.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -609,7 +609,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
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@@ -786,7 +786,7 @@ <h3>Accessing and visualising results<a class="headerlink" href="#accessing-and-
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>SkyModel
 
-  Name                      : -O-H7bgM
+  Name                      : qMydLDdw
   Datasets names            : None
   Spectral model type       : PowerLawSpectralModel
   Spatial  model type       : PointSpatialModel
@@ -913,7 +913,7 @@ <h2>What next?<a class="headerlink" href="#what-next" title="Link to this headin
 <a class="reference internal" href="../analysis-3d/analysis_3d.html"><span class="doc">3D detailed analysis</span></a>,
 <a class="reference internal" href="../analysis-3d/analysis_mwl.html"><span class="doc">Multi instrument joint 3D and 1D analysis</span></a> notebooks for some hints)</p></li>
 </ul>
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index 4dc0b57376a..cb0f1cac80a 100644
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@@ -599,7 +599,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
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+++ b/docs/dev/tutorials/analysis-2d/ring_background.html
@@ -69,7 +69,7 @@
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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@@ -607,7 +607,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
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@@ -786,8 +786,8 @@ <h2>Creating the config file<a class="headerlink" href="#creating-the-config-fil
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-        date: &#39;2025-02-13T09:53:39.942829&#39;
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-        date: &#39;2025-02-13T09:53:40.001247&#39;
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+        date: &#39;2025-02-13T10:31:47.306663&#39;
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@@ -1088,7 +1088,7 @@ <h2>Compute correlated significance and correlated excess maps<a class="headerli
   D = np.sqrt(C**2 + 4 * alpha * (alpha + 1) * n_off * mu_sig)
 </pre></div>
 </div>
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-        date: &#39;2025-02-13T09:53:57.910688&#39;
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: &#39;2025-02-13T10:32:05.427647&#39;
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@@ -880,8 +880,8 @@ <h2>Analysis configuration<a class="headerlink" href="#analysis-configuration" t
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-        date: &#39;2025-02-13T09:53:57.918843&#39;
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@@ -1185,21 +1185,21 @@ <h3>Data reduction<a class="headerlink" href="#id1" title="Link to this heading"
 Dataset 0:
 
   Type       : MapDataset
-  Name       : wolEYre2
+  Name       : MwCAJbwq
   Instrument : CTA
   Models     :
 
 Dataset 1:
 
   Type       : MapDataset
-  Name       : gKY3rXYt
+  Name       : EFOAtEfZ
   Instrument : CTA
   Models     :
 
 Dataset 2:
 
   Type       : MapDataset
-  Name       : qZN-lCMk
+  Name       : 4QcyGAIx
   Instrument : CTA
   Models     :
 </pre></div>
@@ -1211,7 +1211,7 @@ <h3>Data reduction<a class="headerlink" href="#id1" title="Link to this heading"
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>MapDataset
 ----------
 
-  Name                            : wolEYre2
+  Name                            : MwCAJbwq
 
   Total counts                    : 40481
   Total background counts         : 36014.51
@@ -1259,9 +1259,9 @@ <h3>Data reduction<a class="headerlink" href="#id1" title="Link to this heading"
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>  name   counts       excess      ... n_fit_bins stat_type stat_sum
                                   ...
 -------- ------ ----------------- ... ---------- --------- --------
-wolEYre2  40481 4466.493043594026 ...     693940      cash      nan
-gKY3rXYt  40525 4510.505523195905 ...     693940      cash      nan
-qZN-lCMk  40235 4220.480554966154 ...     693940      cash      nan
+MwCAJbwq  40481 4466.493043594026 ...     693940      cash      nan
+EFOAtEfZ  40525 4510.505523195905 ...     693940      cash      nan
+4QcyGAIx  40235 4220.480554966154 ...     693940      cash      nan
 Models
 
 Component 0: SkyModel
@@ -1282,8 +1282,8 @@ <h3>Data reduction<a class="headerlink" href="#id1" title="Link to this heading"
 
 Component 1: FoVBackgroundModel
 
-  Name                      : wolEYre2-bkg
-  Datasets names            : [&#39;wolEYre2&#39;]
+  Name                      : MwCAJbwq-bkg
+  Datasets names            : [&#39;MwCAJbwq&#39;]
   Spectral model type       : PowerLawNormSpectralModel
   Parameters:
     norm                          :      1.000   +/-    0.00
@@ -1292,8 +1292,8 @@ <h3>Data reduction<a class="headerlink" href="#id1" title="Link to this heading"
 
 Component 2: FoVBackgroundModel
 
-  Name                      : gKY3rXYt-bkg
-  Datasets names            : [&#39;gKY3rXYt&#39;]
+  Name                      : EFOAtEfZ-bkg
+  Datasets names            : [&#39;EFOAtEfZ&#39;]
   Spectral model type       : PowerLawNormSpectralModel
   Parameters:
     norm                          :      1.000   +/-    0.00
@@ -1302,8 +1302,8 @@ <h3>Data reduction<a class="headerlink" href="#id1" title="Link to this heading"
 
 Component 3: FoVBackgroundModel
 
-  Name                      : qZN-lCMk-bkg
-  Datasets names            : [&#39;qZN-lCMk&#39;]
+  Name                      : 4QcyGAIx-bkg
+  Datasets names            : [&#39;4QcyGAIx&#39;]
   Spectral model type       : PowerLawNormSpectralModel
   Parameters:
     norm                          :      1.000   +/-    0.00
@@ -1363,8 +1363,8 @@ <h3>Fit quality assessment and model residuals for a joint <code class="xref py
 
 Component 1: FoVBackgroundModel
 
-  Name                      : wolEYre2-bkg
-  Datasets names            : [&#39;wolEYre2&#39;]
+  Name                      : MwCAJbwq-bkg
+  Datasets names            : [&#39;MwCAJbwq&#39;]
   Spectral model type       : PowerLawNormSpectralModel
   Parameters:
     norm                          :      1.118   +/-    0.01
@@ -1373,8 +1373,8 @@ <h3>Fit quality assessment and model residuals for a joint <code class="xref py
 
 Component 2: FoVBackgroundModel
 
-  Name                      : gKY3rXYt-bkg
-  Datasets names            : [&#39;gKY3rXYt&#39;]
+  Name                      : EFOAtEfZ-bkg
+  Datasets names            : [&#39;EFOAtEfZ&#39;]
   Spectral model type       : PowerLawNormSpectralModel
   Parameters:
     norm                          :      1.119   +/-    0.01
@@ -1383,8 +1383,8 @@ <h3>Fit quality assessment and model residuals for a joint <code class="xref py
 
 Component 3: FoVBackgroundModel
 
-  Name                      : qZN-lCMk-bkg
-  Datasets names            : [&#39;qZN-lCMk&#39;]
+  Name                      : 4QcyGAIx-bkg
+  Datasets names            : [&#39;4QcyGAIx&#39;]
   Spectral model type       : PowerLawNormSpectralModel
   Parameters:
     norm                          :      1.111   +/-    0.01
@@ -1447,7 +1447,7 @@ <h2>Exercises<a class="headerlink" href="#exercises" title="Link to this heading
 <li><p>Perform modeling in more details - Add diffuse component, get flux
 points.</p></li>
 </ul>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 32.793 seconds)</p>
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diff --git a/docs/dev/tutorials/analysis-3d/analysis_mwl.html b/docs/dev/tutorials/analysis-3d/analysis_mwl.html
index ba4e614e028..8b2c6ee3c19 100644
--- a/docs/dev/tutorials/analysis-3d/analysis_mwl.html
+++ b/docs/dev/tutorials/analysis-3d/analysis_mwl.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Morphological energy dependence estimation" href="energy_dependent_estimation.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -611,7 +611,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/analysis-3d/cta_data_analysis.html b/docs/dev/tutorials/analysis-3d/cta_data_analysis.html
index 8737bf5b865..2a8c72effbc 100644
--- a/docs/dev/tutorials/analysis-3d/cta_data_analysis.html
+++ b/docs/dev/tutorials/analysis-3d/cta_data_analysis.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="3D detailed analysis" href="analysis_3d.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -601,7 +601,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -1002,7 +1002,7 @@ <h3>Spectral points<a class="headerlink" href="#spectral-points" title="Link to
 </div>
 <div class="output_subarea output_html rendered_html output_result">
 <div><i>Table length=5</i>
-<table id="table140345753675376" class="table-striped table-bordered table-condensed">
+<table id="table140475412240464" class="table-striped table-bordered table-condensed">
 <thead><tr><th>e_ref</th><th>e_min</th><th>e_max</th><th>dnde</th><th>dnde_err</th><th>ts</th><th>sqrt_ts</th><th>npred</th><th>npred_excess</th><th>stat</th><th>stat_null</th><th>counts</th><th>success</th></tr></thead>
 <thead><tr><th>TeV</th><th>TeV</th><th>TeV</th><th>1 / (TeV s cm2)</th><th>1 / (TeV s cm2)</th><th></th><th></th><th></th><th></th><th></th><th></th><th></th><th></th></tr></thead>
 <thead><tr><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64</th><th>float64[1]</th><th>float32[1]</th><th>float64</th><th>float64</th><th>float64[1]</th><th>bool</th></tr></thead>
@@ -1058,7 +1058,7 @@ <h2>What next?<a class="headerlink" href="#what-next" title="Link to this headin
 using simulated 1DC data.</p></li>
 <li><p>Let us know if you have any questions or issues!</p></li>
 </ul>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 17.204 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 17.349 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-analysis-3d-cta-data-analysis-py">
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 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/gammapy/gammapy-webpage/main?urlpath=lab/tree/notebooks/dev/tutorials/analysis-3d/cta_data_analysis.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo2.svg" style="width: 150px;" />
diff --git a/docs/dev/tutorials/analysis-3d/energy_dependent_estimation.html b/docs/dev/tutorials/analysis-3d/energy_dependent_estimation.html
index 0eff8f5b748..577490e567a 100644
--- a/docs/dev/tutorials/analysis-3d/energy_dependent_estimation.html
+++ b/docs/dev/tutorials/analysis-3d/energy_dependent_estimation.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Basic image exploration and fitting" href="cta_data_analysis.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -608,7 +608,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -821,7 +821,7 @@ <h2>Plotting the results<a class="headerlink" href="#plotting-the-results" title
 <span class="c1"># sphinx_gallery_thumbnail_number = 1</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_energy_dependent_estimation_001.png" srcset="../../_images/sphx_glr_energy_dependent_estimation_001.png" alt="energy dependent estimation" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 19.420 seconds)</p>
+<img src="../../_images/sphx_glr_energy_dependent_estimation_001.png" srcset="../../_images/sphx_glr_energy_dependent_estimation_001.png" alt="energy dependent estimation" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 19.599 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-analysis-3d-energy-dependent-estimation-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/gammapy/gammapy-webpage/main?urlpath=lab/tree/notebooks/dev/tutorials/analysis-3d/energy_dependent_estimation.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo2.svg" style="width: 150px;" />
diff --git a/docs/dev/tutorials/analysis-3d/event_sampling.html b/docs/dev/tutorials/analysis-3d/event_sampling.html
index 663ff251654..071cfdf8e8b 100644
--- a/docs/dev/tutorials/analysis-3d/event_sampling.html
+++ b/docs/dev/tutorials/analysis-3d/event_sampling.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="3D map simulation" href="simulate_3d.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -651,7 +651,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -1137,7 +1137,7 @@ <h2>Exercises<a class="headerlink" href="#exercises" title="Link to this heading
 <li><p>Change the spatial model and the spectrum of the simulated Sky model;</p></li>
 <li><p>Include a temporal model in the simulation</p></li>
 </ul>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 38.909 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 21.871 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-analysis-3d-event-sampling-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/gammapy/gammapy-webpage/main?urlpath=lab/tree/notebooks/dev/tutorials/analysis-3d/event_sampling.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo2.svg" style="width: 150px;" />
diff --git a/docs/dev/tutorials/analysis-3d/event_sampling_nrg_depend_models.html b/docs/dev/tutorials/analysis-3d/event_sampling_nrg_depend_models.html
index 79f21ea496f..5cf42b51610 100644
--- a/docs/dev/tutorials/analysis-3d/event_sampling_nrg_depend_models.html
+++ b/docs/dev/tutorials/analysis-3d/event_sampling_nrg_depend_models.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Event sampling" href="event_sampling.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -609,7 +609,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/analysis-3d/flux_profiles.html b/docs/dev/tutorials/analysis-3d/flux_profiles.html
index 6e57e97f5f9..d24a0e15407 100644
--- a/docs/dev/tutorials/analysis-3d/flux_profiles.html
+++ b/docs/dev/tutorials/analysis-3d/flux_profiles.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Sample a source with energy-dependent temporal evolution" href="event_sampling_nrg_depend_models.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -605,7 +605,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -720,11 +720,11 @@ <h3>Configuration<a class="headerlink" href="#configuration" title="Link to this
 --------------------
 
   energy_edges           : [  10. 2000.] GeV
-  fit                    : &lt;gammapy.modeling.fit.Fit object at 0x7fa4b67a4100&gt;
+  fit                    : &lt;gammapy.modeling.fit.Fit object at 0x7fc309691280&gt;
   n_jobs                 : None
   n_sigma                : 1
   n_sigma_ul             : 2
-  norm                   : Parameter(name=&#39;norm&#39;, value=1.0, factor=1.0, scale=1.0, unit=Unit(dimensionless), min=nan, max=nan, frozen=False, prior=None, id=0x7fa4b67a4970)
+  norm                   : Parameter(name=&#39;norm&#39;, value=1.0, factor=1.0, scale=1.0, unit=Unit(dimensionless), min=nan, max=nan, frozen=False, prior=None, id=0x7fc309691eb0)
   null_value             : 0
   parallel_backend       : None
   reoptimize             : False
@@ -913,7 +913,7 @@ <h3>Serialisation and I/O<a class="headerlink" href="#serialisation-and-i-o" tit
 <span class="c1"># sphinx_gallery_thumbnail_number = 2</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_flux_profiles_009.png" srcset="../../_images/sphx_glr_flux_profiles_009.png" alt="flux profiles" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 21.127 seconds)</p>
+<img src="../../_images/sphx_glr_flux_profiles_009.png" srcset="../../_images/sphx_glr_flux_profiles_009.png" alt="flux profiles" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 21.804 seconds)</p>
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diff --git a/docs/dev/tutorials/analysis-3d/sg_execution_times.html b/docs/dev/tutorials/analysis-3d/sg_execution_times.html
index d07951d7665..62324aac1bd 100644
--- a/docs/dev/tutorials/analysis-3d/sg_execution_times.html
+++ b/docs/dev/tutorials/analysis-3d/sg_execution_times.html
@@ -67,7 +67,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -460,7 +460,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-tutorials-analysis-3d-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>02:29.428</strong> total execution time for 8 files <strong>from tutorials/analysis-3d</strong>:</p>
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@@ -481,36 +481,36 @@
 </tr>
 </thead>
 <tbody>
-<tr class="row-even"><td><p><a class="reference internal" href="event_sampling.html#sphx-glr-tutorials-analysis-3d-event-sampling-py"><span class="std std-ref">Event sampling</span></a> (<code class="docutils literal notranslate"><span class="pre">event_sampling.py</span></code>)</p></td>
-<td><p>00:38.909</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="analysis_3d.html#sphx-glr-tutorials-analysis-3d-analysis-3d-py"><span class="std std-ref">3D detailed analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">analysis_3d.py</span></code>)</p></td>
+<td><p>00:33.274</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="analysis_3d.html#sphx-glr-tutorials-analysis-3d-analysis-3d-py"><span class="std std-ref">3D detailed analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">analysis_3d.py</span></code>)</p></td>
-<td><p>00:32.793</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="event_sampling.html#sphx-glr-tutorials-analysis-3d-event-sampling-py"><span class="std std-ref">Event sampling</span></a> (<code class="docutils literal notranslate"><span class="pre">event_sampling.py</span></code>)</p></td>
+<td><p>00:21.871</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="flux_profiles.html#sphx-glr-tutorials-analysis-3d-flux-profiles-py"><span class="std std-ref">Flux Profile Estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">flux_profiles.py</span></code>)</p></td>
-<td><p>00:21.127</p></td>
+<td><p>00:21.804</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="energy_dependent_estimation.html#sphx-glr-tutorials-analysis-3d-energy-dependent-estimation-py"><span class="std std-ref">Morphological energy dependence estimation</span></a> (<code class="docutils literal notranslate"><span class="pre">energy_dependent_estimation.py</span></code>)</p></td>
-<td><p>00:19.420</p></td>
+<td><p>00:19.599</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="cta_data_analysis.html#sphx-glr-tutorials-analysis-3d-cta-data-analysis-py"><span class="std std-ref">Basic image exploration and fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">cta_data_analysis.py</span></code>)</p></td>
-<td><p>00:17.204</p></td>
+<td><p>00:17.349</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="simulate_3d.html#sphx-glr-tutorials-analysis-3d-simulate-3d-py"><span class="std std-ref">3D map simulation</span></a> (<code class="docutils literal notranslate"><span class="pre">simulate_3d.py</span></code>)</p></td>
-<td><p>00:10.381</p></td>
+<td><p>00:10.082</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="analysis_mwl.html#sphx-glr-tutorials-analysis-3d-analysis-mwl-py"><span class="std std-ref">Multi instrument joint 3D and 1D analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">analysis_mwl.py</span></code>)</p></td>
-<td><p>00:06.727</p></td>
+<td><p>00:06.704</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="event_sampling_nrg_depend_models.html#sphx-glr-tutorials-analysis-3d-event-sampling-nrg-depend-models-py"><span class="std std-ref">Sample a source with energy-dependent temporal evolution</span></a> (<code class="docutils literal notranslate"><span class="pre">event_sampling_nrg_depend_models.py</span></code>)</p></td>
-<td><p>00:02.868</p></td>
+<td><p>00:02.912</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/dev/tutorials/analysis-3d/simulate_3d.html b/docs/dev/tutorials/analysis-3d/simulate_3d.html
index e772d80f6fc..bfae803b24b 100644
--- a/docs/dev/tutorials/analysis-3d/simulate_3d.html
+++ b/docs/dev/tutorials/analysis-3d/simulate_3d.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Multi instrument joint 3D and 1D analysis" href="analysis_mwl.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -759,9 +759,9 @@ <h2>Simulation<a class="headerlink" href="#simulation" title="Link to this headi
 
   Name                            : dataset-simu
 
-  Total counts                    : 170218
+  Total counts                    : 169816
   Total background counts         : 161250.95
-  Total excess counts             : 8967.05
+  Total excess counts             : 8565.05
 
   Predicted counts                : 169871.64
   Predicted background counts     : 161250.95
@@ -774,7 +774,7 @@ <h2>Simulation<a class="headerlink" href="#simulation" title="Link to this headi
   Number of fit bins              : 804492
 
   Fit statistic type              : cash
-  Fit statistic value (-2 log(L)) : 563058.97
+  Fit statistic value (-2 log(L)) : 562902.64
 
   Number of models                : 2
   Number of parameters            : 11
@@ -912,12 +912,12 @@ <h2>Fit<a class="headerlink" href="#fit" title="Link to this heading">#</a></h2>
   Spatial  model type       : GaussianSpatialModel
   Temporal model type       :
   Parameters:
-    index                         :      2.989   +/-    0.02
-    amplitude                     :   1.01e-11   +/- 3.3e-13 1 / (TeV s cm2)
+    index                         :      2.977   +/-    0.02
+    amplitude                     :   1.02e-11   +/- 3.3e-13 1 / (TeV s cm2)
     reference             (frozen):      1.000       TeV
-    lon_0                         :      0.202   +/-    0.01 deg
-    lat_0                         :      0.096   +/-    0.01 deg
-    sigma                         :      0.301   +/-    0.00 deg
+    lon_0                         :      0.193   +/-    0.01 deg
+    lat_0                         :      0.097   +/-    0.01 deg
+    sigma                         :      0.297   +/-    0.00 deg
     e                     (frozen):      0.000
     phi                   (frozen):      0.000       deg
 </pre></div>
@@ -928,12 +928,12 @@ <h2>Fit<a class="headerlink" href="#fit" title="Link to this heading">#</a></h2>
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>type    name     value         unit      ...    max    frozen link prior
 ---- --------- ---------- -------------- ... --------- ------ ---- -----
-         index 2.9885e+00                ...       nan  False
-     amplitude 1.0120e-11 TeV-1 s-1 cm-2 ...       nan  False
+         index 2.9769e+00                ...       nan  False
+     amplitude 1.0176e-11 TeV-1 s-1 cm-2 ...       nan  False
      reference 1.0000e+00            TeV ...       nan   True
-         lon_0 2.0226e-01            deg ...       nan  False
-         lat_0 9.5733e-02            deg ... 9.000e+01  False
-         sigma 3.0077e-01            deg ...       nan  False
+         lon_0 1.9285e-01            deg ...       nan  False
+         lat_0 9.6894e-02            deg ... 9.000e+01  False
+         sigma 2.9735e-01            deg ...       nan  False
              e 0.0000e+00                ... 1.000e+00   True
            phi 0.0000e+00            deg ...       nan   True
           norm 1.0000e+00                ...       nan   True
@@ -941,7 +941,7 @@ <h2>Fit<a class="headerlink" href="#fit" title="Link to this heading">#</a></h2>
      reference 1.0000e+00            TeV ...       nan   True
 </pre></div>
 </div>
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diff --git a/docs/dev/tutorials/analysis-time/light_curve.html b/docs/dev/tutorials/analysis-time/light_curve.html
index df82c3bd7b9..adf6b4db5c1 100644
--- a/docs/dev/tutorials/analysis-time/light_curve.html
+++ b/docs/dev/tutorials/analysis-time/light_curve.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Flux Profile Estimation" href="../analysis-3d/flux_profiles.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -613,7 +613,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/analysis-time/light_curve_flare.html b/docs/dev/tutorials/analysis-time/light_curve_flare.html
index 4ca147fd329..93b16040627 100644
--- a/docs/dev/tutorials/analysis-time/light_curve_flare.html
+++ b/docs/dev/tutorials/analysis-time/light_curve_flare.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Light curves" href="light_curve.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -635,7 +635,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -904,7 +904,7 @@ <h2>Extract the light curve<a class="headerlink" href="#extract-the-light-curve"
 </div>
 <p>We can use the sliced lightcurve to understand the variability,
 as shown in the doc:<code class="xref py py-obj docutils literal notranslate"><span class="pre">/tutorials/analysis-time/variability_estimation</span></code> tutorial.</p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 35.501 seconds)</p>
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 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-analysis-time-light-curve-flare-py">
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diff --git a/docs/dev/tutorials/analysis-time/light_curve_simulation.html b/docs/dev/tutorials/analysis-time/light_curve_simulation.html
index 99403761908..b50ba144de4 100644
--- a/docs/dev/tutorials/analysis-time/light_curve_simulation.html
+++ b/docs/dev/tutorials/analysis-time/light_curve_simulation.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Time resolved spectroscopy estimator" href="time_resolved_spectroscopy.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -638,7 +638,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -778,16 +778,16 @@ <h2>Simulating a light curve<a class="headerlink" href="#simulating-a-light-curv
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>   name   counts       excess       ... n_fit_bins stat_type       stat_sum
                                     ...
 --------- ------ ------------------ ... ---------- --------- -------------------
-dataset-0    802  781.6812310184489 ...          9      cash  -6457.280268045755
-dataset-1    331 321.76419591747674 ...          9      cash  -2077.552979516754
-dataset-2    304  294.3947637541758 ...          9      cash -1901.2709748590921
-dataset-3    300  285.2227134679628 ...          9      cash -1810.8903051145328
-dataset-4    239 224.22271346796282 ...          9      cash  -1335.480922127508
-dataset-5    190 171.52839183495354 ...          9      cash  -973.5320849811542
-dataset-6     48 33.222713467962826 ...          9      cash  -91.23166729767495
-dataset-7     41  21.78952750835169 ...          9      cash -107.47038413681308
-dataset-8     30 14.114416978060044 ...          9      cash -39.498192092628464
-dataset-9     42  24.63668832485633 ...          9      cash  -99.39090679010462
+dataset-0    831  810.6812310184489 ...          9      cash   -6637.40111089862
+dataset-1    302 292.76419591747674 ...          9      cash -1780.5249582099127
+dataset-2    302  292.3947637541758 ...          9      cash -1825.8614987442506
+dataset-3    317  302.2227134679628 ...          9      cash  -1947.877215521355
+dataset-4    199 184.22271346796282 ...          9      cash  -1010.842921483702
+dataset-5    187 168.52839183495354 ...          9      cash  -983.6367684702647
+dataset-6     39 24.222713467962826 ...          9      cash  -77.97408212472892
+dataset-7     43  23.78952750835169 ...          9      cash -103.45590984725717
+dataset-8     29 13.114416978060044 ...          9      cash  -32.82614275601408
+dataset-9     28  10.63668832485633 ...          9      cash  -48.10307674188821
 </pre></div>
 </div>
 </section>
@@ -868,10 +868,10 @@ <h3>Fitting the obtained light curve<a class="headerlink" href="#fitting-the-obt
   Name                            : dataset_lc
 
   Number of total flux points     : 30
-  Number of fit bins              : 23
+  Number of fit bins              : 24
 
   Fit statistic type              : chi2
-  Fit statistic value (-2 log(L)) : 1513.95
+  Fit statistic value (-2 log(L)) : 1476.56
 
   Number of models                : 1
   Number of parameters            : 5
@@ -900,10 +900,10 @@ <h3>Fitting the obtained light curve<a class="headerlink" href="#fitting-the-obt
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>type    name     value         unit        error   min max frozen link prior
 ---- --------- ---------- -------------- --------- --- --- ------ ---- -----
-         index 3.0250e+00                2.837e-02 nan nan  False
-     amplitude 9.4156e-12 TeV-1 s-1 cm-2 3.164e-13 nan nan  False
+         index 2.9519e+00                2.738e-02 nan nan  False
+     amplitude 9.8824e-12 TeV-1 s-1 cm-2 3.403e-13 nan nan  False
      reference 1.0000e+00            TeV 0.000e+00 nan nan   True
-            t0 6.5405e+00              h 2.547e-01 nan nan  False
+            t0 6.0446e+00              h 2.323e-01 nan nan  False
          t_ref 5.8909e+04              d 0.000e+00 nan nan   True
 </pre></div>
 </div>
@@ -958,10 +958,10 @@ <h3>Fit the datasets<a class="headerlink" href="#fit-the-datasets" title="Link t
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>type    name     value         unit        error   min max frozen link prior
 ---- --------- ---------- -------------- --------- --- --- ------ ---- -----
-         index 3.0515e+00                3.254e-02 nan nan  False
-     amplitude 9.4267e-12 TeV-1 s-1 cm-2 3.252e-13 nan nan  False
+         index 2.9547e+00                3.131e-02 nan nan  False
+     amplitude 1.0118e-11 TeV-1 s-1 cm-2 3.481e-13 nan nan  False
      reference 1.0000e+00            TeV 0.000e+00 nan nan   True
-            t0 6.4101e+00              h 2.157e-01 nan nan  False
+            t0 5.9527e+00              h 2.038e-01 nan nan  False
          t_ref 5.8909e+04              d 0.000e+00 nan nan   True
 </pre></div>
 </div>
@@ -978,7 +978,7 @@ <h2>Exercises<a class="headerlink" href="#exercises" title="Link to this heading
 Use a combination of a Gaussian and Exponential flare profiles.</p></li>
 <li><p>Do a joint fitting of the datasets.</p></li>
 </ol>
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 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-analysis-time-light-curve-simulation-py">
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diff --git a/docs/dev/tutorials/analysis-time/pulsar_analysis.html b/docs/dev/tutorials/analysis-time/pulsar_analysis.html
index 5c0756492b8..6d3407e7537 100644
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+++ b/docs/dev/tutorials/analysis-time/pulsar_analysis.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Simulating and fitting a time varying source" href="light_curve_simulation.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
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+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -601,7 +601,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/analysis-time/sg_execution_times.html b/docs/dev/tutorials/analysis-time/sg_execution_times.html
index 162fa4a06ba..db37e89b97d 100644
--- a/docs/dev/tutorials/analysis-time/sg_execution_times.html
+++ b/docs/dev/tutorials/analysis-time/sg_execution_times.html
@@ -67,7 +67,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -460,7 +460,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-tutorials-analysis-time-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>01:33.704</strong> total execution time for 6 files <strong>from tutorials/analysis-time</strong>:</p>
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@@ -482,27 +482,27 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="light_curve_flare.html#sphx-glr-tutorials-analysis-time-light-curve-flare-py"><span class="std std-ref">Light curves for flares</span></a> (<code class="docutils literal notranslate"><span class="pre">light_curve_flare.py</span></code>)</p></td>
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+<td><p>00:35.358</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="time_resolved_spectroscopy.html#sphx-glr-tutorials-analysis-time-time-resolved-spectroscopy-py"><span class="std std-ref">Time resolved spectroscopy estimator</span></a> (<code class="docutils literal notranslate"><span class="pre">time_resolved_spectroscopy.py</span></code>)</p></td>
-<td><p>00:21.993</p></td>
+<td><p>00:22.005</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="light_curve_simulation.html#sphx-glr-tutorials-analysis-time-light-curve-simulation-py"><span class="std std-ref">Simulating and fitting a time varying source</span></a> (<code class="docutils literal notranslate"><span class="pre">light_curve_simulation.py</span></code>)</p></td>
-<td><p>00:20.762</p></td>
+<td><p>00:17.742</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="pulsar_analysis.html#sphx-glr-tutorials-analysis-time-pulsar-analysis-py"><span class="std std-ref">Pulsar analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">pulsar_analysis.py</span></code>)</p></td>
-<td><p>00:07.417</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="light_curve.html#sphx-glr-tutorials-analysis-time-light-curve-py"><span class="std std-ref">Light curves</span></a> (<code class="docutils literal notranslate"><span class="pre">light_curve.py</span></code>)</p></td>
+<td><p>00:07.428</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="light_curve.html#sphx-glr-tutorials-analysis-time-light-curve-py"><span class="std std-ref">Light curves</span></a> (<code class="docutils literal notranslate"><span class="pre">light_curve.py</span></code>)</p></td>
-<td><p>00:07.338</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="pulsar_analysis.html#sphx-glr-tutorials-analysis-time-pulsar-analysis-py"><span class="std std-ref">Pulsar analysis</span></a> (<code class="docutils literal notranslate"><span class="pre">pulsar_analysis.py</span></code>)</p></td>
+<td><p>00:07.287</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="variability_estimation.html#sphx-glr-tutorials-analysis-time-variability-estimation-py"><span class="std std-ref">Estimation of time variability in a lightcurve</span></a> (<code class="docutils literal notranslate"><span class="pre">variability_estimation.py</span></code>)</p></td>
-<td><p>00:00.693</p></td>
+<td><p>00:00.689</p></td>
 <td><p>0.0</p></td>
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diff --git a/docs/dev/tutorials/analysis-time/time_resolved_spectroscopy.html b/docs/dev/tutorials/analysis-time/time_resolved_spectroscopy.html
index 8d41e2f8f41..b67ae3b4039 100644
--- a/docs/dev/tutorials/analysis-time/time_resolved_spectroscopy.html
+++ b/docs/dev/tutorials/analysis-time/time_resolved_spectroscopy.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Estimation of time variability in a lightcurve" href="variability_estimation.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -701,238 +701,238 @@ <h2>Data reduction<a class="headerlink" href="#data-reduction" title="Link to th
 Dataset 0:
 
   Type       : SpectrumDatasetOnOff
-  Name       : EOJtnBLe
+  Name       : j0aiGkyr
   Instrument : HESS
   Models     :
 
 Dataset 1:
 
   Type       : SpectrumDatasetOnOff
-  Name       : b7AJ-V6-
+  Name       : gPLT9CRh
   Instrument : HESS
   Models     :
 
 Dataset 2:
 
   Type       : SpectrumDatasetOnOff
-  Name       : XKDOGgQu
+  Name       : J8oMkg3P
   Instrument : HESS
   Models     :
 
 Dataset 3:
 
   Type       : SpectrumDatasetOnOff
-  Name       : iXHu_OXK
+  Name       : cgOqAFy3
   Instrument : HESS
   Models     :
 
 Dataset 4:
 
   Type       : SpectrumDatasetOnOff
-  Name       : 30DiWGvE
+  Name       : awITzg6X
   Instrument : HESS
   Models     :
 
 Dataset 5:
 
   Type       : SpectrumDatasetOnOff
-  Name       : RgalW0OQ
+  Name       : lXR8oLo8
   Instrument : HESS
   Models     :
 
 Dataset 6:
 
   Type       : SpectrumDatasetOnOff
-  Name       : ZU8-UPa2
+  Name       : z5NSlBY0
   Instrument : HESS
   Models     :
 
 Dataset 7:
 
   Type       : SpectrumDatasetOnOff
-  Name       : Zs13c2jT
+  Name       : YxKomepz
   Instrument : HESS
   Models     :
 
 Dataset 8:
 
   Type       : SpectrumDatasetOnOff
-  Name       : FhBpdLNe
+  Name       : sgouSgVu
   Instrument : HESS
   Models     :
 
 Dataset 9:
 
   Type       : SpectrumDatasetOnOff
-  Name       : eyY-BKZr
+  Name       : CQs5kE_r
   Instrument : HESS
   Models     :
 
 Dataset 10:
 
   Type       : SpectrumDatasetOnOff
-  Name       : dXJyZHze
+  Name       : WvyUWAel
   Instrument : HESS
   Models     :
 
 Dataset 11:
 
   Type       : SpectrumDatasetOnOff
-  Name       : CqdLVlgu
+  Name       : NZ_Rle7P
   Instrument : HESS
   Models     :
 
 Dataset 12:
 
   Type       : SpectrumDatasetOnOff
-  Name       : 6Y97lpuv
+  Name       : Hbsf_1SD
   Instrument : HESS
   Models     :
 
 Dataset 13:
 
   Type       : SpectrumDatasetOnOff
-  Name       : UWMlKBaa
+  Name       : XC00s9jS
   Instrument : HESS
   Models     :
 
 Dataset 14:
 
   Type       : SpectrumDatasetOnOff
-  Name       : pqpSTJIZ
+  Name       : DQhVLxC5
   Instrument : HESS
   Models     :
 
 Dataset 15:
 
   Type       : SpectrumDatasetOnOff
-  Name       : MZbXrH8F
+  Name       : qoEeIxLN
   Instrument : HESS
   Models     :
 
 Dataset 16:
 
   Type       : SpectrumDatasetOnOff
-  Name       : THvcdqxg
+  Name       : 0KsWPzP3
   Instrument : HESS
   Models     :
 
 Dataset 17:
 
   Type       : SpectrumDatasetOnOff
-  Name       : Eazh3hXw
+  Name       : LnZ4keqZ
   Instrument : HESS
   Models     :
 
 Dataset 18:
 
   Type       : SpectrumDatasetOnOff
-  Name       : 1YFCTU8l
+  Name       : zaBlUwfc
   Instrument : HESS
   Models     :
 
 Dataset 19:
 
   Type       : SpectrumDatasetOnOff
-  Name       : JqJyQ920
+  Name       : t9uapQSZ
   Instrument : HESS
   Models     :
 
 Dataset 20:
 
   Type       : SpectrumDatasetOnOff
-  Name       : bz4IFjRY
+  Name       : 3A3UpG1l
   Instrument : HESS
   Models     :
 
 Dataset 21:
 
   Type       : SpectrumDatasetOnOff
-  Name       : n3BYYEQv
+  Name       : 2FwqDaEf
   Instrument : HESS
   Models     :
 
 Dataset 22:
 
   Type       : SpectrumDatasetOnOff
-  Name       : wd_qqQop
+  Name       : 7SVdeW2X
   Instrument : HESS
   Models     :
 
 Dataset 23:
 
   Type       : SpectrumDatasetOnOff
-  Name       : AkAWnwxq
+  Name       : y6r-9LUy
   Instrument : HESS
   Models     :
 
 Dataset 24:
 
   Type       : SpectrumDatasetOnOff
-  Name       : srLBm6xj
+  Name       : SKaq8RzR
   Instrument : HESS
   Models     :
 
 Dataset 25:
 
   Type       : SpectrumDatasetOnOff
-  Name       : aAIY7h-X
+  Name       : vM3fauCF
   Instrument : HESS
   Models     :
 
 Dataset 26:
 
   Type       : SpectrumDatasetOnOff
-  Name       : vWK9mfXQ
+  Name       : F0FkTmte
   Instrument : HESS
   Models     :
 
 Dataset 27:
 
   Type       : SpectrumDatasetOnOff
-  Name       : ftJnehQX
+  Name       : nZk2xXPe
   Instrument : HESS
   Models     :
 
 Dataset 28:
 
   Type       : SpectrumDatasetOnOff
-  Name       : y_h_v_0b
+  Name       : ipfkQMpC
   Instrument : HESS
   Models     :
 
 Dataset 29:
 
   Type       : SpectrumDatasetOnOff
-  Name       : KkAe91iU
+  Name       : HqY8htBx
   Instrument : HESS
   Models     :
 
 Dataset 30:
 
   Type       : SpectrumDatasetOnOff
-  Name       : xvmmy-U_
+  Name       : 4EiJqKLj
   Instrument : HESS
   Models     :
 
 Dataset 31:
 
   Type       : SpectrumDatasetOnOff
-  Name       : 8pvdbj7f
+  Name       : PHhrLHqv
   Instrument : HESS
   Models     :
 
 Dataset 32:
 
   Type       : SpectrumDatasetOnOff
-  Name       : d5f0r3kI
+  Name       : eG6Z1wFM
   Instrument : HESS
   Models     :
 
 Dataset 33:
 
   Type       : SpectrumDatasetOnOff
-  Name       : Su1WvT2p
+  Name       : KyVAGy2S
   Instrument : HESS
   Models     :
 </pre></div>
@@ -1171,7 +1171,7 @@ <h2>Exercises<a class="headerlink" href="#exercises" title="Link to this heading
 <li><p>Compare the significance of the new model with the simple power law.
 Take note of any fit non-convergence in the bins.</p></li>
 </ol>
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diff --git a/docs/dev/tutorials/analysis-time/variability_estimation.html b/docs/dev/tutorials/analysis-time/variability_estimation.html
index 7f5b3738026..f27f70f08a1 100644
--- a/docs/dev/tutorials/analysis-time/variability_estimation.html
+++ b/docs/dev/tutorials/analysis-time/variability_estimation.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Light curves for flares" href="light_curve_flare.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -773,7 +773,7 @@ <h2>Bayesian blocks<a class="headerlink" href="#bayesian-blocks" title="Link to
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.legend.html#matplotlib.pyplot.legend" title="matplotlib.pyplot.legend" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">legend</span></a><span class="p">()</span>
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-<img src="../../_images/sphx_glr_variability_estimation_002.png" srcset="../../_images/sphx_glr_variability_estimation_002.png" alt="variability estimation" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend object at 0x7fa4cad03be0&gt;
+<img src="../../_images/sphx_glr_variability_estimation_002.png" srcset="../../_images/sphx_glr_variability_estimation_002.png" alt="variability estimation" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend object at 0x7fc30950ed90&gt;
 </pre></div>
 </div>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-analysis-time-variability-estimation-py">
diff --git a/docs/dev/tutorials/api/astro_dark_matter.html b/docs/dev/tutorials/api/astro_dark_matter.html
index 0576036ae1b..3b927f211d0 100644
--- a/docs/dev/tutorials/api/astro_dark_matter.html
+++ b/docs/dev/tutorials/api/astro_dark_matter.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Priors" href="priors.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -591,7 +591,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
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@@ -825,7 +825,7 @@ <h2>Flux maps for decay<a class="headerlink" href="#flux-maps-for-decay" title="
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_astro_dark_matter_006.png" srcset="../../_images/sphx_glr_astro_dark_matter_006.png" alt="Flux [1 / (s cm2)]  m$_{DM}$=10.0 TeV, channel=Z" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 27.909 seconds)</p>
+<img src="../../_images/sphx_glr_astro_dark_matter_006.png" srcset="../../_images/sphx_glr_astro_dark_matter_006.png" alt="Flux [1 / (s cm2)]  m$_{DM}$=10.0 TeV, channel=Z" class = "sphx-glr-single-img"/><p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 27.893 seconds)</p>
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diff --git a/docs/dev/tutorials/api/catalog.html b/docs/dev/tutorials/api/catalog.html
index bd650ce7eeb..ded22f6d3a3 100644
--- a/docs/dev/tutorials/api/catalog.html
+++ b/docs/dev/tutorials/api/catalog.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Makers - Data reduction" href="makers.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -606,7 +606,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/api/datasets.html b/docs/dev/tutorials/api/datasets.html
index 5a93688dbbe..207d4919fe1 100644
--- a/docs/dev/tutorials/api/datasets.html
+++ b/docs/dev/tutorials/api/datasets.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Mask maps" href="mask_maps.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -592,7 +592,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
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@@ -710,7 +710,7 @@ <h3>Creating an empty dataset<a class="headerlink" href="#creating-an-empty-data
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><a href="../../api/gammapy.datasets.MapDataset.html#gammapy.datasets.MapDataset.geoms" title="gammapy.datasets.MapDataset.geoms" class="sphx-glr-backref-module-gammapy-datasets sphx-glr-backref-type-py-attribute"><span class="n">dataset_empty</span><span class="o">.</span><span class="n">geoms</span></a><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>{&#39;geom&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7fa4cd556280&gt;, &#39;geom_exposure&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7fa4bb7ec400&gt;, &#39;geom_psf&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7fa4bb7ec310&gt;, &#39;geom_edisp&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7fa4bb7ec1c0&gt;}
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>{&#39;geom&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7fc2fd58b1f0&gt;, &#39;geom_exposure&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7fc2f995ed30&gt;, &#39;geom_psf&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7fc2f995ee20&gt;, &#39;geom_edisp&#39;: &lt;gammapy.maps.wcs.geom.WcsGeom object at 0x7fc309464220&gt;}
 </pre></div>
 </div>
 <p>Another way to create a <a class="reference internal" href="../../api/gammapy.datasets.MapDataset.html#gammapy.datasets.MapDataset" title="gammapy.datasets.MapDataset"><code class="xref py py-obj docutils literal notranslate"><span class="pre">MapDataset</span></code></a> is to just read an existing one
@@ -1488,7 +1488,7 @@ <h2>Datasets<a class="headerlink" href="#datasets" title="Link to this heading">
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>(&lt;Quantity [1.e+09, 1.e+09, 1.e+09, 1.e+09] keV&gt;, &lt;Quantity [1.e+10, 1.e+10, 1.e+10, 1.e+10] keV&gt;)
 </pre></div>
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diff --git a/docs/dev/tutorials/api/estimators.html b/docs/dev/tutorials/api/estimators.html
index fd0ddd0a282..75bdd5c4255 100644
--- a/docs/dev/tutorials/api/estimators.html
+++ b/docs/dev/tutorials/api/estimators.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Fitting" href="fitting.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -779,7 +779,7 @@ <h3>A note on the internal representation<a class="headerlink" href="#a-note-on-
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>SkyModel
 
-  Name                      : Mz6pU9NM
+  Name                      : PJYPGnoh
   Datasets names            : None
   Spectral model type       : PowerLawSpectralModel
   Spatial  model type       :
diff --git a/docs/dev/tutorials/api/fitting.html b/docs/dev/tutorials/api/fitting.html
index 1c394674f42..86be9643829 100644
--- a/docs/dev/tutorials/api/fitting.html
+++ b/docs/dev/tutorials/api/fitting.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Modelling" href="model_management.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -599,7 +599,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
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@@ -1119,7 +1119,7 @@ <h3>Computing contours using <a class="reference internal" href="../../api/gamma
 of the contours is not well defined. That’s why we advise to always
 choose a parameter space that contains the contours you’re interested
 in.</p>
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diff --git a/docs/dev/tutorials/api/irfs.html b/docs/dev/tutorials/api/irfs.html
index de5e44f007c..799426e959e 100644
--- a/docs/dev/tutorials/api/irfs.html
+++ b/docs/dev/tutorials/api/irfs.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Pulsar analysis" href="../analysis-time/pulsar_analysis.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/tutorials/api/makers.html b/docs/dev/tutorials/api/makers.html
index 29978ea1a4e..8414b18f308 100644
--- a/docs/dev/tutorials/api/makers.html
+++ b/docs/dev/tutorials/api/makers.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Datasets - Reduced data, IRFs, models" href="datasets.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -588,7 +588,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -643,7 +643,7 @@ <h2>Dataset<a class="headerlink" href="#dataset" title="Link to this heading">#<
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>MapDataset
 ----------
 
-  Name                            : eZS1dXVQ
+  Name                            : gArxxlCL
 
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@@ -752,7 +752,7 @@ <h2>Dataset<a class="headerlink" href="#dataset" title="Link to this heading">#<
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 ----------
 
-  Name                            : s9Nrh-dF
+  Name                            : qd7qATPn
 
   Total counts                    : 2016
   Total background counts         : 1866.72
@@ -932,7 +932,7 @@ <h2>Data reduction loop<a class="headerlink" href="#data-reduction-loop" title="
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>MapDataset
 ----------
 
-  Name                            : iudri2dF
+  Name                            : UEFal5iF
 
   Total counts                    : 7972
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@@ -984,30 +984,30 @@ <h2>Data reduction loop<a class="headerlink" href="#data-reduction-loop" title="
 Dataset 0:
 
   Type       : MapDataset
-  Name       : AXYjEKZd
+  Name       : 9B9HtGno
   Instrument : HESS
-  Models     : [&#39;AXYjEKZd-bkg&#39;]
+  Models     : [&#39;9B9HtGno-bkg&#39;]
 
 Dataset 1:
 
   Type       : MapDataset
-  Name       : 0PtYhZsp
+  Name       : 2QRoqQIo
   Instrument : HESS
-  Models     : [&#39;0PtYhZsp-bkg&#39;]
+  Models     : [&#39;2QRoqQIo-bkg&#39;]
 
 Dataset 2:
 
   Type       : MapDataset
-  Name       : lyo1qZJq
+  Name       : dwpkYivG
   Instrument : HESS
-  Models     : [&#39;lyo1qZJq-bkg&#39;]
+  Models     : [&#39;dwpkYivG-bkg&#39;]
 
 Dataset 3:
 
   Type       : MapDataset
-  Name       : -27ddETI
+  Name       : BmzWBXAX
   Instrument : HESS
-  Models     : [&#39;-27ddETI-bkg&#39;]
+  Models     : [&#39;BmzWBXAX-bkg&#39;]
 </pre></div>
 </div>
 </section>
@@ -1181,7 +1181,7 @@ <h3>Observation duration and effective livetime<a class="headerlink" href="#obse
 Effective livetime at 3.1622776601683795 TeV: 7.234359264373779 * h
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 14.854 seconds)</p>
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diff --git a/docs/dev/tutorials/api/maps.html b/docs/dev/tutorials/api/maps.html
index 378963e36ea..c92fd5e649c 100644
--- a/docs/dev/tutorials/api/maps.html
+++ b/docs/dev/tutorials/api/maps.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Dark matter spatial and spectral models" href="astro_dark_matter.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -616,7 +616,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/api/mask_maps.html b/docs/dev/tutorials/api/mask_maps.html
index bf0e9954fbc..b05a75634d6 100644
--- a/docs/dev/tutorials/api/mask_maps.html
+++ b/docs/dev/tutorials/api/mask_maps.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Maps" href="maps.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -644,7 +644,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/api/model_management.html b/docs/dev/tutorials/api/model_management.html
index 2e277962edf..50c7c84ed94 100644
--- a/docs/dev/tutorials/api/model_management.html
+++ b/docs/dev/tutorials/api/model_management.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Observational clustering" href="observation_clustering.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -625,7 +625,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -1572,7 +1572,7 @@ <h2>Serialising models<a class="headerlink" href="#serialising-models" title="Li
   Models     : [&#39;3FHL J1745.6-2900&#39;, &#39;3FHL J1745.8-3028e&#39;, &#39;3FHL J1746.2-2852&#39;, &#39;3FHL J1747.2-2959&#39;, &#39;3FHL J1747.2-2822&#39;, &#39;3FHL J1748.1-2903&#39;, &#39;3FHL J1748.6-2816&#39;]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 10.309 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 10.379 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-api-model-management-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/gammapy/gammapy-webpage/main?urlpath=lab/tree/notebooks/dev/tutorials/api/model_management.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo4.svg" style="width: 150px;" />
diff --git a/docs/dev/tutorials/api/models.html b/docs/dev/tutorials/api/models.html
index 459b225ee62..a593bc008fc 100644
--- a/docs/dev/tutorials/api/models.html
+++ b/docs/dev/tutorials/api/models.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Using Gammapy IRFs" href="irfs.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -583,7 +583,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -1074,7 +1074,7 @@ <h2>SkyModel<a class="headerlink" href="#skymodel" title="Link to this heading">
 <span class="nb">print</span><span class="p">(</span><a href="../../api/gammapy.modeling.models.SkyModel.html#gammapy.modeling.models.SkyModel.name" title="gammapy.modeling.models.SkyModel.name" class="sphx-glr-backref-module-gammapy-modeling-models sphx-glr-backref-type-py-attribute"><span class="n">model_without_name</span><span class="o">.</span><span class="n">name</span></a><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>oxFXJOHU
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Q-PgWD8C
 </pre></div>
 </div>
 <p>The individual components of the source model can be accessed using
@@ -1162,7 +1162,7 @@ <h2>SkyModel<a class="headerlink" href="#skymodel" title="Link to this heading">
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>SkyModel
 
-  Name                      : ThJJGQ8m
+  Name                      : M715N1dT
   Datasets names            : None
   Spectral model type       : PowerLawNormSpectralModel
   Spatial  model type       : TemplateSpatialModel
@@ -1252,7 +1252,7 @@ <h2>Model lists and serialisation<a class="headerlink" href="#model-lists-and-se
 
 Component 1: SkyModel
 
-  Name                      : ThJJGQ8m
+  Name                      : M715N1dT
   Datasets names            : None
   Spectral model type       : PowerLawNormSpectralModel
   Spatial  model type       : TemplateSpatialModel
@@ -1295,7 +1295,7 @@ <h2>Model lists and serialisation<a class="headerlink" href="#model-lists-and-se
 <div class="highlight-Python notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><a href="../../api/gammapy.modeling.models.Models.html#gammapy.modeling.models.Models.names" title="gammapy.modeling.models.Models.names" class="sphx-glr-backref-module-gammapy-modeling-models sphx-glr-backref-type-py-attribute"><span class="n">models</span><span class="o">.</span><span class="n">names</span></a><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[&#39;my-source&#39;, &#39;ThJJGQ8m&#39;]
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>[&#39;my-source&#39;, &#39;M715N1dT&#39;]
 </pre></div>
 </div>
 <p>Note that a <a class="reference internal" href="../../api/gammapy.modeling.models.SkyModel.html#gammapy.modeling.models.SkyModel" title="gammapy.modeling.models.SkyModel"><code class="xref py py-obj docutils literal notranslate"><span class="pre">SkyModel</span></code></a> object can be evaluated for a given longitude,
@@ -1360,7 +1360,7 @@ <h2>Model lists and serialisation<a class="headerlink" href="#model-lists-and-se
             value: 2.0
             unit: d
         scale: utc
--   name: ThJJGQ8m
+-   name: M715N1dT
     type: SkyModel
     spectral:
         type: PowerLawNormSpectralModel
@@ -1429,8 +1429,8 @@ <h2>Model lists and serialisation<a class="headerlink" href="#model-lists-and-se
             unit: d
         scale: utc
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:58:09.888174&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:35:57.972985&#39;
     origin: null
 </pre></div>
 </div>
@@ -1469,8 +1469,8 @@ <h2>Models with shared parameter<a class="headerlink" href="#models-with-shared-
 <span class="nb">print</span><span class="p">(</span><a href="../../api/gammapy.modeling.Parameter.html#gammapy.modeling.Parameter" title="gammapy.modeling.Parameter" class="sphx-glr-backref-module-gammapy-modeling sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">pwl2</span><span class="o">.</span><span class="n">index</span></a><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Parameter(name=&#39;index&#39;, value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7fa4bc9bba00)
-Parameter(name=&#39;index&#39;, value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7fa4bc9bba00)
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>Parameter(name=&#39;index&#39;, value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7fc2f995e5b0)
+Parameter(name=&#39;index&#39;, value=2.3, factor=2.3, scale=1.0, unit=Unit(dimensionless), min=1.0, max=5.0, frozen=False, prior=None, id=0x7fc2f995e5b0)
 </pre></div>
 </div>
 <p>In the YAML files the shared parameter is flagged by the additional
@@ -1490,7 +1490,7 @@ <h2>Models with shared parameter<a class="headerlink" href="#models-with-shared-
             value: 2.3
             min: 1.0
             max: 5.0
-            link: index@lwdHgncC
+            link: index@S7hNx5th
         -   name: amplitude
             value: 2.7e-12
             unit: TeV-1 s-1 cm-2
@@ -1506,7 +1506,7 @@ <h2>Models with shared parameter<a class="headerlink" href="#models-with-shared-
             value: 2.3
             min: 1.0
             max: 5.0
-            link: index@lwdHgncC
+            link: index@S7hNx5th
         -   name: amplitude
             value: 1.0e-12
             unit: TeV-1 s-1 cm-2
@@ -1514,8 +1514,8 @@ <h2>Models with shared parameter<a class="headerlink" href="#models-with-shared-
             value: 1.0
             unit: TeV
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:58:10.074030&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:35:58.159689&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/tutorials/api/observation_clustering.html b/docs/dev/tutorials/api/observation_clustering.html
index 1a0602d3319..a991dff53ea 100644
--- a/docs/dev/tutorials/api/observation_clustering.html
+++ b/docs/dev/tutorials/api/observation_clustering.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Source catalogs" href="catalog.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -633,7 +633,7 @@ <h2>Manual grouping of observations<a class="headerlink" href="#manual-grouping-
 <span class="nb">print</span><span class="p">(</span><a href="https://docs.python.org/3/library/stdtypes.html#dict" title="builtins.dict" class="sphx-glr-backref-module-builtins sphx-glr-backref-type-py-class sphx-glr-backref-instance"><span class="n">grouped_observations</span></a><span class="p">)</span>
 </pre></div>
 </div>
-<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>{&#39;group_high_zenith&#39;: &lt;gammapy.data.observations.Observations object at 0x7fa4ba9c7bb0&gt;, &#39;group_low_zenith&#39;: &lt;gammapy.data.observations.Observations object at 0x7fa4ba9c7a90&gt;}
+<div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>{&#39;group_high_zenith&#39;: &lt;gammapy.data.observations.Observations object at 0x7fc309dded00&gt;, &#39;group_low_zenith&#39;: &lt;gammapy.data.observations.Observations object at 0x7fc2fb171af0&gt;}
 </pre></div>
 </div>
 <p>The results for each group of observations is shown visually below.</p>
@@ -806,7 +806,7 @@ <h2>Hierarchical clustering of observations<a class="headerlink" href="#hierarch
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.show.html#matplotlib.pyplot.show" title="matplotlib.pyplot.show" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">show</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../../_images/sphx_glr_observation_clustering_002.png" srcset="../../_images/sphx_glr_observation_clustering_002.png" alt="observation clustering" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>{&#39;group_1&#39;: &lt;gammapy.data.observations.Observations object at 0x7fa4bc87e670&gt;, &#39;group_2&#39;: &lt;gammapy.data.observations.Observations object at 0x7fa4b69ea760&gt;}
+<img src="../../_images/sphx_glr_observation_clustering_002.png" srcset="../../_images/sphx_glr_observation_clustering_002.png" alt="observation clustering" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>{&#39;group_1&#39;: &lt;gammapy.data.observations.Observations object at 0x7fc2fc34a9d0&gt;, &#39;group_2&#39;: &lt;gammapy.data.observations.Observations object at 0x7fc2fc34a820&gt;}
 </pre></div>
 </div>
 <p>The groups here are divided by the quality of the IRFs values <code class="docutils literal notranslate"><span class="pre">edisp-res</span></code>
diff --git a/docs/dev/tutorials/api/priors.html b/docs/dev/tutorials/api/priors.html
index 575c97c4c54..8c88ca26187 100644
--- a/docs/dev/tutorials/api/priors.html
+++ b/docs/dev/tutorials/api/priors.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Models" href="models.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -619,7 +619,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -751,8 +751,8 @@ <h3>Fitting a Dataset with and without the Prior<a class="headerlink" href="#fit
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>   model    type    name     value    ... max frozen link     prior
 ----------- ---- --------- ---------- ... --- ------ ---- -------------
-prior-model          index 2.1258e+00 ... nan  False      GaussianPrior
-prior-model      amplitude 7.5938e-12 ... nan  False
+prior-model          index 2.1477e+00 ... nan  False      GaussianPrior
+prior-model      amplitude 1.0512e-11 ... nan  False
 prior-model      reference 1.0000e+00 ... nan   True
 </pre></div>
 </div>
@@ -1020,10 +1020,10 @@ <h3>Implementing a custom prior<a class="headerlink" href="#implementing-a-custo
 </div>
 <div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>{&#39;spectral&#39;: {&#39;type&#39;: &#39;PowerLawSpectralModel&#39;, &#39;parameters&#39;: [{&#39;name&#39;: &#39;index&#39;, &#39;value&#39;: 2.0, &#39;prior&#39;: {&#39;type&#39;: &#39;MyCustomPrior&#39;, &#39;parameters&#39;: [{&#39;name&#39;: &#39;sigma&#39;, &#39;value&#39;: 0.5, &#39;unit&#39;: &#39;&#39;}], &#39;weight&#39;: 1}}, {&#39;name&#39;: &#39;amplitude&#39;, &#39;value&#39;: 1e-12, &#39;unit&#39;: &#39;TeV-1 s-1 cm-2&#39;}, {&#39;name&#39;: &#39;reference&#39;, &#39;value&#39;: 1.0, &#39;unit&#39;: &#39;TeV&#39;}]}}
 
-[&lt;__main__.MyCustomPrior object at 0x7fa4bb1da0a0&gt;, None, None]
+[&lt;__main__.MyCustomPrior object at 0x7fc2f9ac9e80&gt;, None, None]
 </pre></div>
 </div>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 22.424 seconds)</p>
+<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (1 minutes 22.301 seconds)</p>
 <div class="sphx-glr-footer sphx-glr-footer-example docutils container" id="sphx-glr-download-tutorials-api-priors-py">
 <div class="binder-badge docutils container">
 <a class="reference external image-reference" href="https://mybinder.org/v2/gh/gammapy/gammapy-webpage/main?urlpath=lab/tree/notebooks/dev/tutorials/api/priors.ipynb"><img alt="Launch binder" src="../../_images/binder_badge_logo4.svg" style="width: 150px;" />
diff --git a/docs/dev/tutorials/api/sg_execution_times.html b/docs/dev/tutorials/api/sg_execution_times.html
index 330ab7343b9..dd927cf140b 100644
--- a/docs/dev/tutorials/api/sg_execution_times.html
+++ b/docs/dev/tutorials/api/sg_execution_times.html
@@ -67,7 +67,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -460,7 +460,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-tutorials-api-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>03:11.473</strong> total execution time for 13 files <strong>from tutorials/api</strong>:</p>
+<p><strong>03:09.318</strong> total execution time for 13 files <strong>from tutorials/api</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -482,55 +482,55 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="priors.html#sphx-glr-tutorials-api-priors-py"><span class="std std-ref">Priors</span></a> (<code class="docutils literal notranslate"><span class="pre">priors.py</span></code>)</p></td>
-<td><p>01:22.424</p></td>
+<td><p>01:22.301</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="astro_dark_matter.html#sphx-glr-tutorials-api-astro-dark-matter-py"><span class="std std-ref">Dark matter spatial and spectral models</span></a> (<code class="docutils literal notranslate"><span class="pre">astro_dark_matter.py</span></code>)</p></td>
-<td><p>00:27.909</p></td>
+<td><p>00:27.893</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="datasets.html#sphx-glr-tutorials-api-datasets-py"><span class="std std-ref">Datasets - Reduced data, IRFs, models</span></a> (<code class="docutils literal notranslate"><span class="pre">datasets.py</span></code>)</p></td>
-<td><p>00:15.191</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="makers.html#sphx-glr-tutorials-api-makers-py"><span class="std std-ref">Makers - Data reduction</span></a> (<code class="docutils literal notranslate"><span class="pre">makers.py</span></code>)</p></td>
+<td><p>00:15.240</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="makers.html#sphx-glr-tutorials-api-makers-py"><span class="std std-ref">Makers - Data reduction</span></a> (<code class="docutils literal notranslate"><span class="pre">makers.py</span></code>)</p></td>
-<td><p>00:14.854</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="datasets.html#sphx-glr-tutorials-api-datasets-py"><span class="std std-ref">Datasets - Reduced data, IRFs, models</span></a> (<code class="docutils literal notranslate"><span class="pre">datasets.py</span></code>)</p></td>
+<td><p>00:13.945</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="fitting.html#sphx-glr-tutorials-api-fitting-py"><span class="std std-ref">Fitting</span></a> (<code class="docutils literal notranslate"><span class="pre">fitting.py</span></code>)</p></td>
-<td><p>00:13.208</p></td>
+<td><p>00:13.230</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="model_management.html#sphx-glr-tutorials-api-model-management-py"><span class="std std-ref">Modelling</span></a> (<code class="docutils literal notranslate"><span class="pre">model_management.py</span></code>)</p></td>
-<td><p>00:10.309</p></td>
+<td><p>00:10.379</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="estimators.html#sphx-glr-tutorials-api-estimators-py"><span class="std std-ref">Estimators</span></a> (<code class="docutils literal notranslate"><span class="pre">estimators.py</span></code>)</p></td>
-<td><p>00:06.295</p></td>
+<td><p>00:06.088</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="catalog.html#sphx-glr-tutorials-api-catalog-py"><span class="std std-ref">Source catalogs</span></a> (<code class="docutils literal notranslate"><span class="pre">catalog.py</span></code>)</p></td>
-<td><p>00:05.899</p></td>
+<td><p>00:06.035</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="observation_clustering.html#sphx-glr-tutorials-api-observation-clustering-py"><span class="std std-ref">Observational clustering</span></a> (<code class="docutils literal notranslate"><span class="pre">observation_clustering.py</span></code>)</p></td>
-<td><p>00:03.887</p></td>
+<td><p>00:03.984</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="irfs.html#sphx-glr-tutorials-api-irfs-py"><span class="std std-ref">Using Gammapy IRFs</span></a> (<code class="docutils literal notranslate"><span class="pre">irfs.py</span></code>)</p></td>
-<td><p>00:03.829</p></td>
+<td><p>00:03.552</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="models.html#sphx-glr-tutorials-api-models-py"><span class="std std-ref">Models</span></a> (<code class="docutils literal notranslate"><span class="pre">models.py</span></code>)</p></td>
-<td><p>00:02.966</p></td>
+<td><p>00:02.470</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-odd"><td><p><a class="reference internal" href="maps.html#sphx-glr-tutorials-api-maps-py"><span class="std std-ref">Maps</span></a> (<code class="docutils literal notranslate"><span class="pre">maps.py</span></code>)</p></td>
-<td><p>00:02.474</p></td>
+<td><p>00:02.287</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="mask_maps.html#sphx-glr-tutorials-api-mask-maps-py"><span class="std std-ref">Mask maps</span></a> (<code class="docutils literal notranslate"><span class="pre">mask_maps.py</span></code>)</p></td>
-<td><p>00:02.227</p></td>
+<td><p>00:01.915</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/dev/tutorials/data/cta.html b/docs/dev/tutorials/data/cta.html
index 5025abe2c96..ed20e1fdcda 100644
--- a/docs/dev/tutorials/data/cta.html
+++ b/docs/dev/tutorials/data/cta.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="H.E.S.S. with Gammapy" href="hess.html" />
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -617,7 +617,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -845,7 +845,7 @@ <h2>IRFs<a class="headerlink" href="#irfs" title="Link to this heading">#</a></h
 
 /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/astropy/units/core.py:2126: UnitsWarning: &#39;1/s/MeV/sr&#39; did not parse as fits unit: Numeric factor not supported by FITS If this is meant to be a custom unit, define it with &#39;u.def_unit&#39;. To have it recognized inside a file reader or other code, enable it with &#39;u.add_enabled_units&#39;. For details, see https://docs.astropy.org/en/latest/units/combining_and_defining.html
   warnings.warn(msg, UnitsWarning)
-{&#39;aeff&#39;: &lt;gammapy.irf.effective_area.EffectiveAreaTable2D object at 0x7fa4bda95460&gt;, &#39;psf&#39;: &lt;gammapy.irf.psf.parametric.EnergyDependentMultiGaussPSF object at 0x7fa4bb544310&gt;, &#39;edisp&#39;: &lt;gammapy.irf.edisp.core.EnergyDispersion2D object at 0x7fa4bb5587f0&gt;, &#39;bkg&#39;: &lt;gammapy.irf.background.Background3D object at 0x7fa4bf173370&gt;}
+{&#39;aeff&#39;: &lt;gammapy.irf.effective_area.EffectiveAreaTable2D object at 0x7fc2fb0b8ee0&gt;, &#39;psf&#39;: &lt;gammapy.irf.psf.parametric.EnergyDependentMultiGaussPSF object at 0x7fc2fb08af70&gt;, &#39;edisp&#39;: &lt;gammapy.irf.edisp.core.EnergyDispersion2D object at 0x7fc2fb0b7550&gt;, &#39;bkg&#39;: &lt;gammapy.irf.background.Background3D object at 0x7fc2fb126ee0&gt;}
 </pre></div>
 </div>
 <section id="effective-area">
diff --git a/docs/dev/tutorials/data/fermi_lat.html b/docs/dev/tutorials/data/fermi_lat.html
index e8b7e077cc3..f8e2d3791da 100644
--- a/docs/dev/tutorials/data/fermi_lat.html
+++ b/docs/dev/tutorials/data/fermi_lat.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="CTAO with Gammapy" href="cta.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -625,7 +625,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/data/hawc.html b/docs/dev/tutorials/data/hawc.html
index da342375e04..cbd64509cec 100644
--- a/docs/dev/tutorials/data/hawc.html
+++ b/docs/dev/tutorials/data/hawc.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Fermi-LAT with Gammapy" href="fermi_lat.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -603,7 +603,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/data/hess.html b/docs/dev/tutorials/data/hess.html
index 4b1baf4cc6b..393bcad8ed7 100644
--- a/docs/dev/tutorials/data/hess.html
+++ b/docs/dev/tutorials/data/hess.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Low level API" href="../starting/analysis_2.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -600,7 +600,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/data/sg_execution_times.html b/docs/dev/tutorials/data/sg_execution_times.html
index a085268e054..846846265d4 100644
--- a/docs/dev/tutorials/data/sg_execution_times.html
+++ b/docs/dev/tutorials/data/sg_execution_times.html
@@ -67,7 +67,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -460,7 +460,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-tutorials-data-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:23.010</strong> total execution time for 4 files <strong>from tutorials/data</strong>:</p>
+<p><strong>00:23.254</strong> total execution time for 4 files <strong>from tutorials/data</strong>:</p>
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 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="hawc.html#sphx-glr-tutorials-data-hawc-py"><span class="std std-ref">HAWC with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">hawc.py</span></code>)</p></td>
-<td><p>00:07.109</p></td>
+<td><p>00:07.262</p></td>
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 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="fermi_lat.html#sphx-glr-tutorials-data-fermi-lat-py"><span class="std std-ref">Fermi-LAT with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">fermi_lat.py</span></code>)</p></td>
-<td><p>00:06.720</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="cta.html#sphx-glr-tutorials-data-cta-py"><span class="std std-ref">CTAO with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">cta.py</span></code>)</p></td>
-<td><p>00:05.571</p></td>
+<td><p>00:05.603</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="hess.html#sphx-glr-tutorials-data-hess-py"><span class="std std-ref">H.E.S.S. with Gammapy</span></a> (<code class="docutils literal notranslate"><span class="pre">hess.py</span></code>)</p></td>
-<td><p>00:03.610</p></td>
+<td><p>00:03.597</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/dev/tutorials/index.html b/docs/dev/tutorials/index.html
index 223a4674f26..1369849118a 100644
--- a/docs/dev/tutorials/index.html
+++ b/docs/dev/tutorials/index.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Glossary and references" href="../user-guide/references.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/tutorials/scripts/sg_execution_times.html b/docs/dev/tutorials/scripts/sg_execution_times.html
index 4d1a1a4537f..92f142350c8 100644
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+++ b/docs/dev/tutorials/scripts/sg_execution_times.html
@@ -67,7 +67,7 @@
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -460,7 +460,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-tutorials-scripts-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:02.568</strong> total execution time for 1 file <strong>from tutorials/scripts</strong>:</p>
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@@ -482,7 +482,7 @@
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 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="survey_map.html#sphx-glr-tutorials-scripts-survey-map-py"><span class="std std-ref">Survey Map Script</span></a> (<code class="docutils literal notranslate"><span class="pre">survey_map.py</span></code>)</p></td>
-<td><p>00:02.568</p></td>
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diff --git a/docs/dev/tutorials/scripts/survey_map.html b/docs/dev/tutorials/scripts/survey_map.html
index 71b05e51156..8468db61c25 100644
--- a/docs/dev/tutorials/scripts/survey_map.html
+++ b/docs/dev/tutorials/scripts/survey_map.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Estimators" href="../api/estimators.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/tutorials/sg_execution_times.html b/docs/dev/tutorials/sg_execution_times.html
index 61d983c8089..c62cae9a2da 100644
--- a/docs/dev/tutorials/sg_execution_times.html
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@@ -67,7 +67,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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diff --git a/docs/dev/tutorials/starting/analysis_1.html b/docs/dev/tutorials/starting/analysis_1.html
index ba839133b07..a3a38eae36e 100644
--- a/docs/dev/tutorials/starting/analysis_1.html
+++ b/docs/dev/tutorials/starting/analysis_1.html
@@ -69,7 +69,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -623,7 +623,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
@@ -774,8 +774,8 @@ <h2>Analysis configuration<a class="headerlink" href="#analysis-configuration" t
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-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: &#39;2025-02-13T09:51:20.475103&#39;
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+        date: &#39;2025-02-13T10:29:27.871803&#39;
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@@ -981,8 +981,8 @@ <h3>Using YAML configuration files<a class="headerlink" href="#using-yaml-config
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     metadata:
-        creator: Gammapy 2.0.dev452+g4492f4b7c
-        date: &#39;2025-02-13T09:51:20.513765&#39;
+        creator: Gammapy 2.0.dev456+g82fae34f9
+        date: &#39;2025-02-13T10:29:27.899111&#39;
         origin: null
 </pre></div>
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@@ -1281,8 +1281,8 @@ <h2>Model fitting<a class="headerlink" href="#model-fitting" title="Link to this
             unit: TeV
 covariance: model-best-fit_covariance.dat
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:29.487722&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:36.812572&#39;
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 </pre></div>
 </div>
@@ -1359,7 +1359,7 @@ <h2>What’s next<a class="headerlink" href="#whats-next" title="Link to this he
 <a class="reference internal" href="analysis_2.html"><span class="doc">Low level API</span></a></p>
 <p>You can see how to perform a 1D spectral analysis of the same data in
 <a class="reference internal" href="../analysis-1d/spectral_analysis.html"><span class="doc">Spectral analysis</span></a></p>
-<p class="sphx-glr-timing"><strong>Total running time of the script:</strong> (0 minutes 14.929 seconds)</p>
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diff --git a/docs/dev/tutorials/starting/analysis_2.html b/docs/dev/tutorials/starting/analysis_2.html
index b115b8d0013..8f9d2bba503 100644
--- a/docs/dev/tutorials/starting/analysis_2.html
+++ b/docs/dev/tutorials/starting/analysis_2.html
@@ -69,7 +69,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -642,7 +642,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/starting/overview.html b/docs/dev/tutorials/starting/overview.html
index d827ddfe393..25e34cbc22a 100644
--- a/docs/dev/tutorials/starting/overview.html
+++ b/docs/dev/tutorials/starting/overview.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Tutorials" href="../index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -634,7 +634,7 @@ <h2>Check setup<a class="headerlink" href="#check-setup" title="Link to this hea
 
 Gammapy package:
 
-        version                : 2.0.dev452+g4492f4b7c
+        version                : 2.0.dev456+g82fae34f9
         path                   : /home/runner/work/gammapy-docs/gammapy-docs/gammapy/.tox/build_docs/lib/python3.9/site-packages/gammapy
 
 
diff --git a/docs/dev/tutorials/starting/sg_execution_times.html b/docs/dev/tutorials/starting/sg_execution_times.html
index 23262488341..6280a9716ca 100644
--- a/docs/dev/tutorials/starting/sg_execution_times.html
+++ b/docs/dev/tutorials/starting/sg_execution_times.html
@@ -67,7 +67,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -460,7 +460,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-tutorials-starting-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:24.742</strong> total execution time for 3 files <strong>from tutorials/starting</strong>:</p>
+<p><strong>00:23.858</strong> total execution time for 3 files <strong>from tutorials/starting</strong>:</p>
 <div class="docutils container">
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@@ -482,15 +482,15 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="analysis_1.html#sphx-glr-tutorials-starting-analysis-1-py"><span class="std std-ref">High level interface</span></a> (<code class="docutils literal notranslate"><span class="pre">analysis_1.py</span></code>)</p></td>
-<td><p>00:14.929</p></td>
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-<td><p>00:07.582</p></td>
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 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="overview.html#sphx-glr-tutorials-starting-overview-py"><span class="std std-ref">Data structures</span></a> (<code class="docutils literal notranslate"><span class="pre">overview.py</span></code>)</p></td>
-<td><p>00:02.231</p></td>
+<td><p>00:01.699</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/dev/user-guide/astro/darkmatter/index.html b/docs/dev/user-guide/astro/darkmatter/index.html
index 8356550248a..2701dea630f 100644
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@@ -69,7 +69,7 @@
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index 3b204129682..327366de8f4 100644
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index 245d33c48d1..f9b2b078776 100644
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+++ b/docs/dev/user-guide/astro/source/pwn.html
@@ -69,7 +69,7 @@
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index c36c199984a..aa1765d0e5d 100644
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index 3b9ff701d6e..c42519b7d4f 100644
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index a8034e43bb1..1b627651e1a 100644
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@@ -69,7 +69,7 @@
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index c1299935c38..17994b5ebeb 100644
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@@ -69,7 +69,7 @@
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diff --git a/docs/dev/user-guide/index.html b/docs/dev/user-guide/index.html
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diff --git a/docs/dev/user-guide/irf/index.html b/docs/dev/user-guide/irf/index.html
index c0ec69f37bc..b3f186b6a35 100644
--- a/docs/dev/user-guide/irf/index.html
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@@ -70,7 +70,7 @@
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--- a/docs/dev/user-guide/makers/index.html
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diff --git a/docs/dev/user-guide/maps/hpxmap.html b/docs/dev/user-guide/maps/hpxmap.html
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@@ -69,7 +69,7 @@
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diff --git a/docs/dev/user-guide/maps/index.html b/docs/dev/user-guide/maps/index.html
index 42aaa3d32b9..e7c16113cb7 100644
--- a/docs/dev/user-guide/maps/index.html
+++ b/docs/dev/user-guide/maps/index.html
@@ -69,7 +69,7 @@
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index 5e352c6c05c..d7f1cf45e23 100644
--- a/docs/dev/user-guide/maps/regionmap.html
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@@ -69,7 +69,7 @@
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index 29980034de5..5e1c4f998b0 100644
--- a/docs/dev/user-guide/model-gallery/index.html
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@@ -70,7 +70,7 @@
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index c707704d85c..b7672cd91b6 100644
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+++ b/docs/dev/user-guide/model-gallery/sg_execution_times.html
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_constant.html b/docs/dev/user-guide/model-gallery/spatial/plot_constant.html
index 4bed6b8330f..8ddfb7a84f0 100644
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+++ b/docs/dev/user-guide/model-gallery/spatial/plot_constant.html
@@ -69,7 +69,7 @@
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@@ -578,8 +578,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:07.031511&#39;
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index c46c85d01fd..ebcf6ec5dca 100644
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+++ b/docs/dev/user-guide/model-gallery/spatial/plot_disk.html
@@ -70,7 +70,7 @@
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@@ -673,8 +673,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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index 379a1b8c462..4e9d67885be 100644
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@@ -70,7 +70,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -649,8 +649,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_gen_gauss.html b/docs/dev/user-guide/model-gallery/spatial/plot_gen_gauss.html
index 5e6b8cfdaf9..7a8d9f2ab53 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_gen_gauss.html
+++ b/docs/dev/user-guide/model-gallery/spatial/plot_gen_gauss.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Shell spatial model" href="plot_shell.html" />
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   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -646,8 +646,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.html b/docs/dev/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.html
index 13974aae891..75c9340d7ce 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.html
+++ b/docs/dev/user-guide/model-gallery/spatial/plot_piecewise_norm_spatial.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Constant spatial model" href="plot_constant.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -608,8 +608,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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-    date: &#39;2025-02-13T09:51:07.257836&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:14.731361&#39;
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_point.html b/docs/dev/user-guide/model-gallery/spatial/plot_point.html
index 2d1a6d82318..2fc54cddd14 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_point.html
+++ b/docs/dev/user-guide/model-gallery/spatial/plot_point.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Template spatial model" href="plot_template.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -600,8 +600,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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-    date: &#39;2025-02-13T09:51:06.471489&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
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 </div>
diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_shell.html b/docs/dev/user-guide/model-gallery/spatial/plot_shell.html
index 7f53d683739..b9f40217448 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_shell.html
+++ b/docs/dev/user-guide/model-gallery/spatial/plot_shell.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Model gallery" href="../index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -610,8 +610,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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-    date: &#39;2025-02-13T09:51:04.800080&#39;
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_shell2.html b/docs/dev/user-guide/model-gallery/spatial/plot_shell2.html
index 0b1c02872de..5551fc12e83 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_shell2.html
+++ b/docs/dev/user-guide/model-gallery/spatial/plot_shell2.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Point spatial model" href="plot_point.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -624,8 +624,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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-    date: &#39;2025-02-13T09:51:06.707846&#39;
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diff --git a/docs/dev/user-guide/model-gallery/spatial/plot_template.html b/docs/dev/user-guide/model-gallery/spatial/plot_template.html
index 3c024666edc..4f034384462 100644
--- a/docs/dev/user-guide/model-gallery/spatial/plot_template.html
+++ b/docs/dev/user-guide/model-gallery/spatial/plot_template.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Gaussian spatial model" href="plot_gauss.html" />
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -597,8 +597,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/spatial/sg_execution_times.html b/docs/dev/user-guide/model-gallery/spatial/sg_execution_times.html
index b1c406935c4..ca624174978 100644
--- a/docs/dev/user-guide/model-gallery/spatial/sg_execution_times.html
+++ b/docs/dev/user-guide/model-gallery/spatial/sg_execution_times.html
@@ -67,7 +67,7 @@
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -460,7 +460,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-user-guide-model-gallery-spatial-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:01.857</strong> total execution time for 9 files <strong>from user-guide/model-gallery/spatial</strong>:</p>
+<p><strong>00:01.985</strong> total execution time for 9 files <strong>from user-guide/model-gallery/spatial</strong>:</p>
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@@ -482,39 +482,39 @@
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 <tr class="row-even"><td><p><a class="reference internal" href="plot_disk.html#sphx-glr-user-guide-model-gallery-spatial-plot-disk-py"><span class="std std-ref">Disk spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_disk.py</span></code>)</p></td>
-<td><p>00:00.297</p></td>
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 <td><p>0.0</p></td>
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-<td><p>00:00.268</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_constant.html#sphx-glr-user-guide-model-gallery-spatial-plot-constant-py"><span class="std std-ref">Constant spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_constant.py</span></code>)</p></td>
+<td><p>00:00.281</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_shell.html#sphx-glr-user-guide-model-gallery-spatial-plot-shell-py"><span class="std std-ref">Shell spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_shell.py</span></code>)</p></td>
-<td><p>00:00.238</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_gen_gauss.html#sphx-glr-user-guide-model-gallery-spatial-plot-gen-gauss-py"><span class="std std-ref">Generalized gaussian spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_gen_gauss.py</span></code>)</p></td>
+<td><p>00:00.266</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_constant.html#sphx-glr-user-guide-model-gallery-spatial-plot-constant-py"><span class="std std-ref">Constant spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_constant.py</span></code>)</p></td>
-<td><p>00:00.216</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_template.html#sphx-glr-user-guide-model-gallery-spatial-plot-template-py"><span class="std std-ref">Template spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_template.py</span></code>)</p></td>
+<td><p>00:00.224</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_gauss.html#sphx-glr-user-guide-model-gallery-spatial-plot-gauss-py"><span class="std std-ref">Gaussian spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_gauss.py</span></code>)</p></td>
-<td><p>00:00.200</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_shell.html#sphx-glr-user-guide-model-gallery-spatial-plot-shell-py"><span class="std std-ref">Shell spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_shell.py</span></code>)</p></td>
+<td><p>00:00.207</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_template.html#sphx-glr-user-guide-model-gallery-spatial-plot-template-py"><span class="std std-ref">Template spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_template.py</span></code>)</p></td>
-<td><p>00:00.193</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_gauss.html#sphx-glr-user-guide-model-gallery-spatial-plot-gauss-py"><span class="std std-ref">Gaussian spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_gauss.py</span></code>)</p></td>
+<td><p>00:00.204</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_point.html#sphx-glr-user-guide-model-gallery-spatial-plot-point-py"><span class="std std-ref">Point spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_point.py</span></code>)</p></td>
-<td><p>00:00.166</p></td>
+<td><p>00:00.194</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_shell2.html#sphx-glr-user-guide-model-gallery-spatial-plot-shell2-py"><span class="std std-ref">Shell2 spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_shell2.py</span></code>)</p></td>
-<td><p>00:00.147</p></td>
+<td><p>00:00.172</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_piecewise_norm_spatial.html#sphx-glr-user-guide-model-gallery-spatial-plot-piecewise-norm-spatial-py"><span class="std std-ref">Piecewise norm spatial model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_piecewise_norm_spatial.py</span></code>)</p></td>
-<td><p>00:00.133</p></td>
+<td><p>00:00.139</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_absorbed.html b/docs/dev/user-guide/model-gallery/spectral/plot_absorbed.html
index 313fd7a4c8b..63a3070084a 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_absorbed.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_absorbed.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Compound spectral model" href="plot_compound.html" />
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   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -650,8 +650,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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 metadata:
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-    date: &#39;2025-02-13T09:51:11.005875&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:18.632477&#39;
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 </pre></div>
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_broken_powerlaw.html b/docs/dev/user-guide/model-gallery/spectral/plot_broken_powerlaw.html
index 97feb6fc223..2709f84de63 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_broken_powerlaw.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_broken_powerlaw.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Power law spectral model" href="plot_powerlaw.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -580,8 +580,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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             unit: TeV
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:12.245296&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_compound.html b/docs/dev/user-guide/model-gallery/spectral/plot_compound.html
index 8292653f181..6e2b19d905c 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_compound.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_compound.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Super Exponential Cutoff Power Law Model used for 4FGL-DR1 (and DR2)" href="plot_super_exp_cutoff_powerlaw_4fgl_dr1.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -596,8 +596,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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         operator: add
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:10.150071&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:17.732204&#39;
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_constant_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_constant_spectral.html
index 8091e761adb..9cd40a325e3 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_constant_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_constant_spectral.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Exponential cutoff power law spectral model used for 3FGL" href="plot_exp_cutoff_powerlaw_3fgl.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -566,8 +566,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 1.0
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 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:15.426250&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:23.253282&#39;
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 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.html b/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.html
index 931e5a51d24..8de0afd8791 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Template spectral model" href="plot_template_spectral.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -580,8 +580,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:14.046549&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:21.827886&#39;
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diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.html b/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.html
index 02e55da2b21..aa56a2ca597 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_3fgl.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Power law norm spectral model" href="plot_powerlaw_norm_spectral.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -579,8 +579,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 10.0
             unit: TeV
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:15.084074&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:22.892216&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.html
index 603d641857b..0207c6b8abf 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_exp_cutoff_powerlaw_norm_spectral.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Power law 2 spectral model" href="plot_powerlaw2.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -614,8 +614,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
                 value: 1.0
         operator: mul
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:09.448730&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:16.952072&#39;
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 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_gauss_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_gauss_spectral.html
index f1f0aab2ad8..531352e7fd4 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_gauss_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_gauss_spectral.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Constant spectral model" href="plot_constant_spectral.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -575,8 +575,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 0.2
             unit: TeV
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:15.746609&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:23.597744&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_logparabola.html b/docs/dev/user-guide/model-gallery/spectral/plot_logparabola.html
index 06cc358e929..4a4d89165a2 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_logparabola.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_logparabola.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Piecewise norm spatial model" href="../spatial/plot_piecewise_norm_spatial.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -585,8 +585,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         -   name: beta
             value: 0.5
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:07.815257&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:15.304731&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.html
index 4ac803d763f..9b9bd7bdbe4 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_logparabola_norm_spectral.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Log parabola spectral model" href="plot_logparabola.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -605,8 +605,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
                 value: 0.0
         operator: mul
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:08.205201&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:15.709835&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_naima.html b/docs/dev/user-guide/model-gallery/spectral/plot_naima.html
index bc786139c8b..a97e135011c 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_naima.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_naima.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Broken power law spectral model" href="plot_broken_powerlaw.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -638,8 +638,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             interp: lin
             scale_method: scale10
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:12.838003&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:20.547035&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.html
index cc6256b8821..4bfe959d3c5 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_piecewise_norm_spectral.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Log parabola spectral norm model" href="plot_logparabola_norm_spectral.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -604,8 +604,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
                 unit: TeV
         operator: mul
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:08.539572&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:16.056773&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw.html b/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw.html
index 738e19358f3..ec1d13af694 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Smooth broken power law spectral model" href="plot_smooth_broken_powerlaw.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -574,8 +574,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 1.0
             unit: TeV
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:11.831874&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:19.530086&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw2.html b/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw2.html
index bf7ba79201b..0482be4defe 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw2.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw2.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Piecewise norm spectral model" href="plot_piecewise_norm_spectral.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -580,8 +580,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 10.0
             unit: TeV
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:08.969169&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:16.496657&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.html
index 11f84286270..22ffcc895d4 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_powerlaw_norm_spectral.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Super exponential cutoff power law model used for 3FGL" href="plot_super_exp_cutoff_powerlaw_3fgl.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -603,8 +603,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
                 unit: TeV
         operator: mul
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:14.756547&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:22.561147&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.html b/docs/dev/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.html
index 1ccc9ed6ba5..2c2699e68b4 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_smooth_broken_powerlaw.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="EBL absorption spectral model" href="plot_absorbed.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -584,8 +584,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         -   name: beta
             value: 1.0
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:11.422925&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:19.091261&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.html b/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.html
index c522f545756..eb07297ecee 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_3fgl.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Exponential cutoff power law spectral model" href="plot_exp_cutoff_powerlaw.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -592,8 +592,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         -   name: index_2
             value: 2.0
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:14.370113&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:22.166174&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.html b/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.html
index 14f25920066..81165232813 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Naima spectral model" href="plot_naima.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -589,8 +589,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         -   name: index_2
             value: 2.0
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:13.181653&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:20.909870&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.html b/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.html
index a0b7b1216f2..cd8dee779ce 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_super_exp_cutoff_powerlaw_4fgl_dr1.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Exponential cutoff power law norm spectral model" href="plot_exp_cutoff_powerlaw_norm_spectral.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -592,8 +592,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         -   name: index_2
             value: 2.0
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:09.752568&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:17.288898&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/plot_template_spectral.html b/docs/dev/user-guide/model-gallery/spectral/plot_template_spectral.html
index f6216c8ff9c..dece76054ce 100644
--- a/docs/dev/user-guide/model-gallery/spectral/plot_template_spectral.html
+++ b/docs/dev/user-guide/model-gallery/spectral/plot_template_spectral.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Super Exponential Cutoff Power Law Model used for 4FGL-DR3" href="plot_super_exp_cutoff_powerlaw_4fgl.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -577,7 +577,7 @@ <h2>Example of extrapolation<a class="headerlink" href="#example-of-extrapolatio
 <a href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.legend.html#matplotlib.pyplot.legend" title="matplotlib.pyplot.legend" class="sphx-glr-backref-module-matplotlib-pyplot sphx-glr-backref-type-py-function"><span class="n">plt</span><span class="o">.</span><span class="n">legend</span></a><span class="p">()</span>
 </pre></div>
 </div>
-<img src="../../../_images/sphx_glr_plot_template_spectral_002.png" srcset="../../../_images/sphx_glr_plot_template_spectral_002.png" alt="plot template spectral" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend object at 0x7fa4ccb6d760&gt;
+<img src="../../../_images/sphx_glr_plot_template_spectral_002.png" srcset="../../../_images/sphx_glr_plot_template_spectral_002.png" alt="plot template spectral" class = "sphx-glr-single-img"/><div class="sphx-glr-script-out highlight-none notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.legend.Legend object at 0x7fc30b37b760&gt;
 </pre></div>
 </div>
 <p>Spectral corrections to templates can be applied by multiplication with a normalized spectral model,
@@ -632,8 +632,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             - 3.9e-39
             unit: 1 / (MeV s cm2)
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:13.731810&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:21.490508&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/spectral/sg_execution_times.html b/docs/dev/user-guide/model-gallery/spectral/sg_execution_times.html
index c7d45e0e948..14d2bf8d954 100644
--- a/docs/dev/user-guide/model-gallery/spectral/sg_execution_times.html
+++ b/docs/dev/user-guide/model-gallery/spectral/sg_execution_times.html
@@ -67,7 +67,7 @@
     <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="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -460,7 +460,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-user-guide-model-gallery-spectral-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
-<p><strong>00:06.248</strong> total execution time for 20 files <strong>from user-guide/model-gallery/spectral</strong>:</p>
+<p><strong>00:06.425</strong> total execution time for 20 files <strong>from user-guide/model-gallery/spectral</strong>:</p>
 <div class="docutils container">
 <style scoped>
 <link href="https://cdnjs.cloudflare.com/ajax/libs/twitter-bootstrap/5.3.0/css/bootstrap.min.css" rel="stylesheet" />
@@ -482,83 +482,83 @@
 </thead>
 <tbody>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_absorbed.html#sphx-glr-user-guide-model-gallery-spectral-plot-absorbed-py"><span class="std std-ref">EBL absorption spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_absorbed.py</span></code>)</p></td>
-<td><p>00:00.746</p></td>
+<td><p>00:00.779</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_naima.html#sphx-glr-user-guide-model-gallery-spectral-plot-naima-py"><span class="std std-ref">Naima spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_naima.py</span></code>)</p></td>
-<td><p>00:00.480</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_template_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-template-spectral-py"><span class="std std-ref">Template spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_template_spectral.py</span></code>)</p></td>
+<td><p>00:00.461</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_template_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-template-spectral-py"><span class="std std-ref">Template spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_template_spectral.py</span></code>)</p></td>
-<td><p>00:00.448</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_naima.html#sphx-glr-user-guide-model-gallery-spectral-plot-naima-py"><span class="std std-ref">Naima spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_naima.py</span></code>)</p></td>
+<td><p>00:00.438</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_logparabola.html#sphx-glr-user-guide-model-gallery-spectral-plot-logparabola-py"><span class="std std-ref">Log parabola spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_logparabola.py</span></code>)</p></td>
-<td><p>00:00.414</p></td>
+<td><p>00:00.410</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_exp_cutoff_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-norm-spectral-py"><span class="std std-ref">Exponential cutoff power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_exp_cutoff_powerlaw_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.365</p></td>
+<td><p>00:00.344</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_powerlaw2.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw2-py"><span class="std std-ref">Power law 2 spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_powerlaw2.py</span></code>)</p></td>
-<td><p>00:00.329</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-broken-powerlaw-py"><span class="std std-ref">Broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_broken_powerlaw.py</span></code>)</p></td>
+<td><p>00:00.341</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-broken-powerlaw-py"><span class="std std-ref">Broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_broken_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.298</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_smooth_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-smooth-broken-powerlaw-py"><span class="std std-ref">Smooth broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_smooth_broken_powerlaw.py</span></code>)</p></td>
+<td><p>00:00.332</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_smooth_broken_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-smooth-broken-powerlaw-py"><span class="std std-ref">Smooth broken power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_smooth_broken_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.297</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_powerlaw2.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw2-py"><span class="std std-ref">Power law 2 spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_powerlaw2.py</span></code>)</p></td>
+<td><p>00:00.330</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_compound.html#sphx-glr-user-guide-model-gallery-spectral-plot-compound-py"><span class="std std-ref">Compound spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_compound.py</span></code>)</p></td>
-<td><p>00:00.297</p></td>
+<td><p>00:00.330</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-py"><span class="std std-ref">Power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.294</p></td>
+<td><p>00:00.323</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-norm-spectral-py"><span class="std std-ref">Power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_powerlaw_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.283</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_logparabola_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-logparabola-norm-spectral-py"><span class="std std-ref">Log parabola spectral norm model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_logparabola_norm_spectral.py</span></code>)</p></td>
+<td><p>00:00.279</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_logparabola_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-logparabola-norm-spectral-py"><span class="std std-ref">Log parabola spectral norm model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_logparabola_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.276</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_powerlaw_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-powerlaw-norm-spectral-py"><span class="std std-ref">Power law norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_powerlaw_norm_spectral.py</span></code>)</p></td>
+<td><p>00:00.278</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_constant_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-constant-spectral-py"><span class="std std-ref">Constant spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_constant_spectral.py</span></code>)</p></td>
-<td><p>00:00.238</p></td>
+<td><p>00:00.242</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-odd"><td><p><a class="reference internal" href="plot_piecewise_norm_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-piecewise-norm-spectral-py"><span class="std std-ref">Piecewise  norm spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_piecewise_norm_spectral.py</span></code>)</p></td>
-<td><p>00:00.226</p></td>
+<td><p>00:00.228</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_super_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Super exponential cutoff power law model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_super_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
-<td><p>00:00.222</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_super_exp_cutoff_powerlaw_4fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR3</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_super_exp_cutoff_powerlaw_4fgl.py</span></code>)</p></td>
+<td><p>00:00.226</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_super_exp_cutoff_powerlaw_4fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR3</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_super_exp_cutoff_powerlaw_4fgl.py</span></code>)</p></td>
-<td><p>00:00.221</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_gauss_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-gauss-spectral-py"><span class="std std-ref">Gaussian spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_gauss_spectral.py</span></code>)</p></td>
+<td><p>00:00.224</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_gauss_spectral.html#sphx-glr-user-guide-model-gallery-spectral-plot-gauss-spectral-py"><span class="std std-ref">Gaussian spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_gauss_spectral.py</span></code>)</p></td>
-<td><p>00:00.216</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_super_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Super exponential cutoff power law model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_super_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
+<td><p>00:00.223</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_exp_cutoff_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-py"><span class="std std-ref">Exponential cutoff power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_exp_cutoff_powerlaw.py</span></code>)</p></td>
-<td><p>00:00.206</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_super_exp_cutoff_powerlaw_4fgl_dr1.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-dr1-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR1 (and DR2)</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_super_exp_cutoff_powerlaw_4fgl_dr1.py</span></code>)</p></td>
+<td><p>00:00.222</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Exponential cutoff power law spectral model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
-<td><p>00:00.203</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_exp_cutoff_powerlaw.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-py"><span class="std std-ref">Exponential cutoff power law spectral model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_exp_cutoff_powerlaw.py</span></code>)</p></td>
+<td><p>00:00.209</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_super_exp_cutoff_powerlaw_4fgl_dr1.html#sphx-glr-user-guide-model-gallery-spectral-plot-super-exp-cutoff-powerlaw-4fgl-dr1-py"><span class="std std-ref">Super Exponential Cutoff Power Law Model used for 4FGL-DR1 (and DR2)</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_super_exp_cutoff_powerlaw_4fgl_dr1.py</span></code>)</p></td>
-<td><p>00:00.190</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_exp_cutoff_powerlaw_3fgl.html#sphx-glr-user-guide-model-gallery-spectral-plot-exp-cutoff-powerlaw-3fgl-py"><span class="std std-ref">Exponential cutoff power law spectral model used for 3FGL</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_exp_cutoff_powerlaw_3fgl.py</span></code>)</p></td>
+<td><p>00:00.207</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_constant_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_constant_temporal.html
index 74ef8aafd6b..51da91e4070 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_constant_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_constant_temporal.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Gaussian spectral model" href="../spectral/plot_gauss_spectral.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -583,8 +583,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         parameters: []
         scale: utc
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:16.027771&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:23.895304&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_expdecay_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_expdecay_temporal.html
index 60d2632f712..6cf3b9a398d 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_expdecay_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_expdecay_temporal.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Gaussian temporal model" href="plot_gaussian_temporal.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -593,8 +593,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             unit: d
         scale: utc
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:17.605271&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:25.528743&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_gaussian_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_gaussian_temporal.html
index 2f4a1c5b508..c92e39efd23 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_gaussian_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_gaussian_temporal.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Phase curve temporal model" href="plot_template_phase_temporal.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -591,8 +591,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             unit: h
         scale: utc
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:17.382629&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:25.292889&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.html
index 723b62e8ddf..0af806520c9 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_generalized_gaussian_temporal.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Sine temporal model" href="plot_sine_temporal.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -601,8 +601,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 0.6666666666666666
         scale: utc
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:16.704952&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:24.597942&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_linear_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_linear_temporal.html
index 289884774b3..cb078b800ef 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_linear_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_linear_temporal.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Generalized Gaussian temporal model" href="plot_generalized_gaussian_temporal.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -589,12 +589,12 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
             value: 0.5
             unit: d-1
         -   name: t_ref
-            value: 60719.31061133404
+            value: 60719.33709161798
             unit: d
         scale: utc
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:16.918070&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:24.818216&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_powerlaw_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_powerlaw_temporal.html
index 1e19bb88c15..296be0b702f 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_powerlaw_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_powerlaw_temporal.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="ExpDecay temporal model" href="plot_expdecay_temporal.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
   </head>
   
   
@@ -585,15 +585,15 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
         -   name: alpha
             value: -2.0
         -   name: t_ref
-            value: 60719.31062175004
+            value: 60719.33710245859
             unit: d
         -   name: t0
             value: 1.0
             unit: d
         scale: utc
 metadata:
-    creator: Gammapy 2.0.dev452+g4492f4b7c
-    date: &#39;2025-02-13T09:51:17.908587&#39;
+    creator: Gammapy 2.0.dev456+g82fae34f9
+    date: &#39;2025-02-13T10:29:25.849709&#39;
     origin: null
 </pre></div>
 </div>
diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_sine_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_sine_temporal.html
index c5a76e8598a..d97a0f25ea5 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_sine_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_sine_temporal.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Light curve temporal model" href="plot_template_temporal.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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@@ -591,12 +591,12 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_template_phase_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_template_phase_temporal.html
index 6c510cb6f2d..8639954decd 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_template_phase_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_template_phase_temporal.html
@@ -69,7 +69,7 @@
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@@ -597,8 +597,8 @@ <h2>YAML representation<a class="headerlink" href="#yaml-representation" title="
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diff --git a/docs/dev/user-guide/model-gallery/temporal/plot_template_temporal.html b/docs/dev/user-guide/model-gallery/temporal/plot_template_temporal.html
index 2eb36b53f0e..61c3a52d07d 100644
--- a/docs/dev/user-guide/model-gallery/temporal/plot_template_temporal.html
+++ b/docs/dev/user-guide/model-gallery/temporal/plot_template_temporal.html
@@ -69,7 +69,7 @@
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diff --git a/docs/dev/user-guide/model-gallery/temporal/sg_execution_times.html b/docs/dev/user-guide/model-gallery/temporal/sg_execution_times.html
index bbc3ed8bb66..622fe828d3b 100644
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@@ -67,7 +67,7 @@
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@@ -460,7 +460,7 @@
                   
   <section id="computation-times">
 <span id="sphx-glr-user-guide-model-gallery-temporal-sg-execution-times"></span><h1>Computation times<a class="headerlink" href="#computation-times" title="Link to this heading">#</a></h1>
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 <div class="docutils container">
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 <tr class="row-even"><td><p><a class="reference internal" href="plot_powerlaw_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-powerlaw-temporal-py"><span class="std std-ref">PowerLaw temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_powerlaw_temporal.py</span></code>)</p></td>
-<td><p>00:00.191</p></td>
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-<td><p>00:00.122</p></td>
+<td><p>00:00.124</p></td>
 <td><p>0.0</p></td>
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 <tr class="row-even"><td><p><a class="reference internal" href="plot_template_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-template-temporal-py"><span class="std std-ref">Light curve temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_template_temporal.py</span></code>)</p></td>
-<td><p>00:00.119</p></td>
+<td><p>00:00.121</p></td>
 <td><p>0.0</p></td>
 </tr>
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-<td><p>00:00.109</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_expdecay_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-expdecay-temporal-py"><span class="std std-ref">ExpDecay temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_expdecay_temporal.py</span></code>)</p></td>
+<td><p>00:00.117</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_gaussian_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-gaussian-temporal-py"><span class="std std-ref">Gaussian temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_gaussian_temporal.py</span></code>)</p></td>
-<td><p>00:00.108</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_generalized_gaussian_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-generalized-gaussian-temporal-py"><span class="std std-ref">Generalized Gaussian temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_generalized_gaussian_temporal.py</span></code>)</p></td>
+<td><p>00:00.112</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_expdecay_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-expdecay-temporal-py"><span class="std std-ref">ExpDecay temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_expdecay_temporal.py</span></code>)</p></td>
-<td><p>00:00.106</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_gaussian_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-gaussian-temporal-py"><span class="std std-ref">Gaussian temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_gaussian_temporal.py</span></code>)</p></td>
+<td><p>00:00.108</p></td>
 <td><p>0.0</p></td>
 </tr>
 <tr class="row-even"><td><p><a class="reference internal" href="plot_sine_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-sine-temporal-py"><span class="std std-ref">Sine temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_sine_temporal.py</span></code>)</p></td>
 <td><p>00:00.106</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-odd"><td><p><a class="reference internal" href="plot_constant_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-constant-temporal-py"><span class="std std-ref">Constant temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_constant_temporal.py</span></code>)</p></td>
+<tr class="row-odd"><td><p><a class="reference internal" href="plot_linear_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-linear-temporal-py"><span class="std std-ref">Linear temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_linear_temporal.py</span></code>)</p></td>
 <td><p>00:00.105</p></td>
 <td><p>0.0</p></td>
 </tr>
-<tr class="row-even"><td><p><a class="reference internal" href="plot_linear_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-linear-temporal-py"><span class="std std-ref">Linear temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_linear_temporal.py</span></code>)</p></td>
-<td><p>00:00.101</p></td>
+<tr class="row-even"><td><p><a class="reference internal" href="plot_constant_temporal.html#sphx-glr-user-guide-model-gallery-temporal-plot-constant-temporal-py"><span class="std std-ref">Constant temporal model</span></a> (<code class="docutils literal notranslate"><span class="pre">plot_constant_temporal.py</span></code>)</p></td>
+<td><p>00:00.104</p></td>
 <td><p>0.0</p></td>
 </tr>
 </tbody>
diff --git a/docs/dev/user-guide/modeling.html b/docs/dev/user-guide/modeling.html
index 3b43893a744..3cb49a7bc88 100644
--- a/docs/dev/user-guide/modeling.html
+++ b/docs/dev/user-guide/modeling.html
@@ -69,7 +69,7 @@
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/user-guide/package.html b/docs/dev/user-guide/package.html
index a4e74611e12..ca24d68cb05 100644
--- a/docs/dev/user-guide/package.html
+++ b/docs/dev/user-guide/package.html
@@ -70,7 +70,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/user-guide/references.html b/docs/dev/user-guide/references.html
index ab415e8891c..a9bf9a43929 100644
--- a/docs/dev/user-guide/references.html
+++ b/docs/dev/user-guide/references.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="PowerLaw temporal model" href="model-gallery/temporal/plot_powerlaw_temporal.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
+  <meta name="docsearch:version" content="2.0.dev456+g82fae34f9" />
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@@ -512,7 +512,7 @@
 <dt id="term-DL4">DL4<a class="headerlink" href="#term-DL4" title="Link to this term">#</a></dt><dd><p>Short for “data level 4”: it is used to mention or describe binned-science data, ie
 N-dim maps (multi-dimensional histograms) of the spatial, temporal and/or spectral
 components of the DL3 data in instrumental units (e.g. counts). See <a class="reference internal" href="maps/index.html#maps"><span class="std std-ref">Sky maps (DL4)</span></a> and
-ref:<code class="xref py py-obj docutils literal notranslate"><span class="pre">data</span> <span class="pre">flow</span></code>.</p>
+<a class="reference internal" href="package.html#data-flow"><span class="std std-ref">data flow</span></a>.</p>
 </dd>
 <dt id="term-DL5">DL5<a class="headerlink" href="#term-DL5" title="Link to this term">#</a></dt><dd><p>Short for “data level 5”: it is used to mention or describe advanced-science data, ie
 N-dim maps of the spatial, temporal and/or spectral astrophysical quantities in
diff --git a/docs/dev/user-guide/scripts/index.html b/docs/dev/user-guide/scripts/index.html
index 4514ba9dc8e..d1313c88d06 100644
--- a/docs/dev/user-guide/scripts/index.html
+++ b/docs/dev/user-guide/scripts/index.html
@@ -69,7 +69,7 @@
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index 622e7f7ff5b..af4dacf515f 100644
--- a/docs/dev/user-guide/stats/fit_statistics.html
+++ b/docs/dev/user-guide/stats/fit_statistics.html
@@ -70,7 +70,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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diff --git a/docs/dev/user-guide/stats/index.html b/docs/dev/user-guide/stats/index.html
index 10ea4000629..b371c697cb9 100644
--- a/docs/dev/user-guide/stats/index.html
+++ b/docs/dev/user-guide/stats/index.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Dark matter" href="../astro/darkmatter/index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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index 3e246729fa7..8eae9d8aeaf 100644
--- a/docs/dev/user-guide/stats/wstat_derivation.html
+++ b/docs/dev/user-guide/stats/wstat_derivation.html
@@ -70,7 +70,7 @@
     <link rel="prev" title="Fit statistics" href="fit_statistics.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/user-guide/utils.html b/docs/dev/user-guide/utils.html
index 7a6c5e79502..b8ef656e969 100644
--- a/docs/dev/user-guide/utils.html
+++ b/docs/dev/user-guide/utils.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Visualization" href="visualization/index.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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diff --git a/docs/dev/user-guide/visualization/index.html b/docs/dev/user-guide/visualization/index.html
index 17a5bff0504..e57334f96f4 100644
--- a/docs/dev/user-guide/visualization/index.html
+++ b/docs/dev/user-guide/visualization/index.html
@@ -69,7 +69,7 @@
     <link rel="prev" title="Derivation of the WStat formula" href="../stats/wstat_derivation.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-  <meta name="docsearch:version" content="2.0.dev452+g4492f4b7c" />
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