From 2bbb12326a21706fc5b6737fef7677f8e7b63b1b Mon Sep 17 00:00:00 2001
From: Krishnan Govindraj <krishnan@typedb.com>
Date: Thu, 4 Dec 2025 19:48:00 +0100
Subject: [PATCH 1/9] WIP but i really need to see it rendered

---
 tutorials/modules/ROOT/images/output_11_0.png | Bin 0 -> 22861 bytes
 tutorials/modules/ROOT/images/output_13_0.png | Bin 0 -> 16214 bytes
 tutorials/modules/ROOT/images/output_20_0.png | Bin 0 -> 26092 bytes
 tutorials/modules/ROOT/images/output_30_0.png | Bin 0 -> 31676 bytes
 tutorials/modules/ROOT/images/output_35_0.png | Bin 0 -> 31993 bytes
 tutorials/modules/ROOT/pages/graph-viz.adoc   | 784 ++++++++++++++++++
 6 files changed, 784 insertions(+)
 create mode 100644 tutorials/modules/ROOT/images/output_11_0.png
 create mode 100644 tutorials/modules/ROOT/images/output_13_0.png
 create mode 100644 tutorials/modules/ROOT/images/output_20_0.png
 create mode 100644 tutorials/modules/ROOT/images/output_30_0.png
 create mode 100644 tutorials/modules/ROOT/images/output_35_0.png
 create mode 100644 tutorials/modules/ROOT/pages/graph-viz.adoc

diff --git a/tutorials/modules/ROOT/images/output_11_0.png b/tutorials/modules/ROOT/images/output_11_0.png
new file mode 100644
index 0000000000000000000000000000000000000000..f05d699fbd03674b1b874fb4a971ded42b5163a4
GIT binary patch
literal 22861
zcmdSBWm}bP*9E!|6+saJQ3(M_Nu{Ji0qKxV5h)klNMnL@cZjrfcNmDYl1eu$x{==V
z;(3nuefNj`1NMje(Ax!9oaZ^`9AnHe*9T=qDSSLKJQNCrFC#6Xf<m2(M4_;@E?tCw
zNgfCihd%@yCAAz?ZA=|q4DC%&3WkohmNt%-=;zeVCiV_!8*46hj{EGqtkf?Y9c>*1
z?%lKcpPyj2u{XOXUreh8SHZQF)^<Rl2n><`u(Cz7&?uBvwT#3=wU>!2qd0o~{p2kh
zzIQJ1*@Y-OL~F-K(VDFa+h@+*m22;_pHZ}mkH^n1qo~$g)kB*rQkVpHgkkTYcrHAA
zb?7aeHPNlMelEs+ZT{G8gNS|aWOcITG{qprq02#!^+tds+}_7`=Ah`_dHCBUctKPV
z8Hp_Xq4iD-7yih-b{7kUdPZ`N9{wlq(MR|(ANBwI9NsG;_&1F^%I8q1Cg$`1|NAAE
zrKeX>s0okP-@eW|J}Vl*54ld@qREu_P0B+kiC2SvO$j~@z0z`TJe>aos|2$^f_n*%
zP%dz-+Rrbgu(FRePFFx}Jz~n0Q?S3@saT7ZV+{vZ<T)StbsF(#%E)}if)5F~0TL1n
zlu08ehhF{9`DfE^n9L9w*ko13APeRr(J@X;y_V0%IvEyyc(L{E>x|mmfIxE{ogv{R
z#^7LN3qpN9Bm}ot?X=`I@E$Kkhd$*A5Zo3vjp2o@!o7L(CMmzYaZSE_rbMioThayh
zb99`XD#<UWaQD~05j6iswoj~#l*=^sW6YnH0{z->r%H{&r%5xvs*GB$ZjF%hTGJi!
z_GHM#90m(6il@Xx@<a%9CWSxF<6|XmOt@p#ogDSF-t9x0A#y`Mv+af7D(TW;FGFs!
zXt4f$W#5x7gZsWs&}G%Hw$?pQjNiQPF7ZK$NqcnOp6l_>V21O`&~Jkj0VmnVfw%4y
z*6+rv<?HYqY<!Xo5Lwr$!IB!3&rDyJ4hTG2Cq@qzBpG+ct5e`32kU$9$A{Rib8%)W
zJ6*;du^i0>>NzU(TZATSWAzNmi$=Evo#izws7E`KdRF!L?hJNQ#>_7T-qgK>i%V#;
z);Da|6$uY49o?Iylz^GGoBq)n$)qaZ-`(4*n(Vo&{kPOiX?v@zC%a#U#9@d(l_&CG
z-Ukc2V_t_e$gQA3b7!%CHYY1t)|QoCE;`a}XHnR;BjJG+=b&zlBf4&_Gf8mJ!)CrK
zDYM&nLW!8}nFmX?%XGNj)BAeoel*^lXJ}yMt>}!X8oj|5Exm8nZC|~9Om1&#d71yv
zL<(0=@CnT$n-;gHKR5JgtXJ(vcEYqmmb&xTjt33AW#Be+a?z~ev{F|wy;&h|-@pGs
zzO?+eG{a+mb82>$zM-KZb1J8IfuleB$+x`zkxH8swOozP^R0Kp-%H?F)f@0T%yAF?
zav#mtt<)+cxOz3(>-eCRHsm|y(y?+X1n|a4ovUhret>>X??jp*qv^F;r={pP>wz`T
z158#=iHRJ)>t?#~&(JSIUXx!h?C;N~m<;4;@71>-)EKn{x7N9C8Gn6?%dnoUS8Xqo
zrI?iNzPD<>@aqn7<fj)e`v<R(KUjX%_z+*4EOf3Tj+RZQ%x_27Q(nASg9|5Ul#YQ*
zhi10zHQ`iTW4dwSZ}rv05k}t1PQnj?p_ct81{+s&1fN(_jogiE>x=G~O_2WA*=}z!
z&Rp%jZ__$#mseGFOkV!Ai;6HL@!iZ|#2_(6%KO%@?=H8uP<dMp<aq7R#@HVpIK}Zh
zm~J~ba&@mye(Q8F@Z3?acH8;vvD2@~z<qLZxK<pEd;a3Zc;?cJiuu3hS|g+i^r~r`
zmIiqC9DjX$IJZysCx%s<=vV;1Lm}Y-57tqX=2O=R&!GKB5a31!+ZYB#`t3;!2A%A%
z*vGWx6imU-`taey-!9hso3nEpQ7oE|MR(^CY~ovpK7};yjk*6e2)QjdAe1>6g830d
z9vw)^r8DNaH>wq~w>mmJH9c)q?Rn^2XR-FTv_((OJNfP#9D)a;Z=T+3gG;fluCAI=
zR6bhM#v{-%*>L?7?P@i*slfW~Vm>F8*IGf@OA^lkI7iX1>*r%zHXUynCC8M?oG#2`
zq*foKO$o0?^Jg{J8k;yA52x;Z8aEi%Oc^di_i9ahPY3aKOnV<~`0m3i_1@s+<!$$+
z^18L;ibFujJsq<D62hR<qVaflSgTvV#xciLZ%yHOG@Gtz^41p|Dy{H0Og1RgwGc&h
z3lomHmUteE=fYW5!xiDe?z;<xX%8A-yyK+DFhrYn#>Xw1^hG*INW5j$DiVw5wP6<#
z5s|6sYQNXWYG`O!@^WKpp=FzFa&j`$--Y2m-+-NeTsv>@i5^SQ+>)Oyu5kUh(2dQ(
z2X-6VVS$ouG7>*K7YIV?n!h)HlY4}HRiaU3vy08HGqzRFpc@sk)X6&@xU-{cQ%_Q#
zBZDS+GJF;7q{7njgvxbmE^4YdAi@8+e9ie(i@}0o%7D+$3Utb4S4V4OCWL$T92^`X
z#_HYW?C;Owqfk?>tJU+ARZK12_jYmbKbcg?GFOd%{}A6>x6+zNwT}FOWoUcMy#&m9
zI<xxcNbUI?)sZK?)d#N4{v@5NJLA~T1BaW{M@nadcHCUX&&_qOCunx0>=hVXlhZ0n
zJS-7^y>^q(gKHQ2G^4+EGHfF`H}yV4(rXtdCmz+F#eW;q4Dv0WPp|7gzoz=?+=cJo
zzR?aC)!f)=zG=WMh;h<>#g6?;?4(ETUL5LkS0X>{{?>d<M_h!<4Spnp3SG}Prl(u|
z5f%B7T*mSCM{C*NVmaRCPVA<+AJZ?Yj;`CUj_|AI_wD!-Gb(bAZ`mr%ea~;EDH!`p
zXV!ay>owfTBDXzX@HCEovoT0O#x*52Atq9Tafc(Hh|zJJ%cSl4lEtWP#4nz5fn3oo
zIH)G0HBP4DUGUhQMs|f^6i9^&HJ`ee=IdGT{%(FcdU}V$=*Lf}4jqq^zCW^h?ikS~
zxK?MB*<DVMsj=(0_>`n;lJ+-kk%a8OAi40##?R?^1OhfEj@|Kx<D#YWT)pGT7buAb
zubgW9BZ{~q^{~{iWwvqegB(jJ$Dvm;pWWBD(xchL>cxE@3%Z$}e0r-T&Qfxan&9DR
zr0#q5w(-f)zG<3L>Z5n^JDR+@^jWg4WM@zKX@Hkub~^z_STn2ANkHEvWW2#sQ2UrZ
zZDG}J^f-@1F=@5HpwVkP*q%zsWn=5uyYTU7{%y%`iTgwS`kXh|57)Nj)H%Lv%?0mo
zjI|Jv66%MkCGX3%j^>)BKhtp860wsk*Yy8XTNxG1V}7&ly;)L0@OaJ7=gv-|eq*&&
zg>1UJ<0+E4<)00|y*KqVSL=U}lMSHC=cS{$x;yO;^=f;Q(u#XIWoDmx6etC(@>8XA
z-|o4u{z?_^bSQKClP(jn@KL)!kH7c9i{GClH~$!gwDu~A9xFHUC+%AIe~#KeI^G)(
z*{P4GcWAd^r(s{E%vAqXuAUM%@X+OCj0OIq)n+ay<X!Vts%c%&e9Re@fA4fzkIv;@
z%Jo7TrGS9k1Z~|Ma_5pkua)s%IjX<tnd2w4`IhBh8}&qZmg$FF)LZe*d8Nrx^5mGe
z{Lwz7hMyB(-gMT;>K|s4NO&gg4)hVfI@nWsxhUL5AbLb?;C)<<PDmf@Wu9>v_cU`e
zFb`F8YqS{1Lwn&Ih(s_dDfS4{pRK@lWZYZ%6p>NOIcetnJWQ}jl1hJQI!Vd*a~amL
zzkT*rD#zP~$}Ku03omBI)>iRcxk|xzUpv8Ws^?cax!?8y+0^qz<u6J<(1hL1>h_hl
z*&Z%2wC*VMb`-4SbyvpZsSmZdc?BQTcNDA+9}cz!v2jW2={E~oP;M~ks|sBfp*$Aq
zu4|?fFZfF2Y+379cf&@$W>R{sde^sa`tDBMTCq{f54T`1rL0;f@gNQ6D0tJca69kd
zw+oqxqqQyx<L|6r^o(xR?8~y0Kj~dL2zf`sq7hrX5F6em>5fCc{};;1gKdcCpTjnd
zR-eu6T;dp`DsX#}I>=a|vXZSGN~YM*W$hl(cpaaNKmDm=UBDi`w`t8^wa$fm>5`xI
zWE$h_3%)*v*(a)NyM8<X;G5WA;LBrw)EJ_CAkRGdD-BCAHwoAE^F*WS5L4@DzvP@(
z&v>BVs+){d(-}e<+_pp~z3-nJg`6Kb+a4p@=X7*@JlpgN+f+w?(8&CL&}Xfa-C>(e
z$knkqyKK4@epL)Md;i`9TI=ZG&2|_Ehd4@{g?a&+=Lv820{2Gf9r5t8r}yuSdu#=1
zx8w*Wlplv$3-koBCh*!kNL3#sSgetqoulb#w8kZ^Jc;d}rc$m<FZ0};Wcj@7bM_8Q
z7>+kVWIVF#?oz=N9E?l<3zKhr@GGOU=u8KkoFgyb7OR$rKpI6E-Psr9$+2a!IjWOn
z4C=LJ$Hw1=`!hDv_&>dwI<7k2^Ym<J=py}^{=AJGh2moyUAY~h=xULW7E8IY6RlmS
z7CIec(@JrQ`s=vtfByV?iQAo4F9NsQC)s%9W}<^hj?=YPXOiAot;KEv|5KEDGhMsZ
zz%u<Kh)bAiZ)Mnw%pbtuaN<_JLjM{gAFG}s&c*i8b!mqOm6Tbrzi|1wzPftb1KEh&
zzG7oVx;-5t8s8A@=C7oz9E!d+2Jjo_y-dbrvExak%{}8nB>YiXLmXpy+FXAdy&F3c
zc)LBWE<HJW)yY4_My9mE$%gs$3_ICU=~tXxu~8`BN~_@qIchoKFJHd=2{`{!1XCbF
zA1H=iU$~sEk*~8k6QR_$yE2?19Y#|@8UF2zxA_Vmx&yfGDbN>0_htt1YjC*lE>}=S
zi_;)a;F~t@u($AA{31RX9qr@5&^RtL|E#R6eBarkKap@x3V-XG-~Kc2@yU$=KV*_z
zQ@M#09=^b>`R;_RYNaFrlguio6*?8FvwwbzjdL}&Ld=b_(z?NQ>I0*tFkRLcBn3a)
z8_3sXRR63NCgi#aKk>G;OcG(5&MSv&jl8`h{h!sj@Y~^{HcNN-ZzEK+NG>cajMH&J
z88cR2Temx8QDXU*6A*p`JX@reIK20=qLx;y<H}HfVvDf#2%qbGlFRqz=H`KK_BzO6
zeWrO18#_ZX;6{mAH>Gyji?A~D{<Z;ed$+R>c>yBYltu{Ny(<lX@}`3buVu)8VryY_
z#h-*Fo|a_C;j8h%L*ywjW8w62>40%mN{nUxRy$-}XVd8$5Px*#EGVqeJobQ=O_PjE
zO*=d6{Q2!?igt>w;UFuLE=Nd6*i-9bQ~Ks`)MY%X+F@SyM<A({Fe{yp0zV2xJ&FtH
z9rmn!u|L;jbEY-3o37^`^8V7A>`&|ND#UY#rAdXfeOAv+2aI1qNkr*`?0HYnH(!E;
z3NeAvdN>rWi#b`a)O1)D2p6pR=t-aAed5|0&6a?^ED>8qb@s*%qDSj*`f@dunANhW
z0o+8vsTp#UmcDql+GyR6VYE`RG3@#sz6Eg|;q;dq2?f8MZ5^@8+E^5Tr}mCGuGzE@
zk?@CaE`A6IxZH>@D1odFdKK_4LMr|?c-CU><*>be)`;i_)Cx%=o;qYa=Eg(Vm{wl(
zT#Z@YXY*%U*V6$2EaQ2zKM@(3dDjesyujI0NE5SY7DU2I$W4BIrx44kT|(zF_VA40
zeoo-C`^0TCHj?O8itc4-O%mjF8GZGikA4%|jJeL=c3sM^Ot%?tD0%UlW@B@6Dp>H=
zgIQqUYJ@~YG(aYi)Yq<Q;7MQawlk$Dc=v3T?KBJY!Wb0df2NB28viXZnRDP{Kl|W`
zR0w4hgvHM!L6;dIZBd)E?GC=TDbAMI|2Ik-xN51Q{a}IqTN%c)Q^NE}sV+w~D>#xx
zvn$a@HCy@4YF-325@oqstT!BPxBx=wAoPbK7-spm#7;Bm(iw&;18yY)9KmGaS1Kov
z>o^h58i;UPsiZ3jkWZS#ft`7$!|G)|*+)w2y~ZO>mmV2HWUEV(gxxh@h3T-cuu7~)
z1zacJ-K+{wJWC7VCZ{LI4DvO#wF#ZPkbdT_3h)mgC6}%jAK8p3Ae$c=8$}I?E+WrC
z*E-W0(fNUw$6_E7DuDD@ooltjePkae8fa)~O@K4?q)8EA{+4F3>er}wcz9G<`29G8
zSJ}UQDPu;eOIdZwq#5L6sXY(22|>14z4aW)KtAX7Yn>GkLU6dd644xRQ?5Olty)$3
z8gkd~4pZN8(SM3kN2=_^AJ~ksk}#`Hu-|!dmhy|2{}hWeYvjGitZ-Q!k%|3|efHAa
z`YbsLZB*VzcEk(;H`v-nznuNM4=ggNpmQGZo*#KpN3d$mgM%@GZ|IPRn3(zc?b~b+
z?^x(7Y@9a0RVKU3f2V-mEg60ZE@A>vhtc_P*9tvck<TA;2#G%e4od%k`0Lw9nw&^y
z*Q=rqBIkV|Sfg3^lnq#9`A+DwEM#@~Qh~_Hracbo7-|J#)Ec2Af?m4wCAj!KydGnz
z;kS!9DjEKN9ZM|+*}u}|J%)&B`XHb1K!J?=1vOB=XyEX&0R16;`B2EoQxwap@Fk#P
zFRa`2cU&4!&?wMjg0x(*Q#3)11dq>~%a<>6J+ucpz-iiXi}e08AN~tC(o9H@Q~cRk
z8borQY5vU7{+2=jHFXBEX12-zHNqi_BV_Xv?-VNM6_V`uJ_3S~112*I;g~5P6DwhU
z_PWo205b5H_l1Ip)7F(Fm;vMsQV#_MvSm1%0A{3N4;6YhVM%0xRwK`jg*^LJY8skH
zP$+0U4|k(Zjt|=*$9!*ZZy)&fI^vlsXl>5ye0*90jtkG+<P_t%WyW4k<LeUOD!zxD
z=5xE&W50wO-6L^ww56n7{QO<q;>8{^<d%X?Gd~G?Z%C8JoE|I{Zf^G~4ZBI(svw7?
z>8jOO-QUEPBqmjc-Wz`RadnY5cxGnWos4W#lv%Rt;|i-`1}`r!c!R{VHxM)|)|vsp
z9HW>dAkz|j+XOgpIFE&fF2Utz`0y6HVoG(0v}J;*0BTon3#jSo=~)W1Hl4i!W~4KL
zHv<9)Sk8?&9*gK4#d8>3cuXHhR%+^|<rxw0le#>E#xaVVOX<AGuJq)LdmVOeM?o1*
zLyk11`!WZ-we&S4zNLM=4ls;48u{@;n?GqY*{&H9VMx!e2I4|PSf)aP?8;ENLSriw
z&OdI_O`gbpN;4uM+2n&Y$GTcM<|gNLv>~;zy9;N;2j@BR3YaD&ZOz6QJh-#D)h!w$
z;&}kSEEbOZa#3-vW}z(9Dq~0xCC05p=&`!$eBbkQmyxw57jRyVMPG)K$5#4uvwA*x
zdJn7itPogAbWaul{6KW0WyslIpPpUq)rHG9V)aK%+9ElG83L{|eO<$H4uJg>BP-Ej
zMNTN9`juIa>L3UJM7envR4oz()Io23edW57g^|?4Y5C_q2s)WB-Q4U?4fhc2Ax8E~
zf!AuNEDWFg!A}V4bl~zME__#zbC$CVr+ZF*RW(bo6*P&CA(^Hyq!vg^;#{S;Z}mz~
zU%#`!dh{(e9~qMJLS-GlDMT@=(?J?JTj5}T<N=xgflSoN?E>Iq7Rm5%O^1}pA|$HQ
zZFN6FMUaKO+}Q$|pI$Xne#D56`|N6uzJC3h4i%KsWmON!INM8uN^nA|8f{-9+pQu7
zkPk|gp7Yum+vS_=+zRbjW=Mr-l4Vp%<`%5R#>R%7@d|@rbWoa9I}2(O$315VM0${R
zosnGkRuwtN>!H!C+B8T?CZd=98GKtXU90%{h#Vh1vIqpl5$=FHdOoYOpohwG_!T+K
zx)MjE_}GvSTdxrk-l=!ri*^}vmAZJ9;_lX5X9Q?c_5_oCXRAwe0S8A8GBR@bHxZJx
zRM^;6kBz)MT_==_bP!bSw-=shSKDWBzxd^&i*w|Qhuqcn-@2hg;1pcjcxfPCrNUBs
zmGl}mQWmQSR#^6rwz}m&OKct=Pq~jvhkz9^8q=;sCP+*%cqGiRZN^_-U#Qj;J9l=c
zUpHR#Wk2bub}(}VS<eJ^0+7~?RpQV~$Vy-P2Kgxi>SLzB{-iHe8&FOFc<<cLk09X6
z=M*U#Iu({o!<9BMAc_8zyI23c9xEKVsgGYGzr$m)2bOnl-g_Dea7Y^<)DKUra6kCa
z)(x&11y$cKCMITiq*_%rniaFXcV7A`0vHnGA21a@t*^PxtR@ZOwq)#i%5!kLi8A;F
zI*9!k(2C={A^^%&?1Z9f5e&qa^z)}QX0R}2d$C{cV0VQD>JpKSjSXa!B3&d+@kND(
zUc>a|M6l{s$Tu7;vJf+4Y55|LLWTeki1M~CZ*WX7JsEQjr~z7d_r$Ni)1(x1KTb?M
z16UFuwAH}{32fp%a$0O(x?Oe2kd6A@+uMso;yETH;A~$YdkkDz4t~J|@|sGOts&$Y
zTRu3IKH?CKn;R`u3Dd;G<ra((Oi_SB{<>-ToG}54F4)kS^1-JOpfUga8AfXYFm-Bj
z(s0QT>uLZ3Red+RMNg$+%N5e>@xvj#AaCz0g}i;B!+cj<(#Zb-Ay5&Tn2?CPY6wZD
zC;JJlor_D%%5bF|yrLC+h%SQq_-qg2684<lW~}ZkE~RymN7YZ@H1X%Q9?>%I%Qhs7
zo^Oxo9uPm5cojC`Sqzf+)+fGfLLra~p%m`;I}*ofQnFKo%K8pq#Ag&2A3us+zvd?h
z#<Qi}A`uOqhyDQp0r|cc&H|&U07T)l<OdQEh?39Ie@ikT`SA%u)HGQqg2YsIp~i0d
zz2#7u41ztD?qDHBq3J1dPCx=Q&a41pKo{zTpoY*@OrLXSJkM-#3niB!0MAdbM?SaU
zX!|&}KQI1SWjEdN#2@tWP&obpg@uLi7}QtcPSpB%1OzeAc4>u{1SHfuoMv4VtxzA3
zAHcF~!$PGCR@#h5!}*INwrx0E6?6q*8x{_=hh&m;mYeK)_Zi0*f>%?#4rBl^o56Fw
zMDPRkD4*j(DEe}G)`aC~je4@%A`_eeF(PEWL)k6=6g^A^ZcvK(aTcI|2$9#G%T!8X
z$0y?sg^ZNYX8a#Cf@&3mJN+qR`{hSSi=?|bquI8oa8TX7Xnm3lku_mh9jj+Sa7stA
zu&&7d3^6I6?MDD3KF0{=>KQ@62sDaHpbr%%>fKOgH5@&D?pX`6JlswP+vw7WL&&Wq
zcGHgmBjGh-HFY7VDby6O87%<8`@N%X47`R!wg}G>i`Q!Ks8%a{s_%b;&HStJ2O|2a
zEuS|CzE&B9Y|4bJ^5Y<~IP@wsE$jxdaFAAJdc2?CCCqSTA&B2n2YYMxF5h6icJJQ3
zRlbR5NE(zTxpU`EPpUW$f;Z&<i%3?vCq5$2cs)z73R*SHfW{uYQpu{pI->^Ek^l`1
zGTDAX2p9tlQfcsTUA;dsfdr;B2N^Ys`e(Yav9YPOHKo||iRa<ahSDHi5~syJjyv{{
zai`|zTaqrEee#SXpqYlsWBrxm@}J+9U$yJq%Ar3NRg1?*h~z)YAqdKJAR?SrL)@go
zZe`GTkw+>`nok6>!jx_Qg(9Y-GkMyj^6!Xz9FVdRz5>l8Q^q|=QO3syJ1S|9@mFak
zz9a8sybr)f!9YeyN$GE~k+0D1AES|nO|8YqVK%Or%rx)+tnyI|3rH@bA(0Pq*63O*
z$Gun(A_}RceXcVBiPjN*6v7&84G@xUJ0XV90wnjH0g;W3$pWl1ZXot)``>o}knNzz
z&;A#O*jA#xizC-vfa~>u{85T))*4RVQ|Icidfn$df+;pAM7>7JE*t>y>2PbEPj(Nk
zJx_hc3BG@tx7GZtCNnZRYH~)sPy|T+mC&uSP3`-vE{C*5dyPs!02#UcpO5^SpND}|
zsy0+%Wf82ZS81JO+?|{xh)pd6%kjUo08~m%z{jRtvjeKODC!*Ka40SVWXWXShX-%(
z%TdjM7=Z9bov~g<r;{UB^hi~4qL6D3MUGaM;%x{spCnj*A7TO92_J6rK55u0<KYS`
zl}ve3<ip!W5Hx&o5EXI=7=grpmh^nektdOW8emEmt(mW*?sdGQ*_tBS2x+Ma3zBG)
z%+NW^)m7+EN!GZmu|qo|Mm~-cQa6g?Jk;H$tLJ^+wPTu|Rg+UPQLYxK@cD-Pd&#gO
zIthIj)4ko1Y6peFRzTwk<q@b*6}VZb;_XHcxw(HhKQq%b>8S5YuyQnH+5PGs)HRRp
zV7txyPi8|Xj=1hI;Fz)(zaN2E*vZ5PJVmi|1KXC8{YDZF<R@~oH;;^e_Pi<C`OahK
z;1uTf^ZO~+?VaP#&Gv0lY;8Yj8^(T*_d1K!Jl%wiE_vRJmji)Gc6=U{h_ruu!uH+I
z&D4|l(hK$2k5k7f7dg5(g*{P_lLKW>Ua~|cf&szg+NGvJ*P#)u-h$s$4QGQoDYgnz
z6{zdovAD#|dW*gHurdO2NIQUWI)Fb+oFXXcE46i4)cBUb3oPIM7A4M=XSl&om>*A#
zHLXjJ@$B;G(VFYhr6v)qqlNB{v~%o8y?Z61sR7HPs~#xOw{Q+NsCVP}TX^BwIILEp
zMsKD<^YHL+qFGWbuz^?~l3TZ8KU*+3#S7Bw|J0N$crU?l=p^oYH420rIp{t-7xn_e
zl4H==fEx(C+#XN`UVeGfSg5)LthKm*8t0h-a^2|n&Cpi=39WhJBQI%bKg?kELncr|
zHR?6X&HFptF)4PKixm1?apBu;Zlg1QKqkyF-(C1kJ1`AWB-gZv-PBu;?cY+FE5G1`
z8+V;FxbIo#%{QDJEOEMS&K$mXL<IxJXv$%UgjaiTOiKL8kdu$^&-rd&5;8Jo2;Hg0
zMP_ggaC`r-!cVWQjwr=qWJ2ymtQk(Zj1&c+O)ACDo3%nL{Q3^pK_8Ze=DZ2itIP|(
z;a%=<nRfW?jNCNv_`O}PSN7tG|1m47M-*yG)-3d~K}U!LiinWTDNlnpnHLp>_jGdY
z-R8;__f1>FC4mAzJE#6=iEh3-#YQoMN%^BsoXROgJ&~SxwbPOYdaNWW@vtU0k#tzE
zOJR}bA$dc@Pj^Gy;JvXRIeXVHwz#)WKP4voD;fFopgYmWp)qN^)aAlYXp$)yZ2@2M
z11U3-U4Mw;%dHse2}B&3;t@Ut5R?JnmcjCIj(%-L<lQG<&$q|g&v&sYiR`E2PNNcW
zf;zGIc=AO~z+b^|3-B?EhWI*=$+(@j04BK&<q}@sWKxk}H)ycTbOJ8L?tQXvR<~6&
z?tSW6x~d|ct+BMd_4WnHn#wPQR=t8(Rc<C>wKs!X^F3MUrv`Xh`=8q`GwS|-x5xz;
zbTafR*Y3p~m>Lih?aa4FvBaQh)1~g4{{jS6=vwf;%f|=h3axx2eQ~P6qT>#(?(elH
z4&B0x@HD}DFZ)*QQC)A4okvT;Q+i~Qk#Z@U|EYCZOU6yqi4$^O*2=?}k4CC|R%412
zaQb|ON<?Ukdk;hag$vtW??X<MH4csrPKj;X25#;x@6Y^*jwABg@~<-MynU=E_fLPr
zt*q|ffa|D75(e|w-f81SHKtLEQ?yrNq^^|VAEj@!LYO=uq5Z<dmj$PfHIG%^YyzO{
zjF-AS4}Bq%hOAfo4EVjWYftnJVlUd@ck1j1ZZ4#S#G5XXNt8dwZQ9_N#c#@~uCA7;
zbzU)sqizpGe4&Ns+2VD(e4TQ6Eq}ZSkX21vDiuAUhp*ywxKjCY5b)U+_P6vJA|le;
z476+SWhH(pY_P7!{*VG=fpOiu8T&ZjfkQrDd?D>u`t9wL^M!@IlXs*l<@#?f#&z?|
zNO~gTsP$MKsqjg*J`_;15GVXm>GbCpf84EM;GT2%B%v=pj^pF-@eytl22Fx!z6=tJ
z?}<nI^One+u>CJ8j;d`TjUM2VY@oMrrgF+Ys%@Os*e7zBllQ@JxX!<Alz2ZDyi@<P
zXyT8OvmMEvrK`~?&Pb)tzG`k9?uRSY=z`K0U01fkLaQvKrVCmF@qXyM3zTCi=13vl
zBeNTPe$G}8u#lqC;1Onf2W%ShANxdku1l`04(N9Y<mZ#?I(nw>8us~T6o~c}k!q@Z
zjv$jAU;d-As#iy&&0G<FrQt$zGi{p02wr4U3d0NL(v!W-aUQZtOIlAiXQg$fnpX^_
z_Zz&9-SXC?6r7|KJX_L3F!g@A^?@}P8Mn_473$Qg>-Vph6HQpEIjm3Xs)P=gOXtSm
zZ(8Qi-W!nn;Rrnw->V8pv#FO+NxJK?O@LCI&hL<M{vG$P_x|6l-_tekpGJA*fvx?5
z0aY(weu$~f{Tt;eN|qg^@yw_vX|X0uYVa+C<7Y*nG}FQbgTD?x6=F|NAXw}4f-KMT
z@0WTf1Wngul6HdyN%9h$9dWk5^;j?)q@1py2KTDUT_ishR+rnTFV8Oy7OaLB+a4)r
z>FJHq?M3t(@0ZYnrzQ2}c!+CH(8U%hN>{os6WR6jP=e{f6cywpugivcOh39$IS3>o
zT_r>I!wCh7f&k2O|7=DPFr0SC_~T0C&>K7OO!bsoXl_yDvv<XDwJe)@Y3UGx9Gab|
zD<~<{u77=FJv=l`a4J6|aB6DRQ0Ica?oJ%~w&VO-z5V=}aCnAFf`rRU3#ztY8~o^I
z+LLf#%F>`c%tEf>6)bh)3QqP<OOZkk<i+vxNPjc$*a@k*B8FY2fj$JW4Iv89ri>q5
zb5oisXzgQO1Ldgov;f8U=p7O2gqVb;yzx`A%xx}ZfF9l38GT|IhVmhleg0$L+CuNV
z$<wRuktZGhQ!Q<6oxn(1G9Qx|G%oY+0((Jt?aGS}mm1gyc@-jx<XY&LwpNH&9+LL^
zmPj3Eb@r8AYy|66?0|I57wI=Mu^dLvg$)M%%=?`H<Q7v7rZ@mPW<U{;aZ8IFZ>u6I
z?-8g28v{y<?h8hs?6@wtV>g{tX|1|+oI_FfJH;>F6I8sIxv&wSlazP#;%eNE>^tLn
z#bG*h+AiP#;l9IY7EMKj6gqbT4uL=@DlUC^N5%c?4cyBijYda?t~Ir7?<;fL0eiH%
zB{eoSf)`Cam`arW9Uh770B~M?7DyoB(0}gvMPbW{T!BM)v&gzTjObt{fXTU&gRNb9
z*zDAM_W>%M0U)>!J|_6Z=zU_he>YvLEtgfzDF=LN=y4-ZJ=X!lSQ>+5qXKrfQjBC)
zyi{dAYf2fbQD&|azOntn){c`-oJZ;0DerYGF`Z}7l(d|H0?N&}f@njCJ_#(LctGu{
zwwrQAa+T@pspAJr5}u9b#fh6w0ytZra^a$wUIDL1ONZ!rK#H5qEo=x!VBCPPTcFXS
zV1ovFha+s`-eMM_Yqw}Pj4}r99oxT@>m;hqFp?ByiWYQ;KfZ#xhBWMY{2rY5#$?3E
z6SRLIW|RfdE#hcsqR5v2_AOSIZ?w(dM%D4=*9obVx-wCrA^<t5@%5@~AI5W|p9izR
z-%=3;=<sTj;d-|&O4`KjdMf4kEmBe@0JjlY$!`AcSDR9c+R0HWVU&Yf8L}j;VYI$~
zTNPr@Pxv8lQ<gy~nH8G7ocXU1YzuWBwMTZQJBZ=+=B$7uFN;w576imOm^vF`+v<U6
z;&a_`zU%gxXrf&r@js1)m>C`*EABuce6HKiwviy(*Wb5kuT&DEv3<CJ4~pUO+0XcC
z-y<a=dOjd00>a6NCQ9)Q2;R>!!0IIff!n$9p(Y~XK5o-r1YYBvb;j~_2jBig6bb-v
zRVk=5xq<REum?ig$I{RjO9zpo#BIkM1V@%VA|F*mXQfj`T96>p&vhlSAlR<%aJ6=M
z=Hf&j^4eEky?WL2N%Hbvz?X<AYN!nT?HGGv8~IFvQ86(T5#%8x5iyX1+z#Bg@X~a@
z@p-{Pz^ytA#g9h*oY)mm1AK5|fj`%+f4!^%=EVPYAS2x`qB!9BCqx9RMGqEe(c=yE
z+AP(Oyf=1sX1%b)5PObv6Qb+%YZ^p>oY{uxI>1Gt@zGj;&gVQLVN8KW@g8Z7Qlw@-
zECE4vgcgK6Kycq}fuTDv?7h2uv*Wr8>|T{9Y8@r-irwU0R++v!a}^(-C&A_tPzr9i
z&$Ten4C7JS>Czz7XRGC?jNC*?)4*lyc9TY?TS8(0BR(PHwYCI3r!5K^0_RY*K+q@3
zkiHC<xgwE+y;W5{o(_^6h#)9uUl5%Vdw_MMLtDjkx)aQuhz${8V1E#aGs^+YO<eV!
z;Lbxx0uZzoP>Ig8<q5UjwQ-xFa{wXYwyINr69WB0EmHzn;tN6qlh0~7G+^T+_V)Jv
zN{33nhFtDGx`z%qO9+juu>AY{5ojqUu)KU_AR!>l<#cHMAgx^O65|j5{{8y{{A)rP
zDp8XmBBdgI1jq)Pu+(wNpai(WqFe>BOAh?A#LyD<V>M_PSzf$|O23*#5c$P$(q7=c
z*6MpHf8W~N>tKo!NmlgMMb$ckx_Z_Rt94OAVg*5Yi0otgLNPA!e?tB@g#2}y=v(6s
zgoL67HaXgym5$jHjLlod6_e6fbc1lPIyn3x>2cQ9P`S<!TGOD?Id29~8ZXgxU3~X5
zGy}(E>4U}8+#(HO*oV`FC*y@WtXUp?p8|!ZmXb1!E`)l(L5QLhc9VwQg9!+>h$?GM
zi%Q4J!j0V8JO9(2<*MAv^x1}ooT<++tBW*g@zK%F-3J+qx3Gi~K?@~)U>WOiw9$gd
zbnV|i5I2vGGBG{_#VC<RS#iWs??=9<>5kLEAlsdK^BYQG99Yt%si~>3S~s;J+XRA<
zvh0$*-S1`=5Yqno+JhE3C)$^#loITfXFK^7<F=Qs!JtYb&s^X2S{RE-MdA1Kn8?w(
zxZQa~*93Ch+Mf$**>yhB<MG4?%!B$PAjpP81D%iotLb9TY~n8jqe1@7TnyDah^O-U
zH~Ff23v8D&mPgJdg`&@!4RiFkv(zn^=Q|S^0Sq|BCclJ8je(YR9Og&2$YIC8w^tE-
zZrj=X5r?1>l(=r0<|wDW2Fi|7WYJa~bDMfwF}c3I9awPg#XFT;t6YtI+2V(o9s9Ws
z^hvmM0f<L!z!$7UPEEIP`R$Kvs!x_ITh%HWUfy86eO!0t@0P#WtCnz2PkmMG{ofRv
zOHsb3?YW@X&fRNljbIE&`v>izbnnxX%sqp-j^#k9#U2eYM4Sdt7@ssE>3@9^(qX;4
zYc0TNSiat!NB}TV9j&)W7P%v~s*_2&X=Xd8!New$$!PxATSz`uttM5<<wHu9{Zi`F
zQ?O;UBLol1G@;ZdD;;Qgbd=GC#zWn*a<*F%?WnLBSByQ6lF||<H35xjPIR4&4}QVU
z;i<JetyHl5eZL>|nHoanOdHTl?3g}y0xi;o`EgL}K_9npYe#3OW$Cm8k{S)r|48>_
zD38CTxe$kKKNs<X$lg(^ZtViqm}SFF=M%sEgQ3s3ME4t_Mr!S3*zet9$C@^XbRaf}
z_O9rT&=&0e?v~$xa7K1WKo9n)m6C-_D>1NFM#44#8bQLo0}8X;`UxWK$`6~hM=O+=
zb}~ax8YKBpt#0rr)F6p9T+qeZfneLq;@$m%?45iaj3+qLp?4|Q7Rf}czu!L|=9NFq
zX3$WFTWg01fJoZ~@+?nx@6rN?vmHh&*<(|tG#XzTUmy-?<0Ey;apBjOywT2NVL@JU
z)H0hg!yGs#dn&AS(Z4>v(w53v5zwi$W)nR<awsXxNX>ip<@FgOgP!94Edj^u{p5?e
zAnhjLH6tck1F!uIq0^%+&X?=YN=vyItaOr<-KmutIj5rOW6qzFdJE`NIdn(gbKdD8
zV$!@3c#U_>GQ9q==EhG|wE~+YS}q1JvZZn|N}MaVp8Y_0N-Q-Wh|W2hg~{3s*N}dJ
zsjR5@`zyF7M>^GgJce#mI}Z3G2Qe??$tcUwTj2OIKKi%8px3zZgParHlm2qB*XICn
zrqV8K$CKIaINTmSbGTKzdFnHKT)W8?Yf)6FRs4y+#v1Wk*MnoALv0#De7Zj7y~^>v
zPo(qSs{R%M+p+H;4wVNrh%8*E_pwpw#L>pFuqh1O?Vy`{qGD0Y4s~4y?{}crGN_Ny
zU|Y}zMd9Z0ANRF-v*egai)f(uDq!k(+3k6HyvGK<<7jZPH@kVjeG$jAoS2x;{(;7V
zu-xRsT*OmdGP5G|MNd@fTf>~i@lTbUa>)@+ElNx+^+7QhthK)PcZTom@BR+i7kbiO
z_rPJF0sdNF+cTxUtsPKRt*e+)`(n%nIw5ne4s#tJcnZob27kEM!S+Q%mE#!ezTxCu
z<Fs^RY2yZ)j+Q-0K}*GO)?OAC!dlP%mZA#U(dt_>g%$rD0`;v+Xl{1a1o~I<+tYwd
zAB5Npl`$O@>y(>o!`U-}hDMMVD<@}<3b;h&Hl~`VgC@a+!#P;xv2S0uhDE?~_wG+b
z;tlZi^)*=?sUDGrrm{-<Baqy^&|nwc9&{6Ur*X{*Pn{Q?eqBEW#3gmEPAACh3k3Q~
z8RYLBQyT<`Z&57qHCJ&8Z@iZNE{rQuBYaRiLEGpr@z}4Mm}gp8)M5X$QnCk)-g1(t
zV$~}aaMKeI)(4iWHQnQ%RMGpl46VAo1f9(_L4~X=kMHTCg$;AicKhHZpH+|s;|RTV
zF&fqooalyNnXGS4`sm2)q#^;6)%p3GYj*YT@$m4%;e^xIJSW@X!f2H(epbhT9jwKz
zFgryq1t<Od@p#(F+8%fok#+$<9bw)ZD2j5c&;p~tT9Fco4@7fH`s6u+9ICJ1-#QMU
z2XPhG>lDt(TzBnc@u2FDs5>pRQ(=Ww+FWt_IW=<}$0M}fGOeM)-ph=&RsQZ3f2Ljb
z*q)sTxx+S8asR{!d_4?eX*+%}&~n9<Lp)wlUFtS%7CGUV`<ifRn(*p@>}}uo!`};T
z?$lS!lS>Ixmd~kXwK*k%EsK}x!?E54yz72@4jJ<bx<ym~<ibJSjX$+ooNo?r$c8DK
z(!Er9R^t~Y9664jDH>SNwT_+GOM8^(d-&#Zp@>o)^&qbY<K(FxvD|mzYWK<Pe*+)%
zZ+nDhD~JlP<44r6bKK#;wuO;|DXYE@P71u0=cz*QENTXxkn=B*sjlp2e^DL`&wpC4
z1E~3$jf2YbLHA#W68ciQSZGPkVsGj1*LNJy?Tk%iIy-~fSMxWQ9zQtYy?|1@b~o*_
zHi!5$u*pv@WG#7R7<Q}CFBG#K-s%nMZ@UpY2q5In>wCutWN~|UsNjAmq@hq?lgRu<
zs={w}OrKEGWy34a{D@J9hW_XWee1e`y2?A8W5NEzKBMNemU8gJl-^;Sb98*feJL4+
zhA0PMj}+V~N71)S4{kZ=2-6E4ETqjTjS6jlJiIOG&3+spT8ziJPJJ+r$oPGh=Xx<#
zqaJCa7r^A8>z|ieXFK^QPrtEd%m#pMW{`59W955xlJc%60LmC&ehylt8<-%CDVXm?
zkAZ~Oe3&dEDkO9?KImQ(FpjNQVz<@B{4^vwW<ornW7WD)D&;{4{mejvdhyBE-a`G6
zk&GwDHNU5OWS5{IQmvH>WX6gH6yOL#iw*Z30qy6KTMk2dS=HrH%CbHFxfK>Yb4wr*
z2JRid4c3OS9fQ1`crp7IyysV<KN{NqDKgAVz&0d8C1yX$QSC$;XCO1RY#a1_{tDhS
zqj!mrHRAo_MU;k@Ufl1QNAs{yQ}6Eo5$Mdww<{C&Q_MB5`mI2BAdugIwvn{D^QpU6
z*=>E|p?2NNV(mgw9v+QSW9ztCs>TCSm!ZR<l90~%zn`7u*ZIK@Za+UGQeCmgwb5aq
zvU*gn3I9obE?cD3|Imxiad0!WVis|s?rWEqWLdB{Eh-LQLf@0>hwcoqP<eNz$i3=q
z9)afkeD7`H^5=+?G0r_wdA;;~#huUKZo;So#c@$B?;Fp3e}MFYFRpM5sxBT3@Q!<M
zNw%QoKc3$0@s7njzJI*-x?=PkickAvU-Kr+>_p*uxHS||zNvuZsb#Uo{R~Z_dPu*>
zK#;Fz{>DBDFXS+$1=^1tYE_D!n5#zkmSlH#JZ$ivQ+aNO;hO7Q=nrBhdr=<qyrc6j
zv@Kc#lQzhUT4wZ*_>oBwwZpmqM*GN50l72Qf;z7U6vCGhGCu_P#u$4x)XN{6TjphX
z0<UJ6Fqc$16gR&IQvib^Ap#_nk|}BUP0(Ter~C^1G2skC78j%jc^5rlx3X|6VFn^1
zGF|XH=rb0p`MclxZjX`afktcQCB=b`aI`8}eZh#jvx5=6yCZKcJpR;-YWs8vd{ZLr
z!()#B(Ks0XOz3IT&~~))K5b5pNW?$<e%O#4No?;}`)@}#@spXWMX7WC48|axV=!Wf
z3qMXkvVi=JPkN6Dk-+pv)nPY=$`jg)U`w;O+nXDr6G^ytKG-0T$lfwb;{C``<vkN3
z%+7Yrz%Qd|#{<#S2&?5V%2!#vhi=aaL)B_LBtxkCPw&0Zr3UKrr;yu%-1u_HKezVm
z%nXxX;ctp532JTCR-f|I^SZF!mtr#AmU9!M7%eNSF5p3IH9sh%o-}%SmPQjxGYdaZ
zkEvUDbxEgqaF!K?I-LDQBHO>JEs8PN8$XGBVtrfztL|y#>@@%4$T_@_=cBa@`p|Ou
z@gyo-vG&gP>ZmT_6$A9hWswS+%Cl1nH+&QM|K%6-zj>l?e<S0H`B5@o>DJfF{PXMS
z2lKRPVV)(>rQ<HD$%|j%quT%JL=j(KyUCi?U{GxPfONPfvA=i3hpYE#dCfk<=cs7*
z2=KgJ&BBX(@;^-KOgtf4lDIwkbvovo?q`zDJ1LGfbaAwAOu$W%*-zjz(|eLWbVK@7
zHBGQO1-j`#gZOS`U5Vtl@IPHQbQfySh<qm<K>eyj;Ytr>yntj@XFajt4I(j*A<Ys<
zJaazhgddcNy*i~b#6#IqC{o=eCMF{zThp_)8p_Y=dBNp`+RIWnDIfo=Xw#h{YQSmI
z_MHtIg)_TeTSukwC`wv5^>J3iPV7SzZa`olca|w8ll)k#!jcry2}PnfloO0tPA)bA
z(;fMI{%xO<CkZ%lO4)gx?9XRPUTc>?HEldem6v$rjSD^67EsjDOlsN6=BH0lwGR86
zCOO)rndr-9ju@3*i}3rnsIFIHaespBoOlxKL1dv%@!0$jS8^E-k4Q<WyX+Vr%XtE{
z1ZWLO0&WQeS|SNHEK~3xpn9&Uj(xC&5i6*Ka>+uj9dn7$H*I~3OWc8>god<Y`#51}
z0niE=aPFX;Z7l-WnE%0uZnpB66u5rVT-+MBx&)_ISJ{E6qjiq0eH_<dVl5O>V;lH6
zSitMUD1Xi;f<~Dk3=9?9E5n-5@Up0eCtp0#@Nrb+%?`T7@u<cT^IW9N&=ssmV75m2
z1YNruF$p%O8w3Od(D9OAJbny6D|j0k?@z{%zD>hR09%>+qNpZU!n+Z7bSo?w)R4x4
zJs_^W!+aD*?b)-BeFgfuNQ)aGssELFP_`<H_M?Dr^71{v!ZaIjuVKRbkuBN((RUDC
zKn3i=hzJp?sGKU#pwE~oSihrH4G1Tz%jSZ#8CVoeht8n|^MRKDM@1E1yG!*t`D7Bt
z2Fa4JgB8Jfr=A-vwDFx7F;g&svWzfIX|qd_1b1MPG*fmTa&jy5EL2Y_&!tBsjR2)h
zEwdSa3T<x|K&o7$V7~NgZ~o+MLH)Pvw`&-UWIAYJnNim!q!AN`u-kShjH0%~rh;iS
z_zAS<-{Z}Sw<YqIUb%H&tl{*;9fna}{%J>Hx}c+%4i<1u_gzcGvR4PQk8fpAO`cCu
z%f13SP>50qN$OP)@TnK{JSh9yn%{W{>KQW-@=7oap`3m2GDzTb)4`}fBupg4HTq$>
zS3u(uq0eZ&1~?&*m#AAWMQXSq!;6nEjMkz4u;f1;fLYk(iGd0+(45Q8uJl$6O>ae&
zp7jolmEwxYLUEjpB-B9*$#omkE$y%mci~B+|7%gLItA~8A-)M7Ob>@iQF->|3HM@b
znkd18n2`J#8DqIZ#{E<6Z@C><om!j6DVds}<9qZjPw@H9OMxcJp{G1nLu#4wanBEO
z%p<(u5hn~Gp6-C7kYlNPaUkC!v+>pTBJ|o3vr}o9B^(=-|Cj<$&*rn0GZEJbsnE-!
zj(8q9P^6PpVlJrktu>xnJKI|nw!*p*!?rWM#xudg0|yi63^L#=QYbp#69IA1N|CAs
zy*k8;H}fAi6pHT>b0pJUqaT5pvi#sf<agVCA^Vi9s10VtI^tUqs|N6HQ0IKEOTOcL
zhgN-&ucDEwp#UH$q9+C?oSuf}D+Qr|;n(wsJ0_5vS8-%yq$=RQKkn-0c4m?W6FAV9
zu*e3XP~$IOzGODe0KvI)R=1;I&&A9?K8nLb&JWnSV`QV4Tfsu9I?d*D*i%}S0OIk<
zleAOvzDzLHrQcwV%xU`e?VB1C6xO?7sZk87L=ic`P%*fGz^nyHQUlreepuCJW)raY
z%z*in>kE<eWgy6<pis)<-DJ0PcDl)`6-rKkl6F$Nt6D6}@A1zT8SbDEdU?Nm?4sWT
zr$se~BQwx=O+cJRo-sc4QJg=FFPOQVM6u~=Ala|agN3j7zbX~KNHG{}OtFJ&YikkR
z(Uu0T`{ex<(hh@dh^(;V!@aCI-7g;!Fpb+ia+|G;DY4OF(8lC}#2Y#X8(XrzZmXKX
zs+t)HzIg8P@vDk6K-v*w%T`DfL?mK&M-)7th)<8=+8h_{zWWg(vn>0NjZ_X-Cg`^5
zGGX8ZQG?iEdJ5cpC`*4l6EbxsL{3r7(SszbQ%6q`OPTZs#N^fl-om`6^+U@G7g0^o
zaDT%nNYGIwFr-oTQjYI#(on&FW)Kvem;XEjg(m&7+TGrD`B`Az2@Va=+=|k$xr_rA
zXk+MFaoW#FgGd=5pDgsZEEBpg!my){x3A1XP<L}DKu6d`r=E>M43W84NB+KTB@p>1
z23+Pba$y#@aFuLMZT)2uW;z&akZG@cp9DmXliV6StW4ky2n9m~Shd0DFaECQqIw$;
z<#->|NXY8MfU3>5<thXx5gdEW4H8-ML~~?*39-T(1HwWd?-mgs5Cp@$WWf&B$@u{+
zL}!<xLl(yY=4UM?2MP`DK|N4fs`S16Yik@CFC3Cb7tz5I_6RaZKKQI+J{$w4lUC3}
zEjiAo_a==%Fy$bTE^o6mmjHg)Ay9EqLf7E_>P${-83h5uHBPx~?|mHS;N21RGU0yC
zd}DVUmoF5>B6796R$3Vzpvl5)fhICIq>GP@X+m6BP~%HrFa^wr{>V%cB1KbcXDbgC
z$)0^<0?jt7DPI<}?U88!jKb%HGKfu-yTrSm9~N`Tu5+ZwXcKM}J3D&?#nqlaNW&34
z3Z~||F7`{VYbewoT6mvyEEN|I!~&nGf;(Rf^dGT}|J&bhJ(~tYf%XlTE0f(Hap;a?
zj=CuKIWl++@?a<!xP}vbxIkezGl@eME`oj-c`qu*f(eGo9$&u0$mdoHC#VM~3u0qs
z)vF4H_qDwQJ1i4b0?MIjTJQtGELqG;>+uFFH@QX9Re)fTpb&$t9HRTyITL}@d3W9y
zznYG;3!e(>65uc`KvbJ<bwV-*_Yeqj^C#y}6nL*VZ>uxGn2+U2-}G*_ioko(lYigd
z${g1(Dy~8+2`02);hKxzb0+;lAxUjxZ;!Y4Q<1lh)c|FL+xN_qr+^euQjpYc|7O-e
z%%iNV9o#jUvgk&n%Vg8ApQ-)hzRj3Wuf_HM{@m)nv09hHILddPlsWv*noy;fOptVu
z7=(n=GzkgESG^5lR?gP82sc`dX{7~#TskP=h&ev)zTs;y51#cFs1>f=?Y$%Xz8FTq
zGHVca1n((h3-D>HR^a9O$Brbym~nDcQx5zX6MiJG^++f<|AUxK1ol9nM21A@xVhC}
zpab1yhJ$K~D}uM|DUUqdTjN!iO*d#f+6+MN%|OjZMxww1Oi0q^m<NM>_A5g?h;Ofx
zNkH1bv?KNo*rIv+jjgnj&!!e&9xQ=6BYlf`7CLFh5Y82pcvF^%WFj6_$WioI2=+i;
zG!9;L9x4?JVq#$|P|he5ULhRH*X1qUn1iX6F!<$?A0#NGKZQx8{FZI8eS=kt8jxD?
zj%{K*yC}F@-vI-Xf|sWU*$T1$qNHzLigf-6!n*zLvNqT8%G{jk(j;F7G<@W~y~pqD
zI)ql1H0aLY2ZlKa`~l^mRvlR@g*0-}&|PFK1L<@bK6SB2il1K)UPjU{5nnLLM}nE^
zNrt>Q*qi}7$ousX+j@9<_HM4g^a7-_mG6L4W(yln!olh@>~>cXO2{_?(a4ymZZiJ`
zJhZTWp->{7p&l~WFaP0yLQzyzTRZH=cXbJ>0W!;kOj_Y?!r0?8M))ETFxHmQLg$)`
zvA83VUsb?q(HLHZZq#vWD&SrlX#6J7zw0SBl0smdk7I}!+6;!8teGRhv6U(t_Z5ao
zOa?wbt#NGSjsW|(n`|RU6jwj+L^?mtdZv`fcc;{>yJAO~!XMhwfQo|J%lE)yiSkKL
zdxZ8yu&`p+Zv_ETPUE5-+vVidF_`{-1EXY$(f174tL<k?kmW9dl)C~GuxxL)%Wh~@
zM!16_iwM!BlV~tqK(#|ro+FVJ%xF1T8Lb^$KFE}f^MG$$*c{NcIdgHoxroon_L`67
zHhd+J_{TEUp@}0XXpzuRkOMYrB}`Fk4|5;Ay72uPI}FO;Q_n@(Z7Am;F?0*}b<7hV
zx2`f!8S{OOZi1`R%-KE#Cj4&Pd&&yt*5b1Vbk9pIGg_<POHLGaAK;$&@#Yw2EL2h-
zUFfwyysyY3s$7Cc%#y;k9<JzAV-gk?wh~Tsw17xPW>lHrOBTS8paPyg#L|qKxDPp$
zU--s4APY{Y?Yac?qw&Znpv8c^`CtJ!%q;I9Tm3a#SpX$WX^W7yNmpoiAQz=Yrjfw(
z3p!*qLKI+5k<r>3Oq@4hXMFK8-l#F%gCR?(y!H9M;nwGIa1ywxAqwU87jp}dZ$LSF
zTwD@aoDG<bPWUn6eR^EktI4#(YHg)fFrS1FHKeDxWIzBHgyZ|>7Q~!hgNHT%MVhX$
z6jc{{1L&hySdYp=!KB7lPIaV4IuA%4G$O69tNZ@<MVh_v!)$13ZNfyq47A!1tbj^{
zZNx!_VyfXgP56(S|1KQ-h9V{lm0p3I9-<kA_7%g3ffbq=a#b{Z>4G#E2>IS1pawuD
zzn6+=S&K1%J%s$A67gR3VC6<aJ9-mZt$t~>4)ei44#v*Eu)^JjUPi!wv5!x$A$|t7
z+e-N$G74!Aoz;zv4MM4O)x)7Yy%1H{(h4-;c@)a>4PFK|8FVQ43*Df-Ipr5jDa?$7
zGFy0AsvsO{)G&>*z{f}L@MJ2jM~z|T3HIK~j?T^TInslwo;^7^0a6O*neAN08!}E~
zKk$W!&QVxMaaatn{&$8F!7qkG*zny{!?el*cSS`-5eq!9i#Hj<r7&3p$i;z78Tr-+
z0LtNPx({I30);w)Woar)3RZMo(jM4lhT2f}2nHl0J=VYAATH{S^>rA|MWMv5EN?p7
z+SKnv!&Ga_^1rTlp4>kXA3stf^8kp|AJVL$&Uq}9&o&$sVl}4n)_uffzANEkyOhI=
zn4A6!UZla#eibZ$M@UN9UoP#IXSw74k=(kBO&PunWqGJv4!X_Hk+bY`NUbdJ3UL}g
z5*I(SLvLFH<=y;x`JObu0{K|PPKEF~6b$)d&O-<=!q==s;u16bgz`yWzdCaQ2<faH
zJ~{)#7_9%9G=`TUx^_1yTh?`LOqiItm;81N<;|QW;T=}{QHe+nqsM0pLq}L!m-G{v
zHh?K(g#JVGDr$QIIx0OiP8J~FM?l+Dvc`GE{OnPUKRv=2zf$3?38WHz+VjT82UR+0
z3ONFqGDVJ`v%eTd0x?ZO--VOyEdUVH-r{9QI*H%%g9e>6E3Lo7&h35>!@O0O9Yq<n
zGta{NWI$76?xpl->+!$okYP(WnoTf{%^1ODridA>t>h2hfHI6e7$Y+-cX|RXTZCtt
zjv9lE(BpUoCW>bX?<OfXdL4i7?^pj3d^^E(jg*qo`t>r>cpCGDUdPnRN|NasM577;
zyl!O0{O=o&+<sIR<jX76D3(Czl{l~H#6kYxuZEdVzN_alB9P7ljif(fw=x;2vdh^O
z0fG_=siGZ_i-LLy6t|q+r|_f?VmF;thI~t4#CQ{erXBi?Dl_rGWTFAL$O6(eYdC?a
z{|?1ffHyy(x*-UU@9wz_;@+J=N=nL2Ojb(f&mG74e^6=VZDBqs6T=b5qREaxoQK5l
zvkaMaNh8@$(mF_okV!ER6mhR!j_G~%#hzD4MQB7n!}coG#)f0#+Vz@-6DVS)-;|7v
z)BEyuH4#w)`T8reV{UlT8$?Q%Z1DtE^7B2o)pp4?Uv+E{gepiCN{cD`X+0O}mXtX1
zsLwEM9qCDZopQZ9f`7mXai2Tev*1Sn0-aN%1eJ&T<O7^6owP@|t}feIoQGQJ#xK(Y
ztEy|HC5$`nlIr&D<=$v#qAI^j3+iD43M3Ijevky}<_Rc;v_!y<vdRfbF%T~!BB7B{
zEP9lMmh_m0{wvKMegyO4AsD@6S8#QW)p~n~Ts?FhV;vnFxT0j#VZh#XxwxfgA`8AZ
zqe9}N<8xx(+c9=aA;NtYJX(t_AL()EmoUe3#bDR_UUum-$W|~DBHaJ~baU>}P%dg1
z-^;3Y+TBZbgdM|(bZq0&B;AcPgH)0*+BL`wiZO#U4k}xSlZG%Z<&xwUa@&e@agQ*J
zJ&o%OCo|+au7mx4_HFIG);VjPf6w3Z&#Z6Fyx;pi&+mB_Y$0hp6=>hRkqoZ@Cxz6d
zxC@Rt`P#m2?W?4}?a?qDrGmBWIXH}+yD{PqT86e;2$-*l0_`%;9tzteFb1OR0OZYp
zC7}UWnW)8!&~4+nmg({oREojUDp0Xh=M(<mzsY>01P+Sb5>hylo1a!wy9CHYL^KzG
z_qJ=2D!?a2vLSVV*hyDQ`@-Fs4kow`FpF8$pvGh$e?&Mgw_}u7rh<RC&unY~k|+hR
z)3?=p|5pZl0{~)gl%Aj0Df<HhhZxW9Zp(0>ePcjE=w4L^ipEq0=OahBC_#)0GH>Od
zRj-?S8nSmbKqs+!XY>eb;04z^_Z+6rhg{0Y>NuDUlg<RB{SJ!kjIK|bc_O+oIu}J`
z+@pXr3rQ6;jP-DER+EedU{t`BNrds-#K^NOr@Pf98I?<bk=|rPhq?s?DMz`9iHRtX
z9qQrV^TFe`hs#Iy>r8ax)M$?b;$+4LLC|9b`i{^cTunq0%8uZPAbAr^`VtH@RB15m
zA33cr9W}8tG;1uTxGaIiHV)FiiM~JcX6vreSMm=96G44jwU>;s2IG!p`EE%U_Rd_}
zqw8lKkZ|~)L=XwpfPDX+p$?DKZT?(!5iI#D+_#yFNHj%My<>it13J=efUPdc4^Nn1
zxyWFXxp1hY1Kg8u9&ZCb2^$NDI~#8+_M+lJCKJHe0-BywNWEx~B7ir3hu-g;_f@!x
z=ML^h&=UMn1669-ntoxl@fYHLwUX%^W{52ZWgS+PpX_><srd~q#Ca(SvE$3Ap2<9(
zz6na_Sb>!&_G+|eS4AaB$YPkCWG7oh677IxdO1<AsrH$yLQ8*q)?obL;#AxDp0oCp
z%)m2wd3{iBlBNaEx-B$8(ei0~ZEWC~w{WY@5PI450x<3_n^}7c*`}bzs3H(g-`gK+
zSc4ryeP3IN{|ni@xZLFWKa<@}mMdiU08B#zz61iKjWfF1ws?+>P`8pe3Gz+h{0*4e
zzOnG2xwGZS_yu_n%b53?;>&5%o|V9D;}pMNgFt?8y=y$@Y!6pm0=H_I_XpT6(JrC0
zr%sZ*V#8m`Yi!wV@V+oWU$LaNs{y^@Mpw5aQ{K1SRM@ib@v=BE9G~&_c!c}IXa8Vh
zk{!zFTJx!}f;-uh*t4nhe9^oK#TbFN;n5kv9sS6v7GA2co3W(Y%^;p7*z^D!e{I|T
zBJMQ8MI=RluN`{G7pMAS!7$UR0^=-2h^#Y2OH_5H=-H#j!K-Wh3&OHWog3suyOGi_
ziyS94l#bv@SyKuY(`a(6KUd*ZPkduq=uf!IBX?km3YAZD19IouhD1<L7Ke0nsfTjA
za-1DRFN)n=Tg3N~#=py%qD^|PQ065}3vM+qEM^+Y=ADcQ%|YF|cGP3MR((r}l<HW9
zbbNjGa@A5fjvwQeX3_jb`p^KZ@ZmDyc@CBC;!ikx6^Ox{cYsw0r4-nT(>+MOdJy7B
znde|lw?ldnCtrbB$KroOdqpC^h3fP9qZfFHSjNO{f$LQ9EHhJPaW?U6C0ZhdPrKby
zirTr9b?VvJqshVMSc=vaPjQp-K1E{xz!x%iju*LxoGx>LGNh+_{UPKigcMkE1Xnhs
z-#cNYB4*0EjVTn)q?!BGB(Cc)GyDlN|HF`8bYAnacYw%`$1PWG;qbU68q-uU#oD{>
zLaA#|v$qHB0ng(6gMo$^l+Uhy5RFq0b9R{Am@aWwE9d}Kgg{Bjw%OLL4olJ*S<o<A
zXpxXEff(esnA7?Y8O22^YQgVJuen9o4{umSA9CX@jUZ@5h^A69LY&LOlog39fKd_C
z(vD|D$a+M{I)ur&^}8opaE|=o^Tul<$A2ErsVeY!=YZTUNCgd6(b86V$Z406jLG3h
zMBSs--wSS!6)B1BMu9(!YfhE=H()H6me?wCv>LzdT{|nGAAovJ1-9G`@SEEX6n48A
zWNA{AIJ9WQ^J44)c>BtmPO!B}8aFoK<pc8I@Trf{(lns&i(-8mGz}h}Q+4KhZ}kuS
z)xuN`%4>jXE7WkSN8S9*g%f_KapK3rmdh^G9VNki|B=NWfAXA$4e*~`SYXwpR78}o
zKf-z^Dxzf=B414wf6BG+j{T5sy8}I8J)wm!TXf(z;%pr-)WxQ)xDiX4Isq9<0y5pz
z=!Xu#)z5&X%}ZbX1lgif`G>x7@9@KWExfIN9;4HI-*F6W^4ivs;GP=*+R5pFAr?4=
z%ki&8a%^;xk8&IsmtXC<b7UxOa8&wVNAVk<bc(BA>{W3~7UT0purn?|VG#OP7tz3x
zJG}m>E#gN7Y)d^hBzSRVt~>PYRz(-nj`&mdm=*Gn6@zFcy@It&ZHmT^dyUj>E$lEy
z$Nj5xgbP+-15EHoO{e4G?(Fqh%M77QCbZ)CO5d>}?C%G>-h6kbW)VKkVIv@v$|YXe
zpV99<od=uXTiiNwch#Q;-=DF%)~}U7%|ueq(30DU6bSxb7w7^Q`?pfy%@oO|PRG=b
Ue1X3hKKshl*!)E9u}eX}0N7I&`~Uy|

literal 0
HcmV?d00001

diff --git a/tutorials/modules/ROOT/images/output_13_0.png b/tutorials/modules/ROOT/images/output_13_0.png
new file mode 100644
index 0000000000000000000000000000000000000000..b032ff7c5bf13dd2c4bd15a15bc3bda9223a3c09
GIT binary patch
literal 16214
zcmbVzbyQYex9_Gq6cvzqL_#GEK#&qaKtvSjMnSs!p&k%aL_t7ANm07H8x=tb=?0N*
zr2EeOe&4z0oN@0RXN>!Y;~np_*?X_O)?9P`Vy>Y3_vER_&yphuLZzr6tBN4_1PFo`
zNJ<R97!9t{z<<P?<+Pk1+C6c0Gj=pZl#QM3t?itxEgoT9O&y&q>};>{Ul!yS;l-Fc
zJKH;n2?*Hy@4w);b2JmUn}1#no<e4?pzVYpG{)#Zyfmp)3j~pDP?Wu?<{rB=LiWDZ
z^tfrQo%fZEf_A|f)tBFEO!@94y<KEi(!TWT_8rggxAP~$ipU;_e>E&HQ`}1Cmg9VD
zZOUl%Gxm71`o`5KjYdz}wtV#a%D?T#Eya(CtJJoaN3F0-uepokBgi?P;XW!DM2#E+
zf?&R!fUhHU2*5)S8D<y{j#mD^{2XTCp{l1B>$=#VI6G?|7#L{km5CsAM1`s{moHzw
zq*s>L(AX%zOQ}VBK_ja_uoULbq+)5PG}HXoC;BtQS@M{pR>zsPIG=2oNyh2%`lri3
zybfFr{2QbXI&egI4KNPBDeGGYcQJ(j(^&o=L;RnArcX!mJPJ?IML4XmvG7Im$2qLf
zAULUD$^eZ0R3ziEXpHa)QUpnCUU^P-r9i%pK7jzi)voOe!r-o)`Dae(CyX)oR7Dj9
zF1>wqR_M;xVEVqbKTX~vrx0nu=YDN*H+Xn?7qdh><5%v!DbnveB<FN(JKmjPt6p!r
zQDaMvVBTxe4ZDqbSFC+wqFc5bD3E(fOx0PvJ(?-zGS9&*pq}y8%PcKPIQ;L0w<bT{
zDaVPqbXw(Br;xC^*9Bfdq-R_51n(C<QFaS1b)33GPrRu0oSJ3Q(~2WI;@VH{1fR+8
zC#JrK-Ky!#Q0J-s+rkqq<y&)B*m}0m6@u9MJw_#7d~d0AOfA<yLOt#Nxt<w4mmc+s
zxs;f;Jp<Ph1$IdfQ|~FS^>Zh9O|b574cS%8TVFUAm1M{{;5qYFO{>!>Ts-|J0Rw+}
zmN&^ewT``u97{@DRTkj|cQRroXRo%4|B>8pV)J#T|2bUlv=FYu{~$rq+j+4+|CG()
z&Yw{Aaz|6s_IQ1IL$Cb7B8$&ULpHO&-|lTLWa^bW>J(c>&i7_7$kfrPh=<XJFM3V=
zh-$Bv4?4-&ovakakt^l3lgH|_V|<!N<L-k850;s0_vSPIx`!Vv_b%_R)EaiBC_5#X
zwe#tgWYxfxQ%fbnx}L}TW5+3f`|yx}a3^wt&+?%fM+dt-`H$tZ4Qma?e2=}un>4eu
z5|v|wljmY;^)X8m!afH(r$PrVGf6587h=BNsTlBd@cqhf79PJfda{t>_;a|W682W7
z#8${Ctpoe7^><iqnkS0I-e(9GC#2k0jYb@Q@L|_mMMh}l9|_d#d|IyAw~gf2A9N{~
z+UU3yeZwuMa(rd1R;t<QcyB>K$f8rWPv0%>84X(wG1Xb~?d1{6;j(-Rt;7B8K3%)&
z<gKM4tAPSjvfM%npY`e1&Ao-(h3ObO*M!H$<G<wD)N6eXRf{~=Cce)1WJXbNZncj2
zJioD0)#dHu7<oy(Gn`XN_3#i6Irk-kn1q@+FZbhe>Oie;Ew^robv!JUc=I}|*Xm7`
zwpdXKh^0GgtUMZ7_A8fdhsy#U6A)9b%F4-=ZwHrpZriGum?X{2r6#y;Yi1YZ*2WE6
zC6kEvPWak6u%@TWx6Fraxrg%om9+EvG&8W2sTM-Nso=&nT-ttlt9)yCx;2K|!Z+8T
zdU(xcp|^a$_HZkPo1ML3eIi(Z%VYEz6_egR9b2wuZoKDG+Jn#G;%@WZ>C0ttF<l>o
zZK6HfC<LnBOuGMg$0uQIY#g89dnEe%y@Y^OZ<b<+w&&6g%v9t=^-A@&fy&n6fXe;=
zf~$LXu;(o{Qyg9QjKa2ZNm%*4;JL(1F=1hi2rlJL*abPUqS;Kxi;KF&e0DKcOz$*Y
z_6&{SR*6q>JGYi~EVy#$%h9^V8nYNj*{{$!DqGqzYW!?B$iQyw?RtEPO||FtJ;yPw
z!4Jp#wZ~3UQpX2QU%!4WXAOW0T*Lg;8>)Q|jT$jQ+EIrR+gbu&FVgEfhwY1c?>Wa^
z4=d}NIJIB(;svS1&iGTskfA)kxcv`T&A3EuBZTQxT6hg>s+i_?HZ_?ZDPFQ0trEj-
zq{Y-ie%7C<F6!W)94fKt`Xm=Td?@NPZQhroZ%cYEyXEc0&l&2OT#T3UeEZTK+|tx@
zkh`SJ_hC`%Acd&b!`Jqmv$QIn;%>wUwc=ph;%4&<Q|u%9jW3J%OsuTS6&oYmHlvID
z-?qe=#1y@T${ap3;VWb*gt50o_e@`iedHvNMR7b}mf+$<%xm<TNrb<7?>JkxG{gRP
z!^@J9w<pVC$I-E>{G2CAa{V<{DzF<H<og^$nMsCVisH5{@nbeL@{DeZ__clezLe_C
zbFV5^Fgvk<Yv%B1e`T57{Lj?!Zo6+=p}NB;=8Yq3LoM&AFO?jTih-$72mTh-_^v-|
zJ`9O$PdZK&#J_lG?Pz4VVo}Y$b;EaeDk@sY>RpWZb?bgXH{M;(Bsoi)%gx+OXDLX9
zKU^*@!9!%4Jf7oK&K6nq-CL<Wu6ahuIPoOUZDsVZi2id|evqy3iMD6VSwF;--tk(F
zRBT%CZ}j%Wxl=SMk0wNU`o8;1&DcL#U#LIcqP6+7OVV=ez~+f>6-3|w5$=aTt$1Q;
z9e>_dERTS_uG|7yevGn0QRFG%Ap40gL6FX3_$wE$^evpEql-v#tJAo_;CbMsz4UyC
zl^C*l#Ygf0VGg4){_MJr#9PnXGJS9^p+mf$3)*?-@MA99HK|6GHP!v8w#&q`U1hbJ
z(sx<)x|Az%@!}e#uWq_g<~db?<{OW`yx`cjNvX{*iN3L1)=0#*FrjjkJ+z!E>?tLB
z!>!rSDwFE&!F|7Mle}GqW=|z+7r#y3FQqeHSq9aRb9=;A`Unu2JhQrrq9t9=1H$^3
zr+F$i7hxy3jtSbN5ANnA`oH7Tt?-pP_OhgR^splC$L`(>&rm7|a=OYP5tg=J8}DZE
z+ep!hQ)ug1VC!geU`hAtSbLc5`m<+&qch0|z1B*5ys=u<1Qa~IbSDiB>#@WJ?!Sqs
z7zFED&*ue2Y_*OUm=)7mGftcj6?gnLw*QnyvSY}uHv0^pPT6*$-SOjZuN>%(cnROb
zHt*rP#eCiV<398LL2m8QU=K-N@~au$`d^l;2Z!5Zw(<CYAL4#=5?0y_6mT{_&aL|U
z^2Sl8l0e*=gsQF%!^+OupZF?|b?o2C=0Bp?4fF7(dwhI9=fZr}6kbcHQirN_oFBMS
z*KhKJbV+#dy!w{HfP`w1d`0hhiRmy`4o?G*&~Blg<Upx|)u*~O^eik(gRaMi+o|R;
zyNiYG;(dm`)w-${rB_T_+_BrsOS_OS!+H65A=|#}%Q2`P>?*O*Re@|ha`Fd05xG0W
z?zA>k#qgQ0U%t5SZ7nTa1Te)7p%~wptmOHOnq@vHI9TbgxK*jQt7DYD>xWb*(TX7h
z1^4%dCs*(g((2^E8Fe#E{_n=;m7B}DrM40)-{P-3G(<@G`lv+l>#K^tyGH5Wxx1Ap
z!n>$+f*8`{A2N-m5SDd4>|FA)9SK5ez^G$}d64V>Erey^-S^~@B))9xzrW)pJcsRX
zPFvaquUS9C$prBk76nC1U^iA>9s*dah_17o@?HB%pOe=H$-Awx<`8hrOv~9Jal9B`
zqeONm?K69&Nsfh2TGfgz1DNDRZn!OrH_CpidvXqkL6EYKf<|K#Hdo@*I|`}XtUrzH
zGKe}R#k@DWI%^a3N#JmIhT3~KSy}8LD*MexTPXx{DqujXejwg?b^NBL|4yABfo+QC
z6P@Zo*Zv=`R5B(<dUp(kAJ;xO&tpZ2NE_W**xdJ@rX=JUda(A4X~K#gL1>3b2@Fo0
z2z&YJm9r-WuU1}N_Ihdc8OW-xK5WF{OYITH6BE>Bj9W@k{5_h6-pN8%y=5%N){u7*
z{{fE`<u}^a>vhU8N$=mkqGArF-`323^mW)a$hA<N8gQE9X;PcY@hAiA#jiO}5rmMS
zHbHt;spRsn)!&UhwZ6W6N=7jkImZS8Rr`J=Y;dN9tm~>)R86)Rpu<Nvq=KQ^B|~ty
z-`h^a2REl$B1fow-9}uZ#N3t_UCoN@5kQz2%A^N5dgXeIhC@$wA@w*1hG+S+!(xO8
z+J|KQofs^(8aer8A-C2*p!T33Mi=h+$W9si958?-gdBD<OkPiP`rB(JD_H)yV*o`M
zI$Gkkh#n3Gare9@?eW=cK07y0UsCJXnCt4=&Lu#kxiFM^7#`g!+YvGKTm${mQEcYk
z#@y$}O(Dtch9n5?t~7%JiLh@S*Xf$w>6o)ZmTxV)(-NURq%`RgAa8z?63lV%^4_Hp
zU&Xx>FwFVW6k0j;Vx?xEUx*Ard_o1^v{^6LwM6ph^Z752RAvG+7=*dP`cfju+%v&9
zc#hLQ(|>)Iw}Rbj>z_yzz^U}k<cmBWVqZ^6z?f$G<6RDypAAl})K*{O_+b6z>({N{
zLkW@b*b~H8`c0$sQ-~<e%r<i;bfeHzgY5u{4dY=xf+R5-W9VdW-=2qx)&tpK17@?#
z_^Cx#is?6b0>oY;!0#>!k~Jghd`irJ$y8%EJ7E}C3t`kr(hT2CPy{Qvzj*aEvuLM{
z7eu(aH)MeiBQWlhw8UO&5g+A4S#|Os1@4y;;Zu;XhBnc+0tUU_fTM}z(QG??alSJ-
znCVK{pO70HkTZ4*6oGNcGOXq=4is8_d2u3I%q0V6lu4u<3T$AF?HL3UKudh^1z^iE
z7rlYQ*VC3AAN>F@CPALwtI&qKr5RSw%LSk50pz_o?9@J&9A)5`NnK()GQaQy5AkO<
zu4|W-l`X@U6IL_&8f4vH*K!tC=m9B#PloH#pl$z0hd<vedom)2HfAAY|9K_p3F3o(
zIePsh#R#tQ>^D-olXU9os$Yo+5u}q2o~O;?pQB$1H>tmT`BD{X$p#=()d&Q6V@pba
z_v!A3D>^0CAFx}C>5|@iv%R`@J&;tqMtBivS_~!O8|#4ri=EZq(URU3HT%mqM9Mof
z*bv129Ne1*OQBQiQ=L;j4MEkdfTH0bI_`h&#j#TorpW}7&q1X30+kek%CGNxxVg94
zXXuSS9DzT`TV1u6INJH6Q(zLbwLFr!kW<-~EruZDdbGs;xNJeK!Y8j|)cR|@JzbWE
zwSmO`^TE<^QFeK_d~>adZ2_%9Z!bPnOIPJAWj=x63eQmzYAgF!uG9=|o}6rskcR}}
zyiPVTG2u0G4Z*RUrzA{-q-{0VnViE~52frAmvXc@uwL}hbt)%_{ndK2w1u2!?|X0d
zXyydu_i*I-!V)kWW4@0#cPaBz_A}!zoO9p#{oLhX$H7p90vVSlB{=udsNO&N^5bVQ
zQmZh9=^EKOz?~v;V~CJdx&S}g48@LIL#fhQKfW79@%XwP<7@8!j3@L2vCOMLTu-JZ
zeEYKFCaIY7?8m1hG-$LSZ0wW)AAxjP43{~amGY^oIryujS>7Qmd533+<ad{fRBMMY
zK5~V|7!yzoxXG$7N8JyfXn2$uGK*uh<w;n&uT+<{7)=oAaf<aM<BtA{u<RGDegq_X
z$u|h;_fw8Hx>T%wzQ1hy=r;t=BsoL!^!KpyEn(-M9|0dO^*Vu!*LGqLQ_PT-aL!-@
z>>Q`faM^=jzka1s;lo-+0d&d?q@d>_^y}}}YQrFeWeSEO$kBPj8n0CEpJH#IRAvSX
z)MyP9nyHZDpEz-1`EupJOClJ~@7hs?2-vI(u&>lJHL{EB#w1J6{suPdrcRa3UGI;0
zVxU5>Q;ui(?EEHq4LlzHsRCK*{wz=9wpOZ63KX&%hevR9$VMkYfY82S;HqO}k-(}+
zcy4tU_Zeh{u-veO6l&XbUN_pDjx0vVD#df9y01qdZ`9vi*xJ6LoCHCRW!jOpG{Bj*
zT$VAyHfjYXilv142Gv;G%t@P}l61$ZmK?KjSW%bu(6Q}0|GMS~ZqZ7F79l0Lo_*^%
zbvb8%Ykg_6ztqvr=Nm`e4^`%1TSkjIrLdnruYdphJH8kQZyL?--!-@xJYRW0);oqf
zA1612N*!tGS2+JV*j?XjyRlOC2Ubuc_za)kh5iZ`tA@WanVLpFPVsTPy`+8z2$V4^
z9zuvTAZ;01`HyUQCSjXZco4*h*tzmhST`5}T^{)>!*ko@2ldh#<d^b1`*w-#+3hjk
z8A<|N!g)%JGB0I6vAnQKov;WN7?@r=PMO_nYrt%z<a_C`WAJkAu}|MaLGum_JuN8#
zj8aP(ca29a?M<enxdZ_)7&XXno2?>aWrC|euePTF=h&N!P;rJmVl~^5XiJLsuP-wL
z5#ZiV>5{AYcD7hz<dx;_^avEoKO>74vCDxhk@u4pIbd!iEW@BB49ba+=azNpU!&ur
z!{sMVWFRxl#NVpMLssoJD98P;*$!*Lhs5eS7|{`@-u*DqP@iYqs8)@2Y2%0aC=t9}
zv9sPTH4<=>=}O+qz!FYJ*Z|kj_0eVMx{7m-(K9EeVa<Xqo^+P*!UIa=C`gn*K@%pw
ztR+eyVWNyrWVqNWDn&Ww8zTuKb&ElI`hbQ{e0a&rJd?7*WnsF7kpMX$Fh)K!Xq@U7
z_s@UaWZ4ivW?TCdmdkMqua1V6_)WTBod!#mPVpTGbGJ;YQTIPoB2kdUZUo?&Q~<^_
z2W0@|{jAv8bESuCkX?6_5L_rN@i-kQB-q2vJ|Q5SnqND(SlT{ZeO^n9>>$R7WKWUB
zLsb8O`sqUSYHxdGr9_4pF=1^$4nEzkhkdhTc}i=l0YwtE2Y-XnRCDgBAX2N1H5Vd(
z$E*DbIBv$HuP@Qe@y|s+xTu<~Bb2RO_-)C(Kk*hxDaE6^cVD3wZ@z|$k2eb;jvsqN
zZreLpZ-*+vnXOme+1HAX`zXhN8=LRX|E!T~up~T?rk?rEz<X02$n-8`Dq3e!f>o;$
ziV4W9`V#)~Y~I~A{zXnR_t5m{Pi~C(pdtWvDpK>BRWC0v(tGIQ|NL+jtpucJ1Mmnb
zGjACQky%sM^OX*Ndd}vf)fCFM?NW$f#!nE_-X}kG;UnYKC$q4vyMSFxO`o(LENVu_
zg}colE#1p8J5-uGG*<VHMMtF`RHpW4@`!yrDFLb08GP&Fn~-0eA&Szx_qW9C$8qTQ
z;yo9{;ok9R@`J4BiAM79s-HT45i6jnL3rb-!4jKHSmF%G>b7<SLo*m*;og7VC(R(;
zapA$I0JQFxHq`^f9hra1a>I28reS;=UU^Boz~mPsy)@V~v!LCm?f#wGoQg6;Gx~TR
z{J|Y6CShlym)3KMHrS2vr!+9DkI~|@!`XoNYt(q{Zj2ot_4S-*kiZsYXy)bs+^dII
zBef8n_bDhSx`09Dg6g*LC5SFVHTmVYSB$rm@ezdpLEIZ7ClYHWlOeLTQO^~ZVlt4W
zW&l^<3^9}#lS$AVSE|-SxK!d7xfl!px1wbioeW8N2I=n>0|m)3dRkTP4n5hrnlN3=
zfc^rmH6SwKM1H&LGYjdd@tuY3k_#Ga)?+mz=!g=~$I1af`(PIT%b$p%$n?h<P%Li(
z?Jh^3`ym8|q?vk;MYE;s=2PMd&{umPd$Wi-a!j^U;5u$HARPK$YhR<Un7+LI`fM_d
z<c>5HgC3wN*F_K+d}BmGEn*x{hm#WRd3JU^48!F|gfJ>Xi3a4&UD#EdBW`2qz@~DH
zexXuP?a^NFIw8jV1Tjv{1QbkEt+-}0c#Y4Xs$ZGEDCikN`-+sHj&ay^$R>yDCP09Z
zzqfQ>y8oS2Y-7ZIlwm;HK7kgV^XNC^l-&BKB$YC9Ab~N>P)T=SC=m-II&x6w(jdQD
zKw-&wy9SW!x*OsT1HDdy;tU}&+nU`c#TH$+^($R_fb5ArNAS<WRe4lb;=23(Bbq=!
zbI8yuF94X)=s`%E2P5);2nMK$?kx@0ZqS7qpVOpr;o)$y3<!Unx~6_IB!P6zT!VRt
zb6}$>Bb9DW_wWc$H6ZqWpFVxs0KL%);sC|6nTmptQQLTMIGEnfX4p>?mM7oxXx;<7
z-}@(2Du<5yp1lv=4myV+<fktsX%{}R`2OY`cB!~et<u%z@b3?S*vE(u-_Jj5?rmF1
z07fo>B8_ew)Ep4yBfua2JN2U{NB@S%b0Y{U%dr~oXhY9~Nr&u_a*fO*z2t<gqohCi
zO{Y(vNbZb!s}b3tuC~?*;PX{W#})ypmqoRY{1eMe94(rRN(Vne^_}lXe7bNsPoMVl
z=g%tp(b@Z@^Gm1g7UI-bX6x1n$RECEZ&W!P+b|hc^q71QpC&$UkY0&ZUrIjdp=8o&
zM~Kn-brmu350%{eo_)P+qf<%$wf`mc3=R)*VSbHV0Z)CEpWZSK@z=j%AGPnrpD;dQ
z8}x^Q%AljMnDyStvj8`-#P87u0A#3Wkk!chp20xPBBtix;IN!e&_tb9PeQdZyD0C%
zzAPK<kISFYR;kC86R4T#u^f7DtWX~DA%r|Ior*bS6Xbl_1+s^Gn_Z7XC8qD3J+4|Z
z6FT^q_|Dc4JGx@kNX&DjmAJRk=T?u8w4F9azRSY&yYNt1AJswWQ{M_I(5bYt=^VxJ
zg{Q<1?GG;a_OCw`J1)JdPKy_NwE-C?(0FdNT2#N6x*=s7B8|<H7F=qwh~AKLeMo2z
zcpgX7A5hO7B{`=-kwhCc>l(6nxaZX)&;974D<Nj-y$|J1-K*BCMdzQ$cRtPJ<SSwf
z9NiyNY7v+t9wI!qv`*s6HkvKqvnS(b;AB=&$|P<7$qZTb%eVSgk?f~9P3Cp(VnWhh
zc$TyDRUV5A7k$F&a>L`pt_cjpWN)(?uC3^M8hZL73Orb1giWi$#-da4X^f3)Vp2(X
ziP9i<dcpRY+@z$8@H0x6&Zp-kF(_WG4)su?@82JsC*<L`bRk8?t!EjLD+39aeJxjh
zRV&gw^Ozxx75@>;q*(F2a&SDURHWXZZ+M^8K%?4z!7rP!(+8=4E{K>E#65RS5!V`}
z+EMDQti9KHSuwp8uW0n?5U2J#hMA=YWz9^q;R7z_n$L>Zq*u>TA|H5rk^_i1T_T)=
zlGr#7Ip$0i6S$)9Gvt=JDU8!7CUdBZJ#WXusR^1PKqO6-rmU)}B8Z0Ex#{@BoIfPV
zg>Na$8($@;ZZG`pH&%6AQciU2?n&9XCyKnGlpv7iD%2--GHG_0=AL@1)>K(g*C0J{
zk$Am&o5{1WF7~ZJ=-4vsPJeXdt9kb7{A!{W^@*QTJsiDMe9x@3kJ()GPdXcJshGiM
z;qfUR-|lxJd6b3`{Vl}eHUr}Iain-Dob^4Yg@019@Ot|eOJq@<Za`XEQq?F~;KS;5
z^0Qb&%`x5g=Fx6tb(xLDELS$S@o4+e@F=P+sV*>U_L;}^(0pI6-f7?R=_-90Fjciq
znnh=vQ;Pgr3c`|G_o`6Xx$o?a-FguAprW#2<Uk)UiII*JkL^Xs%icOMg3ZY)ZhbQ2
z)4ys(Jh*9dHVr1}DhE83+FsI7i3!QBnrF*La_h#wIy#LIo<M`aBWvsNCBr<g&Vn!W
z7`@+r7q`rN7BY+6><T{JM(l|L@ap8*8_x^v<}|mkMBcE#lzrE=-C^!u$SyTDc^am3
zwB(2u7K$_dNd(CC8?X;<l^oa^&jhx_NUWqw8$}T1N|xR?_Iu=$x;y`?;CXM3ekM<D
zl`53l?vFR0I{%#<uw*76b%FOZ<?y*@_ik(DawW%b@Jieb-kA})G@!tQwY~pU=Jd!R
zyWC52@L90S<ue;#dt^Z20x+OUd_;`kvlt_*1c9F@=7NO{&0F*z>QUi8mLO`Lq3b`~
zp|u}L?z5PPqZ9f(LV3DbpJQ&FoqYq4g(V>8!3vj5;CEumah3}w@i57Pp-WEKGbA*u
zYVqP8&f|4>Q*Ckk)+!|Se!a_jnWD9AzcN@dHxA=hTsFQuFb)2h;z-m2nEqBXlUjO*
zg)pbWG>GIHrM4q_46}eNp<t!}*;^CAm#M42W>8B;AWfS0Q_8aY!sgPDrl!72B-g#z
zw9H(|=RstMzZj+9T_gaPmnXQnIPmaClmJTF)spX=e$8^DHxR5{O5|LU*Y01mnt)n0
z^NboMV4>zRLTVF$hxs!3^TR__>%B#E)vQhJ>&w&np?J6s@TX<e7J9SwmHmOzWP(_M
z!o5@U^tH<Dxcg9AWwgK}EOK9aw7Jlyf&%d9YZjmME3JoQk;DK&B%q8}yTBak5NZ@G
zT+CDbR%kZV8-&OZ86&u^GKa?ig+~MN_T7LejI<CS^`U|Y=4QP=(MXaE{P~2e%Y65*
zcYGzOS8ztKMc!;kk^laUUCeJ9*7JvIS*iLB45bNPyqmA!K6T*Reej~;qy}M|!8Fh9
zWiiJ|QZout88E0*O-=7|L#YO(R1>5yw@3;R&|w$}{3(r*I&CFJx1~Xpu{!e5WN2h(
zgq@dHZDAl~hZ`*(F);xt{YgYHbhrwfuDiy2|GFotq96)||CWqUTrK2#<OPyZb2w-0
zO-vnF`mu$ep_`9XxLnf6dJjw?mEOSpW`2HttRhAly&N_1HP{M16+02ceGMoYs<qs3
zT^zT@$9o}&j8~x$tb8WE3l)_>6)2w%y!zzl_$z$8XK>YD$h@PDiU~y(t<gdcp;)83
zMH??I26$el9Evx;(i@tC#Dm>mDuplOvl*@WP)LEYO`LPKVn?b9n>So}85Hy&`A*~p
z*qIK`@T8#e;LS2Gp;p)@@H1|~T$O@3o&=28Aq7tgg5k}%PoF<;)|0T!HquCSn<aQp
z<2S&ki4NgF)j+=A2gvNq#HxKgO}j7!WlVP%34CC<m_~46bwJ#8F@41bd`ZY|R1cPC
z>L-B@BumUgFgoWzLFxnTbA**dBckr*8N5}1GPt`aUDAvg&&bSCZG1+hzu5qq+h0w@
z3uXw@b(&vKtI({y7sYj;{x+ZHgOFzOC94DJ2JvENXO|%$q3&)7q|m3$W1&sG7uRA)
zu!=T3BxLAUmOwUHz>;L~-&`53c3JGdd~`{g3qE4C97IV=u=H|XtpSEt2UZI5$S**~
zGQ<$HV{fl44-}@NiYh>^v^$ZP_!->ASq(*~NU;ztKFR;N#ZqlYD$+r2_%}Nt6oNO`
zMqD+!_nPtQZMeA`sFHgABe}lE2<9;@@WbrhY~9M{KqB%}_H<N+9#g0PMZ}~#pt7x6
zao%~`0nX#bY9q}8Xk?lY`QWSZ0~sT|guYn-oC_>?a+@%dmGglbE&VWy3T$u*@AHGt
zx5<oAm2rNowpQ1}URbzD&~176uElxU7cf`&cmB2IVx$B?&>I0D4RWr;A1jm$O03oq
z*goYzF3P1iQX&UB?(Su*-Wv~qPV{Y3_KW!P*u_SJt~w7Ps=mLqG?GDxT!io@<jqub
z=K@<>71|KgApTrdMn`NudqI?L)74$1q(eyWXn^X7`4S}*f6XF1gjsaLA5o|BOM>zE
zcLLd*)L_%{_D5Ac&_MwAz4bX*lh@p1sJjTCbkhu44$ew?mGS6o01c~Xeu~l)3W5ah
zE$#3b)i0#5JxQ;W9Ikn9kEB}Vl-~wbM)A7O#_R(W36s$u*B&1YN%V1@KP!VL!w5=~
z|I1B$2zyW%bu|q<OdA{)E?zLGDg#@0S_AWnSyUBu1VB-kW-Yxhjgd}+NFhC2f~~U^
z8Mc4QbLW&DX!FZYGHJj%|I;7?ttG?RPBU$`pAv&sI1w4;_uN!nmNcy5Y2qG#%WP!f
z5{kKT>n6AGQGMa~2o`PRZ^QTR3Ywk$KIs2d%x7c{`}So~-vm~&3F2-A`EzMO#f8ln
z21?BA7ZSYvoU4#E`gHA~oK`dkloWgfDv|Nv^RtwDaTzdQWqc8(c4P6Y(e9K?7`6M(
zq|*1dX;Hd}8f8rEdE^0*?;ilD1&+h(0_hL7R`1c_z6%hi?dUH*sQ=8I=)e5#Jp230
zcM;6&K;RKfjuRcR&F9Zh3o8FWM?}|ak<nQ!**kvy`4EZy#loB@Bls}v-dw6WDAEC}
z1o(LPRE;2ynXVIBbNaphFzDC_C2o|8QA=GW=I+jN<x0hj@`o#Os5xBlq%{M)fMI39
zBC0UTn@IgDV|?UXA}C`yZgpG~)QneTK}qW@u^GAsB~UX0vvvSNA#vHvkbMI*>P$al
zwDu*yXrY6h?5D-)5C4edNrf&D_TM|e*<8AmMausORIU1>84Q)YB1w7+5yG?2$dK`C
zXwSgmcI~l?E>n!#sE0fgD2bWmS(-*r`%peT)cyS#IVnD=D=!}*ZFo-gmJU!iWwen(
z_kj@;;|B<g4B(j9zs=kugVr&22;q$*O=?WifNVXgPA-`l5xpENwOipjI~XoI^tYe9
z1gQ^!6gCOd)UtU>%VGiq*NW4`r6aB}z}`;%ogq#HVFwA%soAqE9W?s$?KO0I*~^4V
zPwe5B)IR`yhred$Q5&N_xf3yh(Y~M{evOumkoS}pL)mi0LU*N`UFqRvT3*;oZ-~#3
zTelPF+6cNXYH5!4V^83Wq!|#L6Dc98sRHTK7x1%jG^xi>#nj^afMSHqr2U^s%$AXz
zHVqzU&zdD2wuHOxFd^F-E84a6!d!w_8UwqbjtFX9F$&SZTuno5jmMwA>@y>NICvs`
znrzTX+drRC4d_2nf~$kU2|;v-)LHj`!O~{|YbuZThY2tTt29=ZkPtFv(r45)gD?e+
zzIGq<G7VPb2+BP&mxanWs=wcyyLAn+R!{mvd9Zqai#OUq`oWw(`g4{wr-{|`ZZN$-
zFDR1wQw?CHIOP0}Lf`0@rTY87K?Pe8*}4Qs!kDK61|)P`cRL{1Goit(vLz6LVZ5r*
z4!sz0=RbggDs<%hCsOc17fZ7L(t!U>=(FiAFjayMywF-aub1%qho7!e%$FYpNJ5`V
zYm7*{GQVDd37Id+4nPmYD+z=Lol@I4u>Mo9oAYyl^al5>t$BTEOvK>pckY9GSZq{}
zFR}K8?(8-5Hz2kqL6uz<xtRi!jtd<KXqbujyax%TM@8yzGK0SD{pH5KRvA*L8Mp*<
zaH^Pup{eH?sxJU?nFkLZWGNYtB9Q}y{{j<i!;Q0bii<qfpFlym39*UzXhnQfNsvTs
zq(_e)p;nCd!CDjC?9YJS{5BBbQ8me=7IR%pyB8-m2VE5CHCptVma}t_<iYAKH^>R?
zdeU0e*y7xnK+G)&JH$wWpyYR0;8PgTJfx40Z!dRJ!9Do0Alwu?&#7vD+ev)RstVbq
z*looC9Sj;kcpR55-GQcqiWHTEWiAFCWqckTLOoKLA;OQa`7D<Piz}e%t|!m<mS*)T
zI7BcO{8Q+2)xy~2u9>wl!_R<-oaKT`?8cTCo}5F_D8b3e%Kl?g0!S!!S<n!%76fGp
zUW$S&<mNaiFm8>+fNkAe$e^bn8_ZWwMoDR*0+F6XjmS*7Rd6?~pv^ABpt?fXc6b(j
zG#V=3?=WuvcOXtrDb5<28$&DwNEU}ttMT&4*2<TGkv{~;-wkYp<+^=cU#outEUfgK
zmJe4`LHzj)DBg1V=Lc{IJ}q2E!q21EtYD|{n8rez0SGp_0MFE+Llm?*DL~{n+WTO4
zfH<c0Z@nT#*S1`)(sk*tOW`;-#6B&1fl2eHbGM$EgI1N3T4#CkXS~D^yq67Xrt}N2
zrSf}o4Obd)hn2p^N48Ub;4a$@lLtV@9_WLzT;$+6RX2l<7Rjx`Dncg&IO0PWG)O)x
z@F2*o*~=gXF%4{G)JnD8F@mPL3NW1^Wv3O^G%Yt)7F#x5vXLs&&v(dw8S+wN*MG`I
z`N--NBWtr^M-$jmT<9S7p)w3}+*+W@TX}xwB)Bf1zHvofc)<R3eVcjoGbk7Hagi&t
zr3AH{%rp<*i|=jkoA$oQs#wYx>aMi3>#5Gl$@E2zsR#gPNWUn&69~-{u&b;aE)h@=
zmEfs9+G_Qk4NttZhkZa5D<Y^!YoEJDjJK|`C>6c;N3G}hW6k`l%+CqON1_ovOtCb;
zbunK+;BITBQ>Y;-@QyhK05&4rTuHs8x=z+w?A27>cku;fu$ruU!0j<H9XHLg8!WmZ
zg^6b1$8t#>ZafUHAP|<N9lOy1?T<_1MGu9Vdb{W2GTRqk#c#xRul4_#zm^?wJBOj!
z@GA|dUPuR|9{meDV482%9v`+Z;mmm`*b8o_bt@$o`SfAk9=Me#=<uX}_0V%Zm69vw
zmHaLFtW)n{ni(!V9zo=waqy6G@m;@Cut8_Udi>ohY~wQh9ZxrD5Bm4zr<&hAzq-Qx
zUYZn9=vg80?dzh5zsE>8adM>XK`eJ$_HFm0m>JOpAK-8B2eay*BW%5`9}*ixZG<IJ
zg)d@{N|eQ}m(npT1ohm=9R2m%m)dFikP!CTn|YC)Fdq2|3bzJvKLL)Z2sOj-NH%k>
z^fyVhbk!XV4epA%e9G<wjrJ?dPi3hOofIDWyl?ohO$Xaanp}h4XeF#VmD;-Gj!gLA
zor=5Rt#X-*ak5%h2ZH&Sy)LD{O^V?#jk?y_aylOSQk`3`$mWFEs0!>g<f2y4Z;pm4
zC&KV|><S}>;W~;HH&ulcSvcerbe!fda{sw!Ik58M`Z~%s5Cvn9m=w3q<jD~WdmCk`
zUkrD?+ga<$l>ByV$dgte)y>`5urt->M&4_fB-k&wQ;RX4C;vlKs)`^s+@dC7R@j>8
z)}VZ{PW<AkH?h|<G4$^oO<Sk9PH-9jTTxo`*)KIdmI%kXKga($x5aU%MCP*mJLXsq
zshjQ4_8nNT`y+*t;7;$R;lHG$Pvy@nvSqarjfmQ+K!isS)ik~ScjO$78`romN(z{W
zmPVK}(W~>RM*hdZ_}hH)Eze}9zYw$=JLXlStJ=hO)&AwFNWsDPR!vQH)agc$u;IsD
z^;Xe;e|ir=59@Vx=d_Gc1DyVWnbKaXZdhKd8|%&fay|D3^&DwYdf{=le?>-I-*9^P
zx{~F>QT9u|lRT$?4Y=_wdPYZhw5R)iyLeBf$GgQwhwxY${T6lY^9A#bLsH`FvJFnB
zrpX>goK$x16LNFtJtT#|u-7RL?(6N^jK7CnWmhz9J4_llc$#<1c<{ROXQ1j|w71Vg
z2-GoBWr!%y^m*-c<Hhj0Z<dqzDLLt9h_cLFkk_N`0jdi{;m^-~GRXSludJ<o%|9oe
zby{H1yl_GB!^Aa9y^MSfXTwC|(`U`0mOyciwyl`ss)k$=>n#P42T8g}>zvuG%;ag;
z&0@N2Keo}>*f7E;wC0y+G8%3>TK~%Rs@jFYI}CR`{!adS#dy^jEY%F)sc84kDW(Pe
zVkE&x2s(FKU(Q_2QFK%81VMAY(S^;jd5hC_yIw**i!$*or+6@`MP<;Z=iJDtxh3+p
z>|BpJL0DMWS%3g&r|5H5tO8iPy-<mPH}M~xm86AZ0paSw_vWCZg1;H6fONUj5LYjP
z#6IGoe)Q*2B<BRP(uq5$0S!nY8+wZ70WGOP57hPIIgac;JHW6A{m*9<ZQP{q!4)m@
zAOxV~=0v8Er4^Ra2Xfh6f$EJ;4{xq;C@qK=G%`8vL56h(wzzP7v~t|J5e;pI|FpY$
zglE4II0cv;sa<QAI=%o7pP5%1aQtHM@<;3&smPkFzr?(Jb`fwkLVEoSVcWGx8(=7?
z)(=1}^}Kut2Xkn!QthRn#1{bIafYHJA_w4nWJ2vk4H8!OalAt?yHH%=$;-~}|J$De
zU7Q_>f6PKS%;3_*;${x=8p`?51{RPY$_(&za};RmcLCKP2cr*FB$Cl14qy^l_U9#z
zVi)+Tp-M$dc$V;&Po4yeQx5ucos98jLJEn2I=lWhta8r>V9c)>TKDXPHBmjZe7+Sh
zl=KF#yaL*1g<R&<3`K;D023fSKPryFbFxy;()y*&BksERo+o~NJ~OxCkFcK6IuQu^
zsbEHqRZqhLlI5oUbQnZakPnZ12s3JV4K)E-@c|;RT-HjL7l~p?`)z3ASdys+datkj
zn8(F>k-=|#5mF0Md*<}%<O0(l6+MJ#zd97;&!7rr0-B4y?(hkk3_=5@UaU#Mqtj#T
zYDCY`j{ih65>C+MJ8iM~uZGi11(8I;zT@AR>`<JecR%keA!_SG^WiY_Q)s!*fbM!R
zhlzmPnC0y>Ncf}|fH!v?A8kwZQ5ZQ9@sjqF6I9O1%gbkiMuY_!Xk^{MXV(;ksZ=5X
zpPpI_r@i2N1rov(+Qd=n4&*2`^Rm$`(vpE+Ai<*EAlg5(w>y)duSMD;_(lWG<#h##
zh_0o1BN05ut;sq^8fBS4+Mw-J8cavC75_q`Hb@&r=!pdAE$B^6@R`TrWv#xkaW$#N
z(@5{oIL9D-S?nqlUIcFmVB&pXJUq&=oJydn6@9k}6t^Fj)^{B+t+6$b{s>i;b``u)
z30Pe$Vl7t>-5TnNGDL<VJVqT*Oi9Uwt&RXxI#x33oM7L&r~pzkf-wh7GFue-b;Vpk
zK_Li2Rl1`Pvx+KhrY}mSCF7S|^32*<15p%?nbo$#QL#beqBIb;PQan_?>GnT8(jMI
z>Hn&elfja_F`_@Rt3B*pveW|q3q6RSQ|X$`^O$*li0xqr1465M1V;`^IsbxtONXTb
z3P}wn^(5u~&sp<yXA4uYmJ>irUIKu+bdL0WSy?#j^ny#8ZT(%v77=#%H+4YWMMxPT
z5`IZ+4@WGTJEwTL-hFj|9*&_^oeD<JQ=sia&~>-r;&cE~6+(L@OD2)X50JzH>}2Ok
zCg_@TA_uh`uv(toxa-;>*sCW)2IBERLR=5NYHPEex)qy#Tc+G`YWPemV;~gEbCd8l
zuJrY&e(Aml^sNKh`64DK;&xnI9k%7^J4@i?O{U|NU@);+xy!rUyYB_-mEEh3kM^%F
zUe(eeMb4G<j`sEp5&1&yu9$eqbCR|2wGX-zTN9)VQPKFX*#47f*ovA(+}V#FKi0pT
zkd~Gfz!$I-Q&x=%f?Z2)VhJT*3o8hmW{y6k#=n#*kn6-KmTWr2$+q)yrcV<UJM~;j
zS50>EjXNz@u(|~rtx12U42s!g`*(IgK-wI%%Dw1&bYMFyex6y<tN-xTix>AxtOri|
z<D@b`skALmewwtS8?hsQl4ZfZ{^qzBG*jFL>i-ZF;VT<X|A6Mji3AZl10kD1HBf`^
zo+QqS8Nm|WMTH)sVcRX6p_<m?72o47AQE&TP20?0+9~pyfX^kPY#5{gMOG!7{@>8n
z;X3Bd$E)YmDujy05#qLur_%#pOs;sOlzf0ryUIAq;L|+Q*b7<QCLo)W#hi&7@mdkQ
zX?dDlYE5!0d%K2;b25A*6QB@SP+H;2_cu5^lD%te3iV2?wcV(#O&d|g3wk0rJw}Tx
zy50&|X@FEG(zCt}Drse6NHBlJ_f4d~Kv7rHBd5QZ7Lf_iKY&IhYBvXqp_1&|kZItM
zPZ~59E<ajF`xrnf>4sB5iJ7@IgVo=B2IUs~NLcSf3AqMa&`o@|K%4@<cL;inJ_f}5
zb>;sKf-IK_9he}5ML<EA@qcleK&&h0X}ajcp~X*H(Ajwi;CWd_7kU!<u3j;!LrTNz
z3_M*oIZqcBa;M7`G<{3G;zi3d_e4>MqxunN2!{mUT$0GCgCB#B>%Z}jx{hY|O-mi`
zhAxn4fieSJW+L8fso40<&VI9Y=uNOAuE9y5Y-q3t+L1$Ha>l(ah?|O<`MOcqw?jgN
zFdm9-#c@bGaGsIS;NbOBd^+7-sVWHpGk4>~2PDiuY`kb-2$QJ-ou{hIY$CR?o~@wA
zt%!R3HOUA?Tibu5{jJj>Xz?IxS{zh`<6J7>n9zkt9By<id!+7HeOd9SC_&p|<6}jg
zumEx1PP&7|Apy;D@t_Eo?`LXwh;KbO9@Qw@j{3$aCR}%3&LinCC}e3%A&hlyPPR$R
z!*E~v)8l`i?|}m<q5D;63)swSHYrKP%70E-H7(gW&&0W<?2Jsbqy6UL%yz#%1<t_P
zFVUF=5vbv`?A7>NuLqtXuUsw<m9C@hWkEjlD5L?GS?3hU=X^S`d+%)MhR~Bz+u81*
z-rW%Z9Z&<hs)swik5+rq*@}$1f8LL)h5CA}rfVcTWa!in*(NTJ+NB{c|H+f>do=5#
z$MSGoOwl~bWlmQ>VZv2CM{i)$zMrt|%l-weeU&Dx=E=gbK7+?}B<)1#s3sR1%;>!#
zY*<*@pQO<MJb{9z4jPxh?A5GHv25#M$z3lTIDMUmMdb)6`{|uespPZ3Dxxw>dIF5n
z!YlPkcn0=4Q3W>i^)@w8tj_B-f&CEuD+BqyzNIWTe3Z<iT9-?g4~mL@JZ7OxHNM3b
z^p%7p#?wBfhoBiH{@>9G_c}}$lc#H0O-z55IP0e!R&0bkz-jJlo+5T@X+OV-RcUi=
z2MOOA^^*+u+1@(I8?nI_M`IO5<kyuwt-x#mP$T?Q1UcOeeY?9}I5;vC^V8iGvMZ^h
z>#zLa_7^A4tBOA<+yUPKRN32c4rE4Hewrf2RoDDG2k|l1N>VHHxG!V&HbS`8x1pub
ze|@bq8)O#f6@9~Wrp(@kW3%w2ba=>}0y6LHhaU0Ss(BRl6Cc+=0V`XbB3p{SY8H~Y
zYhOaEo^tmCN44lo3zumM5h@41fQHF#{nhNr96s*5K7|>s&||v?uIF2@_5vvE9k;YB
zo7$hBmMB0@wtp*y;}o|_y9Iq-)bYRPS}Uu`R)vF6G@Zl3F&1`mflpeaBPT9<9yLb@
zPbX;XRtb?xZc(2YUX*wj{Y8S9b>)yZLu2V#fU7o56C{{~iOAlRFSWrvH&N>9a!|H;
zJGQc@?GIX_{om_PE<G9pcSVgY7bZjo?-R6&Rt7)kQ!2b{qZ>5_+D%`kQN)n-#R)ia
zHva8k>Ai%jWR_<QpeI}H&&rlwfX7kGqx6elJe6+0dzr)v_*O1U1vA>Zr8YzFCJ*oR
z346vJ9-Rp|;=7?YK=cxzZ<%GVuvGme`uL&yH<eau9~yi=j%=-r&5LMld2{VyC#9mw
z1-nt-%43`I&wPAEQ#g2;OKm0}OHnzYaQP}g5Br;~XloJwH7%CFb;cIO^|9GkR#a^c
z7WhbA?J#yBJ04704{A0^ufZAT<>7${04eRTb0k1sUwg}|-N{$2RQ1yywpKhSRalUp
zN7i<dz1EZtQFuP#tx{UlF=__TFCMg5Pw4v*H*I<A@Z)TRE}Y6tg%T1Ex+wM~y}+^u
zH1nu>w|5n{et{D!#FPx<<xo+F_a|ZZL8;<vha5c*NX)mhtf=EpHOsbwhlDC?sPnbR
zCL0Umd!ZY_@|KHXj_yhRqf^iGmz_>BK{Hw^G{eS&k6Bq_=($uJ4~pr}LV)TV?S<>z
z04UU=&Vb)F^J+#Mc*YhNf&>)xWM;da<7*e6%f8^AnUtR{J~~i&uzJ5@S$P$fBOMxl
za^yMI4uXn|?C_ymz2};uXH_H72ec^Je&;AA`#2XU3fMRHms@zR=M0%z(F0%86zCZj
z2@<>|b^g{E3jkaZRaF&54UXAcMCSp2A!ZvjZZ&mx6sOw$R&~!%?4SS+Ifts0q!zz^
z)o+T<JS7VN5T;R46nX32qeoYSN&9DZpnC@-_Q<V26fRGU-XkE5{nvxluv7nU=dJ%g
ze%3S5iJx3^A8v=Pswd8#aP~tisMfa0uu0$oC9G6g0u%?OP&f{UyKB<71`bf{)|z1Z
zz=VHNS=sfa{`_0edreM3p|k>h-#AL6D0d2cumd#Q-FE^5VUV;{C?S`A0n#5rJAu*$
kILz=L-~V5KzEE^1WpGyhn=e&E3S37N<?hMm$Qb$mFS!6Y;{X5v

literal 0
HcmV?d00001

diff --git a/tutorials/modules/ROOT/images/output_20_0.png b/tutorials/modules/ROOT/images/output_20_0.png
new file mode 100644
index 0000000000000000000000000000000000000000..f5aea33d12ccc79515977aefca2759f03189a28d
GIT binary patch
literal 26092
zcmb5Wc{r5)8#X>;9kL9PHD;I)SyQR3V;f6Il%-_f_sG6aj3Q%~WQj@=(PGaw*$X9=
z5K<}omNkCYe80ctcz^Hv$NL_~^BkUs`=0sS_kDe?>paivyzWF3BVATzer5y$!Kz2l
zGDRS0Xb}kH4HN_X#&%?h9e$h%(6$J;;Nu(+WasaMIA<5&>**8V>1L0)?&N>X&Byz=
zjJ%x8sbd(|fB@fXXJlo){@){HeEeNx4XZ@W;8U1<36|Fo2zEQ_zsORxM{Wp&lZBp^
zhFNgl{5{6t3xPZx?9u`^S&$kh6&y94WWR`ng^P5VkelcnB`^YxvKsNIo5#M0SZ7I8
z*W8~w(sf8uAhh|H%3EnSg4@VLzPCGJ`HJ0d-@aAbIJptEz_*y_z#ESxqVcF@%iU2G
z1RjMY*7ESv!f!|^nhw#_Klr(_zz?h{TQU-UP&$j`)#0d3B}E4Kffg385S5~5WbA!l
zkd4D&)TbzkT&u+*@BxGuF&QQ%Cgc+10-N34-TN*qE$FTsd51M!ZR&~H*CyNOyUAG1
zwIpOPU0?DMgRH)gVo~aeNq)cH9d61w^=sLckJi~05s&!qS2vI(DE)N!|J5oIIuP)g
zQ{M-8G4KiDg8xUC@V|Gm(d8ia79J(P??gHk=9^XXj1+dV;A4Nv=f6x?BE{R4r53Jl
zOZ#2U9`EV#-%6}Bu+H<bcCox-Vk$HXn}YDaRqX%Mx;8P3&HJx$=W>U}+F|Ka*a6<9
zi?2vs>Kt{m3o+FDfBpY=|Cjk3Y$sY`IK_<wPlv3Obo8Z*8_UQxt)+!8wKDoIjyDag
zJNM^Hb4y*!P;`4wh^1q~8Rsjn{K&qlTGMpQvYPNV_k`2z@Y9tJ0UyGBtwdbZ-tM;G
zG3!@`1=)R8rjGTb%dd`?dWcjLv{ZRgv7FW81=oig-0DuZOue~vL{846b9JRx*5Jd#
zb3b6|uNq{sK0UR*w907u$Vgf^YPU)`Vq0--{kcp3A60?l&Pjba@|x8y{S`YUu7mgC
zKZH6Nv>=SW!)3Hg-wPT~EiA<F$=efE^N+jSX5m+qSPL}Vy>r|p%UJE7S;y_eQhdjq
zGuRHF>B=~IA^+<kmRn-yatTkZUIv8Kc#pmBT>ber-FvM5x7O$@-LK@t@G26Wb<<WE
zDg21YC+(6Xk{MU(rbxAk*6lCh1E;dA=_VQ`&Tj4O%m!Q4ct6$AyQAPV{Vi&r^|_4L
zKlhJidSzyh1FB`OzHW@XYPkKXuR!gpPKuDU*Vk8>MVbj^sV2>l5h1&qRiX`futOd>
zD7DOgtzj*{8Rp~E5{=wGZ1u{M&pD(ibUn%JvFQ!f=Agy#Yl}}WKFv*)wtgkotKjmk
z{Oi{$2i=+K_1RCe)mn+1e81k^`{1-AGk?6~;f%i<HlF3hX!T938-*Nsv6q2_<$FWU
zxY+9(*6sh?=Hhtu+k9+)Q2tl9620_}u58%?zx};`1M>eizo*oXyA(tmsxQ~Rb*SER
zX`<Ec^@Yi{8_6v#Ed#$?-sKIhKa27nZ{({F|Iw3KAO5k-JXMtqw#wy%;?<h|5QdSL
z9y~uozEnH?=tvguhy549wo%^=SNCIkeKz!C`1YDxgf}Z51>2M*!lp6UuSqutd*PvB
z|HVGrx@M<3U9+hq(lmE!Le|abhO8f7q_HvNN#ej;|1e}H+u`&lmnzG6MD5y$MZF$F
zrP#V_zp_3)xpel0?2?L?+fZq02_aRaFSKR69+uR|UNCzO?VNUq>E86jlyTOvJG<Mn
zl?t{kh^_gWZ*9|@2wvK*<0v2NpB^Y_A~xp79{lsrJOtzYH`<Tfx4am*Wlu20S6r^k
z4`c0Uk!{}Pbmn7Wm}dICa9}Q>YwkGg#PO7VK3dYFukCUyrvv|Fn3b97iTC?`@AzFJ
zq!t-&`P?}<Nm$J$HZJb)$i?8^k5xVqS9_+Ip6Ti*o^LzsfZO1MY_r(;D=CJj%Kf8c
z$mUYf?ovCuT}6D2C)47J%FP_1pk^Lk+Em<?_<+#;PgkSda@zQhX`15TJbU(nUOwMx
z=Fi(Vd5Vx30%y1-kS-jl5w53Pf2}v9%1VbfP0U)co%R}0JmG3MTyaIJ^Y-BnqyNdi
zLTfA*=U=*;vmPi^Mmq)U|Jx|&%R7BR{7Y~4JQKZET#fd$2ge;rk(fh1tx+QWgK5g2
z$K9_yFJGe9BQ8(9Nlz8kE%T<~6cRY)ee6=j<<vwj@iH+Q{lk#L&|w3|ZRyh%vyNHb
z$Dc({w3=VPd(x}K<5R^{z<UxwfTR1U2%|P#_g<Jb?lvhSWrTy6^Zvf}t?9vH-S-Va
zK6g|j>W7|OGEQg2R>KY_eimi>bKnS#$@K)oklMafKVw0c{U850m1wi~jGXV0<~UO$
zNj{`GkLSiWOQhN~HBngH`_)tJbmKio4Bo`-KOfn@^v@<U;P-pI?X}-OGB4Q-k~Lyz
z=tosd;rR(cHS+l$t^I69c_=wwI$o?Tu~&Q=YR}ZKUyq!~U4ezvDuokqWeFCLlKzN#
zAg#hW7v06KOndK4p#S;|tS=a=$k3P^!%<1&fPoG2M;e7f`MxQo{zblAjC91T)I=kY
zbE+fxNl{F(Zc162h$ORTCKvTidAPDrI79!=J?3YUV<;>{ebjitr*r)N`v(TSkS0b|
zw5Tg&PLAOf!@TwwU8{5oKX<X*0^6G<ec|_H_SHyB=eM~>zP|GM@II}jMg5~uG?|kc
z7p#E{ms=7A#Bnp{$#nGedSms0FF!6XO}5{2_njtWijIE5;uWvYS@0<bKf5lOryNo}
z^!P%jTY)j;(}q9>s6c25zQ}*;pH_YqMD;wWd@Wh=bM5yBE4%1O`j;M`vh>o$s$w{x
zSlJ7nVBi(=<w#%`&XRq-iC5j3J6^*}gRy?)Ssl9WZrK=IH8<99X=S=w)S)9OwKGMy
z!ATi*rZR0P!)1j2zX9bL$QQX?30i8#&kot;U>wP(d~BYck+7^TX-I(bPDva%KA}NP
zpRatrRd7{`^U@#|?lW<TbuElF9MOoSGc7YaIzJRVJ1iZ<o(!q<mR(K@{YAd&O@Wi1
z5}8t$4jI#$Gn@@tFw=Bujin!{TW(l<eZhwT?$WpD4t16|mPlT@uAdubn2SUT9(NM%
z?)lsk9%7l2=B7`ng||wWpH{vL$`O`J+$iI9#E$+$!#k7@8a3@V4)D0YY=s15*6j;9
zdu5`P_CHG?u(Z*&@zQu-C(^$wP^*03Lh23U+F1OSZPy;(U3$Lw#jfw4p~t2V^tprB
zZvjZb+0qo<wXAkb^c-)r^w?^8i$)}J9!Z1e@4il}k9~6SspPp_#nh<1t<Et`fHhN&
zykaCIX6tKHSP=K$$2Lv%!N)6`_v$^rRBQk2yCVuaa_Fb-)yS;}P(X+NdkPNX3_<3P
ze~8fEu&4E#qNE;@wsMV~+~3<!`#n$;mn9;k96a#fW9eL3l<s`*OnFjvwLmoj=P_K)
zd6$qWnMq9#C%6{Io1Qo&E=3pqqJew3c%vgaJ)J>qdqxxxSlrsen6<r>Q%^?fznzUI
zjE*BO+$233!?*n1x!}=c;~iSM7Xol&*w?q|8b7mS9JE_146n9rjWva8_%>BtPlWoB
zvG9?t6pM<>r<b{_9lJ%~2BZNd?1`ae95RUZ*E*>Npl~q;9$x9z)_q;N{1}JM+j@{;
zrqhj8Q$@6IcER2Fvrxo=NBJT6X(?`WbaY*t%imwBD74|aq+Q4AUye40q=(&sFyw{5
z|2`;l*&=dh{uGq(o8gcMM|Nkv`ZPPmVqpVIC^FpF@b!JRdRyxlOSXCnVuX(D6mNvg
z#Y~=t#rDT`s0Uon7Y@3rRbr5BWGz~Gwb@4Ia&6(;l<keh$|iPd5@5)CEApGZ1^4RO
zFQfUN05;B;^Oq!G><7M1bft<)b}0H!6S@o3nms>1!=Bl1fbEe-mmEWI?2CJM?`-eR
zVsqs=k~`Eoz$$3~#=4$b*W?8n+Dj881!4aRs)k!AIQL0FAx;na7I8`D>gze`#gmLR
z9a@kB8H^o>3P<_n{(EOH9SJ$WEm?ABl~v$mhD}pw_wB=Hr(5F~<)elg1r^W6%HJqy
zJ9qcw?`tmz&a0wu_t+H~M2Zf}d5<bREta)<Q5wGf@sj_)?ZCR=<@;G50R0&l{Qf)t
zmFGj}v5ScBWl-!^pg`#r>m--JBQdRZ)XO|A1_5gY5!IC}aO%YcVJl8iU4&QoB&#|n
zR!lyaap1u-NX+tK6nnm-7anE+MC*bwdw+{p?nQmzY{ySsI34fGqIKUvcw_^j`$7}4
zwpx2s!0}z4<?$a7>VoN=k{4-3nQdbF)%GtZ$H4-w9JxKXn+Q9r5AQHRpTm`EDUiY>
z={53V<-LJy_r0@0(+R?n<P#pluB;JMP#gGXNItyQ{uH&W<*S6buZp60TECh;xhQ=)
z>~DEPf(~Q>etz1?rRi?2rtO3s{!6=r>zcs`J#RS%vf9%36gBrz0lheaB<>wD{}8Vg
zWao6v1U9!-(G1b*Eoz!%@nd1!eOAldK^MI9*Gmt82<7@SgFaI{;rHv+cV{8p^E9nA
zhpw0HZhVVM!)h{keZSQ$2|G`<>guQlP#+dSB@;2Dyi#*UK+7Mr&Ou`0_&&3Hu0Q&)
zp(cWxc8LxEFX0-)E6*<?=4EDszR1x}02x1Ky-}pIf3-FExys=s@wi?Z&h(Y1<rV;p
z6Gg`rltb4fIywk|VW0*|P5f1h+zsZv_2=a$n-4dUL?$%9#KrQQKTLBYFAYA4S0HoQ
zJ}(Z4T0o)-WqQ5!Qy_tpg~KLz_Gyjd`k#+7d{PkU0*VaBT5ha-aVfa5kOMWL3@;>x
z!9CXqL8sN53>;u#F}rl4jG5%IE;Lf(Q^|Bs>5xgRCzLND15yz)@un_lF~7G%9~MM+
zjiEeR93it0^|I%gUHf#?#`uTCpVQsxBfgC9>ku}`fQh(r@4s_j#scTU^C7nMp|-yq
z<;q0;tqu5{HdJxN`av<r0+K-IlztRXlJ)Iu&5Nm(Ih>i`&{XWZ&csm!9Hf^~IJ|I@
z265@yx7QI5t~6X%q#I>fIaQvnG9S}HAS@AsI_cuowH6`iUX8V*IXm5(Z46&oETRcm
zCbQy7gM0aQOAM|5>d$kJ%^s(Tz2w+fz0Y*`ANzm-%^2tTvYewA#O^>nBmU<T;_PBk
z>iaQ!|8}1EML+31H6E<lPVd`*?x){E`n=wH2uNIKRk`qrT-09p9Vp4;-<5LZJk?Q&
zPoKRQ&}-aX=^aTxaMroviSD%gH2Lg~$$ojEYcp8wn+FHq4}`A&=?1bhT@bZ57})pf
zgY##E4ieb4NFU#`xI6c}=k+^?)nOanUJo^u1p@F|U&J#+rOZmv^@3R8Qa%yBgPk0w
zv4lg~H}C-K*MpB|N28~1$+@&Jm@%t+4dkzRjn?{^(<KDU)Yj{^iHk){hv(#-3Dg%5
z=9Vx~*JMDa;}a$5N(N|=Ohsrhdl@8_!c!z~OD{%(B+~;4x$ML|WhXixAr?Ynaq3Px
z5^x%?LQVxDQ5PTi%!bM&X9kK!qNV_F44Y~LTh-<jd&cod!v;Z&2ka%jG>Xw1IJ1}H
zZ_>q=EpZ+XthL;RwmiYvY$lCFGzmVyCZt>%O81KCh6TF~77up~Kq%5`qab`Gv1}ys
znC1H>-5Xj0*A#Sh^)hbQ$NCHu#*`VpUg?oi2;cN|8+q|KV0QT2Dzj0Z630VMWItfq
z$NlFtqnYA~<j>3o2c$8Ho&X?n!?R9$S#1b$Pni`S4EZ}}nMsZxhKq95MwA-huk)W4
zDOHTtMR`3gI)~7tnWPIaEWg^Un!=2w%oftv;nZDiAx?9z7-?eu#*}D`Vmg_$yX74^
zT#H3_2?L2MZ8r`mT>EKwg3jd3cBgO@0oe6N1I4hvo+l0t*7HZ8b8HEy#N^FJ7evK3
z$QrZU6A(^(0=IwIPIYFg;gK^Q2q%0ngUNN*n}!<Ys1SOfq!F&~kjjj%)^9I!;z_48
z2C<A90;7-xdw8yfYiPDGf|OG1IaY6OZAzuz*~!9csxNZsG8r}tqIv9wO3xRmpnEc<
zbTy;VoF2=+>Dr?9|6K~*Sda!#GMKKid>AdJerIy!NALP_l|!f5D_)`djUlT&XBQhq
zskzF(9ZIi3PsY(P6-Rg~^5O4z)eS$J@oG7r&X@s8JilPaamri}@Tab@sGToVG5(W;
z963AJM?Ju7pLBw9WPe=MT$%N>9gdtSZGG`9htVAcZJpbKkE<M}zP4~hubAT4WNaEO
zzFHQ)M>suv6+)A7OpHi587>*)3xOti{#N?giod2Mgra;JN+J{TQ^l2Zz!L5s5osvv
zm+nWHIB}@4)0@pPgTBjC+Vht*P}qDHF4TN<x{}=3YdLSUtWJLzUL7#oM+eYBa8$g+
zPc!^ifu$P|o!fzFsM53hXh?r&Rb5ytdVB7dqkH>2{qct7KS*9L=|OsUVnsiIQ7;zF
zz?_+|g=~`Y=2sH(g6Sdgu)OKPB6Q$1QHhzQ2N10XJ&nH!{|R@TPxHT5d8!e)XH(Hr
znZepLlZjy)xGpBXv7Lp{)QPz->wXW9SvpP>YNV-MRjr%*C4M?j&S)wumtNwW7CjA~
zK|*itTXS>x?sBKqZEA*(?G#71p}XqBf|8=%E!)4r=}uAP_fF%k(?rB-#4&W&`hCX%
zcNtNr3*TB<5IO|%T;2DH-T7rZ8kb-?<=@u`b2um;Wfs8`El9n5<vM--;u>Tb7a;Tx
z%fX=U`G|n}19DDtR}$ZG#qenNOn?Jb|KzchV$k_W&!fyDBPDItV0-H)^PiY*XIC2{
zw}R~RF5(<&nE(}@%S@b_Up@LAXd&v;AsfDLnx}hTqF2nCdeUdSeCN4I5q_mxyuh^+
zSkdxhy0*s`9_fQhcp{SDa!DwFe2eV<QEPiGb>^9@oXJf(I<4&p&~z^N<*xqfpH;od
zYWu#-qUyd_JIAl3rAf`VN23RGWUic<Ph+ZtJW0Xbe)mn@n`NSm&%fDKK){j;2)_iZ
zm9D9Uopfyd(JS)Y<<?O7QPaYf=iGzV7#|zI1o`Mhu9rVQJTlJyOrtP)UT6al2tobe
zUnVBuwX@O7BySQ#a5fNQ{dg9>+Fle^9$#K6rk<Wt^DTmh^@pbSn_CHu(TU$K$6G71
z#+1hPEmKiL`rXf3aSW_$`iEG<NY~`gVr49zsRI|gWG+Y4phA!ZcRcAUDNWw?q<@vu
zyS&r&yX8OhRSmL^<to1P`g-!pZ2|oX!@YkSSGQ)0Q_LFa`InT=-@jG(n3EUF$VM_N
z#Z*V^tXBS8yU^v~{C@aX!7Z~&8UNpDg#LVNionT(8oX^Cr(^pI<m_T^b`{<O*yQ#A
zWGjDoC~~t!kB}56$ObM!`xBDrBDRd&Rs~J#%U^@#abA;Yy5W2~h_`;ePTmLpIzdYR
z*iLh07o;h-pY^}}EMIxvQSA(-rKSC7Qbo_?MFpXt#Qh2V%%(8z)oQ_fPy!=$sUm!G
zLHs=JzQE$^oeH6ppKtFP0AMb$sInh1Pe<cNHIhOZ<ciwpZ?2R9^ZN7D=iBRTelcxF
zi>QsUpisP)Lk^@xk67*!o5S}_uzi=YT+PxJ&H}2@se=tQgqsINyhcdVeM|?$aBEPU
z_5kkv3HJRMuP0cCqylIls0kG{4xMbQag<v;{R>MI@+fBJG!9Xn83$ei^usC!t|&mE
zKRy_%nZFI=)$tWAw!AGZCzGq_Ci2q#<9n|*rB;U|RxW)=eStfVjPAYfe}1yeHX{=%
z){%gnwco`BH%2xA*_PeRmzI-Q`bX$PigI*@fOa?X718<V!XqQkNG+6~N<8i8>j;7D
zccJVIEWCyNUUyW&UdgCIX_%>o?8^V6H#^FE467N>3!75@wy>Iza|n<%mZ+$x@4H*8
z+u`5tosIYW!s&na<hdHzrZ6?@;gUq`@)TdS`^V=_z1ad&i#~)~hx)V3pB!2l4_(if
z{@TdrVjHn<oFxyp^vb8Z09$hWfN3n${oqq@l;c-)T^bEKzF`dDw*6S;rONzNN%Jzf
zUdUM+qdQN`pEx_hU;3*1?i`;z88r8qqu%r1_ImxX^Y^tn;6dTDjSEz-Wcz%nJ`!O0
zKtD4H7Ae3kq>Q?9NKnu-L(;qlm{8|62VT|iTJP@=VEs)xdHp~_lb64D3V_^j!Y1Sg
zw*wU5&~Q*=&U}9NZIa_?e+v-&JZB<C=nBAEy;PAKmzyJ1)-KlhJ9)|PuJ)^)eT6mS
zoN$l$`pTvEm8V9*6giy6`p?I(zr00k%2B%(*T1V|`L#Z{3M-QP-j=DLzwpXp__%<u
z-R|Tdz&pAA<%ne=TtH6Cm`^Mnd-x$`G1pLsuR=Uny6N*d7(Wh79~oH7udKVt*8s^p
z{^9lTQQNK&?}5g{;zoJo=Ka01eJ*#t9hl|#q^O4PV#&V?tY7bYNAi!SHRGl})RJLV
zERxaxqiZrROEo8&O<1-3-}iaH^*`pFCy9D;LEfq7?rQa!N)u5l(;Ok|AD_+MmzKse
z4qGVH$=*{FJ|kn;M!I`ep@N6o!NPc8nCsZ+j`KzFv@UAQWOBXQqT@{nth+z|x9=0$
z>RHWbpI-|x*6)5IoA+cy<)x>8v$vY&e#Db=XzgB733iIwUMZHASOhxlBRi?-44~|t
z0n#i!u`S$9#hCo$CyPKDzeF5<Ya{s3-8@zHH9CfEw^&yMw2}7@Zhc>@;p1UJQYPo^
zyc$dNGyl|;;5~N#{hOCLC2mFeD`j3*a+<sJcW23MA_ce?m5~=1l(6`OaYWp%JDhQ#
zjmwrD=VRp%DVuSF^HZGTATzgQ7j$(L+3D&|bjh|V03m%MZ)<ZW_fl;sgF0tMH^i0T
zNkQlY$WYbGc>4S2-rO`f#k|a>9F8jR=u)tjJ9<C2Wm|uHO1sIxXUm)S6LbPfy5ojr
z!ozGishcSyp$SA+=}AqU=5_PtK#4X!h~jgLsWUS(dmS6GSaklcc#1M%X%~X&g#1CQ
zI5CdwdDgj)SBM8sx{zr04xvBS$HZmPxjxwTG2aSf<SNJSsj<sn;Wu>oYwWtHc@S$&
zaFxA?z^Qm%x?sV4{=&eY$`yIb%HEfcIv)+8)J{ycaNm*UO<xbv*xj2MEIw1DOTT(^
z{LE1F0HTNW9+UE6iQh!I_fDu&Uu-L%kAwWwHZ6|ch%rG%dR&cI&x~jH|Izax<*-ca
z5h6K9Lb}}QWtmO)EBBB3M=qX!7=Oks>{2SBQPaC+ph(jRRQ%j71~jd-X$h%bb8yHB
zQhWX3p&z2&?)}juTa&IFt~y^0T;r2(o6FjN=Q#M}X+)4B64yrSE|i=X)wA<U5Dj5}
za6@7&Y-hgar84J_tAqtS6Q+?t3>fsFspgD?R-l^5vFH``a0bOg&zjqMFOk?jt0u9z
zaukMNgR~iHh)MLAl~&(F+~#{Nyqxz_ce6?3ZsGO$k?p%0_&*>ikE$r*NtHiYTE>z_
z0*2Z}vGY{9wwrU3c4*pq6?moFCPIf+;fws2wz0%W`W!7FnH7Ayt~0SEXQr7kI{a?;
z_DvsXVeZ{}^5Ff0`N}xDwp3B=juf7laJe>wv=vFwN67gEuUJlo-;w0)D92FEHO2)i
zBD>);HcH6r{k^bzpG6N;EK!wfCVSE^2Q^R~ZIa8fq^)lr*ErHP-V_%24Zn!Uq?0?t
z%p+6Y*~O3I#ac?gIx5w{u+$v$ow1m2UrMgDs5iy|B`b&}YTe*nJcqvWmyup?;&lW^
zC23k)g1PObm+VmvW@2sZ)rR56O-z`QA?V~heevvF!IHBr22&o5)0wIRc1{3%{8UJY
zxHPbf%0CI{*}REK<c(}I<_iXQc>+Hkwy45-=ko=Ywc$e@5|vsKF~KKM@*0C&AyNcq
z?OLX{DKb`R_DoouPCK0teGe*CN-n4ZrHICypPRCfG3uzIM~xNs#09exW`O%XjsIGI
zeZK5%3In^)F`x&-XdYNUaU+ajz?E^qvvwxrghBYhj3tpyTBi6eaR}CggVI(RZ&RS7
zYtORwo6FRQL~JRyyxM4^v_(Ut96}3Fg=K!^l2y?b2WN!nm3x|~<)e+?ps}jVIC7yK
zqwaQW=s@a)XCMIb^tf>0!+BCpG0?Q7j;s&&V=3n9LuCfpG9$aFTsqe%uagf!^{bSW
zrW0QnOD`m>sXTiCT2)yo<6t4*ahIOn$EGSSsA)ppXC~1jlxrIO2QpgmH#oQXn!+}y
zVwU~sAi=!mrZ!%Zj6_{*l2lsxz#SjR#D7j6p?p$zF`VI4FF>eB!HpKN1;UrO_?x9M
zdiGQ0tje6wWo~X+o6C_gKx$PPGSrH;LzX5qxFzwQ`apd@J+6?4=9F4ya+rX!Rg^MF
zL{)dy@{c6GrXy}*LRNp8pI!p`YjuJdldR&<!2;?fMVERsKpVUKc1^NsMCg2#I;k@D
z8DD6k`rSgvu_J{~4DTq6l=Scw-uaa*AX4Lfqx1$BUOC&shXn{vPGZOkZ7t22i0v0A
z`9&z7LbiTnf7C=6BiB%{{wvypS;`8wZC9V`O#j;$Bp$#rd0OL~^j|2j|2{U})PNF@
z=9~(lggPMFq-wXJwv+e~GeZflDlLpqAv$&bKNPbO&D@GA_(#3Mg-d)$g2vw8ujsdx
z{3o=2zU4X{saz6M`Z60a)-G;*=%@*%q^eZ(UndG%(JEfXRIWiQ<Y;oWK0q)1F$&vH
z+g=BNCfC^Hk<sBhif(Bqr>p6IE6rF5S^61wg--O*(l5u*YJbMZkaJ=_(oGK32YQU1
zzI90YX3-U6(nef$J9PFuR*O}_{+4Fj&V8<eHbVM9;JbSV{Qmij@@~zGmLU3DmnO0I
zI)zpI7dDx&sqOtd#{MRDAO`0)B;ZN9ae{Z_Sp~{s?Lb5>xm0N*c`Zp&5J!Kp6a$Et
zlo^3`n>cLoQj*f3{=gAGngFdlgyn|;FE!tZXzKZ$aRU?33R*uE$DBtk-OE#Ff9!^c
z^2fJea|A?IvO`fn`-NrQ-aA$`h^6rtiR7LMbO%6|NbUIiUHs+~bY)rzgH(WSCI2w5
zoUJ;qkB*^tI=ZsMH~MRhk7%X(q62M;u-eJ@kBog@czqon)5KDq1g}gd4i>fRi%y?W
zJyY{Lo}jOZ`@FInrPCOkoHYBXJ#ri<M=~sjkBa>m*aTg}m*4Q{<SU0HMMopPLtV8S
zz5;zm4(RI_<8Lr`03k~Pjw%ot8L887ecnF&E-_dV=#HuzOEi*}ftL!e7Dns7FBGAt
zI6>c^&6v-Sa^c<E8$7{a#V6upsnTytNj&~;b9ePw!AsXc5tWT&HjPRFU*Pd1!y^#@
z`Hc<w-fOY+2g<5^-q-kCz1Np=`0SzLuQ<vDzkt2J-EzoH5FO1QMF{;VMEM=3Wn>%T
zRiTR>5BYUC@a-f0Onpc_l2knST*iu1Q&bdSW151Keh7g2AE1fY4Tr40J$2;j>+q4n
z14rUY^E9rBJPTU1d3!hJHR4t336G0z&~VP#&~zx&O%Y0ychK>2rn}Jw!U}Y5cvn{Y
zhehzd>p`5U+#+elTAb?NOtgl-Y-QD8*u3lJtIJb5n{Rb#%O?pc_)P`YMeH;W1cALl
z%PAcafN(uaMZ{b&0L>oFp<_3xouHyqwR_*KGQ|RB1~jxgp54nC6~m6-?&qh4%|wRg
zk-G>stdYwY$;BzQ56qzpnh8&jMC2qHLMV#8y?ZKK@U(vy5bo*X6xB4U;7&|Ysy%Va
zdzAd=;}e4-{0+x8A`?H4E_-a5`IDY6&s`n>cvc8maST~(+GrzO`@Uh)aNUbfEwZt3
zeb{>Yv>XFQ3k1)g5S#n75vpfMT@4}%`dYS)iY+M5VW}jyPyS~mMI4T$*d2_v@`qlG
z+qhtdHmYk@qjCHq50zTE_X#Hy#yF`&)9HE?D&G879~fz3=m~M!dB>Z<hjv*#yb=mR
zeV7ELQ{yx9{w-($vORAEvRc0jxS|7A$O^>6;qx;)yW!LR(<BbK7P;QuY}v|1*ojs-
zf!VTGD|$EPzHlvAK!dGlmgVpn#l97|9sFdm<<+xpKgM}9aj&uVO><<YEyue9Ewb@l
zI+`WTSk6yqOOFtnF?2}#N^r5f=jX+ug2dWLpc(}N-{EepA0K{d{iq)v`qTdY0=50o
zdT=eA(9e+I_)qLXFA(W_Bjbp{p)5Ymlp<(K*yRT;j9M;!Dz_Ac5BZ>jUlJ<hdK3}{
zZQ-E{&zyR*<Q8v)3IDk}3|5!Ri-YfXfPY-?jP76A*vOW-QctwJ{S5hYbHdj8Mp2JQ
z+Ss2E<Pb)^zRS7keO4d`gM=jPmiz*q)ZA?)o5mjho$L7nL8Hx4SDO>0yXH<^t$EGv
zb7gfsXXHNt6VHS&3PxkCYJH1F@so;JZ-(^x6L2#x1)Ut-1_EKiqdKgS^mUs-8u9fc
zrSkQ583mF>Uo~iL2A~i)4iswS9!CVW!YK(I-PBIx5VsH-jsDq0Z3ouHzb!4eBz92G
zuA4)y&MQ;)nV!~7Ya!v9X_kXSzvBI@%dJH)k6J@L#hiucZT^Rq84J)N5-*hU<)00z
zfHc^3E$8h^L?cb`YiM14fxx|1^ZUc2gpkUnZstYZDG2X>5B=Lg7OdH0Ad@%0MfG!T
zh$KWQ^*+sfH*4|ZK%vwWUGMkHS)XQquRb!KCB6KY2Eq$fXu4*7GP~7P{?l_C?}myx
z8$+*jv`^=+WMr+y;OoppB898vWAh1d<9stw#N@GHrU^dvzfmAh7c>B$Zkz0HttaSc
zIUyz8BlrIWt&?Mbe0nV2E-WmRThw@<iMms~^tR(BD&Q8QbyC91tY0s+aRU%Vyd4%^
z!H%)hx+J8Xu*GwaPcl!*T_By$gd)Cm@`tC~;*pJiEp!2L*Vp9`hZZv&@owPG-}wbq
zAxbB-2=#M*b^T>5WmZ2bh`07#{(7-x;&d6K2+gG2*Nxot+}~`v+_Y9v#n*~Xl**_d
zEozQhmk58ZZV=hRWw0K7N7na^zt1?$oBHQU)8xv_b@#V8#k$hf`-xUB-EVZPf?y>D
z&vE$gG;ae_ZrYvd9{IX+_(mZYXVFk86I?HqB*%&pYwL3{Ah+p2M=%KpC@&<Dk4~V+
zGF|bZkT~jDm_wllr|^1r#h@69-uC{jxu9A1SP%|WH%<eo{uH>J4^L14TJrM1ADnRD
zm{W?_4wzX)-V8$zyM1_=eEWgXy))Z&to-4Q7qHP5>bhs|<L|Jh9=e`&NkMDGTIgGi
znTYZQMZ>($atmVzo&=N1BTz(E=s|VHF4DhjQQO}=-WLSwYUb@a`!_es4t<6em-zvZ
znFDjy?d_=r$PAN&Q##s_B78No3+0zBzXW=>E0eI;!-GdndBIzuu<)%}*m(?yDL*un
z2RToVf|<xGVD9ta=4@rNh#~_N*h(EA=*B0}F>&&`y)Th>A1-$TyTPfxPz?<Y9ng);
zUY!MpQBg-nx_GP3aCtnGM6;wA@pyu%relTqW9)d8c|m8g2k+sts?9#Y;N4!hf9#?5
zx>J?>?EiUBX6oDzs0P__drZNx%XV${Q-AQ<Osc^vJ<=%wTEC@E%YWo1zFI)o@Mkpl
zB`oD5GtqbdYQyz&&v#Y$v}Ee92S#RVOzZFMoh>_**Kh?N&Zqm!=O>Fr3lp!rx})P)
zu|pjA{K3~vgw|M*i_A@f4EE7YVIR;K%9R1$XZHb>`~Mj_`lT`C`ByejrP-1YW>ecc
z376mM@<c^xl3UblqmS$8q7s=E8OkND)W2{>7x$6ToT^(ZiN~%A*`t-eJ;88_W11gv
z3hvez=4~ce&>@(x-q9V=+!8$aJCirLrCwy^pfCMo!9;X^Sfww2Y;(o2ogp>jsAf`Z
zsYxjryR{M_@ix~S<%OoIQi=?ouEXVb^lPc!5N{<xVlWT4Bx!d&yQ^U_S7x85GUXYK
zx5N)&6)VS$h1%+n)u54zI{i$^{+IS*#99V^+LMK;27tPqfDGCZp|AQk#$}>mvCxFn
zp)c~dNWqhl7um(idz?WsQbagP&|bMkfabK*nr*a(?N^5wH0LUG!q~$8&JB+LoSC~=
zti#G9$bh%!A+M?hn}GXHQ*8H=4ad>T7L<n@=XuGE)(;K&GEusWI?vlhu(+QF2i#ab
zBde?xy){17m_NCw{ap@?7ikCA(Syr%{%PXILSLTQ#r<W*5Va2fVbMCCigt>hnT_02
z4t>gnzpU{(e9Liu<fT7=|M@pdGlQZF!T8IFYYc735L!TDsgR(1xI1Ie_C>+VQ!5~F
zcR_9X0gX$C1vab<m`#+xh%l3g>S%#2c*XA+3VTTMVz~t1-87K%44_ix&%Pj_{A3gv
zY!G;QsF}{=2&{J@Y(%j82}-Zd4;C|m8PpyvUUsWfmHE&y3Al)lKjn$&Paj^mU3eS2
zF!VSb{BL-$9`v`X6Ij$8Ff?Q>)WkzAdn}gn686q{)>zOG+!M{9m<6LyehSdxZ&52d
z^Mr_gv<%vM7id;e5O(Hqg-}RG8;D9A{Io_>@Y@eNpva%`NGGBXEcGM{o;GET1y<}H
zE341WgnbvoL>xpE#We&i{`syNvE2oz@LqrgJYSYrXy=>mZ8Yz@{g%ZgQ4j4<KUfQm
z-tx<JrutdOj)KSWy%RwEjB2OeGrymq@ofjbMu5Oz3M$@X>zaz)zh8Yu&l8o9@k}DE
zkfvY641z#)!aLEOmX~e`O*I1efc8OuMVm*~<`_WI?3!<p)^8G*ta0!h|B8_ihHI`C
zir|6Ug60D*VtcKO9G}jve-DIWaVlbi>``jU&&9^%ckkyJ@EiTz1Y=byU^L%PT=ukK
zTuSmriEQpmbT7Qeti%j+FraIG$fw$%h8N<&*7zyV4TYXMGZ5ni$t_LNT#{9wMFK*I
zHIzY+N(o1l=oh*{%PLj&1C`hjXv~NmtN8uN_5_1;v2!zrF_bsE|2DpjZ1axS!N(au
zpDBa|Ri)k^%>|~Gr$3p>ZJMkMP^s#h;9WETWcULb^ywF$T6IIuEbxk&+D}K$Dg6O=
z!AyFzSQ$7($GPw#j4m>aF_DNy+S&w-=*uzSjE#5-uG#HPxOHYnaTL}TiEj|=c`9KS
zA!$BlIE$r#J6nkWz4(_&zd?%)J>tJIt(Pcps)UzT-oTZG+J5$Yh$r3c0;5V#g0PaW
zI!MBp6d{$VDhx#f&PA~x@@xy!Z|lcG^1omTTkj8_`U1jsp9Vjw3x*~$T1TjEBhx5u
zRU(;GB#&k?(L)>^0^8cwLc?MS&|W)56uL$^XdzFPosI2w-$N#>(S4vf)xbEY&4bW2
z6Cp!X2-Q-@kh7aAM@sL9;^4Tux$MqDwe8IL6G(UO0Ax}08NXZ~v?v4Rt?1M3O&lP;
z!S}(q;roK8luOll>A|w{h@TcP>cEl)6dFh9Y_Civ2$zXWLO)7|O4%0?PY!_n1zH#%
zxNJe2H^;DSgQt2&&Jay+Vo&mKZ%<(F1#NOj6A>~5xx=k#HShGb`_-0sQu=S$gn)0&
zsGCs7p4f;8Ww_r0ImUcj5gKfvapJbn(;7L)dgR<gsdyVCezgBlL1fv}l!k!c_ZLiw
zkmv1+TrkX34|drNHqjQ(t4RaM(X_CQ1@lQRJjo@Rx!`=UjvFs~^BAO!hA;v#Sa6L+
z3mIS#CyuxzNVSdu@_wQvFUd@PL5!palac~zz>}rhjM`F(-^Pd<p_pRwV<f0F$r36w
zM5HDpzlsO(2M!%00}jy+Oed0g>5?h7<;B~Nz!NPgq64QqxN&|O<bDOu&vK8?7staE
z*L|MJgw1DP2^|lel{V)Zd*yZapoB@wn5GD2{=p4!PPKxg9DgK{2|G?}lmynLq1y>F
z0VJX=-d=RhYKF!YHqN~XeK*)Re+D%dTEI~^s)EChGGBv<098HM3Fe}7-8aC{k_v{4
zI=IwYR!B$jDom(lAt<>RwSQ~rf6$l|#3U^~oSLcHJmdYRC`>M1Y3L~$o3Qy4>*zv7
z-jC`8IUMCvq5K4H!d>f&DP;0#*qQG}j$tYE)BOckhk*|4Y%FF2Bk2LhN$s~pV-1Iv
z#G!J_3+c?wd)po^-dXU0z$>s)7t6^2w;t!t01L1Cme{Wj2V#!b!81_+dFLk^dg?}D
zwJm6^)d9av-Jsd*x|u@$3=SLdIIb>$>Q3$PtnbDZ;hU)**QPM4jJr1XC7l7e%v755
z-SH-mY{gCI0S(>j3RudHx{IdSp~4SX<;aMgzkwTMRN{HC@~Mkp8);{XBcWd{eMN*A
zEDZGQVqD?X=156X;x|QX6?Z(7ee}k7m~jK&yWA5}VkeDJejH1vwV6Rp);PfHSv&VA
z;L4&PTp5sYwor{nn!)dJujRw3&^1@Lk7b!JJinMeVFj<j051tU^2+PUIg^1?_s~;g
z46R@UeGvI?+e(`FUK4K*mLGc(nC=LJ_q9)?lHrKWot<7VqCL9DHaqlK6s(s4uxvj`
zI1Y{DtN?$UlMw{OIoP-6QH8#fZKh43fv3YapEV?Ckv<g4qvKj0@S@R$b+q8}69=o}
z3K*>P;R!teTRk-?1+gchA3<qjpeilHQpIJ_R=<c8HWO!5itrj^p#_Q49^ZJFpH_x|
zYXnOb)ER|`YB$kSA~09*^d6fASUab|bUM00c>-Cez3`UZ@AnVx5D0{0w6XSbD2Vq5
z?!{;c5sGz@{KS2&Hel?%zyhx<`w`JRpi#5UYx;wU{jvFztkH&`l%4$GBZ^>V-7bD)
zc*nGXj}rjNjCS?)d8;qYQO$e9cZ9VXAv9$$paQM5G75LieR=)^Tz3_l1U%`$(ew9-
zWn6eNO0OMA{*OIz8~S7<&)~yz0(Bv)(BiMAm<#Kn{II3REPy70>|z1Vss7<k$`goY
z5&xfkkN-HC;c&RWrj<4-TTmg)t*JVfB8v2><xq!=5ib1Ky`X6jYptBXNfhzIbr3Ig
zfU5Ia(G^5)KZbiwAcDgdU+9)Ec8=dG6h!7GFyv{22wW~rhAWy{m_&1e!TEBz*X@g?
zGq)l)7Oq^1gz$X>aM+ldW+8>X7t<vM1D3dK2wmbM5)uS(mrnml0nAsszD%9ep_zaZ
z_lWuEvMYFtc@>pntoXQ?n3h@N5O%Fll006c0Y)rq!5<%AZH1<+BN(z4HiO{?EpKdm
zl0%jyl25$=rnV3@<u}0VOMAk7h<xd41aL&+rpfC8DCH0SpGX4zfqGTE@L4gyRoxd_
zpx5{V^sfb88dx>XD9<8tcUc#lA-Bw)TA3T=D|b7nD+4z5rqR=;+H|1+)On!bS+7#<
zg3zm76S{c=u*I}IMhKaVJoQRVJNr0}lRtj4!VbnBSYGH1Z1XnnKs&SxKtV7I=_|yI
zvvwQQh~q^hv@q5AyaEm5Zs?}Is7KwrL9FG1Z=>_mq_A5$6G)5Hn4%(2@OxOff2w$D
zr->hhC^$uRppUU&)rnGcc#_ZgLUkl{oPg@5<_B*xlwSW0GARX2wQs4r74*ORoNvI^
zT<qALR&D==nN@&V2=i4V{w!cQgoz!|cd2-yEL|RU={NdBA~oB;xy56Uz;-yt%<wW~
zDE9L>YS;7!;H2vtCMc{o4G;Zu=eKF#$|S%zkQ*AE&H3r2u&&Xl5>_K6wr!4-?ca>M
zbJHbl@_B-R`nzb?`I6{OWSXcs+kz{;5v{0*cWTuYj=&u?Eg>7LZc(5zsM0`u1FCQC
za@&9NN95O!M$eoo>`1}2#t(k{bj0AJ|3RM<)CRks2oW-n8`X_&of2IW#fHT>&w#6C
z7c8;wp<_bzQ39^ZXvn32O&6RfwAR8PJ6=?wLmfUSb<xoOCrjrOS9&wnWgEQ60WK61
z9MM{G+YzsL%AbNpsD!Q!Y@j(UsZ&v;gsH_vS#SW{@@<-!ux(1<LE1ad1;J^_F`ruw
zaqvlq1dXY{anBRG=A#zJRj8vTe^1BU2iy?ZWr9pp{Lcamn7}MRO}p0E0)Vuqjgi>f
zc<S(5BN?o!1c15$Q*a|2s79CTi{nqFQ#m9H%jFYUK#HYWJjYx?>=@#;2BG_9{ze?T
zs!8_UZpar8fJ2W&DTCde%2Kw#W>fH0=nOj~#S5>z$0U6km*a8z8HANz{gwT#fTPz!
zy33DfKfKlDbT$reu&OPxQb%G*C9m(jcs_ovSDFU8S~B}P-}Z4ZcXQ_Y3&Z*0r(dt#
z8(jJah*Xj)<P3omOc?A7R;qiO-+vj2Dg8Fgk<(ZKbpovSW=EY$#jCqHu@yf+ih`_q
zST9ehYOeyW>`4a#PX`K3`T-sp*Vjl^nkfmmw46pTx&Cn$_+JcXU0i0**s{gnK>W{B
zSvi>H;PJ+gZ3pdpzF&pBG{sil<XAo(4>#9(&6zqYVydG>mOXe?>(I?E`Md1f9saiv
zu6gax+`heTGR#-DOeg!M=t#VpAjW*U@Ie0vb@~7nJG=4nt$qjP+jAG=qrjI9^OVjf
zi-)T<Za{*+J?D=nD4zD4BK|~CM-BU>b9TWGQkeotp|ZLE)VJ^py_|Mv^c4C(=8Uf`
zWwj}+EWC2+&Htk*V&K=t!dTcs6GYQ-cov78Eup>!hMm1Whr04A@?YqcEQ#|X-$(1N
z)q8$>5D`Cg@QREyg&dP*eNi5l%=^CI{R=`KSInFC-kr}|*3x^px5xU`m*dl?RXfK&
z>n8EqK|?}3K$*(Vw#T84Bv{r!>eI2cwVhc7{xBN~DEq+kamZV9GU7y~0!DTrUU(wM
z0j}GYTU3bzgn(T)`Qf>{@v4;o;|5`hK#0a(=}gql3ztIJe0KTS;IjMfOGVAUd^hg4
z^t_JzS8sCy>?KwO)^TVWtJK_s&<|VWaE^YWn!%E_W1SVIb>tn1V8apO`WRK~VVOV1
z$%*1KLX91(K|K>Xdzr)=2J;Rtrf0w`%Qk-?+}OjI7Jqc6BHrsx4d8!PY0odQX$*LR
zVJul#IS10@@U;PIt2G2z>e?unnqCbo3F8@tpN*0mQ3V$<EXVb3xjLW`JZd=gC~!vc
z$=OCzX`-D!6C#q7BiQ~mYl|O$z>Z*B7iC*_>id3<LHk`}J3-v7(V(+YdyV0Lzqn8d
zx-!p)niG!beck-%`Pa`Pg)gTE3$KXJ`K?RZ9|lS(Mjd?sByw7#_Op6EXOe$jG5Has
z%>Z>RPOLwXe3dM1ee!KOo<J_5g;A`N3~f8-TVhrJ?<p`)tE55d_@Ji}xw~2I{FXnt
z|4Y^avF537RB-&;h@-c}TZE1tF`Zyck=g{ejk}atcmi1LT+=WWyn=@tP6V^FAg58E
z+lO;7M2aA==<0w!Lwc*%$pg2#g?Vr=-ZEg6AV(*+wGZi_8fGk1#0?8nRTLkS8IV<P
z9wq;O17$Xr)>qfhjvdZ#lgvD>?0`wjQ@(Bro*|iU;j8Czh^^4R(FwT=&@>w$fnIug
zxh9&3-T-x(cD)PhhfeI*y)8J%EOGgTa`2Kmj4?@ZOPUSbq{VTHwubEOZYk1{u7sa)
znb6M3dLEd^>g~V#IZxkoNbF{pss!nC$UpCCg9HC||K$su6)L8|logK9Tso*3U$`KD
z45mp3**rkLh}DaPdd$x``qCqt3Q?#{f=Sv&hDroWaIhlSiLeKFV8E383z(50aNM#(
zCwpkmn}S(>zZ*o~kLI^|^Dcx~YrQ^{`dEb1b@|Y)xCoDQcijBb;S;^gSIJsAKVBXS
zJ;MGJL1ZBBQzs5we<Lw$iT|RjyW<$y|Li65$maj##MGhVbpW0hH%8zILlQ9YFy2Dd
z8XOVkc;4SAF8n?8cpShEa}@^S=Qt2_fJGQcF8~<+U9#OHRayEV`ExL|72Z6?h*u_)
zFdUnO57ID+q>}byf+1?`TDSROSPs_Q#3H0@F?Iv!P8L*jx9am|cc5V@CW-xvny2^V
zi8UB7Y5B;Ar8E_)AtPruliMtGbDjg~aHkVI6F_*vfvVCK9OBWZD;#3`vh17wT{2xO
z`Cs;i!34|Y?X!0RMXC+7wz046&dW9)%hjUuCHcikTE??Ddx>IkuaHHG66Je)JBzuF
zC|`|eClppmrB6>;2z1F%27B7<W891<wUN#r5i7z}R>u#WeE*3itw==4n<7Kf`~R3O
z0TYx&?e8rJ2`$^^sL#ArKkLe;MXyyd@%)YNm~}QAcA34p=V1;f7I*y;9%N~~+d?X3
zoYU0#73%QoFakRX^y;qVQ4uuLF|Xflw#W#2w1Cz<`6L<~TLcW5xZ?`x5|eMB630Lc
z*3u>wYDVwo|DyDxs$x2#PaQYWQazL^X_tZ%iy&l)7$a<A=not!C2?N90q*w@*VQ90
z&Kx09j0&X`+=nFM851>u#5_<hJ80U2=GQ1d;@Ix*E<#lWJH59SFDu{x-^j-}EM>ms
zxT}7-bzGX}D5@&HBl-XnNqFLYzXn6q({Nw#%B;IjLe_o{36oV=eOB=O!x<OA)J-kc
zqyw=)Cq0Vg@rD*wGxq<5M{|0tXZq1ysgeopvzn)uZppqLh&%wgv{mHLBV%E1X%Qkt
z6~O1?!-gC(qc7aJdfzyJN8y-siM;wjiDUP5LSWu`gqeGieww?mn*(kol6#O^gFs5c
z0ULH|PPIrX?m)EDY3b!EJ_ZJP;R<PqlR862owfsyt*QBOJYf#0(*k`mr~Z7E+^cJw
z%MQSvYWetSaV#^0&vn;ao~lOgE&;25045Ac`)cT^E=c3;naF5eQPCGFI>G2nT}lub
zc;{&D(YWRob1U>51c>$Utx4IXN*Q3rQXBl(Dukk-=I>>g;8aZfj0_CrG=LLqP`URe
z$|k{6HjvJ+EdWkWot+ZVj20N`96tx$s~4hD$}wGBBCnZ}kyB_Bg>Y!~o`^zR;Ydv~
zeQbK<1PeJ@t2i3HNPo{FRf_Js!YFA`!y#I0LAaye7%oU0Ix-*VaEh9tAQhe<J_CR>
z@RI<HaSEEMrbX3&Hnp1QC^ay>dB5D7LDUu|U#TG6?F3B{o#Ro_y)H)_%m?$*LdDCZ
z4uu0r7*i3X&Ki+j1?W*cR7ZT|-j<7Aw#>bFE-Lc*7P%wsWX!Z&{cRO^g`#mO5QPzB
z>L!CC1L=c0I}yyjy<i%|!Q?<F9%eBfiHWO(Z<51u(XveRQ>Ux}Cw;_37a7~DQBODu
zvo%x+lub|x6B85j{*{+?$o$JsW`8%q(Lef~7_0<C#2@7}z>rY_VxOdumi;M320~KI
zZVZ6--v0<n2dlbZ=&u`wd(8K8&{JQmMA1hiO$wu_ZQ&IF$si8l7~omh3wH5S=fC#0
zXJyZw(GtbIFct!%WtIddUOAmwb3U4YNdQccl2l>~5kf)35_{E4Z2@79oM2U9XJF+o
z(LpNY_>4Dpi)xS<)09K}-_qmXpsj?#?a>XmULIbpFy%jRCJ?OtKuh_yCgRu~L2sxp
zhdCsFa5M^W;FXhJxP5SES_V~UNHhA~L)>+Eq_xQ)D0uL3ojHQ%i2%vx&(WFTr+2B6
zsImev7!4h_G$>F#K&@Wr>cJ=!kh?q-eAji5(L_aclE~M7z0<3-X?h{g$;pZhk97jU
z3vr|!#a9?(339#V;e)pz2$bU?0($^|e7q1HW+sB^N7VoBI*uXM7J$9L!xX!wMc!Hc
z@Agna!cgG%;NK6j&4dr@w1OD=l7q8?kbBarYz&5W7al<Q7<oo*WvxIOeJ-wdEV=`+
zJX8IU>fb;80c3Ks1tqX5ynkk=c{+HhupvR0WK26B1L4vQUv}bG!aai~0qS??Wk{q_
zMR`s7<Ia61PMWon9M4A~y=1&foR<@hA<rP|><K(kVDF)NDi(}n<Kc_=r#e$)g(EkM
zZt@f{ai-;fUL*s3fK0%CXB+Q9^O8C*wRSTe&8b5E5Lbr5Aw|n|8-a0Bqyj(OJ>l_i
zrPMWh7p&@~@u6EQKVBX>BNBAP=rUP9-Uaz=OaVJc`=g~G;_scZTSf({_ZmJNfB<Sd
z1pWOGP!bfQY~S4EhId1#sPGlBdIY!lZo(w}kZ&;bgEVWn1O?~XQn@&H)agwCx|M)r
z1=F20LF@@yX|<^lwAlR5{@n8y{T{H>YnGO@hS{=HPRhctq+VjFkpu`KVrq5*L~<#u
zXgG*NBR(Z?#{hp}z%4p0v(5=S(;`qI*3&&0T)tPnR^z8jA!)fQ7FxasA@rqj>`P?K
z0Fs5s6T$}?YOBvrm|IQ*`N`EE+Y>ujl@YAkC@7-Z4!Y&b9scS9Yj|zLLLXH}Pdj3O
z{{*;S%XJ3c5VFdIN)(hU;}DauepNnHW^MozU+q_B=;4JRs;z)c9Rb&yR@rMav9PdQ
zVY?Tos26*41okXAu%zPvk9&xSB+=jr(*!am=GfKOm#L&Il#cNCNIok>Emw;G8B9Wt
z;d^HkGQ{wMa<HXBSM(vvP*eEqgLCajNfO+I#CVNYN}BO3BfrrhXDHXGyI6(bitlxF
z<pkTEV!-JhPGQyXQavM5AVB3y#+PA}WKo4lp_t!OFP@%M-;Cx)5gT)$fOdhbIV2aY
z5xpxobq6k^N{F&|ULFzjfT>~=f{SOJxy8Yxgup>{+kCW$9^M97{l$9(XBVP_Dt=L&
z{O*@A;n7YRwnwJlU>@^q3xoJz8aDwico=mOg3ZV|OXcGA`v#ek-1RJc{avEbq1YbQ
zqVtGFWE)c#QHDB5SaEmp&Iyk!G0mbk3jQpGMA9F+ivnm)`OUYUqqXPZB?}_dp%)le
z_p1rvh5XYW^CW~wOCBXkaR;MJ7;ebnAw#_gR1n*Pr03R!ICiDpj4FWT$G}r@-{mUv
z7&rla7elZzIYEzxI=Wsa(*^LZ_Ny}L4-2}0_R=aOgbz=`GBjE-o3M9Z9%RPS^3qD2
z5`@=_Q~;uh=uQ<);HN>DcFZLE&J19wy!LK0E6CSverkK0#bPTb-G>NKE-)#2ZQ~j0
z-K}_94ddE#gAPJfrnQ%u63<OAKY(;c<rW0sTuu-=f4Ez?lO7wA$TR^=OV@sbe32zA
zvV}HB5y@Ru)KOrT8+l4B9+J@=f?&yF;X)UPgHQ-YBrWL^#CM1`WUYHE6Z1zpIc75V
zKkD=gJu;0W)sUbWO)iabw3(h(&ntxtXh>N{z)J!sG^3f&*=H9eue?3=jrvj+NAOTf
z+Km?Lvbzo5zX4i*T>UIji+1|=L>c#FJ!}RKYriQ~&_L|PAGIXqV^^VLipKu=Tvg1E
zELD~p^RnnKmx%rpy<mhFWb~i#z1rRtFD3Bt3`IrGP@QzRk4dNlp-fLu($Yp6Sy0n4
z7z%D!vY$(Vx2xblrW-iaO+<Ijfavja6650nb!ODdJ2oGQ7o31f{r+xXn4?D}LW`u}
z)I%LWI`2i3A@LWK#hz?gV`&<^2%_%H{@zX{|JYK!1|q5UP$&Z`k#5-Q_EY+VC1^u$
z`>)NMmp(_toWH@$Jrox`;x5U}$*H>ekE&OI7wh4vHAPIt4S1=~yIqZ~Ej>W@KcEWa
zx*(V?IvQyXpdQ>(WJWRV*U&yNUSn?cafJ@psJRRgPLL0H5SKmz!r{yF2YPsl>Mz#%
z+N}#d11$De#Rv3_3|Mk0GhA6%-QCM{@M0nR&l1sXSbm{NeMaU4v{j7jAXNrG4Nuxd
zz1abB?T8kO&50L$;_~cp^kupg#({GBj|?VCTAl|(=Y5k!^3*}20waUuKI<4e?*~HP
z5%~kuBU!9OH47r(1uc?}bc5V$sySx@CGXat?U7{#sH&oUMwVFU_+0x&!GH+m$JHeq
zeH|%@hLrNOx_pV3`uY(t_4R(ohv#3i3DItHn-Pw^{+)~zm#2jfA7!yGh5@N;@J6|v
zIwc_lmR57s{oQMs9!DtIRFRaQZhv<*#jMiiN^ETGs7i?i05-fbogx9>Nr6IM=G+P<
z!Zj_F#-V_7ILf6Es08MfwCCFY3_tDtzdAe9cqspH|IdtVhzt>;m@!6{7)zECV;?0^
zlzlJCmaR}SWM8s|N|vO^t|D7zkVs`K6v<YJeueCjbKSplUgtbG5B|#o56x@lzQ6bP
zdtIOF{rTJ%tziaD!*MgQ(&6NvhJj^&Q?UQ?ze8J1a3IxR`Uf~o!&saBfTVx@n6HK9
z;}F%l_F8-bq+r}+0W4l^iw|#ekCZBw&xE3M(Z}twjrFglf~@ii{>%#yV(Z=9MW8{j
z3m5wz9G3y^B@G^j5<Kms-ZUT5F+&E!ub&e<lP6PDVXxI_4*cF9^(faQ0`9QA4y5$B
zLd4Ci6eX(;dI%~!uuqkF@GLr4S+JK2+9sfASgNDkL+)2oB0Ma|K$nIJ;?k?w!mrT#
z{oY}kN{N+6i3dTkjts_xj)XjEjG0=7UA8^J;v=YME*5UrRTu#KJ~ie!a~yE>ORMwP
zIA5HKZs|PY!H4#>{$(NP$~sLsV3jIy<k4X%)){{6mMkrNPl0#eF5WxZGo0&6NOBNJ
zKJ{1B?2$F$Y<4|M#p`1y=vIga%sSn!%u>N?Wf9PrhATml?UqVai17?;NXyZ=ti(n5
zLc~lSd3z0H7r1mqH*Er{$fpvX@YE=0I0{BL#!zEVE&TqSj<Cuj(W>sfl*Y)kPN>gP
zEaO{RTH+szg`u8)sPp-p31#AW(MYJr`uB@f$3rRnXdz+SN00?7a{twoCJsoZTBBQ>
z0<m*x8e6?Ph;{7RA1^6rra^s*Xgxq2Od&hzY~{U8mrRa+X=yiw<bN#`3`-}XI_v)~
z4V<t}LW!fhqNz<G8%r>tpi-YOwhu0{_AcPclMA}F2~Y&#HQo8dY^wt2PA8Q=-<U1k
zV?wc-gt7mzH<u@u@52~I#dA167ir2)Js&|MOKHmb7vd^}YQN+n4==YbcVHdd3*=Ji
z-GX|qgzX0$-6tUr2gWX>)vr5{)R#Wqb_Dwbujq7=>R4|FwX%8THli&8ne;2;$kKRt
z=j02*r^bW~sp~%z3AYsEz{1vFQ`Gscgpeiw+Y$FIyu%)JU-KT6jw=kPMKAlPwJV4e
zD>e9kyV11Nf9!Tr4orArPfJDysqa4)`ECK45DD;7JPN=vp%;cb{pK<|!JlWGC+GJ^
z<*2B>XJZejFA*6mT3V?g%X(s}+~VOlH`=sS#$fAA)K%41w&$&T*^ova;OlVDA3&15
zatPZhI%|!%pzY6Uv+a}QH?(TDCW5o5+C`TW?O4gRl`ctmCL69@<;)T?q-*u|Z$qSB
zCa7`;F=Ef7HnSzyV#J-0tHCZ1$pP0|28jw&hEuS}LCNi{EL4hCkqX0LvbZqFSAXq@
zYuaVLoQKta>EZ5YWc*g;xN&ish#m|j#f4xm&_=9IdLY{lHIj~^G+HX_x5n{(nymV-
zCgJ_JLD;Q8d`)@DV3>_C=J`B7NuPYU^9Xahx|k1;LeB?mV4^D3bQb0#I<aktObbQG
z!>1$eJCy=w&ACLcF7+8Mf-W?7XeQ}hp<%$KS^RyaxK4*z{P2_WO;DS^_<0*SPgYzg
z_PS|ABW1a!u<dJ&bAJI(28%FHl7QQ*3?uMQIS$$Vm{BQsgF3JYD2RLg*E>GXh3?89
zw`JC_MJ%64+RYJLI+@dJ@yoyw4NkUap?_4;IG1yAI>z3k&zwLQrc=Qu%L6G;g@JP>
zfS)CUJ<oQ?a9QOO&geX(i{)<j#O`{S>O1c^y!ChK`>8^R`Z9p;ln5(skHgi4s8kU9
z#l^(vY7oqj9SF>-3uwPDi%kn6fNbV0gnceLFE0;qs_plA3^=6$v_ye-VA#_8t^JB1
zY(;N9#0_t}+h)>`JM|!uXXIkQ-v@9f72r4!{%6-)$OB5cZ!}`qh9&!ybEejn<+_nK
zH#>y5grm1!!(Q{<$Qufsg6<0Y=10+pZLO^=fxQ`O?hXK$bhDQK89Boh3Fn6X`8(fw
z^3F`5r{CPk>Yxb#%`SRm%(<RH0pjq%L;@mGKtBu6x4EjaHE#<H1FZLf=TAB*SjY6m
zo_3v7^}8U6TR7={T>?$4wT$WVB^c2^8RamtfKBY*{5FS?#><uFrKgYEUt2%>2`;A9
zK|}g&;Ej$#DM|!&|D(zWKB?J(hso2g)vY!+Utc);Y~yfTCkIbg45^!tcIH2UZ@uY;
zFSXq@n)|lp2m%snYB91lm+VY(f=)|5ckSXu=40<F9kc?3Z2t@!_8OD*(@jZn!nWJ)
z=Un;=blC#AT@I&yBGFe3KeGY2Q0EW*Ex8-Ay(}WT1t!82@%9)JF^6utovc?3Q2lpi
zw}_e+*!n#<g?&TY7gW7I-ruD;IX(!$i7uj_z~-9<^AvYmkvN*^1zk-P=@ND)0Ap8b
z;MVr8IxUvjHP#~Mw=iSe-;on(5UlHd%KcgWbL=8H5tZ&h{wE%Ry*VB_@|>sf3}0<*
z&AxO%H7Eb2<-WH4sHa3VwWrD+tWyMLED_H}zocVuU>*E0(_j%Om_x@(efX+{l!r^p
zou27IT1ZcsDQrFU?VBXHB|^ME{W+2MD&Ax0{;%%?i-QHaCtZKpvyV2Oxv)=Dmg#Ly
z>U&l1&cfnzuR=K91}H&h4Y%{++SdCDyTh*+K~R}l1U_8Itta;&cmR{YC?93@4O(df
z`0Z`7hMvOzCo=p|x83ypn^#0DhSpTNcUonhsAcEcbdL2@*4q#!_;RHJ&-<P$RduO4
z@3TRnee-8stzEubK%{A^b^rr5=T>G@Cui&_=pAYkzx%+23|L?NBTruJb;5}FCvF33
z`tBQp!I0a!>f;6ywgKd(EIosrL{-^5Ma_4z_hP>mx9FZDCOPD^t<A@Hn_5BNI`4y%
zo*(Wd`zE+pMZYYm^-<lptLZfwveY?Ggvy(k*$43l<Q`}^%T{N4;R6)|eOs?wgifSa
z_)s0=zv1$280%pl%LXq_ha{I4y__iC8h;Fz2sTJLr%Z8ARAqSHXX`tc&3C8%INgJn
z!SX*DP?@_~Tb4kknDGR6FK#x)zIzAT<IOMaaT*1`XvT`qV-7rM$dM}a9E+)|csg2B
zII_e%{+{wlLqiMoNA#|w8Qy6moVRjfn@N>T&n+|perM^m4usmaj{wJr-A?Y_MSdAq
z#!Z<t7_r~FxNvW@`bUps=i|p8qn)f+y)}Xf;&1P!+csYAzAapvE8i32gwbhYHl7`H
z?a8(Kbo=65o|>=DiA75`1@AfGkcN>9==@Vo(89OL%0K|3GSm`?ex%L>M_VcatH-71
z9lmVxY3^&>!1VHvgX&O~P$22>XJV9uA$_{m;yInfBjp`@bu>-Mw0Ci{*0ynlYQa-*
zFgb^HB!}Hmu5E5`b!Csdlilw?|4;LSkH<14QH7krJHA%aw=tP`dCV$3XD!t~V#v46
zg%`7;4@lHB1QTR{YFaXTE*CIPv)ju3)58h}F@%9(;W>M70$&hOCtQD<yDZ%{XQjdg
zE}SaOlBsy^9yo1;5Aj&KjGUs6-H%=s58tVdiM@kREa_|@DVBEM>(8Q0uUAJphNhK?
z6GqB%MR%vNpYEBn`q|xmQ^udDx|DQ)ZpnDBK+^ktPNh(Luln<s>%ZsaVv*S+Xak}R
z`*;;nZLOfWcvC`G3~0Ds;FM6$8J+TwwlY8-&0nUu_5mx{4ba*$Ox^i%iGt^;YcPq)
z-{UtQLZ{K^s3H<Qh}bY|@I%_(_IZ{2IlZ&es!D9EP&RLGZS|&hBh^f77OgbQ6~=il
z*u_!zw8*H7{1HQ7$`mT^Vcg{Prc(6^2}B-<t}?YNG2N?YGmK#LV`%e3sJ2d#s1qU{
z3w)a-!gXA6RnBcv0@mbJp3UGfIhGyIWz$Js13fXyikfx6A6-B>3VFjgYj6u)?`ph)
z&C2ee9ZAItn!>4sZT<*s=#vmjN7?LXrY4zZlORY|22MUz(X85M+npUSQKXPH5@PRs
z56#tzUb7WsAzR`$f`PaOvEHyUz=_jQbRu4W72PT_b0FL$uJ^`ajlJYU__auBp%YVo
zO3&zWq1}47e^^QJ;KW34%2ztY0qh$85ShTsqy6ZeE2`SHS`-UZ1#6!%HXZY7M|m?V
znU}0^Ph>%Vv?1`=Z`QKU2^W|g8{V3|pegFu22TApHnpRz3K{&%@ON)rI<|~jWT9vs
z8$)^HKkbw;$M$8jkx{0H*qMr9i)-NArA6}7h(WtV81bCB7R&828Qn*FlnB)7qeYQK
zv@A52cdmk9{jr$c9%cM&m{jpdfuTDzrhJIZZo^b^&clVPgZ5P0X=`|8J;7eLr0@v2
zWa^niy`MfmuR^_Z7)mJ-b8)mUkT;ZsN-Tm7dqz{+61y!5gS<EX>cm0E76v7NZ#whG
zSo25$dl)Rx8mBha@@opePm6p3MRlm!P!D)xU}n|jZNJSz+~Ufb?}6CBOn=ebaD#No
zZkXGfR}Z9v+63#Ri}h^i{_kyFLg|_&vn)FZ59AaBW=!wq`vyYfsoh=bd@ks29_$2C
zq(FGOwC!7%D-T>{HV(>`RZw7HQAi$wqMq%<xc~eIwbVk^me4=Rt{sU#QZF3k+f8L;
z)@T?c?vn_^Z?K`%lLmkDkggh=X1C{y(=^x;MbC7T<I9k4>gVAA$M(p$4L@baR{om6
zU=oQdgWI`Pub$Y-F-#(z{^6ftc3VtpSJ54E2CjlW&7H)m5mU$7!MuX!<QSmQxz64l
zzFb@RAwj+kw+51s{frPLo2d@8+BxRLUtoUHw_~exkzLcGi707^V;^Ua?R50oWQ;g_
z^=4;B>$xVP1uIt|SXi=bd7mTac#xBGa+yLesP!eb>g|@yYq=?c9SV@i>N(@Lsb$!{
zmLMQ8)3xiN5C)|cb?0-aq=d)dJC)X4PNczOcAuEiW8*^Q82c858@(m!ElEDKFS?VC
zpKO~aIT8}FM4YoCga2TKitnOM=oVB@I+9pozSBvD8hM{_M7Ae+=d-)1dd;3z)NhQ=
zJQcjk((^CtnmoZof`sl6z5d;X2fZlSh%H@3S%BOHGNE}Ts$9~G#?H$xFf3o(N^zEm
z%ry4eDE8cC&m4KOOrcV9f;IW|O)*Y%kZf5JlZJudeho0$++@1Jo~RNT0LJX1m*_E`
z8AH0*I_PEZ^BF4(p{7!ZDPgN3NQ7HXV8^_ob~5_o)_iRCK8~wru8eU8k;)`58Iom`
za<oA{SU!j8lNC87tGoGm&vdgbI77M4+U$*sVK5Z`=`W&6>;U3=7vZ5v*R2XW3BmU&
zawcQ#3YP`l2Bm<bGjSUSP;Xz$m9W3+4JX@Id}adY7heASdns44Xr$Ood<w*wf^NwE
zaYvx2D^f^8VHS+KJ|QLrAP3`mH`ZZX`(6-Ct_zTy5~>N_0rH+*urd_^Tk#@-NR((>
z*(|&y(R*hCuxceRb$i}FerND!2r{}?nD7N4CJ~f%VQ9afHvWVMIT7?NAr=n4sz0A#
z_dE{>*>e3CL9MamUrb0!O%K2m59X$P9Ub$b9N6iC04yTOXB=9*sZTFNkN<IA7xszN
zFuD0EW%aWv^GJ2S0MMkI--r8BUf<%16X;3dlj1C~8b}enhHbR}{S{y7GwS}M`nJ}a
z&&v0!wgIF6zHs!GVo@L1X{JDQ?g_1gCT|ZC0X7vLnl$BIdIx=X$Bf<h8hnpID$E!9
zo_d^#`OlWngeli5@>iC8Ou|R?k#>FCR~dxeFI=6`!D7!84c9RCm}f7{6yry+)2FiS
zSu$?wSo8%fS6Wu<=<?UD<545whN!qS683-?bA&0UCexUtr)U8-Qg7TyTMbiG{ERnh
z2z~Sh)iH7id-m2mb?Mh<E#)4JJ?E%rcpU~W6jV}mJfKw;`j8Mc<4Wcx67~zU07vVb
z{;4L*7?S0JY{Z(mehD_&bjG2n_uH?SsYgUw2Jx`oJtCYYLkk^jR82G1!)fa5FbTRc
z-{X0p`-pcA)-~aC$T8;r_t-Dvd4H#kh`(dA$I?EB33R3DPqrt?T)7@Go#fg(9K;%+
zU6q{Dg6UytG82?sJZ(H4+WNe$0qfz^LU6#=D-HJy7Vw|4;wvBr8Q{*fZrngrt4Z?*
zCi){z?N9Ey;KnyKJThY?Ch{yHNBlizbfc4<;gZ4WOrTG5ikT%H3W>Z{rKzJ0JKy(@
zdzc0nF7FZ)$nM4axtgdIdn(9~aVo8DPLuj-;M9!BLATGBGnkXBbdY45z`4Og)jbfU
zn11qQqEI28SxL`%j|BM~`LywprT5B5%8g?|M&XEVJ+^D@IXNCjP%J%ctW6?XP5vq5
z)}PPU#@Az#_r>uYkamv0@V;EwIf@|kRQr00<@;1|Lg|@=d_{Ul82-cV==Q<#p3FA2
z;H|)g<Xwg<Hb?Etwb!`TRZvCw<O{fdMzt)A4oMY+>By^MkHfI^>{Q8!!165d7H0P9
z&LVQPTfm3wAicDg+&4*LR^*wkni$<<2LR`~_0yb#4Z}=+Xx#6Y@0Cdgw)$-piiU`9
zSOx`SOf23{V?%eFI>#9u0u%ro*4cEgW2d|VWgzB??*bO3WX3IVi^s`(M|!T5IZHD$
z?G>x7gw6FX(J6y8>5lj~kuh#T(fwJ<GP=f07<DExa|$K4i?@5h&WZCwcMEM5#ZL$y
zln7fkw%hThf;0HWUy(m6QJbe+YEGmvzmXe18eA*qchr>OJ3p@Eg4*p%p=liCtUoK6
z+L8NcKPf24#*uSaI^njZOoFvA(@KW^-s83~fsc*3p6Gd^tm_(2=SIwBlt8?igTbH}
zJty3Mwb+cn!>7F_n=SID)Xq5N*#{<X*OA$H=ypEX39uK|a^3ap%8)91bpO0yws(*l
zrjnJ{0{?)yPEA>Ed;-~+u5H7}b%rZloGha_zF`;`!Jf#R;eZJu;WlV>XakJx?9GX{
zsxBvMTTkvzj*Z5k0<gHBRVsVRsy}f@7vQli)JO3ckF#c1EG5IDAIip)6U0H?i)_bI
z7o&Ic$X(klzmvVt!2B%DUm=m^`9bgNTYjmXXPqa_hEF|XR=_tWoIKv%Y-X^-1+|*J
z_D_@&K~Y+)ojE0$mez|H3#6o|d1B#H8<;h=C^TO#EoJ$pnjdpSgtBqU$8(dlG35_C
ztX|#w_X*)G#9#l_5+frh=bl=0Ot*<Sd+Ck8@K@Xbb-%3|(RQSm$2M1kJa*J|L$t}=
z&Y0HQPw}Qh6L@f)r=E2}h&T~m8a6GJ|ASYZAA39-b3C6)p~<R9ZXC-pP5<-b4frre
zZJM}e)hV4~4$ot^jVAQhzljEW3i7%S^oSEI%mz-4%bx9vbu1)6)IU=nT|XfoCkW#I
zra$pk+!G(sv^*AZbS@BXzWj!|^pWtnefi&X1BUdeC_I+<q9C4eT8qvjMrE0hwRI}2
zLABaho;#@_Hh$|2$^uQQGG7q!E+^>gWHzs#i|uo~xgg3RYd5FI&<M_tyx*nt!b_U{
zwFs9-nT7rvJ#9fv?C;?a`+1SB9G(gHwP+Y{zyO_}&#y`r6WrcLcRjyytBSQKs8;8Q
zJb_GxXS}>(V)kX^xljpjAG=~}=e_NWf`IdT*s08VE=8ctdi3L85eqRoEDt=F!D-Uk
zbXq0Y&*;Z5`Bj{cp_)^BY|3Kmr$*g0w$E4Or}Ku&_D~FDYL-si<uD>fKE%{BkJLt4
z)_>`aDYI#K($QE0v{!K1{r0^U{84UV4X^G2{Cm-T8(BBFd&AO-w<+g&i>}{@kg;~{
z(0#+ZOQgcNO^G#sKDJ9p!WV?oQ>yBu!vlh3$wkntOR~fsfk0RzUh7lZ`CU}<#xyY1
zD{bRK>b!4M^d6kxF4;-3M~_+z2K<u4)NMVoAUK5bJ9CO9(rj5HxyxiYYtE)G9ljJP
z$ewD>9~fQZeqNBc6UX*Sm!~{3jVnWvl7f+dY+aq$Qi?j!`R}tswdLn7@|oi(O;`i;
z6E4s5AMZuIc4)HP6uSqBtGBqm*LkHwt!r_Y`IHzWXlD=Ov95b7V%bIRw%k&J@a}dO
z#<DcY#~iKq9*3f8womVnzkX!0BTk%sb2H~-9;z!<D`4)yRP7t?d1dJ2A#v81(jYh+
zjYG`r)Z&v4uG+sJ0L|^OAG6LzmbMR&(1K!NTD+6vaQKIMKcfQIt|!MHJpA`97qKtH
zOM{35jHf$q9x<GpTA@|p7Iy=(!&h;&`k<YXt7%s7P`c!@W=$?8NRXa0TK}c_$@v#H
zj&G5-PB^z!9KL-2d$o(-?B7s+B1g-u0PMBQKn{uH(*BThe^n)d@-spmd=WZSKB-*U
zTOz?zT(@$S9!^(3@{ARbyb--?^FZ=(F==LT#}lc9eJ)r%)@XJ}AjTagF0Ez_ejn(L
z`QG1EePz}4glUQhmLpC0L~gO<_?MuCci8>AablGcCbDBlr3w*S5sy$oY!^M8Uh%$E
zw6ul@!T)(t$N$}1E`TS8&-q_(`S}0)XWzY6U1ZMY7D!MwPL4s|B4W~-Q}-rV!@7e4
zOvsqq>+C)u7jb0K>|kj81#my=Pl$*(!CzYs<hd{44?sWyC<%R61d-fzUM9!*7(9}_
y0yB?<To6U^koxj3BMxsO`G5J2dROmkGudg63H5E(h{KClP)7PDdKEg35&r>ZUV!ZY

literal 0
HcmV?d00001

diff --git a/tutorials/modules/ROOT/images/output_30_0.png b/tutorials/modules/ROOT/images/output_30_0.png
new file mode 100644
index 0000000000000000000000000000000000000000..30df2980d57db3ea5cfbddaa59d719bc5eba8ccc
GIT binary patch
literal 31676
zcmbSyWmHsM`0oru3^2d|(%m2k44pDG2uP~5bVzr@kkZ{<3L-6?Lr5s8q;#lAg9s>f
z5AT1iyY7ek<=zjhnZ<!Kd-mD;*}r;Xw4N#x;8Ej&Kp+BD6$Kp-2m=BFfg_>Vz;DdH
z9TNdB5}u0sp1LkJo<8R8)*uaYPgh45Pe*$TMsI6(4|^A9L0$wuuP6_rou{X(hXfy=
z)BpYpUKe*;KJ^9`J>V|5t||r|AP|xH{SUZOrotWs3gA>#kk#|eKPbRSC$*-CI^xAw
zGx9%D^si&qQP4*EYj;F*KJ1Q$mZDHt8SG!;!oCn|g~UQtw96lUiSzuWs2@A?cQPOi
zH_b8A$w1_L&_vF-jX;h%`)J@r=l5>eD050VC{si-icPG92n7e;<KicPffrVE2?7aR
z!4wn1zW)Qz>md+R1e|1jijpw`E{8!&4FO(MP^2UU35RRFd=*a%QtRvaaq;kC@5-3(
zFXe}(Yx(-NS$)pb2n!G2vVo!DBRPV$%So~KACr_%%JEbskyd;YxWHm|$n&g9uTWCr
zelUYHFX~KZN4vxmhes*-<stl-cCh<@=~2{U3TB6s0B^yB|4)OIx4i#qxUT<mpa0K)
zmLvHGx}S-NAL|J;B*90fT?aBe+RR+ZQtiIn|4ougF%1Tms7vC-ytr0F={z+ijP(9v
z?fSQ-S(4#(q%{Ax&u2Bg+<jli%E_scNH4vspT(g`|L#Q{{iH9fE#$7}0iUUH6afwU
z3D*4=#$_Bzps9eIZ6(RjZ!|~;oR1XChUa6u?EU6%3t({*Z^?QYZ1CyL6E>Z)p@FO<
znal`_^ZiBl%|YB>U*4#7bt@&CQ!44vm~{I;)2Vp+=tZq@ik_G~@UQ|?If?>xo)$>F
zf!y|m<9u%zruUF)G3&$d+lZvF8qXCzozc}4mnIVY3ZoJj;p@F7IhgP8IVxOk_fVFT
zm!Ab8q#+CQNiw%P4HpmcECm<a+{&uIHLI-(5)^-}P<*RN5qeQ-HHt%H^O;?zT0cM0
z!>HX|M}&uGXp-BcqlwxDSPbze9%YijUj>0x2kuW{QQmG{3r-_uQBoO-r~1C+(wmSq
z-yVF^vC94=T_u%WW0xPZD}|%bSFX@yT5fyM)+z26q7Us-J3yi=&)9N(GR)9uIZWtx
z@{wZekJtUgtDsPQGEU!`bXuKF?B}X;(hwj~$u5jyr37jTlx3eI&4<4$oj#wxH9OGl
zX-tOZP@sk-ymnc01gukO#ofiEfAH=ff7O)v6;ClFH(jduz4NHY!=H8o&qpa@?=ge7
z<N8|2T?W0hzsf|u_^dowa|D>uQnyPxU?eU4egFOtGhF?(U9#--Svq7%*Q!Vyd8f-9
z^l#zTWlnv2uTIf8|Je6NyG%*7!Q$f?t<^-nfoaH%S9{>!#;@LS6nvSis;Mf?uV$AE
zi{xJu+E=n@<O=PA?bdp_m)qRrE$|dy1A7*UUSBI$C8aYqY;ok;8cxc3WYnS(iAUyH
z|7)%$FP=(J>EFc>pJMET>7VQ5;m_x5P1vkIrJo*l9_{+WOrM)U(M!j-S4Wakkd)A4
zh2KBMzbA;UCVL-z8$J8=brx>W6WA^lXVBL9(^!ggqjli>POk`y*?hZ+JJ(sNXHf6^
zK#6r-)lB9b&z)6S2DL1v0!Nu{6X(@7t^=B;ERTvw)vqlYY-;B`jh1_azvk<T_Qjgy
zSO2X)S_$S$yckkV*%o0Liuv+JQNX&9;QHBn37IIb+6@RLRnXPuV2tNJXQMSf59Oe`
z!lx`B$EZ+-C<1Jkd>>z@p+vg(g{YSyH_u2oo>njQrG@iH`>m1r!cKpTb29{;r8utj
zn7mcbDaEFO6=oyvivb48X{lwjC+KQBj<09x3Mf9)R8lZZO32^S?`c)f-d7<|;6;f}
z=b6eB7$rY)>l9cxZk>0YzrKtDSA~S&WH^Mh$&vUJRpuBHo;!@dyG-D29m3dV&<C_e
zQ{F#`mNae*{wRL=Cfdf$?4z*Sd0BXHt4O@a$Lw%oMeHYUW!PcQEV^;4Y>FD$fA_)K
zd%-bfCX=FyUvRUpUsC(S+mY+P%=5J|<?8lEcSpU<My;`Jg-J`TiVyYRzvjlJ{Fra9
z;>L1VvScoitUT%>jtj-%A`?OHpV!c8Mk>Dr9-2VNZQ!tfpv_^bw8p1&E*9O2r(Vmw
zz9*%tN$(J7elSqnL6pAydBZ5ky2a3bAh2$8cPL(%1{^foQDHC|wK#rhbF&-{Vr}U@
z`=Tbn{n+D&dc?s7aWq+g0&8nDt0Hr_^(Y7P@izvK#amO>!#{@23Wv+Y2KamZ6S=}I
zi#?K>QQy1YAwsWw4o7UHl+9j@y~uhDE5fJX70Y!0{^{KX7H<ArA6-eo2+HRp9!x?C
zCng*bS_l-n6A%6c%c<8)AfF~&oBX1X+xCf_qJYD8v2JYR*=a1dfcZdF7?zV@$To)6
zXsV(Vh7_i);`Ub+`Ve2CEpWSg%mZGY##b3CD;-2~n2K?+R+EPU9|>C`39A=8IG@tV
z9759=I~fiGeexxJCVt%x#NN7ZEbwGULEMQfbZ(UISIBk#?E4p=e|@c(WkhdIIKW?6
zG8!~mZK^WYAfp>8SFMeF!G-bLCufL-d5_7Mcsg$P+pb3s>TM^(wU98`Q$|?mNR@bU
zz=qi1*)JAWGQ*fL8cS;UYa)ikImGn+87hMlPKaFu)KY<d%aP5OO?D~j+58(NY^XvW
zA_Z(IZ0^0sDavNgarAB5DzRNRU;5xsjN-qMhrLud4OlNO3Z~vw5;;QG7>Qimm8(uL
zfdxb1vzX!@kM(^{%U7*FOm6=EImst;cm3hjV+CskrmX(m@fa?ZPw|9fRQI3$<HvZO
z#JW5N<@bnMe7%GIfr0N=N4;4OxOCbWP>N>=pFK;6LXsIOo3TgQatQWFSV$g|lE1IR
zYmZ)v7;;4@DydL<6XHC_VgTPdW)e+e%5fEbbyiBnt5RTCZlRcx!R>@C8wE>oaqx37
z)QP@gV$zu|Opn0>ML0*ns7N;6`5di!NlZ@3E;Ku2Er)?g@JsWCWhViUafzVZMl6Wh
zO`#9AG9Es2hr)qcr;0;lRm$=<q2s!uDA=$YPsLfDYjdhZUie3nmoJY9qYQ`)lhZ*#
zXRFEn>-PTQ2SW?HuzIY`jfL9Ty&8p<1#aBbxDm1}I%b8W;rVafV6Od*&`;-8VFsMU
z4^paIsvzSmNO$u{O8QHW$rAM1dB{5*=Bow|id5Ey4AS7Ul$tKr-!>_0Ar$s2hF`uB
zMDNbNcd%#r1irietr=9uNvFUIPQ_PFqOXafwp*w#p(dEpj@IDh=qMt-Ke$gU`A6hu
z*c<=dtgoAqG4*>>Cc}BrjFGaGA6{6sSgyYgMmJavTU{P+yfQXJ#?>ISijm+)Zu?&=
zlJ?hnU#1cLoG9RKPHuL=8OAsQpWzRMNSI=-o;^ALgks~Btac`1xPEm(zuiIuQJo4z
zD$Fh6g!q!l9kgQzGoP?a#ed3Z7SfUjtK53n!Wcv0)<G=FvB<}i<|yw21ylb~d%=8L
zO8sQYs9JdymFOrHt&W)EP}~+SgU0f)JW;;qL!b#SPcs(`0C-JfRQZJC5Y18XNMULX
z%kMMzgGZEA3TeN3t6XVj0r0LWfQBBs?V8E(>_?u9#KGjg?(v+F%P$NzSzkIcPUKI}
zMnWhA=Tm4n&bD{Q5;MX6hXC%M2Zy&T=LR9{oo-qS)}3nSM!tmVa|_+LLHnx_jiieG
zc(KL9ebolc!-+Ah8n5t)kVsAwiM-NvQq2VzMmqIGHj{wAPz0^xn<)KW3#{wkE%V5C
z0Pd^=r~AY`NLegX{ydt-;e}ETXS0)1z?!fIX7l^y$ySvRCFw#Qu-8?(P}!ngkYmR6
z5YAtHD*UoyOg@Lp5?hMDn9EU!0iP^%w3Qrmf2Qu`%Zt}ze%C~rij#%XUT?4ckLI1i
z{|2(|7!=0ib#XDfgC9Pbg472<wD=q5zeo18@M$*$wnJC(v478-eh}sfdw_U|lgx+m
z?GcwBM&F$;!JoiGOCXkD?9fhj_4m(5<EP7nr9kp{Z0Y=^QzKjt4O^XSm`HtoPU`Zj
z1Hgz?N#TwE>&q5lHG0)ptvUH{)-l%_Ms?7r3F{~D85gn*#H^&XHoyqA-{8CbC%3KK
zsg=xSUk{53V*WBMkZWElt)cK-PE9<DVSgo{1rKb;Zq|}?*_$IJ7Tg7$q1o_$t$>Kf
zPN$R`9EE|4myauo6f$`g>(~6&Y$rd(7f62R3Q&|Sk&6^!F#8xwmb?6yAO0yci|w(w
zFmReAQxa$F7R<tt*`Qtj5d?Bv^3bSn-Gv$hoxZC0I4rF=aZv=#)81=NL{Mz8o~dX8
z-_wo;X@)(EsH+I_qkNqxS2HY<oEHV+cld+YJDQ*TD_$FuGeU)=v3l`pCRvZ1O*a2S
z_6}%J^z5Dw#1L!0TP>L;w78)Wb&j8sB^m;i`?4%${iT${f692G$)g&Q#p8B|v)es^
z7K`qI7LABsJvDiGRp2v~WnlI5Y2G{<6FXcuD(OIrI)*p0woS;pu~5(jb<cB>DNp!k
zJA3bLjSBsKP?3F>)dz)3bg=T8bm%E1(o&UpxmsPtHa%W-ZLhh8Ycn}CngzmXX@5E~
zunS*v{zse!Ew7IUh#n?Gf*^a<Yu^HgS+eOb%!s&PVd~y{8-uthjn*G=t37g7u1No@
z$D4>Ts&22LxGB^#tr3>uH2(Cs){>f%ykV1PSbPR@_$ep)^p{5^GgfMZLW@nK&u#Q^
z<!~A}cyeE%aKX~|Tucf(!VON2^ke+AQ)|-6p2ng1e1lm?&7X3<?q!x*mLrSElS4-T
zGcECzp9dL`t>OvG3v%NRYH$|6sfP|`Q6~(k3YQu&o9@7{t&j6uo}BosWf+d<j=uT*
z)B61KB$e04IY-#DGGfsK6Z@?u-+L0aRD$ov{Y2Sq7Ln><2^KFyb{7!u_?Uw{exze~
z(_y<r{KpuRLQ~tZ@X1F|V2GXyv>TgI1aoxjg{j~7l1arlYn2BO6&6cbgMyTgaKFBB
zQh~+Kcucfs72T<fktW&DetE=M3WaKloMG=t)B}yIr;l$hEvY13i_fj>zO^-EYS^?k
zaX&2*Yj|A4^8oje6+yGLMDE_#Hxc;qtl`ZPefT99OaN=G0}VkGVwq8WH-CJ6Wrfa`
zSeYU4HTdG3TVDG3ZYuZsmR4voTrOJk<n%LNr&9(DT<W`#-o44FeZ9Y$1+C=o>x;u-
zyKd=JC!K_6vZ~{iCz<L(fpREP+@91ZzfGP!1R{Z_@M%>%rTeweP^Mleu;@{-N7QLH
z?N&*1q6_7;1VthH8nCu*ya+wTk>NniDeX(7liUUfMTWS?k4k-Fe_~`As2#$OH#H8I
z#v?S5*<Sn|Q~MhFUB>>%9!@Y(BvZ$h23M2|W9@jzT-5gxN@>aXSQ-QOL?Qyd8D}<h
z_j^+2J#oGJ_a{zvm~PCh6mOe2mP(QU;<5KV<nF478khJJ=GLd;$|MB9HS-V&02_FG
zwJ(^VKh)4q$!XM5ea|^0xicR=dvXoFLpT6j*Y^={NM{&)u=$0IJ(WM>MhAI5+6S1#
z0377;b0PyEpelV~Cr9I6!$F--m^(Np3Z;zzSWz(?rlU;D5fAZ2Oj(TpBfUS>la+})
zv8Sft;^5&#y03{5$FO4Jluj#IkPFHmljpB~QW*c$UiNUa-83@*x{{=>_CI_}q?#oh
z&l8<D^2IGKTj%>vdf0RWa4O5oz>~;$1{u@OOZQYqEt4lE!-y_sab(zE4|l!q+!!Q8
z{4l}$<GIK<aI^WltMdbH&BuSsg&gM88*LO<%8ukM8F|rZP4Wuon|XZ9qKc;ZH>F+6
zKdhT+)7UkrH@NDPH!LLFx1&XlQ32Hs^R;dgFyI&`KR;TlGXx9Tj7_mhremG&OtZ-O
z^k<(|ayJ72>P_I^)6=8gyH}fxgJ~@;YqhwEzDXRKg=aMKpef2|e4l-TcRL?UR^J9b
z<MBf{t+c<IeQ40_-<(F{2=JS4I9>K%-+p=jf=?qk6oDcysu#j#8hr8hpmj}%3;rR5
zb)JA)NM&Wm=Dq1l7S&YNTnab|33EwF$?0Ys->26M!IkYWqgLnHsZbeWe!Pe!O_wb9
zw0z<6tud2MyU360kzun*X(4*ypqxfwhq;+QqAsg?n#ea#GPZ{qLOdPU-fGYobon;q
zi@EjNh6qI@qcLN=cXY%8FI|PPr&=gYwT<WbQU6GRvoj3<tvVcTigD!6+O2)@yXboL
z7!^)c0SQR&irSh!dadiYAK(3KXBxV6`)B^8PPf0;3a@e^t$_8+gS;usCr@}g9RsIU
z_bsxc138)3Hq(3-f6(J;m~>e7)ol*_o&{J(_ev+lNjT1dB(X>TiP5j+_75UIk+=i^
zIK;TSxhTTJG}m$jxY^Lc2Ju37K&$7@R9^)Fc;K<jW3S!xGJBGEdLct<Dc^ekKw!1)
zkw&4`qHw3s7<0C9<c~a2uZdCH4`%%Pz0#IfiFW~d;THY;Y;RtZMkBs}e=aCbZSb0+
z#OqD;OjGA=>$e05Yiw?smnZt4jzaR41<f8qt{6nXYGhsiVwj;`LBUe%`KJu-3K>=@
zLWf+qTo)PZ%tmh9w}7#9b7-;f38|(O({2CF)y1>F^}u#Y<u#G;1HOasKDZ79qlYr}
zaf3ALWHxk%kSiTt!U13LzFBR?wYhG{*)O%!)XMvC1=^?Vo7;qC*62Pj<UJ~t^ixyF
z+>j-<H#1182xMa3GnrE+Z5vxp42^$_Yv{9ykG=Orm=}u(r&<eGvCr%FE49mJXh7Yd
zGdOZpSMC>RkRxXQQQF3M<SG~j-iD&NQH>+Osx_7GU<f=8HSN8@D#9a0e|HHpop<e&
zIbW~@)D~*GON~svm$leo_E6M}y>48(>*9v_W#?eaZHF~(BL|jY8Ik<~Qxs<x#@8YB
zuhfQ3y@PH!jJAx8e1uhm$6`P&Aq~0xThZjaVt5Mh5`e5Xv(NPLXY-qfy`;uquVh3D
z%Z{e9c~$3#IOYBb8P6Bj#ftthS#-oteT`Lg3Nu4TFh5w<fnw=<Fr?6$hw;5PY9;H?
zHE6f%y^%<zh__#G$Qo&j+!C^hx?QP_8ar5OWl88YAfN;0z^2_S<ojxOfW$~1={Ugq
zRa+bvtpG*LkleYD0m?N^se;r>B9aFQzo*<!VT$PjZNsxqQxN@4Z2U`_RLZ@hYc0#+
z4=44s-!GEQlx@aEiRB6Ffgs?QQh^%)CM!Y1C<RR^!N<^aE?uQJzQnnTekP2`BafFR
z(>RiZ?7t{jrw#P?H^syMVH}eeQ&;<*Y;L+-&Tw=A0-ODOZ2_L4zU{2*Fa1z9{O&#I
z0*O3}Kb}ss%B>jff+}$i3-hAF<HE~^C5A+*M&$mlzdwt7s)vIp1?G~mnIfbf@_#N6
zu#WwNRhHrExgB<s^7r@8y#?(C3&lS|0|Rk7u9Oh6hk8>^Ky7~i6aQ80tx|NIfm3ZG
zG`VvyehIH<Y~(t^%Ym@*1@BAZ#b1pB*XLRw60F~wSjP0d&Y};{(wzvfw(NWLbH4yC
z<}VP#m<V=)*^Z~IFbi1=#%k4c8fHPVoVMqdpbKrR&}|htsH#f4nH}b(8bwd`>A2|H
z$osmUsyh~O*R`G?>W3%}3hT|cJ``JOfR;75cFbj2Y})Ogiw->o?HY+XFISRRzoT$E
zJzsL!!@-{?l*3Q_(mx|IYNi2yaD_IVH#HQ~R#^Wl>$OSNc@BE0y!*Jk2|f!IJW!3^
zi3>uO%bnm^7$;V4VYYrrW|G%?0s02Ll#}hk7#4S2;1_-X1?uVdu%H4!t&xyof)X*x
zSO6NB;g>{LUiLCh3T0s|3BG@MD*2jJkTT_@IihVqcAPy1Q7fV;(dbuLe~LKqLudH5
zS%CV_nea^{wIL+2IfKM-%}e!4JtRCD;9#KjU}s`3(vRSkdK%ny+ogmJ6$M`q&u5^-
z8YfZ6JO<EWVc1rLLv6stp_{aD1pHJh_~y@xaU68>FvE73v_>>r7yePruRcXeihfrp
zG2=BXNpPa5mssC@FyV8IBWcR*$qT(4du{gi`rl!?ax5fnQ(2%e`OpX9ED@|cZG`5>
zuZh=>-21fMjyL<1=l)FPMIT-s=oW@%XEGUn{&U-XRyXp}`|rB1-ivG@`&3Wgo^W>I
z+;-Rq4N~U`AU!ro;m9bwIAH>|&4c57=5jnf)_x2?9@G9K6=67j-W6&C=vy>*9Z;MO
z+T$nTj1rdztr%}!M~9m$C0ZrVH5)EjT%Y7$fahgid5oWb6eF}_MnZ9iK-(!FY$t22
zxjD6EuVVnP3T`?}36J<976D2&!b$?2rcn#o!IPsv(V9s}xvr;y>#c?0!2qq;=o|^-
z-&k=J>4KU?#G|BlbqVz#YN8FwWFnLl&bF{w=v#EP!3Vu*Je^N=-X~ww_*8+jel}7W
z%7nm@a~P44iz)8?jFooDRPT;0wbH*pU}tVD!ktSOy$mQBC2rzE9AVKU5AmkdN&rQQ
zS_!%4IMYHRH!^?}pg9E>mn1m|R%LW}{@TpKb?))Lxgfu8jBKbQeilY31>L!g%*VLS
zHU|}t;jCilpYP4p#1+2>zOAFH29lHH&DXZ5;wK=}P(a(Z`zt^Ysysp+FiCCq<x&i6
z31cN{XckR$N!F&;O@0Y-0iEKlAMUO7_6}WEy{M~oew?n%e1w9NEV%b^zE?_+++8Pj
zk1*!{w4yFeCTF3Bj=&v@|3X+Gv4f6feGF?;*$w|8gl&3;6RoE9L^Ct9m=!wwdKqKH
zig_EA4~Za7c7WSi%SK>6JlqbuI{QWH>fUEc#jel7?4Velq){`MHGt_Vt~i>({lbiY
zr-sk{;?ShKK-8rWkl_ip*89T!W#pq^N(bMX6Q-uL%5>g583MLf{MQOinpNzHt8&$}
zGs+Y3a?PUE9RMAk{45G#KPw@Y+r%}F0|aLm;QA007Z>rZ$$sm1?_Yrb?+U}_*8z!=
z>YZ+d2yi>=uItm!Lx1+>>6SF|M8<&=D=GzHsdNu>lv0=#<K4D~6c=6|F1IHDPmS7P
zt{MTHxVEesxig%mU2Us4fTTEcr7D+3nfeUoX9A<zZuBIVkBw$h{g|v^u~ZwGchIp&
zvDdL%C19(<uyo^8(Lx10Ex}x22b=A&9Ni>3%cn{7((wS16r+<|4T*ig6%X(yY62RO
znL7mgpTm_UgiX$Jr_Us%xO=&FlbtqQoq+WxE6@Ff={C<_sl!7@>&RV&NarxS$KY=J
z!MUk)i^WFkZxsPw-)fu!iu(J<p{-yC!gkE$m#ZIall*a#Em1xA-#=x1eGKE|Vvg_?
zJ-$?&H7A=eWF_1B7m?4bM}2d1u~tR1&KCrMlPgY=H<b_Hy$t%30i%~%I1&5DwtmB6
zg;#@_?&z~Sqgv-x%c%aP>KXT+Y>N<;p`knIyR-d8T`v>UqnnPJ*0I1qXeLJyX$l}v
z$SPD7HzY)}Hi#B3?VZZKlqp~7#`1M{S#B$F+Mm7x7t$`5z8WL@Fb`(^BLmQbKU!Ni
zrFau~pA<F-!eSq#`<@h_uLeAbAD==)*Qr1he5OLH{(FxsXRDt1GdyRl);zvg3wba6
zBf&Iuq%G*GrNL^Hq?wbH?MeBZ1z;#7ka0g(sDFqH*o-#bb8BpXbr>S^#VLtF#yJr1
zY^HPn{w=j#&v;?#X1E5xz(2mZZ4;%kHHOXc0Jc^<hM9%*-kj%I($$9QXYm*aY%Mfc
zb`T1Bzq2j+*!p2?|931?&R{Y)(+l!3Ip0D>f`SkE>WU=N7QNCCayG53q@|U-<*Pmk
zD!l5$VGwgNdaF)FSEN2y_p)v&=<1;L>C&T@J<A9FFLtP0nE=u8m9$(uB$FleT)mIM
zmr!f-Cjx(u7)6f*C%#9@Kafbf?YiDu9W{i@YS-@fd#EhOz|Mr3^R2JXzd+pYv^?{+
z#04)M%(6r-xB=J$|D4uPqN~0Gzk-435@sSfaWZ?Bq*#5`ABivFFeFTHQG?XS-E?N(
zfk2XVH)aC4Uf-NIzG)pJCg!qnk?>jRS+4hK>bCkN4e|e$#aT};=}*1Bpe;g}MD%I2
z%!9Xj-r1KL{#*GE^xT^F7_Tgc<lnI`MlT_0_Mw=H$0kmcKt3>wzldNQZu<)jyU$;J
zYkC))a|}6C)Os@0>Ep5pAn9vhwF2HC9hLB_^zF%_mmzRh@qQ;os4Ar^ft)4?X52Ql
zW%yuZx2%?qM57FcR2bzx3T&fSk(li6b|SBn!2nw@zK9GZRcI^B6QAD^z#kiVIP^u+
zB=hBd(#KLOxN0FMfij0-yr7sjrNCh#U7C*6p+E1~ZxA89ROMuNgmg<YuL`fU4`D-M
z+g2-H1Rx$ou$eYmsUAE_NK5)N^5wNLVw2B~3&y=XFKdISw%{3&Qc`=`HQC~{R7I%@
z;CrDpP!LIWq<ZwvK9I{nux(iO9Y9!0cguE&;5*rV#<gbW@g9+Qe4LGmln6N-FFn6U
zfUZ;LP%BQ6a=_jACvm9phm&<D2bvDC&yz$88e2~ph(ur=fw2j?TKVCn0sGI7X(=&A
zh+SX5M-UsyUEe6jC`h(x!<khIm){DbSf%t|0!v+2l<?Ep@(n78s_O+MSf8I%HjI#*
z^{tt=g@}475|_yhhr&@^U~F$>qCoNuG87|`o{b-qKQ6qOGB^nklArkq*faoEU5T6X
z20-qnbY6KHHBJ1J{!Zv)reqezU;!IUmJc8r1*)kK*GeuwG^KI@gXm~d=B|1)d=4H_
zfqOpB@b+&Rt(a@^kkvY`vdk_Rf^A1097Do36GZrad<_PE0jHMz@Rmh6aU_<E`>cE5
zdnQot?EzkOyA#OuG7Rnli2~U)54<Lt?_#wY8GxYh*inz!rbPO@DuIfei%6tmg`H9f
z+U$sEKcm9L`{B6wFccyxe%c}R<VnMyDp{i|SJ9--C@B1Sbg3P;n6_(#<?!7xa+o|Y
zYuycrmEWn#C$a61QACMFwA#kBaqf+tZk`%n81KIR`^K!>zfoGs_%T58y${y-URLWf
z$<*jGm1Xf}7z;Z*nbUh$j#_b8KavsP%rXz9!QZupvIsdYXh~z*46u&rL79k<n+*Rz
zW~kwhbn{g2<1ViM{+2jd=n3kC(Mjm3fe-^h7b`w*0QXm?Qi~}^!mDb6dV>zFNXs_h
z(tFdwW7wnuSiuzabXX>Re{jvg={Tk3g!CDJko^ArHDHGp1~vRtw91W+CrxqpcIgui
zTtDCL6MeLlYaL0X$~^X4pT1y}MFz7395@7>H}n8m;GGh<(kHJ)9WhQ2k&L9Mp|<5H
zsR3)9v{&@rG+gcyKbPG3s!UxV%^mjrU4`fL^7yyrKO4JO=f4g@W62=>jQq0h_@~hN
zb$smiG!)!I(y{_?7Wuh&W7AY}1y;%<E(I!GUIKE$P#t1w0FM4h4<W<$kD%MIA6O@x
z1obEJw;`bG%!zQiIZH$+H?0z87X+k)?ct{|$ssY(9~UP}HbnaBoS0_VYqZRYBqh<C
ztWV}315?XuBDRkS`>J8djk4Svv(yl?NU}EM7?a865id3IF@K4_8K7S5&PIyTtg!|9
zz#l`Q;ud2&pPj-PID!|S*XE}a96t@U$tPS5D+>On+B;G&b^@t>USk-~r^o3rSPhl2
z3nBUlzxy$kBPgNkw9?Vs<hZDl*2k!a-9X98F29T|7|`ayR2aSnmva36IcuI(jP>Kj
z<_&<&-}!*XNBNf&cR)&F*vQRr_rcGKR%y{N)ZT3C_vl|)%!J7*F`w`%1xn3HjPp59
z{C3|}2vOk~V!LK3;k5nc-;?dfCjf8mnR&<NP&G-xkA{&+YuKMs5!seQQAgtO_N)O3
zG@?&QSBrh|%D#=!p~r{~Hbz#cgzS<X7wSW!kW%2faX@VKe4BV(|38Z1ZYiklbs<>t
z4AzE|$l@@-IwH(sgXIG5!cO@pj-ZjFP_h#*{>^Mre$1m#ksbwi!9*DPb{-cf=g{=b
zgK7;UAZBnhe$+8Y$^k^CHiCniCn%MGa-g*)a>;`2NEp!J5SGte4TKd}UPL`34BmaE
zy~WO~%(IT~Awz;F9?!XvAs8z)84w$>on1vs9(8SL?ZgsNqKTQ2W2Ch@Z6YOHt937X
zRS3XsPt3)NXCFSKTxb4R9TNpQv0kTpuT>H@aY#(hZ~vt{=3)Q+4*9nvN0d@y)LLZ=
z8Uh6iUas^pM!9LoGX{r3lPU!ES*&BCk*vq60h$mQ#y$W>R+tyZkTHbt=#(kV;J2tT
zCO3ot`4bJs6Kuw&CLodFWjmA(1ckf;`lVxi?XBKuRW=MY0z#NDo|!_aMW0D@Ul)>O
z6TjF1)^Gn~jA5q6=mjZ$3K3|4%3PRrtu!CLXU-FNx$!y|G>qAIi6eY_LZ3^^%Ip#|
z@?n)f)*qNrer!OTDaI8?ybTUYanCG=rxz5Hli|H&Q+upm^eB(@!N|nx(;}{vUjz-B
zu(6%w$W`nHtfIw%$GUbj_aLO|LxKVE^8351wYw$-Y-hc;>M8lY>uG_sTwl`42w4@F
z^RxHL_<j(|8N?o-Bn_L>nyoAIf?-aBm9378rBxNa@lq1bYdtmMRL4(q*Qs@zm7W=t
zbqufy1TMYhdae$HRTy~QUM+b^A98@~o`l9hY;adG6LApDmv&YWmovaYrguV|T3Sh=
z^x1AKI#~<4p0NX{%C*WlFpGD-`Scj6Q)n$k6`})=PM;%srl!av`#RHZAp}7$6Dj4~
zF<$mFFqC5o?t3<Gl<%W1w;FIHU9(;9ub?VL32{x4{YYfcnB1aRJ%-n4wbDKSCq(<J
zxM8G!D{h|vDxQ}#dE0_I{NgW68p5Cb_#$6rZ|=C01<ue7QGCrAfjd{1bh$7ovqZnt
zZFEE!xJBUfFceJkL7$V<21t5kTp8nVwGB^0EA<;J{0SKs!l~-s*JDcHS?~`6KAymz
z={y<=LaQZ~+i0HP-(C8$=K=~G^>n-0Om-L=pglh!Su&8#rkHoz8N#FQuNM{p5}nEh
z4fG?Yg-n$Fk=|0q)5J)`XLLl}u8Os~*2wKc3o(4wsG^8R%0Rtru-oL`$S*Xn2DE=3
z5^~~fQls|hNg&{!H6ROfp+7DflOqbUB=oNZ`C4nO;u3*t^Hg?uQjeyg?;_c7@$>n?
z0<ZE!U1~{sM^ZncBSK+0TbC(=n6OHdPVd=1h_xen=96-kG%RcwZd<FX%&N=2gqHSe
z9Qhcx^Z3CZ{B&NY0DA1(s%HfZ0}>HLJf@Jg%vbZZj{px_$3VM_qcYYU*^jmkyAQ6+
z{A1(|Wfiv?x15rfqQg}JLFiI(#;@2f8#fUVMEvM2xd?n*7}J>se*h<P2Gi>wC2LCk
z>po8)$Kh;CD`-10GYN?ryH6PXB)Y2Bc@s;Y^=u!L3BS^6LtmTWfXhs1;|g^Fvz&g#
zXclG7&MT)1!-nVju3sMaq`X8eRN<DFotT(Wh7NLEIx(idR*-4CJ_$euPY(EduS?=i
zk_TV3iA+I~UD3Z|0l#0EQoh~{16%7LH1H9$dV|`(_%j%{_u#3|f*=~sncRcA<WUl8
zbN`O_c1Wq#xc$s~qd)R#lJ$7*ET`_<c*_-ZD8x(h#aqpy+Px$o@u&ZyS|3s7|7VxD
zg-*aK8X$Ohmec14QPl>&&Fp7CC9j*w|CsPHO|tICT<JYK*y{?~9E<|&v~aIDa;j9$
z6sCi3;&ZbD-popXdP6ttdUqRC=DgCOl*+0a4}>1}IshWM=e-tuRrB?P_hpY%|34tW
zMF|kggyU7`<u+pT6(C0U=P#h*xK<A|U}9lWg<PM!wp{rbN09&|e8dZekB?pN16D&0
zb=^OjCV}au1c+*4J-yV$vd29kg=xC4qrpLw_mLXl7C=&D(hg8-0a%T=>9zP6tF+qX
zmjLAUr~zjJQRu(RWjR$W+i?RN74ZNKpk{lL&L2zu=oO6N@p7B@L9TLA8m7plNu7Q}
zf2F~Px3`I>+oP61T#H?4O>jS)mA2JoO$3{W-Z3H~VyD?+sm1A9tdz3X?TX)mmL0W6
z%PT~x|JC((f4|bNoC+klgz>8Rjz<Fh)DNAO>PPDJmda<|dhau#xyRL!tL1c_y>ekO
zG@4Pudkk}|hXVvyOvJz2_&-EZV18Hl5jM!|D^^|5Jl0|HqPn1BiV?cR6r9+zG9@A!
zYK!p&J!c?NZCqJwAgjz1p;sJlBhBt1a#*`Wk%+(KD<MuyPv$GA&cCG$1^vWXec;Qo
zZXK$H-=mgo&ZHjk%?wnBJt1rypg(m=Mo-DvLQFz&Y!rT}4kYYm!fnofqFPDmp9sd2
z(dm;VyB6!<&I=nWPq9-LK2JxaDbup^r}b55Z_>E>SR#)xFGHD4d!$@UFK8566CXU{
z$EO&ojG$&*l7Q|1Pu!=8YxhSA7Q<qIU=n^fjqys#Y@4B5)`QnP);rG!-Xv<F9DH~k
zoWb#6pQ2DQT2iF4kWU+FZgkRq&^8yEu^}v!PBn5w7mY;`^SliX`D%wkgfj>l*NWBg
z>%e2fuE>@)hn+iap)p)jACbOJ+aoEvB11lSId_-cu38s#u0d!k@L$kW;3dG~3sNy-
zC^E^F&LJN%0~D}GJo&Gjm*2#BHWGP1-5w#nfykY1EHv0XiUQO<=>UZeuejUaCW-hE
z@>JdB&_)*0!H+9m@B53P@*t{O%KZ&{w75K>tmC)r+)3G0l%(aD$@rthJ@fCOg%}hj
zz6r^WxSB)~zD%z{N)!{|bb@h(N3<Mz1i+$skKfpm(i__NXub<yt`wv26T))H?hsaP
zZ(iBI6p<>kX~f6@`u?*m6HS9M=Kb-CwI1QRGgSip@I+`8WRsfvi~98*b*;;ux@bof
zgk<>`5={GHxJ^X4Ki+RyEYAnD*h@)kVl!=Hq@zcgy$bR<A{dTb<ZX<qISlq;lqFPE
zsx4-rNHyixGTh5GdG<kTHRAU{?4ATIDJsR{Ii3PmA~&x|Qz^d9naw7n9Ipy2Vu>Lp
zTnszHth!)?|FY~2cdD8>>$*i^ESX&CXJ8whwF(2lq?=o&2Ur6%7|6kkF0jh6LNln=
zL(50#J$AHhjN1grqP0yw4~-SiK)3nrNA(PC{#=dG&jrFq(j~C(c$=Pw<t*CxNkq4z
z0oAK94)czPyB&-^hQQG0wM|r*munBe9d0_T*C^wgNs;i7yR?hu0kTX$JsPc_e66ao
z2_My$Dy!wbQMdo&>Up@d*ig{!__)Df?$Btjt*FA6zS(a46nK88CIdK}%^rX9(FHLc
zDDnaJXpatmwt6}_u$H*I@eJ9Ao;B)Nl!7au2YuJZsKcdhF&m2Nqi<*De~>H*g8T&5
z&<hA4bNlj%J#9*i>_e*PF*0C<8QL-5CxNRZsm#HY*g}|rM0(FRs3TRuRZ_{Cit^|<
zDM+@kd@8w{arzp1JZ_QRxQE@&D%{`15$EqySnvX2c;Cs^aKZWOL4mdtEtw>JF`L%t
z?;C#bieKOa@L)Cq$Q{ZML%%apxlZKcK>R)BvBHa)xR?)?WcV>#nr1`h<wH0WtPVHZ
z1$>r_iOWgNFbIc{&r)*n9|<11Gk@*P=KY$bK@qwFF-eWPJdagzil$#|m3P^fWd0DG
z&32Ht_)?cKSzpuSAC$;!E)LAFiv5079O>f8D#c`M!7j#h9^-*uhCZu8!_ndq4s;DZ
z5j0~S1hX=}2(5p1Ve?^#Fnn9N(9|b0US*o%s4UPh-l#?OYjC8M>h`O)&lIRoh$Tj?
zd>7G<bTS%(EmTXIExqZ3=|Y>Tn_{IV+ISTFmVcdJ9HmUIL@yP^S{P$*&-CO#D^nK`
z8(4&dW;l)8>JcHg*U(AXcf-I$*IN7eu0|8HEN7CJUK3ow@bSM6S6fGMsyVE6wlXb#
zSo#D3)XZ{yg#2pY*W?WDvKNMSyfQadP*WB~Jo)F<^)*+)rA*<2E$JlkBymhDgUQ$D
zce>F`vmcW$4wm$@{#mFzN3bfuRGFi!NaPD2$oqFXW*NjsJ))5)$orhdM+10Tq5!lt
zD_76?Qu*wCW`oPxV-_H&q}1tskl&(cU=FBCe~il<kIIrBe-Ys9(#)6S2DH-YppyK1
zK(BOr{Wk$fh%YX5c)kDX4H)a9ReJ9%d}+ic*fnzPa;#1^KPFI^`pT+_^mPYZ<bUe$
z-d`}6`n#RxPygkuh68Xkegyb)00zCZU;1*F-`8w0w^D5&sCGlResv8jQpq6A=%WUo
zBU3t2Eu9-6_SODqfc-?*kW%bX{6-j%bH-f!>(c9FL=lX%>g=xj&U`ht`Zj1=+&j8l
zKS%Cqq1dl<8Da|fokFKx+l=KmTsW`)8D_Si?b9%S?9y0LIdx3a#LC9*3&4Xn<%+19
zq9*r)kI16Ore?p&1v2;!PF-P`3;Vv-`T^r(woU9gB0x6d$YC4@mcssOzee0-_}ZKA
ze?=<Ow&Ox60EHsjYP3+%a;*Vu9sRsm6$OWo99w)Pp=|K~5Let9R)rCfRH}Q9rD|)J
z!onIRhB$rZe{opj2OW_NeJ-zFr5}Cq8H=SH$^wcBt9)9*w7$fsN|T`kjgxyzC$1xe
ziBa!h-W4t&w@o#c9}~4L60@nST0hby{JY$7ZXw2^_zdpetr9EejJ;V>e>N4(B4W0F
zrfh~Rrht%-QKmSAN@W1)a}^-I-|P>02CJne81&f=Lv+fvb5-dufBnnY1Bv(4!!I$Q
za*s}SO;jaRrMzAfJifVL2C{u<#kIP%GCvIk;bhIf@1kME@9unq0Lw#|8G~{ivA}{$
zXhH27np->+47i}V8u)z#WAR!QN8hfar9h);VlUw}a;4l6iR(Fi?TWqldd<Zhk-i+!
z#-&u$pR9-<%2_ZPj~w43y%M8PN01VsYx0ec@^usuSoTm>p3pSGbwY;;6vyA`=ZcIw
zUa5NJ@;!v7Tl);NBtu#BypE)Ux6^0ufTV*Vb6fC@KLNxHo5+n|lM3!EtIE@bm8=rw
zDOAO4R^E3d$JP;nW8H9{G?{#SHI^b676^iBx06mV_uw=c^DoM7H3Qbqs~#c_krOq~
zVHax1i8-vTzGh1V@s#Re0WQ_1&#K=r0$FlPh0q-A)Bx;<vV$aTmV??>a171y6r(II
zenfq;52{=~-DVR*k;Igj^2G9kCC3R-u~XO@RX><BW2l**{f1Em#Q~2}%wT=}Lj?-y
zI!o0^0>!vZk-E+c{W|JZ?C@!Iy6DGe_PFCXeI1PqMn4m##2fjlVD(?TVd}4&vm|3!
zm(b2%g);89@67DT^yMH-teDL9Lr;J(#cV=CN5H1vu>o=#_9|`47}?1DD%U)lsT?Ff
zR^Ur|!c*xe+eKNz2fH0f2vr8D7VXolhpd7|kSsIdd-U#Dc2Hjm)1v@xpbdq#QeV5D
zWfXencVdy_za6dTGW$fpdXl#yi6IM1_pM57PmuNPkMUF<Klhcx<#)PYN>xdB7}Vlg
zS5vLHbVj<~k$z9_oH`*4c*o>EUMw8pX8wLf48_uyU;UDd_yI0*_Cl6r7zgRO(=$>?
z7hp9dmbX4FI4QN2PK#xn=Vaz8_Z5gh@PT6(ToX_H%tARyKRw!LQFtqHO1RF2R>uw^
zi~flu1IdA*ueEs>dPDmX*5DFp7GJ`<I3jkUDK=H7!y?cHoFDJOxv%Y5_J;m^v%?Fr
zMpSgt=<dpU0#$aAlF~!(l;U6u6&*x*b)4^%k%da-=YNOiKQrA~o<y*v+_(|51pPaE
zNN)88ST;(f3Ngz)bpVj2eq`8mywlD+y#?s?0{-Xw?@F~U_a8p5wgWQPeV2e`;fH65
z8&L{40WLyzQ^-mCOdbP0BtC}m;2rAnD^N7;%T-e3KF$ELRmRlo2ld7=KQ0gcn1@x?
zi{OVjP&oUfC&{kk7|yY~N;7N2q#vm3RA|&lfSw{VFJ<x`ql{a5peCi-rOk{W`Y_oP
zUn~&&pBhDf!u@x(TJtdPZJ5GbE=2}bEj46&8blWbbiLRG*v~W!sG$r9{9Vwx9{{qX
z@0A5pNEV74)R;*q%cK?lURfx+itTPI#Wtweg%jA4tfkyW+M87%>7(?`w7{3hlz}}O
z50<T>5E?*1;o{(iNy4t4%!zHui1Ew#uxuC<y`Vd)WCtVUtvh(DF)Z?>-O1Jo4WXdg
zE!U7|Z)BI+v7mhRLV=_gt>plSLA-WTSgj&e#8aGjemIp1s9<o1T55E!TBV$vCB3y3
zKjxG?NCFO>gx^8tS5?#4?epx;$PC)ut(!V4QzM3dhGdL9p%Zb;t{Ruk#{4sSNg@|3
z^8AD7*G#lyZ%y7C#r;ImPrg7iircPO^qALJ{zQStgnC3Mi0E}QW(q6MC6Cr_jPC_N
zsXX5b0zONIw~{6AHVqnu@5x93i$qeY*~ww?;d^2v%bNBE2T@}L<FOlE(iN+BSbxsk
zB`9WEH@fVyHR}t*l8_vL4PsJQ&$o<Zcb8~5WAZ9)av?v))sTKrwpE++9<mv+0KCD6
zyjEdX{8rUW1e<ilGXy4#4e|8ShCm<%IC_jh8>h~*RT=E+iWPNXz3oxj)X^lelx;ig
zxUy7GY2v$c>~+Cm+k{i$2up41CxJvo7cgYe+A~pHYo1#Fv&%4xD2x?{H14dr=zY&c
z^WXqZv+i!ssf<1CbaIP=Jgqw*LpN*K@|@7j8`p>W8<A1p&Gu;8d$kN-KImUYJ(K|-
zHM==`e4|3(5dXFrk1-GyN}(g7HOC>09?RnpuumP?9u)ykgxvNiN(P&f`ib*LBv(Li
z?O=GE40-(K7zAJ$oLqSF)gd4%-AA<=9p-tdF?!-TJ`j_JWtsY`3Z4SOQtcy+=|+m0
z;FN9`C!E0ROE;&4IM@l$9Y#|Wbe@y)vq37#s=@a9qFxUyL@Xb+?-Wx+F25VY^z37c
zQzT~<?!RwK3|YkTg&(9ZK4!fXO6AaWE?3K%5OZBeeLZ2>BEPZ&ny?Ulr&d8SZ8CtI
ziYb=IS_?Fk4PUO^-P#H{eVb9q7i-|XWY{~_4?O-^6gAyYW?rry!?bpj$`)r1qeQKR
z+CGF#8UD+$Eu21jRVd}xr1Jw%unK)82S4}yl(GKwfCWe{C;@4o_%~`<>}O2GMDc5n
zU0}sR?}Dz*B}OX#4;=N#wt*S~vW|TA{<-jdN1NHsm%2D6uYJfrBVOy!gL|yz-VaBx
z)==sg!hTUkBKVOoKV#UaV~BG-<){w3ARYy;<9)j6Gj6BnFAMctp;0&E%U-P#x&LGd
zz<i(qe3lso+7l-r%IOkME&Pd7yEGzL({*DX2<T#l^S9(nJ5XxmE?{3JCyx+-J!Huo
zT<gudZd%NjyQqH8cLHWA0_eag(|f1$FZfgDBL_e)=U9!W-3+>q>;W28OYm*BZ-dax
zRSb~$_~Sl!GJ5`X>5cK0d&`jA%@)E=K%4c_v7TL%DKVZzh4pz!3gJn}F=@CYT?X`n
z&G?r<a;tfkR#3-P1F^Y5yUzAU3a0OIr`_4o6r;fC<B;G^v%Z~CEX_hGgQb_cykf4s
z19r!=Wy(YZ=9^b&{<kjcqV9u*gU!x&Yif6~W>OPmceWU~q4#YbBg?rrxY2hI2)rtF
zCqJ4*krHz%1%&_|gb~t7i~uE>n(2Z~pjam%P*-naXa>&jfj>1%lhJZ@uGq5z1UQ>Z
zU{<->s<Q3tXv{SOy)Z_Zx8?&;jR6<Vz($Xrd_g*hxdU4di}LQXoh-~aNgIk|Y?mqQ
z1Y7>_k>2UpvPdc)26Q2ZSqL^3i5OB61J_4iD=~7Byoz{Tm{Y&LxXfI~%KA;GPaN_Y
zjS|v072_n3l9Us&_Ca}2!o1j+AKYfj#MK0ZEBy<?o?^yhY!+dr+k(CasAcianqEwe
zOr%Q3J;aQyd9Bq2ro-H;CVJ)A?f>Ts%u$a}|1*K=I?DZpkcynBXw$P=KwuZq>R0aq
zQctHVK5ODJIxF3AiJ5M~m{YzGwxlaBnTn?g>HCYncP>c(;b#Bs(^pF4@vWOOq}h}O
zVoP(pVb7mwa#M0@J&lotyvl>%5b9}Wb3;=YuV||h?ew-{f=DJIb?_d1zV5SBfAIQ!
z>0850M;rqtVioN!U}xx2`|fVOqn{^nRR)wvy$t+flS9BCWezys*XF}wl|-;axWBM^
z6*1T=%ZvL-9f3cf=nM21?uz##^Q8m4g=w`jW8M4cBrPbYebMZl*-?)S(EK8wnjJFA
ztwvuIY=?~}CQhB8EZ8wK851LqcphNY@EEnIQwzT;m%!)T`*;VZ4`a-BsDwfA`&kRW
zah&k*<1xiY{V>iGanj+k59HIv(72}6v|;&2z4X+{W6f-20N)fRXMs-ATj-v=d%}R?
zB$5m0v>NGJrNUmjdMlZiM8F<On*Hs4xNLv6JFAxWeB*+G+J6~}*TG;tiyp`#j8bv>
zd_x;GVyiS1|2g44?npC+YWMiL>i}%WH8&{$iG4j?&U|DfL1znecQ*H<4WAv~H%9vS
zAFXyLdYv?AZi+uGdh8_hYDPtdMMza%7<Lkb@m5>g7^+5cK4Qw@wmB%^wy97MWWZ(E
zRQY7Fv=L+>tim3yM&4l6p|Hi!_C00&wU{_-O^Opf*WTeur*bmI5DYg46@6v-cBWJj
zf4sIe%z)Ql%W<hi186dQn==oDMtwNd<gOnA>6;EB6)F~GG@jIR_@QhisP4}_^|v+K
znQC_5d;Syw)18I4?zlDRE5t5kG)}$pYtQrXGf?1N$kI4JIJt8s7RL?AFz(QM`YHY0
zMlybsGNZ?jv2R&@n6*LqWo&AhVsb{uuI8b8GOXLOcqG)4=9w`!*@MH6RhRq33#0>D
z{2|FBu|JI4l8(4=X)zv#PGw;H!XF9c#bLc}c_ugYI|^jV@sJ;d{N@b=ZY7Yi6J+h!
z(OfKxFxA(rw`dfmbdXT@KY$}zk7Xm=|DIYWWI+PSkGd}koiBj)=PDY8LkHO9y$q{+
zA$^vC5}=94@^l&iL4CxUmJpXYEB_cb;<`Y4itV!D*o`*h)WUcr7Ht+E@y2)RjN4zc
zKG7RzQ>d3!IKF;*`8H;RlGy$s^ROaow{@q0R#NNo8XI$w!QuS;P0#5Q$-loU>O2Wn
zNjLx0YD5AUu#)Lf1gRE%+yUyD0VyL`07xn)4sSUWu{y5@;C@#RBsy84m-Ma<R#pXV
zs)|BRXaOxvaCg40?k8QCB9LkmIb7}jth;ZHO-Nh$vke&E(>+PA-SRyjfIZVn`|Ca9
zHF?IgF+_xm>t+b}vtB`~5xAuJEha$6U+r3>wOaXbqwk5uiVdK(J>4sL%0*&@iAC4g
zcERMEF$iy{T{3@p7pZ1v7S7c81@1Qq$3-Y)E*{Mz6h7_U_4RQl&`Wzunvw?Xy!88?
z0Ud_2DRyB$fc61ha#a^4$G@Hc?Z5F)G9G^1d#t)IyMS%sqz|BrVclO9{OaplX4sLA
zug-)<viOSpah_!Iyju;|_p)Rq!ivd%KBge7S7bI9;gOg_>Q9i3FN84_jU(vC4J6JD
z)0}`FW%Pl|D~&clhrxlqF@6pgK~uU=el{))J+GgGEu=DsQTGk-E=k+3o##gD!Bf7S
zUmY{fe7z%OtKt%MA@};SjlOdI$P+0nEIGC`($f4Y;C{7@g}%UF`womy?a%IPvks^m
zOT~<IN*vMy`ZTWfBa&UsHDyy7cF`b?B%WOVW<vC+Vq+qTn<3}Wb;FXTO{?ZJ5c6ee
zDptZm0%kz|+(v2KE((Aw4m{-6MpG2^nHh3EpxWbl{-4I=>Hij6UBzEjTDPap6|$JQ
ze@x}8f1*I&dKZE&6x4ch1SFFbt3~kKsh2ala{V6oF8k9gw*1&SY1SkW1k#7gC_wdh
zs3l>i0QBokdsZRrz(`=8?XM}D*Dp^j%w)r;x^SkS)v`<ve+#BmqBty*-UC8wEIcZ(
z=1u4N{@*E=*ky#)UO)q35<AhRV3#+6;Q0dFfIjBW)fC*`{~XIbuWbL0qETj59~jG;
zR&~_~(1|fCp!{OY>n$fq%ZFN@mAQw74;Zdkry+$r+x5s>>NgX|*l0nxic`zzK#47S
z*!Oglqxm)f2<}yhCQ!ZoC0(oy4=~<aCZdxlR|2KtZLp!+70*L}6aotm|4b=<i=qJY
zLwv2tgg5~kySGr{@|V;2XuOAXNLSZG{jLv_)1yd*$MrNspZ70lqE*DN?zlhlKhE0Z
z6sU(Bkq)AayEQANl_N2m5Mu|R)g-d6Bp^j6L7!9?lv)}39MlEoH$Eu{_W`NaMCg|w
z*2@^<=r$EyFU;BTK1#rZvb(=<MvL#zm|<mLfS!RlBjtG*c!TFX;;t&`qw)0E+aAx;
z&Zzr{JrFor>8zkyc@DH<y%TJ^y4V}sEXerq69?H|*T(j8z4~U(_>-!*<0~9N6%}uz
z_jLT75k^!`JZ+>H!eLL$wFyv`qW`P3FOP@%d;6Xl%Zzo#mYta~Q6yt4Ta2+Ll|&?2
zB8e7}eH)Ce$WkZ@r3G0cA!HAgP%09VEmB!ZWPPqrzx#gO&+GZ~e*XKue5aZ7IiGW`
zb6wYaIT7WuS43CiyF*hunwH9aXFjZ~M+<6mcSC*mMw~V{_Tr3TDm8a#{vh=4bmm(H
zRy4o(L3{R0lth#Vrb5(su??vSL2GK<2SnzVWkV*?p?7EGZA#7{n2v~ESlv8un8n#R
z1$(~xd#dXLvzA=PJ7DQ@Oy?A^CE8Bqgx){<@QuL6+?SRb9@cP=clo!QwFvpmWeA7G
zvC1G;%Ge_L2_03&=sIT@?JZ9JF<2DdMhNWP*xVnywVA(t?C4{$m?ySuX$l<!CdcMr
zk<XNkghoe4pT6v+ptm*`CG`u$Ma4g=Ykg<jSg}~~(r14%d;Q=X;}1M(24ssw7`?}*
z)0KvJ`w~N+wfo8=CL`E}Gaps*0Ki)LVpCxG+!mr0T{``s2n!?!Z}@e&&8r!H&;_gx
z{B^&#5+PmsT;kW<vF-175NMQzZ*FW$jDRNP!<P<#0ww@eROaw~b7M$_5`aLUbyiqP
z>KyPAdppt<vr;rJoQN%p=-%=^i9{+>X8$Qh-p-S9Bi+(KXY=MTo_7~_M&aHGaIG+o
z<&{hTzKu9AZ~B(D96e1jlY_jgcvcbObQ`G32IWt;wd=lMncD-~BQdOgIcy!IP&#|i
zU1{!OEc(l11z{bn+KnccRMc@>NXA^&I@Q&DcEm2)2*+3Ui6g@$)qhrJ-MxjX&PA6H
z!@2cN-!-@JY^&8TiGJvG*p*m11?7daDZ>;xOq1Npq_~H7NZkC7wkSCi&3jy{Bz**Z
zPT0Pw7MU{Ez)M55GATVi4+t^Om*>@3>m*IDX2mpuD)u*K^U(`b*i4ZiQ8}WGAsuxY
zUC1*cNn=+|t+Gh8sP#MhdPKIq{gE?yt67{aWp!*^$o<oiyGC3GB}C(usMT3}#E4he
zic<jCG#RL68l&QQ)Yvho&TYwu66&!)HtU_#%GaSj!?yaHX4|_?n58sF8;!m#!Nj0e
z*!JJ@Sj`Dg5*Z|&i@xvX&WQG#%CCO33p8RSJt8=29;!TVDmgBDA$)Va%0n<$^FZ#d
zaQ!Zno5OInk`r6mI*+)aT~*~!(%ya)J8N5VQ<TwUm(bpu8pFI-0|>Yyx36x^bpNu%
zxz6Pjgv~cL8|6%lK(VU-n(}4TjKQ;iD`I&@7}>+PO{>d!S721XA@+>7hy7FK&hmJ&
z+s1w2+r~U8XFnMZ2P>V+X5-hh^%d&Wm(mhkK2G0Q0g<k}1nU?1arEuHt=>4Nsl$%U
zRyHvf^f|%Y=Q|T3O6yn5T5zCYvYc%yIqvSWukKcjuaQ&3*}=Gga>W-^NM^30DR{m0
z3e$$L%1dabh}oSSzIl0SvdhTsV`+K%qJ~jDm(eH8lL-hfR|mu{Dv(eve$yBA0X2>t
z56g80+9+lpS3Jwb-YjL87=$~PHAy^ldZaNT-B`0#nAYC9zKVZU<LkL6)!kG|a_ac}
z%1r6ZdA=BQkWC1WaB^JCf)laP>0k;u+DyaXDc{n3*49?Z9f}lXS;!dQ-ZsE~YzS|F
zHkAG=LP|dCY*Pfwl($Jp1iTHKxA(a6NFy#Gzh3ViU~sdnm7jby{<vGW*VwhgQ+eXy
zA(iX8p+QhNRC702i_NqOfJT_i_)`m+^1I1BJ>O06toB||5I^7viCYq90SI94R0|Q0
zRt;CcVV#^zcA~aWaCam`Bo+0RM_A69$52t3>R-Yjy-{z+HXQyfO+;1*F(uM=BI|s8
z0ed6xvMXjp#X52qe|~9+4V<hK6k{323hvx*WYNoYYLeZFaWGS@pbp$33b_`51ztEK
zJ**)z>Q4Vqa9D2tPQz6<3K#frSo+{B+)U%-a+PU!ScMA#758|{Z=d0wVGm5aTWQ29
zMu4yyd);nn?Bh^Igsx+K$bb=H;#t5B*zt&b>W3XTG3@2xqfxkvAE%68w#W2Top<~(
z5|`e`4B!-Fp$z0&djp^Qox<E36X}9?7a}lh?}AYznNi6ekvUyzUhHZ(KqV??2h{$q
z{p!9K_-k^&;4Ux$#jZr@d;OZ+e-u))KLQcibsTjU;5Xl>7%=B?^J+!1#4`4IbNkj9
zymZNC%V9>%Df?y9X2ycrw%+|WH4cGuhI$zIsOZL(4?&1JjpGeM&#^Xo&Vj1*p}odS
zR%kff*&5~2mXHD&xBE7<6x%g^e*VL@`)Q++t%_gDb%K89rxQm<+56<`umpNMPc=^E
zHz63Lg}yz`nA=MctTZNSE*KO*;SxD~3)mhXlrj1x?$DdVkDT-o)nvK=R5Lj-sCa)7
zS>grR9Xrf{e_wjee30IVGuDSfW&#>4Z-(*qxn8khE7K2Bb~%#{#o|zj=vfL-6&Ap&
z##4o8#<3qxvLclh3$~&1lb6%CkeQ54zDqKcdXP5ju%EcualNe*`#2LKvgd+89aea!
zecZxdq)!jV3!cX6_CxQEC27JNlxA{X5>_gCindr+)BlMy;NPpVD@A+^XC#{d#5j6^
zs$le8z*rx|^e3Ujv`Y<GUs*I=>^*df=eA5o3CL3)^H$08L|)f-fn;&LYb<zA&~Nu2
zs?<|m66?oNI1Z8{>SUeUG>Mdiy!K(5x1g&fpDt|*^&Xcp{Xj;aQ`m$;ZhnYTLRT8?
zSC7|)F>zfKZC(1T{yo|Yt>Xr$TA#i6Oc0$P<8XR!UDTgO!h!fs0!>p$o}Vh-TuCL5
zs2FWD!I>sK@IJA6H+#{^)8lVg4)y{0uviN{mwJOI&c21sRIu~fb^$$d>d2!+jzCvK
zH}2d-6|vF~$i6HgwjYmO^}2V*iqH3bhLYolfWp8-(T7HUV#KE!MHsa=o=kDH-`}5A
zVMPd%kPchEE&H}+^{2}aKpV?@WF0`;P0@dPVJt>g?8w6-`=8qsEfkBa@trsNiRKqb
zvBg!%LxC^F$-7k|KPF=S(o58}A$pL=Z4{-&n7yIB^%(3ie!&1XuP;SFVBsu7xeMmr
zEd<I%P#IGg6@$s#s^1`)c=XQUTZFhC5mS-5P_PUtlIP+TRWUrqmp3Lys>dXvQ=N!M
z3F>{&E_f@C5pcDY*}+IgH?u)-|G;~;f6Ljl3tyg(UZHhw&sCnAdWN2@UoAnBrc5H&
zd6f5YsYxDUt2itje(q~LbQR&K`stm~HX~4>yfrojDopYgMLYNKC7>W{Wj?;9U~}L|
zsl$&7rNe``Reg7o#XkPi+&Ws+IhZ>KqjGj0vAe^lDJ*E7AvAFq1A=*Ri#6ma?ON}S
zwkTLUcH94YEA5kO$Ky&!&YlcN2Y*-o3%w7Ct+sQ5fM6Q6aChtcN*KnEry2ragqOER
z=yB>6U(g6D3SK{q0aWV)j!p&Hd9#txc3L*TkBeJ!_j0XBG!hVX%dRu}Qt0xD3(`bg
zE)JW)b{Ak=*VX;%(zYuRfhml0>`_1|#`2ZZEfwmoy6-lRD{X1qGA}kVYO*Hul+{$;
zaAy<n<?jNe%uc=v3fRA(khP9NWwN@zWI2w()i{ZxTu^O5OlkFE;eio;<)Pgm4iJPD
z?W}x`m}TsgJXmVnkp~phQQt-aYKj>bA@w2}Cs%R)vjgZf3n%Q{q9_48Ud}PQQ4?`f
zEQpFiXeXzkJ9mK8Z+rmI8{ZQemq2JWZvv)RrEKe;-n<pzh{g%${(c0~NIPfL^a(Ye
z0zj892{nak1Ht08P)CYPEGyYGvkn+u+FOEfAq|8WdMc4_OAv_6B(mL#(`%-p=Yx92
zaYW6YqM?`&<r7snJallaR$E*qV`NPt#9EB{S<?j1I7;|Ki>5$6a*mT`isOh<!^G(s
zbfe})lZkQm=&AY#2Xh==J<Z*`l3qHs7W1eHO02CG5jKc=dJk@2Q@-I}c{SD^cib>q
z4Ac7g_9@1)VE!)JFlz9L#nzCS;;L~l<+_T1f(yCUb-2c7Tn6Ys+=j!sjw{g@T!1Y0
zjfd935xBkMsIs*($GktxKn~lB$o%=?TL01@PK%?c5&7NXExB~G@G@flz=Qj}JFdt%
zwG`Cie}++qHE@CQ1bk!+iWI>NKbU4pV`Q_rvv_u`9mlRhL$BaAL!PBNoMguu)$}=6
zncxHHZC+wDQS9C0QwObu?viL2J~5WoS^X&|IDQI`GU_5>IZv^LgH|Z)q~P^7+P8NF
z0xK4EQp}`e=A}vSC1HlKF`0x&GKB#92P0oJ_e!au1L62{ID^ARl<2jcD^Z7F!F)?F
z_Y2kl>Dyrzz5zjt66S6c#)iqNqQ-7Yiy&ZvM4-X0FT{hc;4C~+TsX|)xQla}hTxOk
zD8-oD5&_e1x32RxY7^qj(wNnB7Y1w5p}9ey?$hP{kbpl);C`Jlvd6a8uXvfP#!mhU
zY(C3kJ9Xr|x%hMN=mt38ycQxd`ytd&dJ-`gbqrf>APu&$b}G(%HbM!4_p{wjK#{U6
zwAy~whsS7N0CoyOf+$!B_9sSyLBT7ayt+cy&HGC;8;|657@jiwb)97fIL&wje}|I(
z)l6waiAQ9KmLQWL4qkf~lsS=pVzVmOmL17J!Yk1J_**JK^*6W9)Eg=s5sU0Mbwlm0
z8k;1F-FuP7BrHL!XdS}KXxIizt-*#<fdeE>$M~yOZ}3QBj|f31BT{9n*s*6T-yW{~
zCD||t3y4?X!Xs%@uSaU<hwa7tLO>pr85gtDZ%&HH@j46V>Vg_(fM<`#)k4ts<=+Ro
zj7vq!RuaVn{vkgP(Q^>wScsse(k$l69x*wP+?(^TohMo(MgR`r-h2vH<2^tjU`6t8
zBT-ghfE0G%_nAWWWnJwCN2R=N)W>ag*yPIn9XFI~wy>uvGnRDD4Qgx$*g%Z6C!XPt
z+Ft-N$EY?GsZ5QN$~A=Kk<gt#HU!0q{WC08P)Z$srMF4hA|V3wtS=#Te3*%*c8%N$
zgtK2@<q>ZFC^A|sVw)E4vCTys>eeF11_ubmvPl29B-o18>?(Pi;Q`2Qo}r-<O9hGG
zw?LC_4!Y@gSdnp9njY$1xeJ3nDrWy->OO9^2@=DxbqQ>wGUF2Oly2R8oA_JkaV@gb
z)Kdxk$c`J;NAMNjME)v(IXf06Ufly&?%N)Qr*{3^DVS9h^TY@b&6a)7R$!%23P2q=
zWgydf9#)sB4&zAmR2()B_1Y_J`3rWtMJ}Vu1GHm5=lg!yxS&o(5<<QqnAY;><!?L;
ze+FUn-}5EW7E8cVQcQk%4!li(o9ZFh80@t$zBfsnWrJ+OeZKKs!D0370w-^}%c=uv
z)DRfX3_zAyAS-Q+UGkR&W_Q4xleK!t_p)}#BVX7<LF`^1MU5_HkwN6xeLZGi8u3m9
z`9=P4c$4FNkz&h0J}^m)1kFtc05w}7iT$=mBlyo58W(Sq_}qIN$AaCc{n24-^CmZR
zLu<Mll;|O7*bo$yX;_pp<1SqU>lOd?b(YOD?APubyoL*k=XTE$`n@n{60PpFgA7vk
zw=*9<6<IfEeeMvbM?3`U7C#)bGr;HNIyQuP&yN~`vSbA2fpvh}9kmF}*H?Xx;fg@L
z*bg&G$%Pq>6J|8cM&WgP=Jc0-4o!d;Ub0T$LjKYS?EA3O+(a9U0}7`GQTX69^c*jN
zF0}_{WuE-@!9k^#7@os<xv=+CyvI!!VM3jba4**=gOpW^)-3)g@Ru8+kqg4YH)Zt1
z8k;skTp=h?Ao+!?C@25W+<<3k!4b3$8}znQ9@><y6e)X6c8V4g+<WgQzAHI?>_5NA
zzXc{GKpAmi1QLk3FQ-G;-;;}CjoTP*`rt0wEy6O#-U+rN&(IAUD-XXZc4n&Y+k?1t
z#=^GHrF|$mdh%WVp+a{!-96vS)0R=gEEjkDzN_r@>wd@m{p4R?FL!1uE&y%D<cbq5
zX=nq)SaQ$~>%DSiN-ge4H}cSRSQx@G;p5{|edBaB!yvH49DlYneE1edgvCNTL2>uF
zIP)x7%iEX=f}y-Mf8e}P%8_Ejk>}kRc*}NR%UwP*1ZvK%tlcn)fGl4Hf&RmOOE5t@
z5qguEyc~fH6fuo_;;S@3F(}5L3$T)c^(k<8)jjg#M%Cx$4#ISgzU!)A%Ieb4`O8+(
z=j+QvA&ZIH8JRLGY{xORwWlu7=byG^H)<G7kMl>ST3QyEVRorFdF#Tvc5LvQHnUAo
zQ!e#<B~RoYl1bTh*099BtoU*#f%-JK&#(5}Ez=Y-`LUbPAp2j`9D9+&GrP&ITMwns
z<GL^f!pIb8xV<1HL_*LyZPNfom+rGH0eIkDPkbOWe%}b+d_0tNS{Ido(IDDYZMi{h
zs{9GM#<u`$ETRCjH2Tl`tdsutO&|U|r=oIa8-Oh4+nuL<0)Y9GKzjE6+9lcE`1ww>
zBE@UgVbHPRuw2U0@aq0&Xa$>+ck<`}EE2hwZVAw(IFOYn;{qN|jk`aG<URfc&DDR$
z#0(_UvWM>vrrp~&b^`aEkV549SPE2lCb#5({mYEfg3>++NMKa!EpZI63hUkITjHMY
z@=2eZqpQ)Dt-u#Z1HrNxbg-=4r%OaLyaF5Ee3YXL_NdZcxl7;^Wax3hNEjQlFT<|A
z`P!I9HoD{<x{0Xx=+T@|&?^P5`!ab>9F@yI!_Sw`wx#0p=5fR9YaxH@Q+6CJ*Ql%k
zU)NpYkq>gAMwGwFR59RwX&O>d4xKkddMBpV;orCk9-nDY7emkNYAD&T97MGHD_u)j
z=yw|9*ul27Db3(K2Pr9grmxgwr5}!-1Q@chr{4L7(6@xA=ldhs%8qM^ke?_n`G}BZ
z5?o(+6$i}OL522yrVYSc$r%{!DMXg-{;~XC?*$=6yLa2H3$I;3roYDjb7&uqlT+o-
z&mr-Lp;CHbgVkX5x&aEjf2934S|-e8fj5#3)1pMm6>h|nrpI*Hpjl!-z~CsJC)Qqd
z<x7o{P03BDD9xWNr+E2;{^!A2>MKQ%YWvNDL1pGQ?C;snj?$kX<9=6Yz0Y&843ER_
z&(R&)Zs@hX;yXQ5Th$e3U|?_$;Pb*0aSJWaFF)3{U*2UCF3fjy2l=@X#mewfe24e$
z*##9#)*r8ASN|-BSH;~FOu=~nnq<47yPi2F3aLR)9r|G-!G2Z4<a$|Fd?JC=jOhyp
zi#wNNzug*@UG$WP<QiA;ypvn6Bu_Oua+0JlEd1=7NxCbho}29nqIoPgIqovw+{P<^
zM;JM6n}Et)Z1g`%Xa0Ha`|Vu{gtmu%sL@fc*gQ+rk1L-8ze@T(Fi4yOQ8KR!D(X}e
zJ5NOuU&ZFU7L|PkTp-Waf856_;Z-cr&v3Rew2SNT;)|GnD`+yZ@bjfp{}ZKJ!*SKs
zO)4j<hR5yNn>=Ux{$&99)Ub`dv=ZC0J5V7T@Qyfr{}cg-ruJDdcir^@GV`(d>))>u
z_*JE@e_<wTL>$#}dw@E+Hb($8`vK2QzHSq`#OTQ64r!+tMD9G)RU^d{Dr<f{H$Gf;
z>Zd<Iae#;A++;scfoba;FmE;p)pPg?$h5Bn*E>$R{bFaASjVd*79BcYE6#YtnQrI1
zarX0v@nbk4182Yj_*106XC(0@i<FlNJPp;(>b=m^b3v|{8?1!4LTT6YqiE)M)pI|X
zXcEN@c2HbwW3K0O^RQzz7Yjl_U6#4VK8yY~|C)`%e@+k*_qOS$Ub9uPe@fYW{%pd-
zYrSNRc%p=MP&jnQ@NMz2-4DK!&!9>pI#e?9N~TXpToX*OB71{ppxlp7WNr(6Lyu3h
z(!wc0e>Oc|-cU7?>}K$jhhr7;w@{_4hK(zWtq&>JtWub*+(8gL2qN!_X&i)~XQ~%3
zTyE<36~EdVFJLmIpG?`y|G*axy$pyX9#_dsbn-Dq(JJg#&GKbF6-Mx$9Xoc=ts{7B
zc)r-5yCPe>$E1<<J?H)TGBd;M%CB7Z<zKnEpL{;JW9jF;4^-B-{K>r|2j)6D^BTuK
z0Mex{y}K&0OPAw6ncIA8l;NIZdnJD6F?m(}Z7lC-C$srSiDf6T)_|YzaU{(-T6QA3
zZsDbZmV)t5+V?ncyDW-l<1unAp4f0CtGx7XC|j?rVa9CSiD69F>^49h>GY-Ab^hpF
zG+pr-+VU4A`{qBh4=J!gZkJ>ri|o`6oD30&93H4fRYp5$LqNDE3dP0Gf9O2kpfTZL
zo=p>!7(2dv`Ep<wZKc)UA$i$mZSd#z{%zzazWhgyTJ?mKaKmwzRln0u93wbVr2%{|
z{o0s0S9Q8qwm6yE%~GkVu(gOqZ@3p)M7L6@d9?@Wrkze*D3a7D6fhTSlFo!P3Q-i!
zW+LPA=PkA2sGoU3MEPW$sTF%4qPhWR{s|=HBuHw1IIYbT8aayNEEKrxf21oLIF}B4
zoF=($`i^rtad2#x1JCJ^qf>{x{(L|BI)kd8%_=7RzSQwE-)d~a1<3SHLeDek`;j+9
ziN{YqIbU4bi;EWp_rOsSIFH{s8M<xy6F60Sa8`J{H#1A4`_;S0gg1n(tHq+q!a4`%
zZ-T|u^mk!vEPf0MkPn4XKuz@2#kg%wX`*s>;;6(s+<a-Q0g`pQ3h@>b49hmX%}%A6
zzV;)RmTmY7&TL962VGm+lh0sydkxi$s(H0UMHre|Y172f?MY~9<CHXjm#n%a&E#%B
zdjuRTb$5r*MeBX_2AzMNo*U9S-kJWg$FcDg$|7Z?L_Q*!@%$>MF_V=HoR4>(+q3rs
zC%C=N6m@oXHil{;5xfaSz|!mD03yCJhE`1iSh-GFR(m<;LELZKSYMU=MB9$P6j*||
zAzS|eyOWd5m>4n0tW-SuV)%1KfDmxu%>Rqg<bg814O%rGgAL)IZL50<DRHd;NeQz1
z03>DqVMyK3QjDznV`+DPPIy<@{>n2k7nVwXDLd9&d;xfNR0=exWdaw*SB8OwHTp+q
zr(H$IHgNo|uR<hQEbQD=5K2lq*G~QHU9%rl3`j_(jhLym&l1<-UpiF>Ef#**YrrD;
zq?buJ#YXQmQ(kQ~Up$0aq^m6=X4LWm#%yl0Ao!8c{eI(0^pUm%ea(BPke4hD=hF=c
zH#xpLLPRW9Z)pm==gHP)|Nhu=>oElvdfa(Pk&;m=?5NZ=cAkaKnLINUBhIXdFZWNR
z5=Lc^q`ENyJvSUo-V@yR<B9UJfz+3;IYv^!JI<|=!Dk1_J!oAh%kxsc^(e-jFW`n!
z!E(Z!LGAgPlPAG%Sr12*c}@~Jet%Yv(>Ay6t;_&vb0VcRR)4SL7MtnO>kQXssXaZv
zXcUe9M{-+qEe=)$VdiWHD#+_AA9c8t)yd$HzXiPR`BAivZ98L79U1r`-m}K~kKJM`
zRGrIRyF_Ea<yh^k{KAi_<PD+e-dJc#Y_R?aqQ|Am;nNFJ)n~XhFN{ia;Dz;l49D3X
zZQ@BAJYYo|7X<}`DJ&1lp*zHQ=L2L?YpgSvB(}a`4|tWXX!*p$I-8G<;f5@Yz!uX8
zozM5GU}>`hG9J1F38QvU{%AR+8!Xz{;mbmjSF_&<R6YhCcY*!W@*~^8SepyU?}$xJ
zl{r5F^cx4Bi-&|^-dEeZw1*>rl)1#gyhp!hWiE?|EJJ-G2leh%$V9%;cr{Pt6Gp>;
z1$3gW8`@*1ZB%9P{QTG9Wwf?)M<~@V)1mLa6Bbhnu$aui3<iM*`K6?GZnwM}m!`}J
ziGcXM4}3|-CaO6|!#pkUBLpxgxdy?^9t17RUwAaY(GQ$vlop`7@dDwUJzNLxL&y3$
zN?r|tgyuk=DGs5E{dI&){UkKZwXzz(f*mpTLJE&SKw@0#4vvd8K62ViB1Ir~C4`_<
zHRqs-kt%O3k2GpyxIrwTfW=F_YljT(ejD9f)9?Frz!~&l)o?gnhgFFuFteM;Vp|Xq
zhwK{IbD4tU3>jg=yn|8;5E3%<hc3_8e-T0<u7&MMS%gt><n+X+DA?>o-0)mGlJ&u+
zLlOGn7UvtGBXbW-#Z;ilV>`hm2(3b>(4>{x&2jT#Q=-JySlSgDM1{rhYl3$Ky`W2U
zVL(oYrEDJF*BTZ%3UA+xK)mlqpI@GUVzp2(VCDDe8(<HW00tQ@o5~ZA$Y;iNjO)`e
z;>gF*$vfhj!lAY*_xXBYJEVFgNM&&nUP+;0HA2qeMkqQz*6F?kWGg*_Mjb(Vfg8{P
z6LAjsg~LOuRPK@Ow5?50RGkENg7SdUAH-`&XeXJ;x)a%5w>>cV+%YjR-!`E~pApH%
zWd@Q;^^6fnTr*7wz2o`;Y@O=@bc_Hjw*bu#?1l&TEM9~3+7Muzt%y-hA$zk3%?Mq`
z0$5S}pRn83k9=p2{E;CtsW6!H*vEd4i@o6eKEXFZ`5^Pevo9U|h^B)&2rb)a4Utpj
zP{95O=m-JxW&s?>ytiBDbrR47tR+!a0*Iv>0@y!g!HE-}Qej2DEp^m;Pm0?chq7aX
z1$en{OpY0VyzhDMo_ho>6qS8Mly*K6bnmb6G#Ao1!O5b19l5;V7xqq;4(`2v?+k1*
zd!($GD6)HEW_jPdU=tb}2#$W|6|^EB?!VOYf)Ip8+!x^{07K6l96q<`5kT(qA-|af
zM+Ov;4!mLlH)y;11&|I`rWcOQfR00qd37C}3F660C?!lGADDU~<tC0F3ubHE;Jiq9
zq6|qk+g`x!+LICqqru2_!$xE^!1+-2%>-47NyUniiOhf75DUKMrqJq0$O&Gab3S{~
zFcbm`vS~1#A`BZ8-FR*X81o{1g(NYS9^ttCozj0XpsLLPszKYUGCq0;9*GY5$^`LJ
z#<ZwY9D{Ho8peZm<)&Sqf>mrTMPX{_|0gu}^x$C0<I4UkQWMBD)x4XUK5efq!1o}p
zoi$mRF|PlOi$J%BR+K42gk{R;QRu2)3=T))bIK#rF|8tCJCy<rkG)XRkNv2IJ4F7C
zwpD~7s}Irc{WfqySE!RGjJo7jp%MTl<ZNAj8ZRJsCBucxT;2uFyshn^QmFy!r-N{r
zKvqvI_@W6QugS&!skhPj$51W)&)@R)Ujlhn^8ft7<@#TYIV<HKD9K#TRYrXwQuvLH
zE>?mkEiw_%BOV&Y=<Dmxhv_g0pJVSuBY(4i3}hR21(fJ7VYU0#0*~UwP0h!558Sfb
ze30^=86ilIL1Y~`(;*3Js0=U_*9@4;4S}v6V)|dKi*)RPY<&O<7Fp=Oq=Q-26xh`=
zoH6teZtia>Xctt1gr=q6?64vj(WN21Yvs94)$R@($Iz_+su#k>ALWx$CbfS0w|8Yg
zMuybpRUVOGAM^GTJoXC!gAvTI-0z1S;(1&5XTUR6C(s)#yW*iOtckvIlQ3G01g)g`
zewQR8d4&Xf)HcCL03c_6z?kmBvRety*m>L)YJU%NaNqqGeG@ts*oulT9jkCB!3wo7
zKn+KLP;JHq_CT$Kwx9V`4lqS!{(BAz4$QLz$V#X?h8;=)e?Fc%*^x{_0*~g!sboMO
zey2z(kXm;m%MpJ>K*v0k5Xb_35dXp1kB=XKS((F;68nOuETxcJ%V=5B<4Osxh6Z=O
zgR{F`P6Gcu=vnN^l#yZTRD|?ME^CI*HDT@Owt2=p?JK|pE~rP5D37YeUe9M~!kZ+B
zd><0Uxa}o*W8AuKP7{Pyz)b%h^e&N}Hz?>1RxB!${`J-g(qxqhTCa#LbjOfLji|#l
z!`7;~B{VEjx9*b#lh<U(nzi|n2jxW07o7j0Jw>XCOgIw@nu*u7{Y#E)L3}DyKnL+6
zYj^1y5Dt>ouEUXsM?MbLMECm%R_uJTBC2i)Asc_cBB$NyI8<(Gu3<bsM@R*eaGr^r
zz+Tr;w^2LXgblWFWo!8&oS?iIeQ<GAJLm+bg}gCy4qUwvJb)n0?tprHZyvgiuF&^e
zXcahUI@Xpr0dR5O+1y<L5Dcb!ZnG$G;z;L^t}s4B2$t6IG<I|l!8}Lzc=@Sr<d9B2
z^Rc|(qH?C-?Hsff@_3T(ki&@@%xU-`YXr8JH^`w8zgt&`q2M2TXpwylq&cv71x>t3
zBnq`!Z2v8!NxDpcAe0Jh2s5~@Bk!yZa<~@i!M+Jy6oC{Z_Td{fb^yRzV>Mt`9N_>9
zeLcHREm6sEx6W}e>{PL}GmXPXxHdr`*SVMlHg<aDV_+?dMFO^r%Ls@qGBv>0?X5|W
zJ#5Puh)`j!+}AmyfB_cFG%>=>BNxhy8W1_AoZA}V=tu0EQo+Xg|N8v6C}S$Qz}OTl
z^N|P_c7l7P3_6sT;lC+uNQ^b1`8UUkvVi5>yR(4FtaKpJ_tU@s!>Az|GRdm!1ail<
z?N`kR0(4XJe?b*hii+zLp)C;WFeSHmI7k$EWE|KwxCNrh6<9!>!bD~(AmPmA2xa8B
zQ^#FbqTvv(5N@8u1@#x>PPYQUlvP6oRy%Sjk{*>kS!oV=ou;_pBtH5H<X)wa4iTDg
zGvs7i#SPG^dPz_<gfCG<zJ$*_5#8qz0mjc$E>;k$TaoVUGA@OKmt@G8YlMP5o7fKX
z6N-#$tPPclg(&-w10XDZ<np6YY&Lol;`JzC%Jh(a5e-=PAYO?4i-FDsgnfeaE_i4p
z=W)eI3Xxi+|Lt9I795}8PJ3GwID?)3=i9T<>4N-pU>m_#p<1Y95f%t0sjx|u1Ct5-
zr;wjx0hQ`u$V$dsxz~V>7qkzIsQ*z~T1{5@iH^t>C#i4-vg*Km=+ThhS7+}GLE8kL
z0DJlE$OG%Upq!%s5~sox%;Wy+FEJ=@T)vJeZl3kO{y>U^V6hh>BmZ&-j<f-E3VKMZ
z2qIsB2-%sUV+%T{z1OxKqDzaBTJgw33H!_r?|Jsjd*Tuj)~~Xa@t%y{u^mo|ON68!
z@r2Ps2&z^9VgWH!Q&W@o%m+md9v<tw5hOTS;*`lp;AW{&PVjvX*beK?3K5}FS&?jg
z0@`~k;gGyOk!u3>l)$nn2dN%;t993aM7IyJYYK(pjU9$lSuzF#mu>y0zYf!u2DJK`
zP;Q4Pfa6U84Uql|2kjb?&Ic$XX9%P#&BY`O=plhcub2<q3U&e684g!8f0^7N^5gWO
zqy5iH`kEL&-P9g=%8Xv*Hlp9+>K+tG^lb8+V7o$$OK0k;(c^L&-_q%I30X@&Uo7m)
zaNQSBeFl%u@bUj?n)1YR;(&YpyXqk80sCk2&-bO7O|?*%%Y4Xm^LGu_Y|Y8mARRuC
zlm2k&=UyCZ47UOI>R7ma!_N4~$nkRv<0|LIjHj<DX8nG7<FKXP-2udIodwDP3YEaS
z0-b{G6@iZvbOSAU&|ZBfa8rJNd`FsZX{&&H$M%ZTS9jC~C`TZt7h*V0K|eh&^7ikD
z{^`g5rOeN@a=TQCK~A53!Id_@wEbW9<e9wBCo+@!Vf7@lVxs)}qOd2|3JzDUmi4!T
zrC>0?Ztd+!!M~SrqzD$Eyz~)&g@G5yXkw?P|ADrTJm`Zxn;m>deWp|Y`>L;qR-lJd
zpvi0HLZPI?5Rz^pG&k&YM>=$b_86~1@9cC1Hss=JOQk!9#9^pQCSs+ko;ua$YXq-W
z)&-6*SmVFaRL6vYX9U=!DQpW$a-*in=NQOrz?hRTdX>s^gCc^sJ^Ky&AeVhzE>oVH
z$Z)Jt$DJFlo4)%4@8UE!(xeptK|t2H^cNg3`yhjoTmttNGC;faV0?K9g4Q?N9KG<3
zZA<FV;eF~i>rg~z!M`F^FTdVx`7|u_#~Be*u;{b`2AZ6Vae@WMDL-!t#SNZ_!}yk#
z?_KaBoYyrC;OxL0yBAS)Zm6&g_2Kqyi;I6@YupI<W|ff2miN3ViX6VFXj0>UF!@6p
zWCY0&ocGb^5zBL+&Vt2^`oiztgL3^BfDi)ox4KjSI=?wVGLZ8E27j@VXZtXxkUTI>
zk4b!Tj=`6r9@Tssn&2L(JeZ@qqNl?@Ss73an`&QyDKi8<NC7tQrG@LtIOlM161+6m
z4?W4>Wl(Rv?9NbnCDi(R<{ck!Bd>65?)H>jSnTWAaWQOReU;3$W#siGoh1nhhmr24
zJw<0Quoh^O{Br5NMwdFI`${yAjD?Op0h#{;7B`5%6*6SkE1Qra;M!NfBiZz+_k`6V
z^?1$20d9`lSOuh(nUwu+9f&b)b7Ni7n7>Pya<vS9a|SL?cs~6Xxzz!XanCHbkP?md
z<)Y&XWUoP7;0}j6TSxq-Eec1>g+z`wDUSt!Pv$~TcRYcgFNobV^1{SRp{HOj&b+M0
zE<ZyQlaeag8Ke_)LwY<AFRi-+R>+4%<SswJd0#>)D7_LCFbo!hu0Ul#fIi708eGSA
z511kgfZx4<0{3E%a>SR2ufUukzFdkz^GAJxDqjI+%rA(0#;K?AGIg$l@3jz>+OhOQ
z0Sa}~_A3F(6stJesYb1UD<Y)Grc%GNStPH?1RVDjgIGf-^IN&2z7H#=$|Vhd7L(d}
zvZeXv6?6;@^nK%qu|Zt|_?C2l5!^`_$(6Io0n5PPnXW{#)|-0a4)x2UT#|E}%VYQl
zJ)8q_EwymFN_Gl7$}3R&j6eOF-RrZ`r9C_Khgw;``cu387j*=#8lojW04bWg>V5Dh
z&A<HzItEjxTuwr+v$6)Q?7g<O*QNXcH$`rZIq+G?qVmj9gtwEoR)iz%6nQfO*b}vH
zF+I6jC3NNDy6)3s0CD?f0nk6Sj!>6j2YT!HgS~mp23R?I70o~eU*d!PfS1tdxv&W|
z?f1U@4QWtA_nAT+_6Ep|4;F!bs%m-H)Y-n)PqDckF&0~GUR6eJO{>R#?;eLV+8B_G
zF^z9O`khUS?JAcBtIJ59ANteZKjbN}dXd~3&vUe{zw%tC$R|G_WI1W?$O+-U5Zaay
zWA)IDvN0h%mIy7u(xkrUm5_3JX>GuBPOkuUbZQ;8kQf|hDxkKVtQdkCWO2E81|Zs!
z?pt8j-dhPf<L#ox?vyf-+5N2|S{L(sSCCF5)G=+h4Pqr`9v%OW_#&We0}$o7N3(F#
zg%~{j<=;;@IMfibx!ZLHMZ{~?#rXVj*qM_R`yqMR3RkRMS#`T3rNffV%HfaT+@%rI
zh4s(~?!2XKBhGpc07|>n!0CG#6?JFPgDZZIlHkbFTHxF{_-u8A;|LzpEM6V{^-4$O
z*-Bp!v_<wApL?FBfKR7K8}^jVb?Zs%Y<{y&c|=X4)+dBk_dNAE^<dSsLREl@cKZxv
zluap0XV+w8j48s}zfmVt{rywb`PquD-x9fbqmsMZo$4JxP<|JZ{{u68yBeSRuk#X5
z_hw%EM@IFnUgaIBjl6qkTnP>vd<!e339&%C#=*>&tU4ja?sYy`jC)+98flfEn};h0
zjv|KaB<8;k?Q2h(Eo!G1V^hJpa6CWN%T<jPd)f8XWL=bm=9wxS8zX!}pE2~&{n2QU
z)c2T#+HrmEsUy@zb}aUxxU_^$fCbj2?}s@dy)2UV64YN8>|zJGs^<=sq5bvfa@6~F
zPdp~v8$#fCdjZV*nzdp<{p!|@<(7Ju$)(02|3<ZOV4#|I!iilc)=3=VlYU!k8e}ji
z&T)~-?sfTS*^`^p8e_K9Uk9>v3LG%4Uy&;n0(2g}LakUN+n`vchWv;0&MA`2)6A}N
zzUka{^;P2!-afQ|1G=cCb8sl|;0={~y`dCr%_q4!azHntO_;<G1Lq)V@AEBLo%`*N
zV#lP44oQlWDBh5^<;clCZj3#9Ss$xv8%GWWx<F>rmAlOy?0FqD`f<eRZXA`N?)DDn
zfBhO4*Ht4o45^UAdopBh{Hom9s-xxo=e}stI#7EP|J?As>%<;9nJ}o#9m-=v{Z;i%
zOG4|SDG!Pwl$nj;e$;;-s3-iwBOFbUOhZaUCCGP?B4}?sgo-1jT>J*bfPZMCbfk{u
zt~&*ZKrSDv$<q2&dF=0-LqZ82$C#|tTEnzvXda!oEA131&*u8E<uQYx4;?K@&{ab1
zhi{E3IvIC;dQ`WN<z@Pl;^1%Fv-}%V=VwvY*mQpSc00km+Z{hXS-weBc1m~31i$bR
z+t(gkBD!AlwOutAq~Eg~itzcmVsFKT3fS8SGgkUn<j8prnk~95Gf=0@8G3n^aCq42
z<s{Rhvw^7DD0#Mvy%=1QZ2d0khicO3V)pAIJyh-R{z`<Fc`oW`FmP-ojp@+$uc+_>
zOBk&d!vecAwESGri!6rFz91b)vOaj#IF$|iYCn_9;=uA7lgfqW*I7oy=YuusD)VQ=
zU5Lew((38*+wR6Q=d6esPCxAUI(ThL&wcvyLe9vo>ly~jYwA43SA9c0?=HTL<2SEU
zQKP_#Zwig7)QeLVNDQ0gBYsG_p`DHW!MaVc9%w80(9g)75C~|wPoYe&a|7;8DdGsH
zVo+WFiDK%%RU2nU7Q<Jj<=$hb-sG872ucj0Uq>M<YckNMVgkz5B9g1qw`AT6aswA1
zbe_C$UGP%L8!(WN0m_M8rrWw*?Kv)lbm7{aJ%r=s^*iQ<7&af@1aheE@6c)mMYX5C
zGwHyKu#*9Bw+*@uGCB^Grw<#X%BsUf06g0rhyR2RRK!$xp6V#H?mEe|4O-fD*Gb=i
zZosoQdoVfVFZby;&B<(BH>+M{bmxC4OzZW$aW5KC&MZ8G&flI&fM}}sRDz0E47qPI
z)oceM=v{cdp6+dQZ3~>(JDPpK>FpfYpT6x#Q^-iSb$fa3MZQgGb{W)i50ESR5&`uQ
z1Gb<lFt*MJZnL22&8#lXYM+fAYxAs4)%HJ^2Z{WF8H+8K`h175q=?Qm_bZ?Emj%+A
zycWM%D?W=f<=zoOU%LS_xDUC(?8CR6SNCY;UL%P9y3Tg+mX><+Sg~W!UN<FMqW-=N
ztpP&2kn1kjW3@*%*4KQ5#+6^K<<f9{daTT%FPz~R5^fy0*0>j0%;f8dpOI!6=8OyX
z@V1o8#Uxa6NL-Wf7mPoJmp8p<#3@M>gPQ*%9sK9rnBQysoIhd)NXh{-Y?<5mXhIGX
znkfBG7NE-$EcD?cMCPK!AG^;EP{P+2GbTBRn<(SwEp7`raC6AB6fS~^h0MI~mu5>9
zYxy)QUNtAy9s-f_2NFv|!&CF7_oF-|dHj>zg~i*Fq)X!iJ916pPgo(fz>v?gjg4dH
zXP-}EB?KuT*-uZuq5A7F)UlkCP%g5qg-u+l_*iSh`>7UZoYuk8f+oe3Z$JDpfoycw
zR&64cgB0=H8u_HQmDw#jKkIzr7}u6-<QG@9KgjWNzV)J$S2tya4&O^Xe@QT9|H)Tx
z2~dxV#&AH@k}7LPDLwT{R`Ri1+Oyr~I@0I7J_2-+@pIVvAT6df-ufsZlAd&wn;j}o
z<Tl}X6$>E?H6zaB12@WBp?pqyQ~@_s{r}!!4AB+ZfdAVIkncQBaTW;*24&{5t`vL^
zGXUo^xT}3$LzD%u;-D;`N*|OEhu$V#iX_qw)G*2EF@0mJ$;dbW4;>Lo0DzVJf`a4I
zE)@6>(D_JGF*E=MDH<9Y=b)B^KduS?FK&2_W8Jlh9evi~oES}thKsaOdyNhlme8Fd
F{}0A}N*w?I

literal 0
HcmV?d00001

diff --git a/tutorials/modules/ROOT/images/output_35_0.png b/tutorials/modules/ROOT/images/output_35_0.png
new file mode 100644
index 0000000000000000000000000000000000000000..dc2170a1525eeb15800ea951b4425e4551fffa43
GIT binary patch
literal 31993
zcmb5WRan$t*fu&t4qbwD4lUh1bf*XiNK1-zHw-Bqf{28IfHWfAARr*6h#(D0m(uyI
z`M>YC5BAaC2VCRj@QYQ?x@!@yr=v=MON|SGKnT>;lnfvcG;|0A8V$n&|6?_GNCZA4
zy_HS8AG+Cl`&oNFg=kxQyFYXDe&%Gu==;>u%gODz5U&6~uh;`dM{jR;FG)T=*Z=1?
zc-=f5__XR+48dJ++|?d?K_Eods2^yVT&WWT68uzMN#4*uZ|@Cep5fE`1LIf(QwyAE
zQwxmDtZ0$pWo1aDK|**L#|1Q!l=*F3ctZnY5+l|dgDHY3O`ZoqT}xi}`|b{n*0!q`
zS8ZdXZ>0PdTck#V7Rknsgz)=_6<|!r^9Q#$G7!|i;17hczy~oy>;MFOtgcN^G9rl;
zf@!JI!AD$*qHQ?1;>g1hA9bOuj+HkdE&)N7*T$Io2gCCI@o~O=Rb_C4RCX)_1$lY-
zbRIL&qqDOxL0d=+Vk}RhAlMMx2Nv(AQy|MD;koV)zMzNxv(uG1G2Bf`M%~n7;OlEK
z9|5<qHC;RWoFXVC+W)-LIP(W$IWic||M#~eOoD>@^$!*aAW)4I|Nqsr|M$fa|MieM
zhk}CQ?}>#r&yybXBeFEDcrwihyD$AqL@BT%I#jO&C(tl43EuQ#z6w2hyW8ob8A;H$
zb+LYXYry-6D?rM{D1g;gMV*>B)ykF?-gzj5pB;v?;{NZCw)z{%PxH+liur-t<>ypX
zOvrv_A_c{#=j9ItkH2%a+^7C<m8iB_D$cBp2*2hF3*E{QsW_iBLrAA?jxCK+F(UnC
zRQKo8JbyKfl(Op#EllW%pfQ_a&T3(%?GQ0&l=j7zjO{OYZr$GaQ}Zw#5rNK$GyZsY
z>RR4x8++|_<y(w}uzS`X`h;umC(}k$lx=`FvKbrIXSx{k8wDY!ugoky-|a7Do3{CW
zIY}kP35fi+{HZiDYFg2KqX(VSs4@qiN>C{{KAwzSquRU$o`aQUtN`W<-})d!*mrfw
zw|fU&cgd3%FZnF#_i*mU<?g=Q)>wAYuX%J`{CS<0{A=Fb+<VjWyw*J65J5kjL1shg
zc{oNF@N`~WBIL56{c68$RdYFasVmH~^XBvyk{&l6-9#G^cVEbT8S&+{m|M;bChons
zI)THJ8OvA~;`xpsV>ER1H;ED8QReI^!cJ5Dn<0w<8+7FlOOw}*j@AZ$f76xAN~V+2
z_~blId-ZQ)oZ)xN%O@?&a+aMB>To=9UTWts@^xL;vpu~aRnK6{YIOZIygB*qcgNYH
ztwKq*JgRl?LvJn(8lTOI7r<>^Xk>A1+1I=N5*5L!J@_<Z@nW*2Q#`~}?;a(M1r+=4
zmfQ2VY<_FWk~C7vZ(r^2`WMzB|KC~0cKvZA^`SR`<xkptBa@=~W%0>~SKsA{dng$D
zSq2|PYvl^78~;*Iho^b|9{%#9%8YK%I+~~kQro)SH$v6zda&4WA}dY$r_R5ITEtl`
zo|LthZUnTAhp+umA=7pMj{L`C-poJhCFC&nedG3WhfgASBl-GAQ;l?`rRDm(1W6*!
z*=w=;uOuJ!e|k$@5+iq)NW^W>RIT>Wp81_hJO-u&Lz7d6+FPZ1QDfd|ZvLK)fglEH
ze?4}sO!pGq0*h9^1KzX!1w5f21)-Pf!<n2cU(#7Kytk&*D~zgykF84Vzvkw?t_`{J
zEw|`srG_$u9H;fE^_~o;GDYR1&s^>`E%^rC?EPx`eRH;yohRY7y+l4k8RjzM?3qZz
zl%o8CV(V(<=Ue3$!wKZvy@@oo1OE5<ENHiu;{EB5@rhSI7dD>Pzo?*<yUi)9%y87x
zOKsgeqBRQrnk$lFJD9BgRw>^5uElG^?qqvfFy!)BZHcHxD)_v1G*?8k^ZKvmn@Yq$
zBGqp&ak2^NB!@afuDquNB32@1g0GJT^+V~kQgi0*M{}68UyJ$#5?)zNbid#~+MQL+
z2riIi9+zgBs$*Hi$027XVn{GyAD?`u%zrUm;UI*;Yfc=|<FOt$)a=1*Pq|(Yru26`
z?FtJ0d-nD9Uxik09oulGRCZl@D$!>-f1W1NNf}i?X=D5LUfYW{s=rTH_ChJeb*Z!C
z`fMpo@cF#>n?t|-`K^1VEuOy<0{yHWbPJ_Rc-gmjZ>4{)GBd7mTIvir@uxJyqj=!n
zPDmEIHjp&!?>tleCiB5#1EXs5@|d~Vj}9kpwokzmE-!hXw5oxs?L7~R&Xe>R-fBbB
z$mZn<yFOCQ4C7w4rkq?JNTM-)`NB*g?n>zC@V$?jvZF8I>ZCG%&X3kE#X&a?Ojj7w
z)jVnUuiLk5^)9!yoT+}|W9e^o7Y;?IO;JszEx&RP<({dr6ia8*c0S(vHs}=A^n4-l
z9;X2%_{8<vuQF@eZaEClx;)t_Er4zaq1r-1Nx4a>dKHCD&~@LUHssHHZGy*Li;Y!g
z4r-qhV&EEfLvNKELu?1<l6RKwCOv+}5D~S>*{UdhFcw4mQ6m<UC%)nz*3OsgI^SIP
z?Yzx<>+O}_!D3a4Zl1U`1_lPDVhp~A<a4lQBtv&@!Ft(rVb{sq^xo}_#`BS@)>eAZ
z>p&)eMMS^b&=v6SPfS5Ufyep~$)GH4wz!8)X$U3XX$p-P?`VsZ@2(?U^W}ryGq!zY
z?+v#Y9N3Y~^5S5^V(ZQ2PL0lB!?Rg~srTAD{?FL9dxVHzGp_8HWLp^2L~MNsJwGfO
zeI=xtE9}I~X;2*ZBVf^gjey7Pit2fYl(?#zS{zHwa`>Z%-P`gAfAkavY2w+=g~o%X
zC8fi~p{iz&waL@tZ_HoP<9FvyHc!Od5{flSLhy+b+)G?$s&!J*939xK&?-9>6&0ts
zAt^~MPrsxq<5D~*;|}0<pY1yNVWxAXHQobi8#B?NL@)H<J~1)lLaUG0TuLppx?{%=
zqW=0v@#yO37cONi?FW!fZZ&G<TeKs3N;by+7o3)z!I?P7GP))kYAkoRLD8Hc0gt=e
ztAlL{%a8U+=I#Faim=HN_m$q<nebYO`7-2;+o*E0ES>*%%;zObxS8k%+4_)mn=%K4
zvDp2p@#Cb`=MzcF7$frLQ(;KXM3q(K$=R8)nCv;2_dbHYGGiFlRNP?dX7|UFN$n}_
zW163r{S0qoC?cbLSkrm=ftqM}{YwT4Z1`N51z@d^Uj0i8!5%%3_g{j3OMNH((GOLs
z8L+vB4&zjQrBg-~i}iP;A+T*BO(x`KBRKC|3>hU3z<6x4B7#G&&ySKfGJ0Tfy!^CQ
z5M@IqD;_3fV~}2|uZR|P(wX}k{uT0W*~-zrwtdcr@4W*P*SinLaB5((|E5YbMeaks
zM7>i<nhL4jh}%1W;A6mrV#GvOTTn<!NnOh*B8~2aIySdS95Vrfthvz7G(*ZsyL%*R
zWjoUq*)g=s^#cjiD})(uISpV2^Y~iFWo$#Q{!P9Z&#POo|6<b?y#ZlDhl|V^{~(DZ
zKaR$eRHq;;?I+?6tElcvV^RGMK^PQmadx|SXcZ|$ud9c%W6+S2reVyz*QR+T6V%AY
z`e*EoSqHBg{-;1}y*<d`^%~k9_P0JnJN6%dUf%X6Zm6n0;{RYvLfXAe`Un@S(uBHD
z2qFuues|?DBCgP)BQSXwQ;+S@2UQ95AA(Ai-ba+v&=SpGr_+^A{|HS4Z|MrRmw!~L
zro6b<^NfS&U@2R0rLy}gsTP?b4kU59vN3!G{eIWZ2bvUp8DjEg-|8CWPZ0i+NE%_s
z!V5|xHynfsbRbtEf6#g`na%)Iy1`Hx58X{FFz+Iy=FAC9dr~B9W+yREenW7a+)r#3
z`nIL(ZLiJ_Y6h*QZ&zRNNhTr<N;I6DR@wvpc}K?^d>VunMgEx}AWoBy!jh0N9@L6c
zYNz{+?2DNl#%p>;5^>M#wdhd)N4lu^<Inf?ZObDSa@AnEn4UPI&xj*--IJ&rZ7U2(
zUdcWoJy_r-?;~00`9Q@Q!mm^42eHM>Cw^!N&5!7b!q)5xy%A1<)P+{gA4xj0Bb<(+
zh-BlAy>#D5K4R0#DJ;nnXE3^33ORejcHIMmG%o_sG1UcK#6IY9p5~gy2EanK;T~-t
zdM>tcjm5N*-s;nSdnYue{u@oauLd$78;DE7^|SC|kVwjdj<ftU0b3Ow?T@$K&GdL!
z1k`qR<M|7RXJ<rBqwWArw1#a?6s3hGA8O!fM@B^@H8_2v2CzqTf3bt+&&4yoPDiz=
z;+WAKYqi<>#w+mURAUvB%Zy|;iA~U5h$1ezASm>T>Fi=~OIbzJPlD?k1#ePDvd8`3
z2Y8j932Ne<9W2%S4k|Y&nX2mm$ZRFq_4fKgW%|RTPsOBWE4|U5g8xkvDe9C&gT0&J
z-yEHkFD0n;q5!{?u)cgH_*4)SUb|<%8ozEe7Zx(Ua~RK80U#<-DV~%H6OZD1mye@k
z**6bLvBh6m^DSO9uD=?6=3?vh+G}<s;;u*+E`AZ+y%@G?4*2)}C8m5g#t(KTq%@B0
zKw?_HOwjfRk#?=q&2R$+yHQ(m>43lM{NppO3#LYVrWj{xmA7@*MpfzSYl9=N9+uKR
z4b@{r?l7P!{BVyJiy+4EWMK40u4}JSDf!*nk3pE=7Co2f8Dbji^fSZ|HQE047w+=@
zcADu*XgAjla`Mk2z7OfnHDyb;ct(FAI`n<7_3ABCfzBIA)?+<2+U`84f?7MI>Y7#a
zWm)amVn+~z*;44gKVRz|#_7M3A#S0G32|zx2Yg!q+x<H`aKT$;hpH%l$>b~v%a{Ip
z(HXMp(hVzQTJAuVkA6Ip&n&M9t9^v$<=-x>9ex#Ca<rir+|++dN#2$9fb)^xe&(GO
zv2+AexIu3gtA^TYjw2=UDigm$IPvO9UZ<a~>A@0T7(z!p#u|D~mTNb}C?|c>Q0$`*
zgZD33gT^9%et9Ka{_Mdcje&a{j83~~s%cdRU!|i)<H<%U9rDvKm0wH|Gg=VzVIYYM
zAf&xQuf?)y03S#hOc@!~%(m0iOEo9*Af&g`%2eZ$JIQR%5~&c@%GN=nqF|JTpeV--
zdWoX2tEBsKxNN9^I%&XN%f`B|UTR*ahhjAnSyl>o;>$94JkF5<icPiWhFqPNuQF#|
zYE2OJWZr5A|9hV~l*tJNJ7jNPg9*4_<Og)MBU1ustyK@&;LRb%3)qp!f0vSa6DvK0
zdlMvTw8s%!q6lq2x4aO&@J>7~jFDt@2i2qgteeBl&le;wXrAD*tn4qe&55KETgIS%
zx8h<wL-*LXFNR=FlIrrZdNf}~3aX+Kch&8T2AEStP1Tb&Bi#GE4*&+5N$m#U5*~EA
zJJssrQf^e0dn$=|4rS`Z|F6lBMr~@0v@(I-lza$)ha2P+HpbqNxg!C;+SNwDjx-b$
z6yVAU_tJTvNJ@m=w%dkv1fJOa9?l}ArF{VCl+J_zDd|kD7?i2MluFvacD^fYDNV>K
z@^sMY+xrqGL>y)yplKF3Y}eRC^qa%5EKD{i6w0N2J!2Whx_J(ZCj#XYuzY~}GInNa
zMx+kf*X&?m@o9U(oPSilDqLgfU$AmwV(Q;HKVM5><>%LnA)xuw5Vk+x68H<CZVYNF
zrhT0M7-OB&H#QU<6Ly^w*0SgZ2vI~!uhn}CgNA`=ANJp`9PPIqBmmTu$RH;>>J>{!
zmkxGT_Mv8&hr@pZ6Z1|rWf=5ziSzV_^e-hm0$g~hs^PpbNaFwf9stwLJtPiUuXNM1
zS-}oaH=ehrydd`bZwy^D%6?QnemB*(DZe}n01Dl3)c?KEDDWq4ATeA!*RbC13+aI^
zXcdb4AK`ATyb^NQR<Z;Y+C4?WV->kRoW;F3s1nDH0JvcF(^MZ@Ht&=4ptF7TXk7Bu
zkY`B$|5OM1@f-o$22TA_oj1K9i}z@pznAGtrz8@OhyOR5N@A-DHJK12HVSGcKg;5X
zS0@>XAUp|fOPzGq?7e`+IDhI%q7hpS2}Z)<&kU7dM^0PT-24={<Xrb^z}sb5<$$MW
zfu~=c?q$RRmJYUrRUhzlQWWpDV3&FJ6tp#PL?;@l^gmNcoycsq);fxfqP{XUH4Z0n
zT|xoop^4u&At>K`*Ox)x=(*etJ)u=HbV9(2P|H4oQMVAtGxdQd+Z<UqH5MJzB|V6^
z8pUxi#aVFh6E8PhK+z7oy8bsl*cS&oGT#(qLHhH&px~J@^W}oWJ^vfBmw=j8+(KyX
zk&sIK_i7_S2OXu`QOMMx|9Tjvpr~kjO^w9n5LHt9{@=>NNO?$|BkW`luvL=1YA22K
zC#z&*L^g}uUH?nD2D2<()YUX#zhwgsz+}3B?SNxfC#aeplClczP}FpOj(rU6PNWhl
z1{l2Fc98G_%qm02&8nuw^oxHRBVa&j2cxku;%~42>8gVbMLIc;cpQlu7grGs*^6~D
zCqR5E!5Xy)_)Y#LgFR)w)kkx#!HLDK{V0YSkAwsuUO<%M2KC8STllpQFb}D6YYzO}
z?MRux<J4bGZX*DE@{MHk&CsL&oJb;GjEEca_`9y&5_T6Vos$2*&#DS%f&j6D84$xq
zd_CXGAO3y?$|P7a+g^vb>qBWQQ|sL%EGmw15yYe-fYmF^lV)Q4s4&(&kn=x8Bw-+7
zs3r7tYpR5#lVY$ZyzKEu`}U-4V%?a0P%O>TWrBPc5J#(@OTY#>)#m3Gay`P=H3arJ
z=3u~?L%9KWuqsthc#9(g1iB_t@>chi$aVn5lfTeEf@X0WzXWw@7=V*ccq>G5*NmX&
zQur;cz>6iPqA|gpQFWmiGpE0&v>=oV%<}Z*Wvh_H^&UVX)B#m~y7QxoT2L*MLm#;z
z;kTb>-s-Jh5{JVy8TH@W`D5zgQr^1<m%BO6z^9is0gI|sMIKyJ0sxrj<^+?BsGuSw
z=XVT`Sz}^$9oZ@YYGyPiedkX{1A@|HPP4|!JeeRP0AGr+&<tTCnVe)*ULofzv7W2_
zIGiT6R<tR(#0L@9XbNhP9=ksU-W-3mSKwff4m>Wyr;{}F-J4?t%q~m+ol5yV53M1f
zZPF&?5Fems0lbG&+`SM*e3PL4mqq;N7aIjGd??vv2*^Q|SfKUKkAy}m->9K5M6u2r
z)93TeOeh_amMEThmD{RUH4d_X$wZt9fDq7S8vnrV@tT_yMENm#toG+VM8M*yCf{_u
z5<<Y#`P12Tt79NP;Eo972dFSS($8wDSe;rh{3kI1RAH6kzv+ygh_;T4(4d?~hmjPv
zc4u<1A^VdY!X;4S2F(ZsNXibZbyJdBo6oq^Xvltaplc{dzkR{P1phMuo^mAK`|y6^
zFmd=CqbC8QS)x)OklP%2(e}v{-eRM4Q5?d*Xk3P6i~tI!=rcrt8CkBtL`{{&XK6t#
z`iujmW8nkFF+w(8AjdGs!rm`sg@QLdTT5MC+xSYx54#N??Ea{F4am8Y8HJ)_nNgLg
zGX$TKA5j1bXNMioQgjA&;>1uTGriEtCxsqkf+{ZFg<&{)FohwTfJSua=IZQI5lJSV
z{)h8FuiZ32Rr}OJ0;U;YjYv4hCU0DOcum)>qzY3c7^?q7!bcwr>x0goe|gFCIv@K2
zjmNZMLJvwtgcDDXDl<4(MyC_xWd<b)c0f}Cmw|V4G+F-pd*p)wECrH?X2{TOM*PT6
zQDKPXzh_W_`~LXl)_K7;P^0Xi=nt*Eta<$LJvG@INuP93kUw~?I243XV6(9GOBMas
z`t5?rB;u+VB6{ib{tYPrOSAx7??4B5_4_c|%lo938*JpDbN97U=w*a&<pPg4DZ40&
zA^@IKOQIHmhuvPc5@o^E7=`;_$kffgFcD;`KekFY*zs7s{)|o)%11eN5%wxrffY_|
z8m@0;1UIZS(f@>HKb}wLu*TMJhN_?Oeqaf}dwP04@DY=ZChr{L7Cs|ZPzD0ZBya2l
z*-$oLK_az?#u<siTa<3A*8XqW*wRS^0pu3jV@V;5L!hiWE3$-3L%nTjgzOW6%5R*M
zxXDFDs_?8fH=LOCV5$$OFxjAP42XB8tgX<MnST19l`sAHia7XcugTfGTL_{EK~n)>
zJ?Y~S*=o{%SJePgtvZb!6&Yzr!zjrp2H}b#ra;R%EaHc~i3I&<MDf6+Fa}km*HJ<$
z5EuK8N*ViwtV94(*#k9RZXMi#ONRD|A_OI2qM@M`>lVn?`|KD^lWZ=uH5F@S>wtlM
zH#pzsr;D-#=p?=4`g9R-e!cwQ7Oo|++7|vRm?Bt^55%bmlR^X(rIIJ$|Ni>gSP@HC
z?xx`-4XJ_+7J#Fv{!rc!yDOH(yQ_mPxzhl8Y5zj&7=RwP0&Z`w+z2EJRiO%)a@U7Z
zzJhQh3<Y2h(&!r_^U;T-x_^}Evn<3WN5ka0`NOk8e+i)qqkrBpKNH-S3|0=7U%VIC
zK~H{8_34+BkSgS(43SiEOch82rVVHyIe=9TI801+7!^3c!WdreiDJ+U6z4K+a4h0U
zOw&?>1ql9EYfFyZ?GWKGu9(j+?x%e6B3&K%57<-bVYK`1<$8k}XJm%QXVy4cB!_?n
z{I~h8;v=zuj{Ou6y1GD%IKl{HivU)mam~0Il)6q@I@PD0D;%G8?Cu?&k4T5B({|tj
z%^nK{#mv-+RIw?kP;%kPKho8T|DF|pd^q+-ssu2xbRb`t$cRZ&0$yS~oXy8jvBBD(
z{ojQ20g&!(6M&wHCtl<EGG=ZxV$W%JHrV=&|L5zAZ;vXBoUnUrJ|}#>oPN^cS+Y1q
z$p}9!+$3g#+aqHVXl1xOH&cfe+L+bT<L+_U{kp!Po9Y8%wsM~NERea&2Lhk5v;J@U
zm6ELED$Up<?YbXTOtA6q3IJhCzvAU}lXI5cm&`Ad`uvS3TnwtYpw5`~|2AAg$}ge8
zmAl@rM$M{FO-=25ut&4jv*bbOxn6aj|M@@NwBan<lkNRqO}aGq9@SX92@_GUAwj7e
zz1U=u{gK02WV2mMjeN|C-N^+V8CJO!#>yXz$hT(3DU9M+|BSwR*92;&;GHvYVo=3s
zg$Au7P+oz!BhuAOtNTcN@a~p<s`^PK6~?9^?C~0q{*P)@)E@jdC@*U|>s<xxka71^
zl8bycQsfeXPajvB|3=3qEPF2h>{J3`Tx~vSuL0mi$}|`mPSnVVdmR?4703#7a)~M1
zHOC#}Y{WkOvfN|P>TX>H3HMwEqADDomx?Y)^0r(b$kjfc)sHG(?*6P(Ea*D|l7UYq
z_ggu6P-qG^^Vqh&m1dvr{Tg8}2<~-5KT=1*xV)|JU;eD7Fv(f<Ql$Ohy$T~wV~b&O
z8p})bupM-+i3B*I!n}?=lSTB|Pd)pwJkEp8tLj8b0R;fa;UX?SGQ;j}j6dOZ{~MR%
z>$<(H$Y%#L59rd(gR-Un2KS3qdL<3DiC10zM>#%!Isug9AWyIhu*-ePm*GdJcj4x>
zX{Q*wWoA~vAz6dcyUmxmed`Jf>l+^*7YDU>t!e{wdzTO($X>fZxJ^%E)24psv-3j*
zu!!ReFdZoYO%l+^<gk|ZKkW9{UCaBH1*RYs*i|kwEL9cek-!WC8z(7I@ae3>T*C%f
zh;zR8-%7Y^1EBB(kd6)ST~IgRPlq$p?7pO{gK1t2X0qqyu~VsSZGCiGFnC>4`)ug|
z&x_4>DaS29c=&?H*Um^KXgA@t4(iTg=#^{f3{cw57Q^mBzPu7D^}UNSWmJkxbnE(*
zMKlLoK|f`?w771G0wtw{gdyDQaX)jV(>OJ{?3=4SGu7_`Ywb(HYpL9#_==&o7Y>7U
z%>_WjcLF@jmcjh0+2X~0z8}1CfcE{UJ6P(nd~z44BbDMc29R0lQSVNz_m+VS5mP4y
zSl_E8S_(PWu>>@11k}Q*b+&`s#rA@BL&O1VNn*uTJ&}Te$BtW*?_yCXm_4|^^GU|y
z_DoF;nzUueN!CE`3R;a>Q#HzEx;)*h;5`;~opT(qB-8Rv{d@Cwgs%iheV4NQSb=Bz
zJRSC<u!pkEIAm3E4fX7>UT=BpCGru0usJu)w&2A#r@!jY8OGXtt7KJnR%j(W9fep1
z>!kdg3Bz4H8L3GZTD(+&%l79uxBlr#B_aJr9^g8@b3`ooGZzJ6w;mU8q`ySnmOUd9
zISwZI@sb{JF5aB_ZA~ek0h!)xVF}RLfm9~NyyV$7zZ#T3(9orlM19!`dP$P5&3#2-
zp$p6s*xfx8Z?XMf?LLDorXbFve|2@xBmT+hUgH6S!|YjIh-Io~oK<ni9p}#Nzm1a{
z09qZumOOcM3$Qdl7~MVowI_|wUge{kjlASZ0-EaFSirVnj;(Fr7&*6*_}(3u{yuWO
zcu0SAluZ}oy*D?#Rrl&JCcP0TSB||j?bwdrT%JF!x6{{!I`39>cijCjbCcLpRG>Tm
zoo%@eR@q82^nm>TD(-ioBQGV_m{-Pe&F?OFQeM0mddTcKT2EwwCcgWywf(eO!f0pA
zw$b=4E~F}sZg8=qqTma;3lW+c?dzKO&7V1W-vS?~y%w!nTx}&=)dWmNO*&G2K?BHf
z)6oP?vh}}KdItsKT+GD2&#+)vu>z5TTCvICoeIID4HWAWaaabX1Zpb~|2&|ZFI~=i
zVpwh<(Q*1JPr`M)Em6W)ya4^-pHGg#i*~1Gr9;;@SAkLPIG)tBgKU}<Y%y;14v`<A
z|3paWXfnJ^Q!wqTA%CS{N31_zho@rnOKx>@hYxbR?i*gn%H(`AvrtX;DnJ(gl}Qy6
z@9uc^V!a1|_bu5OujV}d`2}lLo4#C|>_rPBN;tC-8B4{@X?xsHErPUI_4G}NNq1OX
z&|ux;kK3}wqao+*lyb>JXDraE6VL}_Drs3RGtbxv@i`TOaRA_sS2cI}l|n1=Rt1qS
z9q?T<Jd3mbZs&VBnSF&xolV0M_8>DANfxG%{pbX;8CVNDUVtgRL<Jf2h~Mw4(l)e>
zddUrJL~a*8eq{A|m#6t_J)ha$oWWZq90{*KiPaNg&wdsH;*V5%BUc@p1u_d#0gpzL
zqtBli9lmncaZ&9X8jHtGRB&v2wsP+Ai{1avD+ilk0@#rqsKlfx!ATU|6sdbedgS4M
z#r!drSN(Wg`)mz~lrW7Nt7}BqRlhw+=ECy6rI8D5|K?$tOjBBdJYiV#di4e^uhhYe
ziWxsz{Sd~eQXo=sto)Bfs=~PDhoE}qV};!fpovVi2Y9)vAt#2S@$S=pjUUxPsjykV
z-x?`a&p7tV3I6w0Y@4cQN86oYLrFFU=P&fn*VpWPo#!?=!DyMz?*SWHiXyg*1jK8V
zq*7Y{M{Ig0sIZzMm=+-?kDhR%mu;Tx%;<W-h#6GP8EPIkyBED=3_a|@PRkG5{$4I<
z-HYKg*H9ivU3+<lqU|#f6-YNcPO$&>=4$6^xua-5w)KjhoLl3T$INElgrnd|tW{E+
zI5%}%;=Qy1W`mh=T~l(-w+Hb?{Qwc_t-*eWfN7fsV8a$hm*XV!P5Vl;eyY;rc7G2l
z3D05+)l7YbSm;KS2fDiT&IkGdNIP7u0VxWdziXD|XSVWgL0iL^iIqU_--!D<g`uFf
zUJ?yhl31>o+w)?LtYOsZL5Wt>V2|*T^!>j=_5(tckevh^S!%HTcyjSP0B|nnY_`re
zmTL#7b0cc$@c1;&hivb_93BAKfV^ZpTwKAx(_JUKk(XZqZBEm#wUXzV#gp+G;73Et
z)4*$sdB>Gw*6+Ae@755PX3*bEHg<%koS4q6lHMPm1S%&bL)dj4@X~Jh*SZ2vK1^0W
zkz#q$>a7C!WYYD;znzdo^fh5k{ErUf&og<Sn94DnI*jGbZUS&$yrESf+mQw~t`6Uo
zEDMDe;th+B_5@u6{Vs9)*L$&d%1`;{+XEgxaS(exKS7QKXeBPvB>ont9Qy@%F`l2d
zzS+(<p2sXGLag8VR_iKo66eQ%eqk$3>&+?bg_i0C<wI*+X!F~tDj$m*#%(@Zk?6)s
z!G5lvL_)`S*x<3ILO>39YI`);fl)$79+ilO0tFw%-OkKsIjs8ja^-c!Ad_Vt7X?!D
zn=->%O_D(jBo^_S>KAx%ED2iokNT&Yg92)@fC|)PMDY9Vo5#jLxNyx0FxF||8ks{L
zgzL7!cQ<F3t<Az16OT!pQ(&(BzBKj<`535h68n$cpG->_*dykBdIiB+?^PQ32)|uZ
zVtqbadY8;MV0;PGl5fbNjr<_qUfYQ-=m451**Zp{LEpA=w^E8ZIz+KhEsa?Rs~5O1
zpHk$_p?z5KiDmfm`7qi0GQ|B)3IR>?;P+Tnay@wwBh&NswWjAsHwAn$T=L3VYgjkS
z;V^fKPu9kGK~0m9F2Wn}2+L^sCzvlQKT|r<t1U3vu`lmIDAA43p)}GY)vG!weL&Wv
zEy71AhBuR;;yVDr#`y{;t-*)xDHf|qp;bR-`Fpv;e0OvIBQ07STZs<O-##K{zK-Lc
z#?7EWe@Js*sy3xG=Jxf+H1{IW`U(}2wiY3E$LnKaBa{3<W#w3ufTn`$O-Nh~skT6q
z9%v@kD4ayBvN)i$OIgBDIB}oKV>)jlNx%Kwz;Ly$Q05Hw7dbbCy(6sMb}<BXhcgyr
z5t_F+8LaxII0R^!fHJ3)RosWtm~x=Q*;)fhhy!6Y_t8x1?cy6BR|AUvGME`7a!SqI
zi-VKd4N4QJuXOs()tP%jk8zS|4ii%MI2VW*4*(9Z2Q0o{4G_6HAOH^$b$Wj0S4j~~
zZ1o{v(Wc(`+hbUc|IXL7k5Y7$pVuNWtFGvpq)Q5@4?^?N05?zrRxALBrxgm}sQ^j)
z)Ai(ofJy-3kTuE@ti$lI^A&6!c90_p`_%3YyxhxcV16aeeR833nkt_BI|6jDiDnSC
zkq(tyP5NJxM|SwV_G`mDSOwNG5C4-NB<Z|w)W-803D_Xs*OQ0XN5{uot`-p{{e}cc
z$#-qx)8hSkwJUS4tV)PhSej3@&pNrA2R2(BeRCh^6@~|rPKe{y^hgxFjhm)fPiNxC
z+}Z@v=GFz{LSjNJ81@f|f~0Jdu}q?WsbJQwcucZG;0=Wp8NNKr@qa6fVcyeEv<4wZ
zgJJf|OVH2pqgS-owne(DlxSoLV-V*vh38?bDa&2$eoPK=|Mm8Q^smTaE<iCmwn&Bv
zSJHuQz`5x{$O{oT(drGBDse@iY|i=ha(&SnT2lbBuPg@J%M`g=6Cm-wU%;;;^_j_H
z?GH03R$~JFL!yh_0%<;VlyXI@gRe6bs*~@7{*29i4S5GufqD`xdmzwQ8Ymbo7b=YT
zRCTcbQt1^DTf}NA*x&*{8jPVO4WM|d^WD2e`f2q2yz*p1<WTDw78v#Sd)X_eViCE_
z(rB=6g?;NUdCY|IA!%?!J;bM}<DZE8MW&yeKiJ@`El1zCaQ`bv{I?j8qJC`gpwmjx
zW%-AUl<1Cs*Txu=31=kDHx?mtJS?<U8r<k{%+~4SX)LjSpbf6SjA+zeSz~Km+P`>8
ziO;`$NV$@+6n6Kd)pw7JoXZgQ&*Gj?0?qSi<WRL)lify@ndk2wbdh2qHVt^m!}pn_
zoDVewiOwca&mHMeLVjV$7y<QoWfMf~P)Q*-5~(vRRDeumpfVqd#Ij<vine^OMfJEd
zxJ73_=N#-3ADE&*cxbzhKT*#n{uXEG1fd2!1KRDLw@x_9mu0a7uC|WgsQB0$8TmRK
z{I@K|DMP3Ke*K>Kt>`JXUJWNydw@Abo+|iwL~R8>nzdVw(RAan-%V?xT#(UA^UeoD
ziwG69@EggPpN}NTE-utxBvO^QobDQIm6uBYmHY<Y{KW;3I)5jLEl%J->7n0igV2DQ
zJI!Fo!4!zDb~%zw<eEnhjbL9#EA${&5Ow5S0MP()@yJ_<Gz8_m+L8z&P9VMLV1vsL
zTMB-7May`<XPOd02<0L@oHw=%De0hroW2@}aALg2ZKTzAf3bJE&G>ih8@Zu#p0(fW
zNg1tt6LNajyKm=+6kH{#UK!Y>k3E&r92BHuHT!V*v|e|yjopn-nqvnDQV2OY5e&$4
z#V6jP^pr899p38p7Oik?LA%uWXk2xBv9F)wVF`pJtI<}<QPZsHm`ohUeMEAO2Dzn>
zcfSFUmMprU=3qh&E(85K9njqhRqXgE&1~LjJ6%dVJ*@{%S{s6IPG+1Pl}=?4O{x{{
zq|b@yB-hIn5bEz9iQ}B5ecx11$~=^C*nh+M<fUJl*_oSq8Of*M#;$@c_+MRk-wuBE
z8CQF0iZ%s^1lH^?@tqMU8s7;(Z(|Ih(E3^vf$~?PRd8WLMtHw!k6olX##09q{m{#;
zQu^PG$k#M=-s^abqB``y^$|3y-4W>90*K_Ej9^uF`igqy{l16LWghnvX2!e-b1Xj=
zakz<v<$3GqFF9Qqi0EL*XjxiY%!B8jObpnydGKzpbWMSEqOH6wFlZM;YIKi}_Y>Jq
zMzAl%5qWM+v6A=6x1WQgWuiwEgC8V-02IV5RDcYNkTz$c?})0lwG;3pO7s;#iMPuk
zz*X_t9uGG|$}#_CUY3HTu^tD6H$j&vR&XAwuBtcR9d-)mPn#Gqn9=dLA(SxAF^4|B
zD#*h5nyr2kayP6P#M_+_&Yk{!$&xUWkFSOKXi;efG4Sd6LhGlPjMZLBl(uYvwmp_s
z9P@}l$*Ffl_zZ)-=^;}*JsF$Uga$_0eFgVnj71hlS_CJF1df^k29Q6Ui4*B%OnEKZ
z%jU2qO3#VDRwx<bp;@3C^P#a7Hvj3HW|+f|_*%pqKQYUdaDO){H!JS=9?8e(eucEy
zHilu|S=KBmnW+d^A0A)aPclim!pnE+WNG^geYAw%Fsx&mi0Ct?Sv8bKq+%y16DvS)
z(}@AkMS+J@XL6IP8r75cYk}eTl>l*lzwW7U=Mk*1+7E>HCf}*Oy089Hi?Hf3O9T{}
zY}5t!l|P47cx_S_wv*Hk{TNG_5CqQ6ds|kbBNnYg;s}L$7JO|;U-!0hIEes=&b^s{
zkkVMw7BZuiWR%5qp9!@hT&x${15lQZh`9NzzvsKeS?PgOtBN>yN-t&iZemfNO5<s|
zWWwS!vyD+5+Xp5=zbLhLD$Ji>$Vn19zZSr_z;Xc#NI9EN^IIa-J8AkAf%RB~AKF_h
zds*19#?gTkFTsQHFT_kp<jx$5&VTZ*1%3(jL*F1pNW9BP_OH-qD~-rny(p|k@*jA7
zL-id&zvbYrMLvI*!eW=0(xfTeXYN2HX&sK;6~K=g#N^4-KY`5J4Vm@vhtEKoP(haV
zzr)<yj}T>$GbTn%u@m4fP5UF7fT1P!L5x|NO*^+ZCVqBc?j&gG>ErvQ#a$c{aAvi5
z4l<pArH9Os3BO1~nYWr|Px~m9MP9VXy!S}>mLd}*IycBt89ASXvTWCYp1&>fStRkH
z&Bq<!B-}QK-E~gZ*{a?&0VTkV1rG1O;kz41ib<2}s`_S)2>04hoZ;c0@HK0xx2BcO
znP54?MY&6FNTWaq2FRW?pu~Agi-93gJyYIk1TcUFL@KRMXUg>ZwtTv7PG9E>ffUJH
zz~tpT$k`?VbDsvJxdg%XXf1v6{h^ALRpFX>Gpg#Zy-Sf51Tvv5t+;#l5YT~SL5R)@
zuAZ(m{#$r#-)6|cMs2&+_T~KPM(qiSB3B$!#OcOV0+UaFsxD6rpQA)))J?N&2tLR*
zrcS<dO~EE?kZFAW=PHT8E$F%zF9xpdJd{WklgZ=K27o=2Tc;CkM~IXb_9###4ccN>
z{{an4{Z7WRBXHXBds&)(m8po#KG5MsNZEBN?-r|2&dn0d0^hGj*NQi)9#58n|7ou^
z{_c1y6^7a-&{3*zW1BW$DUJO;K~`nQ+fOM&L-lE(D^!^AWHbXamh8u+hyEbq@T|dQ
zM(4n7zFD6=9$0ysYrw##25G@>Avu|)x&_t00L@GUKh9>qk8^%1B?2PZ>wkN(;e)2}
z^1-Y9z7}i7L>jR%$Hn%RMlYQ#t}Iz&Am!WkB5{De^Z>Zw#aN2K21weS{kRj*E2L!J
z)atWC4b;8{D&T8A%kT@iQc6)k3lo4RQ5t-ctqX(4*ik5^&lT{&V=`+CY7~?P!VC5;
zJb&YV$(c-5ipR%+@x$FL6n|9Vx!}WfpAQwv$E<&`jVmZ{9ZBs;-6#;lnE7bHI(S}1
zCU(1bd2vDI)^YMO^u27zWm%D7wYh}t@#f?u?d_YH@`r;QfPUq4l{n#Nay`=c6})!Y
z=(c2WR&?_Tm4|50RE#CuN&xz(cPsTjm}220?$=DjWGsyBt`mjGTVeVUKnuO!cH`0^
zV`8>3mO6s`1_e;+ra!tlr)fi3pQ6>9@DIi{)mQxGuNOJB98HQEpD&me^l{y9S{qF9
z%d-V!H1KY#v_KR@8dmx7>+Qcf!#^iTqD4U}EMpxCUr?qi;p5cOKnZp&pwdeQ_~ooI
za8gB!#se4Eg2Rfrq^SHAO7uORgPGbQR|OCeI|bQM)tK(yXkT4L(_h<ndrbtK=06*W
z2Kqp#cFhX$)ADZj<M_4@Dvh`%Q%QCP0@vOQ?a*e>#PZuDi_nYTu%rk;rhYkv0q{NT
z_@Z0@m2#4f0|K1-=LGUcPYH3X^h&&fE{{n->|>zrj)XZ<R7MBWwjek%P{hL_6%pG`
zV7J#sHbjKTTiOi^-}N<ohL{q6@0v<7s5*@;$-z88px0{et2d8II*>7!LKsUS+wnt>
zAhY#Pzmb|ipv5SmEgC)0ahcMvKL_EBld}=pSX?6it;TVlk=bdl>9_K_Hi`V)sI#3C
za|THg=I$Vi$6;d}0-w}U^|e}&(4WrXr%JNt2#hsa$?uJBUr2>7YZolL7JX^%!3FIT
zc?LflM)jYVH;wr+Ji-{4e&@%;nY0sQpbbYCb(}!FehB0%8oTnMqwszmp(3(gGbffw
zuFdb|8Q*M$8+u*z3@FKf%CpMEScEHA_H^Xsv~Q!pmr)&lMrtGuV@wPrbRecL8MdM7
ztX`^Pa5?KB@=X%>0bC<4KYGksLT_4u52R1_J2fd;o%j-Or4EEy9v#2f%~K0jw3i-3
zKcdrmZ*L!>M78omorkH%E=8TeR+W^AjpiALobn^cdVy`^4hBZ5w4)B9+BrK_DP|>M
zKdJ1MDrVGUXX9cul5)fH^mm+OTojev%Rmc@W|NJ4AhDZ1*W56ew&_stlVOhiQY!UP
z|LZw2EP<Nph5~%wbu|<A(?RjYtZ%2kY$#rBn77btADcD)d_GfIxA2ma#l}gSXTn@9
z-+X<(MfGa;<mSB6eo%u_cT+XOCF-E8WkqsT!YTp5RLnqf-f1d85F1A-#1dH&jck@U
zXHpFy|A3_zByB%RIq3XlZv?B(xj)4g-#A~c@PVe1Y1{6gLan-c?e}(f`Hz!DRs8;k
zR^(<1dspw82(ti*ai$QhremY5{H`w;ODgg3pXK<)P7TmY$U=DQy=*W+%-=nPXM58+
zRT;x*gr7E*B$-se?~tP>Cqh1)N4h4WB_V~dnk*HEjnNPvA&!fcRn8bsUUT9`Hrq04
zfy1GxGz|?D4+qs~b8pY=l<K<m2J;lNH8OrN!TJoXn1tkK#8<{ds{q-Kxa+;Y)ZbpD
z4*gy-=?G+A3Vo4||Ju*$F7#t1^KNvw!5Ys$rMGWL_%p#t6!B`Pq{&;iq5GD>MN{7n
z=cEGzxOncz^kBFt*panu33z-KX0!@d#wI#fX6pCr(bxfo?=%h`*(39WWD}rNCc_7}
z|EQa^Ouc6~q|_oI5q|7D?Ro{tK*m+J20upA-=8ju(vjWln*bGu)4aL%ojjRQdf7ua
zP=farohXb7a*9Xmd1N-Q88-Vrg7|4{8u_AxKvB<4F36zCgaH|ynN}|JSfJ%?<rrNe
zRO>V+cw(fRym|9JuQ><G7Br+Byfn8XBfexS{K#BQ<Ge<~oFg038u-*|0?nUw^vkgH
z{W%x(hfCd+<*~7Yc}hKduYGO1%^xT-K>i6{qIE0_7XH?|B}t?8wT1k175DOM#%LC%
z{$R0SkDn*)^bdEr4ecPU;*vR$j<W0Jbi4IgPL6iT^0XPqm-lg00l8t#3;j3)!f)e2
zxAHZ>eECs4Axe#ZZ^epaz^SZW))6Lv9@BIa2^p^N_gJs?ZbQkkE6k|53AJq8f7y`s
zr3ht?R$3|J2bfgm0P(b1rCXIDWZf|=aRMVW)17c=vQ_7KliSjd>Y%s`#X_u;b(1~H
z9RCLySno-LBb5)k=lYrs4_j{yR~+0@;=X$TC$ZC~p9^c_<~C@7$PI^$LTiGpIVH>J
zqrD04TsR)Zj0;HdnBG-y%y(IeA;~HiUmlLdPg7T0d&>_hZ_4I8K_^RS^E=o^E&(rE
zB+*<fxF#|(QrOTY;mQil7js;heHS{(ZEl%2KB^nu-XP)~{)G@LZhA9%Qm@`lUDZMR
zq2zs245QQiIhVGKIl&htwP8Jf+n%ZMiQ5u!LUz!us%09MH8ifO3SM-l1ZXdlBTP!9
zN$)W)6WWmbTHT`+FZ4S)z*`Q2r7%>dal>?bSkNXiahWoKgD%neQGk`X?<+ab*_xS5
zrkV3!#8d1$Y7JE{V`IvVfrR8YC3y2gK!q6X3B=$=3~IyMz;zmkIf`1pv`ry*ySY3$
z8KiV|J7OUelQ3%H*I51=<ABEFTO{ldi9;5tYH|c%mhKYv0L1)Xhfx(S8U0UWypfXW
zEE&cT&5hvV(&g-4Q^^zA1Dz|^$Jay~p9Y_$CB9@)B_wz7pl$Oi{R3%s{-YRq--5`C
z+_@7gfYPW}%0VlFBxc8Upp^_)OFU=y$PbqYUYv`jbbe*~7a?v3RBCF2?z8S|=^;J{
zKQD1$+_S%R11$oxEJYI-^tk{jmtWCTSWx1LpWWS_$(0^LMQO!s`eEdPXzzPgvwL+h
zUTp1|C@7MWyn0bfu}ssnf!^(sI-RctvxNpKoO^W>%JbU#H)`u#?dh~lTH8>^Y!>50
zwI)}zIAd465byv=@_NTKSRl^N48pI$uyx(`e`8YMi0LL5ZVkb0Qg0AS02Mj6hP5A0
zY361o6ps!<ZR{qQC0RM|(J{ks&jBPbv?~Sz+CYhBHuD2cXVhVrTU2uL7KpSo;6#gF
z-Ag9L7;(Cfeg_uh;DnB<tGGq1sRMTzj~J#cvkl2`sZt`K&{BJD7B%@R>^8J@nV751
z{k&Jczs^!V?q2=u<QpofbVoU5UY1kEjrGbwoMvEyr#naqbe&1(Mo}dhY>nn_kaBa~
zkoMskt*hQ>AbpIJ{{<AN<D8YgSeld(0N@k39(|yESgPZbi9V1C3ZA~^Nu`2tbs;{n
z&p|eyrD*5Xz7z{c0bbtJg{o{46c&pxPcl6NnIbVldg-zy%go7+(>a$`2391iMy7iv
zBXFlDOhDqGv$U(L%lY1NZtik3N~8ywJuwh~D%=3R-Ru1@aIP*-6R(IVb(EJ4Nvc>U
zH};H=eAj`GRVlt`8!e7W;&W=N%@DhOCWWZ8o!Z%cjA6M=(0oHV(}a#%T5oC=x9e4|
zaDd@+#{@!o2gvW3<^s{Gv^E7ynbWSjTRg9YI)=B36L#GqiseiVn1=^T#r{XDgdwn*
zCFqP-ZWz%u4@46W=ZHVm5UCSV({Y;X%dV(J!VN$O=gX|K#UNcb5`*qxf{m!N?gwVQ
zSoa@DWA1#d=a6zgc+G0VW}io~@LQ`R!1&O@1jl#h$5*GjE1x4x7tQmJk)JX@VWAy`
ziAPm&>Ku|{n6`g1s;N$%o`+_iMB@eCe*|%ll}ZMQ4!I2O_dnVKDg$UH>wb6*+!Lz!
zH3|!(U8WxRu=wC6s<X?5it&%mbrs97c&r1YfTf<6xN^?pIr8<yEwx8jbA^WvG7Zwp
zJ7fuUG_W%=C@fF&nI;-1?&UU_U8SgVM?N7QK!d$mmcpzdljc8ED|%D^>X$X<BAx$R
zce>O}7?32{n+}#<X1;ouU{^nwq!$-n!@(=hb+x@%*{W@GxB80You5+in*|rEz=<0k
zx7<EmyA@%QL~ILwWLqkGI4-U*QRD{teyBf$8Er6=hdZ?EmdlBP?<K{M8xHnIVM-=B
ze_djFL>yreiMg?h1ztO*Q3`!;^!Zh@k>#?_Pq(k~afDhxm>~$?p}yJDkHWvtGrz0v
zBk|F`|Fych`-{G+6tio_W_nwmu#c#qrTXsQwHSsE*_NS?PgY2<x{JdrgS23O*1`D!
z^&5G=J+He&nf)Ep0Xhpp$@in1_vBxZIJm5PZ~HB&BO=h|0`IS>UNdCyuYOzkZ1Ody
ziK<J~jYaauCna9CoD47T)@kL_4g_zMQ_kZgiadr5(WW8(B+O^$&y~J=igWQpt-UbG
zQhoj^oM}C)Zl=z&j}GTvp%TrRue_4`aG7>&Ib)gV9TTTr&*+)oXiUUdX?2pfrd!be
zSKNgqO<2MjoH^xopSD#H<>oU_bjChSAV@rYtq@)O=##Uc=R_e#4NbT;=DShhc1W++
z`4a>O(|ex8cX)upkW#`QGJ(7SK6jv2b4rwtLU)QB{X1Nyb`0i^!6Wc?^>OoA>!&fr
zwIEIE{CBxb|DAWijznIZ6*;v&SH?-HTt`PG|4`?Uko@NTye6cN9G$3^PSLL-I+s#K
zyT5Dy`o#Igys|ohYxgAS)he$z;g{S$9?kR|pB0mP)@)uzwN%gBpgE6OJA#Ow#?D^d
zhXFrKi=s;4@@kM&sILbzUeV*^tF3$U$b`&)S$ebeq@-!|!XbILtwEQbdXnSGXV$W(
zZr0|XpF<d%$WE<QMm)+j<0y-mf3T@>uqeeZ9&gq5Dr>w<{JVEpb5!-<aq&~OX1=%B
z((XfT7a*ec=2m<4AQs-+j0%n7z=o?v`+2V?6lZx_5zQEKw`@5-tuU-GG0`Cv9MWzH
zEz-Pd{CzP<rOb8ftjK=B=8Uvmq&t@RtkFTY{MEW`nrpmhG|wZ<mss^Sx7W<rTBVzY
z<?HK7G@i#l1<32<jim3L@Z%6s3#+kTfrF--$oLTZdg?@4!+VVKWBBNduSRg&@!end
zN$ItCK4p(WqhWLS=N7}@yyN9QxF$2|$!~|0<2^KCj3)^*HuuZJt5DRUHsQ?mId|Xb
z`-(r_6Uz{~*)XS+1DU&5<{VzZP{i^qjoOPIQ5aS@>LjbmrBlrz-y=UM1WT9|qlC8Y
zTE2%|$z~|_DWhe)D6TjhVnqD7+n#22JezNFYZy2){WJR4wMaqWFMf}$Luk_~4L|^J
z;zP7{aD@1SM$8wS{nMOq^&YN!QP0A{DIbJxUV&qryrG%*O~X>H;8r%_+=7Dq0lhM=
zAw2b8tDgH93LvOFP?k(6o8?$e5%;@GQZKGqx26_KbmhI6UU<+?u|ji+tiWh&h^><O
zT%P}mg(?+mf5fPXa6208wH32)wBMnGo)OL(&g^!M-cgIk*FvfA@mMcghR|Xr8{}2o
zEA(}L<XP17tQ6%qOqI+EdFusY2eE%t=66^>iQZu?kw3hKk>kRWx_{Duc(CFu;o~!o
z9b{TeLMjMeZ`u0G=m|jOS^cH07z0`bAo*j54V7+f7S6g=Jo0BzaJX<K>C@)Ch6+;q
z`s~KyPtr|i5ks{pN-9nF0$Mv<8Suj$DWMS|R~pNz3}51cFN%ROzj}wk1pX`oHc2aG
zoA2J#!SiSGw&AJ%SQ!FFJ~`4%=22gEJupIR|00c{tRWn7{TMOgw(+Enqr4y9#-1U}
zDT=Vcc{1wne(x|y)Ya1>vV;t;3Yk)ZF)D8btl!?!WWW*Tlo^DpIsOdoVr=@9VloN$
z(ylpH@Km|P1sN%03&igcwho^ltO!Hz<sho2O0z>2+A5gP_@aF<3DF^o`2A%^YffCm
z%ol`M={QDHIh7uCBzUn<sNe4Pbj3*?zjx(wZe-Z)1^5#f@IZx8Y<etn+i&O*1a+2_
zq|FvE%oUM8Uha2hJzjs1&oQy^@i8kR8StqSNlN^i7Z1Z3N1=TL7WkRvMc$-g*}(hS
zz6J5C?<CdXB-TF;gV0$&W@awD@g4c~V(F#G;7nYBFJpqjEj3~DVV-*tb7cDvF0-do
z^3Wa+bHE~Lz?n;0dw^05A<2;!q3;UGA^}+#@IRhf<x3kZt7En?Lzl?PTvpu@FqJDw
z-b~$lNkK{~1^nc3e-MajINr$6m7UE0Bk=hF=Ui7<S7U;*I%(kdE^vBn06?ZU$;uAm
znH)vm328K%_3ER?V%a!I6jddSeRqErJ=p+p$={nz$+A0}p$@DZ97CJ4A4^|`78&CI
zcHo%BTWFsx7uFm3+`FapKlVP+0=_{4rC+Z^Xi=R0)VS^-GWj{Ml00%O4j>^b`pMCR
z&%v35nQ<!pSMXsDaEO@dw*-qzjmvLv5ZaXR47iuESE1r!!zxF9=OEB}5=26u!KN(;
z;#&tCWauD9_+2OBr&z#WJDxD5EvjMY<PlMo8#q-|G5GvvZO;%m?x5fJ?6EBf2b%70
zRu%4gZdaEN2(1-NlFHwW-!Nq1srb1#-36U`&K3+TrLI0Ec=a!yX~cm#ex^!r>h`ux
zf4QbBapv?uY#?9O)f}HNxoNyL_`;KJ1LUD>TyIbN?%oPgE=wwU;^wmZXDF+y1*6Rf
z-aD!_?c4sE%R@_68~J&gVk0Phy}`f8R73z|N3LytzFr3D0{&hL%s&`^N%a1ZCpT2L
zK~~tBcS%OV(i1S^4hyAN1K~MyCuPDB4iIj|;DXfe@%09oNxglLB5MEm<vm0-bog|+
zyyuKCfbEc?2c6WyhI9BX6`SO-T3>6=PB>31mtP%DrbLlx+;|2bLnn_Yf60x<B~ifB
zMQ+bqiYaZ|?gv2x6&0G>nn7wsNqg2G`pegQvG2nJ-ZuY(C}DZ39EKqB@q3l(1j2$W
z6F8Zk!$OOTIACWy&esex#E0<1s1xNhW>Q*3MF;|R3IYv`-=~QYv#Yh%tJO-GB)8&>
zS|A-SQUFm;`WYLH-G56`FTfhCe-uHCEZ2=#S1~j>-kp6&Mvx{2tQXu~bZhK&3dH~E
z>`cR<eB*dOi@m`h*_jz@A$xWPBST1KD<xZ{M7Bi4V654fNF`e(YbhaQP0~V2)<hA>
zo@|Npd;ZrsZ_ahjb)D<H`oHLJ=6RmEpWppkzTeLsAdt?S#&=|1%XfnM?ln0=YT4TA
zS8|aBe_`>-X1B<88;NF8GJ2eA;w<5Qq6dxr-a|z*r;%ov77ctCIh%1@u(qi@G2h(V
zk-FEYALZIsm$EBj5kIs;GT1ZKtY)ae_;{sk?-MN{40S0R`^$`CHNGZab@J4Xx63c@
z_0Eb|{DgGF#|07gH-t4N*VbT%$x;h%dByXE5sdxVyS!oPi&vTQqEr&J%~yW-*lW<U
zvRoXy2O_|^(5|#@k}P&a;&KaK@m6M_%5+9_pjL@wyqf2}KXO_tAMPbz^P{=R@ncoa
zYMf|&F8=r?SCX5)-8J-WAs#g;in{?I0Ze}LI?=P!Qy(6p2{U&dHk#*?j8P<6Me`r&
zKV(kfQnQW7LI;U|Zirnx@Z?zj;AKuntc1UzrMiyksgMH+yL45Yyz`v7rEEX`rLDEE
zvE=YA(zDs~@CvUsQkgM@tjaIXHYIgW>38koD&BkeS*e3fwYusi^9dBGmwQt5$IEAH
z`xHIw#fhn5q~ki5A2)1w{W>uj-o-PKLSSZzFpK@^5MIOh{pFO=JO_>#BDy92j^a2$
zBXqx16?N(%@-g_nwf|yNGQd{Bm4MdalNJ3t-7cN2Lhk(jQjzOH)X2UGJLtIx$Yv>#
z1dd*DhH*j8s}%K1j)^g{;6HZR4h?noMHN(U{1rOrL`WmxPGdABQzV`(gL6;7<8#@E
zzaU3d(ej^mvM#YUoy-dRJEtxVzJd-Ij;w6JuuTB`YRb?WF4!QY*dNqu`94w7zVi2c
zW@JYbV<$<x<_uT__W9^|e3p9`v<~Lz1W;g=-agQA6QtCcgpOL!zww{XJxFm#Z?Q<A
zV0i|={R?`TV(!xU>V_~49bo#+|Hie%xyl7$%l+Y{ZcFD}K4rV5yFU974zu64#bAs1
z7@9e5d3#{*3(nWxnd74B?;mq+$aikgB%Wr1e?$O0#~i<Po10W_yQ=v5xj1j%KSxW^
zK$WVtpB`VGg&uQ9va4)`U@F^5L+qNWOTT?}i!6;d*Y#yYRoU#Ir*DN7I>9t5TtJX!
z(!4+Mmu&O91;Go=Ganed-1_60Jy=j*wXGAI+i1KJBb#S~+)sXF4H5}>G-OOgeY0T^
z&*oK-TJ#_Lipw!FNa7pkcoL=5%23Nxd^CItou3MRh3WVaw$V28aP4c~p7Ph>xKufH
zy!eC+)yiz#m75xUQD36&8tRr@3sV)>wlfs1?r*If%LiXf&JDlkM;};<ly@o_oF{C1
zHb*ikdeL3S`kJqm($#V@T7IDxSXy-+@4ey~1!?7DTxi+Yeo6w*y+D~GzXKMHqKZ^A
zdRq9&HSLNnvc>5pha76Pk8nqs>J@}wepjbh%=fh15FaB2nHMna52Q0cdZ|9G;r{Y=
zgQAZMiBcJk#xl7dmuqFIfFV3Cn<@O)lwu;9e~`twSuOeX?yrrsn1Ht7SyA@BF_w(T
z>iY3xH(njN|7n<INT?`Uz;}0<@8|J2T%F^t-&eEuWm1_s7MO6_cHiH(&x#7%^6j@p
z1d7+mjQH1<>oM0e69&7#IJ6`yewxGA9K;D7G$@LX(excS(Ne%TyY_W>2){7k{CiJ!
z^DPu;js(c2-J~%iotRi1=j?W?GfN|W-KHR-Qyb(?*RdA+u+H|JbKTK+>SQ2$n)rAW
zt;K0oi<&AEHN&nUwc52`q^hjw$=94H^!h%%Dx=n^qR!W1hs|<lf~=b`y*-`0;m;Tt
z?z{NP(>8)W6ybEuTCt<_fgAPDKy#mBk9mEB>fNgU9;BEi0}`DMv=;23gM=n=x3d3q
zk9Yk})GpgV{7wtg0?Jl*S_ze<p*;SbT$fnO$-?KP#{SUlSIJ=Yt+Uo-YqrU(3b(_V
zr$p&`fkkrDVsT1NX)U4GH9y<F6d-OhZ@tui+!U=+_BF_3ts|S}W+1VL^of>Y=ue~Z
zw^9%9Q}=4^H8gZVXYA;J*HJLpm`CiAIzwJhOlB7-6hKMwyTDxtQ{mK?p;pRLBG>aN
zDw@{sT9Hw%tj@yT?ysC!ypMG5La+up{!P&A9kve}`x@}!rndFB$Lfl|s((_j#%y74
z51F>fhA+3gY7{NrPaY))vd5Wkc*w5T#N6ic(3muZS#~E6O$-~`oVUd+d0a;P=}d31
zkW9XzxNydm7Jizo{zM9E9P9da^Gi-mkCg$Mj=I@o9v@z)=+F(zeUrr!=oF4<-vbwu
zSOXG0_?e2mZxcx$<rK`^)<g$<H%XGlA9izxsM|OFrDjAea{5#98W(Gu+rquE?<18B
zCpetMmI(w?PsZ0b7AXahXa380r8{$Dy!2git!^7lqP|6s-sTLyc(&c2XozilwY#1u
zA?4&7DTPV<YBfh=<^88@70%<}U)uBT^K1O7u?g2+w*~9kx1)@^Qi}!mE9{dbotx#(
z=6ZWWQSo_0ud&qO+_Fre?Ajv+s7R(J=Hy-UXhJ8whgp?1Pt7UdR(oAJB7t8s$vC~J
zVU?7f@(SeweN2K^OqJLZpX3@$&@haKe{t>!UC$$%#A-)!MDsRP%G4{&CxxoFSv|#8
z*L0S74kkaP8<IlbZAn=4s`^fUF-lX4vY1pN(mHqJ_Nt0pXY1nP;Wi;?J_^}b-b}`o
zyEP8tX`4c3)jfKArJ|i5!8o6b6k_HcTJLOa@Ta!sau^)sav1F9c$oyaJQdw~ucvc=
z!jmgmi-kD^8BR?OM1ua-1=WB`p+(VH5+Vj>rRTj6*EV2!%1b#_=`GO-=L~hCNCMY8
zlPy9MZW>tONXJ(vTHmeyFs91MN%hwIUOMksR3{<f-Y3G%&HbxM7mO@%Or2Mw$!r;a
z2r~5SQx_$*>x7Df5OBuRzapyh<LorB4IiH9J9j$sr^SQP2V@?$!Z)V=p;bbda?0j`
z8QHd98n5OXS!W<hFoIyVuP7G;(Vd{qe|qM^#fPDFLeyBpqudPXR+8Zd)jKz(+SAV;
zYe>|&wQ)Siv&Exot=DmhFO2o_e2l=2qonP7|0Io;amthT_V(uGtwm$e(2^jbbLOd^
z5vl)K{lYy14hEM|I5fW&{+PiAA92)h>Fvui!LR0&J=atPo&+TbGM;5_P3ghEW2UVU
zKC$$%w;C_p2(#15oGUVo9OVE*RvgMbsn7-G<tKA5pJT|O8rvhx)M`+CD_84sNq;n%
zMX4?H@BX>;cjwgKtojX4ew({~0aavi!`AG~Udc00GBeo*Ws4uBJmC3q0Rsgv9V@j1
zGANs0`9AvETJu3fu-jJtFo5B;38STz3VYl!!`Lg$5CTN~Uecabvash}o(4%oV=umW
zigK9@M$eU3m^<HlPSc`M#22htD7yW~WD4&=W<3ek_qWs!gVbRBazAr=)1XK>sC0(T
z_c$04z+2eDU}#900PkataIBP(y;88pUXck)u07=M=>jTe-DLo*2Np9u&fSeY!fv1-
zt^%$>r7A-T1M4-vl|AI^XCzEu3DUDc-KNJr^OIPS4mrRnHP@<@j%DhEK4B&NzT&L|
zo@uarC08DS0UInP-=3IfD;oS|gQ58GU>st9X-J%WljTwByh4o`SGhQ#SUFz?<~AMJ
zGwx!ak0M|a@I%-P(+m6+t2P}DOK51=gCKe@xI;hPH<J-5gFdh!=XDs=D2Au3@5Yb1
z4_4iSX3xRk;wI>TfAbX9@~46j@SY|fF{$`N=hI^{ot5|)3m2mztQ}wu+>jzAf9k^3
zVKadtwEp&b;Z<$lA8#LKa`kY*V=4wu{W=45XzQQ90YX_`dQpu4W-%~NYYhC-ww28g
zg3q%6=!P9W?~haU7Hm+jpLFY$Mx!L68(Bl{r%4{VP&Ecu<OXy$$GtZwEOFX!bCrzM
ze_#~Sx7ubkY$W{x^49Ax{~0$b=Rlm4;3P7x#*XpA_h+}>Mt{phyyh<>_b51)eOXUA
zzF=YM54G9H?i$dW^l`4kfZbjhp4vs^gRyb`#oXkVs08#=;;Iyk*ZG1#oi7Qnw@m>M
z?%nAzBGCgiV766>o&OC!`Qm~+bpZ^(*3!Yv^y^%NRWJM(xg{5%K*aWgIi|P{-7~g!
zf1A}^(SLEwKtSE=Hk(w?v4Kc@+9ObC>v;8vi8P!kpmbvU&@h~~u>m!+dTA1^CPWYX
zT43)D%t-JilWC(S-$uY0@$wcjk}i=%bPtGs9`q#X+>&Mz$Qp43BW1g57sL3r$%wGX
z`qsaHlc0*}wL)?KY+zTljEKeKB48L`2J=Mjt5iB(0c`ExxSW<_61>5(F9Di@<u6yh
zp1;=Eho>F-BGgKVWahj9eTPG<vx91;De!_wQ~<^x5C=~J{3FM@z{Buo309!mV~)~u
z?Vmmb;YAtvIdVaMb8Z57d+8uO>H-m*9AM}kUNvHYKOa|M_c`>aOFez!?OzyP_B4dU
zS}Yd21`e(&@KSkpr7N7)Yg~93jatF?*b%_CgS<Eop&ew17{QGKe<(;VT~Hi%cry9!
zFL>gQW$I=OfKQo<MB!1)(`jRqR*-63f8et=f2y3ry|*aNy42R94Wr7yLR@0k#kSA6
z{P0d}6GGkm0+Hgd^11hA{}@44Aq6^+kBg`izYDO$gh+9dBq}^zHS;mkS#W&?vkL2l
z*uU7`^!Pbar*eo1?A;jnsB-d8f*I2;zWrrte>&0YQ+LCPpa{4C&P%ZG66~A+u?Y++
zzVkhK;jdJQ5&0_TdnMla(UzWo<@O)$69?F^cdIhRI)t-|@rdtZ%#&0EB@`I#^KR<|
z9fjtC0$_dmzuQ(imMg7-8m1GOeaWk=Fu-`_ejj@J&SHnqrD7uOa~B<-mI8r<^|@h3
z*H^XEC`YvaI5u1H$T?8xfAzo+MI+(b91-+_=TKx^AJ4$k^Xc(S#BOKMvnYd#-V{tZ
zNE`slOUgQPx)#l0<n6Xe+!zc3C86$F9*+^bpn=lF4sdd!8&H77INFv6Aiqt)r;Em-
z;q{SL&7h{d2Oh9A?JHgu+!w(*|KG<6!vg<y?Q#OIu5E`DEQTAP>z*kQum~IzLCJ_w
zzFdRv|D)uK84~~<O!TX*K5!kE-(l3>+4AdSr#Yv~+Evg+_YmnCEf+A{m4x#gyeKG<
zQp|5EKYSycuDzQvZ1bn|P1rXq^YC8`LQx4Z$S4Q2%u<MUOcYccn#t>>2Equ*abE`g
zaiM<-Fdw+|#RUZ`)Gv)@03qU6^0Nn-m$=rx!+@k0hP|144&EGN77NKch~ZasqLtY{
zHUyQ;nLjLfrkoQoN1PS?r>%ZMr4$$u&<w30g|8vM6Qi+C&0{KfLuv@mmyKH;C{w)E
z{sA!k%&F77$*Ck`e|<r&KhqzKJQlb}fdJW1{VvKDi5Kv_k{8c1M??54h>&-KT~0uP
zUR#d{c+v>F<xg1u#x73YhB5vK*c;ct-D&Om3oqE}#^#DX7+Eib@qX08L&Gykg*_EI
zn2BWvhcN<Bk>I~P^C=ZP#2!aQmKn{f&b+xlj*{4uGmgE&WP@j6CX1nMI31o{JmMMy
zL<2@Cd>VrXnIZ4Z4!G94VB1v7$J;QXWG^13?xw`FfD5ts9F{e58lkr4GU;L^Mh74h
z=%}>1atYJs1O%272Q)&r0_O&%So5~HUMKbFk@c`ovF;E8bznp-;RxJ_aO+|#1IDP6
z!??mvc!4!VZk_xlR8i`O<KBy7EhQN&SSFGw;B6m*Tke~VoFeRF2n8XYow!%Ap-9VL
zgwllOXPSQtqzE}MAoaAH&{=?#n1;mS6lsWI+~*jWnGZoEMB<i65E^Kg*B1k?9AE%q
zPGKL~U76ng3Rb`e*lz>bS8ypBzw~0=$Qc9gZfhPpQR6lD*zPL0s!K$?fpfurj%<@6
z8A-=qis(SaT_!aAhFq+KTg)vGf#y9XCb9BJ73Yj0I8T^xW}V9olFE+($nIl~HU<gX
z4PaIxUT(o-CXI~`1TiV*2QQ<{#PUgiwKxkL34A3~pmEhUD+tME3U%U7K}*VmfT>7z
ztjO-2_3xYz@8S^dWF{9Y@jn<rZZ<%KiZ?~CvXM2tKNJ|J?X%gJ+)#z*Fnlu}!MLj=
z0M#l2k8Td2QaW7FUHFLmi=ZFCZc+LAa;_O*yFS4%KNy$i;6f&okr-<DjZqLg@i;s|
zu@&QPgiA!REY-^5Rh6Z$*qOTV#1e_ZG;Twn3QGdQAz8#Orhp)2BheoePgDfPkY@se
z=J=x1YXY&I53J`dxK=d$Dh;p~97H&#d%<tvaN3w31EJmO`x!_>eOG6Xm+t{;u}dV}
z_y@MXKw-1ebZq|wqvi_b*7^6qeeDYjKiCY$fO3o>Y#f%;&RmAE!|)Pt%Y)`(0;D!J
zSd=6kNoHQvej4XRd|o(V4XZ@H39XY&p{H!P4`uF?gdL)9!l0kY44#H8#KI3Vy)oR{
zolDywwmsSudab6L{gLnXR#08wQUL;$;1JW31DxJbPBc9g@L&6Z1eMlI-aZCoru`?`
zQmHLP;3Ek7gCpoS^Wef^+E!wZ-z3q1ocj7#Wz&9G3_aiT<YFZZRS#={1F=h*$1ql*
zZ4w`cj4oa~Txyg=Hglz1z%e|Z>x&?IFO2HmS%17~!XggD60Ifi^LQf0UzD!ijAL!K
zC(n~%t@2!5he)0WL9><in!EJu1Pj8f{9JMB*XL-I1`uCVy+-U8+9DqV^kyzY1KyM4
zV2zDNJFyV#AUe0jaN6}z8ajB=2&_bj{jgJOg!id5put9&nQs(h27Bz6{YUT>p-%5O
z$!ShNB=moqz0$NfBP*bGA;T6=pe(|V>0Uq(+?&rc4zd3XY+znOtB^;n!#vK%>}fF2
zgH)sS!nQ*$*VXR=LQOBPz7FqwF4W!$*bdGg%ZKgm5NJmw!57|J?O_LxB9RTp3kVZ<
zUkko4FWnrIr>09Ku8NVP(14DPW{tfAl7tHd1csm<pPoB7G%a%*Y#IJ(%m~E>LA)Tr
z_s+l(E>t&4l`$_C@$6n;1a9kVNeFW}zk9&1eoejsjco4|T;SXqI`ar*7&+!Ou*aS{
zQ!nJb^8m0GZ?FKUmHYVMaDNC58vjS`?!a4ZO@fpau%Rii{cClR5Z#e;a=&A+e7HU%
zkzOmU$`rz{I@@wV$dLxB<xZ#?Bq45oOUeuHf$a*x2`NL%{~co>FgvQHTcJr<e)r6`
z_PDEZt(X*1VEfgFR>&Q%qC#fzM-A$MRzufj695*yu)Ghn*3@LZO=|kjv7=Yc;rEbD
z4E(7S8yb@Q$|6W42>T}*h2f!QLi+u1997*8xJ1e6S_lhYoH6;F5jWZvnF!A~uGCA{
zbt9VMag;kNp#}{FV>~*8rvS%YhlLTv(MaYKV8=5g#pI&Jusl*Hry-nJ^XeT|W<Yfb
zKOQm(BBrtAD>(HQnsB}g26s#k#K@Fs1J~vln)xNLI7uKG*qJwb9-geL3dD3WKZ=+^
zS@Vslyv<f>ThhUyb-X}!ib>3XXwM^v)oTS7?LFtV=owqYmn{hf=5MTdnnwc*OcXEV
zX)0bC)j_bAuKElyzyNQ@31S^B!Dz=epEs#^Ky`5mC}U}zR(Q&m7;9w3D0&efriTFG
zH{!VOChXfHQuwP%owcuKf<W!O3<ZQ4xOZOikn5c#*hpndEzDvF1g7;5N8VRd3G+Z`
zHr_B7`HC(u5#9q+Xvtu*Det~(xu}kKWdrkVcTLcBD^RZLz|IM94}PgdLxLzh9_=<#
z7}CRoLua5@=f5~W`YR33Aq{3yCP-e-5(i-MK!IcT%~Q25&rm@|HVGT&=j{6W$Q!N2
z7s;;)%M8HOuE<2gWB<ksUytFQ&y!-YX+i8eU*>w2uUsKqr8}}9zRwCepyjy3!b0WY
zh1DCctl;zh^;zC#H&{=L5bs4gBM+qZ^KYRduu;Qrpr>_We;6V{^Z#Px;Z_DiPUfpy
z?tRzkEucFpxk0Osd>;#Ay&GV<c^FSHj)0WgIsaU9WH{#Z#`0t}T$16u7YiXHe19D1
zeOX+g4np3XcJ@4_v3!J6^J@WCYbh^wdSvQ-UOQJNrqhFFkI%tP0;cG{eU9Ein?g&z
z2*)y)WaF0^2r?7%H`l<8TxzR6`=#Cvy3CS0f4}YwP-5X1W4X$t6AL=J5{GNeG_<mN
z4<WJUmdNHvD&P|!IfuMBL)Ol+8k-9f&HoZTJYP0>n%Mkq6a=Gpthh+-9}1#sRlsL>
z13vgQc)2D3xRn7VR*dXkbGW(je5EloQtRJ~`rywp6JdX*-jClE<YYs_d%>fe(~UAV
z0P6hwt~LfQjxNU3Yj=r8Oy#29=ZsLT1}v@(fZomdh=8z>z4;ruhu`}<?}4JA(^r2=
zCO(1sU?B~3Z9aD9oXzkOAVetSjYs%q|E0H7Rd{UoErMYpkT(~6Bwif?qiHHBs<t!$
zRe~+CEibWQN2bgt5%PU5){ki<0Ww-79!!GeF9iuiL(e>A=ewXNv$o`)Oay6Odbi%+
zw{vGwfUHlC>YxevK+TxB=LO(skfvFQO{vs;7g!Do>d@I+{bk3$b9tsA|0^flAV%sF
zM6#KQc#6RlHHJJ9nz8}EJio#|5hNLlJ!j<F%$}{`Q(*ST#n)KqD>N43>aXrcBwF8r
zuT%z+ic%^JuVvr?RVHryG?P;%kRr|jz~uV#QRoxM&)W~uW>8Q0qtBsouS1@lOfrOL
zCfUPJZO++(;P?g!fI_xI;o<XHt>H<r?&^@Y1_%A=vpWL;3at8Z|NX=%_U-@9iiwRu
zq!9GehpqF#l8;?u=u_ipG%6A)nZU(TDY24*1PJsBu3be&K<@O5282n3po3~u8ASC$
zWPlo-id3dRDYe!{S~v7S1y!bRsQ_B>_;C$#ZtKUDKs^5Dg%HhPJ&4~8S&qBFoX2Mf
zr4IL1d*tQB3u2dwde=Ufh&?2CdsH?`!47Z(=_S;M&(OfP@A1ljg*D%zO8bWr^4_0v
z$F(aVBGiDklvxpYLlOUT8bGLhr14ec%cxBP*_Pik4eF(vJ#8d9p8K%(Am6L~SFCYJ
z7iEw9iK4YHiNNIYP(TM_JCemJC6hu!Ls@m@U~w$5=wf{shSo?&7NJ@4vB=<x3jBbJ
zP>q{{%3jSGKZJ$^7T}U_%mWDiHBhIRh|&o++Oplgl<ya7<g^m$0UORc*MaAkOMkGz
z)h=1U)h=HUk_?*GVmaJ=sp+2-L~^bx7{_>|r=may(#P?8QR&i$bN{>8G+GaTp!wML
zT_x9OLDX4pQQJXSo{tgN3Zy)ekWuqoLFdzu*FJy@h&@%)Mc9e|%hgzXu-WAG?3KA;
zyHGIu{&zY6oCwhS^!zczoG*x`cKS&x9?Ven8hUE_2kZ3cksDNDv2k~u_j`(u1L|Oi
z%zSkdSZ^7DJnQTI^QY4PaxNUIYIaN0I{zs#Vn0~@5ZE*z0)BmmY$_gPhH{P#_Vt@}
zJWzUPfH>4Ne)rx_>1c4%((zx%&Z<sby1RlqS$o;w{_Jg%M^bre`P4JBo_~Z_egbJ{
zQkDnb9QqgWXY$Xt$`}t}!Y(lp=JF1-7RU2+qBk@Rg5X!3ymjftkxIrDcF1S4{(C;(
zqSrIdjrGnQT5c)fbo>0`IQIp5i5+UE?wj;8t-liCrbT{(@0A~YCY#>WxHliXI2Jzf
z_U1A0&P{9R5eQ`9z~nh&+&83EVS@P4G7?<Vsfck1v9I31aT|hZP$lPgO}7O8{a5|d
zxuR=N-;QV>gVQZ8c91oqQIBr2M33yMlXg9joJu;)m-_Yac11UA3g9SHWW4(5QcDD5
zT1s=R!DTYoh*tE>n6xj?P>kSk5NgpnCEIEC$K&2>##c@)nYf`S3<=Rs49?wKeLAFE
z`BG<NERs{WJ70oxxl!%HrylzdWY5p91=zt;XfXLPfFE5B99O=j7nqPZdc9u=`!V3~
zF(VY^4St<br8Kr-$vsQpsJl{SlxlF}O*i)UC1>b($b|{_PuBSwzxg|M1_|>zd#B|F
zz}Y$%iCSRrg&hZyjBkC;5j_2esSi$T8SgOmQ`}-=t)I-+6G=^R{OLGW0YQ>}^3L&R
z3j-ChON+R0V0x8SiS5Isw45%rm47GsC?YA!{$=6Y1yeHjcfg<BUr2@4Q6EPh@{&m0
z53E+|aX!x+gx@4=Dy%zDdgG~%Z(c-_s!S;<v8Nr{i@iGY{bDA-QkMm=75aG_u(uf9
z)bzWLoNS>C+G2!#AAmww|DZ*Y6FZ1G!KlvxDeqBnlxMUveoTjYQ39ffOMJgA&+Lmw
z4rZYa%9{#-GNeLEQJH7&6>n3@(E)YsxCBbtxd73+;J+1Yo7u<~d*a!}hx1`n?ptP2
zFfL95iAiay)8yc}yP3dgd=1`nmyy4yT*fVVh~N#3@YLI7OIR%d1taedeYEoyp^@5+
z01yEvW1QlvdD#1S*1UxUG3<bRw43Rif3@`W;@^Xqe{*}e>@#)<BqNGjaqQbihnH<F
z<2psSUQbo&r#~U0L^t&_%I;NlLB$0uz|@22r`s@rl>=kH->gwB$|9UV-7PFU>n|F}
zcVqvlnH1Hec%U`9-z4A?f!bgRZ=Er+z+$gR;tO`qL)~DldD?tY>tWdM#OH(1w_0#7
z_Ji8*a;odMh5pLB9Y2UA>A-G$RkugvWRWDjN=P|`bd*e)A<K{{&ju4Cugp55o%Syl
zez0R<jbc75{AtPl*4FGu-7%!GcY$u((-jCV65sVj=RZu@NWFO(1)erBIOxQ_Xo2-R
z^AH*&%Kd&VDo!`lxZ$BWy5b0<UeEh29077BKN#t;1*LiaHK>vL4>ZKq6=KB#f0frD
zT&Al#%Xi-RF0C4K$+ZK6tC!R};Cr;e?RM;z*I?Ljid9^esvx!zgiphgL5+WYS(?&;
zE5T_uuMUy^YViDsrnD={Gz=AONdeLc6ZmPZ)C}lC;53thDk!c4YB5;s<F?Kik5f7s
z+g1^X+YXK|NraLaw(C!1MRqjm;i-)Na4??_1c(}G8!${6Pdq!*7NN!5#V&U#32)%v
zwfrH;DfeB%%;;C!D)&s(v#ZkPaEQZ9;HVk2DMfrc#>2b6Le6AyaJDBu^5S4s6tX4a
z7gljjRl;zZMaMQ5+oO)&)GeoX@+^nPn4__^Yh$^tjFskzW9+A<=86s1@~JqoZC>nC
zuAqHw$D9)c`WsLp-MYhpCyi-uyZLhKcMxQUWn`@sbdS@r9Ix(;Z{b3ovlFfXl7R~>
zVA3;^4t68E6i_%o7F2M^iJbR)f`eVu!6Q8OABpAP-NbM0hbR+|VjC_VQZ*M&(J<FQ
z<zs*yRB>$=eg-w|;nc^m4hSTqZIDCQfDX&~7z(odr4!I@-)jITaL>QI^a9I<{p&m0
zH3!ChUXEnRUfw^<@x)ZD1ifss^dmcYZJ>>9e3HG4JM|RlX!o7~>cm}Y)ji+b5w2(J
z&<gGIek{f1HQI2Thn?$pO@teH@vTbtv^=*I*G%(L59jo7&4TM*VPyG;-cq5(byvRy
zoSM(_B9Vd;U4mkv^K{t1d-pC&Sus%F>2_{dTbgESWWGaDT@LT|*NbAG;LIk(pl<J)
zs@11V9IjV(HXg2UxfyR-K%-d35H~(lJ990gK_W?^_J>3u4BxdvNN}&>5?JXb1O?zo
zhaqXGVMw=14|F1LLg&vir8D~#z3J>b!9Jl!NE^1~ukhtf7WwRZQ9XZSj?ip^${VWP
zHpVBpdllPlPpr$I^$yk;i#`>Minzu;Cmp3iys7)Mr$o)0OtBqq#4U=>K6|<TWc2k6
zKlUl3xoaNK+D;78*wD2*M_5s=Och~vNVnOAlA_SDo^P@UHP(ez30O$q(mR@=W#zAy
zz^m7a1x)A>S5z)aHs#AHV3ERD$RZkG3$1#Pqu3Op{-!j3t-E;cxUYL0)rZUUOxEu0
zws~Un_Yu<3u1T}8fqwzInDkw%4yp<fN1QJOJ{{Q>>u?st^8bZt+C7+IDhJHkTWlL?
zk0S|kR7ROF9Bl)Gq6cv>ZKf$Lt`1*1rj6`v4d0i1+d0{dLZJ!tjDhj>#P+|*&W50)
zXFf{3&QN_=_Ep=oVrQ*}?)a7HLg$nAM)Pb3as|l?OB!lhsfFxc@T>Y(&6})y_M~sD
z6j2!UB^=TW?PXvK(o+UV&wtmz*%dCWVcA=ij+sm6y1NGduD#spU}rs5MJcjZ+W7Zb
zeyQp5Aqfu^)^|hZ6WeO3eupUU-}A8sNr(wY`v-&<SfmPJc?2zESBsLBJAr$zF^MOb
zdV@iyx7NoM;%<^r403*#DT_`ozkS$TPJ>l`gpQ2kNeR3C0796qY>FRwA@5?h*MA?y
z{I;#cng?mnky}&e=mc98T0HN_#DebgdH2^@2QY_P7^!>3L!4(A@}3Z$V&}g$RqC>)
zh#SD2NT`bPNv(hTwD;$=+3e0MU*j&0#6F{SPV<EC_8ESL-%4J8d9XP4Zd2#Oo1|Aw
z*O!6|Gah+uKR+tvA@J}{&9mLF?In8e8_I;!rBVI3qg_-fN+8NKts)0$Do`&%yL-4W
z0Ublc3+dc9peeSr^~B^*>?P0fZsaX9FZX^_h%((0QgWfsFxV?7(CM2iKikrff-HBq
zmH)LD>*UbEw6U1SXIN+_E8~kQg}-Oz^N?`p#kHGF_kP~K-|J?{Q|J9FBHdrPMEK;K
zTr8L5Q<!08fJa$knjh}2mJh_xc}ZeS$k{2}9$4Bh;h7NN&7P&d8VOpriud}m@4><s
zzt0?-Uw0_B6$zUbRyhMTmj+VMX{<F3qCrQURaq8yrKp;I?0o+0S5e@PZ_7{(oKI%7
z%L}9Vw$jUlYk}Y_r3!ikJ05-r<beu4+)}Z-Tv6r0#P^XMI$TQIZv}n^Oi%~(40pC7
zUo<C+7BV+y?6p$hHt@}7{r21VdbFm(=jrle46m2}T<ZE0+%LJCsg;MH;bB@)TBf|M
z*-H%X9Z*vf$?>&tKoi0UM7q}!65#Cq6v`^&2|32M#z2enM5(^V=ftN8bk<R=*J4_3
zDsZIL##EusnvuBm*`19z>f*a;AxzW2AC^&X-F_ohHjXs)tfsw_vYA=SXSzx?xIb}+
z0eeHS)if2&MdEi%k@14Oto?wM)<vkXkx}mQ<aNh049KoA`S>bN*@<ei%PU93I0v0d
z_vj--(pH<^NN%y!LLw)veiO=v4>`fJufS1f@oLH4>eGD>yN$J%d@qX~?20UeQjb5u
zha``Zugvd$Xme=dimJ4?^E<)Rp>EU8(Jwj7c{344vpoO&|Nc|xIW*Aw4{yPAC6>y|
zwQ-2@Voz!~NtvIxD>cSQv@6_^d15{4dzyY&XmvX{>E)_D`U5u2kyB=#sT>?YX)-(-
zQq;WF&$#>s;%OE_*nnAO;g?-LAxXlTZZKXL8vJlo#KOrRnF40=AG>EJi44Dg{W80w
zbs+8~a9>Rpv>@OwU2vHdKn}R+dpGj%nDm@tY#b}kAnec95A>x%poSfCAVA|~D4RLE
z_l3;6Hi^KMmGfL>Nh)Wmq8P1?22RFz)-N3V$0T`Z$T23aN$@%Dxc!q85_j%WEe|cC
zuY^^p%eR_nx~MZb1v}~OKsrj&ab9q;@7;eMHyEKEaP#{<QdYO)4L|~$LBmTGmnL(B
zWP%||xvR<;?x5-HJr`MXQT+D6-tWt0>dbHc6IJ8`r1-u(fQ{WPWRCP`6Q}taZ|RPO
z^XrAwI_gggkNtss&7WH@VhQbvv>SSSklXZhxrjq%nLoPkDnPFH@zvZ=bvlf3Jzk$Q
zPYee}L?_H^%QUh0?~fw}Hj&2Jhpmk&0)XRb{5ssD%5M0Zx<W6!hACnKi<VBjI+t=;
zcC#M4|8&me(1hnOrR2FAkseD$b1CWmo}{?lZ+u{IoNG{)#5gyK4hd0_&#(I8O(UjS
zx4U1UW=7b!eeAwfbn$q@;*sk=VCZ)&SfN=P1zi{YchY1|tm^*O>L@968g86O%cs2-
z&gG{`Q5o|eI*kJhVkjLwN{2K`bG1!_e3-%dfc+Yl&g>Kj0hOr4!9$jN0H-k|y`oYP
zwYh(*;r*)@!vi%>j@G10XEA3tTpFP{7*4GFIAo)Uky(z0=9s<9&WF8Miotqzz-X)m
z>oAG7X5%_Q3*K@rruqcSd_VoyjUynQMT>YkLWxM4oO_q}Y{+hBZO$|G_pk%umV>Q~
zNPO%Uzp%HDG7VZAFR3w&ZMgT9WV(v!Fm%qm+9x8rDx&Rlet=wKMCSrz>i7VhaiEo{
z@(d%68IOS*D(y_I8?OeFjEbZk98*>L>c2Z##qE}{BADx;Y@eZ&W(T@5Of)b{zQ?%?
zjPgosjH}M^8R$od>ZYVDPS@oTQXLyFt||HKcR2f-A^Tw4eG8H%meQ;L=|+2w0*X(+
zct2^_c!HTLh#4L7H&i7?Y2Za-g40;PaRN5_wnLC*C6CLRlwvkskcETebFUHI{(Y|Q
zFY6$hPNa#LIF%jK{*TM+(Kh?ZO5R65r0iK0B6lwcI65*TMYp(R2`eebP4TfYUwc1S
z0CjVwv}&u1_tp!P?fU9^{X}Ot0~P?l#?J$)O?jpco_66HY#2O?Z&pi+<4GTf<JkBV
zhH~|N+xM_F7j2g|YI2P_C4ZSr)}i@WX+?Z+7Q;7S>?gh#-g^|oS|(hhuAz1IYgJs4
zMb78*z9yQdK?k6A7!yqfD0tETWZko8HG4Nt1vDmkPdOxpFIHsURLAEk?cwKN?GBk6
zQe*G_@97?3O3EAkdd4PB2je95u!WI*?0K}%2!qI0frkd61*mIwGoLf>t^U^L;&$03
z(yUE8i7HF7a7CF#8OIO6u!8qDos~Zi4yYrcw@JoEp6RQ)RN45>1HqVa&EU0G;ef2B
zhn#K$iD;de{z-1G`cnmj1*OV=A&R*Dv2Jf~97z%{bDn~3X3mzn-w*S|sbmBzUKq|*
zn|Sch9+*m1^uO)9liU>ks~SVKSCwTfz<jTY7K4p%eZSIs0c0X1cao)PQ`{gD7W?^#
zTXp-?q@_!X*`=O?(l=UDOnJgtm2S6d2Rd`6oj2r@1DKev19O{teGf@S?P72HGomJb
zxX@rQfg%0VL*uTjnmF!om&3!hYj(5UuJ&gcN8N&1#)@_MoUZ@dCs`xJU_4hNbdo7y
zgfd_#GaTdMM@%hbPU?bLvznaK56&??myORo&5glpw{6$qNUFT(BhUm<NxFs{pu|9t
zEhdm<P;n8QW4b<Q(|Fsla<cE)Gl4e9?dT}2!lVtw%ODeJq&$M0jR5l+>zW!<==9sD
zGQau*op@<|;Vd|1N%Qhd#>WkWQ!eRUeAh%yxYVKj#nN*?z;_1ApP=SMvrlTZ`=p=(
z7xP$F{sph?0Sbw&lA<>uVl0(YxTEdv>gSg>N6rS0rG}!GiC2bo(Td#4@l>YzEYx_Q
zFvq1G#=rE_9irUL-?swx8u9O;zOOu|&L1C3FEa{?C{Dsum_i#^&6>8&;r&zG8L!2D
zKb8K<7T}c?j&vAimfnv%ej?UmS7Gx?Ni!^P3NOZ&J0;KE@fXYkA07$!%SQB7iCj-@
zq>%2xMO<DPoQ&tAbzJ=O9Z;epX<>S+=*-Nx?lg2>*`}IZY3mxT%rc2jmce9PA}f4q
zJ4KP%6U~n;u6`vE-#72Z!Y+T>>x}?;Apf$*tyY4|_}YSYFeA#B;iS#3$7}~*px+;P
z5#KquLHapcf#yd&oK4q?u6gTdLz|%qu6m~HK0sYx=kwG=3!bp|SQ9RKoFzyKp=Ali
zO}-fE?@rP~DKd@eZb0#*#*AX(wq0LjBV=GI!%LM=<*45|-?f|~7KW-z1sP=|>ETWh
zM~$toZY_lEq=Pf1gc;+^WbIb#=x2R_9M-%t2JhUGr%pkXkGFeq#>g`Zj#gB2(ddKj
zLg{=>s5Rcdi|t6_J^pn12!>c2U@<Y7<q2{kKD#Df&Bh}WZ>+c|>WZ9Vc&=Nksfoh@
zMh3G%n2)o{?HebP3|LyyHpdpG6mF`!-T3|My+>9vfbUM&{e*V=CmU@k*RoCYGFox4
zEjuT%+a({?<IE9*s=I16nCLzzYfCkGmF6O1mk;xM2Pz=PL$uc~<%}{A;+mSaR^F-{
zedc29P89#pd_#`q!|l0YPpEu~zn^YAF%ij0$%~_%2%BcNpUZu#5WBT@i)s{n-kCet
zxaB}F6*V4y+a=g>R(9Jhps@J@ZuW80{YR(nEWV&lr&?)-%{DZE2>?Mv9|xL?AcG=q
zpKV#O?Bzh_ly}J$iN#e&HQW~BHO-u-9uCq57A`}a{h+?3wp+1Y!QgIWY(*5E6i^iK
z8>6kzLYq&A4Yp!sY9i&9V#J1uV#+<^Q+<+s4f%2255Buf9ZtHamAdi!jQ7K|<+*|!
z-yc5&l#+x<?v;2q^<=zqrzfAVp+@tBU43fLyQ+n<Q~CIsSljjM>*rRo@^xdn{_2i$
z9{U_)qh}}w4S?Pmj0|V!(n~%|v#2pZn3Wi^+#~bz)+Uc6fRW0BdkO%L)#j=2gU9vn
z>0tH5(M*BmJJlA`Co3l32Y=goh~{ljak9ijaiST$A#+;qc%W0h>MajGoW1*D)YE9z
zlLkEE6XOP&nrUalcm&N;-cM@1NvBz%N|f+=G>XzbwlN|(0)em>oHC@sFLtHwXL$!|
zAmI1?hJZ1e@QYwOv6#PTtM}(FO=H_y;3VIzuYpEpnfv93<(3=DL%k&R7j}+2;Pp*+
zx#Gw82sVB;nU_8L&yO~LkFY{!@oGzo`%m!mz=~z}y81-PNs4zna6BSG)9)Y$h)Q@u
z^X}fI59lX-c+n{DpCX%86eT!b*<{x9^1AcLFZIYvW{F}Rouk)-3oqg6Mj$hu2-){w
zt8ZT6_3hrzLCAA4r8bQ6E4D1IL5=6&HJUMJVBovaf}PU{xj3Ss*>n|7ANDrD6nIyj
zt`D{le1B0U?Cyp`!s0(%Dn_CC<IlS{)Gn2!UVK<)%7j#6t>Y>k<cnO~f+X=B{=Ij%
zS08qW7~*a@Sy_+LV)8lfU6~wR4l3`KJU>?WJPekNM1I`-*1z>|PX#PbaMOi<6Xbqu
zZ*_<r(!F-=OP)&MbQ+B)LYq#Or(JqoVOj6C{=4nJ>F1LDv_LFPn{&SN#uEp(;W|&>
z#btv!KHtOK%n~;uezKVjUOaQpFo|v1ntNd-4SC@?8qEA<h}2w}x=(M99aD!dZ@=XX
zCoRE0{jY<o|M%0K5x)Qb^QqVWe}9ZA^h<H(zZwj)xLQ$8_%=fqR=?2$Q%lmyOrSbh
zIRGHv$4Up_YU%Cb*{@*!B{Kdy^q}>Rh*)4pAp<)J=z@Hkn&KOFMcTkrVcK5NXflkW
z+P{9?d7Xf~n@}x+;T`_*|8`*a|M}9FJhwT;k5YUH_tN9w6mpcQu_dL#&?(}700p&%
AP5=M^

literal 0
HcmV?d00001

diff --git a/tutorials/modules/ROOT/pages/graph-viz.adoc b/tutorials/modules/ROOT/pages/graph-viz.adoc
new file mode 100644
index 000000000..33e9edeb4
--- /dev/null
+++ b/tutorials/modules/ROOT/pages/graph-viz.adoc
@@ -0,0 +1,784 @@
+== Visualising TypeDB Data with Python
+[NOTE]
+====
+This tutorial is based on a jupyter notebook. You can run it locally
+====
+
+This tutorial builds a simple python library for visualising TypeDB
+results as graphs using the query representation returned by the analyze
+endpoint, and optionally returned with a query when the
+`+include_query_structure+` `+QueryOption+` is set. We assume the user
+is familiar with the TypeDB python driver
+(https://github.com/typedb/typedb-driver/tree/master/python#example-usage[tutorial]).
+It uses the python driver for interacting with TypeDB, networkx for
+building the graph, and matplotlib for visualisation. We chose networkx
+and matplotlib purely because they’re widely used, but you could use any
+- TypeDB studio uses sigmajs and graphology.
+
+The full code of this tutorial is available on
+https://github.com/typedb-osi/typedb-graph-utils/python[github]. It is a
+pyproject that can be built, published and installed.
+
+== Running example:
+
+For the following sections, we’ll use this toy dataset.
+[source, typeql]
+----
+# schema
+define
+  attribute name, value string;
+  attribute age, value integer;
+  entity person, owns name, owns age;
+
+# data
+insert
+  $john isa person, has name "John", has age 20;
+  $jane isa person, has name "Jane", has age 30;
+
+# simple_query
+match $x isa person, has name $n;
+----
+
+.Code to set up
+[%collapsible]
+====
+[source, python]
+----
+SCHEMA = """
+define
+  attribute name, value string;
+  attribute age, value integer;
+  entity person, owns name, owns age;
+"""
+
+DATA = """
+insert
+  $john isa person, has name "John", has age 20;
+  $jane isa person, has name "Jane", has age 30;
+"""
+
+SIMPLE_QUERY = """
+    match $x isa person, has name $n;
+"""
+
+from typedb.driver import TypeDB, Credentials, DriverOptions, TypeDB, QueryOptions, TransactionType
+
+DB_ADDRESS = "127.0.0.1:1729"
+DB_CREDENTIALS = Credentials("admin", "password")
+DRIVER_OPTIONS = DriverOptions(is_tls_enabled=False)
+QUERY_OPTIONS = QueryOptions()
+QUERY_OPTIONS.include_query_structure = True
+DB_NAME = "typedb-graph-tutorial-py"
+
+def setup(driver, schema, data):
+    if DB_NAME in [db.name for db in driver.databases.all()]:
+        driver.databases.get(DB_NAME).delete()
+    driver.databases.create(DB_NAME)
+    with driver.transaction(DB_NAME, TransactionType.SCHEMA) as tx:
+        tx.query(schema).resolve()
+        tx.commit()
+    with driver.transaction(DB_NAME, TransactionType.WRITE) as tx:
+        rows = list(tx.query(data).resolve())
+        assert 1 == len(rows)
+        tx.commit()
+
+driver = TypeDB.driver(DB_ADDRESS, DB_CREDENTIALS, DRIVER_OPTIONS)
+setup(driver, SCHEMA, DATA)
+----
+====
+
+== Background: Analyzing queries and PipelineStructure
+
+TypeDB 3.7.0 introduces the `+analyze+` operation. Analyzing a query
+returns its pipeline structure, along with typing information for the
+variables in each pattern.
+
+A pipeline is made up of `+PipelineStage+`s, some of which are made of
+`+Conjunction+`s.
+
+[source,python]
+----
+class Pipeline:
+    def stages(self) -> Iterator[PipelineStage]
+    def conjunction(self, conjunction_id: ConjunctionID) -> Optional[Conjunction]
+    # ...
+
+class MatchStage(PipelineStage):
+    def block(self) -> "ConjunctionID"
+
+class InsertStage(PipelineStage):
+    def block(self) -> "ConjunctionID"
+----
+
+
+[source, python]
+----
+# Analyze the simple query
+from typedb.analyze import Pipeline, Constraint, ConstraintVertex
+
+with driver.transaction(DB_NAME, TransactionType.READ) as tx:
+    analyzed = tx.analyze(SIMPLE_QUERY).resolve()
+pipeline = analyzed.pipeline()
+stages = list(pipeline.stages())
+stages
+----
+.Output
+[%collapsible]
+====
+[source, rust]
+----
+[
+    Match { block: ConjunctionID(0) }
+]
+----
+====
+
+A conjunction is a collection of `+Constraint+`s, which should be
+familiar from the TypeQL statements:
+
+[source,python]
+----
+class Conjunction:
+    def constraints(self) -> Iterator["Constraint"]
+
+
+class Isa(Constraint, ABC):
+    """Represents an 'isa' constraint: <instance> isa(!) <type>"""
+    def instance(self) -> "ConstraintVertex"
+    def type(self) -> "ConstraintVertex"
+    def exactness(self) -> "ConstraintExactness" # isa or isa!
+
+
+class Has(Constraint, ABC):
+    """Represents a 'has' constraint: <owner> has <attribute>"""
+    def owner(self) -> "ConstraintVertex"
+    def attribute(self) -> "ConstraintVertex"
+----
+
+TypeQL statements can be seen as constraints between one or more
+`+ConstraintVertex+`es - These can be type `+Label+`s, `+Variable+`s or
+raw `+Value+`s.
+
+
+[source, python]
+----
+# Get the constraints from the match stage
+match_stage = stages[0]
+conjunction = pipeline.conjunction(match_stage.block())
+constraints = list(conjunction.constraints())
+constraints
+----
+.Output
+[%collapsible]
+====
+[source, rust]
+----
+[
+    Isa { instance: Variable(Variable(0)), type: Label(EntityType(EntityType { label: "person" })), exactness: Subtypes },
+    Has { owner: Variable(Variable(0)), attribute: Variable(Variable(1)), exactness: Subtypes },
+    Isa { instance: Variable(Variable(1)), type: Label(AttributeType(AttributeType { label: "name", value_type: Some(string) })), exactness: Subtypes }
+]
+----
+====
+
+== From constraints to the query graph
+
+Before we get to visualising the data returned by queries, We’ll turn
+the constraints in our query into a query-graph and visualise it. We’ll
+use a `+to_query_edge+` function to go from a Constraint to a labelled
+edge represented by the tuple `+(from, label, to)+`
+
+
+[source, python]
+----
+# Convert all constraints to edges
+from typing import Tuple
+def to_query_edge(constraint: Constraint) -> Tuple[ConstraintVertex, str, ConstraintVertex]:
+    if constraint.is_isa():
+        isa = constraint.as_isa()
+        return (isa.instance(), "isa", isa.type())
+    elif constraint.is_has():
+        has = constraint.as_has()
+        return (has.owner(), "has", has.attribute())
+    else:
+        raise NotImplementedError("Not implemented in tutorial.")
+
+query_edges = [to_query_edge(constraint) for constraint in constraints]
+query_edges
+----
+.Output
+[%collapsible]
+====
+[source, rust]
+----
+[
+    (Variable(0), 'isa', EntityType(person)),
+    (Variable(0), 'has', Variable(1)),
+    (Variable(1), 'isa', AttributeType(name))
+]
+----
+====
+
+We then use networkx and matplotlib to visualise the graph
+
+
++*In[6]:*+
+[source, python]
+----
+import networkx
+from matplotlib import pyplot
+
+query_graph = networkx.MultiDiGraph()
+for (u, label, v) in query_edges:
+    query_graph.add_edge(u,v)
+node_labels = {node: str(node) for node in query_graph.nodes()}
+networkx.draw(query_graph, labels=node_labels)
+pyplot.show()
+----
+.Output
+[%collapsible]
+====
+image:output_11_0.png[]
+====
+
+== Better formatting
+
+That’s the query graph, but it’s of little use to the viewer. We’ll
+create a `+node_style+` function which specifies some style attributes,
+and a `+draw+` function which uses these to draw the networkx graph
+using matplotlib.
+
+
+[source, python]
+----
+from typing import Dict, List, Tuple
+def node_style(pipeline: Pipeline, node: ConstraintVertex) -> Dict[str, any]:
+    color = "g" if node.is_variable() else "b"
+    label = ("$" + pipeline.get_variable_name(node.as_variable())) if node.is_variable() else str(node)
+    shape = "s" if node.is_label() else "o"
+    return {
+        "color": color,
+        "label": label,
+        "shape": shape,
+    }
+
+def draw(edges: List[Tuple[ConstraintVertex, str, ConstraintVertex]], node_styles: Dict[ConstraintVertex, Dict[str, any]]):
+    graph = networkx.MultiDiGraph()
+    graph.add_edges_from((u,v, label) for (u, label, v) in edges)
+    pos = networkx.forceatlas2_layout(graph) if hasattr(networkx, 'forceatlas2_layout') else networkx.planar_layout(graph)
+
+    nodes_by_shape = {node_styles[n]["shape"]: [] for n in graph.nodes}
+    for node in node_styles:
+        nodes_by_shape[node_styles[node]["shape"]].append(node)
+
+    for (shape, node_subset) in nodes_by_shape.items():
+        node_colors = [node_styles[n]["color"] for n in node_subset]
+        node_labels = {n: node_styles[n]["label"] for n in node_subset}
+        networkx.draw_networkx_nodes(graph, pos, nodelist=nodes_by_shape[shape], node_color=node_colors, node_shape=shape)
+        networkx.draw_networkx_labels(graph, pos, labels = node_labels)
+    networkx.draw_networkx_edges(graph, pos)
+
+    edge_labels = { (u,v): label for (u, label, v) in edges}
+    networkx.draw_networkx_edge_labels(graph, pos, edge_labels=edge_labels)
+    pyplot.show()
+
+# Prepare node styles
+nodes = set(u for (u,_,_) in query_edges).union(set(v for (_,_,v) in query_edges))
+node_styles = { n: node_style(pipeline, n) for n in nodes}
+# Draw
+draw(query_edges, node_styles)
+----
+.Output
+[%collapsible]
+====
+image:output_13_0.png[]
+====
+
+== Visualising Data
+
+TypeDB answers are `+ConceptRow+`s which map variables in the queries to
+concepts in the database. It has a similar interface to a python
+dictionary. If the `+include_query_structure+` `+QueryOption+` is set,
+the pipeline structure will be returned and each row will have shared
+access to it.
+
+[source,python]
+----
+class ConceptRow:
+    def column_names(self) -> Iterator[str] # keys
+    def concepts(self) -> Iterator[Concept]  # values
+    def get(self, column_name: str) -> Optional[Concept] # get
+
+    def query_structure(self) -> Optional["Pipeline"] # Shared access to the pipeline structure
+----
+
+
++*In[8]:*+
+[source, python]
+----
+with driver.transaction(DB_NAME, TransactionType.READ) as tx:
+    answers = list(tx.query(SIMPLE_QUERY, QUERY_OPTIONS).resolve())
+assert 2 == len(answers), "TypeDB answer count mismatch"
+answers
+----
+.Output
+[%collapsible]
+====
+----
+[
+|  $n: Attribute(name: "Jane")  |  $x: Entity(person: 0x1e00000000000000000001)  |,
+|  $n: Attribute(name: "John")  |  $x: Entity(person: 0x1e00000000000000000000)  |
+]
+----
+====
+
+[source, python]
+----
+# Every answer also has a reference to the pipeline structure
+list(answers[0].query_structure().stages())
+----
+
+.Output
+[%collapsible]
+====
+[source, rust]
+----
+[
+    Match { block: ConjunctionID(0) }
+]
+----
+====
+
+== From query structure and rows to graphs
+
+The graph view sees pattern matching as finding a homomorphism between
+the query-graph and some subgraph in the database. An answer is thus the
+mapping between the two graphs. To construct the graph representing the
+answer, we simply have to substitute the concepts in the answers for the
+variables in the query-graph. Since there are multiple answers, we take
+the union of edges
+
+[source, python]
+----
+from typedb.driver import ConceptRow, Concept
+def substitute(pipeline: Pipeline, vertex: ConstraintVertex, row: ConceptRow) -> Concept:
+    if vertex.is_label():
+        return vertex.as_label()
+    elif vertex.is_variable():
+        var_name = pipeline.get_variable_name(vertex.as_variable())
+        return row.get(var_name) if var_name else None
+    else:
+        raise NotImplementedError("Not implemented in tutorial. See resolve_constraint_vertex")
+
+answers_as_data_edges = [
+    [(substitute(pipeline, u, row), label, substitute(pipeline, v, row)) for (u,label,v) in query_edges]
+    for row in answers
+]
+answers_as_data_edges
+----
+
+.Output
+[%collapsible]
+====
+[source,rust]
+----
+[
+    [
+        (Entity(person: 0x1e00000000000000000001), 'isa', EntityType(person)),
+        (Entity(person: 0x1e00000000000000000001), 'has', Attribute(name: "Jane")),
+        (Attribute(name: "Jane"), 'isa', AttributeType(name))
+    ],
+    [
+        (Entity(person: 0x1e00000000000000000000), 'isa', EntityType(person)),
+        (Entity(person: 0x1e00000000000000000000), 'has', Attribute(name: "John")),
+        (Attribute(name: "John"), 'isa', AttributeType(name))
+    ]
+]
+----
+====
+
+== Visualising
+
+We’ll need a new node style since our vertices are now concepts rather
+than `+ConstraintVertex+`es
+
+
++*In[11]:*+
+[source, python]
+----
+# We need to update our node_style
+def data_node_style(node: Concept) -> Dict[str, any]:
+    if node.is_type():
+        label = str(node)
+        color = "c"
+    elif node.is_attribute():
+        label = f"{node.get_type().get_label()}:{node.get_value()}"
+        color = "g"
+    else:
+        label = f"{node.get_type().get_label()}#{node.get_iid()[-4:]}"
+        color = "b"
+
+    shape = "s" if (node.is_attribute() or node.is_attribute_type()) else "o"
+    return {
+        "color": color,
+        "label": label,
+        "shape": shape,
+    }
+
+# Flatten them and remove any duplicate edges:
+data_edges = set(e for answer_edges in answers_as_data_edges for e in answer_edges)
+
+# Prepare node styles
+nodes = set(u for (u,_,_) in data_edges).union(set(v for (_,_,v) in data_edges))
+node_styles = { n: data_node_style(n) for n in nodes}
+# Draw
+draw(data_edges, node_styles)
+
+----
+
+
++*Out[11]:*+
+----
+![png](output_20_0.png)
+----
+
+== Disjunctions and optionals
+
+TypeQL queries can be more than simple conjunctions of patterns. They
+can also contain disjunctions & optional patterns - meaning not every
+answer satisfies every constraint.
+
+Consider the query:
+[source, python]
+----
+BRANCHED_QUERY = """
+match
+$x isa person;
+{ $x has name $y; } or { $x has age $y; };
+"""
+
+with driver.transaction(DB_NAME, TransactionType.READ) as tx:
+    answers = list(tx.query(BRANCHED_QUERY, QUERY_OPTIONS).resolve())
+assert 4 == len(answers), "TypeDB answer count mismatch"
+answers
+
+----
+.Output
+[%collapsible]
+====
+----
+[
+|  $x: Entity(person: 0x1e00000000000000000000)  |  $y: Attribute(age: 20)  |,
+|  $x: Entity(person: 0x1e00000000000000000001)  |  $y: Attribute(age: 30)  |,
+|  $x: Entity(person: 0x1e00000000000000000001)  |  $y: Attribute(name: "Jane")  |,
+|  $x: Entity(person: 0x1e00000000000000000000)  |  $y: Attribute(name: "John")  |
+]
+----
+====
+
+
+
+We can get the constraints in the trunk:
+[source, python]
+----
+pipeline = answers[0].query_structure()
+stages = list(pipeline.stages())
+trunk_id = stages[0].as_match().block()
+trunk = list(pipeline.conjunction(trunk_id).constraints())
+(trunk_id, trunk)
+----
+.Output
+[%collapsible]
+====
+----
+(
+    2,
+    [
+        Isa { instance: Variable(Variable(0)), type: Label(EntityType(EntityType { label: "person" })), exactness: Subtypes },
+        Or { branches: [ConjunctionID(0), ConjunctionID(1)] }
+    ]
+)
+----
+====
+
+
+[source, python]
+----
+## Get those as well:
+branches = { branch_id: list(pipeline.conjunction(branch_id).constraints()) for branch_id in trunk[1].as_or().branches() }
+branches
+----
+
+.Output
+[%collapsible]
+====
+----
+{
+    0: [
+        Has { owner: Variable(Variable(0)), attribute: Variable(Variable(1)), exactness: Subtypes },
+        Isa { instance: Variable(Variable(1)), type: Label(AttributeType(AttributeType { label: "name", value_type: Some(string) })), exactness: Subtypes }
+    ],
+    1: [
+        Has { owner: Variable(Variable(0)), attribute: Variable(Variable(1)), exactness: Subtypes },
+        Isa { instance: Variable(Variable(1)), type: Label(AttributeType(AttributeType { label: "age", value_type: Some(integer) })), exactness: Subtypes }
+    ]
+}
+----
+====
+
+How do we know which of these branches were satisfied by each answer? If
+we were to naively draw the constraints from all branches, we’d have
+some absurd edges such as `+name:John isa age+`. Each `+ConceptRow+` has
+an `+involved_conjunctions+` method which tells us exactly this.
+
+
+[source, python]
+----
+[list(answer.involved_conjunctions()) for answer in answers]
+----
+.Output
+[%collapsible]
+====
+----
+[
+    [1, 2],
+    [1, 2],
+    [0, 2],
+    [0, 2]
+]
+----
+====
+
+As expected, the first two answers satisfy the branch with age, and the
+second two answers satisfy the branch with name (all answers satisfy the
+trunk, of course). Constructing the graph for these is still quite
+simple. We take the union of all constraints in each involved
+conjunction:
+
+
+[source, python]
+----
+def flatten(list_of_lists: List[List[any]]) -> List[any]:
+    return [x for l in list_of_lists for x in l]
+
+answers_as_data_edges = []
+for row in answers:
+    involved_constraints = flatten([list(pipeline.conjunction(conj_id).constraints()) for conj_id in row.involved_conjunctions()])
+    as_query_edges = [to_query_edge(c) for c in involved_constraints if not c.is_or()] # Exclude or constraint
+    as_data_edges = [(substitute(pipeline, u, row), label, substitute(pipeline, v, row)) for (u,label,v) in as_query_edges]
+    answers_as_data_edges.append(as_data_edges)
+
+answers_as_data_edges
+----
+.Output
+[%collapsible]
+====
+[source,rust]
+----
+[
+    [
+        (Entity(person: 0x1e00000000000000000000), 'has', Attribute(age: 20)),
+        (Attribute(age: 20), 'isa', AttributeType(age)),
+        (Entity(person: 0x1e00000000000000000000), 'isa', EntityType(person))
+    ],
+    [
+        (Entity(person: 0x1e00000000000000000001), 'has', Attribute(age: 30)),
+        (Attribute(age: 30), 'isa', AttributeType(age)),
+        (Entity(person: 0x1e00000000000000000001), 'isa', EntityType(person))
+    ],
+    [
+        (Entity(person: 0x1e00000000000000000001), 'has', Attribute(name: "Jane")),
+        (Attribute(name: "Jane"), 'isa', AttributeType(name)),
+        (Entity(person: 0x1e00000000000000000001), 'isa', EntityType(person))
+    ],
+    [
+        (Entity(person: 0x1e00000000000000000000), 'has', Attribute(name: "John")),
+        (Attribute(name: "John"), 'isa', AttributeType(name)),
+        (Entity(person: 0x1e00000000000000000000), 'isa', EntityType(person))
+    ]
+]
+----
+====
+
+Prepare the styles for the nodes, and draw:
+[source, python]
+----
+# Prepare node styles
+flattened_data_edges = flatten(answers_as_data_edges)
+nodes = set(u for (u,_,_) in data_edges).union(set(v for (_,_,v) in flattened_data_edges))
+node_styles = { n: data_node_style(n) for n in nodes }
+# Draw
+draw(flattened_data_edges, node_styles)
+----
+
+.Output
+[%collapsible]
+====
+image:output_30_0.png[]
+====
+
+This covers the basics of visualising TypeDB answers as graphs. The next
+section discusses a few cases where TypeDB constraints don’t directly
+map to a simple labelled binary edge between two concepts. Later, we
+introduce a simple python library which computes involved constraints
+and substitutes answers into the constraints - allowing you to focus on
+converting these "`DataConstraints`" into your target representation.
+
+== Visualising complex constraints
+
+In this section, we discuss a few cases where visualisation is not as
+straightforward and the solutions we chose when building TypeDB Studio.
+
+=== Functions
+
+A query can contain function calls. Functions have arguments and return
+values - all of which are concepts. Unlike a relation, the function call
+itself is not a concept. We felt the cleanest way to visualise the
+many-to-many constraint between return values and arguments was to
+introduce a `+FunctionCall+` vertex for each call. Two function calls
+are the same vertex if they have the same (1) function name, (2) tuple
+of argument concepts, and (3) tuple of returned concepts.
+
+=== Expressions
+
+We treat expressions as we did functions, except the string representing
+the expression is used in place of the function name.
+
+=== Links constraints
+
+Links constraints are ternary constraints involving the relation
+instance, the player instance and the played role type. We choose to
+represent it as a binary edge from the relation to the player, with the
+role serving as the label of the edge.
+
+=== Named roles
+
+TypeDB allows the use of unscoped role names in links & relates
+constraints to specify the role. e.g. For the schema below, the query
+`+match $r relates subject;+` will return both `+sentence+` and
+`+email+` as answers for `+$r+`;
+
+....
+define
+relation sentence relates subject;
+relation email relates subject;
+....
+
+Internally, TypeDB introduces an internal variable and constrains it to
+be any of the role types with the specified name. In the structure
+returned by the `+analyze+` operation, these variables and their
+associated names are returned as `+NamedRole+` vertices. (Since the
+variable introduced is anonymous, it is unavailable in the ConceptRow.
+Since it does not uniquely determine the type, it cannot be considered a
+label.)
+
+=== Is & comparison constraints
+
+Since `+is+` constraints are always a self-edge on a vertex, we choose
+not to visualise it. We also skip visualising comparison constraints to
+reduce the number of edges, though they can be useful in certain cases -
+the comparator symbol is available from the comparison constraint.
+
+== The library
+
+In this section, we introduce the library developed along with the
+tutorial. It follows the structure of the TypeScript library we wrote
+for TypeDB studio. The essence remains the same as what we’ve covered in
+the tutorial - Find the constraints "`involved`" in each answer, and
+substitute in the concepts for the variables. Instead of converting a
+constraint into query edges, and then applying the substitution to form
+data-edges, We directly apply the substitution on the `+Constraint+`s to
+obtain the corresponding `+DataConstraint+` - These constrain
+`+DataVertex+`es instead of `+ConstraintVertex+`es.
+
+Here’s the signature of an `+Isa+` `+DataConstraint+` from the library,
+and the `+Isa+` `+Constraint+` from the driver API to compare against:
+
+[source,python]
+----
+# From library
+class Isa(DataConstraint):
+    def instance(self) -> DataVertex
+    def type(self) -> DataVertex
+    def exactness(self) -> ConstraintExactness
+
+# From driver
+class Isa(Constraint, ABC):
+    def instance(self) -> ConstraintVertex
+    def type(self) -> ConstraintVertex
+    def exactness(self) -> ConstraintExactness # isa or isa!
+----
+
+We introduce a `+TypeDBAnswerConverter[OutputType]+` abstract class,
+which defines methods the user has to implement - One `+add_+` method
+per data constraint (e.g. `+add_isa(self, isa: Isa)+`) and a
+`+finish(self) -> OutputType+` for whatever your final representation
+may be.
+
+We provide a sample implementation -
+`+class NetworkXBuilder(TypeDBAnswerConverter[MultiDiGraph])+` - which
+builds a `+MultiDiGraph+` as in this tutorial. We also provide a basic
+`+matplotlib_visualizer+` for inspiration.
+
+== Visualising using the library
+
+We recreate the previous example by implementing the
+`+TypeDBAnswerConverter+` class provided by the library.
+
+
++*In[18]:*+
+[source, python]
+----
+from typedb_graph_utils import data_constraint, TypeDBAnswerConverter, MatplotlibVisualizer
+from typedb.common.enums import ConstraintExactness
+from networkx import MultiDiGraph
+class MyTutorialBuilder(TypeDBAnswerConverter[MultiDiGraph]):
+
+    def __init__(self, pipeline: Pipeline):
+        super().__init__(pipeline)
+        self.graph = MultiDiGraph()
+
+    def finish(self) -> MultiDiGraph:
+        return self.graph
+
+    def add_isa(self, isa: data_constraint.Isa):
+        edge_type = "isa!" if isa.exactness() == ConstraintExactness.Exact else "isa"
+         # Use the edge attributes to store metadata. The visualiser uses it.
+        self.graph.add_edge(isa.instance(), isa.type(), label=edge_type)
+
+    def add_has(self, has: data_constraint.Has):
+        if has.owner() is None or has.attribute() is None:
+            return
+        edge_type = "has!" if has.exactness() == ConstraintExactness.Exact else "has"
+        self.graph.add_edge(has.owner(), has.attribute(), label = edge_type)
+
+    # We leave the remaining unimplemented for brevity. Check the NetworkXConverter
+    def add_comparison(c): pass
+    def add_expression(c): pass
+    def  add_function_call(c): pass
+    def  add_iid(c): pass
+    def  add_is(c): pass
+    def  add_kind(c): pass
+    def  add_label(c): pass
+    def  add_links(c): pass
+    def  add_owns(c): pass
+    def  add_plays(c): pass
+    def  add_relates(c): pass
+    def  add_sub(c): pass
+    def  add_value(c): pass
+
+with driver.transaction(DB_NAME, TransactionType.READ) as tx:
+    answers = list(tx.query(BRANCHED_QUERY, QUERY_OPTIONS).resolve())
+
+builder = MyTutorialBuilder(answers[0].query_structure())
+for (i, answer) in enumerate(answers):
+    builder.add_answer(i, answer)
+
+graph = builder.finish()
+MatplotlibVisualizer.draw(graph)
+----
+.Output
+[%collapsible]
+====
+image:output_35_0.png[]
+====
\ No newline at end of file

From 87717f023229eadbcad4ef1faf81230f8e3657b1 Mon Sep 17 00:00:00 2001
From: Krishnan Govindraj <krishnan@typedb.com>
Date: Thu, 4 Dec 2025 19:58:54 +0100
Subject: [PATCH 2/9] That looked nice. I'm just gonna touch up

---
 tutorials/modules/ROOT/pages/graph-viz.adoc | 108 +++++++++-----------
 1 file changed, 49 insertions(+), 59 deletions(-)

diff --git a/tutorials/modules/ROOT/pages/graph-viz.adoc b/tutorials/modules/ROOT/pages/graph-viz.adoc
index 33e9edeb4..7f1055e76 100644
--- a/tutorials/modules/ROOT/pages/graph-viz.adoc
+++ b/tutorials/modules/ROOT/pages/graph-viz.adoc
@@ -7,7 +7,7 @@ This tutorial is based on a jupyter notebook. You can run it locally
 This tutorial builds a simple python library for visualising TypeDB
 results as graphs using the query representation returned by the analyze
 endpoint, and optionally returned with a query when the
-`+include_query_structure+` `+QueryOption+` is set. We assume the user
+`include_query_structure` `QueryOption` is set. We assume the user
 is familiar with the TypeDB python driver
 (https://github.com/typedb/typedb-driver/tree/master/python#example-usage[tutorial]).
 It uses the python driver for interacting with TypeDB, networkx for
@@ -89,12 +89,12 @@ setup(driver, SCHEMA, DATA)
 
 == Background: Analyzing queries and PipelineStructure
 
-TypeDB 3.7.0 introduces the `+analyze+` operation. Analyzing a query
+TypeDB 3.7.0 introduces the `analyze` operation. Analyzing a query
 returns its pipeline structure, along with typing information for the
 variables in each pattern.
 
-A pipeline is made up of `+PipelineStage+`s, some of which are made of
-`+Conjunction+`s.
+A pipeline is made up of `PipelineStage`s, some of which are made of
+`Conjunction`s.
 
 [source,python]
 ----
@@ -133,7 +133,7 @@ stages
 ----
 ====
 
-A conjunction is a collection of `+Constraint+`s, which should be
+A conjunction is a collection of `Constraint`s, which should be
 familiar from the TypeQL statements:
 
 [source,python]
@@ -156,8 +156,8 @@ class Has(Constraint, ABC):
 ----
 
 TypeQL statements can be seen as constraints between one or more
-`+ConstraintVertex+`es - These can be type `+Label+`s, `+Variable+`s or
-raw `+Value+`s.
+`ConstraintVertex`es - These can be type `Label`s, `Variable`s or
+raw `Value`s.
 
 
 [source, python]
@@ -185,8 +185,8 @@ constraints
 
 Before we get to visualising the data returned by queries, We’ll turn
 the constraints in our query into a query-graph and visualise it. We’ll
-use a `+to_query_edge+` function to go from a Constraint to a labelled
-edge represented by the tuple `+(from, label, to)+`
+use a `to_query_edge` function to go from a Constraint to a labelled
+edge represented by the tuple `(from, label, to)`
 
 
 [source, python]
@@ -219,10 +219,7 @@ query_edges
 ----
 ====
 
-We then use networkx and matplotlib to visualise the graph
-
-
-+*In[6]:*+
+We then use networkx and matplotlib to visualise the graph:
 [source, python]
 ----
 import networkx
@@ -244,8 +241,8 @@ image:output_11_0.png[]
 == Better formatting
 
 That’s the query graph, but it’s of little use to the viewer. We’ll
-create a `+node_style+` function which specifies some style attributes,
-and a `+draw+` function which uses these to draw the networkx graph
+create a `node_style` function which specifies some style attributes,
+and a `draw` function which uses these to draw the networkx graph
 using matplotlib.
 
 
@@ -296,9 +293,9 @@ image:output_13_0.png[]
 
 == Visualising Data
 
-TypeDB answers are `+ConceptRow+`s which map variables in the queries to
+TypeDB answers are `ConceptRow`s which map variables in the queries to
 concepts in the database. It has a similar interface to a python
-dictionary. If the `+include_query_structure+` `+QueryOption+` is set,
+dictionary. If the `include_query_structure` `QueryOption` is set,
 the pipeline structure will be returned and each row will have shared
 access to it.
 
@@ -312,8 +309,7 @@ class ConceptRow:
     def query_structure(self) -> Optional["Pipeline"] # Shared access to the pipeline structure
 ----
 
-
-+*In[8]:*+
+Run a query:
 [source, python]
 ----
 with driver.transaction(DB_NAME, TransactionType.READ) as tx:
@@ -332,12 +328,12 @@ answers
 ----
 ====
 
+Get the pipeline stages from it:
 [source, python]
 ----
 # Every answer also has a reference to the pipeline structure
 list(answers[0].query_structure().stages())
 ----
-
 .Output
 [%collapsible]
 ====
@@ -356,7 +352,7 @@ the query-graph and some subgraph in the database. An answer is thus the
 mapping between the two graphs. To construct the graph representing the
 answer, we simply have to substitute the concepts in the answers for the
 variables in the query-graph. Since there are multiple answers, we take
-the union of edges
+the union of edges.
 
 [source, python]
 ----
@@ -376,7 +372,6 @@ answers_as_data_edges = [
 ]
 answers_as_data_edges
 ----
-
 .Output
 [%collapsible]
 ====
@@ -400,10 +395,8 @@ answers_as_data_edges
 == Visualising
 
 We’ll need a new node style since our vertices are now concepts rather
-than `+ConstraintVertex+`es
+than `ConstraintVertex`es.
 
-
-+*In[11]:*+
 [source, python]
 ----
 # We need to update our node_style
@@ -435,12 +428,11 @@ node_styles = { n: data_node_style(n) for n in nodes}
 draw(data_edges, node_styles)
 
 ----
-
-
-+*Out[11]:*+
-----
-![png](output_20_0.png)
-----
+.Output
+[%collapsible]
+====
+image:output_20_0.png[]
+====
 
 == Disjunctions and optionals
 
@@ -477,8 +469,7 @@ answers
 ====
 
 
-
-We can get the constraints in the trunk:
+Get the constraints in the trunk:
 [source, python]
 ----
 pipeline = answers[0].query_structure()
@@ -502,9 +493,9 @@ trunk = list(pipeline.conjunction(trunk_id).constraints())
 ====
 
 
+Get the constraints by branch:
 [source, python]
 ----
-## Get those as well:
 branches = { branch_id: list(pipeline.conjunction(branch_id).constraints()) for branch_id in trunk[1].as_or().branches() }
 branches
 ----
@@ -528,8 +519,8 @@ branches
 
 How do we know which of these branches were satisfied by each answer? If
 we were to naively draw the constraints from all branches, we’d have
-some absurd edges such as `+name:John isa age+`. Each `+ConceptRow+` has
-an `+involved_conjunctions+` method which tells us exactly this.
+some absurd edges such as `name:John isa age`. Each `ConceptRow` has
+an `involved_conjunctions` method which tells us exactly this.
 
 
 [source, python]
@@ -635,7 +626,7 @@ A query can contain function calls. Functions have arguments and return
 values - all of which are concepts. Unlike a relation, the function call
 itself is not a concept. We felt the cleanest way to visualise the
 many-to-many constraint between return values and arguments was to
-introduce a `+FunctionCall+` vertex for each call. Two function calls
+introduce a `FunctionCall` vertex for each call. Two function calls
 are the same vertex if they have the same (1) function name, (2) tuple
 of argument concepts, and (3) tuple of returned concepts.
 
@@ -655,26 +646,27 @@ role serving as the label of the edge.
 
 TypeDB allows the use of unscoped role names in links & relates
 constraints to specify the role. e.g. For the schema below, the query
-`+match $r relates subject;+` will return both `+sentence+` and
-`+email+` as answers for `+$r+`;
+`match $r relates subject;` will return both `sentence` and
+`email` as answers for `$r`;
 
-....
+[source, typeql]
+----
 define
 relation sentence relates subject;
 relation email relates subject;
-....
+----
 
 Internally, TypeDB introduces an internal variable and constrains it to
 be any of the role types with the specified name. In the structure
-returned by the `+analyze+` operation, these variables and their
-associated names are returned as `+NamedRole+` vertices. (Since the
+returned by the `analyze` operation, these variables and their
+associated names are returned as `NamedRole` vertices. (Since the
 variable introduced is anonymous, it is unavailable in the ConceptRow.
 Since it does not uniquely determine the type, it cannot be considered a
 label.)
 
 === Is & comparison constraints
 
-Since `+is+` constraints are always a self-edge on a vertex, we choose
+Since `is` constraints are always a self-edge on a vertex, we choose
 not to visualise it. We also skip visualising comparison constraints to
 reduce the number of edges, though they can be useful in certain cases -
 the comparator symbol is available from the comparison constraint.
@@ -687,12 +679,12 @@ for TypeDB studio. The essence remains the same as what we’ve covered in
 the tutorial - Find the constraints "`involved`" in each answer, and
 substitute in the concepts for the variables. Instead of converting a
 constraint into query edges, and then applying the substitution to form
-data-edges, We directly apply the substitution on the `+Constraint+`s to
-obtain the corresponding `+DataConstraint+` - These constrain
-`+DataVertex+`es instead of `+ConstraintVertex+`es.
+data-edges, We directly apply the substitution on the `Constraint`s to
+obtain the corresponding `DataConstraint` - These constrain
+`DataVertex`es instead of `ConstraintVertex`es.
 
-Here’s the signature of an `+Isa+` `+DataConstraint+` from the library,
-and the `+Isa+` `+Constraint+` from the driver API to compare against:
+Here’s the signature of an `Isa` `DataConstraint` from the library,
+and the `Isa` `Constraint` from the driver API to compare against:
 
 [source,python]
 ----
@@ -709,24 +701,22 @@ class Isa(Constraint, ABC):
     def exactness(self) -> ConstraintExactness # isa or isa!
 ----
 
-We introduce a `+TypeDBAnswerConverter[OutputType]+` abstract class,
-which defines methods the user has to implement - One `+add_+` method
-per data constraint (e.g. `+add_isa(self, isa: Isa)+`) and a
-`+finish(self) -> OutputType+` for whatever your final representation
+We introduce a `TypeDBAnswerConverter[OutputType]` abstract class,
+which defines methods the user has to implement - One `add_` method
+per data constraint (e.g. `add_isa(self, isa: Isa)`) and a
+`finish(self) -> OutputType` for whatever your final representation
 may be.
 
 We provide a sample implementation -
-`+class NetworkXBuilder(TypeDBAnswerConverter[MultiDiGraph])+` - which
-builds a `+MultiDiGraph+` as in this tutorial. We also provide a basic
-`+matplotlib_visualizer+` for inspiration.
+`NetworkXBuilder` - which
+builds a `MultiDiGraph` as in this tutorial. We also provide a basic
+`MatplotlibVisualizer` for inspiration.
 
 == Visualising using the library
 
 We recreate the previous example by implementing the
-`+TypeDBAnswerConverter+` class provided by the library.
-
+`TypeDBAnswerConverter` class provided by the library.
 
-+*In[18]:*+
 [source, python]
 ----
 from typedb_graph_utils import data_constraint, TypeDBAnswerConverter, MatplotlibVisualizer

From a27c22c3a005d82fd4cf14d9d7b6dc199ba28d81 Mon Sep 17 00:00:00 2001
From: Krishnan Govindraj <krishnan@typedb.com>
Date: Thu, 4 Dec 2025 20:03:05 +0100
Subject: [PATCH 3/9] Add nav & index entries

---
 tutorials/modules/ROOT/pages/index.adoc  | 6 ++++++
 tutorials/modules/ROOT/partials/nav.adoc | 1 +
 2 files changed, 7 insertions(+)

diff --git a/tutorials/modules/ROOT/pages/index.adoc b/tutorials/modules/ROOT/pages/index.adoc
index e1fe27764..30599ed8a 100644
--- a/tutorials/modules/ROOT/pages/index.adoc
+++ b/tutorials/modules/ROOT/pages/index.adoc
@@ -18,6 +18,12 @@ Set up a script for launching TypeDB from the TypeDB Cloud API
 ****
 Run TypeDB from your GitHub Actions CI pipeline
 ****
+
+.xref:{page-version}@tutorials::graph-viz.adoc[]
+[.clickable]
+****
+Build graph visualisations from TypeDB answers
+****
 --
 
 Got other tutorials you'd like to see?
diff --git a/tutorials/modules/ROOT/partials/nav.adoc b/tutorials/modules/ROOT/partials/nav.adoc
index 3c06213d1..f5f8c02d9 100644
--- a/tutorials/modules/ROOT/partials/nav.adoc
+++ b/tutorials/modules/ROOT/partials/nav.adoc
@@ -2,4 +2,5 @@
 
 * xref:{page-version}@tutorials::deploy-through-api.adoc[]
 * xref:{page-version}@tutorials::use-github-actions.adoc[]
+* xref:{page-version}@tutorials::graph-viz.adoc[]
 

From 01fda64279e453c2f8c30d8ea3ead4fb650ec958 Mon Sep 17 00:00:00 2001
From: Krishnan Govindraj <krishnan@typedb.com>
Date: Thu, 4 Dec 2025 20:06:59 +0100
Subject: [PATCH 4/9] Fix title, complete note about the origin of the tutorial

---
 tutorials/modules/ROOT/pages/graph-viz.adoc | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/tutorials/modules/ROOT/pages/graph-viz.adoc b/tutorials/modules/ROOT/pages/graph-viz.adoc
index 7f1055e76..ab3189cd8 100644
--- a/tutorials/modules/ROOT/pages/graph-viz.adoc
+++ b/tutorials/modules/ROOT/pages/graph-viz.adoc
@@ -1,7 +1,10 @@
-== Visualising TypeDB Data with Python
+= Visualising TypeDB Data with Python
+
 [NOTE]
 ====
-This tutorial is based on a jupyter notebook. You can run it locally
+This tutorial is based on the jupyter notebook in the
+https://github.com/typedb-osi/typedb-graph-utils/python[typedb-graph-utils] repository.
+You can set it up and run it locally.
 ====
 
 This tutorial builds a simple python library for visualising TypeDB

From 9ad18ca3a08529a3f42896fa07713b399d2ac9d6 Mon Sep 17 00:00:00 2001
From: Krishnan Govindraj <krishnan@typedb.com>
Date: Fri, 5 Dec 2025 15:16:35 +0100
Subject: [PATCH 5/9] Don't spoiler graphs, refactor heading nesting

---
 tutorials/modules/ROOT/pages/graph-viz.adoc | 68 ++++++++-------------
 1 file changed, 24 insertions(+), 44 deletions(-)

diff --git a/tutorials/modules/ROOT/pages/graph-viz.adoc b/tutorials/modules/ROOT/pages/graph-viz.adoc
index ab3189cd8..9adbc6146 100644
--- a/tutorials/modules/ROOT/pages/graph-viz.adoc
+++ b/tutorials/modules/ROOT/pages/graph-viz.adoc
@@ -90,7 +90,7 @@ setup(driver, SCHEMA, DATA)
 ----
 ====
 
-== Background: Analyzing queries and PipelineStructure
+== Analyze & the query graph
 
 TypeDB 3.7.0 introduces the `analyze` operation. Analyzing a query
 returns its pipeline structure, along with typing information for the
@@ -184,7 +184,7 @@ constraints
 ----
 ====
 
-== From constraints to the query graph
+=== From constraints to the query graph
 
 Before we get to visualising the data returned by queries, We’ll turn
 the constraints in our query into a query-graph and visualise it. We’ll
@@ -235,13 +235,9 @@ node_labels = {node: str(node) for node in query_graph.nodes()}
 networkx.draw(query_graph, labels=node_labels)
 pyplot.show()
 ----
-.Output
-[%collapsible]
-====
 image:output_11_0.png[]
-====
 
-== Better formatting
+=== Prettier drawings
 
 That’s the query graph, but it’s of little use to the viewer. We’ll
 create a `node_style` function which specifies some style attributes,
@@ -288,11 +284,7 @@ node_styles = { n: node_style(pipeline, n) for n in nodes}
 # Draw
 draw(query_edges, node_styles)
 ----
-.Output
-[%collapsible]
-====
 image:output_13_0.png[]
-====
 
 == Visualising Data
 
@@ -348,7 +340,7 @@ list(answers[0].query_structure().stages())
 ----
 ====
 
-== From query structure and rows to graphs
+=== From query structure and rows to graphs
 
 The graph view sees pattern matching as finding a homomorphism between
 the query-graph and some subgraph in the database. An answer is thus the
@@ -395,7 +387,7 @@ answers_as_data_edges
 ----
 ====
 
-== Visualising
+=== Drawing the graph
 
 We’ll need a new node style since our vertices are now concepts rather
 than `ConstraintVertex`es.
@@ -431,13 +423,9 @@ node_styles = { n: data_node_style(n) for n in nodes}
 draw(data_edges, node_styles)
 
 ----
-.Output
-[%collapsible]
-====
 image:output_20_0.png[]
-====
 
-== Disjunctions and optionals
+=== Disjunctions and optionals
 
 TypeQL queries can be more than simple conjunctions of patterns. They
 can also contain disjunctions & optional patterns - meaning not every
@@ -484,6 +472,7 @@ trunk = list(pipeline.conjunction(trunk_id).constraints())
 .Output
 [%collapsible]
 ====
+[source, rust]
 ----
 (
     2,
@@ -506,6 +495,7 @@ branches
 .Output
 [%collapsible]
 ====
+[source, rust]
 ----
 {
     0: [
@@ -533,6 +523,7 @@ an `involved_conjunctions` method which tells us exactly this.
 .Output
 [%collapsible]
 ====
+[source, rust]
 ----
 [
     [1, 2],
@@ -604,12 +595,7 @@ node_styles = { n: data_node_style(n) for n in nodes }
 # Draw
 draw(flattened_data_edges, node_styles)
 ----
-
-.Output
-[%collapsible]
-====
 image:output_30_0.png[]
-====
 
 This covers the basics of visualising TypeDB answers as graphs. The next
 section discusses a few cases where TypeDB constraints don’t directly
@@ -618,12 +604,12 @@ introduce a simple python library which computes involved constraints
 and substitutes answers into the constraints - allowing you to focus on
 converting these "`DataConstraints`" into your target representation.
 
-== Visualising complex constraints
+=== Notes on visualising constraints
 
 In this section, we discuss a few cases where visualisation is not as
 straightforward and the solutions we chose when building TypeDB Studio.
 
-=== Functions
+==== Functions
 
 A query can contain function calls. Functions have arguments and return
 values - all of which are concepts. Unlike a relation, the function call
@@ -633,19 +619,19 @@ introduce a `FunctionCall` vertex for each call. Two function calls
 are the same vertex if they have the same (1) function name, (2) tuple
 of argument concepts, and (3) tuple of returned concepts.
 
-=== Expressions
+==== Expressions
 
 We treat expressions as we did functions, except the string representing
 the expression is used in place of the function name.
 
-=== Links constraints
+==== Links constraints
 
 Links constraints are ternary constraints involving the relation
 instance, the player instance and the played role type. We choose to
 represent it as a binary edge from the relation to the player, with the
 role serving as the label of the edge.
 
-=== Named roles
+==== Named roles
 
 TypeDB allows the use of unscoped role names in links & relates
 constraints to specify the role. e.g. For the schema below, the query
@@ -667,24 +653,22 @@ variable introduced is anonymous, it is unavailable in the ConceptRow.
 Since it does not uniquely determine the type, it cannot be considered a
 label.)
 
-=== Is & comparison constraints
+==== Is & comparison constraints
 
 Since `is` constraints are always a self-edge on a vertex, we choose
 not to visualise it. We also skip visualising comparison constraints to
 reduce the number of edges, though they can be useful in certain cases -
 the comparator symbol is available from the comparison constraint.
 
-== The library
+== The `typedb-graph-utils` library
 
-In this section, we introduce the library developed along with the
-tutorial. It follows the structure of the TypeScript library we wrote
-for TypeDB studio. The essence remains the same as what we’ve covered in
-the tutorial - Find the constraints "`involved`" in each answer, and
-substitute in the concepts for the variables. Instead of converting a
-constraint into query edges, and then applying the substitution to form
-data-edges, We directly apply the substitution on the `Constraint`s to
-obtain the corresponding `DataConstraint` - These constrain
-`DataVertex`es instead of `ConstraintVertex`es.
+In this section, we introduce the `typedb-graph-utils` python library developed alongside this tutorial.
+It follows the structure of the TypeScript library we wrote for TypeDB studio.
+The essence remains the same as what we’ve covered in the tutorial -
+Find the constraints "`involved`" in each answer, and substitute in the concepts for the variables.
+Instead of converting a constraint into query edges, and then applying the substitution to form data-edges,
+We directly apply the substitution on the `Constraint`s to obtain the corresponding `DataConstraint` -
+These constrain `DataVertex`es instead of `ConstraintVertex`es.
 
 Here’s the signature of an `Isa` `DataConstraint` from the library,
 and the `Isa` `Constraint` from the driver API to compare against:
@@ -715,7 +699,7 @@ We provide a sample implementation -
 builds a `MultiDiGraph` as in this tutorial. We also provide a basic
 `MatplotlibVisualizer` for inspiration.
 
-== Visualising using the library
+=== Creating a visualiser using the library
 
 We recreate the previous example by implementing the
 `TypeDBAnswerConverter` class provided by the library.
@@ -770,8 +754,4 @@ for (i, answer) in enumerate(answers):
 graph = builder.finish()
 MatplotlibVisualizer.draw(graph)
 ----
-.Output
-[%collapsible]
-====
 image:output_35_0.png[]
-====
\ No newline at end of file

From ef9cb6af7a459cc1216278267de2a94ba1f14d05 Mon Sep 17 00:00:00 2001
From: Krishnan Govindraj <krishnan@typedb.com>
Date: Fri, 5 Dec 2025 15:55:59 +0100
Subject: [PATCH 6/9] Bad backticks

---
 tutorials/modules/ROOT/pages/graph-viz.adoc | 18 +++++++++---------
 1 file changed, 9 insertions(+), 9 deletions(-)

diff --git a/tutorials/modules/ROOT/pages/graph-viz.adoc b/tutorials/modules/ROOT/pages/graph-viz.adoc
index 9adbc6146..2e7fe8da8 100644
--- a/tutorials/modules/ROOT/pages/graph-viz.adoc
+++ b/tutorials/modules/ROOT/pages/graph-viz.adoc
@@ -96,8 +96,8 @@ TypeDB 3.7.0 introduces the `analyze` operation. Analyzing a query
 returns its pipeline structure, along with typing information for the
 variables in each pattern.
 
-A pipeline is made up of `PipelineStage`s, some of which are made of
-`Conjunction`s.
+A pipeline is made up of `PipelineStage` s, some of which are made of
+`Conjunction` s.
 
 [source,python]
 ----
@@ -136,7 +136,7 @@ stages
 ----
 ====
 
-A conjunction is a collection of `Constraint`s, which should be
+A conjunction is a collection of `Constraint` s, which should be
 familiar from the TypeQL statements:
 
 [source,python]
@@ -159,8 +159,8 @@ class Has(Constraint, ABC):
 ----
 
 TypeQL statements can be seen as constraints between one or more
-`ConstraintVertex`es - These can be type `Label`s, `Variable`s or
-raw `Value`s.
+`ConstraintVertex` es - These can be type `Label` s, `Variable` s or
+raw `Value` s.
 
 
 [source, python]
@@ -288,7 +288,7 @@ image:output_13_0.png[]
 
 == Visualising Data
 
-TypeDB answers are `ConceptRow`s which map variables in the queries to
+TypeDB answers are `ConceptRow` s which map variables in the queries to
 concepts in the database. It has a similar interface to a python
 dictionary. If the `include_query_structure` `QueryOption` is set,
 the pipeline structure will be returned and each row will have shared
@@ -390,7 +390,7 @@ answers_as_data_edges
 === Drawing the graph
 
 We’ll need a new node style since our vertices are now concepts rather
-than `ConstraintVertex`es.
+than `ConstraintVertex` es.
 
 [source, python]
 ----
@@ -667,8 +667,8 @@ It follows the structure of the TypeScript library we wrote for TypeDB studio.
 The essence remains the same as what we’ve covered in the tutorial -
 Find the constraints "`involved`" in each answer, and substitute in the concepts for the variables.
 Instead of converting a constraint into query edges, and then applying the substitution to form data-edges,
-We directly apply the substitution on the `Constraint`s to obtain the corresponding `DataConstraint` -
-These constrain `DataVertex`es instead of `ConstraintVertex`es.
+We directly apply the substitution on the `Constraint` s to obtain the corresponding `DataConstraint` -
+These constrain `DataVertex` es instead of `ConstraintVertex` es.
 
 Here’s the signature of an `Isa` `DataConstraint` from the library,
 and the `Isa` `Constraint` from the driver API to compare against:

From 80eb8285911477c7f652bf78146c0e3630ef681c Mon Sep 17 00:00:00 2001
From: Krishnan Govindraj <krishnan@typedb.com>
Date: Fri, 5 Dec 2025 17:22:36 +0100
Subject: [PATCH 7/9] Complete content feedback. Still needs a beautiful
 opening image

---
 tutorials/modules/ROOT/pages/graph-viz.adoc | 116 ++++++++++----------
 1 file changed, 58 insertions(+), 58 deletions(-)

diff --git a/tutorials/modules/ROOT/pages/graph-viz.adoc b/tutorials/modules/ROOT/pages/graph-viz.adoc
index 2e7fe8da8..835fe2f05 100644
--- a/tutorials/modules/ROOT/pages/graph-viz.adoc
+++ b/tutorials/modules/ROOT/pages/graph-viz.adoc
@@ -1,4 +1,4 @@
-= Visualising TypeDB Data with Python
+= Graph Visualisation for TypeDB Data
 
 [NOTE]
 ====
@@ -7,20 +7,22 @@ https://github.com/typedb-osi/typedb-graph-utils/python[typedb-graph-utils] repo
 You can set it up and run it locally.
 ====
 
-This tutorial builds a simple python library for visualising TypeDB
-results as graphs using the query representation returned by the analyze
-endpoint, and optionally returned with a query when the
-`include_query_structure` `QueryOption` is set. We assume the user
-is familiar with the TypeDB python driver
-(https://github.com/typedb/typedb-driver/tree/master/python#example-usage[tutorial]).
-It uses the python driver for interacting with TypeDB, networkx for
-building the graph, and matplotlib for visualisation. We chose networkx
-and matplotlib purely because they’re widely used, but you could use any
-- TypeDB studio uses sigmajs and graphology.
-
-The full code of this tutorial is available on
-https://github.com/typedb-osi/typedb-graph-utils/python[github]. It is a
-pyproject that can be built, published and installed.
+This is a tutorial to visualise TypeDB data as graphs
+using the query representation returned by the analyze endpoint,
+and with query results (when the `include_query_structure` `QueryOption` is set).
+
+It uses the TypeDB (https://github.com/typedb/typedb-driver/tree/master/python#example-usage[python driver] for interacting with TypeDB, networkx for
+building the graph, and matplotlib for visualisation.
+We chose networkx and matplotlib because they’re widely used, but you could use any libraries
+- TypeDB studio uses http://sigmajs.org/[sigmajs] and https://graphology.github.io/[graphology].
+
+At the end, we present the `typedb-graph-utils` python library,
+which provides an easy interface to build graphs and other structures from TypeDB query results.
+
+[NOTE]
+====
+This tutorial requires TypeDB version >= 3.7.0
+====
 
 == Running example:
 
@@ -92,15 +94,21 @@ setup(driver, SCHEMA, DATA)
 
 == Analyze & the query graph
 
-TypeDB 3.7.0 introduces the `analyze` operation. Analyzing a query
-returns its pipeline structure, along with typing information for the
-variables in each pattern.
+TypeDB allows users to `analyze` a query to get a type-annotated representation of it.
+This includes the pipeline structure, and typing information for the variables in each pattern.
+[source, python]
+----
+with driver.transaction(DB_NAME, TransactionType.READ) as tx:
+    analyzed = tx.analyze(SIMPLE_QUERY).resolve()
+----
 
 A pipeline is made up of `PipelineStage` s, some of which are made of
-`Conjunction` s.
+`Conjunction` s.  structure, and typing information for the
+variables in each pattern.
 
 [source,python]
 ----
+from typedb.analyze import Pipeline, Constraint, ConstraintVertex
 class Pipeline:
     def stages(self) -> Iterator[PipelineStage]
     def conjunction(self, conjunction_id: ConjunctionID) -> Optional[Conjunction]
@@ -117,10 +125,6 @@ class InsertStage(PipelineStage):
 [source, python]
 ----
 # Analyze the simple query
-from typedb.analyze import Pipeline, Constraint, ConstraintVertex
-
-with driver.transaction(DB_NAME, TransactionType.READ) as tx:
-    analyzed = tx.analyze(SIMPLE_QUERY).resolve()
 pipeline = analyzed.pipeline()
 stages = list(pipeline.stages())
 stages
@@ -237,13 +241,12 @@ pyplot.show()
 ----
 image:output_11_0.png[]
 
-=== Prettier drawings
-
-That’s the query graph, but it’s of little use to the viewer. We’ll
-create a `node_style` function which specifies some style attributes,
-and a `draw` function which uses these to draw the networkx graph
-using matplotlib.
+=== Colouring & Labelling the graph
 
+We've constructed the structure of the query graph! Now let's add some colours and labelling.
+We’ll create a `node_style` function which returns the style given a vertex,
+and move the drawing logic into a `draw` function.
+Although this code is specific to matplotlib, it can serve as inspiration for other visualization libraries.
 
 [source, python]
 ----
@@ -342,12 +345,9 @@ list(answers[0].query_structure().stages())
 
 === From query structure and rows to graphs
 
-The graph view sees pattern matching as finding a homomorphism between
-the query-graph and some subgraph in the database. An answer is thus the
-mapping between the two graphs. To construct the graph representing the
-answer, we simply have to substitute the concepts in the answers for the
-variables in the query-graph. Since there are multiple answers, we take
-the union of edges.
+To construct the graph representing an answer, we simply have to
+substitute the concepts in the answer for the variables in the query-graph.
+Since there are multiple answers, we just combine the graphs of each answer
 
 [source, python]
 ----
@@ -597,17 +597,11 @@ draw(flattened_data_edges, node_styles)
 ----
 image:output_30_0.png[]
 
-This covers the basics of visualising TypeDB answers as graphs. The next
-section discusses a few cases where TypeDB constraints don’t directly
-map to a simple labelled binary edge between two concepts. Later, we
-introduce a simple python library which computes involved constraints
-and substitutes answers into the constraints - allowing you to focus on
-converting these "`DataConstraints`" into your target representation.
-
 === Notes on visualising constraints
-
-In this section, we discuss a few cases where visualisation is not as
-straightforward and the solutions we chose when building TypeDB Studio.
+We have now covered the basics of visualising TypeDB answers as graphs.
+In this section, we discuss aa few cases where TypeDB constraints don’t
+directly map to a simple labelled binary edge between two concepts,
+and the solutions we chose when building TypeDB Studio.
 
 ==== Functions
 
@@ -664,12 +658,18 @@ the comparator symbol is available from the comparison constraint.
 
 In this section, we introduce the `typedb-graph-utils` python library developed alongside this tutorial.
 It follows the structure of the TypeScript library we wrote for TypeDB studio.
+
+This library handles computing the constraints involved in an answer, and substitutes concepts into the constraints -
+
+
 The essence remains the same as what we’ve covered in the tutorial -
-Find the constraints "`involved`" in each answer, and substitute in the concepts for the variables.
+find the constraints "`involved`" in each answer, and substitute in the concepts for the variables.
 Instead of converting a constraint into query edges, and then applying the substitution to form data-edges,
 We directly apply the substitution on the `Constraint` s to obtain the corresponding `DataConstraint` -
 These constrain `DataVertex` es instead of `ConstraintVertex` es.
+The library handles this part, allowing you to focus on constructing your target representation.
 
+=== Data constraints
 Here’s the signature of an `Isa` `DataConstraint` from the library,
 and the `Isa` `Constraint` from the driver API to compare against:
 
@@ -688,21 +688,15 @@ class Isa(Constraint, ABC):
     def exactness(self) -> ConstraintExactness # isa or isa!
 ----
 
-We introduce a `TypeDBAnswerConverter[OutputType]` abstract class,
-which defines methods the user has to implement - One `add_` method
-per data constraint (e.g. `add_isa(self, isa: Isa)`) and a
-`finish(self) -> OutputType` for whatever your final representation
-may be.
+=== The `TypeDBAnswerConverter` interface
+We introduce a `TypeDBAnswerConverter[OutputType]` abstract class, which defines methods the user has to implement -
+One `add_` method per data constraint, and a `finish(self) -> OutputType` to build your final representation.
 
-We provide a sample implementation -
-`NetworkXBuilder` - which
-builds a `MultiDiGraph` as in this tutorial. We also provide a basic
-`MatplotlibVisualizer` for inspiration.
+We provide a sample implementation -`NetworkXBuilder` - which builds a `MultiDiGraph` as in this tutorial.
+We also provide a basic `MatplotlibVisualizer`  with a familiar `draw` function for inspiration.
 
 === Creating a visualiser using the library
-
-We recreate the previous example by implementing the
-`TypeDBAnswerConverter` class provided by the library.
+We now recreate the previous example by implementing the `TypeDBAnswerConverter` class provided by the library.
 
 [source, python]
 ----
@@ -755,3 +749,9 @@ graph = builder.finish()
 MatplotlibVisualizer.draw(graph)
 ----
 image:output_35_0.png[]
+
+== Conclusion
+This tutorial combines the rows and query-structure returned by a TypeQL query
+to construct and visualise a graph representation of the result.
+We hope this new feature and the `typedb-graph-utils` library will enable users
+to construct whatever representation their applications may need.

From 1966842325794a499403f2c5d3e8131e27e98967 Mon Sep 17 00:00:00 2001
From: Krishnan Govindraj <krishnan@typedb.com>
Date: Fri, 5 Dec 2025 18:22:50 +0100
Subject: [PATCH 8/9] Second round of feedback

---
 tutorials/modules/ROOT/pages/graph-viz.adoc | 34 +++++++++++++++++++--
 1 file changed, 32 insertions(+), 2 deletions(-)

diff --git a/tutorials/modules/ROOT/pages/graph-viz.adoc b/tutorials/modules/ROOT/pages/graph-viz.adoc
index 835fe2f05..eb5c40555 100644
--- a/tutorials/modules/ROOT/pages/graph-viz.adoc
+++ b/tutorials/modules/ROOT/pages/graph-viz.adoc
@@ -24,7 +24,7 @@ which provides an easy interface to build graphs and other structures from TypeD
 This tutorial requires TypeDB version >= 3.7.0
 ====
 
-== Running example:
+== Dataset
 
 For the following sections, we’ll use this toy dataset.
 [source, typeql]
@@ -599,7 +599,7 @@ image:output_30_0.png[]
 
 === Notes on visualising constraints
 We have now covered the basics of visualising TypeDB answers as graphs.
-In this section, we discuss aa few cases where TypeDB constraints don’t
+In this section, we discuss a few cases where TypeDB constraints don’t
 directly map to a simple labelled binary edge between two concepts,
 and the solutions we chose when building TypeDB Studio.
 
@@ -755,3 +755,33 @@ This tutorial combines the rows and query-structure returned by a TypeQL query
 to construct and visualise a graph representation of the result.
 We hope this new feature and the `typedb-graph-utils` library will enable users
 to construct whatever representation their applications may need.
+
+== Next steps
+
+[cols-2]
+--
+.xref:{page-version}@core-concepts::drivers/analyze.adoc[Analyze: Core Concepts]
+[.clickable]
+****
+Read the core-concepts section on analyzing queries.
+****
+
+.xref:{page-version}@examples::index.adoc[Driver Reference]
+[.clickable]
+****
+Complete documentation for all the analyzed query structures.
+****
+
+.https://studio.typedb.com[TypeDB Studio Web]
+[.clickable]
+****
+The web-based IDE for TypeDB with graph visualization
+****
+
+.https://github.com/typedb-osi/typedb-graph-utils[TypeDB Graph Utils]
+[.clickable]
+****
+Utility libraries for constructing graphs & other structures from TypeDB answers
+****
+
+--

From dbefcab1918ed04bf4562f292eda5c1ad284c972 Mon Sep 17 00:00:00 2001
From: Krishnan Govindraj <krishnan@typedb.com>
Date: Fri, 5 Dec 2025 19:01:59 +0100
Subject: [PATCH 9/9] Pass while applying changes to back to the notebook

---
 tutorials/modules/ROOT/pages/graph-viz.adoc | 11 ++++-------
 1 file changed, 4 insertions(+), 7 deletions(-)

diff --git a/tutorials/modules/ROOT/pages/graph-viz.adoc b/tutorials/modules/ROOT/pages/graph-viz.adoc
index eb5c40555..84a6009d5 100644
--- a/tutorials/modules/ROOT/pages/graph-viz.adoc
+++ b/tutorials/modules/ROOT/pages/graph-viz.adoc
@@ -11,7 +11,7 @@ This is a tutorial to visualise TypeDB data as graphs
 using the query representation returned by the analyze endpoint,
 and with query results (when the `include_query_structure` `QueryOption` is set).
 
-It uses the TypeDB (https://github.com/typedb/typedb-driver/tree/master/python#example-usage[python driver] for interacting with TypeDB, networkx for
+It uses the TypeDB https://github.com/typedb/typedb-driver/tree/master/python#example-usage[python driver] for interacting with TypeDB, networkx for
 building the graph, and matplotlib for visualisation.
 We chose networkx and matplotlib because they’re widely used, but you could use any libraries
 - TypeDB studio uses http://sigmajs.org/[sigmajs] and https://graphology.github.io/[graphology].
@@ -659,15 +659,12 @@ the comparator symbol is available from the comparison constraint.
 In this section, we introduce the `typedb-graph-utils` python library developed alongside this tutorial.
 It follows the structure of the TypeScript library we wrote for TypeDB studio.
 
-This library handles computing the constraints involved in an answer, and substitutes concepts into the constraints -
-
-
 The essence remains the same as what we’ve covered in the tutorial -
 find the constraints "`involved`" in each answer, and substitute in the concepts for the variables.
 Instead of converting a constraint into query edges, and then applying the substitution to form data-edges,
-We directly apply the substitution on the `Constraint` s to obtain the corresponding `DataConstraint` -
+we apply the substitution directly on the `Constraint` s to obtain a corresponding `DataConstraint`.
 These constrain `DataVertex` es instead of `ConstraintVertex` es.
-The library handles this part, allowing you to focus on constructing your target representation.
+The library handles the conversion of answers to `DataConstraint` s, allowing you to focus on constructing your target representation.
 
 === Data constraints
 Here’s the signature of an `Isa` `DataConstraint` from the library,
@@ -695,7 +692,7 @@ One `add_` method per data constraint, and a `finish(self) -> OutputType` to bui
 We provide a sample implementation -`NetworkXBuilder` - which builds a `MultiDiGraph` as in this tutorial.
 We also provide a basic `MatplotlibVisualizer`  with a familiar `draw` function for inspiration.
 
-=== Creating a visualiser using the library
+=== Building a visualiser using the library
 We now recreate the previous example by implementing the `TypeDBAnswerConverter` class provided by the library.
 
 [source, python]