From ab8c81be1757e5a9a9a2ea52739d329889371092 Mon Sep 17 00:00:00 2001
From: Patricio <patricio@snowplowanalytics.com>
Date: Mon, 27 Jul 2026 11:13:14 +0200
Subject: [PATCH 1/3] [DPS-2329] Document event spec validation for Micro and
 good/bad routing

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 .../images/data-quality-rules-modal.png       | Bin 0 -> 32478 bytes
 .../event-specification-validation/index.md   |  20 ++++++++++++++----
 docs/testing/snowplow-micro/console/index.md  |   8 +++++++
 3 files changed, 24 insertions(+), 4 deletions(-)
 create mode 100644 docs/event-studio/tracking-plans/event-specification-validation/images/data-quality-rules-modal.png

diff --git a/docs/event-studio/tracking-plans/event-specification-validation/images/data-quality-rules-modal.png b/docs/event-studio/tracking-plans/event-specification-validation/images/data-quality-rules-modal.png
new file mode 100644
index 0000000000000000000000000000000000000000..bcf7824308a82ecf3e5ae43783de7b3a931a199d
GIT binary patch
literal 32478
zcmcG$V|Zmt7cCriY;>G-Y<A3!osMnW+_7yt9ox1$w(X8>-F^C;_xt|bzc<gbpN&<k
z)?77b)v7t>7zz6+D~14z0}BEIf*>I-tN;Q6h6Mrw$_)($`~{iKRuK3G>Zl+l2vRkP
zcMSX@Y^)|>A|nGr4g3rZ0vcit0`X51;0p)%0s#Tf1qA^IzJvbrTQ1oDj)Gz3g8%O`
zDEB`N%hpqMK|lmRB!qt`xq+T#LAv3wqXn-qvaqnMf`+7})k+A-%-Z!M81^F+>zn-h
z=T!1}O1aRzvc{c*uNdDtJmvnK8%JWx!n7dH=DxnX{8a7+1p)%}hX67%L`Q@G(WObE
zr@t=|5i~TIzb_Qnu6P0AKc9d<cwzv*b;0tD(EdF}L=-Lj@?XOq)o(=6`{mmS<Nuus
zJPqmp<!Q(R<*jI>(rR6vWM987+3oZLSgU`-{c9(L8bmg)m&c#!UXh4H-B!;Psie0R
zDceu$H^AH*B&=u@DyQ(3-Vc9>2L%b@|Lz4j7RBxJqaXLN`H_%ky}`aeb%rFX+G1O+
z)_{|0qfYts*I@Wy6h4VsO|Bo9g!H(?vamF8z##l=!9n4<4|xp&?P?8%B@)OthN4ch
zDw^w~16!eWNJSecWlu1e{thm%ExI3Lo=^}XE}Q2QG}ObTV-bw346Xkc1W943j!+ig
z@W{Wzz6A<~<vGq5u{+r?NF_E~;ZCzCk||HY{NK=SL4l=uHK}mUVHV@T02<V^T}88g
z|8J}bq4ge^K7c1Wirrjxf7Z>ZKA3R^6#aYrYJ<pkW%y|ijK@0eD0)B<gZN)B6J3#z
z0Np3n^*ZbF*HljsP&vFXmINHalAsdcUH%gt&?V4rC(u0hq@a!33Jm|<k*~imiP&!G
zS6IrZSdaf~cp?Xj-tf~F+vUixRZ(;LpHny>@Himbqe**M1*u8@4IpG9lo}UOL>@U`
zs~{!Ge})tEN6!*U%@IxoepoHng9DCnAm+bUf1*dR8-jGZ5bu&QE0F(hB=~}SgGlU$
zKA)7Xe~JBj`Zlg$&+HF1j(FP=2?gbUtpxQE6Tl1W-U2KAH(GTgdTx?VpXwJ3Vr*%i
zS@G;ibpx{ZG5)y_Q7#dq<%K~4!#9{Yq?4}$O2Jeg#**oQWK{oIjEqdF{EKnnr;X6e
zXoOO=f-G5gQ9Or#j?ag>B_r8R27VYOhT#8i${(o`HrYWjpmU)^N$kIn#r>UX+qeQf
zf27{VBYYz&;yl5#gvu!Y>0UrURKSE(*V&a^Cd&&LjCd>c`{UUMd&4o07rdb;B&(|C
zcakQC$2ubvb-)q0@*>V%5;4oR?;L2>JVlBwFdvI93&Nf)j7Fz2NS~*2IC2`xVK262
zUtqtJ%Va*iOS?V)u=XdRQf-}l$O63HU%Y8{rgzCFSIQb5H>n1Z0Bzt$2V0H!v*65s
zOZI`h%H_Hf-_|Y`oweRzJbWdOMy*o5wf(p#m(AyRSarmp@J%ZE7mZ4#tLSpK(PUP)
zIN5W%^J}!v!jDnlVEPe4fod}NbL*!;==PCq4fPV5kd{es))^CUTWt4>#kgLqF12q>
z2SuoM`F!f%wB%*8J?$QpPvvyGJ)E@`$9vP(xNREsY0cz|6|S>iTzsY1_H%o@=p<AX
z3P<~=do<9s1!rE?YiohGiMWAqY@zo;nJi}aI#P_XMa?!(1T=JvJ&*U7i8J>IxlEqh
zkA5hK(G)rYPKAMfF}Vu$b{GaQO0O5Bc8_z>Q<bOyNCc19$&HoUWUUrEPQgIC<GI2r
zwJM|S9zSb8lD%<GxR@M{ETSJB7D;2)D{Z$gQJM#%=yJ*5<v)Lr#8s<x8O@T05z*_k
zG28Yshq6_ABjL=06Nl^6T5Lq&Ht!8a$)MB7U7Rt>5Ox||KV2tq-lmk4d%Yr!9VQ>2
zuel--@<}E!tEVZ5VEBCeI#A+pIm2qSP+IhOxZrOvzm0COH!vQ_v_H9Xk0TZv-;eiR
zx_IX(Zfh*3s->Dc+U)XLqAR!T;^A}>m9g6B%IM~Hy(pB9L!UMn4lkwe^m??p=pbv@
z?H`UYS1hK~X#m+i)e;1TTu*bfFK>>1%w_%gJ-e8J)fcw7B-Hhx(FI&P(&a~k!gAaI
z!Te#_Y<|nP8AA%F4_*!90e69BvsJy@<Sb{L2E8x27?avHPD2Iqd4fUnc%e{8gh|x8
zr)RBj;hg597444%0>!dPJQBNslGed@=7}V&PS0h#4OS1h(FJndc>y8s`HerCEj~0;
zqJ7MwiOJ<M`aNLy*YxS@T;4GU@9eO?GMGBZ@O#fnkGDCH(vG>FynI!**!UGEKhpIc
zLd7n*FaEX}(yEcIwX)gaEo6T@TQDDOG*kf@5{+m30N~XWn{D%QJ;}vD#AmX3*^gV<
zVD5Iit}{EfD3;BcOZfs%z-o9yxt??g{q64zZ$`NaVMQHlBbQ6Y`beuM2=0=K`EWx?
zfj5u2*mBZaYC|7MV0^~nHy3SX9(=IUEUhz?$P)^L-h7LZb&FeNrODxM1+4U$e-jE`
zu5(@*npl%5jKtzaVeogwX8H9QtbBWOFk+5clTsi#8WD*#d$fDp=>_-*+n+|+W4e2&
zySrHQUN8A^a<YzXND)J*QtD|Q&u+WH=dz1F;1?ivO^l2&nxtefWJ@1}h#!veT2~l>
z{Tyv>5a1TK-RqBlKks;c!#UnS!0*0VX59>oDn{kL2vS+}&!^srl&K3E6;ghYyNkzW
z!ypIczsnQ_3N$hc>In{=Bzjl1cK3+u-j>BunLL%gzZ-<Rcru-G!`4b1x9cSmAw8at
zet+;c@gyGeT_XuJwAx-KqP=(~?ZB%YXs%Wh>1M;FuB`UQG;*hLcx21j8rh_9W1`?9
ziPC&IQhZP7Qo2-LKlk8t(D`b`e9Ng1+M}~g$6TXp!DQ?e&`jDivCv4QBvPCqUH>Qh
zYOT&LkBK5DbA?Lv?ldXkwyU_Df^l6<cG{vsyEOQ;>J^EY7gJQ#)Rq!8^|l5o)hZ32
zkG{fwG1>L@&sZs|*a%cI=Iq02ovhImsysm#mqZxNzjw<(g!~h4WaE{<ugFZE<Ti`7
zer!b1G|gYD%i+AYe;5i0Kj``9fM(64R>0qDtHxY&iQwIKz3u&MB|<19W(Bsry?v__
zK-h(N2!XI`)t@gKmAOGTw+=bxZ8>|mSlK@AeMMa2aeY&0?S*GYok-U^ZnCf%b-wmp
zyWR#ZzT#jxK~-m9Q(2QQuO^{*sxODpxJVF{OMIG$V|7fmTDk0J_|MG`aA3^tlR2n0
z*mV&H-2}s+t*XS>{e1>seE|a{YjA#v6ob%>npWqWQqCQ331d;qH*p8C-O1GtY$}_#
zYB4*eE~3VsE3QrSyuQIGN|q`LLX*-@l~mI<_RISjMqRn;veEbof(8c=Syn83R&z8<
zeo132h1PklBfC>3>0KX8{XWBPv&n2P&Mcz1*8il_?p^<4h$#{Z50%MhU3Oo7m_)C>
zzi_&Ai%DO;R-?SAHK@Mayg-8Y_j%jl=UWf%Xj|gK2N!VQc*N_i6;Gmx*#&sO9&l}z
ztyG8h3q|8rsqPLISoT&M&gL{lc{_kBHXe_~^mo3Q&~!~Fg^}A4)amq?VD@gRD2m{R
zgbf^d$3D8g-ikR{tz2_$oc152NhM%XHjogF+AW^SoD$cC<B&k!lguC|i!Km3oirNB
zqyo1Ynd`84T^W|s`3Y0bkwirT%Afp4{TXY%IzuO!eYB=nZ}drDDT7z<{Y#Xda<}0T
zU&bQ+_fcrNzYD=5^3@SG%urU3Qsv8p8k$K~zQsWuR=ZeC&NSA206ZH96~ix6m~Z}2
zM<?}i8NRk#t;Ok;fjNADqK;6^#atto2@qcEAy14{=ICK?NLX|dkMC94Jno_+a;ZFu
zrbaY$-{<gIGxROfZiv6ERT+QEl}N^`WF##>VvG^%h}8+Ix7$~KT0S2aFW2(09oH@S
zhM@%7Q)I})bIDy;dDeGEZPk@Xy}_Da&niy`NvVY4(U7enq^=!IWOa%pd|{l*ZijA?
zROo{IXY2Na1My}p+IRBUlm#H*_xN?j+zog#751_6s1fjUbH?DVUUfNZ^*ATTfczD-
zN?a_Pm01p7zGS`5Y$Slx_@L7vjbK6wc)(XuGt)<q87o3~@*Aw;eXT#BB4819$|w0j
zZhK)hF!$wy*W__CfcA+-v-;+6EW@xTR{rb{omL(7ZM-%2!!nIv3S=CIynpOB!4B`+
zB9km~X}+Nt0{D8tR@4m-gh0J)`N>v%^_6;K7*tZmiIKGK@0v)6_<T0BgW`{8t2X^b
z=PC5MW9j8;<V)}^cn`!ONMD=uKGwTG6q39QtmX{Pc?AQnB9h(QQiy|Y{hH(hrvGjf
z-H<>(zmw7Wq9yDsp}vtD-nNOnWeYWe){ph1jllBDdwzasA4OMg*QY6;9}8jyOfsz5
zQ}DmP&dow9j{GJIycTV=P!UZ{sZQPArU<keA^UK=o?QqCi7AzDO+MairQ_~O#n`cW
zI`mS1L8bX5`Mi*_i!^?_$8BDyQ29~0OvvjZIJS)168_=ERWA}Ae!lYR&MNr%CH5G_
z@~NrSit}s*f3_P+3jfbHkWiXFrseS7UT&MUngYAt4%^KZmXZF57GryD9v|4~<gNA_
zR6k)Dw5z(nI74z?kGmGx%Ca+)rg;+Se<xpf&s0@a)euinZmi@@{)HM7Pt(!M0hE|v
z3GAzxCS{{RW5Bm=wqanF1CR5alH1ohNCwY)9EDe-p~nv#<$MQ~2C71k23yeLa<fZO
zo>`GT9=H-j<B%y_$@#Ial_%pRciDrq@K&^<{!VQqvZv-zye~VTt5;)&8J0g!Wy<H?
zbj`ilg)X&dD3O1Xh?2m)W_q))NS&ecdA3DOF8G_^G+*#gs;}>ziD1S@nWe^mV6HMR
zj>MbD^lg&Utm<i$M&k^Yg7QI@HV3D^6_yDUgrd+|{z|ns@bTUV1;?Hv^DggA6l8KI
zBjZ2oiO}0Re+L;%)TRit8I1WVMuCsU0R!l>!i?4Kj-E*<2S&g)0t8qU$+f5<m=$Ib
zdYFQd{DS3T3jt^+h^BIB>R*d=M7D>WNl#4iEHo2U<!{S)xFgjakWe|qM|L4`7po5z
z&WIWQ+oEqnIg>&RlSf`JOB}EhK8Rg^&~#HtN&el~_r#!FO=)X-uPaf>{+k5!up=Xj
z?c$b%%l>tbHxa}@+?xQqW;*rXRmK*WL=Uk4#K`&^sBZ$mEaBPDrs?~?&*m)wVBTVz
zOU?D~EcOF-bpyU(WnT8z<}N>94%96HWhdBw(%viZZ&wK1@j$;ucd&Ztbb0VPe$*Z1
z$X+sP-&n-=%O28dT`Xwv(fB-{+z-+$J}1gb4RoxIlMKsQuQsg}m!VJJRcy4p?;qcG
z$(IB74YMql{GR)Jqn%4ft(Um&K24uq9jkGkmy1t?U$*2%KDNarRjQ_R2Q_4HzJJzl
zZ5i6GckJ<USh8EyJ0IyN>c}Q%MUgx^oh2Q|t0u79Ze?}q1>LsRptxT0)+99#Hzze5
zXtg<bT|4C1ld4v4RXj<d8UGeIzFEL6<1kG(x9Z!;2OW#US~GylRpqo~x8Z(1o;R&F
zX-FJ)*Xr<;$!fU;=KLOq0Z?7r;vEY|wi~U@&LP8lh7|?IG#$N8qQ%AdBLxGdwo&Xj
z#-j$Fl+r2QJq7$6sGIYe4SE;y0e}V@4F-)wak|w<o`<cOK%F+wtTncgv-n9Vbx&ot
z-rWVX;)!~?K7uWkSyfJZgTb?F(=p08VujHi!(y(7D-MIP5jhZZe`D*;RZJ<et^we)
zmTY6q&7qzFV;`Zh1B6@YcdXG}l;lgOETQ}^f>Gu;YAhivMaFi3fuG@E_(5sg39B~@
zE_q_Hfh=r=PB*J{*}l5=oa4CC&|T@q#umL+Q<Lyc#|h+PW}ejk{!?jvuRml2I#b8&
z^U#LZ(xwmqi6AHxo3|`};63mtH-<4UuGRi@GMJ9LTBjQl{Jk(7<ENOfnuQ`)8Vo+C
zJ=aHZz#J!s(N!pnI!mEy$QPTn#+;PeZntNPwMnnS2#n<puc^Fz3Jz__99KbmrJMN`
zI6VJfI(%}8dP5zBOE&A_cvOP^ZngJ20ZpE}QtglUhnL6oN417S+g{O4Ei;~?5i!|3
zg$Bd2nN+Hydpsa~!*bb$HV|aK^ln#r;iX-?)`(&?nS21hrAtC?cbDfAgtD@ozTiBZ
zhxF3#8R-IE9P^~cbpuyZncV}&<Za}L(<)`sV5H4w%V-R;($0Lax2?RdNEDLDNcst+
znT}uS=S0VIYPC8-Yw6ZWARh2}+6*5*fcb}`w{(r(59OH?z}N%tJlk0@UjV^H{t3wP
zi_owvdFa=WCyC5uCT~P^v)hM_=F3eedM}z|+i~AZem8U$(eFBEF@3zRF`jRaB#K;`
z`c=%3>ve_<c6oj}I81^qtr04iqbYmqgEZ|A1WrD$^eT~NZ8qcw03^JfKWttceJ>N-
zz;s}8V)h34;pOc<qnYaQEodw^ug<RMrcGuoUo6UV`?tOJUHw;vtxg|8awkedvV7qO
zEYp&ymD?1X&9;6tF;#w_W9n-5gVwb!%dKqikgYBN67(m`$6aarMZ3qINg(u&U<j<a
zMa%5Sdb)p=PWwn{*6-NI-?fSlT&SwnNgOS#PVg6p2bN1DqR_VP4}mb7LSk}!-Y=0C
zdFeHdQ$I}j*NNiEB{-5@({^cdTnn!NFWw)!3l(W|=5cjxZRSM<{Nv(I%INYHb_6dp
zawHO5!U>BTHLEQU!Q*#4skCklAN7~<Nw|Mp49Umwz8m<Da(Its-lkLu<ZyUZiL__)
z)Gnv<BY;~=SyMA?UD$3wArQ)WVyD}kH)+2{XJ2vDzXNxVSGC*Ic&H1dOM2NQz;&qk
zY+6&<VfX?ZI3)$2&$%DhoX?xR9=%C{X-Q$UK)1vFp;*8B1vy`gaXbCHDT7+{b2h83
z`m4?Rb-oe1Hzu9#TIJ=>JKHU1z2#J@m)X=X7ASb!$L$>wJ@eHf?(};yXt|64eS9XD
z)pAwaiwz&UgH@TjpUOCJ`YY0v>+=v#6~u3>M({(f=fT$2T=&XS4AC>>DU|{xvEPcu
zwcNI^j_S!%s#gX`tf^oUq`aVFn362lFx!ToN*#0feOe994^?~~m>@ar`y*MVhmJ1g
z6Iy1%b?WVLo0Vq<P>UzE+&+8vVCD{^o=nROW><nEGw+_RS&}POU5<-?Dc@pNpUnb7
zD{Dq?fY}Dk63=dkC%?y?Fq3)TL)NS9X4~3(wLZMp85O_d#q4i;0yzf4IwV{c&gqn4
z*p<`UyC@ZWfMMg5ZpUn$5JNDu84%9oZSHb^%_b1p>M9PGjr%TNST{&Z^IW=|0}?pN
zZ?S&Y?n+3j*}4<M|2nPRsxBE2Y=5@D(gQsSg_L8q*#tEeS~;nF+U)d)Z~G-`jYrH$
zJ6lmX&{#|%#VV<%xr3F*x03t5a2-4(n%#0O3nhLwx7+#>U&mtpY3j;A=LHELPWbnl
zWM4zaSQAnZ{lzfp+vj;Vgr+|POkbY2z2R_yVw>^ga={N7n=klYH<6I;jwXeVj8%Bc
z<=}=V)CW>;t1b9QAOT`t{fwgSj;*Ygf37_q?#vb8@g7#V)GX#&v7VVZxa?1?7NxPV
zoB|Os!qxpPgTFi346(xO4ZA=6Vd|s9`Alc@)*5QP&v0J%`J;A*8uX`h0(W6FfrLgC
zTeEVlg+#S!+}T29KT=amyT5J02?d#)ul%uEx0`@1m&O!-SMblHluA{xJQv(tZkl5X
zo9!J9LdZ&uv1tb_M59K%{u;l}qXJ3qkA8~C4CZ#%ltr%m;)$6EViDN=qFP{7t11un
z<_<KaY1Eg(Tmf@O_FPk_q2G@e{1s~jy#3<?FngS$8CuC;t#zhDdd5>H{vcJqWTRjo
zNO!tD?=1wT{DvH4tU(n_9Ns+|q!O61y*tIaQN9AV!Kw5Z?h7GmC3U_H=>f6!&oKo2
z#=C&Cffa+G8=`(`=rR8<U$m&=$zDunD^z4ovN>Jt7ux9df*+0HBjC)}%ivft`ko!X
zy<N>DP#J!~3HqctDQ+lD7>>ZTe64zqI#DTZ@A5ijG7!&UGhRDHAOeF#l=h)XWe+L5
z@oe2VWKb88i}*@`S>He!hKgkhV$^(g3lH~^#!+wIi353KBu0KeWRy=aSun!GL8@3N
z{?htKz)xw0Q6?$S@a67wCi@H?$J=ryEMuX_-3tN>RIlqtq#qAoJ75@-hve$>sh)wo
z)}eKGC^+D#;P{p*9SQ-vt=FHd{L|`|yTMq@e`>hNAh|g>#OCe^TgLm9%=KY>ABWLt
z{cW&ZgZ;Lo;6<%(tUtn9U-B!33Ou=wUdDHOFewRu>&ipkQ*{sFUH9jdc+HI7)K|HW
z9YYHDO{~)E5Q)J=e)pHRrxBKwx|Wg<zwOy&{my)`_s`aDC*v<1?hf93Y}Ceeq$jeg
zb48adNIpf8<}rBOGLV0yD>D}MaMRNeJn4$EkpuI^BKoL8uF6%ZvuGuV4Itr_Q+b#~
zru(u{Lt?Uu%1#Ef3}{;&jr9F($DN-?oxu<}>x~tpiNA&GO(t>~D_G0G9!$Bv&2z3+
z-Eytq(b*DPWtgK*OO!!Hu^w@2%>PatI~!GOIEUGv%Cg?d%U3&sOQ~`|t<gM$e;}nB
zTWC~(h$WYbN3Ivy_Y-*{@M&W7Krv!&Eifj*BM$>)^-o}s!1Y$#%_do<Y4g~;0709%
zLWv*wxrV|KFE97FheeV3RPTSn=A5L4o_6|!@|zw4cetO>sbZzHqp;r{UF(#hKYQ41
zKfg;DB<8m_k6KnwDVDQe*xnvEC>lWCm>hMSz@_k(jSe@N4K_bklAoTmlK6(Ddea*S
z$GqGfJ920ZHg0#TR%{4wUkp{QHN}88{_0cLnk)CWP^MGucEK<+wJ90>)kSBEz>X+3
zXssX`z#_3wIfG5NWBezUPezgzYVek7fR=2=P`zrAAyBaA)08w4E>)HJ`}TE_tZ=OI
zI!HRo^l%K}A4=+yG7GCaVmqB~_kd&l(8{V4Tfk}q2!x68(0XB{@Rgj?UF<jiy#(lZ
zm2x$Wu;Zr|rlrxwjFn+^Mq3vP!Pe1sEJ(a*h_0xRjk?$X47Snwo={eJ)MXNgsSx>k
zVr0cQuO!k*X`XPDHYS@3b4MkeHQO<h)o?1=X`&y@1v2JsCseBs5DKJH@J~=NnH;Vk
z%(tkRL+IH}8$ESeimc)f=ZnF<YeRJH&<F=kj@B=lbXW5R@+4w?qAV)Qou7<j4zx;E
zn@yT@mZgpKZ^-1LV>JHeP!LH<BY$Ry%WtP?gJj%gBsBDQmld-aT-j70!}q5KyQ=BW
z({UVu&jlycL)aIa*$Ba4=pT{d2aR;AC3DG#d1HF1<KIAjN=kETn0?WK0J)lQcQ8Tt
zN*{SqC2GynjmJ<~FK`>;o4~GAUMKw8Tddj7C>6o9Ir}}3*X{Obq{(b$m3a_ump_%6
zE4G1lNiA@iNDl~IB8|31tzn-Hhhy;C<qAYPS}IXj4)2vQ!~3Y|EMgc^u}b`Udhv8t
zfjdqS7RT=WmLJTC99T))XwHiaubKu|t<_GZnH))4Z|b~JWBk=JY4zvHrtSD3?67TP
zIkI$s#MKXxo=7l6Gf|hJMg)IBi;CiU;Ru|d9gHC*y0da+>?-0Rbm54&xM18)=oB97
z=t&!5+6?pfXX0n$j%=yyU*`fK5hKg7sUMg3mTtdBi`E$|?&svjb+LaXQ^|+&8>m!r
zJ*>7^t6mGbM;XAEyPk3WZc|NZlHvD!>%kG&7e`?+e*1jjUlRmIGAg@l#RDBK&OPO-
z%CgE3({T0;4`&@?qrqZ?aY3*s*~5!x1=fuHa@*}R3%12T`17Z-eLkwG*<4?wHRcON
zM1<lec8SGrh44!FDFzx!X=L@cBWiF@7beeaDi0JsP5Z?Bdi|^ul)jKgI-F=;H}`#P
z3uLvSR6QR&afgv6t+6_9qayymCM?Oh+9z)3L!Q$#+FCaAE4X}$arL|oPSbI1hsRBD
zQ7&4qdQ=d3N?loEjL5MTIe1d_Dy0n1J8KdiX4@G_0$i{n9zeLQT*f4%ADm<sF%@oz
zTI#p7jS1)b7rN4T3VD0n{DL?WP3YG~=w5j;6AG)(pQ`<VF!xv2Xw+8d!E84XUnkq`
zPi<5rcK~NdE49tSah{^j!Z5paF=o4W&$MG`%bK+&2{?L(6UU;{ddFo5(%s7(-vK+}
zyFuN*Ls5@1gpztB2k9dV*YcxeY7(!}t)al49b5gtF@MTH;)!cuT3f*}Jyv;rsC<i%
zTifwQysK{wF?Ep{&aQGQRb*7W7N9j&_?0MqNSj1Mjv}rSfJv_j{^T1By1U64yOe^p
zYxg>ztHvS|$a_FL&y=fgEm}F0=Ai!IKBO>`KyHBIuZH$+dbZDLRi*etO3}q|Hcb-e
zAnH3BQT!P=X?P7_>)S6l>UE3xwD0ns$<jrWI>NEYcfrwVp4-z*`KW*f`7quzQkcD3
zE)I`A_!kyGgzS_csU@tS^IlwHx2rRC=E=<F!~;q)Te;bi330&7PpqJBz$&mF1~0Mv
z(npw&6$~!)>a1_93Hojs1$*~fl#aU|eMCCn{v9V3!(ipjEnJ(Bklz!Ykk9HddIEbB
z$5y)1;$VfnkC+EVK`XAys8mK*83NQk(m#D-dQaa(I%SpAP?GKa{A<xI&koNC<jo<G
z*(93ajI>#D<*Hhf2gw&R3%)#NoM+m@rE=xc#~yhg+5?9}YZjnep6>tD(Ck$n>;)B7
zrPYotM^#>QW+#FKUPXYf36IZWd{PlaYHrdPUMP)0a%|)nPa!cte`4XR*<d~6`zNH5
z0Bv{~Vva294&536X0bzI@9);2ZC+1NI>wAT)KqhtCsZzawrbFv@w(P*rAGO*MVv7C
zOJ!#Hq>>}@8zLUx<Rl`Uo)j|j>1x-?Z~M6#ZmdzOG!}B1#2%IL<bDGzG&mOtCf|}r
zDKbq^4#dPc&E*nF-$}OoPQI<{n4vS#a*bk6^{Y7i4>O~Tr2!_D_#lrt<zWdh@O$sl
zNK@lSo+;+3Xjp<&Cl{MJqwOo0Bp>TwO)_8gb`SSqiv{Hb)G=Dhv-!hEU@ELyx#s`T
zPjnVj<Qx@`xNS^5J_$^r;$4Z%l}gO_g!DZ(8+(vM-p)>5MA%soN|YT2%baTs+{QoN
z4*Tmzm6pG&7Lqf{^x_$MVVyxBiLNi4;m|c=vv|ai6UZ1hoGVIRQ7S2XzKK{i9VBe*
zBR19$W98LT8q7|S-LXWgNaYsM>PY%iun>6WrC+<HFEzm=tMiDgDS}omx=XAz`4Y@Y
z(#9<wl0eM;+162&st98O9pjHa)ho~J#RM=tVV8DBKD_YEq0}+{X-b(%zBD4UX6d_5
zE$Q?u^lmjqXFN7iRG%h#yBU28#HnANB`0eF3l~Z_W*iz+N+_V~AP3EI(wQ9z5w!fk
z4AXQaNTk(CP0z53<HQERA8Ceeo>xb{`T<eX3L%?j%3h_KkY&YJqOJr3rX$!RA-3B%
z<CkJV)b|hi#tWf#sNYy^*2}Xi(gBsbe`5&5z@C`46*7soIl<l#qxq)}gawhIv7l2Q
z8z3SzB<TLuI*=i{uz?LdS(+uO|AJ)#J;DNb5<MLZ3N(MQwExRt%r)>suQ&}Duq_NQ
zZrAfuezyV()asYX6pG>PkB#nf%#Y=$=PDD@A(jz$+bjRVa?W7CJzlrCtEDaD{F~~f
zBGxNI`ulRZiEG`yl=NfWs9g#`hkk;ty#lDMkc^mut@v%zmro0C5ZbQ{4hJXqbZah<
zJ#7+69Z@}xd*U1wqB#<i?ZK-q7tPj3AJch4HyY|X+D8b!k*3VIf{9z7e@+m{vQ4lV
ztvdJ&hZXhnK^Ri@kFG_dAI%I|qOd&VGzG>68LBv`vbLxdnQVn7p0V*hO=q_e-pW5_
zDdodyK@o@vtC137W-%;|`B_m$;&{jEg63c`e+PV(=*f^a7`(c65Xs{wzIqRAiZqSS
z>9jlE3<zPNc(eArZ&Q^&lr|}1J%Iq$N}0(dGJDE#GUKY%3nNvxE-UA6Zbo;5ZtO~G
zSPD5}nb_t+^8#qM{*c)URjygi11;F<aPJ5Grm^NKvCZ~^gp<b79@LG;<YDlr1K#dx
z-mbs5cv*MO?~wo28;3lyqkNUA-_!deleR#Ie!|j=^IO~_=Zy(8;`O1j$BQ;S-puGs
zV6PCw*lr)wWzJUdM7i?=K8MHACirIapLjmjz7FNx$qfKi0>vSoIwCeHZ144aChRaE
z$lbKX<CNPqT~VAfFO(hQMwG|PjK!AjV8Y92r?932fXKAT-r>=&0>mM0_9nvca=b4$
z1B^bOQAP7RWMWdR91nRYN{M3jfhbL#sXeF5$r%u(k0+N6^<Jngp&s79R&m^v8Q~t6
zxop~1?&=6m{;JNxvMufsU3WxwB$vax=ZWqGOPaz_m)%T$TV<egIr`+W)FqVImloFX
z6yLmU|A2zSp%R+l1h+pTdcX-Q-I)^U=<QaV%%>76#43=QVrx2@8tm$lmj3(_)!z5B
zvv3qD0|p&p0$AqXwWrlS!?H<ZE?Ww+2Z8q!+l&~*{+2X~$=)e6uA~`6LGe#{DbBTe
z*4=G}Kw6V5QIIg-505<0;kq(UG~4xFECR><vN!+AJ)z1wB*R*6dZqD;PNwkyzht7g
z>*dDM<wyQx?l7p&P-ONju=>5$;Y`7s2dtmKFDJciv_Gm==uCC6Sf8K=!S4HwRO)tE
zDVr=snoed9QzX&Kn;qY<uGE>d0WNzt-$QnXqZGTW>=mIhy3IIE(XN{9Zy&aM160ek
zl2eWtbZevIRPw-D=ZZc&pGMEQUD>VHMOE#cC8{@i{6%QY@NIWCnhfPKlB3*5OJ>vW
zGjjO6k~ioai#{jIm>Z+dr1_+!JH(rHzyVI?YiExhyW-N@o=_4#cBGkQQO3gt4j;D_
zkYiAf7r#$8-H>>`Ag1(KLb&U?HqnY{zUx4Fa?UvJFCS;xiF^ePnEhw=IcI8UtZRr3
zxEpmmh0JfNi;)DfT_QPWa(5tdK*;a?Yl?K3bEES!wpoT!tZ!u|Q$Br;ZmxXEmcz1M
z^+*K^M@Q`X@y|$R{E%ax)ETD+M!p_bLYnJpwNA4LeqvwkatAb9h-Q%wzxV#Z@&xYU
zA>{mt+8HOD>J_tw&MCL!CNpC70g>{i&BiYwhRvzp<w2ayNi2$=RvXL9wknlt(h2Ua
z?+cdfA(5G(xO<Jut`{3QtUk{ry}Sm)k<r7}bFGASJNBj%x+?7&?mSS#mHC0<^OfAL
z-#8lm&t`s!j3j<T(C1YNb_299N8`<h`zS;MA8psgQ#!v-()B-k^Buod{#mN5EKS4d
z*V_qrv0}L{@_E1-Z+~>>XS$R+eA?&J)-Yt}%!zj03qaC&*z)1Ly8f(HSzDcza}(p*
z3s_&NpAPzi6!7u}BTP<4A*=gm(Uh_%({)ZZtyLf&7<~kU<IhTX<&YfZi#7!Bt_)xB
zl6ilahWy0gz*!09*NIiMo-LA`q|w7BMIhje1MHKDF*^@+u;F`LVH!<_o^1lA*Rl5;
zjK(4jDRm3!!GnN>q{olb%k%{rM8b7k-Q_wNRlA;iN<~>_i^Sgqm*byC2QgV33-y-V
zhFR?of2O#vW`wH7RI6mN*)mejKi?d4Gn#E4aXCEa(u2$uikIsz_3kyIfV=qL(`8~g
zy=AnCdM`OVUM~;l++UbD;(@h&<*I93Lvkf~IarI;ma1A>vt12xM2Y;b-&VTrzaBZQ
zjKTr8sXf*BFeZ~XO4h+jPCpTSzWfjk#RtGw{49eu6deOkqm#2=ns)r|l<%=%PjDjb
zfEU&l`08g4aA`=H)O$RsUB=@ToD)U57*Wf}7YmL|4}{s~oNr`Bp~G2vHd6TX5q?WP
z2P9BPELR=aiW_8e-22&K%5XdEHZU~|YR-uvUHCB=Dfbj8lBEg8x$ge<exl2@S;=Fs
z>f4-|<J%l3qgh<xt^m41{SF=wwa`>SCsw1DjVvpgk2-cc9yOY09phtaVYz}PjSWoP
zqn^OY=^>5=-g%u5!O$QP`D!MNV;q6YC4c(^od)Grg9OR?#)jip+NJ!dTxXg?o2}NA
z(xHYh5{}Oz^>Y5Ban1E&090WheS_`r2}iA=PNxg_<U177<rYU6?(gj40U*atIvN6W
zeeFZrlH=Rc(ighqO0~5->v|WT@4fEm42p(>W%nGY9r90CJ8YHO;#+^%?FM|m<&P%P
zDiGxib8DowF?9mbCk*X!=hur!lO`KAL4c3#=1w(ezddJm*N=^Tk?9c+n5~=VY~-g;
zkZD_uL83$nkS|%eu;g+%WfOpI#}8LVUmU6IZl}Rbzwu}}`{pHNfT<YZ7~Un(?O4sK
z1MCw2sNu^m$4ERVuXOK~@^7B|&xd(rN`r6>d2<DlE-&jMk$Y*kDQac4JjIvquSi3B
zxrHBS#gm1yaqv>T%D)JCxf@4~Kiwa$O}IEJveODjB7O>ut?oviXCYT5UD4YUtG>iK
zI=_U%AOnhn0HqXWS-vAb>ZP-G7(WeFCSZbJ%8CcN0z#M;KR@m+$5-HB$WQ{fJkAQz
zLE-V|Eob7B0)nGg8jnDlQ;&;hlfP-7kcOcJKV1@G3rgVKi}KK^&kg{=M8>4wo?wVN
zftL+AvM7@YG`LPDi3Gju`!E(++&;Cy`g)n|eD$e4X_&n##tZh#G%gS=6v?z69Cc<f
zp@YWc!J_!c=DYn=<Q_48WpYP}!ASgM16_lKJ6aRzsWv4gGQL!@_KX~g^FzXAKga()
zzTW3{<$H|oS~(yb3l|U+rQ&I3+}+{yg&PU=n*)9@Il=Cenw4lZ$rtD1(9(KLgckNH
z$skmWF?1GXX^KXT2|qouT;0c}Q?~Ob%PTDEtqyr>=_Gj&F7eo&k$6%@Cgq!BmR&Le
zM|3o^qCFjHcdw2#M8tAa^)aQk&Q<2RCRf206@yD2M?;hcS-3|9IYw$y`ZlKnk0z6v
z`A4aRx*@6TSyw)Ml1_^WQ4yl4HpnXD^B20P^v1DC3x(hYi2O*8aP(1A>BEnGtZlbD
z>)Yo{en>dX#I&e*)hu033=#0-{*ahf9Hzdb+hvl#M=T2-kNw_#p;#G|GLQ9PAmxra
zS}M4q#ad+Tm4M42Q{$^VSPr;u<#`y~rzUX7@WTQW8wq*b3V!a#3Y(k);he}fbE<_0
z0h2Msb>2?!hso%NS?n_%Ud)Uvu+%2qa@FliVCnU|{eGCaX4Ohv^WG|hzP7CQXRUg_
z#+7=&&RhHO-j@ucNC{`VST<hnN4)J2YG^w*)>Bvw)O40$julnM$iNu(xw-z6s6rvl
zMa+yp$1pn&lPv7V!++8_`QP^ov-QSh)glGZR)9}DNuvd~5k)R}!I%mBH?C?Rhd?q_
z4O=KYk7SrkCf@GYzmzczK{|tJDw}%jIz)cCA*k04hHIy|o=Uw_^{xJhUVyZY6O7rr
zg9BZuNNFbQ6J9>PEIYjE(d+t72apo@$@^`4DUS|NY*AmGIiVDJjI}qO-W(anH|(;?
z9lJ88xK4K&+gYFA2@DzXeyL#twA|BK05rg_B)(1?kHkiu7a+|RfP$?^Lzpx9?UOci
zuz?3YGvP^%c>}Ob88AV!WP{9N#F@^6_dX%YFo_uy12|>XBekr#qKnA}&P5Lowa(J#
z<VIuq(A0C7ouZE9qqGbo+JpxW|H2v=AJ~IoQ8yH4`fnNFz=DZEM%)k7wURr+j7EpU
z-|62ah!=4~Ezei$yCotJ>DHXSkys)%+iV$^W8gL?eszERh;R?9bhxxneOIki3ZA8q
z%cuuZ-}qNu4T~lZ=@ZxnjS{dDBHy8+;j#JHbmL&H%-F&tZia>bnMunWV~UNnC}&6J
zD|t)xM|fnozqH4Kt%7%w)d+rDxrcMVTH<dB4!tIuig7!BX_v20i5@&$wtG-%Jf2T!
z{Mm<iZ>cJ8vQaY4q+P9o;o`VpF^|c_X3%J^qC4_+JR@sE{S}E2m$f8BqTklJ3;~-d
zE<htp7X`{N037Tr^J2Y<N?kNMYp9}7p>_9UnsjewPL!8#O<E4AoE`H#w<(z-Fym&G
zdupB3B%@&o&5CR%_3B7eE~_#29U$p;ebZ>AbUI%YX1y6K!(&tUQsR8cIrrJ?j{Mso
zGDh(kkUNZUzIHmbdY`UZw&~kxS}297ANMv}SZ+R7@WN0o_i?$@&H~;No%OnXl$tx9
z#>b{29U;MD;0Fdp!00xQ`}l1<p4-)`aLGKgI;x_9J7$5M^w`$4DMNO_W}z0izr&_U
zq50uN;Ajqeb0s}H6Lm@~F#bEeg}+ZHD1%O-$y7`;`E*;_q)fO~mLNh#IZU=@WMPgn
zu(RokB=ReRP8uegny6s?!7RNUXtab5mFbjRDuZ0W<Cuwm{a*ix4D|9Mrsde%c<&^8
zVeh8<A^Cfg#8|c-&6nX&{)FyDpNA}NW4Bl$f&i8axUC`^t5RVW?2TJ)g2vs-G$aDP
zzBsq`H8b8xWT$|y47%ymdKqz1ATb2IJC9_^m4+AvN<kVgDU?NL<8G_X=G1FGGBptU
zMgsg6OWEKx4a~_8>E2dyVSBj!m-AMTv}4Bm1XRC<SM$$@>m-{D!iAK1z4*=#lsyf+
znsj>i)uV8rBi2S~KsC|MQYIP(R@5BPtTi<&%IM}2BMQLntb(HOjx0;U^^TbG#_Saj
z(dkk(-BB9Uanuc|n!e`))<C@z<;DV=`nr1aa5?6rR=#1fS{MN^^!ohDx62NYB$F93
z$yrbV(_V9)-H6sJ;55LxgMPo8yN$kF#uX$ezmV?|&6NQ=SUqcb>Jr9V1tMr!?i3p0
zN;*dFML2^hc`gSk@lDsdf;<EC6D(K<iRnkf6odF<5}0r)5%M<5)v2~7C;@V5?q4p8
zzwgpNJQ>ywVU7QIGl4*I3lM-q|Cj!Mg#(nHbOfh}|EDHM1-3Q-6OR8&n}G(?5dsor
zmab6E{{jOLplHC>(!Syf|Mg`Fq}5#G=n((Q>?6_>1h$4jmiWt?A%b>80JSI8>6a?_
z%d$a+kOsD90wtFCudiyLvSq;1Ev(@`Lt%ie$puLN69jCt0x=3V1ctc(bPA0Bw1x;J
z{jaZ%VBl?3?~u*@XDB(u+pQjrb5&!h;Qx1PU%)mwwpVZq)l9Al#r)yi?_Va$RWB|#
zyPGSL8UO1iQ;f(gmMBjU5($Gju)77V+l90x_VJRR2k^oCGgkmuq(Q`_Ex8pB`<Gzl
z?@I<|3uFyEpG;)1PxS>M;FF5$@w-p}Svyz6y#Y{gXj}zkczypHTxu}*(PzN*4eJ*+
zgTNZ^Gx0a4+N|T>?XH(;5usnNEf`ST{|*L^2*_NxpYcvljB4)tY8;Q(2eVTNa(3Uh
ze|0y|V4DIU;IAi*udb)!W>|!n;zrs7xLHDVe}y62@L*VK;}vzylfPd>BXy_5Jqu=k
z3IFFIP%sWuC{?ew_#7@&!s<@S|5@hx4^;F@7YqBhi!1AYWGZW2J_>-p_PpT(eevN9
zSMcxkJ=gxBPc>cU%<KH^)<=vempeX&kpHIKC&&Ld=Xx%hfd4>om1lv)YX6DFl!21T
zJItJ>+hSq}qkM7grrUfnEWuPXChJT}Mo-re$m<7kn$D$OWGv_|)8&WUBBDG24aKnM
z#^_x{K)n!jOZ5I><y!Z=IS#jeaEpZ2Ejo3x+i_X-@O93$VhjPd{;cE0+aQpUl9tLB
z|7K)7nQt*WzruNw+_2DUF%fJ`v$T5S6%YUeBzGqQiN&^*>?b_lH{-v3Jg4G1PWiFK
z9LCgsG0Xr7t}z)LB=6IH-d+*sBeCx%jkqUeEU@RtDF3qqf?@aL;XM1ioIYn|sm?sW
z#K%da+rHdZK)u~NLPW~5M~bsVb7gjLC>rOFKo1f<ulvh)+q|2v4BGbrbzL#UKrYC4
z+r=j}CPPmd$KYtJtwu4Q!d@|SZy96KYNBl^=%;%r+$^i1JqkHsy|dM+cmC;mH?~kK
zZ8xL&9C#(oJTP~0KF>QhU@?<Hr(-;8j7~dU$qwuBd>IJ*?RbtQS9gA1$<GKrD-=o>
zje6WYjnrXS>UMf47yR@doY~US0Lmm*9KRM#rsC3=+{F*V*@vx+tU6~rPi9gHxipV!
zsG-y!(obF_Q~h{rA-#5VJYt}dulNZp$N;mrCZ}f{2cY)j7mzPmq~!{nIWF%eL-6K1
zK2KMEFIuf0{dDCK64Deh2&AnJ_b;Ouk|EGL*DlziEkIs-wN4>kg9K_c8G2-pYURdn
zWetr|&tvJT<LA!Vbmt7YOfDf!*stSgd|Dh;IQ-*!AV+V5W6+6|8jMPmKtKsKLMoGz
zFRBoX>6ci!QkT+nZcaOLX6GvsnI!V%UI>yXZ#bXZpFa^P)xSi;I)DnD+#dldrAp*R
zzmaq7S}xL=v_CpHlTteckG~u-XnB0Ri4?*XHaNs)Hru(!3&XT1ro-r8>frG?c%D9N
z?DU6>rBH;l1#o?BgvIAlS{%>0gvJ0G@S{SFsY<IenbmO!h{BMJj62UIXLbCh^x4Fd
zK&6;>XVurdICGZ*$rP2z;H<VdaA45wa;S*KoXD)NF}m&pLZ#e}7yiHvE#%F?>`Ty7
z7fO$?R<}2c*aK~mNnZ#WgN+p$zW^EdpGZ={Cp#ts;S5&OI2|HvzLrPdF6|z~fOr<4
zW0?%sOin<TQ_w0LW~Fafp4EDVSF5Bm5Yun6e!X}Tq1Nhfg5*o?6qpH5D4qc7Ks3%@
zCg$n<s`&=oWwZF8WL(JPm{mV!rIM?^!Ri+O7>m|^d82rJ=5I=RN|m(Qtg8o9{{Siw
z^iy*<0Vw3sa@joAD@~TKvYpbcP3OzEOFbyz>h-b-vKz13-S+jsG{1!`fmCAci-PbJ
zpAehXYE|H{TzXhxePW<F4CIGsW8x*y|KApC%-1G2UU}W$oci|Dg2I)Dim4AyaE-!~
zO8GqJA*{AiYZb#&N~`=|g@R+~bPEZRTHSA5QZC*#nvN^>#iG-cT0H{bzS1+OH>J1c
z%P0NvYtTC2@@cpX{))$~ud%b6B$Zg%s=wDHl~Scrx?(qa*BZ)6*<d$9{SFoLkHTs(
zlEiAU3@xruIBeIFJg^hsN5!Ccyp+*=VaMR`mA3t}2gQ*7MFHr4jF2DF??XNvUXK@x
zmE6Fcsn^3Bq-UGDpFxsrCXd(tpD<4mYFdrD*;M@1I;|l}H<T){*KR_7kFu+ccGtwz
z=AW%1QmRx&w1Ci3GYM~YXhs|pczr9x5#ZF@(~BJU6>s-`wtv1!xSl&YJbyizpwqpb
zsN<XpyDdY+<B8{U{2(n|*JwO%Gu`^3?et9T{Aso%Lw1c^%5vy86e<=OmuakH20I#C
z2y)sv&HIWtncYmP2xVr#{hLuRkj;DDAq9(Dzil_MRIMF26T(d(a9Cxj4QH;@%Ouji
zeH9V--0a|W4(RcCIA&KmSOuyt&V;c!aD9z{eu)dwi{rPf+C`4^%pa7AVhR$4xi8hO
z#%{PaToD-8>J;^%taVDeq0{OBTUD4PKnL<*3tAG2C*!Xd%9r8{ik4degm<rxmo&<@
zHSVXfg<4*FQQohe2s)Xhw;*=Q&7X`75t`o;OAZb9cFCNB!VaR67~g@!J>|`D&T!&<
zv-hYu|1frc$DLh_KWzw_rR6|EJA{iFAjqKCIS<Gd3f}B|1Zn+40L&BQCGVPnPDI62
zO;iKY;jaX^;0Cg|AAb$V2Em2=BX^MT&E=L~1g;U;ynxBdOkUgCQD*C*4q>V~5I70o
z5}&kIBow3JoKY5;O|4XEc?GZ}+bR$V0WSMA8eKjR5H4ryYqs0aUCM?s5=SUK;|5j>
zjwhb<QW8p33|EDwcF(i6EnlXmG3l2U$lf>c%T=paIBa+7m@zDl#^aoUN;?QOM)w8k
z6lD@t6OdF?=>mtDQbn?mZIL%&!3+K?HU8nZBx)TFwdvexYG7#p>}%SB7j!*ek>iok
zCjOPR!n(I;-R?91?p;g#oaTt!Z$FXheZMMGUlir14on6+-0N7($SR!92F%C5%SJFp
zTcgZFWmzOk@(Mv9dEeZr=VSFEjD1llRV(sbXp3Bt%jxvpq1S2f<&`L$z=SoV3QP*E
zcRuH=@y<Gd*gc%UGwp!QB6g3L?|-pg?|9!W9P5Zr*JqU(ds7SsLVgF6$3@Xx;>i4n
zL+BJyUIX@E{t62D7VhMl<Utl%Q|{bXFwxiAB?2~N0R&n&4V{8p-2gGG3Ae7kt^VO1
zhQ~`SG@yu~P}pa!{VQj^ss1J!o3t5m<_1^e;!Suc0WbBr!RmaG@!kQ=l1i1@Dy2YT
z5<n79jtNHLeWr_h?bE^N)n|WBr&W|Uy{UMb)lkF8yHrO)Vkm}ii34VCCFn^9<)=N}
zAz7Ip@}1_Io+^lyHwc0?Re?Vg+z|79MXBKxWnlL5<MW?5F^I$IIJ9Msk7c5Pn~@N?
z8F1qQX=Jn}L_)rbxKcx7(V|~Kpgedm66>3P7f|CF2;5qnl0xj<%#uYQtFP8t+P2u~
zC&h3&J*frLLN=eT_v3syB@=Z=iwa;`gbJv_%f_r<5=aL9B@$Jqf9o=?Rk|BQ`8%7m
zj5cptgwkNezZ7FENpCTe+%Q{IX06lveUQM?6XUwS7OnXDu$eNB<hX+#d+uQLxF{h!
zSDwSIQw^25U@*=YNaF2X!eJSTB#<F%45?8yi_QJP;$2t6#jOM3aa{bAZ9?6*+1ca%
zws1Su`HFZzqmV7Il2pDVgRS1Q(^PlW<h*8c&XPC|L|j7YzaXCNKt4~;GU^NVD@oj2
zS8L@*7U9zrtXWEY^ZpKDhs%Ma^_zWPq(uzWNfam&Os403xm;<AZ<MhZfhV!OI4hpa
z1ggJKBYxqpeqY$rU6@k)zWDHa`4;OHO`OSL{#R{WzWE{Y)0e&j_$Z9q@z&d>eo)L#
zTsHGD4t&RaSbSa^>P_S2T%G;hhx(IT=XB_ke*a1n11|N)MG0sC!anLjUAE8u?=U|f
zXJ;aFBw)Ob@1%-;xA>XC&jz;7pkY7xM&@jxyugfpx6}U`R8LX%1yyQ3#mc@&URvg2
z%Lj|KY?w4sA`+7g)zACEXnr^MXFkE7ZVzY4bW;6Bji@?f=ZR$2gzK_{PCd^W=T~|j
z?2TY|Ao!ng_i}m(L|T|kXw@r_Ctiej9zj6(c>eic0C>DMk}poB3z$e=Nyb>1X-?ok
zJ<?bz2@v0LPx??xF0W39Hbqab6Tcb$A+VC!VsBVJJ;**|CzoygX#swiWZJ0M+?~w_
z5Z#Y{XR}<ibs5|B#~^W-b?vch9PjC)V#5ao+>;W2_nC1ZmKQ#%O-eSPJu}3aCyS(t
zXbZH5#*2C}Wu6NPKbYwL{0WKxcEAN9*t0(nHdmpVFILH4E)j2Sk5y;6WOG%IDvcW@
z*ke?W_q|3TXjXWt#>_%?TVS?Hi$f_sE!?8C{dFyT;l!|IXRl1Y5U*(xi%mKes3N_x
zl;j!6%_G?1rmm<?4{az_ERv3Eu$%%N@KLkUWAG*D$RNe1$YS{J)uv>12ZZo#-bE`x
z2TB%ibf&Ldd>&pbd+cmz`o1TN;yV6d>FY^B&Rc9&hO1$TMO?{~B0RKis09kZ)R|4C
z6S#sfeQRjHc8OiK0jB0fvgFN_=<i~JLAv&FZ;02kKu*M=k?GR-56+$=!W7#EBXg>Z
zo^?l)saMO~Ni5bY6*H`C($*a?VloB_<?CGvr7(ICS5Hj~CDE%ME${0ve4-LK`s0l)
zQOQG1Y1Atv)te|#Ms^fJnkKH$)E&?xQU;t)?pkk6B3Zt;DCvYNzRIWz%V#$EydlPY
zcV<&<?h}DM4Crz?C~Gr%ITVB06Gb|CU)rigEwY@i;9Z<<x_Q7!rOXpMm@AYijOyZ*
zP|Ty2_*vzdhH4epS1=TY?>M{M&Fy?TY~gN^vQCQx)Ua=+mK%i$o)u0imRS8tR96Qt
zmRqw#X*B~|Ma1VM;8!PaVyp2lEFu>Tnw-|5Mi267vh1bb+{$oeOg9HS8XP9h03B2i
ze2v-;OkWBBM{G^X#BGoXW@YDvRC^&njZ!M>!vIx%-DbZ-mc)=wYoR3O5aDoWPBKgs
zQ$#UrRG%Om7$}}!j=Cqi%FL5=pQ^+|$51%RAmt$fj&dZ_C9m5qnR3NJod`yML1i&@
zIw<pDkHe3(CYuWRdK~H0wTJlK8oCf`HF$!?n<EAt;Yj4o><+U3)7)8h#kEB1IuIbZ
zyGsMXJ-EBOYakF@gS)$H2*F)~ySux)1^3{77ukECGw%HbcMQG&y}D~v)tXiFt#>}1
zah)=eC3KJnE{)Usg&k6muD^t8jD5mYQmQ{K5CJch98(o7=<>5ruu^+`MH%CJ+hQr&
z$(uOx4_2kri%nwEpWS83G0ltm*IEr=0x(fJYDRXb;t!yi5wmlWc8d8%+}g^#<S~{^
zP@;%8sK9}erVvbWa9`hY4{R!E)u#%WuH2zC_zi%vFd*`V)&M*W9U(sJ+;Q)4mze!X
z|5X#-O8)UB1=_fk*#Bm<ZD0`Kb2s|au%qlg87hi@uX`2ls8QS0$GDIeC$;WwKW$2&
z0cwW;3PhdSjJ{5|J~wKr)$*US?I<alzs8AkXNZJI)pf63l_%>+5w?+a#iW1JXMf_2
zuWIuQCLmU^^-o?#Bl28+ke4pu*%w9$On(CZRWNKLeC&38ec4*A<TcfEB8;ro8V--5
zdiF_7B>`xLew$kke&|J9YcV&O5kom31Oe^7OGmEQgO6}ReINe4Hc_N6=|Fko&f0W%
zfoG|M@=J)pQ`_@>xO$&7Yf$b^f58%!+uwHH&7oAV#xXiJ>$P}{!U&W2xpScMrIthI
z<Q`0^Q+V2m8ETp>VKRTIP%mFQ$Ls|LbD>S4hk0K8lTy`R8R-0(BvTjCBt8VwAr{E;
z17I<PS{0-gmFRL(k*0etP&7P-V;3IY&%V<dU{dxKdVP9`eB7oSU-Q1ZYs9I;p<TN5
z?zga0)cC8-cmzYIP-5m&xaqvy?-BdH2TlV(GW#)y7}`tP3vP(oQIc8gaczLCB-fdc
z8_3G0GJxFa?>Ujo`q|Q-eEK8tKLh&4PY}k|Mu<o1{>B%k)`y16L{?_sshAug)fRN)
zDsEWy!ewR|QB>Ph)I`pe{9n~MaV9cjBiIhl4Er1gj?72NoLN<TgiNZU`!zC;h1f#3
zqvHKsIzckCimgjor5z>wpEas^oNx8}K;0J^v4I7WYDuJrY2plp%Cf4qkn#LedH)0@
zL8!UUuXs6N?X6D=p3s!3Q4}-%JITC0LPP|`2GInAf$2|Eo58>_Ybl{gO(oQfoWf7{
z<HKMuCl$npF?yDOD481_{BGQD-oMuWwpJnePXcp*hCsysXd2V;<R|iqtN4g?T$Znx
zAE#9Uv{;YSV<c81sTe=#We%dNA!goYEeH{VS!cnZX(vf4;6K?68?0}~W@Ww2<r-HV
zmHLaVv85{JiKu}P_uO`C3E#FvL}EUnSa6mZ*~OnkZoK+z@yOq;QquH)+YbRo1`glf
z4FNNFvrZ|`srZ0EY3iWbh%CEs`4M}s{2L?R>#)-fV+375PD+>oy&qO6^4clPVP6Xn
zXa0^gNA$aV3_z$F)i$;nEQHBHHI9!=E6?&=i!EF#)WXHfH1+bm>wEs`5?kK*HBSBS
zQ}_Yez(CWZZ(&Kxz@BRRn7Emp{$9p(xXM6RcNY8l<n*+X-Z0_y?qXYe>FLEkmg>L0
ziibv?H#8G@_7gGg9BFE9{(yLZvY|wT(b9$JZH#`z@2UTE>x&cWg#A&iW>=svni}ol
z`7!z_TUQ;7;m=`hvkMAB2=d=nyI_FHd<;T&C}uG<VX8~f>AklML6E$AC=Q*IN~84X
zh}FO}Da|g<+w!=(n`{sdZwxVZ`uv~92?LhH*$ZR}gTHh_6r%?@@EBZwyl9CVmd0nZ
zedxL|DlQxm{U62jjKsh~&Wer^KTijR3uaovy%t>mNFt3PTFXmT^e2PFf9j?{$9U<l
zat_q^?ukgIiygUtyZ4R|eCW41Tq)ciJLO~T<~o(xNQCo?Vhe?Ue^D|OBJa9OZY|8f
zh}Ii+j95^2C}~?EWqQ@uo0$HY)Wp!hdn}!6E$Mk)AJJ?WMfFS<Yt;2j>--0-*|36m
z>O1#JB(uv86D!z@XsN%5i}>41(BNVaE#_XWR@v=CvDg-+W=5(lOYmhPXiq)6qj=6g
zpQH?@5;Q60(qE*=$G#G=IQ?n7#7g98U#%Z)u<lL*To_AlLSWJKUY~sGskH3Ih;MuF
ztHb3Sf&P?@l7;Jh1aqIZ<?rPjUR6_u93cJyoiz@PhfsUVisx|OLZ-M>lxHPs#o1S!
zvael##%lT`Ud6hols~Rlsxk}Y5UCI?v1yFPyBBCC;`W<cJHgR}?!rF`G{vHSWaAG4
zj21Y|5>uKt1&iMSl(GS&u;*d8%jS2qdou^s+Z1=HWWWK`*`|@rYST%zW8I9?%}U^J
zv+8Lix^n9Lw%(gB176R4vW~Mjfj3vs`pEBmdEJpFUVjF6&HZ*;*m?Dm+G-(`C->})
zT~M1z+BO?KCk2G!)fVf?3*lui8<hg9e!?Gh$LFlc>=3x0%&IK|kzA-gh$ho2x-4w)
zAwoQDOidSzhb8`Ux*t;I|9JHHk<@N0V45;A0*CBjp7rY$f4uwab^X)^8Ekt#bKLC@
zv3CqgjbiU@SUcyQmh4-y=2Cj=>s}9;ThswDF`d~lg~do`g`-kYwOAzfg!=}NdC0ui
z(m+JKUR7?RLBKJ}&PY1BV=?-hn7HU(0oavj<}F?B&QV0deoLwn0HBK|^Xmuoa(%3k
z3~{?F_T;(JRTqE-q3M9x7eZL85eu$k=u`#R)5N0*n;UY+Qx`?yXbfMvj5VtpdcyI7
zL0;BCPA>|(7mdyYZsG=*`hLGrWL`WPWg1Uco4vPp%dQTTy7xE+R4wN8o4r`7Eui94
z<Wg}Z>`$6xcZL$6QM$G<EF)~qECJ;%3phNb%`%{s!Hz7c-le71&TjxzwUuOqA9W}}
zVOR`KzAcSifpEjB+rc>S8-O5&;R_%h0$~p>ie(c(GRV<=r;E;vZZ(AfTLuaBw*!`+
z!^TD|#KpG#MxJ7HHWCr<%i+$^KrET{Y8y9@pzjPPLE|t(upcee{=k_k08aj!QLEKI
zu5JKXGH|j<tKQV0h8P!~{7WW*u}!+~+dpa|uao`WFV7lQXL@$W501Y8q(UGf2KBVJ
z^OxCF1Q@iQXdJR7;6c#QWrldYa^f)gwOn`h!l{tC!nuk{DV2F?-c`2(8J;v<YdUk>
z7*3tUa1Ags`eDr`TOg&wFsUls$HAJ&2>>X-_`tqWz#S8cf*weFPNpoC{fZEr=MP`o
zk@|d(x(P_DIW`l=1Mpsa11umF%9oh5vv8pIFNbp_?jNdjT3qsML!}nTvc>N9$cNRs
zdE8G8hd=!+nKgI$Jzy6h8d}9huX}^-X0#}sRKjF5=SQPn&T`pcx1Cg}uomUIdwegy
z$e`0`kKhLyvV#%X#ACNwZk>OZ!^0X|2<ZIOyLAN3kBHcqpJevmWCSV=fV7dH>sg?u
z>wd+)vsCN;x{+msUhTE5#`_501{mD*-v@6e$;5%I@FY;4p%B+wt}g>DhiV!%xTGah
zk`y*<#?o3lRB-`F5pM`4P#Sm4vOhRoFr7b6r@M*eK`rx40<M;2|C4Duzs2p^yek(6
zqhv<4^BJh)pDSE#SkFXhDADsqFuVOKpJ;p>U{-thsnO+NC`|Pzh1;ArRin|I*SWwb
znQy*)J&nUy?R!`)z+<X6K9Vz$XrHtB<ZuHHB0$%wQ=&7u0**T8U=O6NxW3^5W9<iV
z!HV{lfhVXx=8?><HM;9h#;GC^@R^K=>OWLl==Xj`o~{uM29)#FHiziu`>kHMyKmJ>
zJLc&;o;M2@@#MpE6+gSQlEPU!!ea;)_`ROyl>^bGLVKm%A?$(O0&kCoLlz)R)nI++
zc4$dndK}#6vT$t8T?8E;v7jou%28aTZTG=jPi6aS{{ld2n57DJ0fcl;M{JpZWbf(j
zB!oeB)D8ttqurFE#9gQ#oj?`mr#tqP_sME;Oap^#K*4P>`#{hi%Jb&f6*qaM54I<S
zuuOdZhTG|+M6*@tr<Q8tOwMhlhpRo};XFZ;T$y=bm^!UyO9eeHg|OL|CTBBo1og7T
z0aey&YM&qg&LmF!6|o)=Ili6DXd%shK16E!x?HCV@MR*=C^4@iGG+qJBHN0ghoMmM
zyIYGmrvdGatH#Q=A}?3T&@bETXX;=aMIX=g@mzZ2($Tz461_f)%^XC&PK4jl%iI%?
z_%_-%9i-~CI`InnHN1atGGct$+8O>v?;1tG-`nweu}$fGy0+YGgfQwn81qYe{DmK3
zKlBlw*%H3%Q0zC24q|k+Do*HqH6;`bzQ&@C$#?1%EFcjEj;ZDg)h6|_Of$Ri)EF`q
zcq=-z&sM!nCszh#K17NxG-Flo(Y=&;l_iaO31gSb=xy`l%M2QNJ|g8U$*|4Ytl;u{
zt$Z_6{>it^G_cX_>!9m)b+noT(16G#O$Lvr8XxuVFL&V4xULG02=$Y8oGj=4GzS1z
z*MW%^YFBy}u`h3W|HyY{M53+DS&nqm(I#2*L$eY3E9Z!JeExHd#-q8*`&JCuY<FOr
z@hqscIY@IHMh`XGb9B20#t^!ByEedaS=V;(Y&WKnEKqWHdv$QR?0kwkthBQwO3cW9
zvDM>s9_o5NF=;6J$LMIYWIyr(0FEp%6RtF$8SKcDkkOONrTOg70RXc|L%^s?E+qyZ
zjKYOk;DHk@AsuQM=v8tH=dX5it^mlMdPdrjjjXbsIyzIEq8keGBQ<quQhj>wX%grf
z?WUdjjzyjTBufxYEoITwf>74cJ3)=m3dsyFZ?shRo2UDkP_jrp2(Xs14KQBk<CX3g
znz|;YQWILFi~*S_OU**gZ!Ha#p=_Jb@;^EIod>r94gO5NE6xQ<saK42qOmrAY+$cb
zOTh^4%dFD62ex_NrZ1#Yqr39uynJVM>|4Q!7iU3Nz<;(n(?doxSY!G82Yxr7VCj?1
z({ec%oJftSB4CIND+$u8bs{6--kvq0l(Ul`e!)@&&Y5N|_r?LJnNdQe`Y%PX=_m}f
zG95WdRPSj|?LCaGM=_u8?7o;ga;8N#?kE||OMC|s$EyZ5^K2Rw2JrWkk$82+&s);!
zzYuX=#<%+kmrJ0XY!>Un`GpYREmf}saHy0C05!-Y?B$50Ofn9njHx0Tf~=<>hE2i~
zPR<46d%&PrL)`hS>wXiAfF~xa7KP6n%WD&=+k6`cEQhQDpLPTLIs@PyUuQ#NNQ9~J
zihGaQVm2KTKE~ErE=wwun8rTQCN0E^B$A^yL5o(rsN{c9T+vIy57e$Z9f?{0DBx0H
zdm$B{KWbu$%&8>eNhSQix>#*ICn-AdG2hb-3Uh1PJWLX*RHiL#A}?-|uuCsX&<{#+
zSX!%K$ti2gJ+%nh{T6(0vQ=7J>>c@#3XOK<T<sCN3=T~KjjvF?euI2GSr!tqE<FC-
zWw(&Da4@3PA@<D>TVi%x6b2L$<_L2#BM{G^^_cb*+j>5<hSWz^#HW0in3(I6U3R;D
zbl*-5JRD(|({k9cC7ZzKv<G2|zM4*kfMr$&(&AdUfBD@XN+3;_WNK2#F#dJM13JOz
z3_6*G6|l)!7b`+F=`5nsz3gA@UgKeUsb)nuT+ly1I_(^uwtm2-{ZX|KazHUr;R-zf
zaTUZP-{20AXPd)+hhe%tU7PgH<^33u$2iveVZKD!zuo<oup**oCfDRTOe@GwgXQZ$
zIqtwxP}`Sq2Vhf`lFH+9&M1{I5Tg51!<DzghO+-vUW^VAc2){~GDo@@IB=S`njn?V
zkAO&xP^UYC-1aBnzMTr(|1`pV#BM(8Juv`??l>$}W_~7eDXc73sVe5-!EHn6VWJeP
z0)FlhoTxpohE{!5I%S<A961vSqH+9);CFG<Y`BF8S_?$wzryd}6w-N?^))GNnmZ$K
zrkTc!*?=^gTt*N$k4s%-BU3B2@161wjxyOp^`HQw#pV7On0XVISE34n)izti$Gn++
zU{Uuj(i`0V3R{1M%z?{p$2A?u{7Toc-(sz)ll65}SEWq`rWYQK0^aHSwYiMUqx{jh
zd0cL_DY&o`;Q8}X^LrQRN5pPz>50)L_<pfg^a?&ae-{D~6bZ{FE0FPh2q=HuY_ao}
zE>sY;2Zt0wbC2c8R(%i-2ejG{BJwm2j~SP{I&lKiO%<RXK|TqhUw-23wDnOre|*y4
znQj|?(<2M87#rkZSrE!<J3%1l*blo4b~k@}4Y%&L5>1&5Eox=_u7W|AkkL!%sa>n(
z1hsY6e2qKM68WhLvU`@?vp8X}=3Rhs<GJb?v!miyblgO^=NuBBOVinw*l2eYW&SHc
z70-FVTa*nEVj@rE4lE_WQ5S_|Vy%7T19>=xIl#F?uNq4ukC$%i+IeeNw&UKGD4gMk
z6O5k2Z)K^8K=}xxYpSK?$1tLCqvc-*!UI1}Bm<>Yg2r|F0dC-$knueR2#>u$7T*m1
zxG(~J@4>8{D*R*Ebhg?15cuzxJ45=#0xv5Q5L>h4)9n0G1_X{BF|mV6##Xa+EdOYZ
z17lh>d2)$5qf?nDlBuw&l79Ap`^z|71vn`MAcRbAF5aJ_^Q1CZq@ze(@`o^nu^lQa
zR4N3ly*{MQv9T|Aq)06OBRVbsHPFIxUe1Gj^B-e*^C|S6U5XSE>dj_BdMzB@H7AB1
zJjbiyp+>={%ibK0eQ8uvI|if!%ner8L&=xeIQzYXIUOmn?|}>=ZH`TzYrbVXy&apy
z(C31>rqw<ii_Z4+DGx+d&6vexa-ou?sIgCk3|4pVh30_bXyN7Lc#W-p6n*hMpeQb7
zLxU;X6h{_2FiTYl<?u(M74$R0#nQ9C;w*5UU;9bgPgQ3wNt1A5PC1k*+xy`+l`rwI
z4h4n93<PUe!2K&BUi>@h&Y8&09JQCNd$?`GP{}psL3HYG`wDJF9ZF(MR7Zo;U!&BO
z(`+&?;}W7cjgCvbqJ`o%d9s8&B8;tYe7pe&33!sa)pt`P)xkNoB`K~Ams$mB)tggD
zY2sI}r{s6}#`N;vWyE7XpBl<fRq4zIYmV2C?i2|v({`ai;1eTLT)lGdm2o2pK_MM8
zJ-?tkF?wCb6eAV0X3fO09*V=j%}R|7u!llUu%YT2%`MYq2>4;hxuK|h{&=z|r5ZC>
zmAO))2f@39bTG6`){qm`3XSvgt+j=!!`MxRQ6-(b^mGUCn;Jh@aAPjavy#kDR^hgT
zbcZ9Nz9Z^{44G>FYUPu`l*i!u6|I8-0S*lg##)0RFcEA1SG)quS7CrbN}dGuO-6iE
z2gCsjk6l2N4nX*P`_nl(;P6Qo0{x@gK!ZoUxx}Ce8Y%wLliq~aEeW1LiGN;<41rIw
zF&+hyK#s1z8~hIlOM`MQ?r;eFS!2TIML4Ovr8Z9Y??<%@b`Xsg@pGekrD6dJl=rt>
zF9-iT^uG=9K>9~(Idm80m^*$&1IH!uQ~&0YMnXgMPeXlekifhz4b}-&l#KpuIt}1e
z(#Rs^`S;fX6ricBDx`nWu0F&DfxwN@s02{{+j3T*<!M1u5dRvyO5Y4^fnn!=?;05*
z4UmOHrxil~bH}}rmrE5;(*O0KO~3ULE;Y)(HmM4se~nIUu9tnqyK9@zEM7~K+XXH0
zm%}_q?ABJdU&|ZelDr0AybrsBk!I4aI)%k4Wzz3o;nEfPRE5WfU_$1DBk{d=k0H(T
zCs}6gXHz2quq!(g0SG`=oNW~ApaNZ-Aw;~v6$cbnyebu#9S7iSQP_<t7p`pOm9({u
zzD8uYT`j=Grvug;K9{?Jo^LTa^`GG|;7~|iu1pnALfP(GWdRREqua(rB~1L+MYQT2
z?YRlH5pfP;kLx7_BE=mtDL&4)%fhMs?=!yuvc}?2Ek!=l{ncVMAc9bj9kA?eQ;bRA
zMS}m8@ob1UUeA`Q=BXnbfo;XDr9K9*Q80No`m&EsA+s+8`DY>i_7fnZU;<}x&t-bD
zlx(E{Mh4h;@HW>u5WjwH-UadrM`C1TdISQdmo*@sQ$|5UCo;`-0vp)HrlV-5Rr>U`
z@VZ<{)X^Vod}<@uVx#|lFtPx_ARu1+uM=wG*xoqIX06WRxzB1SmgoQVK|wQ~uT)y-
zPj=lW(doOtZsueM{>hX2F0*;Pe-Up?GuP&JT`ZCHL;=xQV>sIcn5$)eGO??T?30IM
z3HkhAHmH2s!c-nB#1S)=J%GT-3V3k<7VjJD_RkyERfn-WuHEj^X&{C~WhWAMOuwPV
zx_eF`O9+!HL4BFy1KW&i{TTqr+=vBevWc{6(4#;Vn6N6qoK5TiV5<5p9^d(G<leYI
zA_1tBVe-5{jzUD{RwK0|4T*sJ<pv<g0@@@JYc60Q>hyzx>;~klcJEg{Z8dfE<f|rA
zS)B$KoM^cT`ma%?0ESrY$@}%$d9-PiQtqcDGQahvpKDhzT)|GGERd*|>tuZkK_)R^
ze#`=&ElKdNQ^{k&og^E9+*SXzW;=YC4M}YIdA-VNeg@}qpR?wpetH@__y1U&c=e#o
zUA5_AnUcT}M1bVI)#KW&iIoa&cO2nEW}WqV{3;z9290X=`F6j2q0Ih7mOz{F^tuaD
zNo&<U(n{^#xc-w;PFxW>U;$lceG5r}zEJ>Qxs)^f3ViUqv-QK(3HTgO7{KUVt8wlB
zUcD!+Uf60d37gWxgv)NB|4ZrT``~D+<u-2bSXjVB=Q~cOn`tU4^O`q2Z$57WY&&FA
z9=1<UqeLkr|JT&inKWxQQ3WLMfSC=8uP9J#>N)bUS6Uq~BKo=ZCe>Ij*8<{$l;u>y
z;w2V6`;KmvrQ>FtDi!qo3gpmM2ePe>a9)=3e7l#;n(t!wzBdIHjc%lQyZdXK*Y@0R
zRq%uoTtk}Bj+jlOVfCW<>hYK#>^9B^Yvsm2#u%vx&|n1nfC4ohyFW4jt`iBL%k6%s
zwkq)`;s=MY+1xtEa7*BDM!PMJFRHQm1g2xr=jl3NW90tlj!Iha%@jp-NDFwcvL*l}
zi)QRjlBKd`;zs2lLhQ<X&TOj4y&VWMH~TCub1S`4eW*7U^EPQ*Cn)pTqS!~;^`|wK
z)7QXFg&DmK+T^UyyF=6+^N5G9e*j<1#9Y2GQp#0QJ{@;biOyFbL^Q+z)=1Uz*#^CC
z{u?5WKLGbL!MeP(i@fBDi05!6P`Zy4z=F4ZfY51wYVf!pygP8XyzzueuOpg^zYdNi
z^Vj4%TWfWHyrGjP=JRpw7*1vY_)IUyi`9VQ$m4c3kWQ_=^8t}iGK14QPR05ShgyA>
ziTPG}wh5QmBb+;y@&R`mpGnNVl!R3kurqb+SH@=n{7b;9BY9hIlLdGV!{EDZO}G2$
zoI@+o@@eD%F{TnF%;W@Qo~F{5jnO`4L#JJLkZpQwmf<Cg(F%0tLMU^K=VKJej&n|e
zSc9iuK$y{63ZQallhY*H0`?_V%PGvIX<X*z5EO<JpePj?N-6b|=dOq8%#=q6@W6;i
zCH|QM1X7Uh3hbn<fgrXvK0^@=1ks3LS(7ZrYT0}TP!vp+Dm7=dAT{~W{F;e!XPF2T
z)*(BCJ^Zf)inYE?=^6^Kmd$7qzw=F^mTQu^$E3fRFerlc0$f&_F#Z$!R!dc6S}QX$
z#s*5>T8hnjET--i-SP>faNr*M@B{13ukV)DtZIWtC?N^;g@YnTW6Kko3a&obw%JY^
z;rp1(F2;ay#Wm0;4(n+`hN%k4tU{7gt^4_ulloNl{x)=BYRCR8!vuwc=V#X^VpPbF
zb9`%V1IMfEDWfVB`UhO!4Jw)8ImiO=$ZTeZ{yJW*bh}QC1VFPi%2}T_69%_~P|>?o
zR7-T!5ahmpFc1K!ZG}2+hbn_4UN84w4WVy|Tq5Qw%ksjoD6HR?Wz(l9lUqI_)HL55
zQ>N$BqkI`ZPPIF#)7510Mp0oh0W~DB%RAB1ZbkvwwULIMx?+yVr=gDzcZ1Urb9R))
zyPf`!ye@Yf$vkD7a|F$eC(BO9if$V0r2FdCZoSkP!;Cer*U8kDUxpINEJm;=zm92s
zp&G;|b(Ui{5EKST#*D5ZkVu#^R4VHb=6$j$V}<P^lYYk1SY%12EwHP<9F?y|QffDV
zBJBm|CQ=zcOB|NmlO+d(XRcY8qtPFnV+r9>N#$C}QSJ}NkbZK#;g}T#LkWuHV8PnR
zfGIO>hF|1-gOY!gGcEXM1fq3G!9b~AJxaqa!vjwvNXO}^hYFxMa{VZ#TvcKsNa%%z
zvz*mcX#A~>d}oaeotZ@!$k2zF^U2~6n+Fyp>&0JeOTY2k{y=EtkNQjJr{6d-Yr*m)
zxWh)6p*#UdL~}0n-%3XYRIY#%fRG#Dm|ajm44tXVKRDWPDv9HNT}RCCet=s-vhLlS
zG*4*PovE>TZ@(nvL35<fDHy9X-t`qzNT$U^BvL1Iom3)risegTNOf0I9snrmUuo9R
z9CsT~Nern$Wv{h@;Xt0VO)b-fRxm=XRCRbCp4=S_H=NPdWZ5|rwj(u?-pnD}#}k=a
z=l=W<-n#T^aVFD|Q#{6p_+=dpngq@lIf?W~Pz5Y~1MyCH0%=C(evZ|%mc{VAnxdKO
zyGm*d+j42D38mbyhU$R=wMAn}*eavMDq}Fzfwqp@jF!O*+cR4B!I3W%_v@77zj^o4
zcRan>IbS*VRvP_1^8;=!GQ8Trmf`E8+B82&<Fn;0sX(b{wtGy_xq2HAaHrbaYwE_`
z-z>ix&=+p3b8MwHEMV7!%2MorA_U*FfDUrYJ2EpPBHG;OmOvAh&^kA-8{CSUV}%FR
z>1$P9i5{*X6YP0?_v^Oz!CTwQhUyN73Hl|TCKotATAkL9J}>lY1rTDb@f=F7_Q{ZP
zalvXc@On?k{sCe;&+(z48;<|;&{MBbm9^{VbSn#p=4UxRX1`X`g!^f<Y4}TwWWww%
zB)4zccT3elzqs>32)Hqo29rvql?D-gn&RYkL-hEqf-Sf55+UARr`rQ*w@)SQfM54n
zUoW5BA;a^2u-`j6(hZ#ha5ooCf70#IL2g}t<-gsaq@+9xQruqGdEvA6o!0I%;Wm+5
zTy)<XODDN^`Y~1V5zm%SyIGPv%i%q<l{1(|e^l2PLx}@(icRN-okkZwHkqBcPTRHQ
zEXMe^Ub)+kfY^pyTLFyAcp2~=sjH{QycT@-9s`*#cl8;pb}PybdI^pWw08q?{y9g!
zc^IYA001BE$QOJ27_+;t4L+PBTo8FVOQWExiKI^B;>G!?fws98#6rz%c&4|UilG%F
zYx$k<d&$+&GF<&L504`zCUxaIzn^<p`g%Tw^t|}&PONpQ`fkP~I$cVXH^H{fF*VUm
z^8A;3iexq&b)W3h5?CMo@wGQN8#~}0ui4idz5kG9A}mv^u^kz>mF*W6mMuGd=DVF;
z^PCu7X<^|Ahx~Qnyz=2^j8+5Ju1#d0C5*Ip3TKgK>}vj1TS8<#Tz?dSe$5@i2>J!P
zk4GcQ7>bh!L`!C_7IIEovZ`wP<JiTk&JF#i*;xP9kCtn{cXvywog$%bjqBM=;(YXx
z&lO2JnI|8IU%k%HCx5BKOCGK;SgfoX*$`YezqS&|e3kpb{B6L8WIjUfWRA#aJw@Bb
z?oU3d^VgT-HSYeXc7Wqvvi52#n_MHeTVmfIP>DTlM~N*b>*?~RBJ2GJgvZYX*5AXE
zY2A;m?=Mc4QcDWcf{8rdIo+-avjj)9?Bt_VwBO%wJF2mRgM*)kB1j<CtxPu|xm=dr
z+J0b!ZMb42=Y$D&ZxDY+?|8<7em2DN>zItrh#BI&%{}=+ZZ0}w%UUWMY6eLDc!ize
zYy^#k2-0DtaiY=!3f%i7k29!ieB^tr`Dg*v0S?;f1Elq4S!rR97@Ub{_{*P_n(y9S
zP+n&*^M;hWV=&wB7}L!QDZ=83eG67Y3es^6!fr1#m+2|bI`+w4xAI=-x9r2UP5}gu
z=4NI;o3077t*PUk4&5~qSsKVZ`iKa-?1^3$Dvs9b<>g0~XEd9|{2!~9aaklg7@%wV
zcAHNNTliHu<9dSW;?Pc>UiSk(ODn-&7oP$uP)*B{wQ{kzzwab$eNvsxx*USA(mNYP
zyT`WA-v<=b$t_Nm3KQy2sFm5z2{G$gH=j$tWM9CEidNzN!gBbs%qNCSXsyBStb&dA
zr$H0k!qg26cw!kvK9cgt@L^=lvn|g_!>%C`nDb{xyZ*@e0hx=nVhi8OM8i&jAB(c7
z=ApdCWiExG0QF)|oUu#yv3cPl*qMtG3y(#?de#s7y0z5J(bQ_Wu5$O&HFMKyO52r_
zX}o|xOd8KmB1}}DShV0$%n&eb0#hB!S-7~NAYZX6vFHRtx3;X5a=6e_E-O@GFyJQ~
zqJ;{yrm@6qnk))SD+Ue{00(Vgf~OM(tWtr}Z)WKP7NKEc-oeE9AluGop2(4G){?wk
zhid8z(LxD|;d3t1hij38{|+JH192$bVUhEzKQLfRaouA4&)@fQ0w*L0<0S=|M2~V>
z_xC_a`n<hz1Y)GSoU>o2M30jY1=Z!9_-I?I!{H7MTs-hm?_e}24G8V6w*Ty8pjWP?
z#>bsvp{`0-UaNaBLuJg`Zz0Ra{(Tv1+`Ax6_&QS&BCk<@2QqiXSv+!3lXkJF|7U2j
zOj!$_yE%m*$$xH?9kqioymOB6smXGED8{-zRtzR|6_da?EL_mnDlA-@An`Nb-y0R!
zhA~L#H3)aYEk(Hg(`hA?EuGQ%K27QC=M5YQ$iO-VfgQnry2%L~+rWZw({r)I;#3r2
zcvty))b2+NHdmdfg7W}XuE7QyV<tk|POO$8aUbaIy;;-W1*ySTq(l{xs4tb`MO(Gw
zt%qkpMtf9Z;3raomAo?`76<R3Y198zTue%NYbhe4VJcCv%D~RbG4%HhVtmNJ7j*mE
zpw(&^u~0BNCBonDBxW5-wMl(iI}eFjaFo_jxA$|EJW|8DFuoG)C6{XxU$s^q0sS4a
z378E+I`|@Aum$eI#V^jpByJe&OOY6;1OBNVA!YU=obYXj-=Q01@n-7Sh}$jIMps15
zC8s9*^g2AkINt_y0v>u_IFB%D2<v_MHE%B4j2}t4Thv;zV{@g@Rw3nG!LUz5IR2`Q
zu&%1;V5r{0N@^BY{ND>{VfM*Lz!P#eF(fZZ0%OaKm_XOc2z9H(AY19kKZYgvJC*1P
zlK#y~gvLDz<;5v!N|LyLFU*F<hLV>oR$uigBNCF_DFnfPp$=*)V=lw9Mn)C?*~zl^
z;2WkSCK-YXU-Xf#L`Ix|DdTN|rSgJ#ma2b(uS5s}U8`@B1+I<_DGPx+C%y}z#s-f8
zKTJSR%3VM$wr=Ki`6Tf+o?apXM54W)T1boRdy+tg3AxzTNQ=+FC89_P<*1?bFm5=N
z2<1xZ<=I*}e<uK4k`H_VYTH7PI!HCDb0TYyinoBN&OHEv?_i5WvYV!5CQxt)ZwMQ9
z!_vs`QcKtSV%kDr0R?!J#9<1V#NoS3E<yOpv%QkSRbc7O;u83d@UJ3x@USG*e(IdL
zT$cWyt<@5lGR))fAwq<k)Pfx3J?J3z){3h!bCh??fa%l_>$B=DkVqA@IU5teQrv<^
z5TCz70kTyjB2@*VnA^pc=(mVC{Zg*B&1c|Ch|p_`@ApGoluJNtn$}3O&j@waiE)HX
zPvTVm-YI_aJ;Y-8a&Ce%<ax$<c^HYRs&ZlX8%3EN9TgQD=M@TjU=Nvl-$Ef$iNK!M
z6&9g{<95|26vzW3NER7&tkF;}#`BUg1;)I?lK8#PH=?TRsLQnU<0|XLgw16%#)7tk
zdJkf?lC^&FX#JV14z8ZxTmRH3F4PaLgW9YPsi>~5p3$xV-WnPi3g1O$_;grUT1rh%
z)y?9OozwLm9Q?R%Uma{x6ZM=DJnCip%ELH3tDRJ(TN9&YNSzabWrZiZlTKXAuMt{q
zQ{x3(<+sjHt&k`I1<RNDQ3-RyM%u}W{T7v@i6}p3J+7zWf^wlddu%STW2`VKVPRoX
zvM%_7CsG_#)QF7iEhP~YEIdfgE4cat5DcpkIJWuKzRFY>35Kd<>(8J?YfMxQu)R#o
zA-u!@--~aT#c08GSTp-U=u?_Ap<ya><Au8(vm7ne2E&K(>R%lb*yvYfCps=?&c*ns
znRUi*x$$1eVy3G8gq$<7zrZ{YeBhD+ZxiS^=P#s8EQ9ALUEcjdMrPk06B2GhCy1Ej
z{HevcWy~nAK*~u+s{i&uWj+MydF`$<lq4sf1Y1bJHK>CDJ+Vhb9G5<qdP5w_L?v)9
z{3FQg+u*)=HORo3agv2#QAn8o2$SzE&_anj(xK=xk#XM3!i+7(N%5IaEB&rQqb?b<
zEn;<q{ISI@6d!}ajc6xmUtG*!XjVv-X77*@0$wSRLoLRB+qnxoTBRrzkNl<stf0vX
z&VDVMF)3Fmi5^{DX>%*KqCz}#D{eCC>D|Ly$~4YX|GmTP4o7AkYKJJKCYwoem@-b$
zFHE+WWMCQO2H3V61)Sn(&I#)S6FeV5s1btFza!mNW3=(KR&});7aiO2aJ1u9*!3xY
zr?C9!VXyzTG}2`UhxSPbe2v7w7-Xl^H&`V0aHdJ(>tL%pk7_rcp0+SF2c>-5{OQ1^
z9hn)?e|{HV80=MQF2FQmvRx>%{%u35fumQNV8)0X4F|)c42F%~%ZPY?$@3d1#O*4M
zA@>-3YK!65rWW88^F|D5ix*&_+z9kmwSf-R$!qFVNsb<_5$2y9VW90MdyA>#Xy<+b
z63A<4K%sSllTQA}8!6`KxA-H`!3I_y8hk1>4IBDLgeq*Ph|Nz3yqLPUy<K&|Wlf2T
ziH>>uA;3xU^H;efOI?RUOS$iP=CWGQ^5lZAYpy9nO$hpyt93`o{Oy#~)K!xHCVN1P
zx+a?dReg4v6c6Y*)+ialL$!H!y+thABo|c`Z|AB1HZ~u4zvDF2I3#s~@;p)E?<f3T
z?z#Enc2mz8qRx3*%)p<YE!6EQ`9pTr9<65^2}RXa?JMD7>NiKcMoa#}ACPSI@?yX8
z>(?LTsbjA3nt6QtmN1;J!ojG6X#(7?Z<0WVc;J`w!rvJq$MrTAFU5i4*~>u@FOu`Y
z`gl)0yg!D+j-FRmeAy`jgFcMC9AK@VF!W69ZFjFv+O##hUY$@;g*v3CMirFN-YrjE
zpq**ouf;`_Jk$m7i}wLhcq1CZLs8;f<fgLyIQB6kj-S5)P2LS+uB&?Ime<QTqh$H)
z?l*c|<%#ekd}MS8%**XOWU$j>Iw?LO&dh6H582|^oaMl8Cs@Jcr6(EbZQm}G`a%%N
z&JO*+Q<7Cw7x>~<^W-gWn$n7g!rucW7bfG4zpp;Zs5zDM{&Y2(nk*md?F-JmjvD3G
ztGd)L*i!C#M35IqJR!>9@vZ|8!irjS(C-o6U3Ya*ESN$6<~)rse>2qJG|0b>NwRo(
z{c??0CxBQ^$hBYW)vB0z{&bI|R@#|BPRZ_lbff!InL7%PTZ^zbWDnZo>7dE;17co*
zW0PGEoB5*o`ipRi-v-N}DNmV0F_xbp7BJeQKYSQqC7XX&Gz3gUC%<T`Kwue+_pRJd
zS2;vsbe}pIue^776t<*KE4jOP&-<y2qwRN5E7OVaY3dRlCo+;{VNXx60O#8MrC@3F
z;B~XLj=8a@<2Rjit9W-pZUqf3oxndS>j7dAgkyYgFoIQ8TZV)8LvvPI;`IoGFF8>J
z&7v3>YKB%PeW7M7l$M3G<u_d!U0B*qI*awmh0sk$6IsuAuP$sL5X24ewG_)&nhp<F
zr<!VNeA^d|47|591ohFpo?N%}$|g0@HXn#ntag6?_N;YY-)14~G#aH?xef=;^qpnp
zxt)$(+}!q%*7We#f1Pa2uXi<RDj5nXDqa}Lk7xrF{?Ec6+(_u1fK_)Q0_JY(vSYbm
zAw5nz<@PyB!qx2h*SK5;hdtOm_JuUPiY#8e^@Df0e(nB1g*NvMAu5CVM{0VP!<1T%
zKq}Eb=pO;JDKEx15BR1X@wb+150jEq`FdHT3L#kD&C2$Ee#<fhmz>2J!&FC{nX3-%
zYcC5u2sD`ZX3He3t@07YJDfQ!El)ECX+0v#tP%udHcc;07D1$qR^m6F{EZH)lxJ3Y
z&Dqjghh6Qj%87%+{MF9$O$_zkNo#r2VX8!AuP3)^UUg2}!we&9O`oq*6KziUZC&oU
ziFS8)UqAOL=U5Z^#ywWeQ&N(Tx!I?i2SEMZI7av|j7fY!n?Hx3hd~P0YJfb->0L+9
zC>I%9+Ub8eDp++xj972^!x5*k+XaH+FKDClLu~-rA9uKZ-;o%!xy3U4^nRApvy|hP
z@P25{r&TV!96d!VD+lm1{Mz+V!^7h<Z_m%S$?jQ1059(Grg^)PX-_qFQyr;GIoR%M
ze+{GFfW&)x*UHxytUhwoFOq8P5Gl!!tIBHcbZUy(NB5zRdqCclsNHkVdPG-+oAoUM
zW`eyv%zxyQNKua~OI#S$_g850iOYFdS8if%;x22sF?+Er?NM>?K;%fr9Lm}|s7bEo
zvXt#@O9>?zfF8u7+FF=tt(?0{MvsX*t!<teNnVNwbJ2Kz@Aj<Q+zty5dpuu&m6ZEZ
zc~!=wnZxBQ#T4-}KPRK9FziGl7}@=G93vnoNJu)jh{T`yvq2tQdCB|}9Gqd?di^a%
z3})rM)Z4ZXfovmOTKk?-x?*|KS;L(i$}^Z!#?{ew-mA{aRt7h&Nkp<nQr9xWy`!!L
zR4F*c2<teDr@YMT_`$^Fcx=tT4ABhHLXE7Nf?lKMN=I-ryVqvL{k8|PoR8)C7RgEW
ztn~Kl%TQO1T+ssLAiq&F8d$Sf`SUdqptnn&8J1j+Oh<b@OxoYyyUbP%3_!P1Edh-J
zDd>Z@eFV*_CackN#7(gsw(;vha^k$?%!DFcb0urneKjKdBwgq6&2WNFa{h&*R{XUt
zp72ChQLWYZI`kpvq<W`-j|Znsw&7^+%=>QAov1YZ+u3_xFtGU320B_+5G&}*W7H~O
z3r%l7cU&Ql_|cpuVz<|0m-3V6YG4GwVveO>lGcgA!omh4;jOf4bH&-TH``w(oxDj%
z>vG>ub5YVs-xfd`2oF0mIInW|TkJZnDz7=Z%RZ5ies*`bB%a2CToV$D#p*}9;Hi`L
zW>UsN*|pHP<bvaXzJZw@sSZB9{CNyswU*}Jo#G}h$1fk=gD+hjE*dRP-TQyI30@u_
zb$^;PlaIi45FaP{)~$qr4t|LtzM1(mu$=et@j(8U#<QfQ3@Zf_Adv}fvM0AdT{HmF
zO#>%(_Mep%%_uE{zX_cNXo8Dny3XwvV)uJDasVLEKNwo;ELIeE%{+mabUi!-P^4Qb
z^)Sc`{iGOFiXMGbSA9C>?ozTW8%stg*mpgd@ww3!uGEO!6FM9&;SS-D;glCP1uWbY
zu%9dMeXSgLryC=G-q+bx4iQmB!1<QzMTc7rl$lb>?@{*jA2M+{`+NnGUf`_%WxZM~
zI^Z>ksVC-Y5+`&^Psemwj-5#3<qsPM6Zc{YezP{#0$fpYSck8Z)%J+BKn6UjF?~1w
zTLN1l(Sda<LEAKD_%=NRfGwks&=#D!FW=wXoCqy5=I)|5=jiR98*mUGL2b4e`|saE
z#~l+`Ic(_Xob~8RPTSVS5BtQ{CP0#1V+yW^fr@8##$%Z)`OAz2u}spXN*VYhev%DU
zl1{vvT>3i7$4|rWvp7>@H_%8hFmBF_ZWz!*gm~MB+j$D=flo>&+u$YXBo5D6cf7u1
z{JGb4BQgvvYsktPHL{V}u@$#_4rH*t8pyFEViZ6RXfXpVf#H*P?hcsgxvJO|#}_1F
zg)qhbBC6HZEksRI5*B79&vvu^{)G&-hg9(1hWIKC*hjTOw17a&R~wDEf`WqaFB80#
z($!O_0sfiDsXQD#rR2yd0|OIraZ?VESWkA5aD3ekchMh53=h`YCF%e@W5XGu<sk$;
zLJ-?3e%g?teP-{{xc}CYBl%MIyN7qsx^Fe-N|S2vSe9pbC>~Q5SvrT`1ac-P@;>Yz
ze}6y2?B#@nBn))D!s0ql_ZA`oU$6#SFs4Zq1u582B3+IqDPS)O^g`_IK{k1XO?raU
z^9hv;ED7RSz~PM^a(KXd7#Mi?fXD{h6mB7kF;ad~9{3B~^awNhGYihGb~>%;rJv=E
zQr<wkY?1G97xG*9!V{<7QjdU$*cU^cQ{3Xl{}OZ^f(*jP2#=_Uv$00Ix6jm&?TLH<
zr+0WvA1iWLzgeF4tn>s%uAK}RIWPj8&@X{KM8PWEkZNS5u%ikB@=~8)<79UD$wjg<
zfhE*{c*BZB@YY;HDX5dOU3!it#tq|!8~s}f5V0XqO~FY}hVbRJH}vs@DFBrx3F3Ig
zc!qZSi^4zij*wJ<<N{gall0ppqzil(n470#)+hP)+y6KJGLV#jg@Y|FF6R9W_JjN_
zN}-+$f@9w>-D%s6#Kj!1wU(5&bV)hT3cocQG{FOHu+YC@LyjpeRAoLJ*7C%nmTH9a
zb{VnnuHd_FJ}7URN)6Pw=f}3S8nf+#6%QJ^D)_gDE5@fCt-~k!Gm(FLqClya@D__h
z#_0kR1|0=OkG5H|@!K*8Jo*XmRDO5(`eWbFc_ms2*xOeT7H6fVKee-!aDymB`+FcE
zA!~~`ufl5n5yzfV-#N`oOAX7X4QV#tT=tvD2-A{+H6a(u@J`Kr|Nh+#_a;v|`3gS~
zJ!cQ2wW_M`>MR2X4X*?%NA~XxZOlX1M$i4y<yQaobl&me2`zFE%nafZo>Hr76Y}HA
z{s`q8i+J~U^#g6_LnJVUe3l@^1Zr_`;s(C8iUY5}ff8QoqH@TA3X!shzn6*otG2nM
z`V5ocA{H{s!BcuIp`fyU!G2JU(iOH@RZx_p8o!GBxB01IKC7QKjZ+bJ3b^v@4Hi&P
zpKGcVHARHjf0xn|Iz1{xPP}z3Feq%`L3Y~YiJMcOON6r7L1i@06Wq$*-CX}Jfdb%s
zq5?$qiAGK=vznAao+N?}CX$R_aO0-L{hw{ONdMIUfmVIK`UJ{zZvM_;tS^D@8lm>h
zcM@;*l0fzAKZ2gm8S+HG?JAA<y&KM|(?<~0sDfkK?-FK11ub}ils9S2mjYy<NQjT&
zkPsb$4+}HKIS-%AwV69lAu{;upCLI$wPiNt<_yeF160FwmHe6`B{>z>zY-M?izPc6
z<r=OQ17k8B_mr}lob^WXh-m+YY0!o-xcNKhwen#@`T&Ts<{8wB4oUeL>^-c|w?#ps
z!vP`<eoT$4R%x|1CX>>vu+z<;7m4Pg;@{~t53NDeMCVzVcxTnBSl&Ar_0Npr5zN$k
c|ML2NNP%e9l#omF?YreAMdd_(2^skPAII%A_y7O^

literal 0
HcmV?d00001

diff --git a/docs/event-studio/tracking-plans/event-specification-validation/index.md b/docs/event-studio/tracking-plans/event-specification-validation/index.md
index 02117054c..558e9eaea 100644
--- a/docs/event-studio/tracking-plans/event-specification-validation/index.md
+++ b/docs/event-studio/tracking-plans/event-specification-validation/index.md
@@ -13,10 +13,10 @@ Event specification validation checks whether incoming events conform to the rul
 
 The pipeline runs validation on events that arrive with an `event_specification` entity already attached, typically from a tracker using [Snowtype](/docs/event-studio/implement-tracking/index.md) version 0.17.0 or later (see [Validate against a new specification version](#validate-against-a-new-specification-version) for the upgrade steps). For events that arrive without one, the pipeline runs [event specification inference](/docs/event-studio/tracking-plans/event-specification-inference/index.md) instead. Each event takes one path or the other; the two paths are mutually exclusive per event. Inference never produces a validation entity, even when an event would have failed validation.
 
-When an event fails validation, the pipeline attaches an [entity](/docs/fundamentals/entities/index.md) to it describing the failure. The pipeline still enriches and delivers events that fail validation alongside successful ones; only the validation entity reflects the failure. You don't need to change your tracking implementation, as validation runs against newly published specifications immediately.
+When an event fails validation, the pipeline attaches an [entity](/docs/fundamentals/entities/index.md) to it describing the failure. By default, the pipeline still enriches and delivers events that fail validation alongside successful ones; only the validation entity reflects the failure. You don't need to change your tracking implementation, as validation runs against newly published specifications immediately.
 
-:::note[Validation failures don't drop events]
-The pipeline still delivers events that fail validation as enriched events. The pipeline records the failure in the validation entity, but does not route the event to [failed events](/docs/fundamentals/failed-events/index.md).
+:::note[Validation failures don't drop events by default]
+The pipeline still delivers events that fail validation as enriched events. The pipeline records the failure in the validation entity, but does not route the event to [failed events](/docs/fundamentals/failed-events/index.md), unless the tracking plan is configured to [send invalid events to failed events](#send-invalid-events-to-failed-events).
 :::
 
 In your warehouse, three cases are possible:
@@ -24,6 +24,8 @@ In your warehouse, three cases are possible:
 - **Passed validation, or matched by inference**: the event has an `event_specification` entity but no `event_specification_validation` entity. Either the event was Snowtype-tracked and passed validation, or the pipeline matched it to a specification by inference.
 - **Not associated with a specification**: the event has neither entity. No specification was attached at tracking time, and the pipeline did not match the event to a published specification.
 
+These cases assume the default behavior. If the tracking plan [sends invalid events to failed events](#send-invalid-events-to-failed-events), events that fail validation don't reach your warehouse events table.
+
 ## Validation entity
 
 The pipeline attaches an `event_specification_validation` entity to events that fail validation.
@@ -94,10 +96,20 @@ A Snowtype-tracked event declares a specific `(id, version)` pair in its `event_
 :::info[Enable validation for an existing tracking implementation]
 1. Update the Snowtype dependency in your package manager or CI configuration to 0.17.0 or later
 2. Regenerate the tracker code with `snowtype generate`, either manually or as part of your build pipeline
-3. [Publish](/docs/event-studio/tracking-plans/event-specifications/index.md) the relevant event specifications; validation doesn't run against drafts
+3. [Publish](/docs/event-studio/tracking-plans/event-specifications/index.md) the relevant event specifications; validation in pipelines doesn't run against drafts. To validate against a draft before publishing, use a [development environment](/docs/testing/snowplow-micro/console/index.md#validate-event-specifications)
 4. Deploy the regenerated tracker code
 :::
 
 When you publish a new version of a specification, events from existing tracker code continue to declare the previous version, validating against its instructions. The new version applies once you regenerate your tracker code with [Snowtype](/docs/event-studio/implement-tracking/index.md) and deploy the updated tracker code, after which new events declare and validate against the new version.
 
 Different versions of a specification can coexist. Each event validates against the version it declares, whether the variation comes from a rolling update, from different applications using different versions, or from different deployment stages.
+
+## Send invalid events to failed events
+
+By default, events that fail validation are still delivered as enriched events, with the validation entity attached. Each tracking plan has a setting to send them to [failed events](/docs/fundamentals/failed-events/index.md) instead, keeping events that don't conform to their specifications out of your warehouse events table.
+
+!["Data quality rules" dialog with a dropdown offering two options, "Send to valid events and mark as violation" (selected) and "Send to failed events as validation error", and a note that the setting applies to all the event specifications of the tracking plan](images/data-quality-rules-modal.png)
+
+The setting applies to all event specifications in the tracking plan and all their versions. Changing it takes effect automatically, with no new specification version to publish and no tracking code to redeploy.
+
+Routed events appear as enrichment failures and keep both the `event_specification` and the `event_specification_validation` entities, so you can inspect why each event failed.
diff --git a/docs/testing/snowplow-micro/console/index.md b/docs/testing/snowplow-micro/console/index.md
index 6fdf31117..b7ef97e54 100644
--- a/docs/testing/snowplow-micro/console/index.md
+++ b/docs/testing/snowplow-micro/console/index.md
@@ -48,3 +48,11 @@ Do not send production data to development environments. Anyone with the _View e
 :::
 
 To enable or disable enrichments and edit their configurations, select the **Enrichments** tab. The process is the same as for regular pipelines. We highly recommend testing enrichments in a development environment before deploying them to production.
+
+## Validate event specifications
+
+Development environments validate incoming events against every published version of your [event specifications](/docs/event-studio/tracking-plans/event-specifications/index.md), following the same rules as [event specification validation](/docs/event-studio/tracking-plans/event-specification-validation/index.md) in a pipeline. Unlike pipelines, they also validate against the latest draft of each specification: you don't need to publish the tracking plan or its event specifications to test your tracking against them.
+
+Edit the specification in Console, send a test event, and inspect the result in the [Micro dashboard](/docs/testing/snowplow-micro/ui/index.md): events that fail validation carry an `event_specification_validation` entity describing each error. The environment picks up specification changes automatically within a few minutes.
+
+Events that arrive without an `event_specification` entity are matched by [inference](/docs/event-studio/tracking-plans/event-specification-inference/index.md) instead, against both published specifications and the latest drafts.

From 35671704adc0430b4784148a5f8c6a94f3b74150 Mon Sep 17 00:00:00 2001
From: Patricio <patricio@snowplowanalytics.com>
Date: Tue, 28 Jul 2026 10:17:29 +0200
Subject: [PATCH 2/3] [DPS-2329] Point inference testing at development
 environments

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 .../tracking-plans/event-specification-inference/index.md     | 4 +++-
 1 file changed, 3 insertions(+), 1 deletion(-)

diff --git a/docs/event-studio/tracking-plans/event-specification-inference/index.md b/docs/event-studio/tracking-plans/event-specification-inference/index.md
index 88d425597..cb3baeff0 100644
--- a/docs/event-studio/tracking-plans/event-specification-inference/index.md
+++ b/docs/event-studio/tracking-plans/event-specification-inference/index.md
@@ -40,7 +40,7 @@ Once a specification is published, the pipeline evaluates every eligible incomin
 2. **Entity set**: the event must carry all [entities](/docs/fundamentals/entities/index.md) listed in the specification according to the cardinality rules. Extra entities with different schemas on the event are ignored.
 3. **Property instructions**: any property-level instructions defined on those data structures in the specification — for example, `category = "product"` — must be satisfied.
 
-The pipeline does not match on `appId`, environment, or any other source attribute. A single incoming event can match more than one specification if multiple published specifications share overlapping definitions.
+The pipeline does not match on `appId`, source applications, environment, or any other source attribute. A single incoming event can match more than one specification if multiple published specifications share overlapping definitions.
 
 When a match occurs, the pipeline:
 
@@ -60,6 +60,8 @@ The same `page_view` event carrying a `product` entity where `category = "clothi
 
 Inference is the path the pipeline takes for events that do not arrive with an `event_specification` entity already attached. For events that do, the pipeline runs [event specification validation](/docs/event-studio/tracking-plans/event-specification-validation/index.md) against that specification instead, which produces explicit per-event findings when an event fails to conform to its rules.
 
+To try inference without affecting production, send test events to a [development environment](/docs/testing/snowplow-micro/console/index.md#validate-event-specifications). It matches events against your published specifications and against the latest draft of each one, so you can check that an event matches before publishing.
+
 :::tip[No tracking changes needed]
 You do not need to change your tracking implementation to benefit from inference. Events already flowing through your pipeline will be matched against newly published specifications automatically.
 :::

From cbb2488fe81d8a7ffe9e1503355df904ef88d9ab Mon Sep 17 00:00:00 2001
From: Patricio <patricio@snowplowanalytics.com>
Date: Tue, 28 Jul 2026 10:28:22 +0200
Subject: [PATCH 3/3] [DPS-2329] Address style review

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
---
 .../tracking-plans/event-specification-inference/index.md   | 2 +-
 .../tracking-plans/event-specification-validation/index.md  | 6 +++---
 docs/testing/snowplow-micro/console/index.md                | 6 +++---
 3 files changed, 7 insertions(+), 7 deletions(-)

diff --git a/docs/event-studio/tracking-plans/event-specification-inference/index.md b/docs/event-studio/tracking-plans/event-specification-inference/index.md
index cb3baeff0..b46ae99c5 100644
--- a/docs/event-studio/tracking-plans/event-specification-inference/index.md
+++ b/docs/event-studio/tracking-plans/event-specification-inference/index.md
@@ -60,7 +60,7 @@ The same `page_view` event carrying a `product` entity where `category = "clothi
 
 Inference is the path the pipeline takes for events that do not arrive with an `event_specification` entity already attached. For events that do, the pipeline runs [event specification validation](/docs/event-studio/tracking-plans/event-specification-validation/index.md) against that specification instead, which produces explicit per-event findings when an event fails to conform to its rules.
 
-To try inference without affecting production, send test events to a [development environment](/docs/testing/snowplow-micro/console/index.md#validate-event-specifications). It matches events against your published specifications and against the latest draft of each one, so you can check that an event matches before publishing.
+To try inference without affecting production, send test events to a [development environment](/docs/testing/snowplow-micro/console/index.md#validate-event-specifications). It matches events against your published specifications and against the current draft of each one, so you can check that an event matches before publishing.
 
 :::tip[No tracking changes needed]
 You do not need to change your tracking implementation to benefit from inference. Events already flowing through your pipeline will be matched against newly published specifications automatically.
diff --git a/docs/event-studio/tracking-plans/event-specification-validation/index.md b/docs/event-studio/tracking-plans/event-specification-validation/index.md
index 558e9eaea..98f6be562 100644
--- a/docs/event-studio/tracking-plans/event-specification-validation/index.md
+++ b/docs/event-studio/tracking-plans/event-specification-validation/index.md
@@ -106,10 +106,10 @@ Different versions of a specification can coexist. Each event validates against
 
 ## Send invalid events to failed events
 
-By default, events that fail validation are still delivered as enriched events, with the validation entity attached. Each tracking plan has a setting to send them to [failed events](/docs/fundamentals/failed-events/index.md) instead, keeping events that don't conform to their specifications out of your warehouse events table.
+By default, the pipeline still delivers events that fail validation as enriched events, with the validation entity attached. Each tracking plan has a **Data quality rules** setting that controls this: select **Send to failed events as validation error** to route events that fail validation to [failed events](/docs/fundamentals/failed-events/index.md) instead, keeping events that don't conform to their specifications out of your warehouse events table. The default is **Send to valid events and mark as violation**.
 
-!["Data quality rules" dialog with a dropdown offering two options, "Send to valid events and mark as violation" (selected) and "Send to failed events as validation error", and a note that the setting applies to all the event specifications of the tracking plan](images/data-quality-rules-modal.png)
+!["Data quality rules" dialog showing the two routing options for a tracking plan](images/data-quality-rules-modal.png)
 
 The setting applies to all event specifications in the tracking plan and all their versions. Changing it takes effect automatically, with no new specification version to publish and no tracking code to redeploy.
 
-Routed events appear as enrichment failures and keep both the `event_specification` and the `event_specification_validation` entities, so you can inspect why each event failed.
+Events sent to failed events appear as enrichment failures and keep both the `event_specification` and the `event_specification_validation` entities, so you can inspect why each event failed.
diff --git a/docs/testing/snowplow-micro/console/index.md b/docs/testing/snowplow-micro/console/index.md
index b7ef97e54..8c3f4fd3c 100644
--- a/docs/testing/snowplow-micro/console/index.md
+++ b/docs/testing/snowplow-micro/console/index.md
@@ -51,8 +51,8 @@ To enable or disable enrichments and edit their configurations, select the **Enr
 
 ## Validate event specifications
 
-Development environments validate incoming events against every published version of your [event specifications](/docs/event-studio/tracking-plans/event-specifications/index.md), following the same rules as [event specification validation](/docs/event-studio/tracking-plans/event-specification-validation/index.md) in a pipeline. Unlike pipelines, they also validate against the latest draft of each specification: you don't need to publish the tracking plan or its event specifications to test your tracking against them.
+Development environments validate incoming events against every published version of your [event specifications](/docs/event-studio/tracking-plans/event-specifications/index.md), following the same rules as [event specification validation](/docs/event-studio/tracking-plans/event-specification-validation/index.md) in a pipeline. Unlike pipelines, they also validate against the current draft of each specification, so you don't need to publish the tracking plan or its event specifications to test your tracking against them.
 
-Edit the specification in Console, send a test event, and inspect the result in the [Micro dashboard](/docs/testing/snowplow-micro/ui/index.md): events that fail validation carry an `event_specification_validation` entity describing each error. The environment picks up specification changes automatically within a few minutes.
+Edit the specification in Console, send a test event, and inspect the result in the [Micro dashboard](/docs/testing/snowplow-micro/ui/index.md). Events that fail validation carry an `event_specification_validation` entity describing each error, and the environment picks up specification changes automatically within a few minutes.
 
-Events that arrive without an `event_specification` entity are matched by [inference](/docs/event-studio/tracking-plans/event-specification-inference/index.md) instead, against both published specifications and the latest drafts.
+The environment infers a specification for events that arrive without an `event_specification` entity, matching them against both published specifications and drafts. See [event specification inference](/docs/event-studio/tracking-plans/event-specification-inference/index.md) for the matching rules.