From 076f46a152384e2df1516f92172babd86c4cbeae Mon Sep 17 00:00:00 2001
From: Guillaume Lemaitre <g.lemaitre58@gmail.com>
Date: Thu, 29 Jun 2017 10:08:50 +0200
Subject: [PATCH] [MRG+1] MAINT Upgrade to sphinx 1.6.2 (#9227)

---
 build_tools/circle/build_doc.sh              |   6 +++--
 doc/about.rst                                |   4 +---
 doc/images/dysco.png                         | Bin 0 -> 17842 bytes
 sklearn/gaussian_process/gaussian_process.py |  23 ++++++++-----------
 sklearn/preprocessing/label.py               |   7 +++---
 5 files changed, 17 insertions(+), 23 deletions(-)
 create mode 100644 doc/images/dysco.png

diff --git a/build_tools/circle/build_doc.sh b/build_tools/circle/build_doc.sh
index f3d12cae7d..2e92393309 100755
--- a/build_tools/circle/build_doc.sh
+++ b/build_tools/circle/build_doc.sh
@@ -74,7 +74,9 @@ fi
 
 if [[ "$CIRCLE_BRANCH" =~ ^master$|^[0-9]+\.[0-9]+\.X$ && -z "$CI_PULL_REQUEST" ]]
 then
-    MAKE_TARGET=dist  # PDF linked into HTML
+    # nonstopmode is used to not wait for CI timeout in case of an error
+    # PDF linked into HTML
+    MAKE_TARGET="dist LATEXMKOPTS=--interaction=nonstopmode"
 elif [[ "$build_type" =~ ^QUICK ]]
 then
 	MAKE_TARGET=html-noplot
@@ -105,7 +107,7 @@ conda update --yes --quiet conda
 # Configure the conda environment and put it in the path using the
 # provided versions
 conda create -n $CONDA_ENV_NAME --yes --quiet python numpy scipy \
-  cython nose coverage matplotlib sphinx=1.5 pillow
+  cython nose coverage matplotlib sphinx=1.6.2 pillow
 source activate testenv
 
 # Build and install scikit-learn in dev mode
diff --git a/doc/about.rst b/doc/about.rst
index 1fa63a6fc3..c4208efdc2 100644
--- a/doc/about.rst
+++ b/doc/about.rst
@@ -1,5 +1,3 @@
-
-
 About us
 ========
 
@@ -221,7 +219,7 @@ The 2013 Paris international sprint
    :width: 120pt
    :target: http://www.frs-fnrs.be/
 
-.. figure:: http://sites.uclouvain.be/dysco/pmwiki/uploads/Main/dysco.gif
+.. figure:: images/dysco.png
    :width: 120pt
    :target: http://sites.uclouvain.be/dysco/
 
diff --git a/doc/images/dysco.png b/doc/images/dysco.png
new file mode 100644
index 0000000000000000000000000000000000000000..4054e7f1dea37df05425b8fd8c33b859fc8aff89
GIT binary patch
literal 17842
zcmeAS@N?(olHy`uVBq!ia0y~yU_8pez^Kc?%)r3l$I%_hz`#%!;1lBd;r#Ps*_y|)
zy^i%pJuh;6UhVa~I_P<I^7G!P=e^m_dyAjXt$x0)_xZkM&yQ_;etp}A>ZlLBQ6J`d
zeVCj5VQ%k-Wvw5UE&H&p`op%VAI_iuaQ*s+`%^#MKmXzW{|_IofB5j>!~g$3)=mAf
zZ`qGy>wX;D_v8Au|JTp|zkmJz^AG>uU*kC3s=&a&z*rLG7tG-B>_!@hljQC0!qCAg
z>%qXlz**oCS<Jw|Eeyhp4727)FfcH%mw5WRvOi=K=TcIRX7FldU{GN2ba4!+xb?QS
zd)jTYO}f%9i4AQQV#<cPPqXIkp7E^Y+MoaYa*rbU1NzjD&-2JlGAi329kw!H{oeA@
zyLI0-&;R=--TwE@^Q1D}?M@q=nQZU>`OR8GH|g3fRex`<`)|E2|H$KImG#TyzMi=k
zncctoY}3v!*ZXYcj$gETUS4f?ZD+;$|DTiZ+UWeA{M|f$!RLcFuZmgSnOh<9|NpP~
zp7oj>|F51uy18!g*ScG|KetPKC@Ooqb!A88mbNeTE8aK#cqO5h`{#d^<nF(bf8Vn?
zq`N*j{Y<&7YyS2l3j%m{&zoK_bJt5Fp3`s3ZqL8;|Cemlx4xahhVdIERk)k9%3uHT
zJHIdS>#naq{+|3(tz)rs;}QF!{Ivh8@}}p8-3fC1*>-OY>+v6DH|C$*|JKLPJTXAB
ztd=cURlKLZNl9$m;?L9nM*gX0ez;my&7_NMx83h(&h7x&jTMWnYnINkXt)2f#r~xI
zH!0a`S%(sYm~XZyyuYHx?0Y}qZLILou6myNcblK^+Z=x5o}3}dvCB%*p|kSEGP8Z+
z_PhRVytnw-mY1#1Ga{tVNW3-Y|2_F{a?OR^7dLn<vXI^-!*I-D_PtYjyJi(w?YXb5
zI7jZWZB*{|=#R%)4k`OaUznwqKDT!AqD%a1w!ipfKU;H>=|}zC$N4k86YlI@X}@T}
zgR@&cwEK$1#PU9lm%nGOs*^Ow=1O!4m-+J^+nHax568!UG2B`GW0LLWpZ}gG&p5wL
zVuEGTtH!1kx(mWuUh3ZSn9X;v<KeF_>kX$~%rm_$C3x0-Pvq{q{PiAYkBiI}pYr9r
zIpc;vYl@TW?!`NGY<zPYKG$uXe0_OI@b9l@uTIL#ulqm4`EuaHf~Eh3)=qscw4kvj
zrZu5r$1(X5-|!bJHr7~VZFaf7dtPwPo&1aPh3E2AZg!puW!~T=_xom!$3*5N-nO{c
zJ6jIioE`ix;(Bb!uI%>OvX9E=UfFErT$ROm-d!Y2_4?_<YCb`eRXq)CB*iaZc+izS
zYf94m;)l*{A-{kB+^6|6W_R`~U1<+q3EgEU!dqlarEcfNOi=vFbNT-jo4xDa%Wk=8
zz0!WgDuW~33#($|Wd$p?`Zp*3$@)F*aN@3+wr`iVeo86bn`FEAt{ngVdaqwz>3bK=
zoF+3d#dN_c#ly2#{wx3N9=`reUQ~0ohIWjm`JRi}IajPyt;9FGACV6TyHdTyPxHdX
z9xb^U%1Se@PT#RJOl+rK$wKMPH&WIs*7)uVzrISzEc|ly@6G?_<_B36ZSRiE+~<<*
zyi6&bVYcav4cF{eY`^Fe%rGx4c~`<g)txJ^S)ROk{=3aP54F~1clx$W5U-W=UETd;
zQ`x@o9sAqFk0?G_e(kwYvgzM{YwF{L`_h#8&wlQlb$NvdCu2r_Tg}gxzqTHF>Z%{B
z6X*18SIhnM@9O`m<CaSBC?D%=v3XYQ@ORyp>{sHK;$GSuo%j7$`C8?3i~0A?E}C4G
z`$kS^f3n+S-BQh_o`oID-*l8H&C%u)wa-Zp^F5MqgEivZ#9OcA^*_41xg6Uf-gRGB
zy)>;jBYvIt;suU<S_eeb&$jxXRCsM#$x|n0`)&eP&06POi+eqfojF);{@}ay<i&gQ
zHd{VnZCc)Fb%x!_;Y{9)Pv@?ttrv`v%2^)#LHg47Qq#2;GiPm_|Nde7wA;Q@yEpac
zOLsLfRV}|{5_-F-i0jRY7loH=W+?BwVkw<{EK=BbS^Tc{Bkv2>J=F^3NLqZk^2Chz
zTWbVG>wc~ITP0o1`TeEhb?ue10=phsFL_oy<$F$6hR3$1a?K4{8<t<s?(IBwo>xLE
z%|wxR?jIj3hJzEz<eBUDXPmfjz_(X}X^BugL(0AN&-K49ciZ+d#%R_B%h<D-Zm-jV
z&g^*o?@PV7xr|NUoE|5m9^KHowo>QZnL;rkXT2V)uU*|Y!)W$|TT8k=94(#xCwFOA
z&*M{--;e!Y%{cw%RiPvvj|_8<zC_j20sT79wx%qa5-+JZk#o)AuhVyYF$|4<uv72u
zZPWU{G0U!B6ga|@efR)dm5F#;Y7OHT@5P<Q^PYW`H`FfucJ;JQ`nF>&VO0eIv%R`k
z-#+_8{CrKBTZ!kysbcD)4mRu7Pp*0JGh>;&+WL~|lXA1Zf4n-qzufR*<bH!M1!C!C
zDaYb9G^U+2_G49))OyutyHQ-=z0O+cTZaPo|C!}e5|izkIW_Uo+^x;rKYP15-~O6(
ztFr5Vp~4*hTiY~Ty1xY6IN@yCd|`@|(1+D;qRT$*oRMwuJD_&ggxfO~q$Iz&QdzI|
z%;rXI+eh(tfi4@KK5SO(Tk&aXSH`Scy@o$mUG1rf|7HGKJ@cU5oNQyYZ^;519zW8R
zDq8UAtK+7O_cv;Ocdj+K_V}EDWS3&Dj6m1^l~cCO;<XRm^2mCAjDua}t&Z9J#V;1N
zohdoN|1iSq*x#Dpx>XCeNZ6e?D{;x}yx}ad_5*BEmX5xArHuq-YVz8xq;D<Fo0pw1
zhu^MFamxLz&fotx7jqZIx*5E2oS3xe*YvfPS-&JsESk_a&p_##!}e))kAE@$OEEI+
z&0Z_`zIiV5*WR^(>6x}2D>W1ndbezyx{kTlH9^v$P4tEy>&uROx8JwgB-?KOz8tu_
zxct-}>F4L4PAxrY!ub1j-V%GyRKIIx-&3}9Z<><GFJiCtw{PNHp<QhU{ex#2^(r~f
zY+9F8cC~NCzKMrE+<k59`1f;w$2=R=(zGpeLQeEE3pH*&s&dZ6>09oaFV_}WKYVYS
zuHqZ;J1X8?(<5qf-q#L|b4#`dw9mL3RDS;VO{qODzM02Y*c2?9(`EO3*|r1er<VWV
z=}P*Z?JYBj-KtzJNY!fR1%p`KU$4T0Hx?%DNR0iJ^8EOd-Pv#VU;lkO{loFIKZVM@
zZzS9lo+2%9RLU)Gbz)%SQ|DOuJ8x%yZCe)pecSC<ei~mE+veTm_gFg5@OJ4b?~}f3
zidZh5Jo(VLHsMQz#-6!{zy9!IX}`86t7XBw70mkg*&WTT`=0N0`P1fMVXbD(b#t=F
z9mCZX^FPgV2o_56Uw`$7vZqz?TqccIXFkpT<&d-B?3AR^(yNs>Q$_a|^`GlYTcU77
z_~6@91xoHm<~8hnov_G9PbBxYfxYiEo2$3K1U1D}2u$DX?fJY!EYMIR=UCjUSr6VA
zZJqtx=fUDu=fsx^_qhJCB#7?`X+ChE!{KTh#{u2eqfu+utF76-Wc#)G`{R!3zu)XX
zE4cc%?>G0g7pt0oE48GWD;O^*X}*|#@3eCA*@Wdit7rOI%>Qt?)hfQ>woBwgh5K?B
zB~MuHRY|)t@6Lp0J=1rp7tG6e`1jhvx@(>q@yFT&FC6i`mCnjGGjhG}mleOR{WiF~
zBZKSA6-#q{Z_nC8i*Me}x15`}!}N@)E^nm+gXEg_sC{k|8|yl|Sc@0G@?X17YnRD9
zq1}I9EPHu|`P<RoCN~P$4yZ(&`<n2*$=){EhiT$9KCj>qAIFmB1u-{n*|SO-H%^r~
zdOmrA?VTB{tL=a0uT=6YeC|0*{oHPsG>*1qZzpWqyLI2ogDbXitG9JIB<4EQAK-3%
zFn!@=pZsH|e?AequDgYyNA~RtxAtTEWY1-9dsWWdcEdQ(++^utrteqyjgx#0^I9cX
zvlsa=-`*>Gw))=WAJu0a?q6DwwAW1b_pz&e-n#l+-5;0R#h<gtF_Lm^&f0wC()SGi
zDREPlc6RAXxn2=oz3}&|^RHgV%-H&gKZ0p<+$OtIJ4*$#leH`FyeU=6og{TP;I*ao
zluRWhm5o2*{TC_5x-)&BZEg5r*Xh0M?uW0b{`+@R+Qp}->7Nu%?SAZUGcidhC&b5%
zLy4jFY5||!PpedwJ8mNLTz+}y-wL?X^V!7zUT;}%>&w62i>|vdR4DNre^ofME=oJ@
zobt5~(|i?0?noz1aI~$OlXT8KRe1KcY`M%EXFc4mZ-{+XurkcE&!EuC=kwB-MeNT%
zW$477c|L!W$(&l{w9FfJ&2J)YC54#`=kJ>Q>&w?HRlPGNKfZ*&>^N;O-&y=vkYDJB
zT?R!wxl0#o3Ox3144gIpQcJL?S3u>9>?!ve4lTGSq9}K*&Zqz8ssvRg&Q&Kau2<M$
z{pP~cN3pl=Up<<l_Wo0sdc?n;TZL-rZqAGr|8msk_|FMHp*(-lw}#yTt_pW$Ggw44
zgLlmRl)c+ipGSX<q26{Cvwe4`Jw0u-MzZ(x+Fh!9L~DxI$}X0Tjrsp|^H)z<Pm$hb
zUpN?ba{ehusrBqVd&PjKELOB$^U3$CWgaDk8|?4z&E&s#^ZK8qsjs7_2+nr8`rp{s
zWZG5!)n@w^&QW{hRN~<A<@%{T6O8A4x;^L5ZI?6i&Z+PJD=B~OpUr=(Kl@7m|GK&&
zyW`JG6O(_Y`8sd5c0HRC(AeRdppxi+mD9HE<gLP|Pc)R?&D~$VM}NkL|IfC*F+RS7
z+bU*Wv6p}U!}{!X#a8cMnLfX`G0}CgRrBggW?ZFnqBiU^V?UQ;nxOjc**d}N-k(my
zrDQkeKlMJ>v-R=Y<E9OM3nezbOFtQqZ~XE+Lp#4whT^}*q@@{suPV4qmOsw-(ea81
zQ4!v?THMBT`;jeQ55^R*Xv;Yp&h+Y??`-+`5qH1ilewnrQ#P*IlD?qp<z$^HR+;)f
zD?W7hH0)P>Q}Nj3^sJnj2TshFmT(N{`o<=HXTraiGerJO`2I`y#)q?<U)RO)Jj{N)
z`HbcZwTo7nAqNgAP0-7_`PW5EUh7_Ax4fX9vCr~PD<1vMIvdFUub|Gl-F|Ps{MWM6
z^1f1SH9x*Q`tv7Q^N>*LqdN*$n|JJyGx$+kzx?D~le&=L_(u*c&(-V>#>8*=9Pb~c
zf9~rne!qehTY2WJ`snG+&9-Qzt?#`h?<^PZTX^zC+UnrB`73&J*j#MR-2Zazh@<e8
zAN!WRi|FQZzw)R{HQw3#YW=qjKW@j&zFYcLg}cxp{3nxO?V_X19$Bn8w`X-#ZNDoY
z_;UW?X+dp;(cRxS*ZXo@{xSbEPnb<bcJ}dmA$b)X{qt{%)_)B%sx*~#NccZF@9wP^
zW!f?ZLi0nXeqSw6A2m7RsI>jmhK(`jo_VZ4eRBQPgqqLiOnp!PdOcxskZ68Z@?C#n
z{;3D|`f6O#Rq$K#Qb{o@#(0M-=j7|2=QHw3|NID=HK&;2%#@Qs6OONpnBUi-f8wxX
z;OQkoyX)ob_C84JYY*M;eX(XrqK~5E^&OXZE^3(GPW;HnKjX+jE`EcnJi@CQV>S4_
zpKc8};rHyt>drvJdvmP+@)*qS&OI{!h3ih!+6z-}pKgxIU6|)?GeKnKjgZuC!MASr
z&t#rF{OPViS5sJ`SFW4=e)Bc6EI!!Rg-KgI5^B>=f0mQ;AZW=PSH(?ItXm#3yB=Kj
zWHsl)RSr4gn|$o;Pgu=(9FnA<`}FITv-^BIJEPmys`n}MZH~J6+(k(FWK*-NwnlYv
z8b{K7jSUyuJSrT@?rh+9DX{GQ5+L|&#x02-Le7sLU7D@W8rYmUQz<m_nCIDNpS`^J
z+e$Vz+{<xz-7?Q(qM1;R#nS+Vqb)a2&E$<?W31tbaQnJN@z<hGmqh8Z>efw$%V+D&
zH+_H6?Y`~A^;LXF_MDIS=+7CDqIEm&oquxl+wB^QIir;wI&Yjjx%uy#;<k2|gL9Hf
z4;Y1=DB3d3evRd`g5AyPvC|SQTtbsl9koyW*XYcSVX)hG<GcUtD;u`n>bj(PB6o$u
zF6GxJ8#PQTwuH1uu6bp!@p$R72d^$iPg7;#;ax3dx9<IFRpvB{xkYm)to%^AbIsL#
z8>Rp3&T#*Kvn}ZI>Z`tNhqq;Ho}kLTZ_aKrg<11{>2Y}GTg^(6>zl;2Jo&=6KBjlh
zXN|7wr1Q+-E|&4$R;44b;_EZpb<gDPuAE?)clw~EVQ1&_&v%zKU!EGW;>fFIO6Ox`
zJFeH(>~f4_P>2)k3je#ob0z0ryFK3ep6kCHVfDE)w?h0!@aGO`lVwWh3oKo#b}5<n
z{;ioiyWb?+xKw|$Q1kt_1`+In4(k6ROtiKs&NzISvvt)swnzQUmyBb%t$YfnDFhg|
zJ^N~_omKs><38)ss4cgqx^jQcI{D|&CWCo)@z0ML1}0>L|6qE4yI3c>`90gdzO`%R
z7WRo022E<`y;iSS`Euuq9j&cPk6yETw%V&K;}eg?))#F2EcrX{ZFqV3vy|%fGZ`oU
z&Oe`W_^{YoxvMu`9bK7KcJiR{*0Sjjx~24QFXPWyogcA(X6dIz4<)pnHD)lRKJk0B
z>v_qiKzC)iy2f)0yZ?1gYn-clx&P^+4w0j}lg~$KeA*Mr7`^oPx)cEkx5Ya-ZaCg3
z__p}*W3H)HMSfpmj!v3V_{U0r$BMf(Qjel1z6x!-8Kku)lXK$4X7-PJXYb_ZIKaEY
z=5)AIs^WCcjmx*$xtPUuhQIpb9W{mN%$`Q6Ao=e7G1Fep=gG0_<Xta3buWYCzGo|w
z%R<b;LOM3Tl=dt;I#>DzpV?K7Pn;8K?|pf;ONNy*vQqa?dvf09R{6y33s|ifg0E|R
zk`d@mm;WbjFA}fiEOK<y{HJD5yCiDdS=Cm__(nbZox3-{jLBFkDfTjN&AK!DHs6$*
zeS6L>t~&9T%G_$6v(_v;C;#ZbQmlp8cQdnRJz>AH)q~{uzfIn;C^?5aCgFtS!5KTg
zh{zt!;uqs^Ty-(;V1`7RL$A0P@9PWUHy0|~guk9M-`uOE{{Mgby4|gtb+RpsIKFyh
zcH}!V*iCd2WV{=-&v&+y2je!Y>t6Z!yh<Uwyl=T|9rTnoZnHeQX6Eapt@5&2Jl{eN
z9#;x^b$i+Fh1%kZhuySd6FL5?Jbm<r*YERGg^xuMzS3VWEwAe84nDwn*lUB>Y^g1O
zoKC0uE<a%RWykwP-mSkcq-lM&yejBes@TJK{en5q{>#S-UUbZE@kqNEIon@IsJ8h_
zm}$+&)f1+(+CCDPowa^_Qg_scAE)_q+5Z?RoO2A%@5&Xw_UE4jldHYXHzT#pnN4C9
zlP|KYD_}Vgdf@7BktcbE-p0pT{qBC^w0hY0;bWxrlq{F8vld)8S#RlZ@UCml9<!CM
zi<u_=(K2M`dzbu0h})%H;)JZVRkaAS^Ynec-bwb#9=~3kc`x++IgSaLHFYwt98XIs
z-tRi6D522KxZnqy*-2ZSomx3-->Lmvn;8@=f4Sa$x|(0!?p&$rtjI*hcWO(w_6r|g
za?-wnv-Hg5=)!F(kFGDcR_|&#V*`&W>x_)Vj&IT)v2JIIi>BItR<e%~oYqsNZzsaM
zIA@yJzn-~y7yAwbOB}Uco!$E)D^B|VzY`@H|DW`&DBxmElGahWR>gUPZPNB9S^@#g
zJjx2kS(By1o@~GNpT9bjRek2FDYG{V`ll8Phfd_J`@!X{->ew0>&-Gw?V?k23w)Bk
z9Ls)j^W5r-n~H9WT~~jx^;K{ecdCijp$!XzU3Qu;T@*6maa^U=c?mY#$oj`cPb<>J
zR>tlU3)X+O)HFdL?!!FQ9gYV~_h=kTzqj*2w}kJ~yyNCmZ#q?auS_Uh-n2wj>z-Qf
zwT+M2Ycd(P@v52`@N8d`)D>bYc)8PK#g3;Xd<v^>?DVwhY3S)HnRETyBcD61>Ce)4
zob46;%6s%h_O94cMyXXk)-OBEXYX2gZRQr!=wn@~m6A7%cgi^VKaF4w4V@Y9AS%uN
zbI0SWHd9Ks9yXZsx8y_bY~JUFJw4Y~mwLYYcV%a9wx!pBx$7>><4E(}%3$iqecWjS
zYwzQXjcKOdnKl9bHqx;Zf3Y-9UKbLgeNQTI-L=ja@1H(?tejN5PJVm;?YEClf2xao
z|9qn3$>Yn#tG2uRpS0;hl$n&bS>u~S8KPMZ=64I1`RLS_1d7jFzPh4z=F*3DH}7bw
ztQKRPz`j+S$?B>cbJ3|=7yl)%*}Y`er^hRMBMzAU;xlsFsA^;zntDG-{@Aii{elM~
z*ROrH-Z`z~{d2XL^=j4Pt0f-S1m?bYqIELw-{r*;OTMn`^-$R}^++AJRL1IK4K1^$
zG4I>>)3Z1)M91qQ?*zj_zt4wWD6gNvz5GPQ%c7Ju5!&80cLk=2yc4UxdFMC7lwTjW
zywmV>b!lW-zii$n)q(>YF-*>nBxbT-vdcUl$M9@R&XY6C;=VfX{oJ@NQew>&@#*@y
zhh?{}OHs6a_(jMsdWkdhH5=6z$3Al{yxz3P_j>oICn14X^&c2+a62`RYjIv_eMs9?
zpBJplzicq7bz_~nZ(-2eSLbJVm4+z3K07ynvx;lhrb`-ocysP-o-sY%Ho33(;hMa6
ztqa~S+){n+)3m8|-Pwyv9?esqYPdaqLbceVN0Yn{H8s!lIeKAAypY=G#Y(H59H@LA
z!m&Cj`YhWS+tw%96P0V6)L!jg8+~2G<gmlZCHXUbJ?bazHNBu4#Xf6E(Di@ctgqc$
zE$Dwsw&}@)Qzv`Vw>wT#t@F3OwZbImyy5gG_m^Zm?5?%kAQ)G-I{L+%&s+2K+Ts={
zcySpmI-r-)J%O>(d7Dn{y^D(XT}w09OPWpIa7cpNx#;q$@RcDAGC9qR6K^p}ZaQH2
z;-&h{5M{qU#|`t=mhN(GXV`Z+fKO(J728CwCmjX70wDrx!&<ugL_XB^Da=mZqY=1{
zcai8^4b#uj3w;YZbAuM$UeR*S-TC=>`Fc&KkIyGgFg_bxwMZ$$%rznN7vB$&8CLTJ
z@*X8l<mAu4+M83}$?v!0-^@v3#wFWNeYPy0bBiTs+6(tjnuk3iyn^aQRtfg3O#EkP
zu`KLEiJQ+>iH=_rN+MR&NOxRV$$Gc*h#zZjjPBdzVYSlBKGk-`JqYi1-LS}e-Hf`2
z7b4HPhJ-S*y0Z1TWNgsn+*Z6m%O^7R@|21Nx7myiem%KKdbeSrQ~4F?<a&j>k_)m9
z&H5G=Ir{*I<-T8*>%1QMR75SF5wL>kt?DbaXX|CHz8?}f_99!)ES~>flJfNL6)jFP
zVtqp+OwUPtd+BlbQ&r8Xr1?$zEw{}UsxY@UtNG~~J^jhe#Y~D1`k8p!FKPECsILC&
zZt!T<dY3wnv+0MX_d91T`(!0>*D!78^~^PUB^?YIkLD-Dn9EFCbS2JVUBx}&*vmGv
z)wfOhS@TQ%OWVy?3KKat<=&kW#8siYS!(0yqyLheWq20Mx7i)B`EP)N*mtk6CkY-^
ziAy3q7<i)@?k4$c)|=tlxxah!C$7Giua3T6erwiC6SL5Ush@bVChz5JSa~@kOO~m1
zvS`|2zH{%d&B`fQ&0n|U1ou9f!}DhTFp=Y0rS{LQc;R33n`?Vj+jSFG+;n%SU!i+V
z_&(SFxizil_MX3&>3qP7?P&O>f~%Lm1nm`h+?LzHX0qv5S07(PP~dH;iAu~LZf^g)
z)sCZ{d&%Jfb*nXcck&l5ZOLL>c_~3EwQKrjM&74?=9f53-(h%b%i|AA#5edTGdkNH
zwlo(AIw~%0_Hsqmi6w8OXYAnJU>o3M^k=D8{aQB}d#5JJKMEn@+Y7e8+VSgT;8Jh#
z%>fzP1ib@xZv9`7mu2{C_3ycNPNa7&dFHX^a`D^e2PR7tZqm8d_+}B;E~Sa}NhcDG
z?oH2eV~Dza(Q2cTSNj&}6Gx?UJemJ?w3{x?4SuvnQ!7CsCqmfhl*!lUFE{C2SDo|P
z=*;xYqGdBR9-UjwQYZUn^Vu%%g&N!CuatB2?zk?!Xl6}OfX$NYx~vRGg8Th1W{K~1
zQNFeA&(mP{=hNIIt~&fQc9|4-`pNX*`96K^6F;B7x=bXmDr9EPy{U88zMALtz*%nX
zcBxxAPU|YtBa3-8FG}U6`|c_3Vql2r+i`5c<@}4!n{;zovVXtgZu79ys`creqovR=
zomo&SBSdmmXPs2h2Sy(qLG~p-G<Vwsr#UCdUe2Fv9Cub+z3Zo9c!-PIhNf*dQvTFT
zf5kjoh<moxZO*6LmMvNSN~>1#r=?w1=ESP6jFQ(ZOiMmR>^nJ$t8i^;-;!$K->du$
zl4{IFbiJnDSz+Ahu(4r^_S5G6H`#3|CNB0i|3!=U-*=9&S#oct_ohm_{&$>LLcH0|
zI%+LDv}~5mgcZ|o{@JtNWBqT73m(5Reoot}dA9OTQ(+lT_qNW(jCc2(c)7*XkkM^f
zaE?pxoRk$CJu7YJZdTt{e(@<^rOmf{wKuXh1**;WcB^0vW_6HiI=h7BkNQntO%A2K
ziOLqGACHteUzLgv>bFnYqI+c7a$o->;nbs3wolLIUwZ4Gnx4tN`CPT~##dx`y18eG
zaBqGxVP=*VbLb|u0`cQfizfLpmc($Zn!&$)U5ErjySjw*#Ys8lUQr8P&R>*JGN;5p
z?o&#}!N6c%iDqs6Hv0;HzJ|pCijlf3cJt+&UYwib{C38oho^T;QH%c2uH2ZoAfoHG
zOw@^A6Pv?c@8|fOA6gRdvS^-w#^a8o*IxWM@%-3Ho*3n>?O6%ka~6KR8|Kg5xcW<H
zNqA{yeO1{(=XX`sUh_QVnbt}*zPKR4u&Yq;Rz2fGSEk+xHTxzic00$aw>s_?>peel
zzL1?=&H<Oi$NCIv)m$Z8)<p)3&6jazJbYL}$0YS}E7MsKiRhI^K3dmJoG&hwe`$BB
z`FU=%>h~pAF1BX{Y<caT^J<5l^G(5Z8mu>!KKxlY+brk@lUb5V(uuC?&weC-VawRj
zdhLq#wF?uQdsz=3R5{*ru;7%yo(=vx4#iFLIgsEy=}+*U)S~3CY?`aBrik))9K55u
z!+Ayc`pvSP>u3M5TD|+;lu9Q5GwTBvTio+7eBTrn+3$WTZc69bN#ByD+3e?#-FCmp
ze%-enPk&y%RNMJ|<^OWe+=hrLX7Rpd6IwzZGeykq-<CeT!|V0oq;^x?`%kk97xsN!
zR`=xK)gYhAJz;7gi<f&m`y~-A^{#m;Q=w5(+P*#g1>3*hXtjU->ipEN9nR&4&s1uz
z6`A#FmDZ-`M~=7@Ppo%LSbueb<YnfaadTX{+&|8_)9$a)(q8VWdX33A<LtE=U9OTV
zuesS>+1$0JVXNZZWsI6Hf|=bMHMKV6d*xSEcQcEBnqhF?%h+MT-;ix*BHn4~?c2e2
z_{PuQGwz&tVY-sxBkQG=UIO(`?w!5V$GP3Y-D2|lN>Bb1x@nQwyfY4zhMJ_vB^gZH
zzm!W!N1*Rrflr#D4s0#Jtj%wIqSBKl70>wb^umiC^@m4)F#nI-+WIu@W7|OqlZQdC
zzgbmV%{2PC>zaFgYH9L{M!x=@J%wvdEb^Ew<56|Whh?wh`PAuR92^#zFPHTDY|lD!
z$D~*C?9Q0}$k>n9B1`mw+vi{KIL+#Oyy?&BH<cXu4y>9&a$R;i%0-I3{`KAcAiOg%
z_}8BU>oQp6SS5tRvlZ(U+y5oC_8wR(_446VshCR_HJi((2PyKsd|9FrcRc9r1segc
zogX4CZ(Viex*EOuMcdWn1@EqVE^}Xb<;&(%f2D)gr>YgpOkel^cy810D<78&s`FR8
ze-mXq>r};d>-50GzAKg;lL(GjYA60zll$w@Sx=LA4{L4W&|>lQZ+yOFj;{X1k1=k_
zc3Ek!cs5*oxL)wh3;t4uZ83XxDvM6K{9Ngiu<vW-;-`(TU6&tSCAl-r*KnuHxl0P0
zS4*(!mKkzR6|8)CYoG3q?7Kle)2dBZeen&B$}eC|_~x1rdW6m7gkQbcnZ0xTT_TtA
z%=7T*FZ$b^Zf~+ZUv68!)z$?XcNg50xbM-OxbMM(yrRrk*V+31g=k$__~)1R#$~$K
zcw8SJo$%(`q6xa9TIX|FT%|J~@6hbB@>kzocd6i$X2NvQ4{2pCU-cB-?>Hx$?FoAn
z#iDdNY?)>B!XRPRRk=DllRotZ%$gLN^4R_G67}@j$5|%tXWz0v#jP`aaq1U7pL@-b
zE`n1&nDBGYJ1z3`=WOx0f*WmY5Ao|SpK<!(Ld~A*S!{+m6TDtt<@7E-b}w)tlkT;B
zit<`#_!i&toEUcE%qHi~zWms?v(J@82tF!{x$7oS!nIL_E9zhHq+2~2(#((8LXT8;
zA4!@2Lqbt$8k@tu3->=M$$#DP`Dkaf!^NkYe4JM_UYxSiCBAFhJRhl-mmW&p@_U_I
z#g{tc?A&)Zr$o%q^LEd=o?T`ex}^PFDa)-F{nrhr|Fb%C>_dIm)Z5a@pKK(>WSO2N
zSla#YczmOwHF|6Jhd&=$@5To<32SMxo?Q|2{_xKFsWXGua$o1DSoOhw{$JhgSv=l`
zN5Xo3>@fSlv0%H(FP>`tTMcrzS8i5)THkkf<4Ni6OYTSYp0Tfa(U)NPayggz+Y`+-
zQ;lMlb(t+bK1FE`ch9mjx?VaVAD8YEF?qOg^^W&J>rz5BFIfbcumpcSALZ_(y?uu3
z{SDXISTpt=o8G+G(B&xm_dciM{@$$*Wt>^1JKVY!DC%B{$qaL7c@`!8^(Nom2}f@V
z318LxIy1ajJ}dX(hbHw8J-=4p>CKT-T2$nez|bPS?52C1ecq~snDbKm%xv~$=gtyy
z=i$9|GHhudyRJ!&_2;W+S842A>gM#g;$>{e0nug^_A7@|{H{;hG)GJBhVrrADL>0J
zuB&sN4KCmC%5TascLpwXt*(_@JLFu?R`^Cql^bp17jR1zZaikYLc8nRtP}n-uWNQ)
z(>>pM(`oaCQ%39?43<l8-6^*Hv$L$2-d2m%65GGpU(ajt+jnYeZ$nSWA$=3BZO7*?
z*sgL~m`TO7<d5L-!&-&@%~#_L=h$VPd~bPidY597>9y>&+g0;;_Oa-=Y6MmuU9)IH
zMZnT0hs~r9`6}i#uX<<r>{#zgM?cl>=)iub(;gRGC1sXOW7xKk$LaB*=H0q8ZT!Tm
zL!LzI&63|5A(QHMid}Gn;p|Hm<x}P)xUE_!>>A!XWB2*saFy(91tQtUOa;zf`5SX4
zAhrE%L*rx*woi&|w<WJ%uIJdWRd(lj;qE^V<=1{^dtKM_<hgy;{bx!6LAJ7)3^N6!
z&RN}2n#6U|xyg^$-~GbM$Skp9r+}IINePKub7ZcnDKw}mpPJKnEUe*r*ZyT5*SxIU
z!cI$e2L#2*-Z}PnS#$D??KSd8)r6<U)!ukE`*QD^?RjA;TvwhQ`y!vZOu{lSdH=D?
z^Io1VTsieCqqIr;El1w_B`<xHO_yBKPFf-#c3>UXf&e~m)e8<CyQWR${(O?-gVUc$
z-fx#atFMVr{XV1d;+E3t%euKcfBuU5wrVDmr{Rw&T?b4r#LivznL9Qz@Z+Cbf;T6B
zl{Az2HQ8RYpquaVMYZ78sIMDdocQ!Q!fT1|^3yG6&3@&7l-;}gaHv7)^?<{64_dRN
zYR$GZGdUh{R|`4sl3S&?_TWZ~2_|Ar@~^LlXha=(^Ee=|M<?e{)`c0dbyW-%6}wuv
zZe;Q6TCY-I|1X&Tc+-mB8U9b}T`D?GOTWFjR)0JH?-`z}reAhGXQR}ker0BwZ4jHt
zx!g1JrYg;xE+3I2>~?6Oioo?A<A4_nUW%Uy{S$q8$MP<Vh+8kuuKO0p@jN0{)cmE{
znyXEj43&lM=M?nJ9nZM#U3l`F#LSm@RUyjPZ2UQ`47>%*LnUYb%kH-Pt9pM%-oe+u
zyH2MUD9OaV;Y$v7(2}f7owjZVC-Z?%vmQtqP1L-vbmi4_rJaW2JAAd$X6)vdjqGP$
zYVe8QYTBkL){YqlUB2HKF9uwSs68t1nRA-f&vlx6FF7B*)DrzNC?L0Z%ENHB<%b(K
zmsZ!C82%5un5n95W+QvH<6+kg?Nrwwx#c&4ComuXy0mn5(4^2m7gg`qxJW!snysgK
z)h{Ph`_*#MbtfJ)1vmYa$Ptv@$|o3=x@<*|_SPk4`s$b5y>8ui7s~Zr_BYK?<MI0c
zd}UiY@{e+*2QR)OrseCAvBu5z%ag~;Y}mh*thjXK>;3=R?4BhjmfPM+C_K^;o-WX%
z<~29C@TJt*E3;PwO<4I>&R*gD$=O{h&U{xICac*8Kb>W9**J=$a*FvP%gHsF44wyV
zXP%j)x%Oqo-Lw*`sChpWoEDtFd#^Qht)aEA_$g<xp7lvV%Udm!{NFE#T;*|l#Q`q8
zSVptJz<0Thj+e_9<xUMxoWb)?Wl3X)qjlD@P`$m{w>L@$t^MG{yYkZS*Z==M3}UoU
z-@Z}XdE-=m^Escd*RRySe$9E3iA;6ei%Vv=MDi=du4?nduM3pjdPbuCkC5Ez1(_vB
zr5`%*s7)`){<UGlmdq$C#^-HpZjY9g9F?8JecRXP5?i-~Vz$zoFCpO%Yj`SrFS#mw
zNflR4x_18Hl;ufzXO!bsgddDfsM<P5^~5BFk_g|jP?JUH6i@qnz29P*xZzE9;X~$=
z=}sFX;%p1QZ3$CzzdLF6(MLzNW~}gkYw%<9{Cn5z|Cq#f+}ClwP`=tp|Lm#9mx{Tj
z{|z$V_sqX7!D`9we~JrNyuTsMdLik%zBJ>6jWX}%Eu2&tq-&G1h`mYwtOCc><p%;<
zZnJB>dJ?hewZPniY%{fvC0d;~srqvHsjW`WucF;;v4PuPzkOWA&As@~$$(TPRnFLo
z-!6quP6Z#iewxwHoS$>fu7G!IH^}BJ@SnWj$vQ}l;o>Pd{=Jt&idZdcn;-e^oY8k}
ztyE><{Szmg7kK}j`)s4&1j~7gIlC9#dEr*glM#~c-fd7Hd3}}{f7hJV;fEh7s+@@S
zd@3(2T4%6G*mJx6bW7zzmK(=rGs!kynfPR<_N`97oi;umipoYp(_+LORM~WI%RbUw
z=&<RsCd-S}vw~#)gf&_evBpXo^6hGLQs(;_xb{Ux*R{v{y$yYRHVQO9E=tIr&-A2q
zx-#o5weMC_0^K;4zjU3~wA%M_@-4ffq%uYo1EY|pBnvZ5iDgCx8sD#F<gBgO=W%KV
zNAiw0OS$g!#QfLzJ)>E3@oYuQz9Z%dx*UuNzi&UOnv$|M=<Ux(lM}T*_*E@_wsy7w
z*DS6>EBF75P&v3!rFG32MwZ>InW-V&j-fFtw`NLS3r*jc?NuWFI#u?Hf?n!6Q@dw#
z>Me?TW`rrcKO18k;AyY=G*@dXTlxgUV^{Lbm(7~TFfpLm;_<_R-yT0Lh0{atMQfKY
zpUD08`s3BTTjs_@DW|Sl;F!zW8qurGaOQ1d;fiRcUsvB(o&D}0$fdQxRw{>QW}9%T
z_x9BVO%}^`{OpR5{d9dv+Kkna{Ku@Xt9}f+(NnuqEA-nv@e8Z^_nW+&v$4?S&ndmF
zT*Y(h0v=pRiLi2OljL!|HaSJKVtxCI&@UpY_aE{|NM7wa$G_O^qR*uNE6qwiv?k|U
z_MSVtWZu$4AqT|@)Y3kOToF3%^f2UXc+Cxo{o+b{I7%*8d^}?HtKLQ1sW~C#!eU*6
z1xhWebj2AiX@mwY%3Zgh^Qvfe)?$vyYR?uI?&R#)S@TDVb3T*gCQ%dHkPAMA6I}`e
zGX9vP&CwM%Il+IhH1_z9?tbo_i5zv7OD=@`knZT(ze2P+s#4<vv(nVhIU6_eckYOi
zF<;fx8F_!J?^Y=_x%Ycymn>MAchb}<ce04f(wXXEfwLL~4w;7baC_;-3A3%KPtf-2
zo}kEfTfp_sy6L}{?x;Chaqzmqr};r!dbYa!%eu9_GfZacp7&cS-6s}sZhn&Or+IC5
z2WyugPi%o`w5k05U(5Wu>euxDd6hZo!v>pzPg$u}M{0U!-}1WrR4ZiCn=>rMCKIaU
z`PTe?_v%plio5UgN<7`xy4PlW)o`>>__f?ch5O=0-qSmkg0erG`%2}DtFzq}o9Gm7
zcjH5Uwri?c!fvMP$1VnUEneRFL}XK6+U)2U$MXGRQ&T_Zh$>nJ?z#J;&@hH$r`uxl
z2L?hJoX@43C4!VZXPGSd^!Jh5-h)x+oj0~PherN7X1C6vFxggh+JZn%^Mpu^qf8pF
zw(%XzHRW5Tuctew!g-&{JK-?KcV%j(^O|PqRt2$LSmOPrBP*`>!m%bhUPWWJs~frY
zs~2hIGoR0vD^+O?bD0{nEw^p^b(ddJoQG7{b)Np4sSu+b%{Hm+<=IfZZ@+eapXj6Z
zwc>Lw>v|*M<EK5jFSu;IuKOfpNkT@x@v%+stpu0td|1mAF8F!Qi~lE1^7bnpxc(<W
z$h-Z|?UXkaA9-%{8_v_?(R-SBjAu>xts_p;cmH}7f9LSuwLFTVE7M9hKWknTWd5!%
zCMtzTON%u_Q=mO{(aIUS*{8W|O?s(1VI5nJ=077(8M~h+7XPmjZ4LSuWtguS7bKhK
zpD|f;^Il(><lwI@Un|sZE&tjW^jX3${yJ}s?N&*nCc(oC)7Ctm<aae}ffE0}#D2l9
z87Zl{)umFd>at7TpWRl=yv_5nu=xg+E2(eae>traBtF?T?#`pzCW{4B_`g1Tar8s{
zgA1=cTCeW>C}yuJJdfv;fHbFNP$AEo*AI3dh?0-IaV;>6O~GHT^lntC+l37$_vrmp
zVPsG$GEA1$X}qMXn7T0f<}vByIp5aE@yLGt`f!!n$(P#PvM)BV`)ZmMzL`2*``^3N
z)pPFZb*db-)b3xi>Y}Jg;(GIG_8X719hIoL7=C`u{Ovzy=`gQ+$XoB!*?jZUw$oRR
zywZ8M*w`mRuReLwlETBh2X8TP-8*#ihC0(6``oJCKPLKrTAJd)a$`<^RLGhBwZi8b
zuGcKg+<$Qk<HWxcb}e{lH}U7bQ^B>*vgSPxbEuuTF4{HU_E_Ma&28tRC7vv>Gl`ZD
z{BSVi!0i~_4(+=g7t}=pdd>gD$FZ68SG!&OC-!-EoX7D3*1C*aR+*e`dGlHBD>qbs
zR*efe+Ig0B^6Vh}xZTR9msYLZAz*!-rN`sFkMH$$uX=n-+k5(~=g-m6UYj)~uW6_M
znT3w_WfL3CSIyY|u`g3q?6PQg%)BL4=Vme16iz95?X5Y@tytJqo}Y2jsb3CTrS)!a
zs<=P@(XpA$o41`aa0pz&AE+p|n&H*)qHVXo>t6_S-{HG{^NJ`3`+s~>CWiPdxb66l
z&30<~mx|-ds@Y2yh0Tt6x&54METgQI;(Lv)GYr1G*VH@JCf~YS(tK&|_Q~GATT?IY
zI_8kvd)V~w;gC~Yt`m6n>P!^&(h%+J+B`+RzWy!uzCKpTjpD{UOXeuvn<uV1PnXjv
zrR`Ki`@#>3IiGGvhAdjv;9s0$)=_wR=UOG@gFHuUd?wqkTylN;tvoA*2^Bl%yba6~
zO?W@)xP0BSN4MKn*D)!VMK$fU{BuZ4MM!fdhnCv2b?Pz46EA-fa$b~`yKdTn*4N&z
z^S{qs&e~hx{ppTW`hF+Yy}Aeg-#KxlJw&&w*yhatH9z81BBphC7)El*{j*wI8{*4;
z*J1mdu6=1|xfh;oyr%WfOJ$AFv)wz2Il4D5-k+_r_Tr!aExS46FBgmbH`{2cG5_4*
zPl5>#>i>K@zQ6vr@|@ep-#*?Iqo)7OSW9_%_nxc55q9SLc~8FDwfv*2*}~@C8;o|&
znif@k*8jdqt$DO=c>DBQi7Qe&rs-JCUioW}lDh9qlV94?n>cs;{V?DDcX3J@i_HGL
z+f#1{)u*l1i0;hWIrH-3&9|1{P|1C|$w|n;AyRkw@95mADO028$ca8La*@^A9ru>)
zi)BvN8O?i}-cK{Xxnk87bL9i4kFK~Cx3b~-6UU_TZB@oKyPiily(!t8-}G=_ur}*z
z^~(x}Hm~-PY@8B%qMW@g>C@C@3%SCsn`z`1EAF`J_Or2SN|XI&r2?(#Olx;ARpo6x
z&e?u_YQVW`_iRq9WvZKKN$Aa4YTe>>X147tpJraC2Q`z{o)Lc)GUY(g>T3#(5`p&`
zuNMZrjXn3F(kt$5Qh%q`m%7^~b5a^2_J0v+u~T<aTQ+OqG5dDG>(8ZBCQH0yUjNba
zh2@u9u2WVj-B~OxY(MYDw;x}%k1yQ3==^fiN5Q<A7lnBI&M#kBdA~ewi_=vGbzYfe
zN^VOFAKhQLXNRbQmVi)vO~&Jgo;@?xISOQZJ^ga8W6rq(Q})nb%L7jNC<V`M>w7=b
zGHmhdkLCNGTdN-ryw7&gxWIk#()C6O8jKrEcW+B^S^1RTyWzvj6T2;T)V#c6dsZ?l
zLg~Y%d2jkWuZr$so4t8@zSW1XvjeUrNyvQS-*Y#){T$aG4cDU^s{}oq&zx}C`9>h%
z&*3i3cT9&FTFm2v9!)wL;Q2H<JNdtjn~xq-?u~}B&DFX>j+-K{DSX#=H$J4@x?q{x
z*_JwCyNaGd!6{o#donPr_^0`Q;;hwm!aE$#%ctEx^!wTz%d!+brB>Dbr%TV5EOFgt
zwS3jZg+V#f^Y=Mq|IC<t(cnzgGS?{=EvHrZR?4<kyewUPW0_}3%c@_x1)G$X-+jeC
zz0LPdbaB~}(-NySrgr*2>7D1{vAXSo|D^!Uwl2{-RgFsXjvWcPEPW^{^q14b0$u%y
z>jG__ng$(6mNfCOQRLB7V4uPB+(g3FK4h2A^Frm$(`)TzSxwv1H!WHgeE$!V|6SM4
z^8s6?xODU--%j_Kzs&E{^oqk$Nz<;1yL)*a{^u)c;#`)iD&DL)&292;p{(^G8$V?H
zxcbR^3cs`ro6E*adjGoZmZfv`h_k&^DPiwe5^E-(bUUcw#o;q;i%!HCZ-0{&zx+#W
zP|T7=j7K9b=ie|`aWEotQ@fvsmUm8tWQI{|qt#Z<jGK9u{flJGW^ov=|MvUp{CQdi
zQo0v<k}lote%}4ohR6T3g1|G8_~7Mh@*hcUG2fQfk@4a7%tf0-oBx@-;a=QXA>Hi2
zz43|9-Tv21>gRv4i`a^EpU`Jid%k<QcfLc1;a$b+46LiBB}@^o)Yj5|bV@{y>-vfA
zWzPyv%#aT_`{k#|#^p8!m*xpcf4*jM!$>z!z;yjaFQrfo{&m}5T{P&lnti%ha-!J%
zHJ`7Y{<BBWt(D25=!>T2K2HN#z4F-`Z%_KQ;_Im;9wnj=_5GNxG}?1D?bJ-&o4CkE
z;lF34m7`|R4PK|3c!Ng?cP2|3X2;~bXvq}IxUsy-Eo0T}H@{<a_?WglUOZRuR_yDe
zZ~a!<#a(`v_~^Tc;kj!kFW>De4UKi)yixDghr7b-O{M1^bIABpQQLL$!?gmgjuKlF
z2?Mt5B>`_9bWKim;E4Ym*BhnWXWno@TvY$+3pwS}nH!@%&b}vb&Uf>qp3Yj8vtmlR
zb0fQKPTe}<$-heZ-OrwgSA|}3Yzs9HEo07+bq(qW+tGIWOl7fj+yr-}hN$A(#j?wD
zgg6eb>TP~DJ5$2B`Q6z>!{8U*YDcFvY?Cq<v8s4|LXGqFPtIPC%&MeI{xc7`om|>|
z(P!Pe8>hEQsl1SWE9=s-D9JKQ!lLL;lz!F1(uu4&Ckz^%F|8{(D<V2A#7x)pZQJJ^
znkJ1lB6CxwsV%SlKIOT>d>ywLOw-)IOxZ8-)mSY~>ei;4jJ?xVaoO!#!y7EMH={Lu
zk$Z#+tM*PWuT!%a<Gn-@9(KkV`&3MyR26jZaQl|_8@9^@lU@6Qx)w;>aus8qrKh)T
zsi61N_seE&OF39mzB@qo{hwFw19B&ZRhs^qIU_`m{f$$=+iUZ#+V@s{lHxW#{`QgY
z+vgIO9!}7D;b>P>aLZ<;`ZDX#zVD7KGxo_AzA%z;d*7?&H;-wP(3W0>zl^SP)10s5
zO6<6OMKtN*st@`;PuQlkFkMwLKdHAz<?rMh@68tPGyZbUcgdO89XIMeFDSZnKO(2Y
ziz!1%zq)5h*Xh^ZnNt(m_E=A>nXDb}^8TJ_1Ygs&uKjCnoK#E?$qiAdnP0ioeeNdv
zShd@HCTp^;=c$!FiOl}HXI_Vg#WESbwWl0oPtR!XQvBVVy*anAWrE24A4|>L8mBZk
z-&JSrU7&n3_}4TBpT?Pm?PU|9mzaH8%%^$q4@c66X>VkOIuv)Q#k9VdSMbn3*X35t
zLqBD^Lr=_<8xL}Zt=Hbk+h$m;$6^t6ai&Fa&W@8e=4eh?W@`8BN<9a+_@a$Y`{tPO
zGalf0?fxfZ<D>VNwGV#PPSEe!<HA!el5L^;Q?lT4u(YAR&64cxhL;2rbFW2s7rU-(
z5Vm^Q<^QLkJ?Z8CTXXKoSTsbue0$gOb-#lD2P2tfFGarmihYpEGyN&|Kj(90CB28X
z?6v2JPtN#pviL;e-%GYXH}V!SK7TD;F|8}Ynk$5%PwL{2*R@Ai?w+b<F0*ub`28u~
z)^8rpwYl@Xa^ADUH3B<Nyuas>U?}3!e$Z~iq8%S*a9F?Lv-v!8uEf`^H(YnUv#z~c
zRo$oGGm~xJdg<r;Jnrh`%5PHI$QULpwyc8jmPGZuXNi${r*-GOew$qTIeA9=$@QEU
zChDxvEJ+Obve0-z(VnQoSLzGS9|-(YCL$`Yz;$OilU)(J|5k?2+P`fNF7qf`&9r>Y
z#bX?%90zx6W|%yGcZEHXKYdA(%;Kv`y2^W$Yd2iTUNF%)G}O}OYxv^-yS%?^_N6Dg
zZS)GhTxWVsWNxC~>PI$*PfUAJwRqOFsi7q+MdB^^M6M>cvRpNnyV22cX8-5){N-P=
ze@$BYTZMf&TZ;4MEY4%BCE58W-)j^rC+!xU?#*GI<(hT5u2jH&W0K{{dy_6Gl+0Pb
zIh$vp2GhS&aepq{(XzSX6<Ip}nZ?GI4p-NN2OnibgZn&XG$KA8I3%wUzh&1%TVCNG
zD??T(toRb*eEErN-x>ALiLI-o+Z4@f8oYLSKC|odc$3YceD6u<g!#`S7S2<=HJRyL
zMC<LBHlG|e-z};<DieCyurT)Jv@Dqg(YhI5Zzy>6>UkSJ__vBfYGvr;6-UkAJe*ag
zDK`I)&GQ4RtZt>Tu>E-5Epa*F#sQf{d^-{~UVr#GYq8dpdL8Y%9q-gG*N7YJKEsw-
zV0vVm&K&J!)(UI>3K<@Kzf;R_`nzJ;TW@npyj%_k^+vw$&12<XQlNEgn)`(5>kjgX
z+}(5k)vMrJDyh@+^+R8jq^e$vVwwH4Xv5s&@|MSrb4Xsl$rtRmVEMY=C21@-4+?VK
zwMaZK?NhNmwKFCm(ZGV+$l_&+Uf_cGjrX0WERFhQFlA3`;hYWp-q*HYu;gJ3JbJcf
zX6olBy_fSdA8x1!<yzk*<$6wdTjZNbvE5CXA@^=C<J3QVMfT8hzK`Z-l{9yr3w*P3
z;%}BKZHv}2ae0|<+%>}{i@WAn@xv5D%R+@2bCTVz8zega4h%c7G4A}0SRFqxmZjx-
z1}obHoocqds$-bF{X-5<LUOQ{q@g(DrbRVb`ghfB*WKh>_4L(cll}HbZ?YzbuHE=a
ztgU3q!-xu*w#Q#5{+#l4m4`H+#izcnEKfIF_NbXK;eqCbk0A<e5<fPE%(%Go_m<<$
zdnTKe?&z00F1cjgAB|A;!;fyPTeLjN<VvAKr3g!-_A+Ko+tVRyrU|7AMl-uhCag@Y
za$Z?rT|WPZPt&|3zjSLiK2Ka6(erjr*Up2yCi<^Gr*8@AJ6uz|@a_Ib>l#)Y6<x|U
zP)}N-Ynhz)d~tTI#N&rgV=`CQ{apL|O8cay#-eF2+>=lGn~NU*T=lwSa^ISFWtzzu
zN1ux>JF$Q5y%i_CWCb|tPOW9xdhm<*YBQGL`@g<R@Eev_?=GGH$47MAX>o%~3np`R
zPPs1hOfLA&=7zV^KM5}qz1?bTnxO01%<B@lQfj3(V?sNxn0SWSLY^1f0)+l;d!VQJ
zdiVKywf1*RUD++u`+P#9U%V83W<Mw9^%eDkw&V=gm6q@FRLwR;F)nFtoN)hSmt4@|
z<?cW0XFqETU#0tW*ZfC!{v2~?Pqp@O7IrjmKWbVlp_J(|dr6Fu;uMC>xjL#}Zgn(@
z7OYd6%5ZRJh@0sAPL;f_3HI%hx>`Ynf)Dm-U5m1^)z~*<|HM{x(du>V2}Q?EW-Tn*
zch#dhNyBQvfzXc!A|6lC3i+9$fBwj+>F=IfPF{MLM^SCxy<q35ifKEamq>4&*32y{
zns;CNmU?u$l=S1d>A(2*vOH>3P&>r-deg3jzR?|N`6vEdEVaKnQ)aoZ=DR80j%Tla
zjE_@MIm%ePS75_(-@od|yzKPO+&DDn(K3F9d#nzbe3#024;qAiIek-TBirNM^WTY-
zo5*}$V&Ol({Pa23-?5!xjruxG^NgHMeNX>sR{X29bY8P+WS)NJ!K0HLUYzmSR=D*+
zbljc?7PBtyFSmdA@$3bO>#V9pHH*LOf3`wj<(Hya-rqLw)r*5o&9k2V5S#b!<&^}}
z4^j!9S|*2<yDmOvoqV(BZ2YeIpXa#5b#xxqyqxY8fAz@;)7qXrdMl^=UV3qhXxx<F
zi`tjWPuMz5`$Y$XZ15?S38B-u58f^k>j-(hd;T|`J}w5q%vGA7+gbl^xVNI{N!$XN
z+RIYGSB@*2>#k&;+$(t~&o)u$@%HH8Z98>0E3bOLpuR|2Y&pX=8@2#{!7VA`{_@kZ
zLKK&TzTWiQZDNpM#Kt#zN(>AvQ$gnf92Zp&%;V$Tl=!VMwQbjOADJLI?!y0vCRk-n
zKPi=K@%GfM!)t$^?BCuKeWttOR{hKDzEu*hSH>JwzS}uzZ&c>W_L$q+cFdY>ivEgm
zQp)>URP&~npILR-Yzo`$_sjI}*6~fdAoXeM^Ak1mEGPcouy%&?zdO4Hu4Num`Ez{k
zv(%N(B9-H|1pb-N>mvP6!G79J>ppR>pC)toc5_}{%jHy__4Viu3&AYw<tBxHzJ56r
zrF+D{&Z{X}P3z7Hrw9LL1xU;ME%>|nb^)gh@8Jn*TbG*5dv>?x>$*=)KdzNZbG!IN
zEqEazztLoKs7tZV;+U(dGXl>V@z=&Yp7s6mhu<Fx|3>`ZU8i%}UjJ~x%)RCAxqVX>
z9SqwNWqzmZ_QsT}djdq}XjlE|<@>N!qkdy#$GOg2NjBxE(#^k&FV4N;@;RfgY)hI+
z@}8)E_w08cj2C2h#FlL~^*onxV#mR5+19JGzParcsmS1Ytll+QQ*>#fRM!U0B_Gt?
zH|{;<SbP7y+3v|tuN>Vg{Lt&;O(zE<Cf4prZp&v*UasY-EyB$6XU;?x=?t-JArZ0%
zuSeG3d;9h3B4w?^Ep|PRc6AiGyGh*IA6!@Wbtj9*XO0Tpmn$dCe4MIQmM6-%x>@b?
zvL#Wq7iRs+-F|ic*P@U+1xclMkF8iS?Y_XxH4ST$S9actyqhD-v?z|bq)(G&eeV->
zp|vN1oX%CdeSUsi&A08`g-cR`mWfQPG66@wYyWGk3jS+8!K3vM)61ttygPlOw&bnX
z*|+vpftikq$(-;Q<-0rAEK{8SeslV&D<b8)0`I?n`K86A^w%b(!yn@GCZw9yY8r(L
z$Cdy7<9@tjN2^l7&RGn6w>7peiq=RtuHpIY_`<~xjoi9=oT6luZ|q(7gS-9C@+q=`
z=7NStoo5|mV^q3uX0L_wvV~3BtJDuThD^P+_x6YN>>i4KQ^Vc#_q48RdHy3?Q?u}1
zz6G0T*D9vhR~gqGOw``rb31xz{m+;=?-suJ;=K0BwJ&KQQ<j`JV`@7;$Ij?l?+2yk
z^r&SiYhFyVWUC8)(duZCWB%~}$1{_2D-1IIb;af0Yi=@OIPv*bl+w`&`Wdc)_qudz
zh39Nj*!zP2bY9E*M-%ULrFHcy<Zm+x<Jzz{?$e&tk<q-mpH1Aa%sX;x`Ub0ypZ3}R
zzW;vC+^Z#5mvu|zKM3jGl&Kqir@ka4xJRdMN{gr3#R<08`ttZ&?GGu=-I!{W!MS#i
zxMq6p1~y}>8xv+LsV<JunXZ$S6Bn>~zI@_I%Z%x2ANF7FJz^MS8FWcV;K;os<F@JD
zy2UqM89e?zeeeEnhtC&T?w-E&#ti?i_f@wpq)IPWh&tWSl`~sp(>x)!j|Tj|h5y{Q
z%0DNXXy_Pn#5?riIw5uUFFXrpZP&b^rM!3k|DtxinDu)_I!}o%So!#vX?UulV0znz
zc@2iPXR1a1R69R?viMy2l+^W3;xE$FHpSnIRei^Pn6=_V6xY7kw$%Pc{*rw<hihiU
z)fehruhN%dT*g=`Wo^m0`o-UepUyw6-G0wm{{5xS7neS4_hs37a{bf8sr<D_M~m2>
b{~6!FvdSRi!ncVG3=9mOu6{1-oD!M<a#VUl

literal 0
HcmV?d00001

diff --git a/sklearn/gaussian_process/gaussian_process.py b/sklearn/gaussian_process/gaussian_process.py
index 7adac552a5..53c519e5d5 100644
--- a/sklearn/gaussian_process/gaussian_process.py
+++ b/sklearn/gaussian_process/gaussian_process.py
@@ -566,20 +566,15 @@ class GaussianProcess(BaseEstimator, RegressorMixin):
             A dictionary containing the requested Gaussian Process model
             parameters:
 
-                sigma2
-                        Gaussian Process variance.
-                beta
-                        Generalized least-squares regression weights for
-                        Universal Kriging or given beta0 for Ordinary
-                        Kriging.
-                gamma
-                        Gaussian Process weights.
-                C
-                        Cholesky decomposition of the correlation matrix [R].
-                Ft
-                        Solution of the linear equation system : [R] x Ft = F
-                G
-                        QR decomposition of the matrix Ft.
+            - ``sigma2`` is the Gaussian Process variance.
+            - ``beta`` is the generalized least-squares regression weights for
+              Universal Kriging or given beta0 for Ordinary Kriging.
+            - ``gamma`` is the Gaussian Process weights.
+            - ``C`` is the Cholesky decomposition of the correlation
+              matrix [R].
+            - ``Ft`` is the solution of the linear equation system
+              [R] x Ft = F
+            - ``G`` is the QR decomposition of the matrix Ft.
         """
         check_is_fitted(self, "X")
 
diff --git a/sklearn/preprocessing/label.py b/sklearn/preprocessing/label.py
index e8ea17f413..f1d85b1c36 100644
--- a/sklearn/preprocessing/label.py
+++ b/sklearn/preprocessing/label.py
@@ -349,10 +349,9 @@ class LabelBinarizer(BaseEstimator, TransformerMixin):
         threshold : float or None
             Threshold used in the binary and multi-label cases.
 
-            Use 0 when:
-                - Y contains the output of decision_function (classifier)
-            Use 0.5 when:
-                - Y contains the output of predict_proba
+            Use 0 when ``Y`` contains the output of decision_function
+            (classifier).
+            Use 0.5 when ``Y`` contains the output of predict_proba.
 
             If None, the threshold is assumed to be half way between
             neg_label and pos_label.
-- 
GitLab