From 17b1d63f0e7cfcf91b51157aaf271fe3b8ec5f88 Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 15:35:06 +0000
Subject: [PATCH 01/18] test(accuracy): pin SAP-16.0 storage-flat
 uprn_10070004512 (built_form fix corpus)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Corpus validation of the modelling_e2e built_form fix. Cert 8742-6624-9300-2780-4926
(SAP-Schema-16.0, ground-floor electric-storage-heater flat) omits built_form; the
mapper now derives it from dwelling_type. built_form is ML-only so the fix is
SAP-neutral: engine 66 = lodged 66 exactly. Built in Elmhurst (evidence: epc.json +
summary + worksheet): worksheet 54, engine-on-Elmhurst-inputs 53 ≈ 54 → calculator
faithful. The +12 engine-vs-Elmhurst is a build/input gap (cert size-1 small cylinder
unrepresentable in Elmhurst's Normal/110L-minimum entry → higher HW + reduced-field
16.0 defaults). Pinned engine 66.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 .../uprn_10070004512/elmhurst_summary.pdf     | Bin 0 -> 65734 bytes
 .../uprn_10070004512/elmhurst_worksheet.pdf   | Bin 0 -> 43759 bytes
 .../SAP-Schema-16.0/uprn_10070004512/epc.json | 281 +++++++++++++++++
 scripts/hyde/build_10070004512.py             | 288 ++++++++++++++++++
 .../test_real_cert_sap_accuracy.py            |  22 ++
 5 files changed, 591 insertions(+)
 create mode 100644 backend/epc_api/json_samples/real_life_examples/SAP-Schema-16.0/uprn_10070004512/elmhurst_summary.pdf
 create mode 100644 backend/epc_api/json_samples/real_life_examples/SAP-Schema-16.0/uprn_10070004512/elmhurst_worksheet.pdf
 create mode 100644 backend/epc_api/json_samples/real_life_examples/SAP-Schema-16.0/uprn_10070004512/epc.json
 create mode 100644 scripts/hyde/build_10070004512.py

diff --git a/backend/epc_api/json_samples/real_life_examples/SAP-Schema-16.0/uprn_10070004512/elmhurst_summary.pdf b/backend/epc_api/json_samples/real_life_examples/SAP-Schema-16.0/uprn_10070004512/elmhurst_summary.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..eddc43149bd024642a60e95b9b605b151f2d92d6
GIT binary patch
literal 65734
zcmeFa1yo#Jwx}CHf=iG<@C0{<;O;IJtZ;WI+=2&p_uxSaCwTDS7TkinYtUQ#r~kfv
zy6@|EyWhBHym3zzW3#r*C429=Y_9rhk}Hae(=#)$Au^LNk=Pno@bWUMy4e{sis*y%
zt!zyh74=Px9Z6Uq7nS+>jctq|B8X2%e<S*b2&0ItlMRT3jZwzj$We=#`zZnm%TuC|
zfb~BD_NPGSugN@}{hMSyDi~N88-f^BoD4uuC6Ka)WX%XLHv*ZFurM((N*bG+nt@1|
zS=k_YS=l<M*y$S@Gm08Jn;RM{O9(Rxn}Zw`jU7a6t?g`Wj3H&=VwBgnhNQ#9C~j^A
zGIn4Tx6%h0iy9l+8W}Un8rzsc5@zRM;o|3a1UVS%TO)o9JkUXKRF#N*$VIsvtl+5L
zcMWnvw?bdD-w!7o?CIKf?fs}HC@frsYD7q20D2~j6Z{^DF#9FpcB|%#oT*8R;>ngQ
zpyr0M+SH!A*E5z2vA~xClO^R}uhi5{2vhp<{Qu_DxzZ!g`{1^5VXDGv+eC)iMi3sH
zB)r9-)aVIjkCALXz~?5g`6P^cRP#zX1Pd6_eDIZ<Kz*<c7}EecPaBZPd!+aIdDxXG
zLh^|zA8pP^S*LN{FZi_#<3?~>tDUi%*P1n8YQ^r?#@rmd+iw=1psmhT@chYj7LDab
z+tTi?S6HnR7go{1ej@kT^j`hi$+yfhFOcl8^OtNRFU!55>8X{)-rdd3lYwp)EqBTS
zuTu%b`NFna;II$a_Bdj4YDF>o#Jp`VT0s40m-8Fu{9I!_N$(R?De~*Yy}1v~w;!Xr
z9~4z79A7$WS76rFF`@O7gCZlg^2$+zVaohFS%~@R%O$nueme0bgxxq!Mp(-;J6?CM
zwVz?6AY8O~;o*F1u48x`+smjsB+W;NiW?yBv_IdG5HVC5pCU;ibBWukXr<l{;?n+h
zYxU{X=)xm!ShtP!5f`v!1ije;&#u|w2Yx!_A1ncwz~Ol>ZLs$DlYUa%r}O`Xr)Wg>
zDKOJ2XLdJDj942hvBQoITMzJCUc0_*MwC#0>we4A+oMvD8B+YP({OS;-XU#dX-XM(
z!K`oRjM{c<Wf7!&yZy#{akKm4<9_>DOq=Q=viS<8e3JT->o{w}xdo?xGy%!iar0|#
zA6+m-woF#I+-HuP!q%Nx+?D(!OG~_-*KRMHKTO*Jjy%&q1*M2yvE7=~g1z@Q9oQQZ
zkJ?V1k7XBSWsF~KH8^q#a>Ja+Gcc__q2*=s_X|d$jo{`@Kf(@`fjP&|2N{1;<4c2K
za5Pr1$vtmsw6@TWcR828Hv7Fgb<1xpWQ?F-yMjN%AY5GHz;+VI=Ak~`1?-%LjxX=w
zJFoguy0n*!2OlK6lf6x&Z8c}EYIL-FX4AVC7Q@bs){i%jHXhFnrrHp;gWXUAuC>(c
zJ@zGx6I!-U@^D+z6;`l~-aTCxd(kh|PJ8>4v_aatrE({WTdP?()w`CU$h`QL_Z66C
z-g~g(VRV<C*14{3xR8KK;Q3rKIgqqWYns^X!*=x|#r?H`-x7)h88xeE3_x;cho*<W
zesl7=JzCH_FR@*JK(n3fm~q$L)a4V0Nfe+$Vqc6L8KwEuZNupiMoz6OXB$6DmMFXx
zv_DU)=<;~$aZ&afmOME_1Gu>N78xw6=l+?Et$vh`S#5r{45m5ywYaZWQo*64B``;3
z_Qn%b`KobZd{>jLt_3e_g_vpf{E~><r4K0P#>KY!=q1pqYGhkl*?e>C={>*w@$sB)
zUo@tXl7gp~;ww+%!+}B0PT{;baK^cu-Nxxcd4;hf3_LZpk=6Nl)BNMKUl$wRY1Wyr
z>0@%pN%{9!fa3tImGPyY2flQWHufU9_!sgA(1D;}NgQCHtw<ffYEr89A`y@*ddG9(
z{peWNSCLaS^9VDh^q8qj<`Y?K7Wz?!7pxqZn8qf{cLoMjO_Ip~+0R+Nb}ZXW719yo
zp!~Els>5Y`W7Ch8VQb;d#`~2wpvrW<r^Yp5L2EY6^wtMNn!Y=!7Y(0{{)6K=XnYO(
zSWPGHVKp~r%&Nu&EwR~P==*PMTK8TTmzUjK6GK!*@UG>6@5+<1X@KvX5koge>a{L&
zoV{>}VEF{?>V;~_G(c&C&cv9p?p9d_p_%<!n2cg`XN;OL*2mM`GyfPI>J0;)XBXTW
zs^xd+^Z~m#WGD1aDR{>g&cADy?23j`YLx>AX^XZmtN5&eLv{y^H=VihjKWeq>-k;2
zU(O*KH`T8HwV54UzPBMLQ*YJEmwidw_M+*NyGD{Bq$!?>PeA~$p6Il!C{|XzWdR-|
zeih4hnAl9f)J#>j-!puyk7rUY5Ool&_W}Wh1g3S-@Q()J8Vi(evLhbyRECvJOgd<P
zU2l}!9GSS(25V+a&k&q<*SK|;<1c!S8}>)>-&OTEZ=vqo)(t<>+ymW;&iX}FWv~Y@
zE2<;SJ6>bn78a1lMc4G}-WHgu;M^XbA^PD`*x@r44AD9>e#e?ZCk&jO%~U0|#ghop
zA3CKmSW+>o1s=$TaLaQI;O|FJ^7ZRlTaA~F_>=fJZwYO;?3C%`^_H}p4A76#zXg`M
zrtk2Fg#ZNg2Sil7&so>SHwo_-y<ym5`iW}?@Memc@>7!#zy-Ptdu^|f$o$n!UhkYp
z6K9gz()teZHk|hd(<okeP!zzKY<&>#eXK7hMFCp(u2Cb*Ue^d%zr%2lVpN<(gB9U#
zRn1$MYIv530Dd@fjswybiR{!e@4aeVij?Q*gP&-x6Hr&J{(UlW1Bb}wtOGdNQXA(n
zON!N$)SYA(s(?B8G8R|?j0ZaERQCQn(sh_?-p$H1e*2k}pvH;&#Xw1a9Wk?)-Zv!+
zVmyB)bG$dFvw0i`9>P8*XSe$!2C;l<4)o~Y*d>c(G|~-FRgrel0teN%M?vc66OEbl
z%^g<fw^`>hQGhGtTP`#2L>GG&!Mb7AQt@1?-=!u_b(eKMWmENaey5>!VB68E4kpJh
z^Tnp(qiQ}bo-y30L-K(Sl=sND!>}U-COx>isKdiyY`kquOsw#4H3URxm5+=*z~?vy
zlpb3!SM}ozmn*%Sl@;gY#%3S~$9n9QpR7*xCbAQ!%h{7*#5JAv$M`2^`(%*1dKpRL
zjP%W%52lF*HQ$tenUf%n>`8vtR4DCw0TeP~O_e(G)v0gFnqymmbfQ@f59KMC{2q4u
znw29Y{bb;!K{*@`qYl~$i-cz-+8T3o`!$##Rbln-Gk0ab2j7rSuxDM+Z(?PQq@dg_
z^d|kR?Z3(7&*Cr%1o)zcwc;6dlpx7n-6IjFYK<;e2_S=sQy{&!LYpSX><dy`t%!`d
zZSDM6h?;PoUrvKSJH;pFkG5xOsJH3o9$HrvOV2(6bC&g(eX-;9%-&^CmyA2!9CcNi
z675^BC|k3$h|qUz^>@ZqBJj02gfbq~RAB1w#UX%?S7b{@k6!FggL|%QPpHi2n@RI&
zTWpg6-+R>eKkNUZ<<?&@2~;KRY!n^;UV?UdsxRgoez@qAptAStxHBgP(hov9!J~)n
z1Hrw6{RD-g-hvKzldbc+5!0=SaxL}JOgp25`<wm%gEpfW7GIiu2Cbmm;Ukt8C!vep
zC@Bg&)uuIv{BJ9Y-!zHG&|9Xq7=X1e{1#K`fq|EYgvT<#NC5wDq*Sfh!BW12QwCn&
z7WH&`U}a&QQAy~c1izBvsfO6a&baiQzufgi$|+4^bZNwzD|xo|B?k3ialyW(Z<J?T
z`<wv<P-qXmaNp_}uiluN@p+}C?xl<T<5o}G`LvVR&lBmOa`|^&8jfK@gVI5<s=d-V
zy9AS{x+$*MQN7e>y5QwYW-=JrDoIZ{XReP7TbLg^&t`vy#|}Xv?hG@Q2sbl*jCts#
z*5F8W&EH3YyrEkHv9N<K4Gc|+j6#D+NtxQ{iaw_?fRmgwM=vex{_he2tb`rHj?7>A
zU71?}um_HaGFxhoY=#a&&4xPF0|R3-mkRYvm<V@ory7fm+%DGe>j6YRPF@^GHHx>O
zceB|wD}O&c4Muhemb=OoS*o+T{qbh~<z~Ujv9g*+AvNVd$%fO#m!ix_Z$~^`X@PM%
z%HOZ9P+eND1i}XVy)Ek|`*%y$5>PKadCm#Ev`Ay7I@qtXvk;VAyEDJZyz3K(_h@8~
za7^A;ElNLkY#y&P<hmco<T60xxGt=ow#8*D(M;q=W3VgSd66GEX5Sz<g{wO%75$7y
zm{Gb_|G>5Ti}gC}ZT^?}dH2m)Dj(G-ImN!%g*tXyw8O)K164V09+WcRh~u4uy?c^2
z)80;gUpekFC-8SuHpVCUhcU69x|_xohBN`9sCjMDE+e5^-J3<hET^%A2sw5B<nh98
z>>Cz*qohpMgMnB3s#IAxCih_vEUu8T3<?kGTE_VFh0Acf+HBUAZ_v9odGhQ%&vLH7
zcO^be8YAA8cQsZ??Nk1(5rgsaI0;FF%{uun;b6o0FCAJWaZ^*};E^qOniP`MH`zHJ
ze<lVsjn2^Lb0Q@t7KLvUgc}@dfNVRol(@CDC|Nv}yh<uI^ydV&o@vy-(SUW-<J4z)
zkzv)m3`0YViOjKCU7T_lLXAv(=fRGD5BvEA{6GKT(Y{U7omxP|Qt2UrjA>`*8rklA
zJ`gyMx}BB=i<3vs2M8+7FELf^;V%l26gF#~yH4^kCxmsd!Y`%{8hmGg_q|F5WP(Go
zF}4V;ez_VGBg_er;LqC-<I&o9dA3x0*rc3%={rTVXtpDOzc+OCUfD&9f;1^;Bf;2C
zMh_Q=nYeYlUEuA)NNnH%1?JjHenH{=(7it^IMHbcuJ+<25|vhv+pw(?`!$Y4M@jf9
zHHaPG8t;uT%FzYN?&iy4pLII6)+WoNS-QrS32qMH_{}%SnAcjegY|P)i;S6loDAa;
z|64)!o+RK6l@r2I|6^G>5Olp3gIl_%$s6yn1DQ>&kJILho*VUUbA1h7!twH3LT4-&
ztG@&D{sNcgI<ZM#rCbUDTOAAoH?RZaBprYukven>Cj|D{PK{?D$<63aLYt$6Ba~Q(
zxm^&3lFqWq7Mr{bZ(56Zb#Pu^*L)K$E<C>Qee~Ax=>;(&_)O-Kd%L!h<l{#*?i|L8
zXjXi}W&~lG+jwb{AWYp4zjC3h*KPs`Pm{(iQQ};A8Xr;p%2WOka)*g5b!sB$Ml*j&
zfRrrjbYs`Zh-*(x)G6&ch>nrI0q#59m35nxNDB3SLxAWeRGPi~rBlh#fyduI_%Z(r
zjyf5_5i5d#ch%1?yF%h)x&uVDxdLk^T%mq<$mZ>WeYnwR;L(WFI2H0~esC%I#jP2T
zU%cq^2cdQ(8{QqEEz0IwGmw+gHykXNyGNzzSH24zr)2rBy)kOx127V>A~)Ap6q@nV
zGjc~gqPJp(sMymP687q^ci;#<h$>>SOGE|c6@7+Toy=4*8_79@G~`lJa6mJQO9raN
z!t$OiR}A2XT_?hO2IJgp^MWwp^PGz&-}Pv9-Gnb`d5@)S?=mZz$r^lNsK3VBRTU8|
z<NE8kL@o1w2m%~ObiH21PW1_B(v`g;*ofI1p*;`pppD+0sSnJ;N~9TMpen`es#O+V
z&E_SeHYN6m^gG*SW!Iq*-ROS3I(dX7Gj=>{tmZP=hOcvCA~F#xfTK|nZJG%gQ!6AC
z`I>B7?vlP6BYmIc<C3q+o3}KzC^%MoHA3?>VT+ASHa99DFZr7WFox5LBd@@2tXNjR
z&#Ss6=gO3Z;jro6h;W`iEfs+f6o?fMSpQ`_vNP2FoA&Txkh@c7E{j&yy$Pf>3y(#+
zRY{tOD`uv-40u$(6rrlh1dPq+_}gUspeC5NYXs9H;b5%D7s3Sgn3y`=j6NzIXSfR6
z(1Na}qXS&|vjY#VWiE!Ixiz25Ng1G5Hj`odp%@GEt9@<ITkSftjLp?sP1q4<9U`f+
ztU7n?o=eM<xo%oV?4pf*dt*ix&dAW$8SF|<K?u7}qEwm|Gj8Befh<@O|5kn#^`&;7
zxQ!#p(2VfsEMnb8n#@n0qzW7A4#E#>4TpB&?}^^#oqpb8(j}6h18+Mp-+J{~Fa8j^
zPZw1FBD{uODo~gI{?6D1QOHf~jQzHZIkB%)kWnbXVDdz;`AcQbC5;zh10V!2jjS3|
zd$aB>ptvVXo{PQegovFN<!%uv^(9ui6hwlja;j!uMBAVDPLRF$U_WR$s-O>n?A-ZE
zWqYtAz{t(15i}x4tHp;ITe_$88Z3Lug@q}W3BGr8GFo=~{A{+2pCa8VKp3Fv0Jn;L
zfzXIG*Sb`a3_rG_I84pT+*`By^*D5&dPd@c&r7-w8z{WuKpe{|;>Az4G5d4=eTKJF
ztDv`J;^+NONd%*1j{L7b0}^k6bl@NNjA?E2YuJ`qsjicTA93@e#aY0fQ+Q_IyvT|(
zfPCPT-QqiRw>`g_7^hgly)Rw*13!Lr5yXjQABWxuos_M=tb%tcG-At2HMrV$C%jJc
zf63YawvEG9&>hA4okY+q>e<PNhz>R>-M~HxRcn!LW+|)RYrZM0U+oePCLO5>jWOt>
zeKGW_3X)p4>_p9r@j<VS;eL|M<o7upw5$GohEb@m!IESt!jy4i?sunZ8{Bf92k$)Q
zZjU{=j3SAImys~%3u1+~+S5<JE@+kO6HZ4T1Jc)ESJjl`xZh?r8<cqvidxBxF!@3z
zfPiORY`bW$!LhCDKKpJQw~Gl!=K}57{HaM%@}z}={9&D{3LJwt;=!eaF{HW4owi{B
zBP-M)dMa+M%N7%A|FJIGbL6@FE7XR|n^{1DDboH>GfsK4Z*z}H+zbC5wJ8+H_&Wd&
znL!<1kh6a-9u3^({;djzbc*jIFedkxr>(}I4=xd*7(*E8WsaDl!WRlGb_9!{ZLJ$I
zPw?cB+zAsoxWl;_5q>>kCX!Ss{n(ktocVdmSe69pRDV|qo~`e;tj6TRDWVkRIja<J
z_c$p<Zi`1ulyW5!p=6yiaE*_u@28HQpWQFI_xg%Ja&m=F+YGC+9V*@C*s7P2dz~eD
zH4kV!FA_0sBBsdoN`>sl0obvbyX3M;#Ehme;ToFb0L*~QDt<;@tFYNo3EM)nl}=hW
zfq_Tutl^UN)|TS;bKLik{$M3xhWMwiePNP6<Cm@YmWzUO{$SgPVnxQ^qTV43ln>1v
zy!mH{->F7rP~BFvjXm1408)&=@YSG5tJj+B#<~#Gf`PyQC13k1k=#KZho>nEo4-h3
z@ClipjY!@Ip73XbUs1tHu5m+gGgXwzHH3z<HNuuRwEPTth&|N1$WtLZM715y;vEn9
zP7s_@B?U3ccDDWCU}^g#HkLwqm0nXFCq5@1LqI11MZc{1>EbNt-#*JdK}O>~vIRz>
zjk#Ikk4KIpt{rc3A88=q9N25C!jCvSI5-q&=XH{;hDX3+R$O*)usen?W3BLTl-hv_
z^A{o6ZmN92W_b&*<>ET>+)!6wS@<&5lSYaowC}Dm#CGF&$uIsaiU9|ktzNhui`nZ~
zTYWOSwWBW3Nd%|d+r7PA2yXCsvR;KkAoI2H5d9+JYo5Z<_1Q(>-wkkr7giphOQJSC
zLxkA2|6&IIi<O)0-!o4`EY<&-d7Am3n5Q|}*qQ#5c^V${b~<4)(|R^uuF9jCJH%zW
zg-1T!C@OA7d7sNBc7c2#kzOOP<qA=~!bJ(I39(qXlC#3M<@NiI-{CM}c!VlG=gl-#
zB)vg+{v7$$I8GSb)t$cx>cik8tK*}`)jeFy=NGVuSX7GHg1-N_)8QYIlCKq3!pftA
zgouXEbw8`Yr;bFs#-oFQh=!`3B>M8DNTs!f)FNdQrHpgq2P`7=h0JC?_V+YLA&u>i
zY?(fO>{wOJjTI9KUn;hkSy)*3$X3sB7PhY&C4a?#7f6}3<Y*nOow)c?5nNeO!NkSI
z^?`+-g)Os-b$EMXV6R^0U|f1VYgJ+M0CYgLuO=%mj|k(pvXYZ;uf#FJnR;a(^C@#)
zVql*+;(%+IsNvfLc3uS~^M?;KSct*F!CO6|D15NES^_jgAd^dtt;^X}*7CKqFVCmD
zvA-hubx>4%`}T^Giw;hEW#(8_b)avZ$myG~NfwH-jR1Y+8Qc2Q`S_?jAh9E}{rtRU
z2BBQv%+<_ExXbM9mF2zVY&Lv5?Rz`Ad>Otnt*t4~Uis;yj-~H2Gs#`RMaRIvEiT*7
zIyn(+wd0MT*bgJ9LmWq-1nPa~QphKzIENGgEH2SQA%WY$En#@w8wxk2L|eZcIaZeS
zLx4WHcyT9GWo9xtD=UdZJ%AQ#5huT{@tUJmlY2dF!jxX7jHpxep;#zX6YGaPI9Q+1
zq*rvv%lNPs%ye5uzN-_e$tGUko+^@_OF#zO9gP8i5f8E*iVE@D<quzP1#oQlY1>x4
zDoL0sOB&B-t{ZKba1qp>)^~DJ6W1<t4AjP@yfoYpX2esLDoU8kPZ%@gs%C4RxDwKL
z5o+9$hGVTiJch^L*HFj<S>hsWBNoHrrYsZ(2_yoxTyE5<_Q?i^hWg%?G%4lGVBbu)
zt}S2tU<(tw0bHjoF2<A_f6BltmAE+Hm{9HGBO}6iwY03Qt(`Xe(KfS^_FG)lmfpCH
zeX4GDZ!@hj%l9YZNQioWI^=R=L$!}%r=>N^&VGM?pFOp`U4&d)U|V*M=*EHl=$LVp
z@a;%v%4p+U1MsS4?e{K4zQ6?a+%!vK?S1_-Kx;*X-PW)dXVU1Gv$Hc98JVl5?3T!l
zjg7?3O-+ub*7C@at>s21q{@|>B0G@1Hr7Xv&%j%(>vsw?GnIbNC8kq#Cup*m=x>W(
z?iJ5&SZ8!1D+j^_yEb}+M}{vQRejSgugzBz*1o%EFasMpo4|!ztlLHJT3BjnX=c~z
zeG?ZK&(qN-73iqg&tml$G`d-ep$YcvOhZdadh`R{lg;F7d^<wC>T+Is;R>s)q4Dv{
z=2a6NFF6YP1#J?;@{wPw1VnEHg>9=NU;}@_q~X5}fr+%o$9L~`K&lHHJ+lk+>OeiK
zlIYOl|Ky%@-m-PB+3rW~Vxa}#-Tm&~({Ka(USg_xF7S4yle7K+=X=TbPmaTp^6xs|
zT{V>^ZsNQaSxbJ)dFUdv{O(wDC|s_Zg|)tVlr*QJpi#4<q@aM}7%?bpdI`0RodV}9
zfEL-3%S7!WEAXX!fIECsC@jcTFex=DyH&6B6>!WF$U=MD@NTc6VI$<A0X7uSuQX83
z=dlY?HW+utL2PJ^1YBVjO)mU=kN&EQ-~LT`Mc!GJ_*g4UE5%P9Nm%E0XIS=D`pZv@
z7<pu|GDBc?#7pv1xw<VJDj+pHa$svY(K~uC9;Abv!^BJfaRh#h;-(TLX>XfV`L<|V
zwTB|zPD|sCTIP&?(zd+=U9I@Xj^Z0`bLEhUu$ul}y;?XEu6a8oEO5M`glpg%^!99F
zASs4HYs5exE0$as1E+V1?oE{95qsy>L=%cN&Es_Wu2cv-q{0BFsONAOFArRb-@;JR
zM5o7N;SpgtkY3+RS_Z-fzJ6VGm=F%Ac>E#2>gck{w&3opKD7~+WLG<roR)x{z@m%;
z7#<mjYQ@CH!0}$2yU;daz>k;JIBnkD-R;*i(vApi#d2fbyou1JP<bdlJUk3PNA{#?
zn7ypK91NFT$yRj8^Pl#mMMH!O@u8%ol#!7}4?Uf8i{*V);^3G({RRAGxQP45#N0T|
zZ)Z;{<S~H0kZ*p2*uv1vSWHao(vm#CE*Do(9>p@!-2B{k0v4c@Ct2`B1rwdY#j+yp
zl1uKr=wvi;c&t;mkBD4fT&U!wnnG&ggU5*K#S{%($L;M+ah4J*Gu!FOC7k2FmDNc4
z2WwNA5^zb<uv8DN3xHG331wU4E`rmb$TqvUK*$B;;B5DEa(rxJDkA)Ia#kD9Wq?Ol
zr+~*z_{*W;1bGP)LV9b?M%pF6bM}0<+U90tvK=#v9IVt@6!`#+?+H3P40n-EXXX<V
z;{qQ*Tsp<wf+fGtbE5_Z`pG2(9~AiSikeHU$`%rFOyMabsx63#KG5xK2%5Z=p{->#
zwJs~=(_Y*+ch=m+FZv$%o#cm!k>qEE>-}5>!UKZQ_+z$nr}J=>@YegAJaE#;Ca{O1
zvaxY)Zv2I5VLAX^6XoK<8bycKyF_K^jK~R`Zpo#mc2b0?j6oq&VyCN}bb~_!_d3+Y
z$iQfDuutftG(mbsM#<OGyxEyuGmB}}X-Ss26B=H&@WXXp9v&^#kJks&lwTNhcMf*M
zx+31mMaVt(erVL3>yzsHp`iq{-|dnTAYSIMnIAky{xLPN_!8-vw1<cL3RWLG0x-WI
z@0YEuf^F@D=}Dr#MUPE{T)4uqD=${4g@>E#7py)FrnDkf{)7bwcg@t+NE;pNjP+N8
zxIdyUVM9vFa?GvG1Cvpwic1`=FJCnUS!b67H^H6g^(&fsexayH|A9<IhDN6)WJ7el
zv;NC<V|*jD>U6c^%l;r;-Oq_8;*T0Y3a;FAz?G+gp=qa`(E&ndzfV<}r#5$Sboxie
zMz#m#;1gL7u%1e-UkDQ`hp*1=zADpwL2hnmPybx|Fp+lzmv9d)`pe#x;ZeyIB%|_|
zsGq)MKM(GF?(<93h(%UT9u79Mw?Qvsoy65x-vSj?yTNnz$M*`E@*ouz72IL?m6ED)
zmcDlSv;M&@EC~h}*c{&<uRe|bLN|QbiO(JMz2WNeQdn3rQnmW4e%G5FWb%BUw(oDB
z>u2w&uBfTJD{OO1RU$U)xruSSIO~_HH33^>U75RWawd-arUWjlmVJl6CQ(<z)(9F5
zM~<l8<>uy&ZBqO}`-*4=h1L<NgR1YP+}q6I;h-SgLZ+9j!3g|$`32IEp8#gJOa^sR
z94y1~e!M0OOSzz|yF|AQvm^93=-WG+{LHO3uU__yj`X5MAgwgVT4ENNRMw>cWDJ1C
zX5i>+IX?^e7?BH=%Si<*vr^A_VosChOTQj?-J5i^7U||o=Qkx`7%|dtx4-gA=}S9=
zg+qM$Twy~{hp*jl2W1s#n^9Gn+1?J#CC>M&B|krW(@Md>A@2awEG%RvB@KN2?YRdm
zJw107JJ8q{;Eby1Wt^YSl0vFCoP`vyA*!9bo(fZ!1#me?=x??#x7y%DfvFT=HoXVE
zGrUMQotVh_?fq?ee_%P~(DZDNvpnLBTZ5Y>e(J2oELkNJFxFqPIV2!BjmHWDD^QXe
zEE^G?aL(E(M%LN=L$V54n_>Fr3{0pdq%?m1;yVFM>aRYtIjU6CCV?d*tx^CaOsZL)
zujnx6m36EMd10!=N!t&%uuoChM#!fc-T>~yIu2n&Do?lgY@%;^?@cICKM;GVZ(Rwc
ztk9@alXJuN5XWRUmGA(GH97{wUbKr!-;*ra%CPR7dmJNnya7kiiSUFMh7==%?c~T+
z-wz9C7RjB4#$+;#(7yBPOye~8AulB_J3cYRJUS69BJrNAtT?ao_MSu;Fd<1zIT>^z
z)4N;P=enW(SnAQqO6=i%nz(V|fBvqGmD`R(QlXosySLkyDf*+U`YZkQ*QMyd+1hP0
znA-^hc!?fbE|nUW&mXI*9Hs-JIfUO=A-@6-h8w#Dx*qp98Hd_iHcQJ%O-_%+tzetQ
zWhH^v>8{&<Wg~q<l4E!JSm$@=Ddm#^Ge1JhL@?y0(rjUEwZ`rQU$I<kbPr!#x$7#+
z^AN!)EAK5RaO!&&!)cAyvUc3}>zi~O3g&Cf6DC?(8jfLiG^6Iw@Xs}sHM@HU?|3kp
zg+D1OtI8(&h6DO<=j(e)ARSVWI~+@MhlW~0g7h%ivyr#NZ-d42yf;f}7h%1{ZsrfR
zuxso+w9<CHk27i0BT91Hu|Lo{1RkcFYR`-iJN(|aP6G?l<XvU(Kh~~fA>m8uX0f5e
zm|I#fS39b<h4FnaxqE??7XbKt<o9AkD^-JP728~!&i~}Zz5*%otyALV!{<`{QI@(G
zfS{wJV~cBEK|`^Wn8gKK1U7q@MkSH`S8w&0DtFm;o6o{0g>JTBzz`L1Q{O_%nN3nH
zR`AlvsLWAvHG3o46k1;a@2aNwEQsViDNo?Uci*e}!dWj|AjXf8Ayy71L=@B*g5u)h
zv5B$8&ELpWY;o;H#pQ6|?+nMDB0&4MZe<Y%{Os_h8js|iv{5~ULS<JOk#|FvGJdL}
z?z6uXIHuFpiqRx7e{Dr^=}0{$AmiZR48y{V5@xv2gK7F{e=WRTef>ke!H)m4iQ(S*
zuj@rOax6rh^c|w|!`Evrxj&{7)!#5ns<Y_(2t4~hPEN6DWST42j^WQiQ(;-=e{NCM
zYNh(ay*=t`CS|)mF9JKp+w>H72;C67B*5a$?#@I;dV-`4kjM582w1@f-@PO-bN2Gu
zqpI<64b&Uz7$i8@xICCY{f%)#3KQ9cXKAfp`~eIZjCPbbIXU@$@m^|;%~3FVw>jZ}
zj~}mkdkfo^`;MF&&mM-Al9GoO$w!citp8b)rk3Up*U5PhPyItE?4GGl*85KP_Uaw;
z+tZ}w+Q(JGIc9TZ(iW4GOU?)U5*Kx~QtYlzi9r<FFEty(MbeX#Kf&-ht>&FGG5Cpo
zUaE;#-AQi>2Do;&F7Y$rqi>CiuT5>68M$`t#4WFyuT>88`WrR-(FBPGzmH3K$Lw~?
zu^(F(WU_lB5tEr(P*}FNu@W*Z0peOdVy9qA+c7u)?dB%hZ_LtO-n_67dg?Hm7Ory;
zp%W2-a>(9RZ+tIp0KRjL^6}U?xOeD5+;J+o;=kf$uIH+^4?N8IRx~rdAbek%nigic
zKa|Ej%Z(R~eB3)ec(-3X@x0aBEID?t=xa(Pg4K(qj4od|IG9y^XBVe9>~={*Pse?(
z8L`CYbmLsPM0hx)I?;2*tVv`E=3>0e^z0F%NTlQNd%L@W9Fh{YXd?mNuGjO{D@K`K
z>UdeB(ED*yOHors`Kai0$EL@oC*NIEuH|<lI`agVMK(IXM!e`i*q4@)Z`XO>Ln)YJ
zUQ{fS(GeuGrK_VOw)cHPaL@nX^y=bWf!l%r38rtpaIB(C2ZLu~LZYywqn1|8lu8N0
zE??DU9`)WbI`)T3;IWNctokXU5%zupa&h!hh4-UjJ-A@AfJ2Ql$Bv4geW-V0pnsu5
za`}7L=qns#^`b-_TJSDL@v2-(T5`hj+v65I$BBtf6%rD{3kG`X{Mqr3%3x(UoeUiY
z5N<Pj9|lp>*8Y09CUr5#u!Ez096-f2D0;%qt-@6j)%g-K`b0fPLtn<h!kU@bPs?BZ
z*3luH8nK^8VqRlEZwLDdu7;Wl-tn~xF{5pBYj>d7@4;+!`ZN^U-NW4=l|xSOr~c4T
zWH^yjfT-Uj*^HW|vM}9bdt3u9N4Zq#U=TX%R1|{Y#{A_q=gQF`Cm*S8Y4qj1r`^m(
zSf%+ag6&s5dwn4;s{NfqUx}tNGf|NjGnWkw+><Z+4tjU{=hWXY<+Sj%sH_SV9Yv<>
z?D#%-Yrm#9v)5l6y2QY1XSD6ql&Qgxq;msG&A_Um`Kv2y50)4E=23ni|A2oxo6fRL
zi@#@2eE50_w(Y)T^5lvD>kVxO&}-G%(_Q}LnlTU_6Y@nr^WtKo=GgZYNX11J(cAH6
zTc?d$;=(f$^k04U7f*jC;qr6oT}B8S2A-RixJ0>Tr0eE!z`1>{sHq8HLT9iQu^`3J
zH`Et;Uh>r;+bwcz-E#g8O?(I3Vt#UQD=&c^Ye7%M=5xEwJ;Xz1p%opBgo1)nyt)LZ
zRz$83Q1ey+8v9AiGlF6tk8#7meUgFaU;CbCR9I_Xis@hJ85zCjqeoGe76UFO0J&iU
zXN|Y^mf2_@v45PEw^-FDyl=^Sl(>CUpV2CV$n)v+)FDV!A~Cd>rjWi$c&KhiH!73o
zE^)&?FpsQ2Pp7}F&Yql#*KYgh2!M$ldm7poL4Rt$a<6!B<NMNt66<uAukdMEQ=Hqy
zaZMX@aB%P(<l=JtAt<0@QccZcKPf2@=H<%_Pj4UHWk1BRddY>^&v%k*4oJ`XKIswa
zH+c^7v$Ic5EKW?$vh(tKN{mr;o}N~P#yos|Lo;RS@};x}%Qt722C4XcQum<Ybseu^
z^8KoAS(`G|;uS<GqP;;@?h|RaPA)FNK>?V1Sa)9c+w#Mb`Q%k`En=&Ei79w^UCWNu
z)gcHW@|Tee^20zPAXoR)9EE>OP9BM~Tm-m2syg>Ie+<F?{t0!<UEKHa)z$7FKc=Rd
zkOXM^`}r36&YeIZ<lZnaFN7rRUJdn3MI7$#Y_6Cc{aTf!3<{;7pdfokCf@C+t)Zs&
z?Pt(W3rou;JASiNBku>`b5(UsX=#QyNIQ*qia3y5i)*pW3U*&7x&OiAjQD<vRvf$+
zlwwoILfuE*IQL;14BXq@59kvf{ouT(Zm%Dclj-ehmMpvZ3#q+JD488e#j)Z`dASV;
zgheSIuAr)>zO%CpY%S6|hD}02<}x)fi_b{lqk5CBo2+|V$=j}{ZB?4s2uBnM+Wh_7
zO~x@y^KvfnLZ38894;s&JUlcs)YrGkYjd*H!WyOQ^YJVGEHoTBIe8RRR2*FFH2kzK
z?KaXk=$~x6etlD<`Z+OG3|`io^HKcu+wtLfnir@EJv}HWud8b)xl~(S-a|E|SZAP(
z2<gLhLB5shD;ZdOr+hs}nHHO#uI;^TYV9r<TtgFs(CPPH#}=w=@8}5`2Lu6aAIG>@
zewb&MP`0^uCmj0KH0Nc9wH8-m{3QD*`Yhhxchv=yP3MtH$eRs%;9vl#$mw_=giG==
zP7icWjP!D{aj8}*6Y;`ZV=cG6$u4OKG564Fiskiywc8+>ENIq;t)|XD{=###waW}1
zkST4O^|?#!p0|Ek#V>}iYq>X?m>-;AJUTvZkY_tHe|Dw8W?yMPT@DnRD38_*X7E4T
zdJ!XW^CM!9^A}mdptSI7$BOE>J0u{)9Q0}Y8`d^`9Nxp>4g2^Ej4;yS<YbC`=>_^?
z+9k<1)4g>JVq7$iSg)onCP=SG3Q)~cx3>`k60v4)7~hv}EmeJBps&;`{RP7=63(Ia
zoD&y-=lC9t*KP+PS|cR|GF_y8zo&qZSCE&PRE5?l(rMCDfU=(3NOm$pKBKAOh<~Wb
z{if)1g`MMT*55l<kSQ!zxu;0ldY%zv8iN3SM$CA0{f#RyWhL5ts;*ls&+@}1+2}X)
zx2wj*;$?TzCXS**NhYOPL=N}b?x&NaH@FIxZTNuleW!u!>gv}A?ww<o$Z#*Efv2_>
z4xxc54X0itVTfTb?(WDRH;uNw7h8WMhV*oxr0=5#$Hv+B=|7i{U{-B<R%thq45ll}
z=;`up%bH6GLXogyN3_+IL$^rQEQp_dZ&-8tDqgnmHT`l1)1`Nc*c<PzHE-=c`z%I4
zqt)@VH%Mi|a8!6Fa`^LTlSd<u<TD}EiGX9d(;59`lC}h0yncyPz?jk)DXt%B-w$cu
zOL4nk^k>{5DvAVMAFaau=ov8Tg<sQvpLJ*j1Pd3#mVG0MjHeE@YvFBKB_3V0KY<~s
z`SqGJ4@bBo+>h(%QetG`dd+*H33IPv09V1{o+BEgu~-=C6lveuJk#dT288Q^3kXD@
z>F(~s(@!#zMh1DrFZ2+yJOk$$(u$^nC{4BHq=c^fm!=qK&kl!IvY*RS)6m7Yxqi}p
zCR=ohC|KD!)i((LI*f`jCB18jV%$TYPwyKabNgVQ?~3N0GKncbA82oHV{A9!&9}Mc
zQ>(Gp{bAel95Sw1s^Z~gX=rExE8(azFa3hFtnU$Q!UXa&lt8NS=T`cG(JR<ifP!x-
zVWsgNfs2W<7JfGH%obm<_qPLSZ6g3&uMnL|mxbT&o^BxdhSrn0=|OrQ)gc3NiuY7%
zr<N@!V|0XPsac-em$S=ex<t<0mwB7EFUI{jwFm~^{oFShnR@|7UwgMOuSyLAp0TRC
z1L%{IzU{&1<KvS@jXYJ~zH2xek6URs7A;13>txOM=F@`T3Yq#Ll@S2DnmuP`r1Cdq
zuiui-z-ihv-IDk8$wc3*oI*&c@${VLEY-q}Fhbq;l7MfnW`%MIUjhIpmG*Brf+3Bd
zr3~%w=sbwwZ&!!Ki!G@ypng%c`;v{sWbWI-erf4?m*}=z!}AOp6Qa(n+rgByw#TsF
zA(U*oA=IQg423YP6RheuiTz3G1BOV=78X`)9BlX`NBptDm_T+1u7Vy4f9b0OSp}JT
zHm&IqlIOzMQp^0JIuyUv-=ooFdqS*bh)9Uaad9dt%6hGbDBJ5vtlTl_o$hW?t=Sie
zHp$(IVV|SIs_QD0?JJVM<G7Mz+6vONFu00Ptt3b;92D3Ueg6J)9m}AvR%|xZH6bAe
z;X_E*9?LJ7-ro9)U_EEF!-WR_It^VwQc@a{bN+iuQ>O6&RxPkPKA!5GUfV%aEupnm
z>-FyL*Nh13Pgz;9yf5$X$LCQYFBF{@V%|zw7a4a^2SCh4I8%GhEI?mOe2ZP9L=L+5
zSdlDbbe@W1Hzeo?zNS99KH66M`9H$?ZP)dm`m|`p9~%y|{R0D4Zw;#bN@oQ=>^~MZ
za*XHqe|<KBr`**(46H(y#&6)3rFR-?oNJ3(5Yq{XT_RQ>m6n;h(8c)0W@lG?JX$e}
zH(NeDJF7AJz2m2LRq2~%zajl;s!eP~HI4k@0()i_2T^I!i;IhPoOY&;t()K1v1L4A
z5e*2du-7-W^#ZS6`Ypdx#}S)YL&BZY<+D44$J<!GaM{J(#6>4h!Atw4^PZAoW22mY
z;d3kIhMB3YLUkMwD%>zU92~rkqPLI<>TA&ifk@nggB{onf53>O>H5}&DHDqxu#}!o
zspfp<>h7+&I40ygsOEHgX9teYs;tz02x0(VBFa3r6fNR%-b)N))nUp`28f7=^uPtZ
zUFsGIYb^f7DSXw9Wn+*_N-o$Lyb!qf3XwO;6xFA<yf`MS4#vM><=bPnUPVqO$o~b9
zhw;#at_U`C^|jA{txQu@RY$o=$!Q4=I>LtW#;f!ajnY1kO;l{fj*?n=fQ0Erp4Yd^
zF9|2KkNd$?%IX+|goMAaHE<D2zV`RE+uJz5)<WU6l00(AHuh|tsGV{8(Ld<7PkD>8
z#7g?mPJn*b%H$z|uBp$=OkNT|Y(hs*KRY`*F2&*etIlCaZm4d>h5PCQmp{2*NM=TP
zcbx%bWv9<JR=DS#1xecI;o&Y0QNeEF7#eG$I!+RRsGNA3hzQ@g%B2|}d$D~@PF{X^
zco1S@LJI7F*tM);-Yyy|TjWNK$13AkS`)wRO7?x&Lci=+5X=`8dVdKrHa70EofXUy
zk!~2*A?bz;kJf!MAhXMX@j(I;3u{|G-DM@QjAJY+NkeDny13=px$*HH>$p3vcwUMg
zN-hHVsBvQQy#Lh#<UcG)20g-)rDO&C<KpcTYV=>h7P0)3#ak#_1Z9i<kK#s9wg}1=
zLD?cGTLfi`pllJ8ErPN|P__ul7D3q}C|d+&i=b=~lr4g?MNqZ~$`(P{qW?d#MI8U0
zdHP>wi&+1Oc^b+VLD?cGTLfi`pllJ8ErPN|P__ul7D3q}C|d+&i=b=~lr4g?MNqZ~
z$`(P{A}Ct~Ws9I}5tJ>0vPDp~2+9^g*&--g1Z9i<+p|TS|K8&5zwEb&?Vl{(LfIlH
zTLfi`pni*>ev2HTev6=fi=cjspni*>ev6=fi=cjspni+~?ic=_4xxUFpni*>ev6=f
zi=cjspni*>ev6=fi~g_nTg3J6nWz6{wut?on5Us^5tJ>0vPDp~2+9^g*&--g1Z9h$
zY!Q?#g0e+Wwg}1=LD?cGTLfi`pllJ8ErPN|P__ul7D3q}C|d+&i=b=~lr4g?MNqcr
zzdc*T{qHT_{>y9;$3I!Tg|bCZwg}1=LD?cGTLfi`zChU`C|d+&i=b=~lr4g?MNqZ~
z$`&CU^*@%C13}koF}S6Bn!NEIJ5aU=$`(P{A}Ct~Ws9I}5tJ?ZznU##X8QN+)BiGD
z#Q9I`(@?kw3Kv1)A}Cx0g^QqY5fm<h!bMQH2nrWL;UXwp1ci&Ba1j(Pg2F{mxCjat
zLE$1OTm*%Spl}fsE`q{EP`C&R7eV17C|va49xh^L{@-7{WoBoTG&VOi1Cc=XL~N~W
z9aQY}4UHK^jh)R6jg=*Y8HLS3j*7+(BDU6cwl>B#AQCP{d3|eRMk%g;vUbbP!OhR_
z2y!siw?_OJC>A@S@LC9~_mTX@vdQ{FkA&HRFFNz0=){Ou@_hWIJGz#+Z%uq%O`tk`
z05QAxJ94$3=s!uMBNAZPf#{eozl>+3aGsfX&G&Gn?AugjU2XC#A5Cb^F9s?faULkZ
zwzv~!0jEloJW8yHt<2*W9~-N;t*c*pyer@AAY0pdXOnpz%1mtZl8bn3sD|GAF?hBW
z7$)4)yULJgcNVV|eoL~I#4V7AoWglfZ?AP{uLyfh!O(-^Ja3HBG*gsT*z$APSLS)?
z<p**%6<ZT_nuYlQ4}IDxk*198N=cD^k=mb%{9IAGdloxnMkwsK?e`<s480RUP6NJW
zsz2~AKziWx-OiSRi32^Yp)8Cz(n-x|8Nh5&5=w*7eZidD$N+|44hXZ2&xJ1fQ`rag
zTbN?a22xAh>*OTd5%axhZDnFh-sKX_u*kSCWk9*&rb0W8_ecevEYG6gMf-b$?kv18
z@<)}64vb+65>yA6)A@4_i6>xi<;;*f_6TH??;?Y{kzJXKeR+Q0-J#Z6R=w$xMn}j*
zh%uSfR%{{`Jz>KeFks+tAW*ORHi224q(?>~BSZ&Z%&Pvvppn?eGiUABEE68>I6v)<
zft1L4hdkA5!Yo=+9TbEc;6NO!Ji`<zFMdEc0<6EOCl+E%G^c9HFOu-Is+bD5+hwbn
zxf|Gs_aj;PZi;~<#R=qy%p?@IE5`C+xrbIH2K8MH4~L1`S-!za%szpc4u+8+gR67Y
z-?*U_R||;7Hb#HZA;_MsfdwKn%fF@B9RH$bbN{K?%1$=2#x|xPGf`thTO(t}|2QDw
z;NtqLc0b%dJUrav-re8rUaU>*c6R(K`Mz8*uu;EqJau(@aRIqV0@*Ha&bn60W4at{
z%T)jwB5LV^`uWlU%|;c|37cn&5BJv(6z4Z5-{vz63nj&4xFusgsHO1((gl=L_#|Vv
zAu%F4EVj;;9v&Ya9;t8cuB)dq_3|XeqBzyk1axynOp3(KiX}{oCG_(|R8sh5;&@`a
z9CyxFA0B-c_QqYSbtIy=R8shKa)cq0HehLoDp~tV8MhiO|9TtcWC5)#(b}n;`-l62
zp=i}q0qIySK!%`xo~Tv1lxw|$XQQ%Lqx$fA$L`r?WQ(_a0*_Cv(azbrd$oalB9CnR
z2iFSY&}K(lu#EdRrQi-=<3jH39Yoh|M^}fGl1TYX3*<-EyY+G<WaD{sGUR5qf6nbr
zc-I46Y88veBhPP+A0Ba64_17uTojXdbh9O!XDT(bgcXwnA{#zG+#}uI-?q(HrS<w9
zU+zQhXKZc6vD66i02LB>fH~rI6D7uZN|1Y&jS>1bQG0cBb^iNw^JL}b?q+&((yl~L
zBNLJouVON<ey&XWT%&Il2$Hx+1gC1E6ht2K-XORAW3kJ!P+L7+Kq;A5I)+<4UC<;?
zWoBy<BA}Bct&++w5W=pOBwINQt{f3A*UM5?OnAC)$!IRASZ>{1(cn6-tDDRHvwi1M
z8@)U+i5PByP!5GSNyT_^$b%P;;uMMC5Rc~4%M;Z|lkHvXetL}*)0@-!nK}mf5+5^#
zAm#ZG%*qqY${)(El+0&PAg+)oSUyz#`}X&f>^n#?=eOsr^UXh|OX}u|>*k5+<cjJS
zN@!+^8Dwb{_Z2||Zy|zD!uY$Vd*DH^SGk8~s+wA|f<>N5>i5*CjVVYX*N^{;O2ztb
zRjPlryI^MevsQ^)>4S{_bB%)b7tsFV|3rVm_Ftpg%uv;a4u$@UheGWCS+&J&Z9t;N
zj)o5Ab|6~^#;3zShUr2M=K5B2!nRgMjF5KM)RBah<&TTP!nUqj^lY5mB=nq|Y$VKV
zY)mA~OiUa){QQ3owmAMV2Sybq1CX1YF{7%3ld<a4&L5eGGcgM5I~qS_%J?@KirGL$
zP3AVHi~w^RAsa{YzaER5J2-+w%=8_eN+YZPmwjdy7Ko$~$jniTg_DcqX=7z)Ct+vj
z_+#VZ;wItX;3Q$@W+q`}W&Mv0a*myg?LTB8=l+cMXPp1H@UQZaG@jD=V}s<!%*4$8
zM`lkMa<Z`eu|4f`Kqgn5kb*s(dy34?#Po;UQ$}2n0{kHhIsZqzzsUVH9wg4wJ~tcN
zU(<d{@6SR!g=`#<8-k?ubc25_JS2}l_y5TAFAs#}sSJ?qsSHoyQ~rO-{Tcp|&eQd$
zvOdLw>_3(9Dg4W(^M^kCPu+pc1R*b8`G4xc-#Nnlr<(RJE7{+<G5AA;{vVW#`R|mB
z@vr*yzo}mw+)(}cuh%b#E<-9P2h$(nQw4kaa{2$azb9?}Pc`Jv8Ue}WNz0$Eak6s$
zqh>#;^51Co-~9}WqQ0pyqoTgUla=FXrm4&*XKZAy|I|`Gm6x5Hoq>fDk~|k1GXtbG
z;?jZ4D{Vj!X-5*4Cjn(fWn)KMCkI1gM_%4PYSmK!X;+_GQe{SQW)kKnb%zvy@uPx)
zg|Q(Ba$O4YVE(u)#Z2<_Y#>*kK7VP1|40`y^?gdn+zMn2Y1#jA^vuk~&i>a4>Bqnf
zjXsCBoailQw01QmUoh%s9i+sxN=0L_LqbrcP|*=$U!%dZn3x4F$EiH9pbW!Fzc0+M
zDzS<>xpB%JLt7l3RuT=lB{%;blKo!3lSFDfKsK>ADLy@A44ezj&C?MzB7o&Z%{>S#
z1%3oqoyDNPk6gWZ6d5Dox=SJ&N>y_ah<M{hG)5BoTFNZ?JN~tQVZ1HfCtBu3^A#fy
z3*0-y`4d82#g6xQBjVZ>pU&PagslnMArco79|8vQt1KNf2E%o}(y(^-o-F5{oyd!X
zRIhD|C{5VX&DgqI?_YV?m-a9>pft<9a~GvHek0t+vk;+aL68F9I6#49T)3{OHYqF+
z$D<~9YQ^z(eUnX(OujBWqMC--S?CAhsO4K^CFy==#ohFU(!?lt*Q|V5;F>u>r+K0>
zI$nM<N^oaYhQ33g>D;b?--74Jv-OXmD{L-W2SVWGj`^c>)0L#a{^|{-{DH6Sw%93Q
z36vMR8&u(Qm^N)2xwoBfyH_K3LB{Q4p$m_$GIT$cnR~4hOjpwb9L#dRq01!`9Z#tW
zW)$Di@B1B8fW*JN@)7r1PSViu`xL)Ef;M@gNqf81D}>vjllT#x0-;z|X&ck=qxm@v
z{8o~!w6E#&RorVV*YEtWuBZGj=ZTt0UlJV~z_QrKZv1{*x9I;k@DcZ>ge+&(DW+!m
z5*r~`F6hh82`|gcnzE^NSpdzzz<ui_UL>YMf8k+(&%{&)yQ;Hp4qmriPs?WzegO6g
zN||YP(|%;M!K>rXtqO3Q3q;qoFNpFI%!8X*CK`Z^4viDKfRsrUf(Fyo9z8CxRqKmp
zm`3go4MdmC$y;BO4c;^qYSkC6OJkoUq`u>vhJR_S&cGC33a(kUIkK@+C3@8<B%%=6
zZ(&gIBbxV@i0F765{y=|w1D+Y`0t977mW?Ecjc$rVCHx!#`jr+UjzKQ>iqfRDc9*}
zX%(eWhK^p=1a)SReEj@d#=$@L@)K`6lNj(;O{0vKAPU|?!ISht+ULbrr84_wBJ|F8
z?p|-wOxKGsS{blaer98y0tw`YzJBjnYiFYKCZ1ZdG1MugJ2i5@9vKO&lQ3b?;4{Y0
zHOg`EjVhy&X17-%zyoJR?`Qg28n<mrD@YYPM35wzGrmm{`<-Wb$f~yT&5IW;${aLE
zjmF#+a$fKGWgu2|tduA@EXb*1&7stuk+cwr@3*j?1qG8L<~>^ce1Q;CvUHph<EyVE
zb}v^5uCA4EOOW}5m`G~aH4Ye*63z$>#V;@Jjaatf2g7CKYc03!Lo~Q~@CsCtni&mH
z;JsQYzS5DpmG^zO_Ql1pK}ufMD#DE1I(uP;^s-V**~7O|<d*Efiz0Ap0#h9O^z*D_
z%w=sIO#unkZdlJw7O}*9?vXnQzBezXU8rcsZT-7sAz{So?@RD`bN8>JSKwxyR+73W
zzJ7?mwt0cBzaZT5JUe}6zxcxpmunhj?i36X)y|;m$NV#7<gxs3lM(jv^@+OCVcPoc
z)})R1>*z{+S_I1I0?9;S2nD)cx_Bki@I4FyMMNB2Ra`g>^BY+|4b_W#wc~gU6D8}2
zhMBEoK~|a#T6;QqEeS%(Ni6;I8!wbMZ9X_u^`E}n-Edp*2dk-rB;IV8M)8r-<)44f
zZ}#dh!MLv(jx(yBc{??);9vbAs!2M5p#vFYb5`nKtVHCbHu@YMvF3TTE0ULn>KqPD
zuU*i}ymPH7j97$0hw&RGv*#SOX>SdKW9U9*a*`74zBBMVi+{+Sv_OA#)e3`6o-Xk`
zm&M_`Kq4yKv?f8E{mxX!mWCI;`B`_4z#aQF9qe=odc3vRy0reAWHxWN=U(Hpp3GE+
z+CK#Q6`Nm~&rAov7B|Iv>go{2(W;<cViFuyaN#%%tiUIe^_A7x9sfE;PL*8V`WB5`
zB+{^PUFN_U<EZzB2;P1jas2E~8u!fN8iUj`tGB!=yAN%mC?zwK9psZ1$M0z?ZXQQ5
z;)nix`G1sZ)nQR>>zhtVK}uxk7;<2S6qJw#0Z|x2Nnv2<ZmB_rRuB}B5=rSsVvr6A
zX%M6&hm?+sp5O1DBj-H#k9*f&`+4_z_Wstl*Iw&g@B3Y-O@}AUVm<|p%c8btic0we
z$M1Gp0roFuGkn!a-0u$tp#9M{{!UHithl#|Z3G_Y0aeqfuf6DhHHw~0Yba&QdxWJx
zfaOgzn71K{JG%31rTmp7p1K~gk=F>{9;{_Pmvm$zn7>__a+Y5E3i&F%awb&Hb(4Zb
z0Vln-lE5`m@F1-pLo>2sd@q3OM98z6LFWn7Y3VC9eMcd8SuY0heD5_Mc851oOL$B5
zOD%pzJ1JYd=jJ4PM>wweVo#@9<gk79%wH%(ep(!AG5uOahphXdt~u6<oZH>vopARv
zH2Ekcvmxs4XN)ylRYi4PaS~I~%P4M&TC6+Y7Omc9694=P8IS8KS@gd91RSy09cO6K
z-QyaDPNHnkJ6!ud&Ku-;R>hJ(o93s82JV#UQ?ZvjTRg1B$0h$EFcX`viyQFNEFbq&
z4!ezxi-zvy^sqSc`KgPx;)RSxQ;z)K^)b*DJLP|234gGP|Ar-8QuaSsf-vA0oA{k2
z{HcroCzc@cr)+)65}@5~lMwRhHDIx|rnd$PV^&hqfQ++nJ|`hLm7klibnJdWH-h>g
z`uG*&eM<3iHO&2O6eL)ZMmVvCw(0yS`TdMWsa1zLZOXQW>k5wY36o@R#p!aJnS%WB
z1{^83QBB{{nOrz)PoAIXADuP1D$@p^eD*yEnB9t{Eg&niE5eId$NNHv>R|oy{0XVg
zywG9=uAYk0<8lY_>g1qU&#zm)iT6=bpvPp@-8cK>^o(gG_}>dwA6q<xS1F&%OLtdv
zRVgR&9Ic&hHhY|xGUt(4`@P*fYL;KVzw<QCqP1PPW0_!25BoGOD^AV%2ViHXGdSch
zbjrSX_dWgqv57aqccY%Iz-uqszeFKDNzi4ydFwt_f~>L{9c;az5-(f<SB7#@o+SIh
zMR)G-z^Tqn?Tz)3fPyJ5;t9ag?Q)0<ZLhCNr2#`%PH%ACLA3Hi!kxOpAlfOhG45L(
z;GER6tc@lzQj5U|i=go%DzYdAA}Wfk!$NJFd@8cj*<S8j9(%gneHr{qfrd)DcJdkz
zC1Wje>p44RZ-+M!)O@oJjxt*!*v3!@TOoiGW09`i_g&9iKyxoT_NaAEs3A>sIFht$
zra$yo5l1ssus9VaJk(Be$D9Aqq5FZShQ+*a)V77*tEdk*A}KbhYcQTfXSU()I!rn^
zcna8&p;9&&O34UdEz!s;V8f>_o>OpGJ)8<1@Xq}D#V0l7>mfS#tB6_KmwnHC(Fj?)
z=mKp6@3skv<a|(PhkAuk0A9|IuVL|s4uUe~cW}EZ7sUFr>z`9;=`ws{-<^t-whNh=
zf2^LCYICWI>x!Sy?+nGqSD!t0^c8%)bYl1PoO8%$xpnIlX~@Q*bkiO1NPnm3#!=bv
zo#<v#Oa?J@iFoIWLcqhE``__Ii3TuHbpF^{k+A0+ouwk(Z0>c^jPoWTHk}{h@L5^b
zK}Lc7g#|e%(qWO#$m8YG;<D~G;qPI@p7;k~%@AHjXRy0TW|rF5&ky1SA`Lch(;8B$
zr|7Wfj#97JIb`0|5*IjC1oRg-nK4T5;(3^yLZq3Xp-s`Xol;#dR{eD7^(&-Wk5Qoq
z(ug)CT1|5%ei;9EJA^yWtQUugWN%M@lhCT$X$m~Al*;n%NH~p$Mw5-kv}z(bbQg+~
z0|YaduYQb@LmHFIalszn%Y&K+t`9oN<(;ME$Z&K7GD%Vx%2YgmaN}LWV!><<=&csB
z@#fxSzsKDHl@XSl>-1*YYZOGRGVTadB|T__9V~LPTOwwgtb>s73`H7f@+p+D$nJr$
zomwJPe~Z$h0?(+(X`pCbk!vbrmWR<q>gHja5{%h9Du|IF!t>f~n#^>Bqd%cp^WiP`
zdZ?j;RhE8tTL0e1jhGlk-CSxc4eB>-g!A79&vZ057gkP^Q$xMpTlP#zu1J1;hJ!YK
z>4QzEazKN#BTUB=pJKqjlW-K7&ak*_Nr8SG$1A$>Fr0H&QtnHI$<U7X7w=eSk~w?D
zuxooyja8T1(E6M*<$G-0-R3pVG-@80C*@-KLEqOLX#rOU_4t5upI^DwhRQy^(OFAL
zr=KGt{K)DfrTI9Foq260w$Ew5h?W792wwFI!t`y3Q^-!3d3FZoe%`A$;I-{M@gNX6
zN!9mMY^pUHgdf7TCO@&w>izKaSbAd7Un!i$mui9Ha6>GX1gLSV;iX@a-<NvLaEXnL
zuvliG=}7n}+Zm>Tq_<K6DhHZKnN;kh?3(MJu{sJXS@wU5vL*20ygt2jhr2*N1yH(4
z{rTOg{I@qknW)`FlaQwiNIg5sB>r@PJEr#EBs}`{yxvjll_LxHq$}=hI?p)?Te^ua
z--IO_W{KbY7!%!}6jQ@xYg}ACgN_fqGu0KjYL6c1j7%5JW9u}-!VH{7?~ce!&sz4Z
z7a|~IA*`noAz9^;6*ZG~ZRgg?5c}Im9s|9PTTfUUNVw(b$NP<<71?5epk%|z#z_;M
z@3rFc8kx6t)DXRWCgv?|CN~fQ4lu<H@e&dSxVct;UD+s1u}yp7;NC!9QY<^rUas+#
zc)aSEnHDd+FXQ!1x;5|H=HIN3E`R+U6HFc^vaa{%Yt5WiYH7i?#wtlO*%vNiuWwEO
zoq!`OG&?=4#QWFj(w8{NFsk88^VBc4J@D{nyP~M+k|G7*R-SvHjdfF)CNiRldN4F0
zL|}+Cp4T~^dIAoFnOlj~6{lxEd*<b~<VvB#DklL|4Z9I0YOxvCASRd66#IIH_%ID(
zTT)rg7nR%Ls>L3FkQlNl*S`*GvbtatmgXy_9UirA8HDS4g~!CE86%{nPtO{~nk3Fy
z=WXk9ox~gu=oKtA6}T&LlWqDH<X*S~(K@u9-`b1TT!~0#Qq)wr7TnDr#?5@WcVnTH
zXYjaab%^caJj!tNvzg>sHfAG1lNEL=o`g=n-x+LYCFbk`JA{+V;UDP175nUep$EUt
z|NoVUAOiR$Z3rlX0skj4{8dEw(+2qu^gtLS^j8r<Z_;V*9=Y%6qdnEUxI7~%;aZt@
zrVKZ<jpy`iYqWEvIs^kujmBd25>B<wLAME%S&7r1catS194D`I?}ZeF%H28FH~-Yc
zHha9^vFk&Y(AnD)c+zt?eF*ayR((>_7gkd_<Tt?on0JPfp+%(Gb!w*uo(iUwo@+Zk
z9U0;bLNx<e+kfx^SjlFZ$(F9W$u?zHFR-8r9qaDIgybCAap2_OA}gBJBusl+=WEa%
z<~SkwOhLYJ!E*#<E-BC1cr$p<thcL#j1BQvD3x|53l<a!V3Axtq?uINH!%lE>H=q#
zG4|qZ2IyzE(SBG0`c%%Cnm)a_ny>0<f)Z%I*aVUHn}C%I(^6^M<}uKv@wf7^GFp_+
zx|5p)qK}h_2nLwhjpvQ|6QuZ1BnVqy(^1n0<OHV<53Lv9_h38q?R_dv;W+{7+v1Ft
zb!->9-I%seF4fGO(-U90=Z8wBL8#Tk#x^`GBlV6v9jC01^oCQOa&HQaZ!5JgKq0oJ
z^Z6XYhdspnJIq5_+0!`YH+L<VGv4hzV8Kl57aD|TPHnd6A;z303F`?@KIdz5d-*%?
zT`x&A0tq!y>b^`3RBU$cu`I;qa@bWvydAGVy%+QsEyB{-bsG#Tv7^^5{U(y3zL>cm
z*5u4Z=BeSCf|PyDGBP;KugrsTks6vUzukxsCUCDU=LyqPV}y>brKhZW78u=nK+7)f
zjk2kmM(K6qwb)1|&>IsC6^J1Y(X@&y;lzwB@OQLs80EqfHmuf$7M*Y~wrnr0{Kaw&
zR4cW+#JpHd`CeHKWtqrKyVZsYQe7+A+$5u=wZnk_X7ZDg$b=&9&xr2K(Y7ZLHfVj8
z^0|K8llho(P)ZS7a98d!aJcbB{ihWUdv*pj<L;{A1q;}tqSE^<54&y9O?8~|)WLgt
zHlF2Xa6X305jaYTvEb9)8wf1Y_jQ%SAKDY9<+J7c^Ov6*(AmiCRWf#?Ln{+V7;L!H
zT{YpH0@Y3rBKkllZI0;#QHS!J@A=9I2Y3<Rzpv<E)RjUoH5ghG=0|PY6&z3XyUB=V
zrGgj^;~KKZnKyRBJeg0k-45do)EYAt?OIIV$R&ONj9KDG4rtWgsYyT<5SS%yzMyg8
z?px!O;wz&jPa)~qd*insN@{QW+7!X?;cc8AF8!2xzXb<GyS@BOhhpwXTfXjDMOl5H
zpTQ5<jPzQusKkU@r<sI{{AVwh;*mo*?i7>s&Tb6G5jO>%(Rj$R!CkfP)ht^+1~vU5
z+t=bh1T8qXQ-hM-XFP+{N6Kxc(@}Q$KSqFMP#;|#;COLv7bQ{!=T?<|tZ(-m%cp9o
zQ0~zr-ozPR&;|A#YdM}k%F+C+)KX&K8H?&L-WH=n%3Y`Vp^P8=ym#zx_vBSP+IHY$
z*b{Vq12E<O6cvzpi+6vHeNcGFI<yFvMi%|5_Igd;i9&sF5WD=&c-L3fXy{ADLW#a7
z2yqG^;LNXZ<neG(yzN*~7drd^r#+nU@x3uR4iCkHxz%f51Gtb}nUpw+D~D#q*MyMS
z?eVmR;qTh5hBSuX`LyWpFGP^|H%QytM@donTZ?Npw*;@e>7w1JT!eB=kLFTk>9Q(C
zM{|q4f6>9Ty}skFBh}F;81-VqcmX$Jpg>*s%*i7xPKo~LlPHA>&iTot7bBl|6tx!S
zmm`e3n2nZ`B8W-fTb<iX#6ccs7-T0{)TAD+Rfi#&Q8*n{v9nu(+5CD#lY_?>7zmWj
z_&@9iSB$y;Wk2{sH~w#qix9w1ZChJF`O+`@Lz-3=1N<rsyu`!-zY3`?uP*Ni{lEHr
zsZRfc{`{v2_#d_oLBYT3&xNn1-6q7y+c(dsoX3-gwEg`JLqqLKIVUZ#;r33MV_5k>
z1Nk_)anXsYsaQCUEn&JP8O;;#y*C#TmThyL&y57%_A?%lSI3wSaH*G3?W~@uUwec)
z8uD}+jHC!wmfCs2^;J|&qNPuTKN%3frcwJ{tG{S#o5FSJ<M5e%6h5$>u~nHqP*P<8
zukp0!hXIy~@>Ec8iEt{jIY(jR0h7^|Y+^5?%+|ezw`uikbhr&jQKaZlc3zlai~4Pv
zQkK`xk4^WdlX^(KW$w~h0+r4R1qEmo?BW^<_`!2nFR70=R35l$I&0~c^F#0EJ=)tf
zEi#Cx(L8l1JABv!E{1~ZjY!Dsr3p#QYZiDpqm!i#lTmWxw>Mdx?hpydFs<6LQe}9x
zuex6li}ux%9AJA|dXWH8N7DOosw&|XHM!f&d>X9p(V<e*$<+8wL*0_~v8+Z~{jvdh
z{cVG9lReB~I5Hb#ys=_^(43X1^0lZ;daqqKU~tR{S{G<zcT37}wt_Dug}_~e%?Q}8
z1!FhoR9f!ULV@i*hg<P5KXwkaJJ0-1eF4EYF~#*j6B2oOKX71IF5?38s&5o~Z3hlz
zir8vQ@&VJp@kp>k=oqP3G4!-!<Qs>0ZB{9z(m+c|>c)nR3N)l9r-I55Q-e=Wi$uJY
zAy{slA*W)noPJE>!^WA=b!si5Te$PIJ;-Wo$(t7EZitVg?jC0LagXA>?!tMYi5|pI
zpmPNPb}-2EM)YM6R4C<@00gCVky`~X3$65vz`8kA<B>hM{@U^MWA1L{$bc>(*a*&E
z4<d^4(saWoiS><!YYSR2WpYgxzJUXL9TO*V$H-hVRZ23nQ|M%^5TD|$?z8cV9le?B
z`J_P(1XrJDHtnCQi^9mEvrUqZikUXQ`{)z#rQ(hTFBY?b7hzA9Zc7q0m~5pn9Cg4X
z$d@Me8&8OETll`Tdu`JKdjc6pSO+G)v<N<co&1<IE}R(OBi3_AM)K{)u~yz&77lqV
zLlF|Y@x3$p#wUL-?<&4zcg0X=GG>$I1~G6aB+d;&(tJ{xbn&EyYU|rE8pBicDfPZQ
zYt`X1&WZlkAs<RF?5OheH!iA^!tl{*cX`vwqQtHm!5w2HBQ=h-rO;cP+6^UDISGME
zKpO>ldvm~8px8#jYZX2so!1O}b^fLi*J*e-!@co6T2oe<J<Njkv8d=>FRaMV$kaS^
zA==i7F6}R^B|lP6m4+vYOby|-NK*RyrGD1e_@>$`;<0Uz2s<=-SrO<MB%m73{(Ssm
zjc*E)z5Pgbl~RD~gAj%;Nco%F96PyjblsD4+-q{fQh%$^^l-AUB>HJL6AAvi0U%(o
zFc@G7_!GNaoPIWd-JclvQp37}34t!xrr$BJ_|HY^H%v$v47w!0zhmOUKdrXkFc9Pt
zyn+dXewyLG_Y)BmzKr$?1`z^Xu7tlm4=gNtSu=436A=;p8wM8s+c>}wLGaaafFYt{
zSKkZ1EH%BF1MuZ*{{a*KTYO?dmp15?_{2be>jx1830?gj5J6$Ft9gNdK;l<(3IT~g
zuI3aXEC#-s1Bi&=rEmK0SX`V;tZglvh@_;51az#uEPl=x0d0Hx%PRDryB3kOG?BB5
ViIdB(*#rR#fy9W|*%dVJ{R>~TQceH>

literal 0
HcmV?d00001

diff --git a/backend/epc_api/json_samples/real_life_examples/SAP-Schema-16.0/uprn_10070004512/elmhurst_worksheet.pdf b/backend/epc_api/json_samples/real_life_examples/SAP-Schema-16.0/uprn_10070004512/elmhurst_worksheet.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..b71391c8b892ca1c4f7486fba5f2fb8f5b39a9df
GIT binary patch
literal 43759
zcmeFYbC7J?n>JWRmTlX%ZM*7}ZQHi3Q?66CZR3>fQ?^|-_ugMecYo6{^Yz4Z#QZav
zk$dOb>&gADSo?V+@_9j~C@N0JM9&IfB4i}AH?rd8Wl;5WFl7)ibTPECH)l{ZG&gl7
zWd3VXnV;X(&g3r$;P26Yg8l<x5V3c)b0K76Vvw;kan@n``v-&^{~WpgIWqliK$(z<
z<zJ_N0hs=UVEPw?`Cky`e?gf4f$09b)xWR)C#&N2b}pi(&c;rb4ledi41W*h4Q>Bg
zxV@{BrKyv=sXK$XjiI?SAq(?AlfuIG9y)YP%*=#z?3~Pm?0;F|Vq^M`+q3@H+cT)R
z8oB(v8LCdMrvL29KNiH97=#U-P5-v|pRI}68QYs!+L<$GSlS8MIa~hwSlrUd*+s;{
z(CP1`$Qu6JcP4h0zmO&_7S1~CjEsc;|L6akJz)InvH!n&|DT?m?muk%4`ven!{&cy
z@!zEWPb~i1cmDD*C)2-t=N~6ykTW&0H2j;Zf3J#-i;bR{gN>b#la+~{laq^6_b<lT
zx%`E8CS?C>UYSAJ)cG&M8=E@+<+y({^6wK9;ooHb%U}O~{hQDJjsBNiaZ4K))4v?X
z#?Zx7)buaTnli|m+L^mp5VA0`vhedeyEvH|+5$8~r?qwLH#pJ#u4{KEK`v`1?}(N6
zf!-6cvoHRH4aqSI>Y--Gv89rUBqfi3yzzynpzbi6M$ZsV<<F1ZjmC$EA0IUec#V#g
z1^M69dcCmz5mgcsUvN)K6m_6BA{n>1`#KO{<d5<5cW3o#{az{d5KY$PR4yi1@lFq6
znE>OWLZ1x7EtQkL+D5o<YJcC|M!Z8=$OA*+w!u#OEm_IY;zmxX5=p}L<A|%hVc|aM
z0yE}T@{aKLDrE&)JmN!f8HU@YiK!5|r7?$KsFhe5&^N}j{wi!_0ddqOtj1FT#5w}!
z@DnFB{#{cBSRo*5Y_(wjsTUwE-soay?Ua1f?h8K{#}-TKyqd1oUZ-|1J3n6B;Mz@;
z9D-}+nhfmnC~IeK$%c2~B`H5?q>LWeSVS%(;H|}R;MCBLcG<Qxbb&A^*j$`t4e9k_
za?eYHKPHyCRw$Lt)}NcM#sV{_%7ivm#>N!;6Jx{XmJohSi~W_eK`k}TmXN;)x&p_}
zQAPc!eOvg6L~*GoLb_=A^@>lk0YSPotd$^)!q_Tl=stU`t3EY1;oQcE!!t^dS6*#^
zZ@XcvF<eWe#{Bf@>6&ky8hqbWENytD&<C(cTR<645{r_v)}*KI1`ntcsYq{`I6_Bf
z4d|vZ%<7&f1>JWK#MLQAXD3szs50JKv)1FFn_$4v88fhl5S6Y&a|p3OrDUNmTb$a<
zGm9@<l5|avv#0>ij0VmOf+(E%78dMZ?HxEWjKU_{;w{RoKC+abnU`}8I4A?EPn=sL
z^OU_e%_y}tE{l3Ve}f~gvPM>hZ|q!`oG5Y3m+%KF2T`=|2iPU@x5_PC-5ghhh`qk+
zFARgwOSCT}0drACca*2eyMem@79#1|Mi43_qnyMT^~mT~HN-`cGp5>?=kxlh5O=JV
z)tm;sNV%Vnk>8h(zsZ=N%x^Z$LVxlby}5g80lVko>iOR3quJY7P|)N>VQT#mTp2VL
zm0AyFM@>t<SH<UC`8@P>D=CVMjdv|g6+A^9Y$-SY2}Gg-ZOS)OJsEgB$_siK6Ltxe
z{%V6Tn-RcW8s#jpw>prn;8;JyZ!<<J3M3%m&-yDztXoy^YZ4?qjNMv{GMDq_26jx0
zMPzch=K^k1!b$gNt=KzM3C%2^DXNUU-q^w7+%c6dYb!7UM!I&=l&xj!OyKx5&!FKA
z=Z;GkR?rIph;irz_ywpM^+GBYoelE<V3heZ`PGw-+YZgap(Gq?C`HjM(i%LuFUHaK
z%O?$el1dgRt`OS;xIG=x<dMNaUOrj$$$8rh5s`0cOP0adSN?k)$V_+pI8D&!g#rNn
zy(@VBggqfdjXk{X*rutec|AyjB=&AebGqP^<8`SUnXzkNI_(jLN&)wyOGVUGztHOd
z35tXa)^z=2*sRG|?StonlsCjV4g{D7x<UO@ju1|$8GYm3`5Aw1gEgwl=K%nX!A}e`
zwt%eAzY|^$#6XwAJO*+ZR*kQsczt|{$ITEeXlfotuCz~xQ0WpWv_zK0x4F|?05VOO
z%o_EAy=&>|-z#_51q-4|UMeeYw)B3jvG&K1CJr{l81ZzdbVCZVxmgoaU$Bec5PndO
zn3{0=+QEOr*M;!Cm{;~#6?b9i*H8I-eU?0p@Ql6KNsxhUZW!4j)hWv%uUQ8G78bBV
zJK5?t9ZcRGziC<9*Zm9+m-W`y?6?nbN9^+PB09p$m1%CjP~JyR)z$$G3`I--IVy7?
zG2^6?wks}{uUMfq1swcO#DvDhnM5yrNO&@__ZJ#S2{(&h<s?peg}^sgux@sjAUm8L
z0FpA~3LmT!WEKO)DH9W+tZd_qBiG%m)O_B#jRf<S%v73oOfV;f{9=oTfdCRQ<Jz};
zxit~sBj;=7db*k)p<#2<*wn`TNY1s}`evSuI7wg<N74YRrv3BC#%hfiUmkI_d>IX4
zl~u|smCjpQx(23`NjMA1v|7`b{xB72-mx6_?Ihf(2G4pLXoTn#)O1wk8;mZZAsU`f
z`+QU_S+a|mdo;Rc1$^gP%lTW_;<c1NgbdbgIA*DE!={UpM-HufT^RWEbgL)KleTCO
z*qKno(yxFr7)j`n#eNSdVXhVUSyLV$*6ntI0uS6f5)vOQM2o4$QlWe1khXh?8zV8H
zF!*a^=CzACZqv=}YeC-J-$O4!v=a=Y%A3bcZtvRPP(SktMNUCu=Tir3^7g=HI9|c?
z(j_e?km-G?KnjC21}B}NHv7HvEkTX>a|e|01dKa6BuD8DU71W)ixUgD<KDbpPUnam
zLyM*}iIDzGkqtoL31<Yy5ldzh-n(>K^rH!1M4SGinsNpd+P|@JUkJ|0$e}<L{xHhj
za8xmEv$`=*W6!N|iW_I*G;jh|V6c5-L(H9%d_60d0lHP)yRsw0Hgq5^q@CZ1QyTc~
zA=}K#w;m<C0*R1Hc8ppjjS%5xX%6lt_S>)z*2t~E%K)|y-VLpg1l{bjq#qzZKgzxB
z;dL3FW3{Of=SYq*1vUVf;Jh}RjjOHS{jGW^o+%?5)47S<Mcg(D5aoZm4xLV>tk7zb
z+R2n=?fv8pWa^E9J0!olh0mhip)&b{7eQ%Zld-PsQ{Qgdk1l5=XG-iV<fZ4=oNLi)
zRi)ok1fWYTAb%R333lQSS8esYTKmFOA}gQoS@g6u)Tgj)#$kq~kD_`}|C|=N4%z>a
z2m|F~!#J#iu`AopfwUSK4#4%^or)QeKDEc^!F##?nSzw6G!Kfu0g-dGZKRYM|6(k5
zeJA{=KC~#>HLAnadoBWz1>R4kX`NoWW%SbMyfWYpzwbrA&wsvQ3FDZ9iUOm<S|8}A
z-VidfPnO#S&eQ0O>0pyvPqyasg@;8mB%|u|n$(b{Ff{o`ru&E(<XIY13~u3;BNdu6
z9GE;zeB>d3V(V`GcQeNG9&?=^4YCx`*+r#1q$$7U%I4AbC8qje&QyO@DB87HRk^%s
zJP$Qa-TSbUAHo=7&*rb`s*$30i-lT7TQsKP8OQlS{B*g=r(G=JG3ZU7@CE>#CGvgx
zusde9Hq1hsRtLtwZ#7vWhc$75+fcDhc8<9^+2g>79Og%5%`+tX2_G(f!zoV(M#{nn
ztKk+V9mp_tK%tS0Ut=H-0}3^<<wtx2rcv)x(QTC4_1WzpZX7Q5IdHp^GlNeIyj^Vo
zNvzn<ue8l=e0^O=r+wDM4*lX|u~l`+C@f^cS;6X`IoeAz{0Nd46`VbVDC{MQtjHrS
zuSt`soAK-#y95OFOa;xK{qpJ#B1A<j+p2@^<I(+oLc>ZSB7h5Nhtpv=Fr+m%rSe9P
zf(Y4#7V%SUxQ2Z+f}4^Kg~2Ii4u}oJ%?2TkaSN?2^I`ZggQQJK8_^p>wJeccMtNtM
zxI7BA*WifA5p}Tewz>n@m@UK>Q!QI`%^uLixt5;~X4v^2xQ5>YI3y*;7Y@6+B*^A}
zp7zgH&JT);kg)WABo+zOVL=gRNv*g$hck5Ot6pvIG~uJlmI8sATvw8f)PTsZZ-onj
z;OY?K1_pO81T*~dE=rDec48uxIF``J^C!``+5K?F%!sO+-HVOnl&<63uTDf>)g#(Q
zrz)?@8%W$w`C*WUxSFna&v-A_@2ysrbif!t5!x>v!O@~fREH;A^&I#`XH2(Z%ad<*
zHM%{`;fsqpl4pHUg6P|_Z9g|l;C_8<^!U87gy6;(KFYlK6tK2WtGyQ13?Gxn{^K3O
zSTJ_Sd&2((p-yRv599LwyJK{>t1yCW>z!avd^@}*QtINw;ZZ7&<7K$G46<ksUlzFT
zbSwPZ!=)?c({!KV=?b(2)h>$e)(z$r>)^^4wT%?TxHtTV^_R~k)VlvRke2tUBm>@Q
z2}!q$2?bu{{MsfxS_g617O8!e0MEb`@~G7B=Dh8oa{<SoZbEx&EvC^C#8(8(^?asu
zFlM*0#56<CI`vg0<ZiS#8j`wmkWLNU&-)%9B_mhI=UHF>1;jr)4$_~Fhu90==B}>m
zxhvnGf$1q|fWNfCzx~_)H<j?W9RHtDC!GI})XCrI|D8HvWoG60PwHgphmQLOd&}SI
zq-cW_>MC8U5+T!)`I6PPQGWBta1&Cy(3U;v1gV7d>-l&Cr<ioZDYm%&fY^Fi2NilB
zwC)<`?RZb4f&0h4z*{S?@0+lieB0U09~zR%vYeZ_>@x?in|m+6P1?$<;<K4-F;`|C
z4qsOVIrSY?ZS@`ayb#gKIQWm-xfOkauiK^j!P>9aV@?xf?qV8Fa`Q`{xgQTp3&3*S
z+DpleX4=&qR?O#KiWHX(uU(vr__)bNxY|ScwYzQnFFo1KnC~5#YNNV5gSL6CTTS>2
z!nj19hTWZL60O{W8s>7{Zx@K{oH3noMN}h!=0CcE4m_6Swn6&L{I@(iE&1f79YsmH
zRGygQ+yX80S}WBWHPxoWml}RnRU~^kx(C?p#w(`pLkU?}*Y0xGzW4a9s9pyg_=zsd
zaY`SmK`D!(T)2K^u=(oeF7v^Z@<57kUf|=F+);bbR3*k7)QrASTxxZKu`EZcOs#T3
zr`UDV;`BxfTMZt38#>O<^nq5k=%_BZ4oVyC-i#JqXv<1Kyr#V%ygw<atHd{?_@{*a
zDWWyTH$^WI`1L{Y2U6HCpwu(xT~5VMGwhc~;6}SpBq~a^JgqM7uMiD>h8ef?$4WaX
z;YwZAgr21bUzY6VXcd>PliQAWOF*qm31=0GHu)&$Pq|-o)rx$e0lDCvl~4Nk=8wh7
zy&434L{^RXICe@6s1cDM*!-ZL-P$!2m5+CT1pj>fO~-k<dPTSgo(Q!`Yxjn#V>sWm
zfj>M)t~+#T7)!-E51U&QQ(&%XhGj;W+8KYCV+iUBmib^us8ILcYqA?oS6wGZ)kMxh
zck}Nb3+>OeK$pjWEIvnR+MJg;4lex-t6OLaWeO}HYoc%{qieG0&mT|MDzaQhM=^8|
z=Y3lY(fcsfhf)R<r8rmbU=P$9a|{w5Ek!oJdURzwpS7Ii>S;eA2;F48{o>R*vyWOT
z4WkV)3xXbD58x0!YBF;&FQp#!*GqO_jYI#aDS!10o>*xjXaGdLkbDdXYx76m*>Ymk
z7HY46`bV4dI)#A{Vf5aty^#F*i#i_?<zUP;K`WHePLh$vvHaI&&NirAJpGra`X<~*
zfLa5Ia7(Cvj}qoQ#vHifb6g}qv%ccRUY!U|+IW`%K7?S2gM%Tag1@@g*JGGi!s(ZS
z_^AtII}GiY76g_ReJ=1?qQ`CcY)4Yx&Lfzlhs*BJjW}bRMT`2+ln|a%3!v2niNbu*
zZ~V_<$Gqln<Nqi;LJTzCA3mK8AJsn^$;_}n*C<HbxjOSF^~$m{A0A(AN&2nG-uSP*
z_@avQ;0r`<0y=yKk>x3o_cBvREXCH7++?y6S?iph5)Hj;H}5mh>}0~KcwEZKpYfmS
zqjYdPv&EqCa&V<6IEuG_Yyqh?&9P7s@%-U;de7Lr$K>8PO|L<YQ^r`~`7O<qV7?##
z0X{aR^wcE>Wc+L=Nw<p<68J!6BWb-aI6#$3Qhq2oK**#aHRXPHpk|hB9j}EaF^`q*
zfiJCVVjoTfGJ2n!3^79Y<HPGtF(73fWZR=4IVR*_oUf@t=#<omm6wvF;yODEcDsk*
z$7bWLv#Vb60`Q*BYBdu33uKrYIFawZ5MLgfGr$e4)t|u<-RT`%4<7eWPVwm2?9paz
z@nBRxudCAh9Pj)D>tV9?Ae`XY_uZHXh^lJ^cJ~*y-TR0sgSE5n+wJs1`<LVMB!@yP
z!Oqw5L~ENOl%TexZr!vxsqbjb820^ItvTDNw_1c*Yq^b2%(Trg6C13-^TsD!&IJtD
zS_xrcY$xM3?Do<xSicQg4@dL-1SV=berh@w*jqQu0?aVv<qBQQ)kACL%s;IfUBmnZ
zSR_qbfkdGT8}SChvE!Y1;<Rch^aJEfZWyEY2nnjF*k1axW}mT=yAPFHi33_JJS4FL
z6*8OyGc^NFLzn<JHR=(h!W-_3;rff+n$0#s4fBuL-qiH=gNe~>hYaP$ZEzb^I;;`H
z)`4A&>52*|K@brZVygzQE5q5Dc=(@uVIS>mCnpAlBRZpAG)c<I+ny9gGpSu=@#&W)
zl?Vilq8}|@-9L*Y&~FIvn5U5?pb{xsy+n-{vIT2nH8DLTS_i1$;Dv4mq|JHGZmP6q
z>Y?tvG@6SV2lMpy9>23R6e<TXW*N~h+N|%soY}kK5HgizCJue}p+IO@N&>#;`fK?F
zWwVprfccV^Xh&@-?03cH<!$(LoEy^J4$R>kB~}Xpg-~gb&O;|7&op#lRQ^!scw4dl
z@yga6t5k{rO2+w2n^mY`9M_Foi-A4h7(x#%D$9O$Y1YINmJXx!_7B#yGUr0AA7(B$
zPwp4abdO$Iy9nxtm(ZWRRi=s=7Xp*O;QtdNw-)Uh5M8*m!)6DxMW5u(`{gLyLf41d
zsI>tpEo?bTYMXQ6;<=fR9PPq+Meo(KqUE7Iqf5qy%Q_g}F4(iUG)f75s(OXd2*9w@
zEMg{|7*LFf3BfB^YS4S2K%`2p;o_n?7ZHcTZ8m2^^VE)l{Kfj9DH$cjkaRdllPVf9
z!xD*uOQI$Xo!ZnPEWLTI>^C(K{HQ^&AZ;<cTsYrGWF?}agl*=c90|0MV2p5`MRtg&
zxpv4e$w%o+XY9EWYc_Va8%4PKr!Ph5TlaNhgfc0S_v>1}rvtVxf;1Ov?4%iADs@rN
z%W^=F8?b9WA0Y6Qpd4SoWu4OgmC@>VL5nG8h@fKyzYfJAo(&gQ6wGa3<}Jf?ZQqyf
zLLH3Qr8vP7a($M=M1fa#X?^~5+IC%$NZ|NbgiiyyOGIxnk3fxU%xBMwpMti8L;p$a
zD+3&BHb<+#P+@xC>)MHn8(I|HYCrQ+kM*&^<-8w0f(j=Z0g@e7?}i=WOlzn1n31w$
z+{9OpfgDH5`C2Y9`Xr)O=HOyENn0uA;N1>fA$!?=E4gAfDdY*1|Ji)&-E1xW(IV)k
zKZ_4}gVZp|h@`J?QGShX;B)+Cs2GFWYqA(+epFWY2i16vu>ns8u53Z&_)%p}<E;n+
z;!md&j<A9qQIrEuBk50%2*m>5Hb=9#^Chjl7(rJFs5?FukV=@AFnmcqC~syWVfI!7
zm|}~0L8GU;C7?ce1XA)LIFl65Cx=>i&xx||{MOHgb|L#l@&*7U{GJY=r0s`pv%R>}
z<8g;Q;Fp-CW~!flJr->xB5P5YE*|TK7+MUiz-sn7w7rusQ1ZFa45ozzXyt{P({Wht
zs2lf&=kSeDR@!_amjkYsoZHGo)-oM$bYrfR)$ijfUApYA)25y_$Z9M!FxA38zv$rT
zGQjwmyzF0hcKTPDrJ~Dnr?J1*0V$72-F@Qj-bX;CIRu>09ERD96k;$fQ(+n*2;c&d
zV~F*wpx3(w{R3+^0FxtA|L_>3d4g9x`#U(zCX0KBSVo_s`oZYx!3F~=8Ebn&l-<Nb
z<icYu7zKlK#Q|Zhec$w4KwaciPXze^v5C3Z0A2l>2oV#mW|x6ea}z9;aKd@t9felI
ztmhE4e1dtP41e51R5w-|<F@t{hA_bs?^4v7a_>4=L*OMFF5`wl5Iy?2m)ozd6cOU!
z1ryyk6hu@B7IPyksJ41)aEM!7nNaOf>o}P|HvsM@V<6$fLRdc)!yQf9Hl+7rO1dDN
z$H0ZPCBo~;*D7p6P&Ia`RFr-M0BH8&7-K>L^lL>4Vh)a^xwCkVR{$`7m+*#Al=Qs5
z8IU@}pw{{oEXhWK>WXw>%JInw(A(iVf#0Emg#LF?l>*EpF{~Q9Dw$6Axmn%fl|$#|
zdPHlOU^yL}6;|c$@F5@@Fp))#bNpx|M}~AxHY!cgm_?oEQ4=N|*;0$1;AfAq^)9By
zX~@{IOL&N3%l1){is>bw<#vBo$N!V<$EzqgpLJ`eqFn})rafv54csfv{K1SVVeg^X
z4$IBkle_;2gxz9fNE;2?OziT_wX;nNx6RQpBfZ7&vmsZHFHqhusWId2-kQ~_0EfVm
zt47#aEI_u?DPu=HmjLj@mOmr#gp>qJR~KxoEQq+nD#VogYf&8xNecYCmDgA`>{?i>
z2Vp&Yw+ox{yf%jJXUZreN(r+LMMIDiHGtUCiOCv6C9aWP-L><CD82MD#Q4$|5|~Y1
z)$mvu(-i*<H+90!hJH1K|IhrMn;rv0i&ScE&Lsv>U=eFd%obpSjw#OH_5Q$(gYDta
z@kMz$A9ToJVwfY-n~Q^0w5;@Ew5Jz!aD5zeE?tg~YqGqk;n@>LU}2aq6U^qOnDeO8
zXCQy|StBut`p0AGkD#(?4n?GbL&kt0CPF+M+X+(6k5?vZG1Ut?N|{qTcmR!b#UF=A
zz-p(|JsfHheAIwwk1C3#1aRmW<965U*SFp^u_w@^y>t=xdjB9GDzNLVI;+KDl_Ok@
z03>1FAZCPF#~y3UI<4k%->2J)Q&4)40=rYQBd5{#_8PLS`6NMw2pP_vGJWc!L2u5g
zF7)ZkvY_fWK7EQ5f~tB-7(OfSlqB$0C%<UcAqO5}iOoRC(7;LkLOx_XUq4RF`dECh
zQOFV%TytqM8k+bYgO@oW{q;!Lx{t^0R}Y}~4fJSvs?(2C3I=Pv8ls5C(zo0L7^rGL
zwZR`hShqTUSv6QY`wVt09}M_mW7<G6skS;M_EF(fW$L;weIG>W>D64T6%&5+xUlsk
z^dGP4163YIxD+!gPo<*86^5G;#!fI{PrSnQ3)PjxaED`1)#t@3Cm5UZyoI_C#D|Ik
z6Z8avWQi-og)%%ks;at>J_wm^qK+zQ?Qki5)?oq=?+4~i7t9<&@m9Jz_j7lPFek+D
z;nizT|Bxb_{W4P{aA#p0hH?#%qOjdrtW?XKm9ipwxoM?SRA!$;8YvJQf2RSLe&_^W
zL-=4e!B-|imJ7$k8lQZ6i0O`Tv~}-_bqn<TmArZxes*{Oz?Y^s^UkDnxJv>g5okPC
zU039G>$8I#oWAV!bmyNq#7qI}Vj_^6Thp|FXx=Hhx+>>@=ZlyS{fUB*iPT|9@bj4x
zxjmfu9ULRl>mtb!x`!4C4|R+I2~amCmhrVVCC%kEF^ta4YJN1De;{B>ow)fyeUCw|
z;><RUpID1~h)H5DRCc7bCaYa>x*r0yc0;AlwkpZAVZIKc&OT8#rFYC5Rj3$#fMa0r
zI`l}Q8f>Q4V^vl)!E=?4+?``_TVm?`KrMnDjQ4SMIcg_e#W`F24#QGDHWB-t@{28F
zJO}rinbfR-Rkg6V1jQfrV9Co*zL&k>73n8~{Y~h6QZ4G~F43Sz=4=w%zN+eU=UW#}
z+zUP)ZPr4T!kuHT8~Y0TTlocBl>EmfRh&nV?giV5lMfMcvKqEVR2;R|G`lZbSbPoD
z<p6<4;k}PHdFZOD*+wEM$gio0#XnqeSUQ#MnBr1o4~kG3T@f?Ky!1md6R9l^je21v
z5~*V_v!<2v0dS^i0!h-2_Zz&j$WkEODc`t|!!pzC%gcHV>i`6h1<PJO79lJVdoBg3
zan0&ABzA*Uut#CiztT+S7F1>eCltA5!a4Vk+{(ns_nR+CPFaEWeN9$rHDRg-25P4H
z)-i{?93^PYCa2g@2)3l$ckZ)fHs1(&IG82>HKOu&WyAkWM1|?^gz$eq;rkE#e-~3>
zVPj<cUt%gU&YSGWJ?|R3N!0DqVK;s@OZYie&Ex79t`qAob?cyPgNfuk`?6sy@(<Sw
zTZEhnYl=4Gu)2p<LZlJ3opTJVkC($N{q$)!1YbIOdATxX?WP#X=Gt|Hbng9@ZcO}+
zIo;W_6=a<?rE>2d`|0Mj^gn&yZ%4)cOh|Zr45R!AjaKIM5Q~1h?yWfTue$MSud4hC
zABq~c`F!7tU4bMyKJH|R6?fgZ+P<4Ls(CwUb4&wDso~RYwK@-vKC@D1SrPJTEt6On
zcNrR4I{PZP%2F*_^6}*Sejj**p|^QKIT!HRTZ2HREem#W<z(ds<L77AUwaEanvrIq
ztbW>dHie}-oAzn%pfb+iBZ8{uBL;WZ&d%)wd$xO~$3+eo@w2ZPD?v}x{psQS+JzXt
zEA$@7w1Q>VlrLtx)`u74U^!ZiQk)>~SS~BbEPe%Q!LwOmh;5o6HgACsz7<fkZY9$d
zj#Wr}<UOd%niNvpu4btRUO^F3f}w*iSJ$_hFOz8viXn{>7yVk1W$R#3E95gzg5@yW
zBnt|ItiD^ObkjqLmsCf{5L#N|dDSKIA`XFHIEv%4*q1_RskeGDk75az9~~$eVBbYn
z+TX3tGo(~Ss_sOw)t54)StHuiMmf87-eI-cq_s2&@zPackMY=`U7gMb)LmY=)YNWf
ztJ{2EirNJ61uzW<*QTi{DiPDQF~qG+hhhW`y*>5W1QA$0D>Z98g~YA?T_B%!zcE8P
zs^aEI5-6~v%g?}~|Ew$R6nF&fGLhDR@yG)ve3!T6!ftDLdQbk|G0to6RonuU(_lue
zV85qkt7}fEb}G~Fr3uv#*Deet$Ly*1On>RR^uCoIeQ5Sj<8QNNGp6N#-GLyzy%a6`
z<=r&#C;K&A_Nz$TUaQS-wQHO6$9IMHb(OwX9kH~l3G4t8RvRog79%XY7<u*YpQ4a<
zU{yo>&>&01E=AJepQ8b&;=@;H@)l|kK(INGpkY82Yx`ytGr&0bRnsQ0JtV2JbqTQK
z@m554W%A3;@vOq*yjF$WKC<l@I}mz>r~$j{&>(dX&0Ffzh0wUGXAw`&5dZ+94kVf+
z0Y~wCW>XD;+NVVwaq_lT;yB`)_pq7X1{3=6<#lWsX`Qd`p1f1Pvo&tN$LHX14SAse
zik4hZR0By-n$~eKA%@)gp$$G;hlVtb_hX~5sj_#T)M@U_y`7|@cZ`1!!w6BotN4JU
z<KQBE98jUWwFq-W)s;i<spLUtHLyw3D}+Hk7pai#-Or}5kGpN-k#Rp}@DE_z0#wK$
zhFx5r+Vsf|-TK#%t*I4TUG`8=lZiKP)`bl{4Q?9Y2~;`q<_Qk4<Hi<Gq<cyW8T{sn
zHXnwLRo>te3g_iVdl}@|k{pL52`r!GDceM8NG3H3@!3$BgaB3IjJPIYGvuI}SUxo^
zg8@=pNp8AM9FW~>$#mOdNWTf6V4zM&&O*vz!@#s8hmW>{zJ8IyUp_h3cLy?0?k%4K
zEShYhQH<+SL*yC+rc}tFOr4BhWz~JLrtjSbT^EuYhwPY#fMj<l&QMWt)Xa(E>(68W
z^$ub4bSKr2AG3MT^$t1czTz+^>K~}>Ye@a2mvq<8j_Pc*cYwwO>?DxjNHOuM+Cxv%
ziPsc&WWLC35YV=%km3{}_q>^q=oNcV1dh;9EaAR5A`uLTS;VIaHw?&58kka+1{ZiT
z1Rexh7S9-3tb0>g-&&^_Tg7{TkJfj`PkQV5#D=vo{^3BOA)`>0y;^L39>cbVUAt$e
zI6H#=<*Py3TJPFFvI^L_BEJwt@ZpF(QNyO{eR0XX>@jlAkJ;Sr0rf;ASc~&Mo8mVd
z<fOQ^d|LJZ7{t0hbc8m-OOj<e$KF#Y=&s1}p?pRS6;{B}Z<VnEx(rv5cgz^77-frc
zUQU)0ONf|3RxxUA<NfOL8w0^(xL4oUs|iV1Vq;5q3qvh~5a`j$9gURcds>a)f{v51
z45{=k1ib=+)P~wPsbKJI(GJ^r8@q%|)K9pn=b{_-C9bx4gH;Ha(<CC?oxwQsM$ZlA
z8+cd4$YtW$)Obi78S$nR_(?%zSZeiT)PcYcS>;rTAWsPKL<^yILe^MH%(}*eW+m$4
zZn17sDv_%KTyW+Y5CY2YM8qLM)sXQpR^UR(a4K{YqcE6q*t-JOj23)mDl({%n$P#|
z_v{8NL0=K-$E!ObZ3kUxqLve-5L6Gbgi;L%*Ci^LQ<C!P0@8(}YU&090U_<+%9XNx
z;Fohcd2+HY;y!Xg{*ZZY&{a%DPXDoRTY;OP>N0XDN3hPyenq{XK-n`1ADdoN^)RYH
z9+kN?qWK(4E08jC2D*<Yfg<gk_~D{dda2TLf@xTrL<HjZX3aTz)#IML^_VP4%wX7+
zQ+bU9Xnz>>#tZDml*%d54pZ(9cp9>*1S9Ci-=IxC`tYFJs^KIEcPrfDunEr3ID4{@
zq@l!9?nvY3akrxS$Vgj*qwI)okMRePeyCP)dM_<bo_E@UTM8lhS&Ss$#INMTebx`)
zkt(-dQf0Fjt$D?Wv@Xm!eeHK%@1S?Di8^f7O+yUBqkyQJSSTI0A2H_DwXAfzr2Ss5
zQyW>jyQ<P<KxZ*R{aADaZz5hgDftjyMzm=l6R8ok1O@@ov14+21543?D(rOC|Jf98
z-0fZv0$b7q0gOd1>KB*al_gtRWVsb{g($225odTJ8X&=Y(`k>7fH*X>)=jO1&4z<f
z&-+41c{W#IBL<L8f#`t{wumKr0;PPujMM$`>mr*WUZfH(VV=1GxE6o^RxiC*ILw|f
zo{i|SWAprY(u_Ib8_aVoGEkJi1f(Pk*g1sgQCxvR!D93>J9b|~a*X;DDfe`GU~nwl
z;S41?@M>~Cs8eZ7&oM+T*_DrHrg*-*e%<ELP;ZjBjhx`5n1Pbl?52!nRo8?JFHm#0
z2B|y>^tHS7RPzFumKlChP1VK;X&LEckp(+GRw7btxG)V6FEEw&yVMAhg0_kV-*5>r
zNrFtq@dT4A1Xn`SwU-@@MM`2gxFOh7*^)>fa@5d%)jM;sb9NuP{_|8bIGhdnyvm~~
zTz;nHz_bX2bj$@%Q+Nad%P^QCZeX~`n*bhVW#zJ23ECFmB5i{PmZ#)pBx`Akx-po;
z7;@kns%1Hv(eNuby!CzX7r_NM+bTT4Fp?i}yph#Z0^(StWQikIok?N&?2LFof?fVP
zV>=795n>u|>7vJvJbX}dn4V?CNHjqi4$g5pNmMBWKR(wpsVNy=v@BiAeq5bBRyR)E
zA@knHi}HBZRsN&qgCc2TGdOjgw?((WS)l+gZ_Wb^l1?%-Vc^q_MNh}LPCT4$zm4T(
z6<U?tt(j~!t$F|gIUyVOyfzD%saiu5ci|kR);YVnBWvEQSLMqtUsWA2wMnj$la4vW
z9)qgoM?pEX269U4`G(kJh1t|hWdYFKu%IZIEt9VE=p!7~u^-O;t|>PTn3!TN!5yz=
zYL*crtn3!~ltZ!$nh*StT=_XbT*%hgz1B%L9=_OZwf^T(ED@f-z((<@wgzeX&-Fe+
z2P%ldcGYr<{iQ1W>NJBN8txYzc6EG(_>Gl3Pfy3_<i72ii_;!&Jl=3??}t(<`h)b}
zijDd!YK=kWfSoepVpVFqnq6tv=Av1V-yphP^2L4hmgNF7-8-fE2Y)4mtkxIxlj4DO
z_H}0^Sa|ufjQE9nOpHD_3GA;%CSRjF-d(@8d|t^s&-x9A76}7^E^a)mqCL-G-B*#C
zMi*RRF2FRl7HQOXM$db`x~DfdI=gb^E#j`)Egg+}8i09v*k$qI;>Syll_#WGpCD!Z
zMDL-AU`%fKo*$NW+kVL)SfGKK4wT+cQ*h*IJDRK1g05BU-Oi!jD{<8@#=NW_C1-)_
z&Z_Y6{#-ZuDLow<1<CvQcBJ9~pE(mYez3>n`6EVbH{25H&~#xplQwsul{Rk%W15(x
z#Ru;+Dc|LM_^F;S`GSf*I#+c>>NWqY3KoCkG}?hztP@CACpB=sA|Do6z^M~MLLb$K
z8aCn3V>%T2NJxzL6wYs-eW*}n?G4YbhZvzUf)tY3M8QXjw;8H}r<t<)m*fZcDvqZD
z-yw~zf8j@93DtGi<};Nhm(Igsg49xzKTY<mfpd96_I2`kx7O|X+?mx^0sp1k847c0
zTMlvTK>S%8vsv0CO*%!96}$HA*mw}x1>Sjl{E{5d)2cNAzN%v4iyBXcUr-Wv!a6`;
zglogYtEEDMW7>zk_orQW6UoaS8;`Gu_KnKzJD4Akgx<mBtj^xhL0$39`V540AZ4t6
zA5y|I<~;()gd3+GAfyMU5$w-<kr0RQIt*+cy0jybkTh)<q^rN#ZBX}!K{_6^TOO1Q
z6{_KlH*e59!#xG8#Laa}z-7+j1DEC+L24whK%`1%C$A|4&NlC3^Kj}sDAh+DY3X)6
z{OC#q%+;up7dF~WW9H&}BJW<?PocDCFk07v(4OKfrOgFDFX%j9slYsP7zWCt#gb2c
z{@rxP!8aJijLDY=iR$7q&Z32$xvmnwb=T;g_H!gPn|e_W^_Kz$KOzp=GLM*(#q<{y
znY@mfXJL)E%r<uqoI7s1Zv^M04xs-kH2<lu{~uDC|Efg(@0J!b{YO8*|4nT%2jhRP
zEnfPe<-F1IcWrTBQ6uI^k4q_n-9D>j_7F<vv`Yp5Z)B6kL{a@D>5Cob?-M>CNhO%v
zzBrrn!d%QC$`c<>P8#@!`%?t4+_anc?^<2~53$4{<lH#_T`(-_dgiF2g*p6=-lx-p
z;r`~yiC7MLgx%`L{_imJyqvH1!MRfe0smY-Bc=uR-~LXSaCjXKTDh|`bNpFmudr$>
zYL}%Eh5g%Netz}(X3Zjlg%ywrb}&H(Ahy1!7N=OYKk+V@gdh}<3m9!!WrCQgdN%PQ
zQ?d*TC@+b$C)g-+C~0F*TZ0Ped?d$#4x7pvp}lT@7F1P48N#c^|4#4f0b2jH@Jd@-
zi(|5MX|UNr=RwS>0I|O^^l(?~G-$*=F>!wVD+Xnn2}!)Fm#D7rJUbc?l{(Mt5K;od
zgi9k83VDa5sYo9H`?NU(cg{>uXvDkS>#|0nYHrGp|4Y7_%}h9?T%SSI=7-rJH-p(u
zFQ>aTm<qM3W|4`Rbr9SN@Yr>A03SO%kdgK+O1WT4Ur;hzoQGPy?mXr}hGR?3M_(~x
zX9041UkVF)z?drGyurW=wM0vNuoZb-Q#PPpqg5v`)<o$;l^HQXs{$mUD3fNkcCL+5
ziNEs92I9NZNUtCiR~=&*Lj(S)Vq=5SB{;JX#96x6tkfkfN({(9G8KRF*2hbWPvXEv
zy}*Y3jL^sF%IUkX%+M-`&J+6y%<E`4iT80b3!-}GkDu$JaecXBTfc$ZA+`=VAxo^?
z2mZcB)|{rZ?Xvj$nlM(HGPqLWIC(nDR5h$3yhPFFIc;61pMNZG%AT0|&(3%DdTY3$
zio?j_a>0xtbXC1$p0=^f%Sm4+71XL<hulC?>UxVt&|l4v4c|a?iIj2W5Q9*nN?C?3
zP98B6%O#$m-iOZoS%ZbGS3(C_C35gRh3eXu=tjbf8lrUL9;;F$96wFiB;O6LS$VQK
z6FT~n2?*>IkZ3hYu*=oKS_oT`>;<ucqmct}yFFYfk{wmvJJ+sHDoXANTy`b;QGk7+
z!U8^m{jBgI^!uWA%OrCFP)&uX)IfJQx6bUDopkg5zsQ9wp=*$V6>qFAKm^y`7Afex
zV*OP3u;cn*k|$v3`h=Obgt_jYd^pyXuz^e&!@FBm)+MN-=-2`&Cj@tT#wJ)+F^am{
zCM4k7E%nsulqzbi^c_&clRfJW7JM|(-x>4>e))EX@R#tkkPifrkUj7n=NRmW;;nUA
zsCO)-(IB+^kSxv%<jB9y{_4qD`{kS`r8Sw!7Cg?yGMtL=d+OkDs^_q;Qq^3E31*K;
zA;?Lei)DgLA8!HqqKW+}O_38_I}>j@^Y%|pW+66;ski4HA{Wc`Rr%7i7}foV90a6Z
z2`G^!l^MIU+56Ze__{Lpei&=ij&>c<vLTBDu(3^<^1V<L6s%v)B`C;W)vvf5rAk0h
z2X1gp2<5Q7c!-v4>;tQI)}9oHlYnAKyBOiFiIRL^Nh=$u%8<}}cDnF8zRNfO=TdMw
zgb@(^g&bB&b@SJUR02|Gq5$x4z8LD0>a&JbFxrBf*e5^a#=5`VBO;vWkYIvE3}m4S
z%jdQtlQ;;Xy%0CTJ#w+h1U`5aa>jjIbJAsmDsr}mk>i6Ihp>o4F5?O_9XnWPH256c
z=V6h>ukBKgU6F?Q*kg|X!*F5Y2j*C}f<EHgT!4QuP>HD<jTAZ8C^xkL!MjQjf6w>L
z#`t+rk;=o_C!~u@s)pfrTu<A0v6Le&J|u%z-SaOR5fkt)<gzJ^tEwDtjCiE9s-_Hx
zej`@O>cJiTkK6aX)9mN#-|reHCokY-`^gK*f2D&ivy)LU`Gvx-^$HIV?6>j#USROL
zdERa&^&|B~>eQ01me*BovWnN33M2Ye=XFV<jNt54Bufn*z8Yy7$BQ?TzhXdxyfxmY
zxn*IFLcyQmTDIkZ(MAj=p*x>pp@qXsCeaz>&k9{ucBQ?aZ9m5aqQ`yCkWbAug(VM8
z{m%z)z@uAsAiNj8aA~^cIN%4%@u5WZGnAW$!t^JM;MpB`|03yINWM=d)HV`dG^zeD
z$LfAeK306Yn+Tx?VX3d*PWZ8Tc}B``mge$nJCf|tbN^|j$O|BY9f#Kw-Tc`<>~@y&
z%Q2V&)A(eHJ*^eIAr>7T3z;ZT1EOU_#B0s2Y1XjSE;I>lz~cu#etP)m;hv+XM<?$l
z!z_2N@_`5u8oT;c+5s`?E@M4rl;Oj#?4?&ym{DB*-~{$?#0<<1<G!{L>F9U*AXz&V
ze52-Qqn~NN(Q=HS*4)FsO47syP*y3CPy9LZegZ!k#YD+)fF}P`Fu!^;JVVFy0yJQU
zrd5csi<YR5Kml$$Vh*LPIY$t?`899BfpKG+ARF=GOmKv-$c3x-H0$>Bg_4(C*}EJ_
zR52_#si;q4@13H#R}S*|IK#?0BZi_j*l@FlG=@nb*N^RjW}<xdTXL`3BMFK`aW}Q|
z2*1eV3VSS&3v|Nk`uY#a;nQP+4F~^V$2CeZeSiVs%P-pROIQulZ~%g<Ce?6XVbgrG
zR@hd>{?u3zL=9D4`R<=2#{ZG#hmV6UaDf{&Rabj859bGs3s=(O*ppn+_~Bd?k&u1I
z<fs-p(@0HO>J53|7=e#l{uV_OTfTIcc==+e_onD|Gzo5h817J)xt=8WoxR4Hw`l5u
zAmNM=BTBM2tFv_|Qcg)Iz~=U(#i}w}nC6e3`lqqX_@@}sqyNkx0iHnq0ptfWLsa5=
z3*!Og+`AsHU_INiGsR;-fJ|WfULw~PeWmc&1q~~r#m?c!>V@55r@Q6X4OR0|Dokv3
z9GiwkxiYK1*{W}IFK8}e{k%Wn2w4XGOML=*miFxg_^|TuI*p5R`n@3^!%Dyh)IBp+
zTye#Epl`T*F64IXB<#M3ha6+Pf^1_&Mru!~oqFi$RUNWl0~E>QW}b6oxe?L`&Z^=)
z0Cyx&;D#Ye$pMdu-#;#gg8?62mOoF8KARIU7OL;Q7cY>4BGsDU8(z;9S896S$*eBT
z3D{IUUnz6im)=r2Cs)^<Fk%xs6Pgh_uDH~f(>NnKqd;P`1{Wl8t^I!fi!3iTib2Ua
zHh^vkgzzHc<8FRy<u&4>EinsyPt}OVBIK3{(Qii>Kg5>c^V0ovAx!;uR|;)v<ba*+
zOJWx6-jGp5#emd0Q^u_oypZ@Mel>QN^>vge5UvV3%!vAh5oMQ0)rf&oFnDn}d4g6b
zTeL)$3_2r0AYCo}CYb2!HrTF?0dJft${1~#<%Ds$b#Z4cwS%{9-KgXPA0^1^4Tx~x
zbf;Cs7o;nHQRG0say20fu1=xds?OTUj;Gq_3FC4?N1Dn`JZ4!ju-c|@y(I5utmSV;
zMAyNr<N4nfv7yb~C8@n;FsY9dxy@Uxx{f1zrfaeE)Kh-BvmI9^w--K+=#KmJ8&~gp
z!oRv`_*=Kq?IMs_v}9FeZB&>cs4)WR^drDVOX)iHG@so}?bF?Kw_T;|)1TZ-RaTO%
z#xs#MvDWr9w`sw2)}~-}$-O(opIsm4EuO2c$aSus{HNUc;uaCprGhir$@QY&TA2b)
zU#-Zge5lxbagsb|iPQXqSq;?`Rx(QY9ZM=%Rpc~qpwhFH^ik{9E`REtg^ho37l)0>
zO46o4amI}p`||(`f7rCq2rBymkI*6F(4e^;eFQj$rN)qH;1;dW-^1Ihu@PN~y<_W|
z@t*)4X0y|&WI*>AYnBg(RchXFII84bNZa+M_@NnjBPhXxO+*(@@n|sQiGA1is^7Xo
zJsrkB4cq%(f2BbM8249opRYY=gKuf*`SE5n?4<2{c>M1EcsO70WK4hxu#m-Ul%YN~
zg%Ufe`?=(U95u{g<$!`6J0r32Viik?SodM)e~*@4o+KO5i`*TuZ;bL|EA*)b`Ztw~
zOHjJZ^gfwsM&>m2yc}xzW9=ef6IF+uK#vLu3g-ge_LDHzV7wz;6%>#dFi@N&W!2OR
z)eUxV0$5C$h4CFHPd*bTlr`#*r38cWiBt>**9|O4Z$V`o#LTTLvEhb2V-R}or-Xr0
zvojf8fx%#JuP4U(9A3m>^r(<gXujdd?*znVRvP<42s+RaVx-!G*Ic;Nxxe6UDMB=E
z_F?TGWf%LQNLFwtr1r}hZd6`Or8hCi?%n6Z`U_LsQ%zyIyjM4tD6I_{!64HY3y0G=
zbqxUNU%Y)r;&YaJ5>;gM^5EU%=(RZkeq@+Unr-cn`FX?cd>ci<`>??wg7Vmjtk^f!
z)3Xh!bW>87^p<r8fxWQYVSV>+6QB`dwL9{IiXdOwNUrDqLKF{!dDTeYYg)M;uRdz?
zeN%)aEmsc#oZGuYl8%bO&x~>ZgtYp3RK=qo!7CNATl?V9p_<rCPWvpyY7Z_!$BhSj
zdVNoWR^wm7975w?!jrF6gLu{l+c;i#t6Vx<)syk#{dIbG9JMFaU?zLx$Zz)yolPa>
zz0;$m)#C1($XyWY8KVyL^D@Xq4sfGw3RO>ffid~&wX)N|Y*tMJhAE2Exywe0^z)Ht
z<~wLn+x>K{W<wrbN?HU29$?N)2;Hx!Yu0E5t8J>;cFXAqzt155?2xP+Rc^X1Q#=$j
z0_9TUlD*&FOz$IGzKWLNfV`{qf{EeM+<AAQ+?olSM$EQ!(krcuZGijcb?A&yt(P;H
z4ejClxp>!;{c8fKj1+45Wn=xj)yTBGw+hc{Qt#WZOIl#`hvd2&G)cCuc*)iUa=+<9
z$<&!!3gX<tzg!B!`?MDx(@)hJ*tjlzc<aGJfFTf@P!*8;g5vU3;U;*)98Gbg_wBCY
z>PW!iTa>eD^q@{4^I=HrFW}uut&w`CQ4J~wQnb|BJv~dFdL?k*Wn&cDulHUFGLE74
ziFN`B@hKpaV5Re4%H98IM*knu%>T69{<qt4nf{~Q{Qp`rvodjU{x8{C9cP?YG{4!}
zJ{j{1EYsNc5*A+vluox%OO|G20aahkM4CuA2I_Q|D*v5pT!Zvt(Um&u(J8YLuAn;2
z9GDrrxBFKP<(%4EgwNI<zq=pME1ZsgkFklw)GIG1v7CAQUhB^rVjO6d<0jr4^c3#<
z)_fIn>fDaEV`tH$@w4Bb(~bA`Umv}<3FUJ{O!y4yIJefFr^`kgtt+{0+SS8GPw)cI
z9F_Wi#hKd+?TmhR?RQ^hE@l+t2G>JVc|wRJ$0)$QiA&gHxx_v&1(!lgQ$w&FiF3t}
zXG_?k#5|dTr>4-Jk0>t7iDJ%%Skh3TB-vNFUzbdocD9!nNlG>((&HCJq{SvHVJOO=
zWW<(3_lrXqCl^YAgFW6^01e1vAc8r9$1tlPIJ=IK7NG@gS7#f&X0b6biP2kAA<G@)
zHe45tSve01xTl&x1OKRh!qg(f6JlA$F0-2LTEdr*$A)lxi!o)l-e|+b6tKlMPwhsy
zl3Vq*wXg41NI^i+B5yW<Zipmj#8=pHvnC#G%ALL*`m5}MyNWB%c3Jn^WPMwg*Y6tZ
z>xY7BY^)RtbtyWEJrUX+ro@o`#vu^@H9h1_xEo)9g8fS8oD%q#Yv*R*z2nuB7m&Vt
zE9lGfxEauQix*G8jyuYSPOCo#PC4B5_j@>Q*$)vmy;oz_i2B<@QZa<YaSAGJT$yQR
zG}Gi_(*l^)NI2U5{(UHKKe`NZuW@HkRJEAWsYh}JpoPL|5Ntg7mioiNWlNc=rsk?9
z_%l*2;e)jX9sQliajW*zx~vA5Cp=rdIi^HyCa6O~P+Li=HL%eNH7Vu6z$KY^%{gXi
zq^KW|%L33R*?l}=1F}ESYLo%BRI}$nKbP-16yMmn#5~%xd2irpCqQ}AaH{6%(>L6{
z#AfGTtrlj6^M=kZiLbo^382s<QdsJdq2aI`V}_m^{ThGj+Ho{4DNkwmGDP6=GtlB_
zj=G2PM|U(AEGWlZWuTLhxAo(5UTUrzfK}bEu?j*`Ckw5B>BB;VERHD(CM)ANuj<sZ
zD3&dc8-l01yoR)hMN2p6mlCRnL$n<3sv=?Azw|w2qg5)G&JB~SreiSp@8{9uf7d(7
zEtDDXRlj0ay6#_E!7E(CL`^~xaO)r=%#kn7iwkeO^m#yGTHoGD)2<&rRpi>VSSMJm
z%N<=}<5Mm~g$Y$_F{J(W>!sD`r57XXFSdzEe-+_@@$ZXlcw6#nMm)Ye>_Ray^7C}Q
z52@ZrXSB=5?BehlE|-paHOcxTEB@zr>VX8uUf`Nv;AWTgOjLSviTjuzB8N3^j`JG5
z)qy_ZVAP@g;|79%mINp7aAm0j4PRX@^G_o@MP$$oh2(e?A!IVSnM}~8{Vw{Jw?U2z
z>*0axDp(vlh+%T|;MZ%J&cI;m3O(-J8hi_v2?0L(CRs}XWKmr>y96u&?q|x1V5D~L
zWw#Y#0wcDfRC4F54HvlkxL|9eDMB}Eu3WxwX`#N55L`%w&L*(>nX08~WoNfsY!HQ{
z#Yfvuy7foh`nMpo?5XYD72rULiV+bGe(;fl&ZT{)mcf10o13MyKxJ5|k*(A2)Ad+Q
z_wTitu^?sK>}vej*|Zg-`5B50E*YlJ25SlqBVg#>@^}1AtG3tM0?f(~3n5En+Cvo*
zl+iB$Q%K?KpCq!fb>2Yu;6v7chB}hCT=o;ymyuUC>+CX4ZADHLhhh&9__E1U<WRyT
z@@W)eQ!vz$NS|gh;e4PubJp!H&)fKw_lz8%cR5@2(Mq6SoJ_<5U$mtxU>8G|$wI~K
zSO<HOUaRzOc3Pb?X{{U6r-aJc{I~P$>+PZuyx)`1QOl@$QfTD#;LK<-<2$W5`w-q1
zz5L}1XmuvB&D6PNHDz*qZ70~47f7u9_sNeOIYy2v&F9FWh)`jv5xMNT#7`#uc(#8e
z3WUqC@Gw)&@9l!de3g^-Fyi0N#9WG+d8Ok~66|#<xpOHDxw3FSpxjbPXIjGfy1Rns
z&p7BdhfQ18p9*<|51wzD@i5;b$9DTP$FHXT57yo(NYkj<)-Bt%?fS~LZQDkd*=5_d
zZFJf0vTfTu{jaNi&e;(wR>Zn~^SzogW<-u0`3zWRpxQN~=~366&phaNkM3^wYt2kT
zr))U>lP{$CjO>`$WZ}qcQMgz@Sm|%^qffY4FRBP3JSl8fdHPBUv@o>%IcLq4vFu9d
zh(tbKVlU}aaS}N@pP=8U{A?z7R}QzT*AcAvkny$1jMSmJ!l{4-B62;A0Yl35Bh_|m
z>U<Jq{_V1$DhSFT_2vq~PC4(6%mYEVatu~Rg1iWhD{~c02X6R>y`1;%<0pJGJiWs&
zkwh-7PHzx&dS|#-*S@Y2Zdp@XLkH|6jiw9SSSE<=YcZTA@>9PJ`m!eX{iO^+mwD%b
zSGB_8@v6l{pymfZ@@LatXUJmyOJ*&_&IavcQwBW9B-)lhKA>gZ0S;p7S|CF)Y>+Bk
zqY6tKnA5NoAJR!<O`(y-+Tgl0;WyF3L)&l1d{H(iEnJO_!}9C=j#D>pp1hVxsTF@T
z>J%ewnuoKY=0gJPiZ~D3*z>3aS|SGFq7Aq}bs9{qU9Yud33xDS^Bvg@@r=uOV&ysR
z6-BfXE<6QA$H!Z#TwL6$d#Wy;s_p~Vim^#C3__a-Y&N>kIj(ktulojJ=vWr=tsfz&
z$}npG;KTtOMF8eVF9MYGa;X$uhHVB`3}IW;#<#3)%VZ+u+xv`u{E`P&J8I^gN6Wc4
zUQKO>z35A8w_Xj)1|tFeADiC}Ja?@*4u3AIVjwE7c{nMU@gFjJLh!t&bMOqH!8)v)
zq*DPw%<djtTw?@$^&74i#G*;zbFruB69%R~3C)2Kp@@8}<*nxBtJ>4kOfZ%DxWk!T
z0W&iv+zhI+_YKk7gE*pO!6`FGD{z5w8LmjT&NTk;kgSr*^9AfSrgE0N=pdt}8<%~q
zRk~oBua3bO5bKLNwW`Wo>NW@=@UeD*3B-!t=M}^tSm(bc)TJq%-`kDrNK*hE^Dzd>
zYAm;4Na{_oY^G44xO66_CUhE|cLLRu-0X`OLUgR&kN3@=)>Y+AL>#iO;)lHR67>+q
zly=uCocP&fY;R=SivoLF-!iKF3M*T+MCnpaY&$*PoOkd2V-F``v~s&qk6|j`%5rK!
zMNlT6&;ifFH(&8=v5ZvRJy#S>v|uO;ZV%rD_sRGBK__xY->#@FACIE_+mLyeiUXlA
z(rJic6o|-q1X^|WKWMB~n@UaqWjm7S_K7cKf1Mf*4p*??nTTO%Dnzu*hmIRdAF?OE
zu@8~^Jw;ADVNGb#;nYU<B6E;z8Y_k9cK$vxh_=ZRi>B_lqTOv}E0hhzy1i1FnRw~i
zXj6e)SqB_EUtEwf^Kk<5JlrafMY}_E60OV4Y?BJI1Y9+v`rD7qG7-Iq&0b6!yXd=J
zr9^uR2MJzT$KtcKc(GH=zi$S#0f`6Pl<WvPIhL4*zF<cHNj<*JQ*&f{PTB_>M}^|0
zE_))+LZu*1i6aCe&^CttV89%mpglz7k}$}5gT*gpVG#C`_$+2&QoqynqnVtwOEwE#
zUYzXS9-EJ)Mhq(%N)~siY=n6vD^atqiZ6)dGdDRXgm7b@*34%#VtadT=DhBbxm37w
z{WxiE)Dw<FR^OMOXHP{7omflb8X3FtmNYzF!}|qu_Pi&qNNjB@^}zy4OT++{hU|)_
zVWCv!rDM#0u5j#M`}h0^y<tOHLg5M3`(F<0SHy_rQmiEb_{nB|K%L3I)<1}{K~r=j
zfGe>cU?3_7`GF9RV-5AI5rEsjZXLM(?#wtiAbjH8QXK2+{AO?acb;-RMUGJ1H6ze2
z?uF6Xq;bFhbbQnqHAsUABIJB9v?6Wz&Q)szJwv&P5?mAoh$#>+<n`+Uh-Oc^@B%2(
zK}PcRfP?T(xUnyRQbR2=|1B<|D|aLc5|M*B`PiVAaTC8Qht9q39lZhL(9BKLLY1g;
zVL~fXvqX~wCWANAWa)K!?_E0L4v<$!%*GX2>#k^~g}Tb{C-Y}>I$+y8q;e17#`C+!
zZ9)0|mMD&b5$UZ>>&SQ}u>6I6h6KkQTQ}@vKNkAI-=6j72ZtVl*IFeMX?&!#Icd^$
z#bM}Ndb8S^=gReWt>n9;jcjT^t8{5wk!dP|2}%PRB-5*|BB-USI{zkX<;bJP;~<Pk
z8D9<30#%0nOGG}^5vGlb9}Yrn90NjP$6w|97nhz<VZ#ZIG@$oJxz0wDhtNK-ig`yf
ziHp1ESeg}8%f*g8nt1gCIl?Y>9}pEa;GD-pmy-45JU15$suA7HRgT^IcvI@$sb5d$
z6|YIFKf9>bh)2o}d*PF%{7dEs%_@rOGz3fNNKdRNyzNYnwGw$%*pc^!Z=axx!^c3Z
z%mzV*v+zag9|cw09xSqoN{Bwv|8y%G-3YmsGZr~=5QhWbld7C=?+phG7s!2DUM@hj
zNFNgOFJCr?&aB7*WRlfBsLlkY`L!!7WVdL^pu4g`JaIh(EFo^KIBSDzEM!P=qIPU7
zA%n^2@|ddTxfu8R=JTP<#H_`WAh}`jt{ywet<(54Kk?Lr&ZTfo7ubhlMb%J{^P(J<
zUdR`0d(7&1`4^K|=U8Q?pbM}#6DFPUjyb7$6JW~BIYCb|$Vtm;9NT<qdDyJMxgm0N
zcljIw44Dr8bn62r+o0<qW*lGlmaQZ7=&(qbO9dqgL2CX?#gs+rp$wpj5}D_0Iij|>
zlXF3?bsz9)FV0PxwpL(xD`#W=g!6+Hq;|1UH8|<3tbbSOL=bh<t$-a&b)3Bf@nY={
z{OIL$pIVv&+pGv%5XeYFXz3v*urSx*Nb*jA69+L!5lH72Sa)wNt{{hQnPf|CJ<0iT
zCQBQG6Dhl_h(<=9n$nzIGh~=Fv0|V&d4?*+q1wF1dTZIT@C+7-_HT>7UH7+My2i7P
zHXak*VX2wVT%Z_8TV}v*$)aPKnKz&JY=GC}O6UM-<%yAf{~(x_*yeqkl#Z__!KbhL
z(pnW6Pv^F{M<G!nTY7^7xb?u4OJ^^M3V_VM-P&gTMRmlAI^t+eE13<PnGk9KlY0;)
z;+KpN!xq1M1N(436*{)F!03lvUz_oRKqk4shY24!z^=0DOJ&rWs7j#JKp-<Mb(7Jv
zx&Q1!V@svl?p&QyIs(UyP%-d&F?vPZ-^3oFe6heV{NX#CSDj@+vXjBB82yk{-rUZF
zN3Rxv;zhCR$Fx<$XE-tA3zzAQRDt5l722BI_czGZdH&{WNv`nSV0rv|4%+bJtDRl8
zd^g-BLQY~>6&bGVwyJej0gso0pcmA@<PqB4or{h=t&`OrLjU4FGiTG0X;04ltTDS*
zUC-C`aGaWfe8P1}4hCCdA&>bc$(_#_cXh3(fV6%s#Unn#M6=!w-&tE*+b;^#t*S{@
z>@2(FciD+}`=ch3l}2`OWc)3_2N4Bq`<&TE$I2J1KsYIctaTF7;l0>kI`5y(OgVG>
zuYjT@wY84`Wh%J*Rgm6~!L&h%@ws+utuIOlDxDhv7}T#}=Cxm_Nc8FkT_rrW5=@>u
z<D8-wvY&eoMMjSZaqDCNJ?(pmALT`>;Flk8+$@i{|BJ8Se~(zk{69mM{a5*a=U@kL
zaRB}gjbvI^=hwm*ir<OGl*y_{Xoo@TIWL&x?{&e(_z-S2KP6kP<^I;jM7gmWF8@cD
zIJ`Fsi_zUxoN_&_v^gI>zAb|`FAvwJ=!7be?;!uktTc;k%gS-JpA6F>C%G7wMBS%Y
z{vC>~WVm_L#25$3gm1p-NSEYT%D;8rAD55kYgMD(#<?&TA_}GzTn80_5Mk<6mFdim
zmdypSwD4ilOcNo4xM1#%b@h8f;@HjUBGlw;QwIg?sW@i0vr;1XZMiP7T^GD@!NlcF
zg+fGDy?L%pE}Pw9-{Mm2wROoaM`ZZO1aB}G@M_{5l95d~bL?RolIMin7kJP!g-(4U
z>ulkb0&-!~!jV_&{XW*U%VMS_WwM&8NT8iIDdJ}H+_K!(@xdZ9yb`Ji$s2*r4wNLo
zjF9vL8dQ|!_XRAIT<H2yM1`jnt*J1oUso+sqP>Aily*Vot^J>@VN{itco4EdrtpR9
z)pB>j^9ar2t?H5h9LTcJtZ8AI1$+K$@?l@wFlm+kE`7{s<5X*Unu~KIq2LgTyK1N~
zys7lGdZJk$D4Oo=b&LSm_+=Bsf!`dCFqoN-fiUpfK;T6tPLdM+E|7QzNmAOpP!#uP
zOy5ssZO?(~mghM(@syA@XB|-cAYo%&qM(EL?fjH_@u84}>Rb5*66AaYGzjAA5WgT6
zb~T^Um3P;QVZv|_T-*B{D@$Mt!K?DSpg1@sx{q)Ut^PSMxu!TDBbnq+QfY3I{``|J
zdb?Z63C#)vBqwSBP+)mYIVVL=1c+{&xXO5F=H=k-p^7t(EiVtoM%;or2JsFCkc<*<
z9)R%61SP9<tFlIzYf^HPu3~)|mbS<(UczN{rwuk+yj4y!0vGXHu^g+AUZjT4K~8xi
z3XtT<v(r|x@pg%s#8#k$Il<~e!xDNBuD|vW{hTY4SXexDnz=>lj_3&VuG;C2P`pYq
z$Or+Zs+};gp*W5fO-=c&er|P4J?FrMVKlb=eteb>mv*{pIl!cc>JWM<4YEU65+$?1
zV`ofP@-R%bN#4#$u?rv=zv6Uvk|r6+UA&yVvtqs15bp~f@cd#Ia5ay1RPJ9`u@!bR
zPC1-4Cue3BwI)oZ@;36pIg2^zENwXbb-moNPhU;7buA8D(wtQZKw#A-m0A>HX|!Xd
z6%VcsobfhaB0o8E^!(aWG5;h}i=Ga!yb!5u@n@V{X29HfoZ@Ska?=ZC?^ceU1s7+T
z@=bISU98+NV48h6X|-wzJTiMTOpeZhCaG$%U^=(?3SW;H@1+6`R)Rl+k5S=zm<v;L
zyX<ow9VMMK(*tLvKSa_MuKI~-Pi!96__-=Ixvc*Nh~JJLwL?Bs<dn)*YL|BU0+!|g
zEwMO8E2dtK4;3}}!u1{T-dCv3j2Kb<ue8N+@*@XU0J0>XM7T*L&h0WO<P}&j|Hw6X
zsd5t(fGeVuQ)3)OH(Gkrk&c-~%Xab~{Sl()z<^IxaU>A6$}e*~S7Ap3tngi=eXP1S
zb!grirZ&U%bjL{C-sDB~WgD&_tYc!V20o5!bPrwPHT4cOdb$)O5r?r7yz(#6a}ika
z?m3^OJj3P7R{4;}B&RoTU4LDr8okpSn3&^4jsbnjpk%U@x0gpTJNXx?^i$PH^H^u7
z!YnWrAITb**v|2K9()K$*wlKr%9CByykahynr8bd(@67dZ6ae}nD(bEZ)J)dqff>Y
z{ao4kYr|~Bhb-HK8MnPr$oqYh*+2o(owBY{6m<#7GGDEH6a~`6u~sbTA&`F7DpTMw
zjl++c-;I*PMFGEeAVY+RZg8MEgtdu7K0;7(1b<`YINJ{$m+z<h2o}oVgkR^@4+%5p
zY9E6pd!_r6;CIOV!Csx=_ZYQGNKNRLqPa5}oCnkm1a>$+Z($6fe6UGdiR9F2p1_R}
zr}vu^HS827o1@u=XY&l|a|aVu0Wn#D!)-|c;1<g^Az?-v)*&|yflzd=i;@fB2*ij+
zy)B)B5>s)i2J$&&sG##cIz73ljiBXZTxRR!cd`>UNM0Le5}xO1Rh(&}?XV3C%2}!l
zNUTq;Y(s`acZ6au+6smaM&i_LIy<^d!|X__x_qJ2)D^xN`SUe&6-zTGq}7AoX6AsX
z_L;ReiE^*_{t82wY;)dLJ~hFnN)2O_P?uID@WV_n^?rDgJtPmV=Xa#iD#9VD9RzQ{
zL_X$%v?%=|{dgCSFQ)tDSa5oG-8c?3!jB_2I)+MPs$ge(!KK8WYG*7KhuY~R@0OmI
zPD!AiStMUegE@*;yRsBLG=e*i4P(<?AYcAV^<k!KN1#V8$-y)cO{<r1iw!DO1D)gM
zoP3!v@tRnQ>lC0tF-GOpNT0f233T{r6o8Kd3FIUnmIy${)s{4&{x=*IpH;ndvlN!p
zJ+2x-e2}`Jn6st{MieWjSw4~(EPt}~6nBdYGI45q_Hlh<TXzFa-o{p%mZbAd)mAzy
z*3bVt2555Pk{Y??m@YHRNg+NW>XnI_QF>FEQ!2^=xdvlBV&*V23F51uds?2N{iPqQ
zt12n6h}2VZc6CRTC%6*r^{g`seb1<ydf7&_LS-AHNgxoVX{-{e?Bp1%mM}NaOm~>*
zXLc)dMJ(04nOP>LNe7bzB_{Dlw}M)9_uuw!U0T63NN?2pk_gq7kn-jwWv<qc#@~oo
zxqGR-@}+e;Q`)MGwXe=NyX?VCOwHgJ!NQm{B-P6EK|z~+bm;R7bi|;25Rm2-DJS^t
znzSQ<Mt$jdCH2&NZmimF$mzG-r(2y3=Q}Ux&?=s6i0;Z>gOToBPnfw-yENJKVqH~o
zF@;JA7F3oG<|J0Ezt?02vC#yz!{iyk9E&i|iw6#odp%o3O$HHr=9EPyoO{?Qy6iqF
zTPkobaR|dhIE<UW4>BSG?@gJrS!opwhx-fbRvmfKY@9$7?5yDa^M?_aSr1JRw<ug#
z%6S!wF`pugT7o1h{16q?aEngdUMzGiY$K^xSHN<SHMNbpd?1dO9Y{^wb`f!N(Lkp-
zQ9X@YhzV+q1d*{i3m@b(@#`<=e+Vtuc1%@RsoVLPP=la)-vb;FdT1n&c+FZ6Vr(_>
z4o>+W+AB(UM_Vt0T?!e#s$pxxM;@DLAO33O-c(XB9NU0LqWINEemX&G7qvfXSv#1!
zIxi2dJrzz@cxusMH)!na4`jgwARG+M5%<v76-g9ukuv%HX=3cc986Jcxxt@>5lRDX
zvM5u^6u~=~Z+gg&fH%D!EH1y$59y5oU(D+m9R8Qc85-6NDPOy4*gZpJJ+(9^tm7!H
zJM{U&oCZ~Chc?jxCj~p12#3#6SbOyAQ$Dnt;kp(dPyXN#Nia>VRS$C$U+x}5^&U5<
z^~s85pAdR!v)N?GL^BgTZVnLlM|O}k$gANAf9f=5+Ay8L;2nhU<@UU^wy<aC*c8b1
zETn_=)lWu8woUP=4QX#Z+xi*wP@_b`$me|=CAXvOV737tMS9Fhj633*DdC!P7^77k
zUu$?!5*lz8<%-m(ul+%CbK^?x#^v~bfCVQ;=ShfR`fJ+S^ucj*;Jmx1{RP6jot#|#
zgr+Ek!$%2q2>R=-l0l;<JqUZap@LtJ<n+QgDJ(E|b6Q?{vPybj@$0J<`>zTR?M%N{
zC{OBsxCJ`A{O=NUvlABL%JR0q!+Zi!33o#KyM7$s&h{tIaPN;V&fd7PW4yst+CSR#
z0$&i^!P{(Q@!Vfpt41cRHqUgHnw6aI_~`4o>(#|S8zGcrwewTm4wRpl_d++^`kO&s
z)~|~auZks;-bXFMf9Ab+;ZLj7Z$1+d%Zga<31R!LT8v%^nYPPMEM97Uv7*En!RlIa
z|NF=x=DFGUhY8vt$|v#<U#Mq~NFHUtd1W8-t1H_+;S%^Pu#!{U+M9paLM*Vm>Gj^X
ziEQ7>2I&uC1sbW>|E06|-=mE&|Ict^|5g6qbr!759RF{}vW~{4ILg22>+HW#MCnah
z_5oz#>IIqne$&VvaS|kR5%4fhL<;N3=SR)C{dBlca3~N(_X!<a<KlT;<;8l5kNYe7
zG=k2nz^8$C<4>kpWcj7zTS|V0S)^r^m|OcQkL`QcM5@|Cv(`3-r`zj0k$1-QvnIdy
zGu}5|n83rW1@bpqlSMER(fL}_<vmiMqm-2!p-C&H#ot`~@291z!MdIgZ^=bu`|PmC
zK~E($Gv7pC>&mCf_OujTt#qhM<N!XBdI_-S@BluLwTF2DBkF`iZ4YH~k^Lc@YhvFA
zC{in>5i63G`>1`gkM8o1#)*%{iYE4(s39(@f(d?RLv^H@^dT|6q1cWq&4|lt%cceM
zt<stutXZBn(`5mih>Nlzn1hv{3olo=)hx5+Y;;$40eTHrr#Zd}W6x(cOMOM{Qlp{)
zppqre!et!#2s9U%(MD~|I8YD>a6I1q-v+pNqZORV<jGO^c(_WJ60Dv(Cl3q82~TqD
zb(sj|W^3C;(_(nGAfvq4kffPs_;?zaJ8WvuHU^k#Zkx&In{K@a+@5sGPLg7ruIChZ
za{iI#ML;G#JOAiu!JUyslEcJwz<*nV4%)4c34!|#D&Af1H7O2uMLAo7imC&ysv2+l
z8O?`JdZtf&Tc<9<KwV<|(oMaG(VdpBcR45j)PAa(<^hc!q*q@!l5Nl)hX?jOSNf@n
zt(Z}Ip1>~z1qtCfgGe-X8wWCxK4Cr|K$^i$q_0r+HEawMtD+Xg82rRNHC78k`gpW!
zVs1-`!uvC?)_O5hjZL0f<Uw*g@oK)E^h@$1vLAaYDt-Ri|4G074UI^Y1-b1oG7@tW
zcIy2LG$`jrk(*tOGa0483h5s!&DD3IaE|5zuG*m$>ppHxe@kyXj=-A9BS&VaAcsgk
z;`f1J1C^3+JVdHV0N>*4U>(Z`g^9m;o{-3@I03Gm5i5E)o2V52@2;DTr!Ipw9>Jav
z&;A`c;{L05kWU^Y-!ro|+h1dddmQ0xn++3xO6?gNJyqQOI(ZyHC}Ej20dV5!j=&>v
z|3GQ@V9~IS;U{uUw*{n!Cyb3CTd)HG<14Njhibr;$Uym@VYH4GOX!1FKZ5Ey5x1&T
z;wZN<=D(FW)(WRrD9e1++5QWZrn<EOKs6MN2v@~gN9kAleOGIFQa|=tENCadcp>(S
zfNlk3Xx<KJAeQ>?jG#3l0BcK{w1uvaZI#m;G@7*cHcZ{Q&UVMtf0yBlyB3{}vHJUO
zL!pFcF@{JpNG3DlA%6RvJ-n2-fy);tQTx_wixemkzL9Dstsn9vg@NrIp0nBwuvR7P
zVj}8QbO)Y=>k){Lr@OXl{sdwP5J#X8-Z+Dz<p6$5_<^q`#}M(a+e5_W&NYHE;%7tb
zQ%D*pHW*$*&BweocJpQ-E{{gc!&pt)%g5~rO#hnxySK~w>XRieCAh@*lW?PysUjGi
zvB5h|NLD;W7=jxaQPObMb$PKqfg{|cr%q0SF@t;f;GiZq?<eDj)z0n2rQ_|ValszO
z8HoF~w~^A%bswBD!bs0l&GGpuq{^Is%Gf5H&zm?o8diWNo<@J>LHv-NR0sL6Ak0`s
znPgLUnmjK>#CjsdD?;w&I5xTV1AXkBxlu5#7^LzX{5XdOhak57qo6Vr&ly^WZ?rrw
zL{iN0a8)=d+whX=07{Ao5oA<vA*gJf2CYSS%CelDBvYtzxFikan*~`2OTu9)f(BO`
zMWN$*1$1J@9&;T#Pn;787~wVrG3uR<q+EiLr>OL?Q<pXaER;R*@ZS>!a7k;re7f@3
z_-m;gLMoGp;}J&b_)ED2lfDgC=3zd3KMM;k3VcH!)H1Q!Im%EqTH`^b@v2HqqZ(Sz
z&oVKJ;5%G0u6RlZYd|l?7cha)$lYF+f@cc>xCG>`K0lm*U+()#-okPno~9Pzz-OY!
ze2>)X!boJ<H}AT^UEb)AM|1Dj+g(|Xe+X>F1tzJ^W6)oriB262u1?QXsDpb$;`7z-
z&30luOB8$F1#tA`3K}}LDNb=Gw5G~GHGWtq`}vcT=57y31<)+d=4cey;Kf^Rx|Km&
z-Qo&oaSLDDor9}<LS;ITQJ^R)sU)yj=Y;58v*``q-cQ(<s2IUB50&S&-~+^&*o>+o
z$Gu<UbP1Oza4hS}L~u58AaH4LLAWGv7Al<U5Q)h)M|Usuuo}ZcXHNokgT%@~p2Ng=
z^O1I0Ea!!YHQ2uku#nLEZ{3iFYt6kO8T+m`HLX?aT`yy7x{;-<iR!S1@+Q2<>K+bS
zvmLf}VI5!$%x_j`)8}!Ybu^@dx}jq*(w%unhwtQkF;RG}52w!=lx>6~wFl5(6S?Tu
z(f{4mI6dwux7SG?kDr$+TS6WyL+1LETFv(lJVV^j#(2rtd@521;eKY6_`e`kUrpVJ
z_(WQ0lZ_A#DA{zYTp^UW-8=EaCoKN+QCau;7aOTqX1s~25+pf+it~;JnAXzaqHcG*
z^L=b58%-hqSl>{~D3nx$t|nJhlOhb-aFIp-z-Xah{xn$Z^bx9gRP>yB47{06?z0$E
zymiOSs#<KW{@QxGpKi~#;0`53(~6>s9(xb;?<K`^!OYV?HLjo)_#TocD*{ZWJaFat
z5R~vDL7AM_)9viLCM|KCY$3YzoT^X`8Rp-W1L>5TJQV%IidQ1^AsxxHJaKQ0%rC7f
zGKDRwO5zccU;*$~39q8%4iB9=fod5X!_FD(Ve><sG6D8@aGR08_-V~#1?S1DDS>kz
z`w5B+QJbGMDt>!+Sm2u8IrgrRql3{0)XgAQrF4B_4L-<Hw@?z>IcgKpDo;kEXu`u>
z8{zrTX!DBP>N8FS*n@EPcpJaXf^vxl=vX23!6;5rkliuP(He!b&)5A-Z@8xcLy@S_
zIRcGWhZi%gizQmM5qIFz5XG|irUYLGje1k3IKME5lNs&67bkg`Q>uW9P-E?_+d57?
z-`5uqT!njj0r4NX;D8|@h%L;PWQC#rdIa9+XgworQ_%qL9$wPnON9VR!a?uc&z0p8
z4?HUZG`CA7;=e63KDKGjQ=J#`b&Rd=`(HH1P!HPP9L$}4izT#G=pbH(U|d`EV;I&E
z&)!CHpLRaMfJB<}8{{25`IuM{_%g|2%;`)la{qBO<Y>R=+-BuF+@$Jt4XYh!BTLTP
zb9Z0Q#<WXgFIuvkTnrw@hz-}=M8^{6bm-_4=0=7iAc)esqE7>&EU+U2XO8xoMmD?^
zrK;RjV>On1SMkTUFpQn!tcwXn(}#<m%Vn;>=IaVo#PI4Y<@}ZXQWk;7j6|i#HH<9T
zM%-|aaL5`A4rknu&Ko$vL#s;`;JsG~+!raKJT%W4p9*o^-@OTzx(65PaN^3|BL{QA
zE1@j&3If7^Jk^2+y_I)SD`^S~7Bey@)!KK>MC`Z^lw!lEQybB`=*<*MA>_pzq^7~X
z_|ZWm4d{@Gwa4OP&$NAvd^I+ev0lhlL=h!g<ebnxBsaw<Bc(uRvQT@ro4aDXkCM2}
zOclC3xxG~>UB(IqQ)BgN{JPmevV|TGpD#!{3#&qr%mRf&Bx6(I{jI7cAqRpBxiMsu
z2!1viJZ5Z;3c_g8Pa8V6EjVJ>;tvN0EK2mPKZR)*{(5^W9*iq!sU8Y%jebpoZ9s?q
zii2ckeG}7{Q=J@kN8_=_HN@><+)sAibB_&E34Jt`ln#WWi)50YK9QwPSY>lC4eJ3T
zUlL~8AOGv%DlSPA<c`)Ylk*Cm!32)rA%OZI+LHRK%kZ&8h5uT1x(fV6RMHz9GT06&
zaQTV5jzBd{SdNTBPC0}dSXgO{D<O3VsuZfdvYt`Kc9C2Eqf@lJu5ZYTO0a%5d2c6~
zo#QYB2{n_NHd0tINI+5dZ3{vkXntcCrw^hLDRBTMCKdsdy&|6?5$QCz3Z=@CCQ&*R
z)hSzui@>1Y?B5R6S6X-<ijiR{3b(f~T!e3pr8Hlhx%aNY_UCK=PbS|7yOsR4qRgPu
zhWBNnZ=b`xGUT~BUHZggC5C%4R5ez9c)ym3#Q{y-$|_2Oy>Ew${?Y2&p(i>I`2<5%
z|GRH>)&sYUX*#-QCN$%^*Q-oocoXA>c?$mVsM;P+9#iql_7!n9?uZf0PN8ztPkln)
zd^^zL3(;dl$O%X92LYrdsp%FJDI4brM6Oc-GzAZxx&@MM{!m#x-cHx=4{W3c>0W;|
zYt8<KNQ)GBcHV4NNlfi9BOL4*>fg$72C{wEgjM^K3$s+wH8or6Q={(*oZ#)AgQb~M
zvvwQ1rgs}yn6?+MG+=MiQO#BE9&nrq)=eF%V1S?5x3;NcOf@Y=pPZKKhsNtZ2KtGP
zx)yhMtnvUQt0a*b@sx~nZ!Z{L>DI0I25WR}%k7pU8V5%9G8*N4t(PdsdOD1IaSd{e
z0XDfmUSXp^64uliB0WPTx12o=>Z3=mww5k1Ut(ixx$@6&NZ*>(?6%D-dGNz9O9Lkj
zCu!E2MX02oqa=BGp+!YQFVG|%S*s)2M*dj}SJ>tln<sy=1FiD+@POu_hkg0~_T@3x
z`0&P*k&cXROHLpyG1oAcS|qRzyj3lyNqiZBx9%_#<~l(MB|q%1jOT{q-0E)*a&mh;
z?7WzeDF}X&v{VjK4>LM<bARX3OOLH^>{RlD<5jd^L3nChPI=$h*=Xg}e3S)|ws;KC
zVbpvYZC(8E_WOnyaFT-<y-G2FyxDCP(fPQz_2ijTrq`j!ih?N&$QG;Pr?-+lZ<-=<
z1s;tkh}_}r%_j`RR~=-E)Xs1nttyt=hXo&`)zh_R%y?f$K$+dH>8Ei=3{<bn-XB2Q
z+Gkj^X1Kf_oo)RaMxbAC*j#RN_4Jj_@rOw^Fl4%h(VJ<c`@|SN2sOHk4c>jIv|1r?
z-t}86t~6ZuC+ux3`0}CR^g`wsq824Wp+<TlAi8Q%)hf}gh5<4i0#-oBjrSA|MyU$$
z!oNZq_Ms9QRC~}sF#>2Xk3-04)qn7ZthwFbp^V#y6SL&y9Mkh(`KbJrPwX@+SV>%5
zsS>|5N9Bizcs^g7!!zpd>2GK}Id*|zG!)?ISM^7$4Hg;2@(4N5Ek}N{?GG{9#ohNP
zOmaEF(u{n!z)R2UV@5X!NL}Q7lYRc(4t_kFj5m_962$TwIQ@gPol058KZ-@hGr=~2
z(;mBHl$O`j#t0Zw5T@PG2{TJ-TTTBYnXIZE7uONE61Xb4-59Kh#erfYL*ygV?8Cg{
z!Q&N#ldxJfz0$OlR0_sHUB@QNU5}JJ-(!Zy7O|BCrbYKw!Fo;#%f$>uj%-tYH4aL#
zHZ-v|wxjcN#nR52nW+TSort;9iUanz#)r1FtT@+CD%hDrMx&Oq3~hbP`*CP@(O@m;
zG<lr%Du2tFevLC8pvXFe|LtSAQ$#U@+dfr2<@#0c?Q;Qju)0rB3j-OrF!49aqU$?a
zjM87N>MltLS^4Amz>b3~eB(iBD<^JZZ`4mkM;T_<gcJQAH0{<&h4f7T5J<}Tf007|
z_b_3A{~0FizsmnRDTIZC<^LSAF6qkr!sYl6CTxmaO+E!~?`yS^k5kJ#sb)2co_5@*
zB@CG>IlV+OM1*^;_wPzf2C>yV!l@>Jr9!%87aM5H(#3zv^0q39vawTh-~Vyv{{6G0
zGTU)!_%I?tO;!H&RL+&z@BQojxt6br;;F0Vm05V7D>GRlp78SW-YP!Lz|ZsUAqf*x
zq34~65CDyj@^H6RXqVM$J=9X3+4i($tW{SU#nqX`u|l-NzO>=hYQH|oIOnEhFr7Jp
z9#<p=mpNMDmTSQdU6=CdLpD?bvj#N|dx76{r_ybmx+DiWK2=wB;T3r#piW0@B&Wwq
zgke@PJ10RRhqi6`w-}Y(N~~DiMlnE&);2j+iaOclvleDRJ1rfoYR=h08<y1Wn-1zI
z@z^g0O8Iy$v7UwtC5pj}6lX7|acE@NSnY4+8QwrfkYPu%D@x$(^1829I+a*-gt-NX
zIi`y-N;QOpj8!(qvK7kjfZ%K=Sz#b$T9niTA;C$uBxth9fpRKcLn|EA;JE~y983mJ
zdw7U1ZMjCKlE%K~Lg=ZHCJB!TilYKzO}ETs%%!a1YJGwxRtDk3;~@`cX^$gM<)1GN
zz8?d%S6&15r&|e(Vbj)cyPx5U?$k6!cW<1S%+@X6qr4;K7J18voYt~i|HsYq8iB^)
zJA4_3>&!V90KVFR*VA|Db;e@Rl5xk*kAm4lm|mdXPx#vnqDPMrH0rr#=eh&V)j#cQ
z)?n|`2qx)QS;^9R1RANr`IGTKuo`N9NWi6_;0qOWnbGBpjxt#92L{{tSLv<1ffUuM
z93ZH55pEwBGTB9YKn;Rn&?|E>6@GIMIW7S7HW7W^2KYwWzCijG7r8c5m#n&?m5jtJ
zMiSty-i*^ukjmGA^enM@G(cJ9kr3_3{Zh5ZRN}(Rgs~}p-`21?n*XyKwDY<VfJhra
z#p>-`)fGQNMW6+nvl=v@Ffc6*0<=t-pbL<dPH3h~tp@+Q999bnx+)Hk61Tj`Aal1h
zIhRc7vOvkzIv4aoqlKoh>3XCrAtT79u<%e8QmxDM>Iq<}I)1JNX3%HEWm*sFZLQcC
z?uxe}402q~!&*=h`chdgrzaS_AZK1>iF`gY-V`QSIxnp-Uuav@P7=wX!)(iulDAkI
zjtTVX5ih<iBdB=~r$`mHj)RAsBnVF;R9{$Yo>r1QxuA&hTR?3Y?$ct+t8CJNTVj{{
zE2+m_9``$r0na()HwE8YBew2(mDlZ`zc;B_%O879Pd*|uq3$c7RGtf)Plvq{Rk=Rh
z9vewNmSZ{?GX@dGB!B(Y>fBd=Ai(u2NMrVQ10_#tZZN3F<EL?CC15Uj4EI3bcK#Hj
zOILh@msI<{u>9_v*`42)Fq_13%tyXM0)4u?Hitavo6aito<Cxafb*mvGWyX~fM`t;
z?M&y|B=3gvMVztsTJ<rf4>OaM)))gSR1$N-#?lnAYg22g2c4n|38I18AW+7Vtn;29
z<!=JQWNntd;Q>^has$Rz+aRhwW`1+a{$$|Jqfw^^L`TvIJ(lo5&uCD-GS=UnZ$#m<
zBmLzfRg-`yW5Ettjx|FhL@2A|M(Jn%3twqna)r)$`iU(`Sa>Dbb>8{c1<-J@GBm|6
z{-CJ1PnvvRfEsL)9v77*eRCU7zYy$)bi%1^21w6+<cBkb<0~RQHrpg8-rob~dHnN~
z(dI;yQtZe+V$6>O0!awjt;>E@sV!TXHQZ@8(V5S=S@z05{SU19E_Ap1J50UC3w@BF
z86W!Ykx`TOLw$poex%+_(Gq=$DHu;1xi_9nxq=Kz$(zse_&E_|5PYo$e>Z!M*Cd~k
zR^^;k^5Qx~@OU1v>Tf=6-4;g1J7)BXFQPo+m)8<?1?t>wWa)fzUYfe)2};?g8y+Vw
zndd~9C&dn5-M79SqDQP2D0N|r4sx2FFU|Bw2O0p0&y-eDoZrQ?S=(Khm8Mv}*-@aA
zv}nQ-|6^yQn#5EnI)$$SLiuCW-`tEnznQafBl!36x^i{0^nwKg^*#2P-mO}kzkXZQ
zhIvmV|6o$nv>BXenB*V;)N_8i{apPJ4Wp2?))^Q=Im|_Qb`u=TR{OrVuzY)SsmL7Y
zaPm0q$z`oRHu>q;h<VY<?A|aMOsv>n>Gty8v(K%5&MyD(Y1bp0@OR=;P?k!kyTsi1
zYC?ZG0e=V5yL*7(`%EF6^Fk1AXgsb$CVDR`k_0b}E<gBtfgQz#oN&J=ZQ<VtCqSG0
zoKL;>YA%fhHWWlt5F2#*XmNJv%OS*>-YX7>a;lW{;6=7K;^DgG^+=*kQnsido^khN
zhTp5I^Os=}>+>%RNd{-6kNq}u$csV)MOxXs(?-WW{IjNo0!oA$X?Q7SGirq-sb0DD
zY1m52qg!G0Q1$3io?i9H0Q{U0Q`$%PXHPbrW;^h_Su_gsoKV{{-GeRo5~>1FSh_bd
zXxd^ZCn|Ufm*(QU2zf>nomE4W-zGC;;6Y2Kmu6&U9a!bFDCbC)&;{tiR-wm0MPTn0
z24G(Gb0f2sz_3v_l5izRINZQuZc`(*OCLW99A<pKnNRk6h$?pr`T|6>9OxZMO=Rf^
zDW<LmrQv_l$ZTpT+7=xa=S8$l@Zse}I7P<Ao}K!YRlz~wgofrHL1cpzp&VYw8|;4a
z)M#hGK?GD^;AIbwRG`kY#{{y%xE?ig>K}5bqa5~90<3G+i}mC5WU~w<@|VK~!{fNc
zeoV>ekJa{!*P&!Y(tQ<BiiUmuLr+@^;k~ye2zjv`ny@Jn@UtK(20MR%#CTwJJ1%!&
z=0mEGg(Pd}X1Rb)fobkqjjJCUy^_6v*Dd1j1DUoyDZeYomEZq^Trl6vnqaaqkF_;W
zF`Rt2I^L&qLDr|ta4*?Xu0NG^^z_vl*sK`raAGnva=_MX#HrpcLFBrTtG4iF*-D_Y
zaOKjh%lq-3bu%eG0+Fbclg=rde+jQ}ZkG2;Q?}A=w%aFlmVK4xz{}HryY}YVoQ~>q
zNy?0>Md=(hLnMQE<49#UUD=fdMxFYTn6?dQVXKQVuNBdx$6ZT`kG6yhstWo<#{6j5
z6o4<6^>&(@KAyD047Y`%XpH&uJPZmzTL?{2ezm10+;wh|rlx)0(^@kGr<WmS0@s*-
z2d(aMaKF5FRrkF+dt>q%l(fQGlcwYi3H6`D$`jTBBKQyzFjz%pigJS_bHW)ba}<&j
zC981GnWz=ajLFsKKf-^hU85oZc~C!B^i^`eh$V{)cqY7t>#UPTy;c=FJp-~<P)%}W
z;h`&@uPp%3gn*L3_>fGu;OAaUajHpABs*u2QlsuBnwtTHDGnkJ8>?i;@6W)fRhTFm
z0MwT*Cz_(eGFK%~Qhw3wDcqa~)l74E)#@LgdqwKQKC6Nf?cZ2-G?*wDf8TT=oFj#4
z<PKHPnF=RgV67bUO7PFA0)Ih*6~UA9b?9RCDQRZV_LYxOI@hXNNrb^<Z^F9>+U+Nh
zD5A&^a2-|E*Vyf%RYAPE%zI$ST7@nuzO_wL&*y+VH`aBi%U${Vc3~z<0Ttqpz1d7q
zTBsC~;E&b^5YLH^Lmt7{_gl$}R{}kp{A%G*s|TwUCY~QCWj>?6D(41Zv4_*((D<C-
zcyN2E_*}vT$#Xdh2llW!*pqq9cbpny=6!L8mvJc?e&i!2%f8^2qOn|vmYKc5h4z37
zc5gjGnW<9{jszr6n4#oR=~I!EjE~y8=p)@1xC<np0JymqQuQnt?wo+)FuE!`snHvS
z)ucnUJf;5Rz;yd<Eibc3tK{r399K1(ro^fqo*`1xrubX)Z!NlPr(c)@qY=xhtJ9Bj
zJEBADGPT^p&cmc3im|a$(J<hXfUBlHrMfDe*ws?K%(Stxs)=@N!ieD8HPU6wUqYdw
zmjgm#)bQvrn)+!7{)D;qxhOM)_pvsw&t<6GVs@hW_hmy7>fzP?QhV~z?VeII4Pcl$
zEaI4-(p7EVl0Kr>%TX1&n9B=5R+$Qq0_mYR-jBV&WuMss&510iDj`-=ZN(+;ycV4A
zAI-p1A^NWObkGp2E9KE@p6#tgPj9R`t2))}rLBx|RP7*%PT_JdRjsWf5tmK~cZ)Qi
zjP6QjD_TMsadkD&<M>4rXF0O8<oom$=W=xZwx!2HsNi3ve>dE`*SOAj;ng$1Q9=qb
zL$Y|iw3hBAk*6S-<0);{1(YnA7KgM$+ig%bd$;7}$(F;BryN`Fw|(RVp4rUD$F*+E
zWzEQX6@)l`ckI`t%WKo=fBj?E@R<xyg9AWjbS@-S(56!3;S`SWWz_0~qt<$DS63eU
zHWJ+LY&80I({7vvf1LJYVPGDEenUw)HeueMJ_hT0F@S4|nQ6pX@TnDYhY7hIpC6i9
zNF!QOyG6bEJU7^tMMl;Z!<Rlh7F$M@VA1KBer%>DfgIO@1ar)uNiCwwBr_C+=n6Y2
zhpKQ%tjw_s6XfN_kCt?;ifYWKr=2`-;g8-U`|3PFK7?#pRvHN?HVhUlH(inTORL4*
z^_|?~yZfq|tIwH9UQA+nMr#B6@sp63M;GJTLr&mvi-#ufnlKA-h*PVSEGSX)img=0
z)~;~2WUF9<s=im`Z2u*>m#*jXK9pF%M+a*-EBAp};-El(^1i3eJ9`U%4BPifUJv3;
z=K6y>Py7hV;ZJ+cDAqZ-jP4$j`DWdrwj_+t-=kW+&Izg&S(sEv>$+9fbeUZxYkm<5
zcK_<rPS2k?Z?NO!QZ{2-8^v)$2hcmNsl#x{YU-cnV<k-nTw_yzzvW1}pHC69<vfko
zPL>sU{Uf|#y&4Wf)IV&AEV&WsLb>GJq(7?X!xp`r6m>e+x0Yrpo#5W8)nv|1`!MV1
zDzu42BY%6S<#Zp@zvb<JjJtp`{%9}7=>Xjrf&F_)N6m*hN={+)zu(9s`{V<Yu1?EO
z4&05D>bw8{9rb@@iU04ccK?eE|DS-j|Ev7J@2HvoKdapuxNZNzq0N$71!8TL)Gk3v
z=NHKRMzw6}lqP`C3AM6Cv>Bne^`0T*^OiZdGvuid?t3lQ6Z-Y^-Q4ypr}HqmhKS8o
zwM+O}*SX1M_%CaD20|b_TC=pgRXe`vdpYZmpPKzg!HryHp#;O%s>WL})##y*&CC0G
z+{Z9I7q`FA@+=@zD2VV__~?XDKl|%p@Ourh*9Twbn2LkJaLqvxE$I(7(hlXuq264T
zbmPmhX-s;jW@3S(H9VrCHsA;Jab=}P<4^=}`(~>B#(ictVnx#u2?}cB<SB9f2{BSs
z%^lQqy^M{K!$~*NFEZg4AbVj!^c5v2OM^sPt}aUw-{cGeclBZ9bU+JqKw1yXL`jH%
zY}k!}rXCp$LrjX41v7*-Q35B}x-yFrF;R|Afi&EhofuR>n5eI%V4W_!(1~S`*z{?9
z3Vm>h(=2+<JD)f}Wrw9{W;G&4bRHo_26wRUgw=br;n<9NW}(XRwfN}&?%49{<iYxE
z;0ZxjoA+(U(E;a6St*w*<S|eGgb70<KTBz-b)1TEq`0Sw(ob~tWsb3fMb&W<lM#xB
z-ZIZSMoJ=u)re-2&XopMrvJLULw=p-n5^ysg$@BH{O|A~%q#al`=6ycX>HlET#a*z
zI2q`kDrZX~Y0FK@fuH`CuYj4Xq&WGB{aqlKr~V<-9Gq(6LI5c*I+Vtu7Vd8!APiOd
z_=g&2XYf(bbnCd?F2`xO7G(w@Eppu<<_Q2s2<_S~bG)P@J5MSuye@Ms<r~)b%TY5$
z&4rdhN}jK4kD36K4k_RT7d5$~qzQk6Uam6F>Q+zOddL}oueVY+Mnt$mM)-1q#P8|f
z?W-nFAn3nQEiW;Eg^p4UMB-E-2#||m_X?mM+`p%hTq|O;DMubD1yKqOizrM~(}1Xr
zngNO5^6Tx(2Y<wzP$vv{ti3;X=CfbKgUp*uHI5K$MqQ*XIN@%;gP6;%P5JapGTb$#
zAdyf8#e%2PP`-$9PH6_84w1(C5{B^GJG+LiFfZLhGCe9iRWO>hux@2`vSQ>w3C{lK
zFR!NOgr9IR_lPg<A%uH?o_czy$sqOl-Y<I^SA_^|%D|~;$b*1APuB|sjCmuEeQ);{
zjokTj+{^z<Huodr@lYS=NCPt$drtV=+>9oWV2z+zBC`hf9RVRi8_M$Gd@?ApgqO3a
zESZ@H`kgioSOY0H?-{3F6_mv-P~^izK=nw#8L=L(a4QXQ4rujZS-)Tf5>~ke{Lxwu
z<FT%R5@kkscVnz$5M+24^VE6dyDKWJ6;eF^4{8m?d(f)>fOKlx?xved>eJKFAZELs
z8CZd5VTRwcefxCmI3N2gqqWQZAR0E}(L&Ycd-1UjW<@~HShN$VmV+{B&^1R2#(IlS
zqdixt2Mw<?T7|k=B&9?}Pwa@vw8>s%&@}<CmNuNS#FUn+G1d`Z1hTsi`3!K*TCQ>^
z2|$8n2#CLa8+cM1DCv{NwGuWhH={u_sW>hjL}d-ny9v<#Wg;)!MFo#2sC<9~MNWN^
z;a#eU&p810S`Dk%mvkf#MpUs~I3Ky*Zg>k<z`Y-@Ot%kICKVM<y0ieY1UpyUQP!d#
zfMJl6ttVk3Pil_IE1r~@rQ*Z|?|Qu%(-C^ctgZZJW5rb6HO^jaqhC>By)1*sLHgYX
z6wGshat7JZ+*#1;h0)U7cot8`Jie|DWnI_^j)#lpO$I?28B}M&xj`kN<HWjWJs57B
zNMp7}H)D$Z=J@&jvcU22VR5+o%D2`_e@-;=_1BNncHnF)X_qzI;p^;Q#!V0+g7ib5
zfvU=5jK@gQlDavy3LR2?+lSjtT-zUuuu+M_*WZ_UmjM8NJ|17O=N<gq+<`NdM(@YW
z>@ESHwvTVdM*rrY@0DJVjIbN|ZNi_9pUkfB`k&{ky}7ywftfz^gsfqdGc<If?kut7
zmc<C$h46h<C**MBWW1eM7+5rIsbM;v;ItlL<m-}<B&0l*k;hQrrCoqUY@LymZ`-}6
zw<AnJM=vNOZg=M}&ktSLLV`lEfg)0_;15r<l@11<AI}a>&CGp&h}y}XOQknSO6jtg
z04@KgjhcKvCqk&%TX+wNrU66H#SjC@c-tL_L(}5)Tl!TC_D~fuJKT$dNwarCG&DhL
zLm>5gFS2Z`v!h!*tN?J`^k0LnXopdO?$<KHpVtS>WaZQ7v`}}5LuPHsUu8mxiRP)`
zl64k=Zm7jiN>o}TvO{~wP9CCo1ju0$Q=t;Ow{-WkY}WtM4DE_n>1xQZLOhs}hN<5c
z;wXoimMx5d4c2+ui`6Y~A)>Wtmb7Wo6W1k!1+Oc!OH0tmhx#*o?qN#9npxjj#9AB!
zzKhOILF&^$mGwWE(;tmlpWQFCxK0iw(yN^20bAxMuGV^?j!2-eJuss{!W%90KNi1(
zESgICxnfmuiSf!(tHAN-Y29#G-%Jx<YJKu#rRQ-|H6eMZDkT;>!h>r1=46JA*g`sL
zt`9URdKkjQ1P;Z=#kAnQOv(a!hT{AH2p*vg{=>+>y3z@JU7+X@3R0b3Rq@0XbH>5(
zFb5l7pn<9#D*Yn}gH-X>6_2MtVvXSj`DrLn>!XHt<eAVSI=0J(8jStORuZ6Rokq-H
zIcpy}8SHsGfblMrv<wCks_T-A2O`lQOinK{b&p*YWfc%0oW{^O6Q5F87c(@Q9v7Sa
zO0F=_L+4HCG(RW=z%bjBV~^y*4ut+$hd12cRS2U+Sq2TJT`>PSrvpDXSJ%?!WV@ra
zzs*z=8H-{)vCF8wJK+3fefowV9n&|Q)3t1-U*#WrHgK_Amx<k#SKxycldT9cSkfA~
zgQqk}1qDCcn#>Qv(Bt@vnO{2=GiCbe*`&qra<qpFC+o|s{UN!Djm-#&N2aN4-sWa7
zQni0kbCwB@T=H<`s4i@qYSRO~L2HnyX;xHH5?u1QP>Ahr<xddv2OmU7dW=%lO*)0B
z=^b!)T?3N_Fh(&cr_F(@EJ|S*;ROoH*=*W}T%4G#A=Z)(oz#U(JOn!K9xXUsJrsmh
zAOjQqSXk`N7+qPk`9szn|Kq1!MNTO}6-~iSw3B_&<QX$qY3l24P79fy&yC6co^vE)
zyCMY$VaK&-9u8^n5dnH1IX46_5B%P^tZVt}OYDIIhtO756k5=u&3@Szmx{G7EZ(-y
zOYwsZ<as5Ajkn5ui&K9!6ri&*D*iO^%;EYKQ;4(&X$^}4IfIyY<qF3$-~CmO<8_cQ
z!vUf#pKR7@j7n$sWZ!Q%q|_8lwFWVgS3Jw^xUpCgBeeDOJqk;z_r3M(Bl-_M4ZbKN
zirlm;;abhrDsE+_%>%<1QQXjP7i^r!r`<06Tk@E{C?+YWOk1dyd`W$6sWIi{Cu2DY
z3x9-0T;O2wg%pBDOAuX*DwUda1{()~3f$pZMx==DXrz|z`h(s<Z8@Mf-F0U=iruZQ
z>TRvn@S^R^W82Oh@mhYPC0xay?}Fe(JI7gdd#ba}H|}3xPrLCV4#ufOO4LTl1~qYc
z4*DsSwYuBV1Vfhla938%Wn+rolB#*JwsWiwLv!{&u$PQ@j`cR2Uah)Ijn)!dPSb<;
z^rzX@_4#Oh6sNL?E(6|bmgai>#!uOQ5!4tsmuONQ5<(z|gWar`%|__l>66x+HHzrN
z^#%cJE-BXMXV<PgFK(TCW}FBW#DJ4b=h>HnArq#)cMqt$hwV}zsb}!?B6Z6)r3=Vx
zXqpaKQE2JyS3LafPJ7|asx{`08Rq}s)1KF-X5lWxIACZ!3c1B;KSTrubTynmS_Xu|
zudo8~!jm?#rxNm9(h7f8^~)hPz#r~MFLz(mH2f6`^SGq4oTtL7Wf{>{e2;DiXTpE}
zpVrPYD6Y22`$%vL79hC8;KRUR!8N#BAh-`QSO^j{5S+mwxNC6N;1Edg;O-6qg74&h
zx88l8``)Upt=jYPUp;-DbLRTc=j!fXFSq|Twf6hH*BDafOc&>84=0q%QMco|$n#Vd
z^{9C~RDE@M@havf=kP^5v{dKN$jC-7Bvl|P)v`&dC1_oWP~Z3MTx<T!GIRReRjkYK
z5!7-I7(NBlvtn?JInHj<rGCD7fCzCRrpzlH%Ly@I2_fO1mIXp=H3?=!+CN|kVa7{l
zU943-(mk(aIUvA1D@>tY&jqxi^|(o6rkGYJ_^(ZvIxiBp6Ub>xW}nOW`LsKjrcz$-
zm+LxS8TZp_P`)oDI{svJffQAp)q9TJwQ3#aqt(Ipt|srIVo7%sOPhNMb*x@*S@{Wq
z6Pqt|@f#mKr`CUyrn5`(dWNV2bN|#DDnz*!8mrd)!L<RjpRVT+7s3(uV+|6mYlAMf
z*{SLomqua++ki(Yscdhf{BiQy>}OoS2d#v^AKLNfy6s-lpjtR8EQnblFa2=zQn<_|
zjf{fbQW31GQu99U7=D=Y&p$!yBP~||)sb0Z>VlbE6n`JN>mAAD_)JlNtqObOq+nu$
zz0Vw-!xEv)mWa!PbeVj7`GQ$rxTG`lC03EHAr~q#GhZ#dUg!2XtnW7PhSGLtVp{b$
zmTG<EUi2tLN^=bPL7~J&ef3h;QY)HSw@28g^VJ8Qz_)!|;(T`*XT3+@DJ7nywa3Fm
znfNEXW@PkiXJL=*5BxM2g+IL3Bs_b9JyWf)j6S(fYjAq-_*kBy-iIUM-KqhHqt+vq
z#@aI+FKXm92neiQ3_TDC%yJYGV-65m5{>uJg6ed+7jZdsPAABQxyd4pLJUI|%}DC%
zrhRg-9Bb?F+mS<G4?aIJz)6th%3sJ>S@13QBEy!pgO}_s5>krghV~67i>9^x#;n8d
zI__f}VRqtfNabcf6Lx6|cu!3I$hDoY)`TeR_vZX)$oDoNg92&pXFaJVhkFz+w7Cq$
zwYFAiY&p9s)~sZqx$!OqYk@YtGqQlsan8~7v(uJ(TISIKss*aFUV78O3ovAWU`d2C
zIq%%*E#tNebz|9B_#ye2-=ulm;}hZqvBB<t^9{}We>S`d_`k!W{bl|?eM5tI_(A{D
z`ukT_dH^4ul|E$D)=C7WUDIm|vP2WJG749QeZn=xRWwnc>ksNig8e?ZaQ}XYL__Ok
zq4=V$63VCBT08lt`Bx0}gXohi|Bn5A%%kC3G2hCU%x_%(5Ym+Y%1XP6zVbdNe-ktI
zbT{g`vvPm45f4+?jeVz~19F;IZgg~P@!&Ny1~2`AYw;Z%e^{7nF?1VIUU~ER;n()|
zp3!V27nQc3L<H$C+iFS}$&7I3RBgu!XNzrZno>jK5fnP>Q=y0fDF_Oys3dZf*N`Vk
zjUg#hzKEW6f+N<9T<Z<M5p&-6ODpBe?gt%?y*9y~!xLfGh1M``1wp1fbXG5>Ao+e~
zruHA>hD;f;qE-`O+4*J~8*?n7twY<bI?wWa$s`yVN1AvNTnI7xYfa`2hJyW*%O7Gb
zI2T5h3#0>y#)HiX#x(@U+-d7U0m(d{o;z3o!-<pu4Ef0?sN9Ecw6xE42U%)=otES3
zTYw~gw7O`rzpZ6rN*c7RkZ$W!JP#t!hdBN|snlTS#4H(AuND^$w5sIOo6elo@lFx5
zO$lZMB_-<{u9=xU*5Qu<yt5X)O-}0DyRSsmMU~7_r^5SK*AlHoGuw}57@}>3(^vSw
z-je&=+dd8Yo)43@-kxW>LEgVzjnpy7<C%1nIGAT7(Bg$_=tfuOx5WPt*3R!dUd4WQ
zoNaB*!?<7YXr|xUs9iV+@L5{I-CSW#54bnI^q_f~P(FQXx#=nGGCaM1I(J3^4E*?M
zb)152M$~bbzncT}VwQ>6;XBYupi>xmO_II9UxkVm!Ety~ZzBB*mW9Ku#glek4!%KT
zH>lH>$m{9nZ}9mk1hHj>9BD{SYes(S_ngC0)frI^9Zx7|Ke0IvZ}>D7u0V=LW+VAp
z0iPmWhj9oSjh{<FN|3#l$aK)%<SxFe14G2Tsdsa36;N=Rb}qu{5n3<8nKZyu6o#ie
zg65EfeA@hd02-t|zXe?w>)bUKdJCENx+vPd^oX-=@1pJvryoky8w$n;=zV`LcmO__
z+k$ULj`W+-6LNyk@5qXXD)5dh_Wk}OH5uxA9=6vJtEeAV>&ziR;uRNjd|jx3c!f~)
z@E(8IOEOGbjbTrYZJm2;>{53qX*Z*hXbz-07j~b_8mV1F8*&Dl8zik+DgT*J6UjNY
z`qsGZp83iBY&S;R{MJGm`f<P~YP@9|PFKsnLYdyO=9)JoAQ@uP8txxJ2)JwOb)Fd=
zDYF{qY}7rns5O$(nsfv@&5CEUv$f#Zj^0{f99&OAFCFK!FtNAgQWM1LE>6+d)MYyj
zzPuRq@)kUKX+-nNyOC>ck%nh$mrZ5*H9I#Q_P4>#^IYoGcXwVpH@qYsc`6pYMjQgy
zRI#e9-}=28n^2mviN*Ryw!W*bUc3=6Pr96){)%~$h~SJf_c2~p;)bx!LM9<d(cVfi
zchLzUf(jlBxWU0{ivsW&;ov#p!;_d6S_cBm(^cd_uobf+m5Aj+%Lfvg6?i|yHAx$)
z!qmKjQ~fC`H#ztJW2*J-!-5>GN2ok(h0?o%mD2rCkonL{9i78b;v<;>d3FmpdMGIa
z4*$tiJG)gjUo%Qv8=@CSQ9HjrHkbz+&n!Kld<lrr8V$wgf49A{07tCxL%Y+%jOKOe
zxyF3zt;J*6eZyOq6q`$FrTDf4u9hTl?f(L-+4DS@&#E}4p@8lS&%HI?eTgZq)-e$1
z$!X6Wlyq$?W28eE%2uZR?3}jYMI5NM%#+Dv{*u(2(3ZDUbD6MEHw2sMYzcjFk3d2&
z@wD9RT_F!+^1B<~dS=+4Omj~ynCtQEeO5f7o}Xs=bO7kNsf^X;zz4obG9(X!qj=Ll
zXf+#&3Nu;bTK5bNr^fV2xa7P3eD}3^YTV9;R}#}{NQqM}k^ybF-~NEr3~=BD7MU}1
zm?Y0l?Ne2zbfyZaK6}zpjXwD;v!y$ktbYv0KyweFH7OF@@u!4NBQ;I?5-{Ud*L-Vo
zUsitJsQMakzh3@@s)r)J7lWmtq5&RA6Wp((jACimfETEuf1Tsbl&;iueHwABKT1Ci
zdnZ<vdsLO*nLx&>wfX!S#p}^tw$v-@`0il<$G2^HT)0#&nBJR2{B24sp%;etx3bTA
z@d@SMSwUSk_V?nYuwNI?nxFt~lVBJ`Nz!1zmXs7}PlIX}^DXcRqiW7@`GJ6UB5nfG
z!QbSPCR#A9Fg^cSHes7mb@<aZV@Rx`jh3;{?(5k^mY;k_(D^1iqim(52<HBZNbcTn
z=1bp3TP|JK!-#;{uRDEt16p=VQ+?^U(R2vx_r@1+*y3xTeVSN8YJ5Q}o0>LYK;>=d
zH_g(GXX*T8L!aByj8>e3dCHHB^LY#<j~kbuLf$KF?-yx=Yz0m40qPT*+I9+v^In~H
zR|%a^RDXi`UHTS;SkpD8RIM(HW{m~42X5Vom)Rlt0)YN7;IlDoa8h_fVXWV~Q7nD<
zU<6>23**-?qG4tY6Db*L+=SwfH1->IikF02sW|d>qV~!0l}`-nfSwwyZC&(9&2c!c
zq7bU}Hqs%~NV+LQxhAMwi?c?L*<sidhlmxrr)$fm)om4~<vxbN5~9j9fLF{Q0zZ<9
z^0&RIL{uAJK5Nq2+@gz!ssH**R-Dxx_gGiVw^YNdPak%yD^GA9zQ>|dg9`f=a`r_^
z5>{_ZaKMlRY}CAOGFrTfNiXxzKWDHC{VE!APvmwz-px4{SiaR`aH!ws(`In_szHaj
zQf9Ip;-q`fc1U79a{O|0q0(z%tkLMBLtaqnT{Om5&63^j8nFPXzu;={LB?>nnlrMv
zQTJh~uGH0Tz)B@Ko)yh|FKKqIwvhU*^@^O9>aiEWkqRXn8i@ut{k^h760|f4FhQ1J
zqw1N0?iA^Cw(gfqUE8xrGJzC)1jUI!Tqaq@@GMEl%pd^pW(PNh;@LOcD#I<Bm$9?d
zpO|q1mr2P;kg1S4T(umK^l;u}f>d_C3c6#NO7~RP<Pc?B5jk4;%Wd2j$9=l}^p3kU
z2{nmHEtFg6+(=ISIf)A54o_u4u>hQ{R-V5cZ=s55pO)~f3PE)^f@vpiKe?ag&8PVc
zQdJ^>lEs@-r|g9%P~vQ@dm|gVmHL~}#uIAMcMq#$aI_k|vcJr2kKCgH*R(u}s(T&Q
z&c-a9tro`-&BgvNY_&DREx=YE+H88ujk)K$XC+y*h`+Y?q8XKntK4o*XEtd!Ch0e(
zM^}0t3szMW%i4pzU?L^dItQc583=2#W{8MeNQWMx*OXDo`OA1-Pf0%S*eI3*H4$Y^
zRQ1y}f-njj3JD1-al&MvL4BDxBCFMFf5>WbU}NM$>+gVOZvOYC8K~J#QYHf!q^Yp)
zQQFS!oZE*{FXp$mDHIt?7K=;Q%+2;Db1J2eS0d^~`}GVK7dzt~js`;ui2SEOw2I@w
zW?yVd=9HmALqg0j71&PCO_CA-AtL2BV&wBwU##Hl3?32Ap-}Q(Y|pPQB4#Y96oNJ&
zg#ZxIVxJvj01f`a&7=lF>7&p<JZA1qhkdfJK<%9USd##G*V~o)2Rr={5G^;kYNYM%
z>l%Rl6jjXRQ5q=)Y2U+~-MnUSQ}bTh%^}AUWGLtOvN(TW^acl|aOH7c6mQ>Q1Yfy4
zWGeUsK}In3>HDaI=z%K{Z{0-sM`hJ1D&&~-Eu~k+6!~PDkihXS0R$Cl`(M9}7?w@G
znFK>oEG8ZCW)X4%RHZ`eHC~G{&?_zaPV_wPTuB{4?X5e=E%(MnX$GvX2SxN4kzodu
zDFGgS-md<xAki#BHJWzpEA%~R)&?!vo8wOmz}c0Q$Y%O0s^;s%==|<|Qh!F}30`Ew
z;-e0`8Jy><t{Ot6f!r6g!sJYXW9AbmVzKksc+zE|t;^dUma#MYYkcHp0E;j{B>iTk
zI$ism@2KWFXog9Jk0MT~IcEJXc?ZqmM>jfI=mvpGV!m1a$yPc2*Ei{8A;Mq{T%%HT
zM*YFfTxtcu&vB<r_8hYEGuZj(H>(I)gU&<*1M_VKS1)KAM;@5LQ5^$l45XN3i5hb9
z);&_dx$04HVWe8h18H<@tM&EUyzVYJ$grBQkSW1Naq>as3aG4X+e&-E_6s75nc9F*
zo1X6Z%?q6Y0lQcXWU`SxoC$v3{cKjbKo-{R31{7s#YEN7h#@?SUw#y`Eo=3g$T!7$
z>F1LPgO?st-yRsZQ0-s2y_U<k+hnaaJf#}6c*s^#DLeZS6Yk9>#F-M)vo6au5HDIn
zagxKomit9(HZ;lT^B=GpKL*_h@i$#GTnZ|f$X0T5rSU6xHsJ6Be9A#6w6C!|Y^3rp
zuo^9L`W*|^PfWcY324ImgrF{bXFP9qhU62Cenp%Y47i3YI0C5($#~V{;{bA5WW-ZL
zR9?ZS-Uulpvei6(-@>(Db$olGzwL^imafQ!ly5?2HuH4H_-A><&GPbmH+{V(mg-p9
zpqN<d<hr(&ELDokD5HoY!TE5;J0N`f5+b}OE8gL`-axQN8-1}~7l@ZwE-;UKd57>F
zFyW=-E4Ip#&LSvw3r?5Sh^gfKDA4pp4fiXIW6J8C&Rz9m5UHQPp=dM<4vkx|3sdB~
zZ!+h<O87|!aOo0y9DXfLdn9XR`%~*>#UHz2vqL+AfH+Lo7Mf6m%s9=nsqiF;w1(60
zfJPQ(X`f>;-pzDD%WT1bK@{`hXEgVlp92-OWVc$oF%)nK9H#m|gvYE^CqEuPd_?x(
zVK2@5ZmIuu9oK>a%Vw%aIMzxjGA@R4u*n+^e${7MI!0_4t0W&hH?2~S2uh5}bt`wi
zBk(ls;c`nH(w9jsbIvCY{>JIfpkM~>#%AUWWcp5;9BI>420TlZwcfQM+jt+&<)%W*
z+A!!~S(0BtNRk@Ks5CYl4Swdp%4)gEOB>wj4_T|+Qv>&^VdW*}UDyT83Do(BwU->s
z<_b0E5IW(NM@SXt0B`FgG`SO8jeS7zcbx6{@oUYfCs1LRWyAUqgPI133;Q}AGZTH`
z5kv$mx|u@KD*D~n1$>3WJAdZUZTclx*26?tTk(0}z8-hxSYwIN?PWX(VZT(Wxi4wa
z58G5Th$c8=K!!Vy`gP#gROEo{hmGlbhHr9AOEyIx`o@BrWq!L_@Ti(w&+s>BZWPh~
zydBS&Gd{ytG(KE0i4%iZ!>D7g(9u98L3SI-E#X}!C?WWR%PzX_OK~RSb8GF2F6n{e
z<M`lAO}oAyw7#eIf~slBBdmcNdkqxY>n&d?=}Kgtno>EKFOCu%IjrI@_lFv}{L1g6
zUI-<47<}#e*g*T#G=4$5Rn=m5t9}Ay%{i%3EIhhBw(V?h&!|n=RWnK&`e~atWnB|I
z1@6&#GqTTXl^LD#z|M@-wF^92Jb4V^x^)TvssKSnie0$7A5mN}G8$#7jrLozao67V
zGa(p8Qai?ex(ekQ#PfI>912T+!u#T=W&hutfc)RV&w&3s_}O3P|I-Nw5Den^mlKdt
zLqqsbwLgf0RYmL1WY)-s>+hFgpv+8O<usL7qY-ayJ~g}pr~_CTFaO}r*v0o{hgcKl
zVX={D>nOdAdWU|kZ#vrjXloAAo`OGIJ{+*6+WwfkT*4wqjei-*n_z^;wY;*F7*tb?
ziZ}O*Gkw!Ck+0TA%_5I3D|y;?Mg(+W1~c_=?cVWg@=ASWNJ!Ik7NqtwJ(=sv)7|>R
zWklo3M>>)0OYdw@pNRp^#qFAVZOUkWUw-lSeOc%M5I)4n<#}a5lLZa>nAx)l>Ju@q
z`a@&l#*yRDHe-*KZ~K?yq0^8EyCupml}3wPt)0ZRme<MMK64KO4>gC6df306ChjZ1
z*^$u~PY}g`{q^rM`f@kS(Y^1pm#7qM*d$&?Eo#5$wl9++VH7A3@f=4NFL>t3XeYYw
z(^jon9?Xe}_+kTM@$QWxzlfe-)mSL;WeJuYWx%+`5oW&L!QQCMqDy-_lP0w(#J}un
zH}Yat*g4b<FLr7LyT64?28fFoeMqIg#1VexM_YgkAz~r$mL^IV!ocSnBw&$a0uUl8
zgk%71>84rZJy!~pjOk@9B^xwR^MGD7C+<Y*=Nk5CNPFIO81dA!-SV}n>A30<)_bVx
zj2mh%)vA2(eiXXV#+g@0_*P2hT2Pel7>jY{C*CPhRxQzaKclbMSlY7O1z^qGRberl
zT}cr(P+#EFM0(THFO%CW<<PAzSuQN(Gdx#0_-%qQOiqZBr|BY(mxiIybtafaa;d@n
z$&*mN?AzE<sJDb^*Gqekts!CBp9Ln7`K~6<^9~5RKkwO8P>^$isz;~-Us+W-z?M=Q
zU$j<AUQOqWIHuPfwj}w840kBnQNPLh<-?H`j<@ad3Wdo=t5jg_84TYlIm_4RQ&Dm4
z2LH%smu6EXy5}38Ac8V9YobiW@t0xI1-r2=oI}M&sgnWXb%4sB9P=|$HG%u`W;%ol
zd*|ro`jzCf@}VPWiW2(Z0uakspbnE{GiK|9qk$7Un*D+0)xgg9!BAaV41t`5nXF${
zO$|?j0g6kuTlRu2z3p<#6jk4<yTJq9iwyMV>MR{IKYubhPYmRh`)kOwN410*_i^@|
z0X*Ww7iO*jNXt=2baz@qdVPinNAm#O!pXB?098w9l#9b?-H{vWR?^t#pw2F>N7KN|
zSWd~Cx|DBe>|Z|4X)hl$n|vhZ6Xk6qO1hQfK;LlN9}jXer%Aw;c6~dHzPWSmM-=5c
zt5-yEpmfN)CRfr@B*0%(O`edt-anF}3$P=jCG;g|5C*t;Cg_KqmBxo_zINYu&s^-C
zrgdZjYgFYXLX-y(@+i?4sNoOZx$vaSI=tDzoAXsC=5yLM^|*`my=`BUSovlp!^i$K
zEb9Er&sClHx^1MBXf7+FE$!mfkm_c|FlWA|b*_(M)_3uYjf9D+Sj1lr_8pAvUl<R5
z`>3xZX`dxPrSZn%42RV-vM97`DCX7y_8lAp<2_ZG9e|d}5!cCER!cyT{wZ7P{zZI=
zN)oFfs=2dVVZ_J2p~@D(w*Fa4IrEmk<->82YI@B>6UV|iXY}}zu1eX|r)pi<iig*O
zK^KJQH27GpCH!J;po<dZcpWI?tCm;7dm*d^rlyzxd0)f#-z`MzaU^1lhW_(5IFNFG
zH&Dcwh}N&E6^v^48@c(>O%KscQziV&kzodBwv0x}vG-gMo^TU?#3T}v^wQLh@cBGi
zbm6nu8+Mj6c+jh!axZitf3>H5O;tMb(R#pUSL#-(xo4s#O<>qTd3<HPD{pnMgN?E{
zPKp)x9TiH=Ycwh>=_D@@O}Q&t!3hZSRCdJm8@K>57PHO+3JxOGrAw=(2ZJ^x-YKAM
zY1BE>2u}DhBtvtrC`<4-7|2l>@2D6pMy<-U291pQo?gFH^}^{*uTW0H3AZz@B{r&r
zlAirGQ->a5N&`Z4#sZkf5$E2QLBYmE5)1=qxnO^yA@S!Rjb~8Gwz(Hl=m#Ry#QJ{1
z4;pVO?-yO^U96%Qw6z5Z&{%PfHK)&jbMCG@g9AZ*0x&AL^YNRTW;@}}D2g+b3CkM&
zLBt&)U$qV%Y3<LsM4o2tw-ZMrx{K4Ii>|k<{CQTXscS}JT;4vW-HRa2Z2fLi?R5Il
zx`VG^wh%e05nzKn)@X6z8rC(2G;HMz-^~c=Dd?L;?X+tCQ}p`-A+XOA>aPQwVN@{}
z#+KBQr*TIZqS3*O#F+ZrI`#Nn(6mm}Z~-<{#)UEAE5wKv8v?m_|Ne<9ekZB=dgtgR
z{$ALvpIQ!*buUw_rgQy3Kz;|M)<nPrq(I>SJG3tac_pozh@)y%<=llKZ<I%klnq1*
z(Rv0m@GoEpRD--4DWk8eQ$S(Z+{n)#q>bP*L7TK%K7C;T>XzvAecI6GFUzBDZT=zZ
zZVlTJ2s&*;h?jFNzSbdr<<h#}M||d)uyJfDv2J@2<Mi`-x?aTAJ3)KQ_@d;o`>DX%
zV6Yk|7OI-_J>E)xW-s2jR{Uo{`V7g4TB2F5kw%G3pan*x+IvXy@<X8hGD!1Es9V8@
zV~5^&cE~~<Wp;l3z2jXSuxhxF00fL&UT9}KPq0nWe$1bx5ZM1B&(dA<f?h_qgeW5t
z;h@j4geV5M6;=`*_el6W#T_Yk_KG$6*E1lIGYU(IN=zLRG#}jN=?t};{&o@mL^3H;
zi-}ol1$r=;0+Wn-nl8w9If`TF+wJUreA3}hw1?HKLJXG)75O;Lp>(oRZ0H||`VOaU
zgigdxV;dsXG-GM1OGzW;HF)Lo8EhtXh#~C5O}h1G-xq+Q%1F5g6;XW5LUV3$R^Flb
zgXwEk*a27zU$PB*5G=Td5AHV9O0?s@R=6n^ZIhr=>Q#)&=H?qEud2idJ-G7@R|`TS
ztlfaxn3l_>zKAZOS_*cjulp4gEF6DxesL1)rA(Ua95#(3j<2!Rb4Sv=2iuP&Lz{jM
zQgBil>*MrC6zi7F>f6SUP^DZiT);k=*hfP~$7@T~txZ~}GxF!0aknQS8Vw@JFIIqD
zND=GJJDoA2k1o`t8Zn|CXz_dW?-3b>GQ&kN#pfEkbGGH>$umAF@EPr*w{c%7?a?z%
z$}MAOx2?3&4P?jUWG?*D2_CH8(ufmHbEAPN7#VK6y}WHwZ3gj5V0-N#F!E^+=?1#Y
zSIjcRR#d?DKSZu~G1Y@;DjWjxZ)K*U_o7^x*Q49$V4shq;#S888e^CefAAJz)VCc=
zFY+M3$89?2Of9KlG4MqYW9|~We&%R(AM&_o;mWz<Co2V)n-+D6JJ{8QnG)_d=&U>J
zq7ZO>ay<CLz_WF$l^ky(CTx7iE{!!;V^&Nl#-<>T7ab|~VtgOteYy=KOX;&%faKHS
zg({N)`E23nTfOINnw5n36{m=*->F=GhOY@%@6JGKu<+@8ez+Eju)R`d_GLgS%GF=1
zPgyj^W5p3BFUmu%F3D7@357!9`fc@Qs757ExP8tDhCV5~hX8$;TW*X_h7^*fkpe#3
z=`!$rVXVN+8qN$iSNK8TecR9WOethT#j}Jq5ro_Fx?WR_ovb5psXIs9kn(c407z&X
z2y8$xt{B=EEHY2LFHf&$^7%gD_j6C@B>M?(A&6<=pCR`<sHGJqHw_Ss$^HK?8h$=L
zUOpNtn*Y+^4YPkP8pr?A_~3QAf75ut@NU?@X+VB>Q2#egK;R#CJaCi0+ktp^{;2_Z
z|Dg%+f#CVhe_um@{~zn}0D-*l6zjj)@c?=G{(gTv{5-&aYCsU2pZ0IR1#<KKnP~Ml
zjUWEz{-*Krga4_41^?ksfSVT%R{M8<0zCYGe_mc5!GCH%Zh^o5AG~}5{D1ey%O@!K
zcYh#m;GZJue_I#C&HJzK)D3EC>tG4R6cNGX(zJbV`DedyX*fB#(eV5!*2WYS#dLKu
Vg}VK<n?Srge7u;9aGs;=e*hV)oS*;z

literal 0
HcmV?d00001

diff --git a/backend/epc_api/json_samples/real_life_examples/SAP-Schema-16.0/uprn_10070004512/epc.json b/backend/epc_api/json_samples/real_life_examples/SAP-Schema-16.0/uprn_10070004512/epc.json
new file mode 100644
index 00000000..63dbcfab
--- /dev/null
+++ b/backend/epc_api/json_samples/real_life_examples/SAP-Schema-16.0/uprn_10070004512/epc.json
@@ -0,0 +1,281 @@
+{
+  "uprn": 10070004512,
+  "roofs": [
+    {
+      "description": "(another dwelling above)",
+      "energy_efficiency_rating": 0,
+      "environmental_efficiency_rating": 0
+    }
+  ],
+  "walls": [
+    {
+      "description": "Cavity wall, filled cavity",
+      "energy_efficiency_rating": 4,
+      "environmental_efficiency_rating": 4
+    }
+  ],
+  "floors": [
+    {
+      "description": "To external air, no insulation (assumed)",
+      "energy_efficiency_rating": 0,
+      "environmental_efficiency_rating": 0
+    }
+  ],
+  "status": "entered",
+  "windows": [
+    {
+      "description": "Fully double glazed",
+      "energy_efficiency_rating": 3,
+      "environmental_efficiency_rating": 3
+    }
+  ],
+  "lighting": {
+    "description": "Low energy lighting in all fixed outlets",
+    "energy_efficiency_rating": 5,
+    "environmental_efficiency_rating": 5
+  },
+  "postcode": "BR1 4QF",
+  "hot_water": {
+    "description": "Electric immersion, off-peak",
+    "energy_efficiency_rating": 3,
+    "environmental_efficiency_rating": 1
+  },
+  "post_town": "BROMLEY",
+  "created_at": "2012-04-20 10:59:22.000000",
+  "door_count": 1,
+  "glazed_area": 1,
+  "region_code": 14,
+  "report_type": 2,
+  "sap_heating": {
+    "wwhrs": {
+      "rooms_with_bath_and_or_shower": 1,
+      "rooms_with_mixer_shower_no_bath": 0,
+      "rooms_with_bath_and_mixer_shower": 0
+    },
+    "cylinder_size": 1,
+    "water_heating_code": 903,
+    "water_heating_fuel": 29,
+    "main_heating_details": [
+      {
+        "has_fghrs": "N",
+        "main_fuel_type": 29,
+        "heat_emitter_type": 0,
+        "main_heating_number": 1,
+        "main_heating_control": 2401,
+        "main_heating_category": 7,
+        "main_heating_fraction": 1,
+        "sap_main_heating_code": 402,
+        "main_heating_data_source": 2
+      }
+    ],
+    "immersion_heating_type": 1,
+    "has_fixed_air_conditioning": "false"
+  },
+  "sap_version": 9.91,
+  "schema_type": "SAP-Schema-16.0",
+  "uprn_source": "Energy Assessor",
+  "country_code": "EAW",
+  "main_heating": [
+    {
+      "description": "Electric storage heaters",
+      "energy_efficiency_rating": 3,
+      "environmental_efficiency_rating": 1
+    }
+  ],
+  "dwelling_type": "Ground-floor flat",
+  "language_code": 1,
+  "property_type": 2,
+  "address_line_1": "54a, Boyland Road",
+  "schema_version": "LIG-16.0",
+  "assessment_type": "RdSAP",
+  "completion_date": "2012-04-20",
+  "inspection_date": "2012-04-20",
+  "extensions_count": 0,
+  "measurement_type": 1,
+  "sap_flat_details": {
+    "level": 1,
+    "top_storey": "N",
+    "flat_location": 0,
+    "heat_loss_corridor": 0
+  },
+  "total_floor_area": 33,
+  "transaction_type": 3,
+  "conservatory_type": 1,
+  "heated_room_count": 2,
+  "registration_date": "2012-04-20",
+  "restricted_access": 1,
+  "sap_energy_source": {
+    "main_gas": "N",
+    "meter_type": 1,
+    "photovoltaic_supply": {
+      "percent_roof_area": 0
+    },
+    "wind_turbines_count": 0,
+    "wind_turbines_terrain_type": 1
+  },
+  "secondary_heating": {
+    "description": "Portable electric heaters (assumed)",
+    "energy_efficiency_rating": 0,
+    "environmental_efficiency_rating": 0
+  },
+  "sap_building_parts": [
+    {
+      "identifier": "Main Dwelling",
+      "wall_dry_lined": "N",
+      "floor_heat_loss": 1,
+      "roof_construction": 3,
+      "wall_construction": 4,
+      "building_part_number": 1,
+      "sap_floor_dimensions": [
+        {
+          "floor": 0,
+          "room_height": 2.42,
+          "floor_insulation": 1,
+          "total_floor_area": 33.24,
+          "floor_construction": 0,
+          "heat_loss_perimeter": 10.39
+        }
+      ],
+      "wall_insulation_type": 2,
+      "construction_age_band": "B",
+      "wall_thickness_measured": "N",
+      "roof_insulation_location": "ND",
+      "roof_insulation_thickness": "ND"
+    }
+  ],
+  "low_energy_lighting": 100,
+  "solar_water_heating": "N",
+  "bedf_revision_number": 321,
+  "habitable_room_count": 2,
+  "heating_cost_current": {
+    "value": 303,
+    "currency": "GBP"
+  },
+  "insulated_door_count": 0,
+  "co2_emissions_current": {
+    "value": 2.9,
+    "quantity": "tonnes per year"
+  },
+  "energy_rating_average": 60,
+  "energy_rating_current": 66,
+  "lighting_cost_current": {
+    "value": 23,
+    "currency": "GBP"
+  },
+  "main_heating_controls": [
+    {
+      "description": "Manual charge control",
+      "energy_efficiency_rating": 2,
+      "environmental_efficiency_rating": 2
+    }
+  ],
+  "multiple_glazing_type": 3,
+  "open_fireplaces_count": 0,
+  "has_hot_water_cylinder": "false",
+  "heating_cost_potential": {
+    "value": 190,
+    "currency": "GBP"
+  },
+  "hot_water_cost_current": {
+    "value": 106,
+    "currency": "GBP"
+  },
+  "mechanical_ventilation": 0,
+  "percent_draughtproofed": 100,
+  "suggested_improvements": [
+    {
+      "sequence": 1,
+      "typical_saving": {
+        "value": 86,
+        "currency": "GBP"
+      },
+      "indicative_cost": "\u00a3800 - \u00a31,200",
+      "improvement_type": "W",
+      "improvement_details": {
+        "improvement_number": 47
+      },
+      "improvement_category": 5,
+      "energy_performance_rating": 73,
+      "environmental_impact_rating": 58
+    },
+    {
+      "sequence": 2,
+      "typical_saving": {
+        "value": 27,
+        "currency": "GBP"
+      },
+      "indicative_cost": "\u00a3600 - \u00a3800",
+      "improvement_type": "L",
+      "improvement_details": {
+        "improvement_number": 25
+      },
+      "improvement_category": 5,
+      "energy_performance_rating": 75,
+      "environmental_impact_rating": 60
+    }
+  ],
+  "co2_emissions_potential": {
+    "value": 2.1,
+    "quantity": "tonnes per year"
+  },
+  "energy_rating_potential": 75,
+  "lighting_cost_potential": {
+    "value": 23,
+    "currency": "GBP"
+  },
+  "alternative_improvements": [
+    {
+      "sequence": 1,
+      "typical_saving": {
+        "value": 24,
+        "currency": "GBP"
+      },
+      "improvement_type": "J2",
+      "improvement_details": {
+        "improvement_number": 54
+      },
+      "improvement_category": 6,
+      "energy_performance_rating": 76,
+      "environmental_impact_rating": 93
+    },
+    {
+      "sequence": 2,
+      "typical_saving": {
+        "value": 84,
+        "currency": "GBP"
+      },
+      "improvement_type": "Z1",
+      "improvement_details": {
+        "improvement_number": 51
+      },
+      "improvement_category": 6,
+      "energy_performance_rating": 80,
+      "environmental_impact_rating": 81
+    }
+  ],
+  "hot_water_cost_potential": {
+    "value": 106,
+    "currency": "GBP"
+  },
+  "renewable_heat_incentive": {
+    "water_heating": 1434,
+    "space_heating_existing_dwelling": 4064
+  },
+  "seller_commission_report": "Y",
+  "energy_consumption_current": 497,
+  "has_fixed_air_conditioning": "false",
+  "multiple_glazed_proportion": 100,
+  "calculation_software_version": 4.1,
+  "energy_consumption_potential": 365,
+  "environmental_impact_current": 47,
+  "fixed_lighting_outlets_count": 5,
+  "current_energy_efficiency_band": "D",
+  "environmental_impact_potential": 60,
+  "has_heated_separate_conservatory": "false",
+  "potential_energy_efficiency_band": "C",
+  "co2_emissions_current_per_floor_area": {
+    "value": 88,
+    "quantity": "kg/m2 per year"
+  },
+  "low_energy_fixed_lighting_outlets_count": 5
+}
\ No newline at end of file
diff --git a/scripts/hyde/build_10070004512.py b/scripts/hyde/build_10070004512.py
new file mode 100644
index 00000000..2210242a
--- /dev/null
+++ b/scripts/hyde/build_10070004512.py
@@ -0,0 +1,288 @@
+"""Elmhurst build for UPRN 10070004512 (SAP-Schema-16.0, GROUND-FLOOR FLAT,
+band B, cavity FILLED, ELECTRIC STORAGE HEATERS (SAP 402 SEB, manual charge
+control CSA/2401) + electric immersion off-peak (Economy-7 Dual meter) with a
+cylinder (size 1), roof = another dwelling above, floor to EXTERNAL AIR, double
+glazed, TFA 33.24, window 4.88 m². Engine 66 = lodged 66.
+
+P1 of the modelling_e2e corpus validation — the built_form fix cert (16.0 omitted
+built_form; mapper derives it from dwelling_type → flat→modal 4). built_form is
+ML-only so SAP-neutral; engine reproduces lodged exactly. Storage-heater build
+(see build_10022893721.py). Engine models NO secondary (sap_heating.
+secondary_heating_type is None) → secondary present=No to match. Run:
+    DISPLAY=:99 python scripts/hyde/build_10070004512.py <page>
+"""
+from __future__ import annotations
+import sys
+import elmhurst_lib as E
+
+DIM = "TabContainer_TabPanelMain_WebUserControlDimensionsMain_"
+WALL = ("TabContainer_TabPanelMain_InnerTabContainerMain_"
+        "TabPanelExternalWallMain_WebUserControlWallMain_")
+ROOF = "TabContainer_TabPanelMain_WebUserControlRoofMain_"
+FLOOR = "TabContainer_TabPanelMain_WebUserControlFloorsMain_"
+WP = "TabContainer_TabPanelWindowsPanel_"
+DP = "TabContainer_TabPanelDoorsPanel_"
+VP = "TabContainer_TabPanelVentilationPanel_"
+APT = "TabContainer_TabPanelAirPressureTest_"
+LP = "TabContainer_TabPanelLighting_"
+MV = "TabContainer_TabPanelMechVent_"
+WH = "TabContainer_TabPanelWaterHeating_"
+
+
+def _pick(page, suffix, contains):
+    val = page.evaluate(
+        """(a)=>{const s=document.getElementById(a[0]);if(!s)return null;
+        for(const o of s.options){if(o.text.toLowerCase().includes(a[1].toLowerCase()))return o.value;}return null;}""",
+        [f"{E.FP}{suffix}", contains])
+    if val is not None:
+        E.set_select(page, suffix, val)
+    return val
+
+
+def _options(page, suffix):
+    return page.evaluate(
+        """(id)=>{const s=document.getElementById(id);if(!s)return [];
+        return Array.from(s.options).map(o=>o.text);}""", f"{E.FP}{suffix}")
+
+
+def property_description(page):
+    E.goto(page, "PropertyDescription", "WebFormPropertyDescription.aspx")
+    E.set_select(page, "DropDownListPropertyType1", "F Flat")
+    _pick(page, "DropDownListPropertyType2", "mid-terrace")  # built_form 4
+    E.set_text(page, "TextBoxStoreys", "1")
+    E.set_text(page, "TextBoxHabitableRooms", "2")
+    E.set_text(page, "TextBoxHeatedHabitableRooms", "2")
+    print("date ->", _pick(page, "DropDownListDateBuiltMain", "1900-1929"))  # band B
+    E.set_select(page, "DropDownListDateBuiltFirst", "")
+    E.set_select(page, "DropDownListRoomInRoofMain", "")
+    E.save_close(page)
+
+
+def flats(page):
+    E.goto(page, "Flats", "WebFormFlats.aspx")
+    E.set_select(page, "DropDownListPositionOfFlat", "Ground Floor")
+    E.set_text(page, "TextBoxFloor", "0")
+    E.set_select(page, "RadioButtonListFlatCoridor", "None")
+    E.save_close(page)
+
+
+def dimensions(page):
+    E.goto(page, "Dimensions", "WebFormDimensions.aspx")
+    E.set_text(page, f"{DIM}TextBoxFloorAreaLowestFloor", "33.24")
+    E.set_text(page, f"{DIM}TextBoxRoomHeightLowestFloor", "2.42")
+    E.set_text(page, f"{DIM}TextBoxWallPerimeterLowestFloor", "10.39")
+    # 16.0 lodges no party_wall_length; a flat's side party walls are unmodelled by
+    # the engine. Try 0 (Elmhurst may require non-zero — adjust if Recommendations
+    # complains).
+    E.set_text(page, f"{DIM}TextBoxPartyWallLengthLowestFloor", "0")
+    E.save_close(page)
+
+
+def walls(page):
+    E.goto(page, "Walls", "WebFormWalls.aspx")
+    E.set_select(page, f"{WALL}DropDownListType", "CA Cavity")
+    page.wait_for_timeout(400)
+    print("insulation ->", _pick(page, f"{WALL}DropDownListInsulation", "filled"))
+    E.save_close(page)
+
+
+def roofs(page):
+    E.goto(page, "Roofs", "WebFormRoofs.aspx")
+    _pick(page, f"{ROOF}DropDownListType", "another dwelling above")
+    E.save_close(page)
+
+
+def floors(page):
+    E.goto(page, "Floors", "WebFormFloors.aspx")
+    # Floor is "to external air" — that is the LOCATION/exposure, not a TYPE.
+    _pick(page, f"{FLOOR}DropDownListLocation", "external air")  # E To external air
+    page.wait_for_timeout(400)
+    _pick(page, f"{FLOOR}DropDownListType", "solid")  # construction; U from exposure
+    ins = page.locator(f"#{E.FP}{FLOOR}DropDownListInsulation")
+    if ins.count():
+        E.set_select(page, f"{FLOOR}DropDownListInsulation", "A As built")
+    E.save_close(page)
+
+
+def openings(page):
+    E.goto(page, "Openings", "WebFormOpenings.aspx")
+    E.click_tab(page, "TabContainer_TabPanelWindowsPanel")
+    _add_window(page, 4.88, "North", _glazing(page))
+    _delete_zero_rows(page)
+    E.click_tab(page, "TabContainer_TabPanelDoorsPanel")
+    E.set_text(page, f"{DP}TextBoxDoors", "1")
+    E.set_text(page, f"{DP}TextBoxDoorsInsulated", "0")
+    E.set_text(page, f"{DP}TextBoxDraughtProofedDoors", "0")
+    E.save_close(page)
+
+
+def _glazing(page):
+    for needle in ("unknown install date", "before 2002", "pre 2002"):
+        for opt in _options(page, f"{WP}DropDownListExtGlazing"):
+            low = opt.lower()
+            if needle in low and "triple" not in low and "single" not in low and "known data" not in low:
+                return opt
+    return "Double post or during 2022"
+
+
+def _add_window(page, area, orientation, glazing):
+    print("glazing ->", glazing)
+    E.set_select(page, f"{WP}DropDownListExtGlazing", glazing)
+    page.wait_for_timeout(400)
+    ft = page.locator(f"#{E.FP}{WP}DropDownListExtFrameType")
+    if ft.count():
+        ft.select_option("PVC")
+    gg = page.locator(f"#{E.FP}{WP}DropDownListExtGlazingGap")
+    if gg.count():
+        gg.select_option("12 mm")
+    wid = f"{E.FP}{WP}TextBoxExtWidth"
+    page.evaluate(
+        """(a)=>{const e=document.getElementById(a[0]);if(e){e.value=a[1];
+        e.dispatchEvent(new Event('input',{bubbles:true}));
+        e.dispatchEvent(new Event('change',{bubbles:true}));
+        e.dispatchEvent(new Event('blur',{bubbles:true}));}}""", [wid, str(area)])
+    page.locator(f"#{E.FP}{WP}TextBoxExtHeight").fill("1.00")
+    page.locator(f"#{E.FP}{WP}DropDownListExtOrientation").select_option(orientation)
+    page.locator(f"#{E.FP}{WP}DropDownListExtBuildingPartId").select_option("Main")
+    page.locator(f"#{E.FP}{WP}DropDownListExtLocation").select_option("External wall")
+    page.wait_for_timeout(300)
+    before = E.window_row_count(page)
+    page.evaluate("(id)=>{const e=document.getElementById(id); if(e)e.click();}", f"{E.FP}{WP}ButtonAddWindow")
+    for _ in range(25):
+        page.wait_for_timeout(200)
+        if E.window_row_count(page) > before:
+            break
+
+
+def _grid_rows(page):
+    return page.evaluate(
+        """()=>{const t=document.querySelector("[id*=GridViewExtendedWidows]");
+        if(!t)return[];return Array.from(t.querySelectorAll('tr')).slice(1)
+        .map(r=>Array.from(r.querySelectorAll('td')).map(c=>c.innerText.trim()));}""")
+
+
+def _delete_zero_rows(page):
+    g = 0
+    while g < 6 and E.window_row_count(page) > 1:
+        g += 1
+        rows = _grid_rows(page)
+        bad = next((i for i, c in enumerate(rows) if len(c) > 1 and c[1] in ("0.00", "0", "0.0")), None)
+        if bad is None:
+            break
+        _delete_row(page, bad)
+        page.wait_for_timeout(400)
+
+
+def _delete_row(page, idx):
+    before = E.window_row_count(page)
+    btn = page.evaluate(
+        """(i)=>{const b=document.querySelectorAll("[id*='GridViewExtendedWidows_DeleteButton_']");return b[i]?b[i].id:null;}""", idx)
+    if not btn:
+        return
+    page.evaluate("(id)=>{const e=document.getElementById(id); if(e)e.click();}", btn)
+    page.wait_for_selector(f"#{E.FP}DeleteWindowDialog_LinkButtonYes", state="visible", timeout=5000)
+    page.evaluate("(id)=>{const e=document.getElementById(id); if(e)e.click();}", f"{E.FP}DeleteWindowDialog_LinkButtonYes")
+    for _ in range(20):
+        page.wait_for_timeout(200)
+        if E.window_row_count(page) < before:
+            break
+
+
+def ventilation(page):
+    E.goto(page, "VentilationAndCooling", "WebFormVentilationAndCooling.aspx")
+    E.click_tab(page, "TabContainer_TabPanelVentilationPanel")
+    E.set_text(page, f"{VP}TextBoxIntermittentFans", "0")
+    cool = page.locator(f"#{E.FP}{VP}CheckBoxFixedSpaceCooling")
+    if cool.count() and cool.is_checked():
+        E.commit(page, cool.uncheck)
+    E.click_tab(page, "TabContainer_TabPanelMechVent")
+    mv = page.locator(f"#{E.FP}{MV}CheckBoxMechanicalVentilation")
+    if mv.count() and mv.is_checked():
+        E.commit(page, mv.uncheck)
+    E.click_tab(page, "TabContainer_TabPanelAirPressureTest")
+    E.set_select(page, f"{APT}DropDownListTestMethod", "Not available")
+    E.click_tab(page, "TabContainer_TabPanelLighting")
+    E.set_text(page, f"{LP}TextBoxLightsTotal", "5")
+    E.set_text(page, f"{LP}TextBoxLedLightsTotal", "5")  # 100% low energy
+    E.set_text(page, f"{LP}TextBoxCflLightsTotal", "0")
+    E.save_close(page)
+
+
+def space_heating(page):
+    # Electric storage heaters (SAP 402 = SEB), manual charge control (SAP 2401 =
+    # CSA). Two passes: clear bound PCDB boiler first, then set the SAP-table code.
+    E.goto(page, "SpaceHeating", "WebFormSpaceHeating.aspx")
+    page.wait_for_timeout(1000)
+    rid = f"{E.MH1}TextBoxPCDFBoilerReference"
+    ref = page.locator(f"#{rid}").input_value()
+    if ref not in ("0", ""):
+        print(f"clearing bound PCDB boiler {ref} -> 0 (rerun space_heating)")
+        page.evaluate("""(rid)=>{const r=document.getElementById(rid);r.value='0';
+          r.dispatchEvent(new Event('change',{bubbles:true}));}""", rid)
+        page.wait_for_timeout(500)
+        E.save_close(page)
+        return
+    E.set_heating_dialog(page, "TabContainer_TabPanelMainHeating1_WebUserControlMainHeating1_ButtonMainHeatingCode",
+                         "^Electric", "^Electric", "Storage", "SEB Modern slimline")
+    print("code:", page.locator(f"#{E.MH1}TextBoxMainHeatingCode").input_value())
+    E.set_heating_dialog(page, "TabContainer_TabPanelMainHeating1_WebUserControlMainHeating1_ButtonMainHeatingControls",
+                         "Storage Radiator", "CSA Manual charge control")
+    print("control:", page.locator(f"#{E.MH1}TextBoxMainHeatingControls").input_value())
+    E.set_select(page, "DropDownListSecondaryHeatingPresent", "No")
+    # Economy-7 Dual meter (cert meter_type 1) — hidden Meters sub-tab.
+    E.click_tab(page, "TabContainer_TabPanelMeters")
+    E.set_select(page, "TabContainer_TabPanelMeters_RadioButtonListElectricityType", "Dual")
+    print("meter:", page.locator("#ContentBody_ContentPlaceHolder1_TabContainer_TabPanelMeters_RadioButtonListElectricityType").input_value())
+    E.save_close(page)
+
+
+def water_heating(page):
+    # Electric immersion off-peak (Dual) WITH cylinder (size 1 = small). The
+    # immersion code REQUIRES a cylinder.
+    E.goto(page, "WaterHeating", "WebFormWaterHeating.aspx")
+    E.click_tab(page, "TabContainer_TabPanelWaterHeating")
+    page.wait_for_timeout(600)
+    E.set_heating_dialog(page, f"{WH}ButtonWaterHeatingCode",
+                         "Water Heater", "^Electric", "Immersion")
+    print("water code:", page.locator(f"#{E.FP}{WH}TextBoxWaterHeatingCode").input_value())
+    cid = f"{E.FP}{WH}CheckBoxHotWaterCylinder"
+    cyl = page.locator(f"#{cid}")
+    if cyl.count() and not cyl.is_checked():
+        try:
+            with page.expect_navigation(wait_until="load", timeout=8000):
+                page.evaluate(
+                    """(id)=>{const c=document.getElementById(id);if(c){c.checked=true;
+                    c.dispatchEvent(new Event('click',{bubbles:true}));
+                    c.dispatchEvent(new Event('change',{bubbles:true}));}}""", cid)
+        except Exception:
+            page.wait_for_timeout(2000)
+    print("cylinder present:", cyl.is_checked() if cyl.count() else "n/a")
+    print("cyl sizes:", _options(page, f"{WH}DropDownListCylinderSize"))
+    _pick(page, f"{WH}DropDownListCylinderSize", "small") or \
+        E.set_select(page, f"{WH}DropDownListCylinderSize", "Normal")
+    E.set_select(page, f"{WH}DropDownListInsulated", "Foam")
+    isuf = f"{WH}DropDownListInsulationThickness"
+    if page.locator(f"#{E.FP}{isuf}").count():
+        _pick(page, isuf, "Unknown") or E.set_select(page, isuf, "25 mm")
+    imm = page.locator(f"#{E.FP}{WH}RadioButtonListImmersionHeater")
+    if imm.count():
+        E.set_select(page, f"{WH}RadioButtonListImmersionHeater", "Dual")
+    E.save_close(page)
+
+
+_ORDER = ["property_description", "flats", "dimensions", "walls", "roofs",
+          "floors", "openings", "ventilation", "space_heating", "water_heating"]
+
+
+def main():
+    if len(sys.argv) < 2 or sys.argv[1] not in _ORDER:
+        print("usage: build_10070004512.py <" + "|".join(_ORDER) + ">")
+        return 2
+    with E.session() as (ctx, page):
+        globals()[sys.argv[1]](page)
+        print("done:", sys.argv[1], "->", page.url)
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/domain/sap10_calculator/test_real_cert_sap_accuracy.py b/tests/domain/sap10_calculator/test_real_cert_sap_accuracy.py
index 56989c71..df9a58e1 100644
--- a/tests/domain/sap10_calculator/test_real_cert_sap_accuracy.py
+++ b/tests/domain/sap10_calculator/test_real_cert_sap_accuracy.py
@@ -603,6 +603,28 @@ _EXPECTATIONS: Final[tuple[RealCertExpectation, ...]] = (
             "engine prices 100% at the low rate; see elmhurst_worksheet.pdf (243-246)"
         ),
     ),
+    # UPRN 10070004512 → cert 8742-6624-9300-2780-4926. SAP-Schema-16.0, GROUND-
+    # FLOOR FLAT, band B, cavity FILLED, ELECTRIC STORAGE HEATERS (SAP 402 SEB,
+    # manual charge CSA/2401) + electric immersion off-peak (Economy-7 Dual meter)
+    # with a small cylinder (size 1), roof = another dwelling above, floor to
+    # EXTERNAL AIR, double glazed, TFA 33.24. Engine 66 = lodged 66 EXACTLY.
+    # This is the modelling_e2e built_form fix cert: 16.0 omits `built_form`, which
+    # RdSapSchema17_1 requires; the mapper derives it from dwelling_type (flat →
+    # modal 4). built_form is ML-only (the SAP calculator never reads it) so the fix
+    # is SAP-NEUTRAL — the engine reproduces the lodged score regardless. Built in
+    # Elmhurst RdSAP10 (evidence saved: elmhurst_summary.pdf / elmhurst_worksheet.pdf):
+    # worksheet SAP 54, engine on Elmhurst's own parsed inputs 53 ≈ 54 → calculator
+    # faithful. The engine 66 vs Elmhurst 54 (+12) is an input/build gap dominated by
+    # HOT WATER (engine 1272 vs Elmhurst 1948 kWh): the cert lodges a size-1 (small)
+    # cylinder but Elmhurst's RdSAP entry has no "Small" option (Normal/110 L is the
+    # smallest), forcing a larger cylinder + more storage loss; plus the reduced-field
+    # 16.0 floor/party-wall defaults. PINNED to the observed engine 66 (= lodged 66).
+    RealCertExpectation(
+        schema="SAP-Schema-16.0",
+        sample="uprn_10070004512",
+        cert_num="8742-6624-9300-2780-4926",
+        sap_score=66,
+    ),
 )
 
 

From 539f66143018a3fa87b7dffe8979e068328384df Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 15:35:19 +0000
Subject: [PATCH 02/18] =?UTF-8?q?Skip=20a=20landlord=20override=20that=20t?=
 =?UTF-8?q?argets=20a=20building=20part=20the=20EPC=20lacks=20=F0=9F=9F=A5?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 .../modelling/test_overlay_applicator.py      | 27 +++++++++++++++++++
 1 file changed, 27 insertions(+)

diff --git a/tests/domain/modelling/test_overlay_applicator.py b/tests/domain/modelling/test_overlay_applicator.py
index 64a237d7..2e7059ec 100644
--- a/tests/domain/modelling/test_overlay_applicator.py
+++ b/tests/domain/modelling/test_overlay_applicator.py
@@ -55,6 +55,33 @@ def test_apply_writes_targeted_building_part_and_leaves_others_untouched() -> No
     )
 
 
+def test_override_targeting_a_part_absent_from_the_epc_is_skipped() -> None:
+    # A Landlord Override can reference a building part the lodged (or predicted)
+    # EPC never carried — e.g. an `extension_1` override on a property whose EPC
+    # has only `main`. The orphaned part is skipped, not crashed on, so the rest
+    # of the overlay still folds and the property still models.
+    # Arrange — build_epc() has MAIN + EXTENSION_1 but no EXTENSION_2.
+    baseline: EpcPropertyData = build_epc()
+    simulation = EpcSimulation(
+        building_parts={
+            BuildingPartIdentifier.MAIN: BuildingPartOverlay(wall_insulation_type=1),
+            BuildingPartIdentifier.EXTENSION_2: BuildingPartOverlay(
+                wall_insulation_type=1
+            ),
+        }
+    )
+
+    # Act
+    result: EpcPropertyData = apply_simulations(baseline, [simulation])
+
+    # Assert — the present part got its overlay; the absent one was not added.
+    assert _part(result, BuildingPartIdentifier.MAIN).wall_insulation_type == 1
+    assert all(
+        part.identifier is not BuildingPartIdentifier.EXTENSION_2
+        for part in result.sap_building_parts
+    )
+
+
 def test_flat_roof_construction_type_folds_onto_the_part() -> None:
     # ADR-0033: a flat-roof landlord override sets `roof_construction_type` so the
     # calculator's flat path (`"flat" in roof_construction_type`) fires the

From d1a2ee11e84ace721c2b56e975606b6778a610b4 Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 15:35:47 +0000
Subject: [PATCH 03/18] fix(task_handler): persist cloud_logs_url for
 modelling_e2e

@task_handler never built or passed cloud_logs_url, so every app using
it (incl. modelling_e2e) ran run_subtask with the None default and the
CloudWatch deep-link was never saved onto the SubTask. @subtask_handler
did this correctly.

Extract the URL builder into a shared utilities/aws_lambda/cloud_logs.py
(public cloudwatch_url()), use it from both handlers, and pass the URL
into run_subtask from @task_handler. Add regression tests.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 .../utilities/aws_lambda/test_task_handler.py | 104 ++++++++++++++++++
 utilities/aws_lambda/cloud_logs.py            |  27 +++++
 utilities/aws_lambda/subtask_handler.py       |  22 +---
 utilities/aws_lambda/task_handler.py          |   3 +
 4 files changed, 136 insertions(+), 20 deletions(-)
 create mode 100644 tests/utilities/aws_lambda/test_task_handler.py
 create mode 100644 utilities/aws_lambda/cloud_logs.py

diff --git a/tests/utilities/aws_lambda/test_task_handler.py b/tests/utilities/aws_lambda/test_task_handler.py
new file mode 100644
index 00000000..fae35de2
--- /dev/null
+++ b/tests/utilities/aws_lambda/test_task_handler.py
@@ -0,0 +1,104 @@
+from collections.abc import Generator, Iterator
+from contextlib import contextmanager
+from dataclasses import dataclass
+from typing import Any
+from uuid import UUID
+
+import pytest
+from sqlalchemy import Engine
+from sqlmodel import Session
+
+from domain.tasks.tasks import Source
+from orchestration.task_orchestrator import TaskOrchestrator
+from repositories.tasks.subtask_postgres_repository import SubTaskPostgresRepository
+from repositories.tasks.task_postgres_repository import TaskPostgresRepository
+from utilities.aws_lambda.task_handler import task_handler
+
+
+@dataclass
+class Harness:
+    orchestrator: TaskOrchestrator
+    tasks: TaskPostgresRepository
+    subtasks: SubTaskPostgresRepository
+
+    @contextmanager
+    def factory(self) -> Generator[TaskOrchestrator, None, None]:
+        yield self.orchestrator
+
+
+@pytest.fixture
+def harness(db_engine: Engine) -> Iterator[Harness]:
+    with Session(db_engine) as session:
+        tasks = TaskPostgresRepository(session=session)
+        subtasks = SubTaskPostgresRepository(session=session)
+        yield Harness(
+            orchestrator=TaskOrchestrator(task_repo=tasks, subtask_repo=subtasks),
+            tasks=tasks,
+            subtasks=subtasks,
+        )
+
+
+def _direct_event(property_id: str) -> dict[str, Any]:
+    return {"property_id": property_id}
+
+
+def test_task_handler_records_cloudwatch_url_on_subtask(
+    harness: Harness, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    # arrange
+    monkeypatch.setenv("AWS_REGION", "eu-west-2")
+    monkeypatch.setenv(
+        "AWS_LAMBDA_LOG_GROUP_NAME", "/aws/lambda/modelling-e2e"
+    )
+    monkeypatch.setenv(
+        "AWS_LAMBDA_LOG_STREAM_NAME", "2026/05/20/[$LATEST]abc123"
+    )
+
+    @task_handler(
+        task_source="modelling_e2e",
+        source=Source.PROPERTY,
+        orchestrator_cm=harness.factory,
+    )
+    def handler(body: dict[str, Any], context: Any) -> None:
+        return None
+
+    # act
+    result = handler(_direct_event("prop-1"), context=None)
+
+    # assert
+    subtask_id = result[0]["subtask_id"]
+    saved_url = harness.subtasks.get(UUID(subtask_id)).cloud_logs_url
+    assert saved_url is not None
+    assert saved_url.startswith(
+        "https://eu-west-2.console.aws.amazon.com/cloudwatch/home"
+    )
+    # Log group / stream are console-encoded ("/" -> "$252F").
+    assert "$252Faws$252Flambda$252Fmodelling-e2e" in saved_url
+    assert "$255B$2524LATEST$255D" in saved_url
+
+
+def test_task_handler_leaves_cloudwatch_url_unset_outside_lambda(
+    harness: Harness, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    # arrange
+    for var in (
+        "AWS_REGION",
+        "AWS_LAMBDA_LOG_GROUP_NAME",
+        "AWS_LAMBDA_LOG_STREAM_NAME",
+    ):
+        monkeypatch.delenv(var, raising=False)
+
+    @task_handler(
+        task_source="modelling_e2e",
+        source=Source.PROPERTY,
+        orchestrator_cm=harness.factory,
+    )
+    def handler(body: dict[str, Any], context: Any) -> None:
+        return None
+
+    # act
+    result = handler(_direct_event("prop-1"), context=None)
+
+    # assert
+    subtask_id = result[0]["subtask_id"]
+    assert harness.subtasks.get(UUID(subtask_id)).cloud_logs_url is None
diff --git a/utilities/aws_lambda/cloud_logs.py b/utilities/aws_lambda/cloud_logs.py
new file mode 100644
index 00000000..9a8da920
--- /dev/null
+++ b/utilities/aws_lambda/cloud_logs.py
@@ -0,0 +1,27 @@
+"""Build a CloudWatch console deep-link for the running Lambda invocation.
+
+Shared by @task_handler and @subtask_handler so both persist the same
+`cloud_logs_url` onto the SubTask they run.
+"""
+
+import os
+from typing import Optional
+from urllib.parse import quote
+
+
+def _console_encode(value: str) -> str:
+    return quote(value, safe="").replace("%", "$25")
+
+
+def cloudwatch_url() -> Optional[str]:
+    """Deep-link to this invocation's log stream, or None outside Lambda."""
+    region = os.environ.get("AWS_REGION")
+    log_group = os.environ.get("AWS_LAMBDA_LOG_GROUP_NAME")
+    log_stream = os.environ.get("AWS_LAMBDA_LOG_STREAM_NAME")
+    if not (region and log_group and log_stream):
+        return None
+    return (
+        f"https://{region}.console.aws.amazon.com/cloudwatch/home"
+        f"?region={region}#logsV2:log-groups/log-group/"
+        f"{_console_encode(log_group)}/log-events/{_console_encode(log_stream)}"
+    )
diff --git a/utilities/aws_lambda/subtask_handler.py b/utilities/aws_lambda/subtask_handler.py
index e5ac086a..6b513ba4 100644
--- a/utilities/aws_lambda/subtask_handler.py
+++ b/utilities/aws_lambda/subtask_handler.py
@@ -6,12 +6,11 @@ TaskOrchestrator.run_subtask(...) calls.
 
 import json
 import logging
-import os
 from contextlib import AbstractContextManager
 from functools import wraps
 from typing import Any, Callable, Optional, cast
-from urllib.parse import quote
 
+from utilities.aws_lambda.cloud_logs import cloudwatch_url
 from utilities.aws_lambda.default_orchestrator import default_orchestrator
 from utilities.aws_lambda.subtask_trigger_body import SubtaskTriggerBody
 from orchestration.task_orchestrator import TaskOrchestrator
@@ -42,7 +41,7 @@ def subtask_handler(
 
         @wraps(func)
         def wrapper(event: dict[str, Any], context: Any) -> None:
-            cloud_logs_url = _cloudwatch_url()
+            cloud_logs_url = cloudwatch_url()
             with factory() as orchestrator:
                 for record in _records(event):
                     body = _parse_body(record)
@@ -95,20 +94,3 @@ def _records(event: dict[str, Any]) -> list[dict[str, Any]]:
     if isinstance(raw_records, list):
         return [r for r in cast(list[Any], raw_records) if isinstance(r, dict)]
     return [event]
-
-
-def _console_encode(value: str) -> str:
-    return quote(value, safe="").replace("%", "$25")
-
-
-def _cloudwatch_url() -> Optional[str]:
-    region = os.environ.get("AWS_REGION")
-    log_group = os.environ.get("AWS_LAMBDA_LOG_GROUP_NAME")
-    log_stream = os.environ.get("AWS_LAMBDA_LOG_STREAM_NAME")
-    if not (region and log_group and log_stream):
-        return None
-    return (
-        f"https://{region}.console.aws.amazon.com/cloudwatch/home"
-        f"?region={region}#logsV2:log-groups/log-group/"
-        f"{_console_encode(log_group)}/log-events/{_console_encode(log_stream)}"
-    )
diff --git a/utilities/aws_lambda/task_handler.py b/utilities/aws_lambda/task_handler.py
index 34811515..43699aee 100644
--- a/utilities/aws_lambda/task_handler.py
+++ b/utilities/aws_lambda/task_handler.py
@@ -10,6 +10,7 @@ from contextlib import AbstractContextManager
 from functools import wraps
 from typing import Any, Callable, Optional, cast
 
+from utilities.aws_lambda.cloud_logs import cloudwatch_url
 from utilities.aws_lambda.default_orchestrator import default_orchestrator
 from domain.tasks.tasks import Source
 from orchestration.task_orchestrator import TaskOrchestrator
@@ -41,6 +42,7 @@ def task_handler(
     def decorator(func: Callable[..., Any]) -> Callable[..., Any]:
         @wraps(func)
         def wrapper(event: dict[str, Any], context: Any) -> Any:
+            cloud_logs_url = cloudwatch_url()
             with factory() as orchestrator:
                 task_ids: list[dict[str, str]] = []
                 failures: list[dict[str, Any]] = []
@@ -66,6 +68,7 @@ def task_handler(
                         orchestrator.run_subtask(
                             subtask.id,
                             work=lambda body=body: func(body, context),
+                            cloud_logs_url=cloud_logs_url,
                         )
                     except Exception:
                         logger.exception(

From 23ccfb0d0b865899e0df74a5782a41e15b97d895 Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 15:36:37 +0000
Subject: [PATCH 04/18] =?UTF-8?q?Skip=20a=20landlord=20override=20that=20t?=
 =?UTF-8?q?argets=20a=20building=20part=20the=20EPC=20lacks=20=F0=9F=9F=A9?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

A Landlord Override can reference a building part the lodged or predicted EPC
never carried (e.g. an extension_1 override on a property whose EPC has only
main). apply_simulations indexed parts_by_id[identifier] unguarded, raising
KeyError and aborting the whole property's modelling. Now the orphaned part is
skipped. Recovers 14 of the 22 modelling_e2e failures in portfolio 796.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 domain/modelling/scoring/overlay_applicator.py | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/domain/modelling/scoring/overlay_applicator.py b/domain/modelling/scoring/overlay_applicator.py
index 961f4e02..6a50fde4 100644
--- a/domain/modelling/scoring/overlay_applicator.py
+++ b/domain/modelling/scoring/overlay_applicator.py
@@ -41,7 +41,13 @@ def apply_simulations(
 
     for simulation in simulations:
         for identifier, overlay in simulation.building_parts.items():
-            part = parts_by_id[identifier]
+            # A Landlord Override can target a building part the lodged (or
+            # predicted) EPC never carried — e.g. an `extension_1` override on a
+            # property whose EPC has only `main`. Skip the orphaned part rather
+            # than crashing the whole property's modelling on a `KeyError`.
+            part = parts_by_id.get(identifier)
+            if part is None:
+                continue
             for overlay_field in fields(overlay):
                 value = getattr(overlay, overlay_field.name)
                 if value is not None:

From 75341da42d1591bfa4d52ac142513b711487cba5 Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 15:38:38 +0000
Subject: [PATCH 05/18] 32

---
 .../uprn_22086693/epc.json                    | 438 ++++++++++++++++++
 .../lambda/modelling_e2e/variables.tf         |   2 +-
 scripts/hyde/elmhurst_download.py             |   2 +-
 3 files changed, 440 insertions(+), 2 deletions(-)
 create mode 100644 backend/epc_api/json_samples/real_life_examples/RdSAP-Schema-20.0.0/uprn_22086693/epc.json

diff --git a/backend/epc_api/json_samples/real_life_examples/RdSAP-Schema-20.0.0/uprn_22086693/epc.json b/backend/epc_api/json_samples/real_life_examples/RdSAP-Schema-20.0.0/uprn_22086693/epc.json
new file mode 100644
index 00000000..343215d1
--- /dev/null
+++ b/backend/epc_api/json_samples/real_life_examples/RdSAP-Schema-20.0.0/uprn_22086693/epc.json
@@ -0,0 +1,438 @@
+{
+  "uprn": 22086693,
+  "roofs": [
+    {
+      "description": {
+        "value": "Pitched, 200 mm loft insulation",
+        "language": "1"
+      },
+      "energy_efficiency_rating": 4,
+      "environmental_efficiency_rating": 4
+    },
+    {
+      "description": {
+        "value": "Flat, insulated (assumed)",
+        "language": "1"
+      },
+      "energy_efficiency_rating": 3,
+      "environmental_efficiency_rating": 3
+    }
+  ],
+  "walls": [
+    {
+      "description": {
+        "value": "Cavity wall, as built, no insulation (assumed)",
+        "language": "1"
+      },
+      "energy_efficiency_rating": 2,
+      "environmental_efficiency_rating": 2
+    },
+    {
+      "description": {
+        "value": "Cavity wall, as built, insulated (assumed)",
+        "language": "1"
+      },
+      "energy_efficiency_rating": 4,
+      "environmental_efficiency_rating": 4
+    }
+  ],
+  "floors": [
+    {
+      "description": {
+        "value": "Suspended, no insulation (assumed)",
+        "language": "1"
+      },
+      "energy_efficiency_rating": 0,
+      "environmental_efficiency_rating": 0
+    },
+    {
+      "description": {
+        "value": "Solid, no insulation (assumed)",
+        "language": "1"
+      },
+      "energy_efficiency_rating": 0,
+      "environmental_efficiency_rating": 0
+    }
+  ],
+  "status": "entered",
+  "tenure": 2,
+  "window": {
+    "description": {
+      "value": "Fully double glazed",
+      "language": "1"
+    },
+    "energy_efficiency_rating": 3,
+    "environmental_efficiency_rating": 3
+  },
+  "addendum": {
+    "addendum_numbers": [
+      8
+    ],
+    "cavity_fill_recommended": "true"
+  },
+  "lighting": {
+    "description": {
+      "value": "Low energy lighting in all fixed outlets",
+      "language": "1"
+    },
+    "energy_efficiency_rating": 5,
+    "environmental_efficiency_rating": 5
+  },
+  "postcode": "BN2 9ZN",
+  "hot_water": {
+    "description": {
+      "value": "From main system",
+      "language": "1"
+    },
+    "energy_efficiency_rating": 4,
+    "environmental_efficiency_rating": 4
+  },
+  "post_town": "BRIGHTON",
+  "built_form": 2,
+  "created_at": "2022-03-22 14:09:56",
+  "door_count": 1,
+  "glazed_area": 1,
+  "glazing_gap": "16+",
+  "region_code": 14,
+  "report_type": 2,
+  "sap_heating": {
+    "cylinder_size": 1,
+    "water_heating_code": 901,
+    "water_heating_fuel": 26,
+    "instantaneous_wwhrs": {
+      "rooms_with_bath_and_or_shower": 1,
+      "rooms_with_mixer_shower_no_bath": 0,
+      "rooms_with_bath_and_mixer_shower": 0
+    },
+    "secondary_fuel_type": 29,
+    "main_heating_details": [
+      {
+        "has_fghrs": "N",
+        "main_fuel_type": 26,
+        "boiler_flue_type": 2,
+        "fan_flue_present": "Y",
+        "heat_emitter_type": 1,
+        "emitter_temperature": 0,
+        "main_heating_number": 1,
+        "main_heating_control": 2106,
+        "main_heating_category": 2,
+        "main_heating_fraction": 1,
+        "sap_main_heating_code": 113,
+        "central_heating_pump_age": 0,
+        "main_heating_data_source": 2
+      }
+    ],
+    "immersion_heating_type": "NA",
+    "secondary_heating_type": 691,
+    "has_fixed_air_conditioning": "false"
+  },
+  "sap_version": 9.94,
+  "schema_type": "RdSAP-Schema-20.0.0",
+  "uprn_source": "Energy Assessor",
+  "country_code": "EAW",
+  "main_heating": [
+    {
+      "description": {
+        "value": "Boiler and radiators, mains gas",
+        "language": "1"
+      },
+      "energy_efficiency_rating": 4,
+      "environmental_efficiency_rating": 4
+    }
+  ],
+  "dwelling_type": {
+    "value": "Semi-detached house",
+    "language": "1"
+  },
+  "language_code": 1,
+  "property_type": 0,
+  "address_line_1": "30 Hallett Road",
+  "assessment_type": "RdSAP",
+  "completion_date": "2022-03-22",
+  "inspection_date": "2022-03-17",
+  "extensions_count": 1,
+  "measurement_type": 1,
+  "total_floor_area": 80,
+  "transaction_type": 8,
+  "conservatory_type": 1,
+  "heated_room_count": 4,
+  "pvc_window_frames": "true",
+  "registration_date": "2022-03-22",
+  "sap_energy_source": {
+    "mains_gas": "Y",
+    "meter_type": 1,
+    "photovoltaic_supply": [
+      [
+        {
+          "pitch": 2,
+          "peak_power": {
+            "value": 1.14,
+            "quantity": "kW"
+          },
+          "orientation": 5,
+          "overshading": 1,
+          "pv_connection": 2
+        }
+      ],
+      [
+        {
+          "pitch": 2,
+          "peak_power": {
+            "value": 1.14,
+            "quantity": "kW"
+          },
+          "orientation": 7,
+          "overshading": 1,
+          "pv_connection": 2
+        }
+      ]
+    ],
+    "wind_turbines_count": 0,
+    "wind_turbines_terrain_type": 2
+  },
+  "secondary_heating": {
+    "description": {
+      "value": "Room heaters, electric",
+      "language": "1"
+    },
+    "energy_efficiency_rating": 0,
+    "environmental_efficiency_rating": 0
+  },
+  "lzc_energy_sources": [
+    11
+  ],
+  "sap_building_parts": [
+    {
+      "identifier": "Main Dwelling",
+      "wall_dry_lined": "N",
+      "wall_thickness": 280,
+      "floor_heat_loss": 7,
+      "roof_construction": 4,
+      "wall_construction": 4,
+      "building_part_number": 1,
+      "sap_floor_dimensions": [
+        {
+          "floor": 0,
+          "room_height": {
+            "value": 2.3,
+            "quantity": "metres"
+          },
+          "floor_insulation": 1,
+          "total_floor_area": {
+            "value": 36.86,
+            "quantity": "square metres"
+          },
+          "party_wall_length": {
+            "value": 6.8,
+            "quantity": "metres"
+          },
+          "floor_construction": 2,
+          "heat_loss_perimeter": {
+            "value": 13.4,
+            "quantity": "metres"
+          }
+        },
+        {
+          "floor": 1,
+          "room_height": {
+            "value": 2.3,
+            "quantity": "metres"
+          },
+          "total_floor_area": {
+            "value": 36.86,
+            "quantity": "square metres"
+          },
+          "party_wall_length": {
+            "value": 6.8,
+            "quantity": "metres"
+          },
+          "heat_loss_perimeter": {
+            "value": 17.4,
+            "quantity": "metres"
+          }
+        }
+      ],
+      "wall_insulation_type": 4,
+      "construction_age_band": "C",
+      "party_wall_construction": 0,
+      "wall_thickness_measured": "Y",
+      "roof_insulation_location": 2,
+      "roof_insulation_thickness": "200mm",
+      "wall_insulation_thickness": "NI",
+      "floor_insulation_thickness": "NI"
+    },
+    {
+      "identifier": "Extension",
+      "wall_dry_lined": "N",
+      "floor_heat_loss": 7,
+      "roof_construction": 1,
+      "wall_construction": 4,
+      "building_part_number": 2,
+      "sap_floor_dimensions": [
+        {
+          "floor": 0,
+          "room_height": {
+            "value": 2.3,
+            "quantity": "metres"
+          },
+          "floor_insulation": 1,
+          "total_floor_area": {
+            "value": 6,
+            "quantity": "square metres"
+          },
+          "party_wall_length": 0,
+          "floor_construction": 1,
+          "heat_loss_perimeter": {
+            "value": 7,
+            "quantity": "metres"
+          }
+        }
+      ],
+      "wall_insulation_type": 4,
+      "construction_age_band": "H",
+      "party_wall_construction": 0,
+      "wall_thickness_measured": "N",
+      "roof_insulation_location": 6,
+      "wall_insulation_thickness": "NI",
+      "floor_insulation_thickness": "NI",
+      "flat_roof_insulation_thickness": "AB"
+    }
+  ],
+  "low_energy_lighting": 100,
+  "solar_water_heating": "N",
+  "habitable_room_count": 4,
+  "heating_cost_current": {
+    "value": 710,
+    "currency": "GBP"
+  },
+  "insulated_door_count": 0,
+  "co2_emissions_current": 2.4,
+  "energy_rating_average": 60,
+  "energy_rating_current": 72,
+  "lighting_cost_current": {
+    "value": 74,
+    "currency": "GBP"
+  },
+  "main_heating_controls": [
+    {
+      "description": {
+        "value": "Programmer, room thermostat and TRVs",
+        "language": "1"
+      },
+      "energy_efficiency_rating": 4,
+      "environmental_efficiency_rating": 4
+    }
+  ],
+  "multiple_glazing_type": 3,
+  "open_fireplaces_count": 0,
+  "has_hot_water_cylinder": "false",
+  "heating_cost_potential": {
+    "value": 548,
+    "currency": "GBP"
+  },
+  "hot_water_cost_current": {
+    "value": 95,
+    "currency": "GBP"
+  },
+  "mechanical_ventilation": 0,
+  "percent_draughtproofed": 100,
+  "suggested_improvements": [
+    {
+      "sequence": 1,
+      "typical_saving": {
+        "value": 112,
+        "currency": "GBP"
+      },
+      "indicative_cost": "\u00a3500 - \u00a31,500",
+      "improvement_type": "B",
+      "improvement_details": {
+        "improvement_number": 6
+      },
+      "improvement_category": 5,
+      "energy_performance_rating": 77,
+      "environmental_impact_rating": 75
+    },
+    {
+      "sequence": 2,
+      "typical_saving": {
+        "value": 49,
+        "currency": "GBP"
+      },
+      "indicative_cost": "\u00a3800 - \u00a31,200",
+      "improvement_type": "W1",
+      "improvement_details": {
+        "improvement_number": 57
+      },
+      "improvement_category": 5,
+      "energy_performance_rating": 79,
+      "environmental_impact_rating": 78
+    },
+    {
+      "sequence": 3,
+      "typical_saving": {
+        "value": 30,
+        "currency": "GBP"
+      },
+      "indicative_cost": "\u00a34,000 - \u00a36,000",
+      "improvement_type": "N",
+      "improvement_details": {
+        "improvement_number": 19
+      },
+      "improvement_category": 5,
+      "energy_performance_rating": 81,
+      "environmental_impact_rating": 80
+    }
+  ],
+  "co2_emissions_potential": 1.5,
+  "energy_rating_potential": 81,
+  "lighting_cost_potential": {
+    "value": 74,
+    "currency": "GBP"
+  },
+  "schema_version_original": "LIG-19.0",
+  "alternative_improvements": [
+    {
+      "improvement": {
+        "sequence": 1,
+        "typical_saving": {
+          "value": 59,
+          "currency": "GBP"
+        },
+        "improvement_type": "Q2",
+        "improvement_details": {
+          "improvement_number": 55
+        },
+        "improvement_category": 6,
+        "energy_performance_rating": 80,
+        "environmental_impact_rating": 78
+      }
+    }
+  ],
+  "hot_water_cost_potential": {
+    "value": 66,
+    "currency": "GBP"
+  },
+  "renewable_heat_incentive": {
+    "water_heating": 2107,
+    "impact_of_cavity_insulation": -1824,
+    "space_heating_existing_dwelling": 9574
+  },
+  "energy_consumption_current": 171,
+  "has_fixed_air_conditioning": "false",
+  "multiple_glazed_proportion": 100,
+  "calculation_software_version": "2.1.0.1",
+  "energy_consumption_potential": 103,
+  "environmental_impact_current": 69,
+  "fixed_lighting_outlets_count": 10,
+  "windows_transmission_details": {
+    "u_value": 2.6,
+    "data_source": 2,
+    "solar_transmittance": 0.76
+  },
+  "current_energy_efficiency_band": "C",
+  "environmental_impact_potential": 80,
+  "has_heated_separate_conservatory": "false",
+  "potential_energy_efficiency_band": "B",
+  "co2_emissions_current_per_floor_area": 30,
+  "low_energy_fixed_lighting_outlets_count": 10
+}
\ No newline at end of file
diff --git a/deployment/terraform/lambda/modelling_e2e/variables.tf b/deployment/terraform/lambda/modelling_e2e/variables.tf
index 02cba590..2595d86c 100644
--- a/deployment/terraform/lambda/modelling_e2e/variables.tf
+++ b/deployment/terraform/lambda/modelling_e2e/variables.tf
@@ -26,7 +26,7 @@ variable "reserved_concurrent_executions" {
 
 variable "maximum_concurrency" {
   type        = number
-  default     = 16
+  default     = 32
   description = "Maximum concurrent Lambda invocations from the SQS trigger."
 }
 
diff --git a/scripts/hyde/elmhurst_download.py b/scripts/hyde/elmhurst_download.py
index f148ba28..0c317033 100644
--- a/scripts/hyde/elmhurst_download.py
+++ b/scripts/hyde/elmhurst_download.py
@@ -28,7 +28,7 @@ SESSION_DIR = HERE / ".elmhurst-session"
 SAMPLE_DIR = (
     HERE.parent.parent
     / "backend/epc_api/json_samples/real_life_examples"
-    / "SAP-Schema-16.3/uprn_100061905751"
+    / "SAP-Schema-16.0/uprn_10070004512"
 )
 
 ASSESSMENT_GUID = "B44A0DB4-4C08-4241-B818-86F060172105"

From 451f0773e066281d10d69e0e2c588a4a9c870093 Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 15:41:57 +0000
Subject: [PATCH 06/18] Log 2026-06-23 14:48 modelling_e2e failure sweep + e2e
 candidates in corpus worklist

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 .../expand-sap-accuracy-corpus/worklist.md    | 40 +++++++++++++++++++
 1 file changed, 40 insertions(+)

diff --git a/.claude/skills/expand-sap-accuracy-corpus/worklist.md b/.claude/skills/expand-sap-accuracy-corpus/worklist.md
index cdd3abbd..681a2748 100644
--- a/.claude/skills/expand-sap-accuracy-corpus/worklist.md
+++ b/.claude/skills/expand-sap-accuracy-corpus/worklist.md
@@ -120,6 +120,46 @@ malformed cert (e.g. PV-as-list AttributeError) is skipped+reported too, not jus
 missing-field ValueErrors; transient `EpcApiError` (subclasses `Exception`) still
 propagates. +regression test.
 
+### 🔧🔍 modelling_e2e failure sweep — later run (2026-06-23 14:48 BST, portfolio 796, scenario 1268)
+A second `modelling_e2e` run (filter `task_source='modelling_e2e' AND job_started >
+'2026-06-23 14:48:01.806 +0100'`): **200 tasks, 30 FAILED (15%) → 22 unique props**
+(8 retried once). The DB only stores bare `property_id` in subtask `outputs`
+(`cloud_logs_url` empty) — root causes recovered by replaying each through
+`scripts.run_modelling_e2e --scenario-id 1268`. Four root-cause clusters:
+
+**① ✅ FIXED — `KeyError: BuildingPartIdentifier.EXTENSION_1` (14 props, the dominant
+failure).** A **Landlord Override** targeted `extension_1` but the lodged/predicted EPC
+had no such part; `overlay_applicator.apply_simulations` indexed `parts_by_id[identifier]`
+unguarded → crashed the whole property. Fixed: skip the orphaned part (`.get` + `None`
+guard). +regression test `test_override_targeting_a_part_absent_from_the_epc_is_skipped`.
+Not a mapper gap — a modelling-overlay bug. The 14 (pid / uprn):
+710295/100020458237, 710482/100020450179, 713040/100020404702, 715575/100020397529,
+715894/100020604961, 717435/22010468, 720142/100020383544, 720560/100021921443,
+721241/100020453651, 724945/100021915421, 725415/100020404036, 726517/100020631307,
+726592/100021918195, 730800/100021920273. (Observed post-fix eng: 720142 69.2,
+710295 63.2→69.8, 720560 61.8→70.4 predicted.)
+
+**② 🔍 mapper/cascade gap — `UnmappedSapCode: fuel_code 10`** (1 prop, 730259 / uprn
+100061905741). EPC-less → prediction synthesises a cohort EPC carrying `fuel_code 10`,
+absent from the calculator's cascade dispatch dict → FATAL (it's the target prop's own
+fuel, not a skippable cohort cert). FOR KHALIM: add fuel-code-10 to the cascade.
+
+**③ ⛔ not-predictable — empty/unresolved postcode cohort** (3 props): 714585/100020612517
+(`CR0 0DD`), 718580/10013149015 (`BR6 6BS`), 723881/22005280 (`BN41 2TP`). EPC-less AND
+cohort empty after filtering → Prediction Path 3 can't fire. Coverage gap, not a crash bug.
+
+**④ ⚠ transient — pass clean on replay** (4 props): 712401/100020394694 (eng 75.3),
+718138/100020397707 (eng 63.5→69.2), 720844/100020472603 (eng 71.8), 723648/100020480302
+(eng 70.8). Likely a flaky EPC/Solar API call during the batch — no code defect.
+
+**E2E candidates to pin (best = the lodged-EPC ones, clean to build in Elmhurst):**
+`[ ]` 100020383544 (pid 720142, eng 69.2) · `[ ]` 100020458237 (710295) · `[ ]`
+100020404702 (713040) · `[ ]` 100020450179 (710482) · `[ ]` 100021915421 (724945) ·
+`[ ]` 100021920273 (730800) · `[ ]` 100020394694 (712401, eng 75.3) · `[ ]`
+100020397707 (718138) · `[ ]` 100020472603 (720844, eng 71.8) · `[ ]` 100020480302
+(723648, eng 70.8). (Schema not populated on the gov-API objects — confirm when keying
+each into Elmhurst.)
+
 ### 📋 PLAN — close the 8 modelling_e2e mapping gaps (2026-06-23 run, portfolio 796)
 The 8 failed prediction targets reduce to **5 distinct mapper-gap classes** (the fix
 targets). Per class: fix the mapper GENERICALLY, guard with BOTH the RdSAP-21.0.1

From 75e4989982c76acaccb0257a9918300b2c406bab Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 16:00:07 +0000
Subject: [PATCH 07/18] Add moto[s3,sqs] to devcontainer for S3/SQS
 orchestration tests

tests/orchestration/test_postcode_splitter_orchestrator.py imports
`from moto import mock_aws` (moto 5.x) but moto was absent, so the file
errored at collection. Pin moto[s3,sqs]==5.0.28 (S3+SQS are the only mocked
services); resolves cleanly against the boto3 1.35.44 and cryptography 43.0.3
pins. All 4 tests pass.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 .devcontainer/backend/requirements.txt | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.devcontainer/backend/requirements.txt b/.devcontainer/backend/requirements.txt
index 2db3710a..78131981 100644
--- a/.devcontainer/backend/requirements.txt
+++ b/.devcontainer/backend/requirements.txt
@@ -24,6 +24,7 @@ ipykernel>=6.25,<7
 dotenv
 psycopg[binary]
 pytest-postgresql
+moto[s3,sqs]==5.0.28  # mock_aws (moto 5.x) for S3/SQS in orchestration tests
 # Formatting
 black==26.1.0
 boto3-stubs

From 8f0432721c79836a67ad4ce2bf133b84c6f13715 Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 16:13:34 +0000
Subject: [PATCH 08/18] test(accuracy): pin RdSAP-20.0.0 PV semi uprn_22086693
 (PV-list fix corpus)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Corpus validation of the modelling_e2e photovoltaic_supply-as-list fix. Cert
6102-6227-8000-0083-2292 (RdSAP-20.0.0 semi, gas combi + 2× 1.14 kW PV arrays)
crashed from_rdsap_schema_20_0_0 on the measured-array list; the fix routes it
through the dict-tolerant _map_schema_21_pv. PV correctly credited: engine 61
(no PV) → 66 (+5). Built in Elmhurst (evidence: epc.json + summary + worksheet,
fabric+heating; the PV "New Technologies" Panel-details grid deferred): worksheet
55 = engine-on-Elmhurst-inputs 55 exactly → calculator faithful. The +6 engine-vs-
Elmhurst base-dwelling residual is the documented RdSAP-default gap (band-C cavity-
uninsulated suspended-floor semi). Pinned engine 66.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 .../uprn_22086693/elmhurst_summary.pdf        | Bin 0 -> 66213 bytes
 .../uprn_22086693/elmhurst_worksheet.pdf      | Bin 0 -> 44131 bytes
 scripts/hyde/build_22086693.py                | 307 ++++++++++++++++++
 .../test_real_cert_sap_accuracy.py            |  24 ++
 4 files changed, 331 insertions(+)
 create mode 100644 backend/epc_api/json_samples/real_life_examples/RdSAP-Schema-20.0.0/uprn_22086693/elmhurst_summary.pdf
 create mode 100644 backend/epc_api/json_samples/real_life_examples/RdSAP-Schema-20.0.0/uprn_22086693/elmhurst_worksheet.pdf
 create mode 100644 scripts/hyde/build_22086693.py

diff --git a/backend/epc_api/json_samples/real_life_examples/RdSAP-Schema-20.0.0/uprn_22086693/elmhurst_summary.pdf b/backend/epc_api/json_samples/real_life_examples/RdSAP-Schema-20.0.0/uprn_22086693/elmhurst_summary.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..56569fde69d5140917f6ba22d1e5edeb642ab688
GIT binary patch
literal 66213
zcmeFa1yo#J_UIYGJ!l|!f(Q5D?h>qm748m&TkzoSn&3eS2ol`gA-KD{2A$&j_t&rg
z-EVqc_pIqP>%A)0<=lJEK5}pEWBc%9Qz(jx(=#)$Au*FOk=p2+^YSvPxY`;qis*s#
zENx5}74=Mv97tIpkxKmhM%IQ95u~T9zY+aIgi*xC(Hca`#wcTE=%C5W{gi-|<tbB0
z!1`YS`%|F(*KD5d{!KQY6!guF3_y&^j{2ad8c10|ie?0u8G=knS(um@C5_BXOhKf~
ztZb07EN$$SZS@R{7)6bo%nXc_B!n4-%|H%{M)o2$R<<_QMv%I2G0N*%LGoc@6gRU3
z8QC+6Tk3&~M2!q=42>9NjjT-|8MAY+aPjjyfb5O*tdKqh9B3mts7S;-WTRdVlyUsn
zcL{XFu*6ui+Ycie=<3*a>HefEC@froW=KS+4|*ny8}tsDDC;HBc9X`7uagtzg%gdL
zK#dJ0)yX|K&u1(bVgWA&CW=bGU#Y4Y6D9ZN`2EeNeWgpD_rZ1J!bF+Xrk)(FnJ_FU
zQFx2tW1R<>JzBEifPkCO`m-?JQ6+*>Fg7r_;ov(rq1r$*FuE3Wp4u;w^GNUg>#!q1
zg!D60F8ZvYl6KvkZxEIY<3><(ldX}f=b9B@a>aIeV|Eta^*4)m;8y!8c<$snlh$IR
zd2x5wGqlQ)3%lT8KY{yfYOiMP<Yz{SCrEb4>06eer^Vjj)a1%S_wMHANq;AcrW;kB
z=c$CjTz>N{aL5~Ma~wV~xuTeLV%9tmC7|}J!|641ZnlxGq}Pdx6vcJI-t32l+fR|5
z4~i<34lf<F$}p>|nb7+vKoQ|vIi+YpFeQHNEF}E&rIMPnza07ELvI`=!mZ?)9j-gq
zTF+i3BVIIm;^Y2osAhN*)6J+eD9uNNhUYKuxIfnxA3j(dmn=ysbBWiaXsOl*;?nwg
zYxx;rWd4yiwA0$^hzr;_jL~3@Z`)wsLy!jf1xpAfw13`B7o^p4(np5(bpJnii&kWx
z5;L`YdUw;<khQKHC-msB>42aS%jIPQl7!kDw_Bd>F6F$8;KGNU+LPn4Hfci(6ROY)
zW<6UcwB}n&^FXEB?blulo1GV*_FK=Qn^hK2%vLbv6V(=7##n35%{l#|2uZ(>nO$>x
z>wqb<WHQ6#zHr>+H|@;et>h+JSm1YIxxQ@pFl7rk@<;{c6(f1ZbZXEDcHiH$;cQ4e
zYB{z)mRyvSFn+gD=lGhJ9qLGtj%oQBJtvF5PcRaF7%yk)5q7Wy%sF;G!1$YnKpG5#
ztG<Fm;c-)`xrKhb%enNu!587wHMc3BF`Sa^3jXXB(ZV7Jj-x;p56$r|VCOVsY-x|c
zY1N0yxwU94=pf0B{7oudlNobGorCQ&>+ZGCXm)P&KKwcKu{drp^@gx5?1n0Et+8_N
zu{VB<$f9+Ehui9Xei_@y-BY~Si$1AVy4zo5wbEXV<vW?&nhnA!UR8tzW`(!B2w>Vd
zuYt0MkzIN^r|RmVd_ro0=d(!^K(Z3eDH78U+dmd4@2~ZJ7f~h1X;@970g^jAv|ao)
zn-kZqQG#YU39Wkl8m;8VjJs|o&YwAqBLQU+`(hL*s12vC8;*}Ka;hC)w+S+3iNl&e
z`*U=P&X2e57bRG*6iMmoz=gdxC}2@tw=ZmLH6wh?s&g|XFbz>y;y#{<d4~=bz^^hh
zHy)sJgu3yuT@AMCM*Pqf5~i8+OJZ*4UZ9vO7u)Kir$Cd6p-pjl!_BdW*WC7}$Mg65
zqS19!lsw&(-+AgD4)nk7<j;u%r=3dKtsO6vRv6nt!IP64neC4^4LzrQIymr-GfqVH
zpOS)4N?T$84*hhNMwh<s1k!<8I13cw-zXkH2ZDk{v4H;O0yO}uak1))1VEDL9nXo^
zqeFFX+1HBcN0`x%j~P1T-Vs%%A)jP;!Ab!Mscf=*XJA0Z1i1{5{hZ}{+miKU{(BN!
z)L)i{)p(4rt^3f^ZOpycc)#=dSD4IoRl3B_YtE#a+<Jq^(sn0wqu{eJdN`hg#@29-
zRkdRuR<pm3T2>mPCp72}w*1DSbL)0?e%Z-2K1f{v?@|hAQJRoV1+;L658fQ9RXNXc
zcEcfo<>R$}%>R%~1r*n6kB=JZY?Y)FncA&|$|yFpN2?lPe>&Yg^NYr%+0f^CcEPQ#
zQhJ9$@4t&nenRh<jDKwI^t)=&wqP*1N-1D~u3-DJg3k&#XnRn1)1Dp2C@j^rp4;K`
z?Hr<UldXE+8`#06dmDl>HI_|$S(kLpFX}(LsV5phy5i}$WJK`liFV_PVtK_I7T__`
zcd;z{@y&QljT9xjJ%h)ZI3}e$QG3A}PY_T@U`hv_;AjA@F7M+_R`^4X@{p3TaU0$8
z^+wUnk+E}CkVg8{G~sz?rE6y?!Ggz_L0=^QT}7AE7TV5j_0S{jJ<zq_tWQ)$2B#mh
z>_>!I8y4nmejY_^RAryeZJvoT?(N|jk}n>mEdgWRAe|Fq3-%-iQNYYhh6<StzC^Iz
z;3=*CqOxff@IW@0Tb`?*U_YFSuTRIya;$jRkJQ^~OK7`sr$jrayQuM`pMHe?4Y1fH
zZHGTJ7$B(EFQV*q&bltXNp!#91;ZBIM^e>~KV8U_o05nK&eLJoYeqmO_fs>*+BuOX
z$sn_#^BLr=J?{&mRlIPg%!4!D`XJu@SW`-d3bg88qd}axt`x9(`^sL5QE>(xR)oJv
zC1+i#_E`oZ_~FPY7D!hhvQx#phfuc|A<xkZKi*m`pr-QU_sRGT91@$8HsEASb&SU}
zF-AjDXM$a*4Cdh5Xh0b-4(Om=-u>%H$9}e9H#5WN%@;DlN=NP&{Y8D%B+Q<=KR=q2
z;QKL|;lDne$>BI~7xp$jyWJnwkKt3br^f)tESe{wlWl-13bYF5IjDa=3er3uugjos
zXtO-O%{-Th1YDuqa+!K1INPxZRu8cji)UN@E;e?ozO42xnXIYyJq@u1+l*ASF*$sj
zD>M-wQT2BAh~`Ecln;2Ix<|Pkf*sB??!wbS8yX5_<85YQVugRBE+9gubY%De{;Pw3
z@v%8`MIY`^>BqM-vf`ZFI1Civ827!>lhw)Y1a^`%IXm)KvGu2Y(S8Y8-sxm6o`#aR
z!@bkz1F52c4L8N#W+g}>x{}`3=S#a>0EG-$Q>2c3v}@`!XW3RDgJ`DxLuoQ5zq{?e
zM)@#lA31n&Kn~a4u#IlqJpNgcmip}b{Yp%bim+PC^j*pCf!7q{?3owzo7kDd$*6bp
z-HE@d`ff7#GdYX{06u7;P56dwMaXhj_sAqEnj=dU0w`dTWXR~P(5%5R^McGqGdz8E
zTPrsPq9&Z@ms23nPT`5!qs^Hr+HKmoyXF<;;<Hb{uS>ejJ~(l@rf<_}ipCsnjylRs
zi1)2ll&siUMCjYL`r2d55&4?!Ll_S#%P{r!ViCc|E3!o+M=$oLz+G21C)8$h4P?1=
zjW&sZmM*pZFM7*#+<Gg<0V-teb)sV}Md+uedSXsthYODJ%6rSl?O&rI;~-=ZJbLIn
z5ZpW1k5?$@&TE4=-a5Y<HrX04)l@6aur-Xozv=VWZ#Il(@uA&k&<wmCI%0Wo60+ch
znykR{!=&<%|4mup>w58MdW)1seX!Pr??MVaFyQi#=vW3A0pS0QoT521P|O#9%E0T>
zsFp?#EYGhtEDBkW;Qy$2sxEf1GbVlKCwD!bd`g=TRUE$NLXo9)`HE(sFmGSOC(<Lf
zbylAeD71%>zi)YrUt>hW_`KXg=h9jJajUEOe9BSm*NJpssr*|{b%)Tw0qMXPm2T;;
zyMz;HI>|0Lk=-<BI^d;CW^x$W3P}$+C$3KnTbQ5P&t`sw#SB6c?hG*&2{$l(ihk&(
zQRhf;$=yeWd_%W{Vxb2e>aR2?)ARKwBxS0i%6c6~0giIg9Nl!V`@f3>u;X`#+A@}N
zJ2JNXVGkUTWVTcv*$nIh8w|96^!JZWUn<lvVItnWnXD@`biG(3r~wf7oV+-WtP^j<
z=w!2PP-;0m4MK4alDo<lS**6a?RmZaax?GbSV`4ApN6WxXv6X1TR}#Imjk|zw7}SV
zs^17#XwFSn0-^nWUKZ68eY-_#@o1MGJm-X-nq<+FZS2=snTQ`<Ix~LCyzLc-cdug)
zcSzb-DM&kaXc#Lu;JWY6;L=CuxX%AEWrN37q>;dn&S0Cr^CCB5)UH-=5>IDDD(V@J
zFr##n-hoT!H>-8n+uUz+b8eee)ZQwQa*Dk%^VRG&=!b`S2P$&hJg6nWVTU_=JGVqF
zroElq-cr0JPT=qQtXH4qA4bKxs&DF67*Yj@Bj>cpIt+zwb#4{}GaX0c!{yZYlg9Ep
zac)=$3==b05Bd@IRj4y@jqgJrSX>};8B`v$we+#63+JIY)tSsKpTM`x@)TKn9;I9X
zZ;QO^)rY+-?kX)4TPOXR!Uy8yapMz-8nkm?!oh~|U)ncH;-#d>!K0Y-)GH*aZL)Jb
z{z?d}ADO1l<wQ<OC<xmo4AVbW2ide~e&p8Fq+;>-=vh>@p*JhA^-R6ywK}YWE~g&L
zi*(C|B^X)~OcajIABD+>!89l&ckb*2_po1H!2k0PKHZyCoymD5Y~?Ou$eea&wvO%2
z`valVi0f%_kT^xuoWJ15xkaXmJ%R-x()<REbC(G|=J?PyR``XK0sR&hc%Q2jKn6HC
z>(v&K<+6(r3F52}DZ!jI2|k^*r$^%tckASnZ@s5T<_)%l@b?BTUMsukk&rG0eK-im
z(eU8{DFd&Xw*$PLAAtirpu}8T$<52ZAH4Tt1t&NT!c|?IM4-_LavL<4<6z-Rv=xP|
z(ty|rtngn8qaIzL?ry#;^j?3@)>LnCH1oc$ah#h2ICk?BGUv6DY-9b>(I{hT7c0Yf
z#Q#Q+y(<xTL+yxo)c06Y3ItuRMdKCkY4FCm??6^l>tl4eqUVO)+g#s+7I8g&7cm%1
z#cJ-ryvyL?Y)3ZftK>@|V3WN;zy?l0tfW0KI70jV{0X65mSf%7CkoT|Cm{`y!r>oT
zNVuI52NTaSOBU)q4Q`qWc(rk{t}A~E7v>*d_&j=Pdv}8v5xpm}DZE^oNOK7y>vj&~
zL^R4i<1m7-&8$7OND(LRhY*~pYP9MB!c%0ii&VH*9!5vh%Q;Ft!FQM_Qm4j(uC#NP
zgvd#<jyJY-jCgi5#O=~90~oK;Ho(27yRxnm5{V&RuL+S{g^IJ5zO{dJu;=l!3wq4`
zhO0)7c*Ke*;8pSK+pduKs7^m|Rkpy|30H{k9g112U@u-2I(Q`fG*+2niXU7|adB%3
z<QFga@<FH-*_wApXp5@h))eIU@h2{}^WEdeDFmN+j#KhnEU#Bp@cysju_HFuR}>lu
z($cd>+@rRl2dUZ97~=P8u6N)FKZq(~vr9w<<P>~?S)IsGHXZ(Y2<gbBq~L(2=9diA
z3;Cs8TQ0AFA9fvy?iq}-v&`~Bh0niU)cdSQsp-UjOU-#KZho6l)<9nC14HvY&bFd}
za0$;(+c|QH|3e_)IJ^UE6(_~pzg|c7if|)(Z<y{ptc@;ece*AZ6FY%+l!3Y!v!hB$
zcr}ZcoW_L2J;L{Fmz7<cR&=8iYjxrXS!VQj#z@t9qM1PZ#8_lJMgUj6EXpJUGN)FE
zFYqzmw%8?mJ4*I0)7v>$g*Rt$azSvk>S~zwd;As~xomc%e@@a*bzn57B}Y!4?P#H_
zUa#km#;;c<v<!#!_l87s{HZC3M4$ldIKcX{(eTb->u<WlivjL-?b%E^S+{zS<_tVG
z-BvkS2A-Iy#uDIB?NWrgA_Fiw_tnojy@!Ty&bAIrkBs|jMLr)Upv&0A;b!FV<8iu+
zur(d%YAVX#g+D9c;9BNlFp68_xtx?fMtK7{jxVZ_Fu&^eTHV!-GmDsP-PQOVan?c7
z3X6(!m(JPL9GUC-b)*ium^U}3<Y9~qz3o9R6qH1;>!crxQ=`Z9?aNREi{jqMucE!w
z>J_(kARU|*{*p<eQ%9Te*@H}BL(N|JVXgMiHtZeoo1D`xTTD8{67Rv=_RP1Qy;ci7
zLicHcO5cRnaEb-0bKl(=IU@<Vik-3FmM|yu77H>8#p_R;2sV5x@4BS*B&r1j1Ex?^
zqN{G!y#y5ZWGS+7RvnRWaw6T#Bc#5?NEd@h@s&?i?F#7na^4EE7ar^f4n^kmB9fmw
zT`6x5wD}vlI@W=P<>)l|Fk_1MK4O7oZ@I8B#WKM6u8xLFu3w(bl<-rgS^5hDRP5na
zaV`++uxFbVi<00+R}_b6Sed&kSHB;J?9)t3T=02H_u>GBSL{h*SVcVf$v0+x&Am(a
za%>Xxl1%ur|2dIxq{M+A>kA;^7Wf|AbI+LCJhz5pk(uH$VeknrH%goZ>@kUN`qPuV
zFdfJTPTnoN!*Jd6t&Dbz5#0OMq1WHj(?J+3mUSF*BXm--{;~qzG2f6aGe!Su-;L-x
z)$b*1E!ZX&M?q%<`*$K?gQ!P4BN7JKxOfBSBt*4Qwt=OjX0PEUzh<>VJcw+#G9+5R
zm+r;jas?!}PTBFw7h?mSZ9{#en@R7!w$ZKn^%_K?VSy#dlZB~bN8RpDRX4chJPzKv
z&)yz;a2ZAr3ojvK&gI1jZMCMIexKJY)gzjUItHYz!LF(*#d5#NXwWZlCla-k8D{c<
zEC2z|I@os6vA{7+>)!jW9JdScN9O{qS^O!9k@95ug8ZTFDheC}xZ**@MA2l~N$obF
z07FZ(L3(O#&C5n(8o$vFx^tA-+$*%&%bOWMyb1FDU;}PxgHJ=3aqJ7f9o0!x$o$(M
z4uwGtUXZhIHVz%!;r6ovhHR4W6EHe^*~3PCz#EU4NQ@zr?DDIaqQW;yY<5KRz-`SN
zF%R&>pxg-)1-Q+r0SSIRema8eW7@G3tr_$4<k3tCw8_4XB77U4ZCUk+`BNk*s&iH;
z-p(;H%Irq>=t!k<WFpCGC*T?%b?+~2U0>Vf_wV!+ffN)9pSKxSW!scH&2UsMBlg;h
zaw;Ftd0r&Ex(T18&@C3S8w23PWb9JNek5TufeBOB7z1GXXH@Vr@>+(@j7Zqzqp!5n
zxeD|@YGn=;tv59mzMJK~hl~d+@zW%~eC+ZQ{TRP(#Wh~!o%09Tgcm9@{ucELo~L?f
zXyeU2Lu#QOkwJ4^(K2#x%>+m>0>f4VBP_8r*o|}`rUiY0ek#6J1d;3k9{Z;y3!9%v
zZ_o+3ueC_dFuw2?{pHA@M3>mX*y#!?rAi`$nMz@c8#;c59HcIqU6je-9pb9CXK@aP
zd?$#GDUyP(N_Mt=;b7@{B{mj=yFX%4A16Gg7)8V&1x3BA{N?N<=+`>KJx)&RHoOH!
zri;E=<c~v%C8-*#cN?xH<m}&Tt{@0MJUBQMXytX3{Q-}N&8)a&Z*O}HU&31E?jW@T
z6Y3{Ix?NxXg3aO<UenoS__=|Oz>@G~iU+L}M@a8od9cmK@uF|sStJ844qJ_I4K}mq
zv6k9IR#RJbfTIX*sh3-8s}S74^CaCeg#hMjqe1!wBrKl%k@cAc;NMMfg63BqpG%_E
zKSP4pw*O)V{)?5H?cXy`LoC(*nt7V}pO~jP+1Q!>n|T@@^kyo4BExDXPOieefjiiF
zs*y)N%`h@{T4|rlI%b}tKY?C7pz#Vxt<3o&c0E#|a5-n0Pb1d5Pc3kmFg!wKUvj4F
z%MxEBK7WpaFoqk-c6H|`g7z@*$m;OuesvEQ{pAHL5;nDBmY~l+p0xP|C+BL07P0bZ
zBO{>`aNW<S^Qj@zt?_8TLPAGVOB8+iQl#9<Txx-;o=V24?gKV4#(YKtANxDnqu{#M
zN45-aUv}(@hPtxx_-|!f%q%P{eB`U=xbxfBb&|_*Edt3C7933@RpS@m%7V(v%9yyg
zxIVD(v#@1!unujH_wUun9E?e?XRa!29)J$0_f=)(<&j`~S605}+I{30=1jS=i~gK3
zC(*yp9DcwxL|prG94DuYiuuC_T5P1CprEZTQB*!yJWT;wVvzBr`qt&lDr@Ol>bK`p
zojBi-ecLF@e*Q$D;(8CKwK9FIqSD{HPVD$o*f<ka$y$KE{ETgV@_cMW9+1$M(RzMf
zIgMDVXX;|=DBNLshG21TF_Q(~O83t8eXa~&iRRX%N4NY`V%uWN^mI}OaKRxUV2jJ<
zi}u%WwyLo@P|Sy6v_Xy|P(01PQ!(U|T=<m?5iBmzMJa*T#w}rR-5mlq`H`+>DPpuF
zvqykFsc>N@M0t85DKj&XL(QKKdjU7My6&2zNrQVmb=-trri8d%^r28FL<76W4jiOM
zWZW$}=xKCV1!lS}q1e?9(O?s=X-yGH%O)g;?TmT_fDsS08H^0}-Q^EkZvt>^_iEWx
zAQZ(<mL!hlGFOk(jyntLP3bv0s)}osI0R_nQC%8r2s7d<NfpG;=Ejd2aQ$Fw7{3zI
za~7)Gl7?fgIXs3Z*jHD`0a@T7ZX*@K;w8@)1_~qqww!O&sQ1YS1_yiJ6xDzHI*oHP
z)wH&B?TsT$;tFt?GQSvAs{17avsmQpbYo1tPk@31<Js7_wzhWK;7ixQO4et7RaJcB
zI{NuXgIlvng=wxIF-LslyVF7E8*A!)Tw6`e8Fu#j`}?fP?d<}Tsyv&Lb0k*|oJWWB
ztN5Qs+LMMG=js52#<kzOl(_=qG_zAI303zs&j3wjWwu*Go}7sz-_Fj?WMpKn>a!Xn
zHa0dAHa9gm>YGX<hPRgL9FfacZVGHcc3Rk<+`j;Cv9I4M&`y{8K9`tE(HW=BWTL+<
ze7RRRvtgCqj-nI*7vxgs9u^U{cvSIItF$UtRaoopp1~As;A9LJX1;D4wQFvnsi~1w
zrTbG{Ts%ixk4&JgY(JCLeZcT$F`72WqdgTpIq}gKcuzi^tN!x{>8itN@r4VllDhh*
zZ<|;3?|CUu*)Ql48J3QGn<OB5BPeY1BOEqh877tBO)yM^9RYz`r#*6Y=*XFEfM*-p
zS%pNKCjV!*#Pi0jbB$JC3TJao0Pk*#TUYH3>^q6cAF~0s)9su!2e>UoEuS5RBIMt;
zzrCt2PT0i75?M=n!+Gc|wDk5^V=zqa2McS>j}fx3WqEZPZAE!`l*dScp;L=!CG3>A
zXa0037F@=v7nuPs<^A2@>qB5cE`o_EiCIm$#R$Mr3m^;KZSC8=+S-lagId@SK;Osy
zQa<-xkdpqG6E0G1Qv~1&vtVNW*E<Y^4t~4WrDZv172=~!Fin)dcqCz+TAg6oo9Hh;
zGrr0pkC7P!vm;$noXS;i;Zg%>;86maN{Qdnd-5P3>>MUs`i&v-zbdRRLYDTjUX^c-
zvQd2~&}p|YYO7*S?;~s8JJ8XLdu%Jb;WkqW9uKYT>(;G;Gv=DJMaBll8A!MUyvAtF
z5(bjJ(r*gy4`9WX3uWN+D$==$R6JsD-x{w+wW58TD&3U|hKDp5;3Ul~-ooX9bKx5p
zD%z;DIBb04SN3GrHxm{CumM<D6^HR*fU?IP0agd+RknFIC$-6q&_vs+>7>+noOl)`
zT)@z9e`FIT&MRE6wb=_TV+MjaS@qL~-QC?jT|=$#kS1(b=FOXMElTBw;={wkuyYg-
z+S-}R>dS#J*_A9s`y9V1A3Ag-xL|K8Dk>QnX^fE5S=Sg|gd%%~q^WP<Z$ky#J>#=u
zw7;D^EKx=QdO|+AwPN#w)1%SRO^b{2{5o7*1v!*U$g^{^ErcvUDG&0X@iM0O`WH)z
zbc@c}_o5R~Bw;a*o!%mHy|E#Zm#PXW2@meWDi@QqaBa7@H-(uWS(({RPcGpc_AM=k
z(>_?4$P|H#5{IO^=$rwZa*n9mB6s1O`UN&wg?U2GAbTg<UlU`a<CEcGUy?GLc`p6k
zJK6=@Z^B*<4#mq$7!%Q3an{i-`ku4rx>hwbppfsFnt#PksX~?aS8s{e-eI_la6B^`
zA0HF=0OHav>=Z2eeV!fJ-`__eA^4!ce^<~@Y*{j&fNKIz75>AVg!sezoee?bH!^fp
ztR_|^#e7-|`({oWy95O-0WG9G#)gt#6t4HP6^IT9N8*mz&K=LgP{W$;Z*sti!<)b^
z%JRCp+1ardCi!Uq3=Pza3oBG@UaunM!82k<aGC{|uIfnvrqU})nIc;qt;8E#S~#o_
zXG49%fq`D3Ptt^G>FGt^i*shCcTLTwRHh_ZVozv!*}@Ljd3ks=RX$xGOi_Jf(AhcI
z5$gzlD;F;J-0PuEW42eSw@3XW&~CRwN`PdE!+LJu9HnP+eBmYXGii5sw-xMOc0^!q
zUe2<Oje<?pxXDR^o_UvbxLlaRu?sJDh`GC~%Qx&^b*9t;R{r>TdpC`grU+|otMqk*
z0lc2bOW5F|lCNe~W&ufPlZ8bNR+k9%fmT^XLG^Gax_yc!9^WX-(t1#c$<g0y3Rx3h
z@2oGoY>aJ$RGhB1ecK;+U;S&mp5&7{kdiAq4RGb5Z(!1HYj}Xz-sfFW;-SS|7?t*k
zv5xIQDd<Gj9jvQd<r~bz%HgBEyRX7@pO>B8-qknTIz;Rh&L!MMhw-v|WoSfl1=+Cl
zCEDk2S<i#opL;Kh8nVdB$-}{Bbl2*puamkM>6xRUY1Mkn^t6=8lm;p*E8`8puM|~`
zvGlgmpY;uNU`sH-z<%}VLHInfjA8Jyoq#*ArS|IbQdn3rLgmMIy^hyAC=|Kg%`I=9
z>t*e!tf(r#&2M&1`AA~gbrbDyan>hQWehgYyfSm$<V+a;O$A(1DQSVfCRJ0#Q4bsl
zLka(}%gxOlQ?J-Vhd?}yO6P#wM&0{T?oGzfP+%ZlKGRFqAVmJ0+&t-s&j8a~CjIJ3
z4wfN#UtVK|#cWXKU4rX|=@G_jjP0FGe&!}?gqK|-!`<lN$SVyo7MKOb<<-dm8GT@(
zDLCp{&evQ%TI53cazeq<wAf>ggwwd;(zgp<=O#_HQM%#M>2*=)t7vJs+vS{M`r<ZW
z;b8Ax7uaC5p=-C>0a*pQ1~e6Bwl{;b33Gj_NzV^oH&HTh$lJp-2n*RtNdvKdK6i(u
zr{}I<2O9YRoX`|KjdF8YlF4+3GLii^M76TlQ(&qy0nP{UeGTSjmK&U?Fy#WwCikGX
z1{Y~2<KvmXy?!q3_b(+Mnw;%%mWID}t##EPNSRTeAuneF#`sA#1p5c2@>ssY4v?e)
z%Z7)=pR=}$k+*mDNLHX|F--lMh6&Mt)W+9Oe8-<j4dDx$gYpl$M6hIpWio)2NhQ+*
z;XUS@lC~8QFHD6vS?l2z&M6w(FvVo;YruVI+aYXl`RNv)b<|Dwy)hNq2NF-Utt+AA
z6<ReK3U1gglIX1ZA|4=#dRxEPi&jzTd(uT48P=V1_hY2C*Wk$aB0ORF!G$PbTR94q
zcSFJ%1#+h$(HRWGbZ<S|Q#ti}<fY_g$Hpg_N5+FhB;Jvi6y}uQ-jgZ;#wBT}CIT;H
zx_9$?T{hGni{0B<N!-0o6E;r#&fhk(a@%r9Ds<9zc6a(PMSXHnL(p5tD#ifLRBfBW
z+>YzROLWn3DOWmw`BYJ1Kjk0AA^ffa1pzz|X5<>+a@^%;6k=!5AT1{~F*O>yf@2z+
znFwBgf8DyAh5Qp)j@|K7weOvWly^GJ+%O#z;h?K>gSnOE8oMKW*;19^J$zyLu8S<s
zLpZ0byqBQBsn1z7rxkkR+HvplPw7}xOf1Y3COSG=jv+U6!-kNsFO}t$yL$(3d0sUL
ze^yjdkxlRk1N7a_)pQj>2BbhYIF^Psb=CNI=^^rG!*5951c~Q(Z5Golz<P<@%pGju
zRNA>~rtW$jXV9gE7iG8Ne4w)rI7~CqnjR*x|GjUO3Kpczxk~4MtXj!LCXmv}WW#_l
zvoL4=;h@qS%GXkK_X0b|AMoYK_r<VgiaPZwj+xebzmpTYGUSLijtQ3!UyAicSgNA|
zf({N2jV?KPwS`h*<`-<?IP4wj<-~U1z0{&B++^QwJ`0-=y4ivOLsY<3Z43SDOrlDm
zf~R(R`PYvwrmscoLu$(4T~rmH1(Loa;|UmV@wuwWpYg;4zUmnsWaVH&LPd)vEG#S>
z9UooT{Eb4*7Ta1-SPBPjVL0{>0ouKBEeSv1XNNCVf23%qi|oo5D!EFJxEs8b@l_FZ
zn^{)im`YPEM3=-|-iqYXmU@gw!NtWLf`u6&N_VCQ)ArFV&tt7(^~l%S@_#Wl*jrz|
zUT~$rM$%5(Auc_{T650snM_c7%`B<LqUSB}>;nY_<))!Ywp{BgKMvY5ixR(c^O7b@
zl^(a&$gAn(?V6l$oM<nTQ@lY81Dqm%^VhpO<LPPflGZ>Tn>!$2g#di_lF-!2({qoy
z(%mIMcd%`M@L=QeVD9wys}nMqh<bbrE4{)GV8~>&t;o^Q(dV1jVpGgl1;e+S<Mspu
zaVodBu+7<TDY)_NU|6ZBc<7M51*ysVp4Dq;YV^2F%z=1n9ztOEOuRGSwY#<c*fG03
zO<byaTqT-iHd7*NG(NfHd>|-tR#Pp;>G+%wNU8Nwqb^J&Eh*_U44>m_&N&l<ujrS>
z$~cvswE7@`OJ~y}KNA7Q)|mL(<hH4yOUF*^(yG~7d4IQ`VS_JiplHy$*yOj&uD2Zf
zG1Y;_yEhWi87X=BC3_ny!BY|-uB9V(N~Y8uGqc~WuA+TLEUl#t^YbC6_9Llb+6Up<
z;o+!<?9DYs_tN^{JC{gr_nm`#`!1v%$D%9#D_-Urt{S_5!>>OJrpM-m?~7AXLoN0P
zQ@Llj@xxG#yT=CZ_6x_KH+h*R#S9dDPcBEae6g6`;R6Q;v#RIh>==vFDrw;1u+KFu
zmhk-j7*{qiJ}#Md)NCPZB6+--7%wwDd-w=4*%<uZ?yew*q=XInu>a5N^_=yx5vG^g
zo>r*zzT7lYG*pq^%G#YVX)$R@cNgVrxt&N(JV7N9b@s5~FWM0IrKRLswcmA734S#z
zC=^L=3zXT?(bg8*YZ({Z^E)`bx_F!CIxj$q>60rQqbSqH;E@oYAS~&isTn<~T!gsG
zS8<s`v$uqS^PwDgZ0#DOc8X+(vmcLA7`0gD^=ME7&fCo6Q04q;OHI!{*gf9gH{T|?
z)Y376fQzD5kf2Qm-hEZLDwmv^6u<Q5xDnrBe7s$ml$7X#fu1IJX6%y^SP4!$U7G=f
z*TCNUia2s>e?3ftrjTRE-oY*wpzIPDHE!!#<|2vabP1V#qMf5-Ea75fPmk}X=C1y1
zYZFch-_Id6tF)W5g++j?q@jj)z)~h*v}tJS3=sQ0kflbSib}V8xErW^$O-=37ZQR3
zCz1jX^_?J}R@G1vem~I~TZ_k0DpfoXh`~A;iD<AfcX`dZa&*YaM`lwTbvfr@JG~KF
zZZ?Bx^Ig|YPl$_pf9KFgqQ1mbROH3<Wo<3@#LM1;?%lpwwbx8v8~GZQSA`0WB9eD@
zd>*{Cu;@+g^wtJ1U*Weh+O%uPRKAjY?+TQfhE+xPQ&Z9!C@u8Kq544af#7x~jb)pT
zV9$=^5Ni^)`Mzl4<cbjcHC-FfbJfYiP5$JXF#sMD@`rwAg@uL<G4INd3k%Akw&P5<
zPU|$qg{LLxzkBa5oc>D0<LA=73>P*CI5#PBj&w;+)5+n0bNy0QS?SM&!C)g|PWDRA
zKu_p-(RceS*ND+|i@7^=@f~oZ*~!JNyaY~+IXy9(_w73OAP>2@W>gR|Dk^H>>LQ$K
z0finw)k_&@<SQ}92#R?;#tQ}aN(P*N?|q(LW~Ff{rgx=lX!wqg9#u(N47d;v<c1BH
zG1}T&VxxP+={YNHw5*AL*O>Dtar?R^y-5a%=kw{QeV~d&LP#NPK7EDoVD*kpWCqV&
z!iHTy4tbugc3*R~9R)S7?e@_T023$XG^972{?u;eUh&|@=cO?f_USHP{?oRmIJdLI
znil53z`!}k+4=ZGpnuzhs;c{bVqyZ!%a`dMUfw!OzDT1rlJhfP?j+ajk)QQ`)+N%b
z_ZZ-3XP+2f7@wG7=jHW~7^QAMJ*^0de)#^HcGAT8TX7|}&(~dA<idA}odX8f)w~8t
z_p3T3%}Ue@R}iI$@&Z}9ji=%{Iy(mi`eW{4-+A6|%MVHBQdGn?immo0B;(_EEIIu6
z5sVlte;L6bKLjKOa&=D5Qu;-I%^`J?3kTOk{>aASk0#vTKcQ*7i)|TOUG41YnVhUg
z7NG0v<6Gc6cLW7fc)`HD5R$Y-80?x1Kiu8fTroXbUX`T^456f?B!5dT-szyFuB!U;
zSKu#m3yXSNe$x~~uLt0B6*UcMX@*!xKaF&X)Spy^XTHP=c3UUC@8NMmdN)ZY4&Dn)
zwytKO>7}Wg{V)Xv?(OdT_X>}EaN1L|(~JI^;pJkQB)hqc+}a_O#Ez`&Q1-2~)EWfB
zrjid+P*GLe+1Um*73dzrCZeKnndqCwrN{G8zfRLh(zz|?ZPnGXEKaC{BMty<{{HPM
z;}EKGIh$~yNA^`5E-*PPEF>hv$EV(NbE4SX3bo|RF#>-kI<B0YJSrL*E*?%QL28Fq
zGudm5&o&*)KNYEejZYSWmvm>n6_<ZIJUmbJ1l41t1qSAHbPOgHYpKb*t0Wg{_cs$G
zf4I)ewNycnfwgnY)pd|*wC?KI-rJ_p>VUyBFxC&5dgpm;uEO?~o`|tu5YYT-l#8Xu
zEUSpB*{w7F(6_Q7Co8n6u>938@=v1A;{1G8ok3ae-BXBovp^3V3;<<0ZLfncNnXaO
z{`T?VZca8Xl?o+dUU)0)rRLXJMYX|Z?wa*6yza2J8>AC?4SKLYXmXFg@f>aKGK2eN
zikoM=?@~JFtX@{|iy`h>?2RPk2E`kVjE(8%*i6rzU8%F#mD^2~0>#ElqcnmT{LZ#s
zL`&TCgzs@KlgAH83u8Hy{fNCo213k1pT~Y;Z_~%(KOEk$k4?h}BOgvoB+D0HU@W9w
zlKwQ=TYp7@ht3h>S--^u8TH5jDmiL))?z?n)~pSq`{J#|iVqC*<+{boFzg~>9IDSb
z@c{S^@6dT|cMzl0lanFKMVfbe3Wzy*IT?u+=<Ooy#$9=+>)CbWC&Lue8tM)NhZ@|k
z3%-=uI$*K>-noJ-VYx~@L{ist3?a)HMDQ~b#-r<>Tmi`|QD&3Xonko_A1=v9eqy{?
zH7XP@xsx__5FJc3F3u#jzt?g*ogllxQ?O_z0F>@K_GkV0fpy^4K6;4)_fi^oYGZC6
z5|CVb>PZ@k6#C-sj^c6CaI2-z>JtfMqyr_kj2s*rW!<O!T119fweDJ_+ep-(Dl4IX
zpKDXnP)rztj2$zqrKS|JMY?8A@~owH&Gox@$^7@U%V|vK?nx3a{JW-{wfn5IXaV&m
zhc8|r<#B@%;hl(~FC+Etbv%;KgwV$QkL6CM^_EDR<8|=+BvJsQA4kdXe93xyq<t>M
zZG$kLaR)0a5_WvD4D+RDcvT~eMGJn`rs*FfTnJn8lQbfZCd9Upw{ewZWWnwPhO}}S
zi!%pTxGl_=>*!Kqc>a3LYrGzFudE+W!Tg>h>Q!B#F!Cw#zLi;q^`SKg&lwL8fJocf
z*^952Xef;Wa*vzuB4T+4&M}}9O#xAvXvs+lUH2_cGSHnJ4y|N8m#3k9AJ^>iS?8H-
z!6}kpdHZDV06bPGHDhvG$0FsJyB?qJPd?_>fnJ{#jXfn&6M!Dj&d%D%cHE0^bIrR-
zeXsMww#PYSUb9%i!^=`z+X()MtHQjv4Cz_lAzFtD<feZFsl=UI>IFot;8+6kekz9+
z$GHbAB*>ckTEjD&f5+M14xqCM2XG-EITkMozuP_CK=ui#A$Qe<j6N!Z`V^G!s8vrb
z8c|2z6P=}GdTd|LESc&MJ8@s;Y}&jS^W)Sc9C-U{-*|ZT1sG%P?fjey4GehNvic67
zM@IIhi-3=hPaZAeRBijN_G~P6rPWBZ5cQ3t72oU6^S&$OYKPQ@0GuD}U#Ex5e^Yh)
zE_(N$rcS+I^qM*u@12oT2rf37n$?)0p5GBhtZpgt|LJ0yFBkvKA8=A`_l6?~(g|9~
z(EX0eff)XFwOKsb5_|n?7F0Sf*+`9Nf6nh07q54SZoAe#Pp35|ZqK|ONKS2j4E-HU
z#ikQXL#EA;55qdns)n1;mzdUXfZSkiZpp^MMnHPR9}|QLWVh$a>!S3NzB-Uqkf~wQ
zoEj#5E{r3!#4oB%`CIKBI&GE*#9D@gjHDDBtE{Y~+jNM!y`IR*9i7(h<{H_Qb&+75
z)R_?aB{K9!b(xY~SyBtG3k9Z)AZ;UqiwN~fyyW~ro^8RGmS5}G`n^?RGa)YV@zIDM
zf;;wDmSMWPYc7IxozM^GYyGO#bpVNpsmM;b@2E_e#`;+`!D<BfDtEfg2lZ7%R+>%M
zySv}h!>vANX2$ToyuTltLxX&w7`zbkR`R;Yn6nxHVlKj++;d_9`d|{6?;0j>ynlxs
z!9xDtLvi$m6a&%6#9PN(%W^-rC$!IIUGHg3i&E^_u&3+m@2_~H|HHR<M&QH#V}2dS
zSZ?3<XT$hP9j!ya3KVIAT5ef-$HBVU=E!+5?ckV25(P48naK;CSIca+wuQ$dWi$9Q
zr9(3_>LV>}zqBffUpM#;>P=B^;wY-B=N9JKF|*i<N{e1xT(si0GPP~p{JxGU;Ry||
zMO=lwzNxAaKzQl9^i~a5Y<vwFZ&ruT_7EO_W9h<q7jF{}gCZF}by@oz73Ic8DgFGH
zCd>^}6B~sevBYR_L-25L@Y;%ALdIxVqVWO|cn1eNup54WVM&wqtql_<7F}R5{riuV
z=hIhrcMXNn!RLXMr`tO_aD0{}#dd=b1Nb6w#<7KH0hiNWLMW>?Q&ti{L`0+uF7VA_
zr$}gB;WDT2RVTK!el{6}V0+MfzybmiZ=?yDcXw%FbY?Y-U+v1z$1L5luNfe}7eF4y
zL*w@aupz5h-u*T*^%WIurN%|4MYtG<8%7%lX+`SAz3!W6IErmWRq_A{lZ_nDpXJ};
zPv{=^gQ%6%UJ(%yE#s);Ar*b^>ut5OcEZv`<+YSNvd=Q|Xd17YcI@dJ@ZG1n#a(12
zduS!ZxNBl^m%z}_V`io(@+UEVPftHHGcqQ{;j~<BKPWd?z2eM$^?}Qe!Z$c0y|lAh
zAF{L4YZD{f_12s;b>#4H7neA1H(?Z=H9-wG5kOo@GDS>G;8fw<K!CH*x+W(tKQuG|
zF)<+rv_b4zmeFq(jFil?BgbNta4oDz-gG4SJZxcH_9+PF3JSfu1Q{6_b=b@ZW{ODH
zj%ky2LZ(OS-szClW&hX!p|QD@4WG`^N3rx{Y-&jZC#UMzrJ32Wu`a9FJFYlh$}TD{
zLixxs5{jJv*#_i4Y)J+_!jmUw`v2qR?GtMBpJ0nv{>kPolr4g?MgO1TMo_j0$`(P{
zA}Ct~Ws9I}5tJ>0vPDp~2+9^g*&--g1Z9h$Y!Q?#g0e+Wwg}1=LD{1JKe9y}|DJjJ
zUuKI~|A~1T$`(P{A}Ct~Ws9I}5tJ>0vPDp~2+9^g*&--g1Z9h$Y!Q?#g0e+Wwg}1=
zLD?cGTLfi`pllJ8ErPN|P__ul7D3q}C|d+&i~f&ii#Y$i&D($3ZxP!+*}R3aMNqZ~
z$`(QW7D4?MIY9juLH!m%{T4y}7D4?MLH!m%{T4y}7X96S_<y>D`YnR`ErR+jg8D6j
z`YnR`ErR+jg8D7`-`Z~x*S}|;{+HPz_J3lYhO$Lawg}1=LD?cGTLfi`pllJ8ErPN|
zP__ul7D3q}C|d+&i=b=~lr4g?MNqZ~$`(P{A}Ct~Ws9I}5tJ>0vPDp~2+9^g*`ojB
z*&^<LZ}awFW{Wuf$>uGTErPN|P__ul7D3q}C|mRm$`(P{A}Ct~Ws9I}5tJ>0vPDp~
z2=S=zv7{6Tx?YRME8f%KjdS0DvPDp~2+9^g*&--g1Z9h$Y|;PLY!Nflzh|HRm*FDL
ze`248!bMQH2nrWL;UXwp1ci&Ba1j(Pg2F{mxCjatLE$1OTm*%Spl}fsE`q{EP`C&R
z7eV17C|m@Ei=c236fT0oMNqg13Kv1)qW|OJB4+0Q_1#-$c1B4fGZRw~DKiJ7h>fL<
zy|S&Iff1vqk&~H$k&=Wkqp%ssLD9%w#Ky|j#@fglM9Re|uV-b%D8=>X-mQ|OwXBh~
z3CL8`$iT+Xi1EKJNIAH;`1u_`_C|VENDuc94-fZvclUR@7i;6Y?QP3NElYX*8#OD(
zlUKJF7m!F&$Z>gd*0E9=-C=K2stiaMQB4!n%a!(TFf5yj-#lA*xW9g&Jij^lIhSsb
zFDV|)EgAhmHI*NbCZLqeCmGERNfF*=zIC?v@c8iXNON;{{bMpiH%C$|l2bKRKqp(o
zxIo;rP{O28LN7-|IhkK3mM5meVds4H;n913Z_MR~wnQYCax$OxS7C^xHCWodLe{Qa
z#<fz@uf|#_NkB7Gv}*F}{lk6UV3bOVfOHHOAYD)|N7S-Z%B4oZqfW`QPHkwtZTD<5
zqR~q}p2xe&aOZ5@?T5a60*`Fm2bVIVkOl`Eu#DT!k3ns~y7}zeyWe+rw<D{A9}~&=
zO!DN1*E@ByC1m4xwA1CLw|~v<j(gProvRcJ$0E*ejvpTJRu5KuDx4J)d33TQ8>Y)O
zGKCcr1tMy{JlrGS-rqLQRit+N9$)T5o@aDz*rC`E@&XkScz|EUtH+Csay~+ySvFee
z=XllC&DHtu)6J8Wo4cE-%?aBgUG)q|R=kQyyn5L(t+RDL6(C6FBH^4W2~rSw$oB?$
z?4E@Vi+nA$G=YyvywcI!YH5PTIm**p6A%IIOljp5et}?i)kN9yA#nMyaH(#ll4AVR
zb4x~XNyTvMWQzt>dtTjK?w{>D6<h1(h)G0q3xsee#7Zj0i9=qzcqFGtIEQ!?mu`-z
zda7*qLg&-hNIA7RrI(?tpDXbxLkLoz4?(OvL9F~C>>rc(^z+0O5(G;JOMl<~ev*9)
zspj1FoK>#br!+~OY;m0&G3{(oy?hCc3^Dyo&BERSh~O<m@JX0p_jC_D0QM|(*GN%S
zO;Rw=F-~boncSF!WODt8WMpml7uAKF+31@iF|+(zjf(wWY*gHTHY#yTJ&@6VZ&2(U
z+<$FQp8~{Uh83`cu)7~AZY=7pE_6wm&H17-E(%Tzc_q)sUb<mun)y`5RaXY6(fgCI
zi@&8%{e|(1R60B!h8>83`SROXdNSvkvFBVDSMt7fMdsBe&(hJj#@s@H(h=u@0&Jrj
zQ6_M*=%ag)C5fe3+`?nsk8P_TFWujkZnlxHZN0V5I1gbaF?`8IGCEjE@AVio(*z6^
z?&@A;NU%MN(+s;M-Ad#Z$U#ZwJgBkLyt7k;y{2U7LUo!mLam=JNX>8jwd5o7y!i41
zg{!iSF+1)2oWHvs-K0o;`gXabNS{d6FGYT?NS!_N9dbidcD&a6;cJHO@j%CZpAwZG
zf(wu?IBmDRF>m}pS937)RV>+rMwAR-rXUfu*6==W)^)i5mG4&&W;37j`>4+)AJlGP
z3N>oUEby+A67h!3_M)_uNGy1liZntaV!xFD<qGTbZ8_c{=XtO^i-Z^L>khm#_k5K*
zqEv8T1d|u9($Ad6|Mie$90pI$6s2vCP&Vl<BB&F^g}Km&2hxPmsw^sAcSvI(W*|lz
z&uA&ulZc+M;rHt^aM%;7Rs0;s{E?_jPAVhx9=?!O?S+0FiMPkswdENme7Z4yx*dHf
zk@YrtYAm8mIx=lk#2a9LEUP@jBpEM(e;6XHpNR)HQgjrjO7b#kSZYOdnd|M6<@D?g
zZ1}t3%v@K+0Mf#E3M6Jy%G(tq`Oxe`OH%!sj@pOA1g%V;ppVSn0U7oN5g`4mbF|-h
zA!S$d{}at-{f}riGZR#`p{o5KR&BQbjA}DORU4|>|6$c;|L>|TZetA+HF7YpH?sxV
z*fTy|{xMA#vNzMSd@pQcX~+nfQkXc9va<XUDJ*Q`qDjxj$xTYn$;n2_%*Mt<%FM*X
zq0P_#=ZuHrA4_0VcGL&C+8Qyc*gG1jJe~Yeh&U6Yu%3g_Q=yE1Q=phNWIbSJZNdmJ
zvlg;;F#GGZxS72JNW@gn{;4*ydVe`*W?_Ly8iGt6G+8*gNS_W?c6L&Bc8)&|E-r3T
z4h~LIW^QIuR#w*kIw1Ghx!C?o7IN>;bbqG#e+vI956R;xpFa*rdCW}A?0*#YR3Ik{
z%OA(nIR|8M#R;j{)4iv}>`Y95$UPOr1*yOvvXJ|Kr2C89U(-R-Je_m1vHdmgr~Lk`
z#8b$|0eK)uUQZAB*UCf6`1AaaGXL^ISf1(tIiBk96h4*zr`(_6ANf4RKh^aq9pwC}
zj!)rV4(&hm;eY53Ddf?aNR|GF9{imn+<&TR|FV+(og0HcROtUk$(a96$r%5tPydVh
z#mNEHum8M$L3A0?KslKH2%j3*(;t`rzx#R8=Kt10{%jGDQl7N@DUOqsla!V7FD(aB
z>Yw-6*;z>0n3(=i>z~y8Z?yjJ{zZ$To{15oqMrSe1>|WdsKh8|WN4=M)Qdhn3p+PE
z0}CglXf8Hp21rlEr43p5S%V<b4x}tk0!oZZMh-TP_69}{yu5$3xTgTp=RWnaN{r&n
zq|8rE0a5|RPYU|xMg|~AycFc6{Sht2O#1ZRAhA!MzjV-l<O^AwK4oNP2{MB8`v16S
zWaeh){F_x{x<;@48*a?TGdf$4#3$_P*-e(Og9dUk)>Wc4=m*>_?<6M+aPd_s*qcq{
z&l1yh%fH89N_|G6Ys2(UWQ-2hiuyJDQ8M_RY9|RxNGc9yjZ0piWl#Z3Q~O?`Inpa)
z)fy}MBiH6f3~L+1gD$5;^)P?ZkFTqm(L3N;R{(BoOZ#<?Q(vMJUl9d;e2+-fT?YTK
zhPYvYm?bUhEX_rdt{~Xcaqf|yNv#(nyZM%3I_V7ISLnC$Wo%p%65<qIfU#I<sH>U1
zYQE7)|9W$FQLnsEdAz~S%h53~MUqJ)?V!Nr>Zecx`!_C${^$NmeI5uDM|L_YrT0A;
z+x+Pa@yXGes#7xe!iTDSgJZwvdk1%tf~glVIi&UmN_?YuvTBU?zs1EJWc|YbJ+>}T
zIX9%#Wplz7vdkev^92Qq#IN0G=8~y)%E1c6e8I+#`HVlI?O=297lNBR%8@SjyOpWj
zzOlQUN!7+y8`xw%y2!bO-_!{87>AP;qwRVk<pue5rYO`Ju|Yq0^hpy!0x}DuzQ|z0
zFo@WZadeBe)K|dmsu*>bAy<oxQ6L&T@`QW_xN4|I3DTb4i+I+J^?5vY77CZiV3JS?
z3GP-<gEk!0&91xP0aFsS&!nE=alJLPef|QC;h2hqw=B1nnOLwz0W~N1jIBR{iO2Ub
z618_lE=uu)L$a>QQ>bmbOGMB2w23COvJkMYG(|i3{k{&37|kHA&*U;tz{21tCDC~)
z3;$vzEb!gf7U|NvhCHzsH~P-2$tcf>$F6c)**RY{4}OL>Ga7qq(>Ei$#gTS+F-*zs
zwkZ)I>OtelB^D;zSn%0;<v`27krp?Z)|fwxaHFIi**-f&EE_kYt5Y{iwkQ{!;tl!1
z-oibe04>bvO4f5}2~|FNlMD&r78^3DApzGi*x(N9vy0b(atR}Ys_W?SMs6D-_~^mw
z4l^nkQB4P=fu~7Yd8(+%N+M^ss2U>9R0x>l4=D}j+2VqSvIhw?q6Yx0%F=rmjD5Z>
zWNM^)8pCk6jqcFT{Ji=-=&`4rXOjqNi6O~TA{5Ia_CKjp+pc&KHrst~%S!9yK%=jR
zQ-hD28?k58;>OL+;><H;akF0VGk-7m^{Z*M$M9mkHv(p!_N>5y?`?cvC48-HV5Ob5
zibCB+lS&l{XV=+sTws2hy~#_<V1r;e{s~nv<HcfxfzCkobG`6DZ2R(G;}S2x#xKyN
zzdiceYH}jvD&+LqN+NtGRrI;Tmbe23sKQZ`#YLHFR;X!zGcT%-e9hf)rJO7*pg7d4
zg8##pI593fKK2H*8-p%Xyz-4vO;i<!YnTJyi&Bv4l=XRgW5D-ix2E?#)zmBdft4E9
zJzqtl&_2Wp@2SHo;GDL1N0H;}m(UnTQUA)m?DxJV)Q)Vj5L_oFM*Jy8zS+Kyut@qm
zpr&Q<xl)lALXU3ve*N*@YGENdca!(?FQmI!+s_r{<Ze_*ED57d45x#24W!+et8DT_
zUTA@Wmkz^i<!h?FDfbRrf<#~>>`>-N5L`!G-SkO5j^_e$F|?da(Jn1?Sb|P*I2Jx%
za8H)qeq{&;61l9etdYTbeoES=FZIf)x`{Tk*GZ_QntPVWZy9%GsWC(Fn_)~SBo<q%
z3v1E}Z<$3C(CZp&3~#@Y#r$IFd*$}aE(rzyM$-4M&iyIumn=U^SXpL|3f8Qrp&XZ?
zzcEut5?0ejkM>}Bfqvt%?Gphid;Y@|*;D)1EH>@gO57<|5n5PObNd%tvThWDh>I3V
zI+-=`3TDtW^9lwD+1g&~ee!4@qCbO(@DODhtbw?ZsgL(2E}R%!NKa0MyPoSJ9N|Lo
zr}Lmkt{`2-fq*Q_Jy8zq`4*RKybmKL=?n=&&jWH}STMj5>yzxpYaI!K#YN!;_R4BQ
zLjfY4VdP{r*bi_vYWDf4TD(7b<zMyQV&la;cO<RBZdR^7REM2EHYE(;AdTMSto!uq
z|0><8<D%NywSd&nAd=Dz!oV;?N~d&pNjcIjFoYtF#LxnYARQ7zcSs}MphGGpjROc?
zJm=nfj-2n_KfZ7OwSUiEd#&~Ewbr|y^}O%?mLR_`@shEM5^*9;TJBGd^>X9<Rg;Qm
z8bYGe^{dv(Wtnek<!yQow$=MAEc2Jvt%Q_&*)L|&JelMxLP$Nm)bE!0A}`0Jod+l`
z3Go<l6^(Hi<En|#W!A-eWUfa`W~o<LwKkm;<HG!>*MZe&VvjT}a%<wf$RH7(Z4(&>
zdZ8qRrZ2)*f3${{k{o|3c#cR=2(>*RQ4qrxrJ9fyB-%plG&mQeD`w{#FzGxTperUd
zrzz*En<3F$%u_uPPq1GI#|~h&Ztk6rd~wux;577sszGz4h@QeWgfFVNpD-x%B^AkG
zOs1Yw+`4r7D4h>fpWVo~J!CeV1a0ZP;RV_hvdL>Hoo8ax+NyxgBDyyRb|A_|x*|{A
z<F6FZN1TS8wDz&w@&WrUzlFwYz3In?C40-n)7!55rrW1P>q)3jS}(2uyoPP)Tks)A
z?)ZYxPh=h1&A3SC{+_+<-ThGSPK~CJ%rcXD60%e6njk!MzsonKwr5rRnr7wmT7zB1
z#a`wK8G;(S7(E|%tUk2YwGDsS)a_Cpr*>aaJk(4KN*(M}kV!7zqoUkAU~Yguxz(JM
zZ{A5n4b+#aQDxj+GOdj08~L(3_Y({IhdIGN6*_?%0iFMZi~Px5{v9rIeQ5ZTi+~vZ
z;4Hs$k-y~e|C@^l0D++2xQL3!f&yvlk-?B{9h?jEHMY5`EfJh!;FJr%Jg)Af$1Cfu
z^oYQcQk=)(=h&xHc4s1#R2Pddb23paBkc0z*q{2`fmr*|6>4%-PLq@XgD*Cm-^gZ9
z!c|~A<TG{<!Ah4(cbrU|qV#Nl){gmNi(V<VOgu-7w<J+FUB|NGlZyGa6HiIYHD9R~
zU{rui3+1P0ZK(J|1@uDFv1(FhEFloF0Cy~GuO|ukW=J1{H?7zA_Lh7CyKrduAbq}9
zO8-hItk0ma&nEfnkKVa9Y@h0*=Y=FTD2&!sY?4ZBYKIoCpw{3RBB?j`p0y3IuqVp6
z=xMdgR#<+Hz*gMZu`Tgqbi}rDqX0FqCB8FuoP_^4lT9CZn7miaqPPA=(wwBhu&|0H
znXSlNk9QvUljBU*e0tM%)hdhlkol}Iv5LzKr$|^<$u7g@fE9Zwt1tmyowHv6d&PBD
z^kPE8!q%AkaKuzn?B3lF`V+b_T#tw-Al*0f0W9fyqOYsfp1>B`n0QtW%5>bGQWjzp
zHm;y=xiQam2D(6EwzG|{I0usIHN2Um4EWs{WDIx4NG`G|KB9%YeP3%G^=f6YvGw$}
zT3;@iC=X$rXk09Y;rbe|&Y6lNR3Tr^g(l3bHL@IuDw~mtzAMvEe8ReoV7hSiS&?@w
zTwHv{PZ?Fmei!RIn?CRzyH+5~?&To^H615qD3D%6zCpxjHh)dkK!7!_=0JR`B#XF!
zjEQk5RPb?EbKZg?(d{>4{G@UhJT$0+ln3I~Cetoiy_ANhaV!>F_5}b^oaIm^O6nc@
z+V2=+zCT-b11O31FJ?mFkUrPhXNv`glFF@Y6e^exD8<kncOqLjdqRiqxXHMY(JUG#
zo)UjV(L_+|stBe;518{ee0{xXNyKid;>}m5FE?r1_)MnGGbc(^m(0j;JJ(XHcX0aD
zqg}o^<f2ST*WCBi@mr@t6<kuy%Z#VA{8V-e^Ij9Iin=?z`yPO@DnXBz;tB&u_~7n&
zX_viEFj44<8Vt?WoU(h#l8(H}+=YwVL8?JW&<AJd0^N?K29ZjFWq`#i+DwKi6h^xU
zwGTskp*1G5=c!|mTt#7{b6|)=aH7d${TYj2o=95!p%aeIsk!o_0XpoG9d*$7iMZaH
zND<`S$F?-KPcGyv9hx0keGy8Bq|~+#Q$|a7%(yxM8WNx9iPi2qkW5CGDnPkNs{n1D
zW|oBr1SM$M_}-9ce3J_?xri$Mh$TKZWGiz^i(;xL4Eh95pZ~pq=G^v5r=?#o)?4hl
zI?B~$KkJ%z^wngvPZ<zc0;*;)3KBh+Dn>eN`wd@&)-f~K>I^^+VIF1+*lTag1;Oa&
zQG;J!9H6lVZKuD6c{G6DzunwK4T(ND+vu!gx1!B27}0zIzYIX_t?6$c!yCUM>`1C9
zjtd`vcsp%**rV0p>sue5Jf`!pt;fG)3;XC+p8cbVgbD33Asputxx)Cl=2%WY+41i6
z;)&Kx-G8sAZ8)fvdpE~TTLtyG#H&~q_w{Y^C&};zb#4DJ$Sa0^^;fQAdkL|kjq~k!
zk8-nRnxM~F#Gsw1@2`e*T2Saa?*YmzJ&`F@d(cGM*fiGBw{KfYT=dY$;iWd;dg9g^
z_VGNJcMn}`jo2*6&j3HvGY!MY>;=Us0*j2$%Wdagw9xRAuF28XesIWyVa%x4xxX#d
z!_#3R=`Hyw|B*qoXp6{CV$VX<3Ud1@Nd>ea#l@pX#?YI87!XSFEJ%AfZlsjl9EEQ1
zR3T6=`sGj}<`8D#Y!j^+qGA6bBR0)`dD17_Xk>xfE@~*yW*Yh=)07<(VIHBFrrM{P
z%qzwtZDK)%Gg~(Q_3D7m%Najll03nJl@h0U$;a5Qr(<%e0~SHclN~C_LY(AmmeE@V
z@*d3lQNNo$v$+WE4G9INHm{R#!4+G>n@AGQ;ES>Jiv~W1lX-503E_xvaj>_C7(aa3
z`%%!-u*uA0@^@F;#mp3L?_KDRK@Ed?m9;5lVN}ZQV!UyFMTsypbN%(synEmsCBx5v
zgrf<3QHg4MVp*y+SuC&x*{3c?bfdK@-gU%qaR2V(<~J36iN-}T>lBdts7xiCn!N{7
zKdopk46WULghJ`+Js*9LasF1OqA5!=afF!Ijudl>0Tl+x20!kC{2*X%aIoXr-k+^t
z+(|TLt7=5FDr8D8t}jl{rS#P-kdUP5uto4H`ME91cL&lOSs&f+I&mPu`qZZ@vtuNr
z9j1Yxcw0Ht4~~h+GdhmDCpl+{=IoVra0&-$+g3s9ZgZ$457ZXN+eISfV!D4E5~W37
z&9t>iuMO?7?J$P9c$t%ndU2^5MwoPJyGeKuma=(dr6pu9WQbuuL8u6ih__U*C=Myb
zDu2g(Czhl^ZJs{W(-?1*AH}WxIE%!iW6;w`dOodI!vB1S^e+Fl=!U+m@LFE;al@_6
zaHKkK<h+2OR_La3{8GLe6-EQGLVfIs3zRV9<wy3z+6P(cFP4ld3c~qGA$~ZTOtY68
zfUgG@?x}Vejlt<&Gpqf_m~atpD}fiUaE&hCO|!M&p}x43=%E|rYxrtQr#CZAM8PIA
znpuRr($hYNGLRX;8kmTNqt50WF_$F)Kn1CWXHEC;HF%h=E;5$peiC)1=CJ+?=5iyp
z_@6MBKLn6}OGOc6_(R*_QwB5qx5n~!73HrO(f`d{_yvR^e`hX+CN8-OcLKi{WTrkW
zOY*V{yU>|p`6xQ&yoL2Xr+5pa!#V?taxZxGL}ROMr-PF6uC-mRoI4B&`w}>4(8Z{E
zWoXmc&VoEY?LLAL<s6@PJQuV20fm8^&si%>?K@2uHd`MX@aens*I2zmiaMVxLNsXc
z>D{co{I)l9rLA1zBUk<I#z%(lA+e8e#h9|WctxUJtrvNSZ5U~MXTIMq#EeevP!+Wr
zl0Px^c_i?>dwryXS54M8INXudhWc)0U!c(s2UUtM&y;X=2kMMi=@|>bZ}&xFKxuBb
z`=)o$pBtcOzc-DB+&Wrl@_$O=*2yY<K%Ocdjbgwm0~XF;GG;SRu@Hn5^Q#u1Ek@<N
z*2R=lWIGud#1G8a9@LeJh}B%F`L-^wVnk9d5;3LKm?DSytX+dWMLjUZS4utoHFd3y
zeUO?;3^E5E>jGv%r;BtnvU{{kXEx)hIhsdu$e3W>A-Jr?xQer3)sx5#gSRlsE45ot
z@vZ{7Ekjo7hrqC{ryH1FA+9B5mFO>`2<xX0ltyX@oce0io{7eOzCUV`kl)0^Oa1cw
zpvKd+59WOa_l|ZUj8AeY!pmNN0PN-Vq2l|!B{Qh!>-$skUJW5ZGm(z{&|0*j#QbAj
zV|1yv*6$YN8x}$%V=a3cTdeL8ZkI%9qpntr*|hzpyKglGY54*+;9q7r5O*|@bfK}Z
zama9-)s=GtK$ZFXg<w@cU8(|sli*9o5$HtUYvQN8G;(HO>d;3`-Wa3HQ_fJX&K=)!
z=7~xyn=2^`ZE2W{SNHrz@a)As4a7nSKqp1Id{UaP-n;ES1aW|T)k<v&0BL2S!~B(2
z9Q*TP=TxDg4{q(kP8*fF&W6sND&M}$P`y88ldt~V*ymn`GEJ@zpCcCzRaHtRE^v&X
zVx1GsyTT76;RWewFOCz!Vb*=2UKhvD3~9q{Z5GinYV0hDAaGhV%(E==chvLkAlKs;
zO?bLmpMM)02H!F)pInh892u!DxK*pCfT3RasOz9)*4>CUaOyAw9mRp9Znb%zK5H*a
zC!+H?#XG>{NkEWn+~SK5Y~er?nF<pB7WonFD0jvv;Im${^XI%DPR=3<Y-`bTJcx}Z
zot7ra!^tyjg{#iARVvU0{kXCRRWoB^p%=Y1p<fbW>X;2I^*#oso;-Rlc~G(U6tT-S
z)jgH^8WpBUrkA8c>H6hI`?dpvBwJ@8_XV-6L&;`ZOOn&$Tuz7L0z^2c|C=4*B(ZTZ
z?pa+8hhZ%npE<0HWT;<&j>CL?QK_1m_+#85p&VitCeF_DhZB`?wRrPHw>Yeo<TY3P
zv^by!RhxBX?dxDb-Lgt&3AeOL>2v-atIl(}a%e7{T_BB|!a!s&H!hF&A?vh2qVH~C
z3sO5pDDvCgg2TWBzU9Ywoa>zSTUt{&+BL6*bICS14AH2LxjiypThPqcTkJwSpZYHw
zSFUTtBrelAc(U`ow!9zVo-JVf{GAmXhLb~F{n*=ZU`)37c(%Q)af2#V7?ryJefwzR
zyj}JzF6HQsxN6$lvY7PC%Ei%#-%pO}GdeIN@{zP)&bK>TpVJEaf`Dq{!|EHDs$->I
zOPB7bI|XjgH8P7{r3BO$`Vu`_H&gBv^g<6zX|%Rz0y+|*CR!cNkxKr)8EzDUJKicT
zuc?EN*7spBj7){_P5vaNgSU>+PsxUS9ie~W>~Dl5{}X5brz-yM98)0-zm$7zKIQ93
z;h)00vM|FRDUsKh2*V$FT-SHk&-njGTff%c|Ao5#SNQY)+ZRB8KhfqHE;z43hy!K}
zhD;z*D^r)~cR1V^*yJH<tByx-3Wfap&a7jMMZ(|cPx!>%+01{cugnRhcT`?W2X%=k
zVn~Wr;+>N<GSj0|z<H?ipeZuu0j*KXnPNerBkGODx2;Iyey~K<QLycHdMBreNZ(S<
zM2zHSFD$PzZ>cuv`Lv19@zDC*VTa;;<M;qZt=pHo5XV1U`6egqrM^e9W<LA$O<O%O
z)K${!M?1|~;PYd+%^ei)r%V{Nke+-uY55i>1-VwtO!)WDS<x3uWB$OdCzwTTY#W%l
zeQM)B?Ngt)qm2Uss>zI&#xf1a%h<!>cPLwyc4{&zPb2BeAr?nP==y{Cf=$Z@6Uv+%
z={zTD@&j;nI-(0HrX#{bJeg-mSmR6oF7o)ZW*ZS-E~uoYPZrCUDgKf;|5XXG1Eo|N
zN#%tEw+$-6C41<C{T`;p{a&Q~T4)g~PX+BlrPHRrKBxK;`9@l*V-<!w%spDjT^vJM
z+KsTP6WlZ|An9rDW_L8;w>EWOi2XyuEFm9_h|pQPt|UyH7H*qV&Sbi>%oCA=erVfI
zEDbx}cTBN*RDHZi2ld`g=x$&bF4Y9i40mnK#V2WI>+|DfgUPE|lklxf+O3KsFZ)hs
zizSM)b5<g9!XnvDOY8YK`H$VrxjR&FADdKU1Kgv8lyK$iq<HgkruGF*xvyM~(izAA
z8kxzuw9i<`L!q*R9Y`%ZHDoEnNsRGy)b<b?BIW#v!rF$d%B|d2NcRq1^E78V&2f&C
zX*jeHH%~cR?aPl)Ko&gqvZcslVwSQj_!aLoPnet<WcYc6x>Cu`cjFIDvs$%tEZcI8
z>Z32UD-H13@mjNGu59W@MLR`YDsBO}`z0R>;O+Rf#&=~fS8%mG3BZ(Qe{A{yXAhX(
z7dOMUx+|1E<>xPV^ql*uQ$^m8&_jDdo6t3*uex?W7!!Ref?a>&nbVrFWc?)`8-AP-
zfm1&a4^r_uLc7sEOgc}0n#d%;X?P2x;u|%jwt}6ta~kJdW_cB)O=&c2(M+9vIJ_|5
zC+-p+LT^{-^%b!2p5#F^sd4`s0do@08A6%qG}!>2<Fc)`DpObCrsmx^an~LKv&_B3
zQ5xV{nDe+ZSjU<Bn+a3J{1?>?))}v*REPl1_)zDfEB*r0FnD}q{cd;RPhmo=wY%NW
z>jki7lVeh?!9@Zf#-N<LGuiCL(pA~fOoRvE82l)`U~c-rVrgm{@=j&c49D^OITZ;6
zvq8i2m0qwSZC-+%7Yv5aenLuz&@Z3PsfSm+CEY)06>M>(snjrPcD!TjcK)$~cbYEd
z{#9~?Uz?3!mG?+FG8HvH1MU%VSNEbI9Xdj?jBsuthWFYhT|SZ%8t#-?|7hgP+07lU
z7iz}VlEgbDE{h}<ZmJCoO}tuNM$=zO?JFzp?YbI*V4PUzXSFW4o?!52X5i4?5mv+q
z$fA*^m+C(v(suy8SVx?E4;Fb?n8{I#88%L}*Bz@yfyIF;ynKI4>t|?m6&E!lxhbOS
z=d9{O(sH8@h^)misxC3~pez2Ys?5&1SDgDR%#_@yEQ*>J6Ik{-OZUG%3Zn1u%GIk!
z%8);mc8kM`$0WN`&ewdqb8rHZ{`1z%(=M@py7;H=wswGD*#rRK|6U9bFc<`8uw(cO
zyY|4pE(Yhnu<NMnO^jdQ+5!Jw4lMG^6aR+sgTMmU^!;~C1oSIf`Wq$yxdv}wAc0@G
z4!@TZ1cI)6djo^;3tYSV-|7Q{gsxL!ZeW67k(+(KHvS)WfFVHeO*_C4A>o_tg0FMr
z|54v{v;P7U`A7eR`5`y$1q*`&Zng^nf&_1l$94C9?SsGB3lX?}`yZH);LUa+g4bz6
zH_HivfPX9J>23vev~>rFiv##{pnkT$<_n*;i_7&-2EVpufP@6V!_&&$^N-mCx&Bx}
L09ICc4Tb*#IxY&0

literal 0
HcmV?d00001

diff --git a/backend/epc_api/json_samples/real_life_examples/RdSAP-Schema-20.0.0/uprn_22086693/elmhurst_worksheet.pdf b/backend/epc_api/json_samples/real_life_examples/RdSAP-Schema-20.0.0/uprn_22086693/elmhurst_worksheet.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..eb7b60b6fa0fa35f93c10c6ea30b601f656a8ae4
GIT binary patch
literal 44131
zcmeFYbC4y^zb)FfZQI?`wr$(CHEr9rZQHhc+P1r=tvB=iojB**dtbbBUfdh;{&~A%
zS5;Q7U7w7s^@&|8b0w*~uqZ7f9WxXo0Rw@Zp(Qsry|RbB3B8bkvw^jp8NIxLnTZnt
z)1OL3US1Ph<3A9nzoq{K{RcuXWanb*Ou)!UFJ)ouq{Z_02Lx>Y>^c6~GyV;rNWl2x
zUx$AI82^P}{1=4jUl68$L74u5==^)szgPcLR8c!yXJHd3BS#B+XFEswzeQOCn?DV=
zb8)mVag;T2qZhR{FmodK!Sqk1prD<*7A+$a69FwNI}-uxpC}wGjQ??a=KuBf^hz#<
z&VM^Y+0n)1pI-SVf+!=spn;Rg--!P?nux8Dow0?j8NHf?t$?kQ#lM$DEgYSkh0F~c
z|29S1;NQ*}S%3UN8ataiX|Xae5d8n&|8M$$;m>3L-`oDDC#Uld+x~-@1pl!4-&y>Z
z)c=Xae{<(gjyanA$(?_aj9$jX*uvm1SO2z(g@c8TiH(JofSs9<j-8!@UFQ$uY@Pq0
zod{U})GN{}nmGL-ypf61pTzyk$iD|hg1=<`ldpe2|CY0V(f^7oYGLhc@+V=e4V+Dc
zP5yA!gkIXj*38+Q;0FUU2QROav!jWD4U~HDw5EpLK?|Bsu3mpCv@~Gqph(eBkI93v
zZDao(2}K<GNQse)@%UT<^XDT^Xu=UoYnFf=q9=o@@!7%N-kL|uC_V;e>Mg#{M5&yR
zEQ*RT_d5Zm1V||nYeG~hzV8?Mh}^*rUsg09&bM8GyKthqdx1EgZLBSXSrX(usU9l}
zM{_eNJpOECi6cDUt60#-&~NhoAh^s>Qs#y8Y}y>i3FZB8ELIIsQCnA)IN(4=JPAAy
zENqeHeZ&Bt@yg=NC5!mP^6D+PGI?BR)ZOp>@8Ib;461^$Sq4Wr)VR+erOVjH56Z?@
zW(1Wv;SoI4=WiK#rksu7%CYQere~}WTq`Vz<9fRZ!?TIE<X>k^&MM7=i9uN<D%n8J
zuaeg%Em^Q|TO{ZrytMayYYIswTt5|-6Ae2$QMcMwhj8Er`J0O}tl&N0_8VxXbH`lL
zJGxpP(GF@N8gfDnD$<}#m(VgtYA3xdyUF0js<n#vay!;#kLm1FQ41j@ajqS8lCGQA
zfp1)iVCW;tm@P983(3V|1g=|dWe0AJrDYPDeoyPDb}q<_+i<#cI)hmj9x9V|4O`vQ
zcxS90y4pUI?w+nCqe0M1E*$RM?~}^61r>0|Fw5GXSuZEq0y5eARkGDcqr;&w6AV`Q
zS;R=18Nh$i#W{r*1<Q;hV_m4%TC>)k!yTpKqDf%Y1IA~NVKs$K@V^i2DNK8M0djd@
z@NJK%QNiR=S|<H|K|lLJ1=q0e2Qwf@EP-aoZ(985`WwA2Bk7ae9M1+uCI0Cl>ZC^d
zSCsa;PGsN#O{fjw!6f#*b>j$Vfz(9tnozG$kc|vbHZ=1U=R9)?k?33_pI;e{{7wJd
zHKO;?c}HU2tO;PGWvy@XB&k=ni7piQVbNG+hc)*N*mjEFP_risNDLZ5lpfFUAW8{T
zQM>}Bau-r;&J4QTNwEyqL8-taKewSg!VdzRTDeOn&EEY0TPCgkpR2Fs-c_<Xy6p#5
zX<k}9Oay&D+{cMuKttxyq%7U{EjsJXBjK3fmp}E4Qe(>ZyUf(2R_JQ=#Q{^`S9l0k
zA91ROY~qWRd;=8_OEj_EXEd5<`3eityh}f<AM(v+-D-72lr!D+lqCr)oF20w&wBVZ
zIq%$QtRZQ{A1cNP{4x@#sO{za2o0X}#2`^aNX7fx8(D^6>s0N0-PDm9zI;Uqh-4Fm
z$*4;J-m&ZIe%v6lk{X(*&3pD$!44(7qPWYKMv5iH#!zEeb9cNAw`YCm@@FZ-s-{)v
zzNSZYvT2ftx}-U+D$Y}^<SZzu$xJwF;Kx9E2iR*d9}QKv{pM)&4Y0VOA2aL30Z7dS
z&=1SsT#{-7?bKSwF~>_mP<5qmUF8WK*J;y03t_VHyv}*cw!LqLxJx;d%4GYI27vP<
zx%x2(-0%vSr6gZ1!gt~gRevVcoMFM!a$=2--B&ejbPN%6?n|U}JJ{Fnwv*3n4=XB&
zS+s`*0?Pg+YP|Zn?(kNS_DgkwEkJFqw<%{Te#in=&&EE$ay}0$uObL>7)GXGsH+=u
z>zDC2pf3<xKMsKq`&*FkBf7saKLLtEV=Es#K4SNz`S@EYTi9)US1C|Qj3!nGU%;t6
zS&6i04qOvMjaLi7ZteR|XO%;P{Tdicr%OUPsSSPipMfi=ZthlPbr8a&h^TQv)<C)_
zv9a&Mx~K+z4$_INxVpg-qb8i*>(Hmb^Xx-e-9mTbKc#~2P}4Th=m+$hH3hz0)vX{-
ziQtjhijgX$^%Ol89b;q}XLC?EjPX>k(x#|LDdgUMeE?nZ0P1y&E_}0kXt}#fD41^S
zsKHHPpI^t)N0NrIVC6uk^6fRUsX%e^es-6CT*U*MRNwss8&~IrM41wwXTMg7nP+S3
zC^pY?6XZWv_we255WXcxn?9(;!C5QM)R3D}@qgR#{DH7qP49kSjUrmatUMCXx>i}q
z@RQgGoMsDGC{x8BdX!zZ5;!fjCI=l`f)S*Po}k$LaUd=@1ciDpn@cv=ks(ivE#gXH
zQpJ2AA0&e1IZbTYA<^{FKpZJ+kV2fxh@o{u1xC##?cFwNlE1V@U7FNdIn!9~m{pFP
zfXR)3#G*yT7LqM1N`W|C{Z-15Ne=xr-%(t>3MD;^ig49kC`=vBbC-cmR6>wr70*s&
zy%g=C%odurh;B?mRoR|JS_(a4(qbxVbSu>A^R~`GzbKN~$%KI7(7kVxjo+J7h~W)x
zWD!zET8s9{f)GFk?plr_C$CR_ZN=C>N<?$j+#m$O;|n5ZA&FGG#llpjcy<Q*;L8Vm
zUnJz5J%RemL>>Lpn!2}kId)fqiU8dfIC@}}%uY`L7`^j1=!Mi_BO=*G0jw~n9ax$g
zLPsF7zy{cp7b~zzc9)@UZxeFv+B*f4y`m`bvZ^iO+x}(J3)1%Wl)9dNkD>k?`7J+d
zcvwSO_1-qSeK^9GA*ekVvJSw_g-<*lH$u{=vebb9p+nY^NyH==y=qD08reK!ii4CR
zteaidCtBDHr8;KpwUdZ4_2zcBHZe?$2s0wp+lD$RgiJ<|DEFCAIc$zCJl>d;1&B%3
zv!8hy+{$1)Dym0=feKMNMTN%Fpdp5<<Egw~V_l!_NQfiyvtRX<bufNHg@oSlXu20W
zG6c1`wK_aBhma0hTns<6kCP+k<r&Oj$%-;rLue;=ua1x{Tz~oq%|2wqEvO|U2?}(8
zs+WRt93fKGRjins|E6k4hWZ8Wu{&2(OLy)Q8#)w4`GRQeS_43+mH}0Bx3|A_xFJ-G
zYOM=FW3BtC{00*Ag)1s77#TNHK$T88i-$`(E()Wu6GlN)S=5REUq@KriQp(}BSKy%
zE~o^e67n5O#q>Dh3ln}BEL+5{{&ymFP^0b|XVyCUPR5;caG(~e>-7vg_7MJHzrK`6
z7oK^w-`wl-EzyWDSwF&n(J%)Btj3YBpj%+Qj}L-u%CXigA_~yPkjcspnRM-R?tuCk
z7)qMd!Ojgfh{J9VzztAXq<dkzI78zMBr3&WqNBpulFk`PW2<Xcup7Xj;^k~OY;qxn
zQcwhEjIrM{ouruP&tZS>nhOtQoC}lww3WY{Sa;(Wyv88MyLVOaa-!a7b7Oye<ca|g
zPGJuBSP(Ug6iGCqsVjIIg-~G(&MPKel7ZTc9*pz1j}xnODfu#msKcD9su_=-#x1()
z3G*M;RPI1x0SU0G-S+n+DhRV2p4#a!wi$r>79>*^ZUEoB9o`^jMng<k6t;wSkA>zM
zySHzF79lq9e1i*NVVCdfOb1e%feqHS*0};<^R>qq8LtDG?WxOV99dT8m4nEV(1#bs
z&kh8&<alUak9Y;bE!EG606+xj2)u1${B=>+!nxK|SWE5aQg|YeR^~`tf0Vz|R?vbu
zj?Hb*zqB{M@&MJn(NO6fv<&ZFP=A;2#;1?2r75RN=$-i_OYuwkHfX*^-I;6D__A6w
z7B*Nfd&}Jn$OnW@Y+HnW!y1mp5Y942rT;5ob0;^}c2GQm_%eC-6YggR#Kxo!Ln@fD
zGaP*mWVJk;_@$JO%`3gNB(6~{h@Qy`Z{<^uH%Q3?=6iU@5PMdAhS5(DJ6OOjsg+~>
z=m=u?5M@MH;U>~XE_;SEAJF@st$dPoul+(XIvNEL_$`cjlVaG%Q|=^nNBvePcu8>%
zO1venfK&EN#RDPW^PW1H0!7^Q>BJ|siw!RV;s$km`N7&95>V$H&b$;AK1q^<b=CY`
zmDeIOEUai<Yy}vs1Ys)Zgl30dp1&`yUf0&rU~0t<FX1l_f%$&uuuSvp27bX@?;Ys;
zL<*QL1)7TcNrMez3-Zz!nmYiYkE8{+zOXt!JiZ!Pc$a!X?Z`u7re;<++Z&I#+4hD5
zVrpoO=dLGH8Dj9<_g+95UMIKfJ&!{E3w+mNKS|rj4PQM~_ngcrlGda~*dZ&(<16ie
z@%vq~MAiLr2mSUd)`%MRyaVl|hf)7|ypzZZ&3}{uk`<zAGX3-G<KbZMK+qcR(eBIs
zly@_Qy6^!#0ar5x>W@PBw|D-3(+Yn@`TrS>!v6nCqx?nxR~m(xiGle)X_RGcEw>F;
zB%hnw-NHo@hU-+GQuu9|g(jJetmqBysyBYArs))-Zj$7oZyz%-5|K4Y7_+M(ky#7T
zB#3=rh95gHAzvqVY}{P7d%iDvKV4r0jYHBeUw&f`|DcCy+^)EEcZpMY@3CQhq~fa1
zD4D*lqMYnH;?}|mOB^Qdx+nA@Oy76bfm`h@oYehs^6~q<lz;*O5BK|Z`r*Lt>(xS<
zo8fE#W-+qi>a8<`d9<l3U_33%f@2f~1zJF+mt1<%SUSOj9CFcN@nqSL%r26f%f|sE
z*3b4~xNy{A1aCBSm#^|guHJnJ12{j%D1)UmEs<fj(>xM58)6)EvWW%cZ0)_EV&aYF
z=c;n1ivu}vJ1YZfso3zDf`g}W79NXi?7&(6Bht(u9!i@o877k1rhCBe-_T7>0v^Lv
zh*;pH8c#nJo=uXUO_a=Rw$UxT*++|3-V6YpvOJD{tIqb?YE@nqm^VI{E|x^^SeBsr
zG92VKH{D^+wkb1z>9JlQ_ibmHPKzj*O+Gm4pr>x3V^&S|fWEU+RD;4s!3`gmYg&Oc
z4qOj9Xxc>30|Q}!<2d#K=91x*`^;JllE9myk2ax%0%vsHJREt{PrQ+7smg#aSgdX5
zPmACf!pA7<og|s<-qh^2@xIiQOJcm2lr<!lR7G_Dz9NqCzNnWR0X!s2!**c)<j9By
zin`MgO0%bM!WD~;5W+(1>J2z3vP|&>^rJ65$JdHoRK_7<01k3P7t<JQs-5fs?@dF+
ze`D1HQklAV2mX!tX+QoXNkNv?(#cMDUqiivy2jOaXCl2aYEQC3ZJXXWqq`bgaoTZ7
zb2G-U#f34H|GX>SqL%f;r2TWk=cCM80Q2Du#`IE^d&p4V5GDFM^sT9iA3O}Nh82_}
zTwpLass(y*u#8{_*5}E=St+(K*%v4J@W9*%PYiX~cjgoy-Om0FEbG|ex|Fs3Zg8xp
z6d&LK8cc1JoG#`u2GizX-`Y)Mm5mmwx?!g8&9sv7OC4uvtNG=$CnIPy*cc}O5|t>X
zaJga#HGrWmi~g5)^Y<J(p&_a-f7E1pT6JjHI*~gS0(gFRLX2P6*~WCkPLrD72k;x{
zw=Wc+?JD~2j=-suX6GVn=nDdG;LNaI)k97B#-#Py60XZL<`4gD5ey>KkVk0=WP=X?
zY|BMJ18sjHuN`LUf*6EczHumLdI)gNoh6-kHPA9q5Q5!xcTgV<m*JO(Z=>p6g~5n1
zV~POKJ#q?{#Oie~C)aH=6(>i>cF_LmY}f}=3@>%WWT-(u8sVV34)auov5zW#8(+PZ
z%46>)ZEE!tTObIolCCyCmCjsKGCLy0MIu%3IZ9lEu44b4)`Y|cp6Rc^&fgmbRr($R
zjo)e1Z*_R(;|P_cjs1vmtGgqeuppS;^N-JdyRKKMWUzh>(qPxMuOiZ!Ud{c`U=Db+
z!VS<#{vNd-bhGCZs4w@|U1j{qH!^^>K!NNDI(f>{TvF`YLk__38c%K+OWCc%{)h2D
z!(e^`qXuyS<1xU!#ad5d1{SfzkL${_kJ!A7ZBMBA+V<TkIIFKrS~gORB)@$l4pM;T
zM`(rZBFrGdnhG^x_@st~{IDwC8TIp>B2RoQV8<NJeSjR87wPQw<k)H{Z#883bai5l
zu#1RP_;BG^OVZ15D}1R^Hw{mxnPf@hN4Ebkcl>dClqi`d?oco$rqEc2`lza0SeCX!
z-En32nzO<DLu(#ZjJP~!6J)gONeky;nkdaVB(`8Lk)pH`S>7L;C!(%(bmux^W8)=f
zBd<}Tm(DU&8rDGuLE1`yKStFT4vv9G&xV^OdBI>OBq^=nq>!RdU|1laQZeu}i?OgQ
z3P-pwsfX@7Z-^jaUAuD{`j>hj1_469hd69}^uv^-7<*1`4jR8L;m~X<Jg7JoI)m&0
z@4=oxHa><G0CKT6>ZC3j$Ng3fHqqw8os(<4(G*|{TeTW;A6{E%Fmp}=Pi+K?X?w!P
zGwputl^TQ{fnZJpV=u}lA|5Z?Rcq<Zz2%QW5wTr$A8fvlrkjo2g^?QCA9oDTCpZI-
zl*)2eR_SkdS9_XY%-{D{drt>?e7dh_bVV`vWsSMyp*ad54gPDFtST|Kx+DSVZ1My1
z7)DB3)KSwz#HVs>^7@$-eNfz~nH!6(Leh^MMmqrjD4wjckce5iyhL`WOq)>y#RYLO
zl;p!OBeLzlHg&V+Mx=ee{9vbN7K?+56&-J~xfr|}ekSeuR;M4he*wavkOgg@s4RP<
zgafl8w+JCa2{v7cQMX(M_H4gm9Hy{(A&H5P5c*wX^rDMx@W<WHgSK-X<bI(6X)(T^
z5(Mo(iQ-TtPhnpZa-tb(WhtP0(@X=v42PA49k&9bb?V~a@Bm&oDOD(#&jz$P%-9Jh
zNFKtD-YOy|pub9J(Y5;ALShcxG_Yl|I7=LVuB0!RI~eAJhTz0H*gICV)umVvZ%(@_
zItg-Ol<*(eJ>gkwd8oq;A6fVI%xrw!gB5qyQ;rAhY}Go6JV;wQHEx$LF$nyuYg9yx
zI(R7189dfLaVi1s#{K@lQa#eUxJ0;!)DH*PV4-(Um9b4Up-NV>G)qTt1&6#`N6qo4
zf%CZl7_VTbwYsg3_mjt>en$hcQeNC21kLs>tk^bL!Kdj_Tp>tM2Cua7v!_Q$Se1dK
zxuVLUU$UQieHtRIkstyAb*M^e#A>D{JLCng7IiWtHwYl)x66J`3sfuD7Ql`)lM&`V
zVNudznC#Mo1F_v&`t)!K|9l@VWZ_O8gbOQ24MgYNEQo+{&h{@>@LjczSjljpH~%;Y
zl9mw<V-DtDp%C^X$i_yZZR8|aM%E65ZpaayBen|X08K-#tcj?r*_48E=wFa3f4sH{
z;36w3tQ=$MZXLubCRB*gD20R^4)xAl-J(=aHc`sTA$uZBYqFiSqyk)_0Et>gjaocF
zgoy~TIC2OumPg3Tq=2f^29fIkxE9bxHt6JxStR3`>WzDvuwf7oNPB@GD4PMxidZ_V
zOu^zn?PvE?YjST8)FycHw-p?-I%#{}BC%h{6BG|5;GTnSZr#4N%U2U*sxiu5pH!=L
z12iXVe+Z-)X@U>)4C6+ThuITD44Wqi&^i1mY_v(>Nqn`uVIO!#8GR;R=}e`wQa4x)
zg&Z?1fXB9k&gH(d1CXmk2MJ`&0R|F5z&&Y%3;5<|qqk9~{^qTQ+B>|gwUq(^5TIy*
zrz%i;-}fy-!@NlIQwr4K)Godb-DN&U$JFL-M`jJqe`$ZWw)G@5Rb-pYmgmTSHcTDp
z$zGo;Y@oeF0M}*96gH?pgN_Z|qdSXc8r@FZfV2Z58%vb}dWMyK;I83}kYeC*!}*k|
zOup~~Ah+}3*n8eJoX7DPi0vm$3uBwg7z5^X6kCyrsDV!?Ob(*D0Dl3T_~=>dIwP$N
z3avJ*XPaf;Ny2IW^zbFyTpdGESH9j^p$Ch)u@$O}v}KM^KSHt^es+3d7oS`fB8H{C
zt6p_FNDOuWuJ92^v^FPLPEJ(|NQ?<kI+O+fdpMd2l3YU+mhkk!n*UHCT_N~<2K&!n
zfvT35s~T*)7#4gp;^+M#3jvtelj%>>;#J{W&LaCw6oUjXn{2chgX>`H;7~6mi_E4Z
zuH4sfCU<2Kx0KO#l5_jiRrOJ2C;OM+jT@%fHu#LZ7^S4mN%DKzSVku_R>`Rd8d<Ys
z<$k=C4R(>&_Q`tNy{jld2EbgP6y@pY!HjiJKO>30;f$pq^CmTao$l3E^K0UB1Nh=g
zdbpaQD8n{|?jxm9)D#tXge<QXwF&~<1-uHy8)0P?002&n+nY&%bP!3PGmgb)jpF&O
z3E2x1l?COW3W~=x2O7H9vBsn@H4{nn7ZQXKVayhy>jJIzFXAvf*FA!+qxjp!b4bK7
z^bUnvLouZK1>(V$Ov3Y<=*!0UqbBI`7wOALv{{ye&(SfAEzu9{EjXO_3osi=%nQ$9
zTqE2_M^~EE{rMwe!QtQV3s`w1tG!l9HIy}m$Y=`p016to;~_{*F^)(0q{@dFYDAh`
zm1Rvz4SPjB{S^ZVfheVNDq-RM^Ow@*^;)evijfPm!!Af0OQDm3?Je%9hee{{lN9@U
zhaaq<ize4E6by-=Jxc`cH<G9$qcZ<xo<H1RxI7*VERMLy%8(4Ko^XZ$A$An6dJ<8R
zbZTM;_`bgn-8o&{pXWn*2jN6C43^R!^~kl*QLif)Q+iSt?&0Zvr`q4|Bblwa%Zuez
zrOP&*oUEu)OF}Gv@2cvwR;ijGH5u+GnJ68XyVUm6j11)zD{mJn_s`b6GCDJApV^qS
z`Fa4{6_<GvFZw}-_x@F>k(<;=L)Tz*Ad%}Y@!&5rQwwwvV|#I2nd`K%-&cZXB~S(j
zLY9&%d{s<yjUZJM=Fqbf&T7`K^U*MtdcruK`NUlpuUN@*B!;vPZA39o*$)F`P#T3R
zFI|^t4o2GMj`&&uF?I?X4u>YVs0@G#s)Ta}(6fd;_9eIkGZe1~gmmUdl0!e=B?=s^
zwJ_;thQ!K}H;CwIV#Kkwk^1fPP`5N+vGgJZl)1o!5VzWER*6*h_`6|C2p|EAb#Gm;
zOoV?s&V}|OQs&#<uLz72Nog)#r}yOx@S4U;j2IFEX+FR1YE>rI%3+=L;_}lVqZna(
zud@bzNxn!FVgTA}@o`(vFR}$&&vr0tNA}I`aGCvhtg;x>{joZZJ^H2tZrO1XFP7eD
z#L{7|_{o50gVr*A9r)Ke=dwAJ6t@q3j8@eOf`!d(*5@J8rON6_AIe3+nzK5RlT8d?
zL)B|rO>Q_CkV077uyc}|s4)xG#pWa5`0d$Qk1hdAKgP)$GY33kG|7S?VN|#R-B&Ye
zn|L^})X5Kpp@Macdwt8rkuoTy%olVb`Jo3MT;v=CXK>D?K|JfQGaj#?2qF-EQ449F
zwWVEk^Kg3q2=HXgQD(pS6fhI@Cm|kX#o^|`)RTxycE0k6Df#IdiEY>jCZc<T{9uS*
z<?4KQPV*<^GN2iZhPd|onE?n(PZo@&2yi=!n+JMdcpB_eW}tf}G^BN|tw{g{iGHKM
z^kkxhB!z%x#vla5b(76bP)wq%xFT66u#RzeNND+tYjcbd@`oA{)c|)ey@QLB<r=!q
zGpt))6GZ_?0Kw|*sKuLkfDqhkBt$`4VxlM|X^@ZTbf<y76pGXnBV8=|;SB+x1$$9<
zKeVM^^-&$0e8ml#4h9$7T<^FA4hR9rh;1y*aY1^NF(wh{=qi|MQ$^e=!%-qk70YIG
zC3offGM|#2^}8kFl#Kzk)I1utpr94~bO{Z+RFq<rG(S3}odH1WiIid_6-iNfM)7wY
zB8v(T!olHFvcO8jvx>#U?MbO>08%2<MNV#6n>#=^6Q3oAcY9thTCf$<*kg|$PUa=N
z^6m8Uk^PjZR!)6z5sw*PyM?90M%Ykv?N-oV+>lE6@R_J5d!ya4EuY6{(7@^1BRF=s
zyg&|AykJZ8&1k5%kI<)Y9ryS1=w=)}!NVsgiM2AhmAt0D0ScJmCjZxAlE0>f|1-lR
zjDP2P|NC>f|G@vNfs!Ar94!CCK#7zS_9$Y{h1%t?igPk^M$U5)75G}bVJVFW<@^)j
z6d(v12@XQuUEH*9ZtYKe01$aR3L?<j3gzj&>q}=jzMku|BeoMcXP2Hn-w!*7#}8B$
z-Pd!kkD+s_cr`*$t?byDitG!GmI=iLy_hccNawr9)stRs509_I%-F{KMkYpRY(99^
z$AXR;@XGPaiViGkQz>Z|-nOijWcr-hGL&h+`af?w8i~P85lv3qS;#}D?oE;!XGzA)
zdm&ZGiHuY>JdhU2<15gZNlr5p-J0>F?S!Doz#{2v6i@<_8(B=oM3KWN4TyJb(7M0a
zb8EpCEtvxCO$mhQf)mY)y*UY>?F#Qje-d^_aMl5E8_+8rE2JhgXozOVQpGVGNz3<#
z)8H7`Hb{sE&Tnq|jaDUMdVzrxp@DbbZZn-ltGF*U(pZ<%)M54~8nNc^45+kFlm+{P
z-4+B?Y)_X44l`;YH%qeSV953N3pUZ5?|frSeJP>p(xW}*edi+%yLWtfe~(ml$E(%4
znqk3R963Ix^rlKJlNU$3yhDA9twyiC<=?UAo1AUg@MJ}i4_Y#-Z}BbZ9`xI@=v~f!
zJMFzemZ0$(e7@6r^%y`xTWWM{;$vO^;N@h{TYJk^6CL!=N>be@LO?ZEuse=ic8UK8
zQ+Cw6fw4f{-E_5Gqzc*UbQiyYAKoGaf0p(C1>2#>W)7>}z{j|URqH6(P)3X2Hb_h-
zoLEL`pAgD`V9bwYh7kN?R6ep#P}bN=2MjYR%FwaP|0dXkxDG6bFrI0IEgqFxLL-2!
zAPG{_84nw;;lMpJ!U#q%7rbbFXd?$6L_XPOR}K7t-Sdt~=<tPHpHQ>9D+Sf5EJAk$
zjd<UZjGC=3PVfN(4Zk3cpLbiT>9L<!9+@vBRE5aOB<Tnk27osrIS4?z0J^l8gtJe&
zfQG8#+=VC2W_PNhr@b0IaM@EKa31c1_M+dBm)b<r$|R7Nwgi}8?nxERrDyoSyjvfP
zOO%l}JvJpythuA6^6Zc&7LGkH2K^y(h4iF!`IY5oq#b<^oul5fZb*{pGe|a7@Dd>)
zO$R~NM_Yz8xfG2z?}g!(`!*(zk`@eiwJEZvXP_GGMTe2G{D&e?#mt^O1qk!mn3@az
zf-d}9+xxz2J!ba>zSb=3VN<W$R$zkLqm9^?Q``9%+ru;NYimZK$=X|?((SMK)n2SB
zw-q_SuYr*im=tZP5dz-4g0Mru(Uc(I1nxi#t;{yLjw&4~qM3Gh{KyH*t@w2iwGsY4
zt|)Xcu*HoF+^oTv^1EiilBIYQ9kCEoZ)wrREvqSkg{NmM8E`yeyLXTHNK__%DkUVa
z75NRDWtz;sz~iA4KPb!O#u?o7g%IloNwPv2+_e{1!seT?!;GT%af<e|&0RrXJ86f9
zh`HW0q)a=CW)irvbx7>mUcPU6WMTj(DN`%OQXgF;6IDv&Zfjs7lK7I8sg?1v`3Z}2
zaVt%c$+2J3rOiMVT*Xt_+d|y_uVKSp1k+OrFYLWFQ*ij<g_f6UI9xv&C~d9D-3nKp
z!GM26f{RadXOo&e;|CVKVLPMnDpKOJQVcc+%hIDiI;u>ME<bv8S51~MXcQYS@?@kF
zJr-R^2=D6RCZ35G$le)FWJkQtZ2GxJ--s$jeZutre#>YP-z5|$N|g+V1Y|6d{n6T*
zw9D(=X#mG*hdnxmwzg!LC$RGTCOPkV%@jH^;BFP>Nh@2jD4^fHNzLc-05li;WD^bp
zK2|05s^5#%aC<i>3m_JBDE`W@`Vxx1tXFx3&O2J+kHWZq4WZv)uc#Rfopk_`2=@kc
z=vtH9J=#+&>&O8eX5vx8$``;N5L=$y{m}hqZcz)l&!LxN-PIx1Q1;4rDLwO~0(<aP
zTay=B+Yz|!3&9Ikw6`j?GSjoAqNlGI)Dx9)*Gbq*e1O04)Kj^c%Ml7&Aw%s|+K(wo
z4l3h4$Qjy$jGn6eeCtYI{n^h;;kzS;#&SNsVU36=E1Z19(Acl|As3a`Ni-`X;l_1h
zK0_hKBe21f8+3FBoXhO3EZGKp#?TglF_dM)s5Z{CFIn)K+^Ib_e%_V{$02C4_^j=O
zs10rG{-6P`mdykdA5zMy0t)L`9Oyal0H`y~NIaYxNl~BQ=OR$}qz}!G<dUOig%uK*
zfcV2t-+Y&qpmI+636UsJ--#^Tffya5Y!A;m$<(ihBh3BvU2?%?*{1AZO0d=VT71S<
zlj*Tg*jobzk=5Dw7unV^*tz)Dj{L9>iro(xq)aIV1|;>POrw$;{j+7~9&ObyC>H~Z
z6|QQEtI|UL<eYi21V<Hl&c;6f8wl~>S-H3kl97&-?h4QgGLK_wQQ3IoQoz7EwyKP<
z?%OMENumHy^=Sqa>=PB|s(XNTiTDG~v}UwC5prJ1@nVd1txCg#3fJy!U*8_O%szt5
zsF0^a{jlUD40XjJBEThJJE~tnPD@krhHaEMqj8uqZfEh=EsqBzgl;0rW}PHA>?((?
znA4=qVG3h}$tmbv7N5g8BrTucjh3X%{JWv&H6ejr?16bXKVH9A4B)hl>l!0=TPD^0
z(%s#|WX>K>r-KdvGq!i8j9icW#kZ#>7p8;iMe?G&C16e(mkk};Q+Ds#IyG>EpK-dv
zf(^VoOzy*J8%UfgQaETfrBkEs?KALOr~1>hKvNpl;Csi#G|4_11HO6tfNCvI%I@-O
zRQEeE2>}^};Z$C1EMl(n5ERUu6i-(`BY&A2D|qBpq&9jwxU^OiNKp(tHzGP7%ww(3
z;ZtuC#&>A&R+BaEIrHr2XO7!5`aWH`*-dUoA>=v&hsuiK;N8-*c;nS}WDI&~)BfDD
znn6lokv3sg-{jG&v9l{BqWD;nEVgSVe3QPGXY;$-pE_Lt3UZP?6ZRdOfYo>IypC)<
z8f?4KQFR=Zw16GZVE=WBb;yk;7n117+GS*#F?_=w;tGwCeBh?XLm)Kn0=ROjczaou
zrHMBj;o+{zst%Z6l7xB?cYFq1wP}Xi>BUps^LA-%?{|$!NlVOCeu8uD^7_O0Ws{{u
zXYs<(E{i@>f*5gs|0|p*cL27T<3ZpTp#Ks!Pd7Vq<olcrO7B3~5P8r$=VE&>@widm
z=O}sLwUR~u7MU%rMW?K*FpKW$;-DZ^PR2WDhG?9Q2~!Td=nG9$gJ{9cOI*0&@nFLk
zWw*eHZ2-<2sXJz(47aRsQ9cl_{Sn$)uL7$(9RY^zBr{_~SVSwQCTbHGK>^=V$pU~G
zFoQ$PdjY2`Egpq8v+@jhD%hjKx-uQfO_I!$aj>%HSgW|7qjd&998@`c?l7{V($Xe!
z)ZU6A{jg-4O`i=%uiu7h{TU^Jt+TmiWg9$~mRl9XZp*8&l4pOtfcWJLs{Mxey&+nE
z(u!z1OsF>fB}-i@&-Ads&2ug<CzK{|=pLLh1@!?ETZY6WuC~M!(qUBd1ZX)YHi*3C
z`Bu^qxA<7v-eFOrzv0fa%x2UyBtjydRcecEN*1FcH`^v6!V%a3_kheXlnF(3nilV<
zBg)g=nq9a1IWTMsyr)PnW18ZWb$j<Ls}1@G4#4@e=|~X&rS_kE&*BM$spp6TKU+u3
z6!zlQZ$VcSGz6O{$!)zNPe7Lf4yP%PL!ERbtm-nfIuWhiX=#3>OfApZnKG+vFiaj7
z5GjOjT2UVvXkio^Qaaoy$d~ZcGeKF;5<0~acX~(;sn<464MYYG{7uIE%o$8UgLTf1
zZMB4(kJ_&(3cM0uz&#@6*b^^p;Q~TcOS9H?7cuziwf=M1$mW-QWjS2-495C=x>6W=
z35qYjPST`?x<_YEyN+t$TAAmvbG(C?=0@5;DbsZR?<b09B@#VO&)-J+Ln%K5Ay`Xn
zuG{|1$!_X;h3RMTQrMD7<Z~sFTW-s^v#yuyj>@+2_`+;bEz;7Rjff*Yj-?+n+U_?`
zQ{Y%_D2>ogl=LTo)hqoJ2x>tIPuoQ~B#7$DS{YmhnsISa(^>vu8(Su}e5CXEME-Sn
zK73`vgDvAzt4sW|mpyY?t?vHW<?+IkL2EC4fz9)JSh8Hj%nF?A%?s$9MvCeXRF{2W
zwD@@ggtJGJo{qfn&1nMB0VUm$Ud+wY(RtXhi66CxBcMwyX4S25_(NmstK)sk>yE?3
z5)s*Zk)R*uWihdwK813XAZsh}%oEaqNO|^LMP-NlqUWodc7v_6Av?+>=BZu6!H9Qo
z+IUcOY;Y0T@vI$1k@QIVt8L#$_qn`XXXE!mV=6g0kCvyf6~KjH<T?J@PsL-~c-@HW
z-$kdA#o`jX1F28hAD}5VJ@?4SoIK%ghT)>4>X(Py<e+C?=OWykJczLo8hdga8P`$h
zjhOhO6NsM;=Wxf9C3iV|L|k+A#N{iESH%4h6=H2;mI=U*_R1zH+Q+ra6Br&*x`6Gx
z`6S|5K2Dz}yrORjyGD$J(O6UojAF^RV_;u>(X#c&%3}cEkP#&kMy(MPT!h<~@$^#K
zv4=hnM(32qG`=im*X5;N`4`9&_(OVIn7!x~?T)S+sX`-xYxnfQ4|f74mYtm;kJin<
zEUor1@%3n8Sm*gu2h6{WD00e7j8BYBxOG-(5=PC2>=+f%nG%qFRm@oNqgL^)fB4RD
zwPp3z=05pf=VMA342qYRnC{n}UlNLByB^g<Hty+jYRiGX>W_LhJq!Z7xG{W4)E^Z!
z^(DVNB(*daT0m&Qy=;`7VE<OBKHqz^=FQfVX;F$I^l{hW@g^31t=;F78r<0(zu5k2
z3cke?CMaHYwN;%6-HW}=;OiU0{3T)Ekd2${^MLw7+*LC8tq(VZ<L$SEpPINI5HtIM
zx}76q+YoEEY$eNE0X#lRT)*IO&*!=`Sn|JW<$v7&|A)l#zkJgFUE?$3f2>yce{ept
zu`v7(Vp+=#xfRXlMD3IjLEgF7xtg~q4n@)*2WjHm(mm~$Bh&Dc`*f7h{m&VE9<7Ba
z9!xF*0tc@px`KA~?cAoD^?N(=SO`waJ^XJyj~+Mi_#ve1C_IM%m}GU#;rTy9tiG&H
ziv~WyUx7LKmd9WotfIuJ%MS}Gv2tJD&i41Gt+lbDG^Xnz^Kd0K+`XbIu4f@-6!YzY
z*c!0tnYJLv=BLh~4lZx(h!BIKjdXDyj{rqGP{QOu^Qs2<#sH3rOLcidY%}yakowvn
ztO3L0BS!Fb>i`fHs0!*zvcL$5Fd%bM$bQ@#{8Gdd_EjXPITVsiQE(@=QD7n}Y6OB0
zRJl2YiI>)w2qxyL$AQ8e3z|k`LBHtgGV}*s2+ngnNTiLvIj45ct$bP*Pt|~+Wv?^8
zX7TBtYIIa<xYMrs3%{nnL);cmQ^Al&fImkYVUG8KoEy#R&CC;yl$3SUnllOBln#|-
z%lb5(mVF268S=bsnF%plltC2GNK}$Yha;%!mn3F)7?V^~0MSOV!{|M{0WUbyr%FA%
zw{|=1wwmN?1Rs<M1Pw*2v|EXiu~8NcRCNc#P(plwLQ*uEuzOA*qW~L|rLj$XWGIY2
z-+iXOGUSQtP5G1ckW-+7v0+5%`ClO-<>~UWu2CLAwPX2z^#mSnV1c8gNlmNaRT<Dr
z!knrhOXrBQdf@c*Nv_pzZ4VtSR?L*#_EI0CIvTN+3FPOU7rg9GEM}jF*0D%07HaCt
zT727%dO~Lx8yX;K83Cmfz8b6Yh!k3D=38@W3%*=#UapBK49<aU(3Q^L>@pWF)XS$C
z6cC55DN`&NLSCENX^gzSiVT|Z34F+$que&g1`U9eNQRokk3&T{N;k{*Tj0SxaMG9L
z4Ria#@+9?(sOH!WrJv^+Nqr?SqlP^XC8<iuY`z3-m)RzLm^20jzAE$=iKoK^>BIRP
zsd7k9I9ij!3oAfv@7;YNQfUF-LAf6>;m;T>XsK*qbTsuxk0_SW3RzQ>Y*xfXfy-ib
z%(GVttjoD+y1o3qqt85`3;?wfCT0Or#-gD!>wq^&f+dOzJPCEvhfBT64cVDjkvbu7
zI=O*rYlY51Bg>tuou16|rAd?jHmuN4&O_zs!plO{ADXo0cGD|12bPg!Sk@!~%G<Td
z0QGBll#A(y3jl+Ye$;0l&@2LLgtC{CM3<lG;@OFLB7*g+)6Wgwrn@4>P*nvlpaAxM
z=cb<ZqYv?LNQTFCOzf)gQ>du5)U!tcKk%qKNc56No6YIvmVEcD>0+~Ov64+29<g`2
z5%^h1oEd3aqGjW8FzkwobQapiU-@3*t26iYx;a|ho!8x-j?+Y4!Kkpptvn~oP{<>f
zW&w9RIO>_#pj=T|M$s?H*jOyUB?q^TiiiPI{pmUPwRqJMw*}5xfgdbST~9QhSE)>}
zU}+sx50BnZYfz)Vo|N3brbvVdH7qzcli?otas>9r-$)nT7XX3mS2RMn;FmcPEEBov
zTTmUl!s7(llRz4<T&M^_P`+KT1V&wQWi$V#)2wCq2ryJLbdF?PYEZ4LCS@6dN&FPD
z?Fr@S<(=S)98E3SPa$>ef4T&dt&Eh}w!F)7vyh(dA1AH4G$oqx4CDb*mGDSkrW;p@
zq1L?~Ljf{`rX?gn^x2i)?S(Mh)Z)+aU=>$o7d)`g!rnshCJw__1n{ZfLj6qGKC88M
zRS<45#ZqXK1?e+7>UN`t-^<O;E)aUNT^Lx|1trb>u|IM^mbJ|XB|CUFqgMl?%iZRa
z#{|En!SURKNKB()!5C1T;O}?x?#ugqd-642>1H?IDdcSb8%O!>Zv0Nk`Sy7Ej&YM$
z^xaM`ukg8c`?B{N8@G$c{ri2#LJznnB`L&q^$<CbQutL%6lEAoySkc4((irJUruN@
zX1-HO?JXb(RPN1-6C|PL_Y|i%G)^#J_6+0(U0#U6IQvE)+MCZ=!|*U8$lf)Uw#7})
z<IYDV#w<Bqv`;ldG1c7nh*)hTX~(;3#}AF%*+B4%>%l8!bYY4}milaymu{M4eGsvO
zf;OStIBIKU``A+rl2<C;+YPgM8_Vm_u9`c>E{(45snKS$@icar3C=XQhlP{M8#G1q
z#k^37i7<<~;lpQsez=Wi;1U5UGDtns&S5D;nPZRlLwo!lppa=<{F@QXjcC37Z<qso
zw>JzUnCvsCNppr(YnI!We6)n$;c*aP%P0ih=D{aS;=9@M4T2c4i-QNhZ`pacW#R2g
zL*LIJFGL8h7c<@-C8Irp5z;U^bdog!tg4zIgc+m092Yt9%?vX8&<V+61Q>;<w7{Yu
z>HWNb$w<m&+#&esBRn((mE{A24>QY%-nUc4`38lD_KRB|#xeEjMa$CKDcdMtjn8Y?
z8gFLjkU>g_psF<w1yn3e!U>S5ZCCd&1jKvl_d$W!F)Y|vQ`r@-@LJIV#g+%_)g!vW
zWK>tzb_ZY;bn^P!ZkxLbySjw3FC6Ar*cEMXTVb%tezL2E*G4$-!ldgss~#G;tx{HP
ztQe(53{t=_(e(xso0fSyKF<)+*xR>943ZxB&C0J2I<V4#<pTB{3xBpeVifNK@QESL
z55~(Gtdo1_1nLN1S3K>hOeyb>$FSVTYeSAEKe52`;51fM+)IVh0gjp~uh_6BJffaj
z+KgkpVsusro@k(=EOrOpu@7P4jK4`jO~IzZTaP|JER=$m^lV;tejv~>w{Wh=b!Wuf
zJLrf$+q1j%i!&pAH7)D#az_E(TN#<T6{fF8Yx=NJjc=71xfX`K@ty3&#^BH00sCa2
z4|CgSrQLO(deiF?@Iu{JCU%_lgAOYWbJ8>&Hc%A-dIbXmU2ROi%J^1&Jc?!PJc?Ii
z9&O&d)P)r)S){w6U-qo?`OAi>pOJ?-K$c`b<|$~JTMkp0A*f1V`s1t~dCAXC;>GEG
z_*B4bSgTz1^$3;D46a8{!0ZdPk)@5Yk!h$%OX(%DRu9<oF(CWYK@c}X_`OH#BO>3N
zqB1OX-HVNUT>C1(1YSVgy(%4cdED9S-@Z0EuKn^i7Y695YwQNLi=kfa`9ih=)myF-
zw=~UA3a`$CrdR}mowUAwFgn=3y!3<&7~>*-*kBNEBq}ebk);VSr?M{1Csu>=8@t@}
zu=q}p3mr}^YY(ZTSq37om*&mf+HhcPuOnk-p&fu6O&VUH{mqErvm=NXbcOjg>U5SE
zqB_?_u$J2quw5l)$rPk<v?vKUhM0C|2`3<Wg;$l~xwefK4!}<<U!!(eAeYIFap$v0
zq|TpV36#F~3#r)dO+$qjL`zqv%>g%tpBDxrmUtN?KwjU#h6Xj-xwf*Rv(vR>Q2aL!
z1<>m)(0;6^HjA*Ypj7UBgL+iFC1`p{+AnpXmI<x3+Z_*;(Nl&M{SMb+A3R2R3E+w`
z!TK@IELw}X7h;P$9IXmQV@Z9J!}WzBzJ}llPG>Wl=jn!BV_#Le8@h?<uQa*TtzpQq
z&sRg=qhHhO*PZ=>rCqdi8`scm{C~V$WU!{|AaC6hk77OOME&&^lacHzR-KMEsdSxQ
zYou14&NgbSTEyikSrQS^B~my#rhsJ0(_^r`HO|qxtIOG)lWvcWb+&Gwqs~ciDOmeV
zg!S?RLq;OstYCl4Thncz--IaydAfn_eophw!AH(AsZ90jpqDLYj<PO4Q<0iWI=xyK
zVFO?PdbTjl)W_8uTo|xk&wU{78v9!SB%VOi2BdGVs2~lN3<p&RB8+}7m~8J=SC9>L
zo7c|MJP3eO><k%jpiS9gsunOB&@e6hlJRPwZvWJM(+Io573M&opif}3)7je6`@XGG
z8)<=mIuiPM=ef1G8V(S~NBLQ}an)VXSF7!_nOV2G6^j3ylA8N{$`g!j@mq=7Ug_tW
z*KZLB;bVr(WiOob5#OSFT$G+m>#h6D<~pWpVc+gotOa3?64Cd@d0Z6y%(?T@iYLlE
z1YAzclqDLv&vw{}%T|RV)!&LjpY^A35!fQ|{=GhV&5r;!z#&(c6+ghJn-$}_z=9=M
z5|p8Ri8_D}cA=7zW}&>tM-I+a2{aAYIjG^^BwgrGbvPOK?xLk8yKu$zDKlY&FgH=E
z9u1N}L8w~k#C&^tznawYYYC%>sLg~`^>39!bEuBt1s6^HN0yfBxq%tl(BdOIT7l$T
z9XlGoQMMG<7A=%9tkvMqz080~%4fKf7jlE(#Nir$=#}&`1j_}oexTyck~0|3UF~Gk
zMxT?RX~o&+A#++Qxa6atH8@E2M3A%43kN@f7o4@qi0#`?;hS9FUnr=qtnS3M+p*sM
zu4*5z)!_&P5E-+J#Fc|Zr5FoEp}M~arY7&pO02rLd_kVDi_urfk(<k@Wegw%vZf}x
zrNh=Dn{uzPli;``uhu|^w7;6W3Cz0oDgzjwi@vAC_;u<Xq>SbX)bGN6?8^fEb5~dS
zhUwwvVNm-u(PW&jSp@SLyc#&6kO&;TI@U~RdNGUEO=mx&NFZ+=zuGjLvpEN<U9P~R
zQg*4J(N7?{A7Q`IUXad3fa30?3OM7BLknq&02?0b#zs;4BC`HF9{XEL7x_gM2xl(K
z;F+zar!XN3X)ji!mNxd&cdShP0A2+Ae&bc0Rf?c3wg!O)ic$Kh6DKX~UUxN>QWN=u
zAC@jq?X2gbP+{<WYo>G3mP?(45*FeSyj&<+0|McKDN~hrjxul{TGXO958WrjTqYfB
z5iN-uHNWy>kACqcKuMtL+@*gxPIPf@*$15}D(_<^HsRCuWXq%#7lw@JRm>`ij|bNm
zcV4YHxAPQyh_EXh!1n6qVB5`Tm&>wd(HYqfO|zO7{lgc5(mpCIf;?IG%fmU*=UQch
zh>@~b_lipD%u-D-Y+>8P-)KO`^fBZ5e(QSlL%)=3oX>--nvc8N&!Hnx#MZM8zlxt0
zfiP2V=LH{*LlpG?Mq~d^E9Cz-))q7Vvw--&y}0-v_<uDa&CI~Y^gn294LfWxB%kNn
z(^ODne!ORInmBOsdLwXGq^jh{K}&qmLvh0ap-DoUi=7*_<sU+d1z9PvX*mD_7To98
z6*UKy=a$~S_xurwq+ep+wDfp<N&_mgSy_Axio!=!_}z%)2Zi_-7pl_7hAnBe!rvGy
zah%sbBLyaQwl7xkaz5^M&&C69_@?}%li|WK-G8%j2S+Zbz+|ACP~Vm4vPe0sEme+x
z2r@sIdN|OgOn<K=n*6Xju2jv!`+PmVzjINdm%~S!Mo6fwatj@H6>mtOyD!LTy7F9!
z8a8Cs)LVX-Z+_8?t%;h4Bx>nUZkt!$rj+vH)~g!g+U|AH(qrEDsz+%Y|M{`0OSjE3
z*<w9}KxIQ4>u%&RqoOJ@TU4#>Y;7{5OlCe^6d+HU$m)+iyR$B@am93Y$GUc1-54TP
zS0Az6V8Nk5dZfr!6GP~VYy~+<-oI3w0ND^hwn>@Z=;@+CfoMl<b;uijsvex=C6<xr
ze#EKVPd-{S`b6T2x~`%Ceyp=WC7~`%Rt;0~&M#@kwa`h!gVm3<7>n(7N}htiDREe(
zOhl)un8`)jpssU2E0eEYx1sy$ZCH==GgBR2y27}w%M_W4zR?v!uUwWiiWKyCnyo~U
z(5YL-*1PV}N-NN&<dmGOK1y=fP@=O==MZX}RSIdeEl0X`_$Va~D~cn#Dn;hqU0W}g
zw`(zkZ?O=i9v8UYP?Cd@fuwvZ2N#iV^&!V=CF}99(sM0Qt|le3H4ys4gJ&mhac|>M
zM6SoS#`Au49wE|Kqw8uMKNImwug!<O?@&ADw$(My8YWFP!XXw0MH+U+D19lJdA%;n
zKqBQzl@d7CVElk0$Z{8Um;@}f|A$3I(HdHEP-+rWEP+8jZ(>crv!UXoWO`9Ycr|oa
za*H#yN<g5>)W{-Euvi}_ENrUyBkC&(DhzjkX-dHe6DmF4HImou(rrV%k#Z>&hHIPT
zj|8Fv1q2U<95Fwae!_>g8Q^kpJi;<b4_4-6n!JGDL!s2ifiP=tnO*=b*?7wjuN^r)
z3R;{RRp;d|vR%5f_Z4O@{_63Ei-9yof}RUFru(B3otm;UE0yDhbS053s3dT?;3Fwq
zcRh)-Rrb~znDn1Ly9s$}Yr}*P;x})*hJxr^6!#4YP!!BVQ~gL8Mm#sTNd*zIrGLDt
zR1d8Qx9X>&buB-kvmsRfa3}G34gI=NjseyzEjo&DV>v*Fa`N;y#NE+r<j!m9V(2#w
z_75cCTW-_s(JMyiP<i9v_oB$@1os|156{DhV(i_HD7c}KNGHaQ9NA-|u{7!OoGC3v
z+mS@XAzrjALrwSrdhAW$c5`$%Wzl?PQC)#S;>NoTN2bcu)ogD(F#Pf)cz3%#+~b4L
z;Y;g=y@2`pNb6btg$AL-4Lko1r(bUut@saCrDD3t_x^fn3n9^uimGcT2}Yt>H?9rS
z3Ou;grB%bfV`X?c4ne*f?0I!wQJ%``MSb?PiE@}X2>`fWC59aC6A!^y1iL2ORY(PY
zM~nk#TWFy871$4B!pRRL|N5>trE)hMCI)~rA9>B#v~rzWM>+&=2>K<7%o$4&<xj-5
zz&88+_*OSHpSkccNgOd`o)*9JMLUAbZ?%3EXi&s#bB{t2XeO%L=$1WIyHYv$=hFNg
z6@Und>EW6jc$uaVf4`tCKzp~TtdCBuIonKXWV-uv+ngG}r$t*3@FQxmM1T+(g2f6?
z{Cgwsny+5JXZdxj63}Hm3oWOS)fK0;H=im>T$!P2j%+64|Haxn1!)#_+qP-D(yp{^
zd}-TerES}`ZQHK2ZQHhSYXA4;p13Ds$Buhm*BWo@VMgz(%{CaG%c!-o@tcbS`A6qh
zyYD%GzFLZF7J}8?@c=%04?fOs=u9W|9GxL67HX`w`&}AUT634k_jov3FWevXn`Wn-
zMm9OWz}oajGvHltfN)_mx_S1w5fc?Y&gJ5An=|4g#pn{1bo`C5=-WLGX`@z+6jd0H
zx<b!00i~+SJ4Fcu@%S3GQz~*s+hglCV7U&_u_X-YaHHx`#qWvqQ*nFNWgu?yOZKUi
zPc<m?ah3EZ@+Dp7@`)wL<WFl&$g+zM^>#xRK!fK9m$w5NMwju818P$h04-?)B;HcI
z)KbLQGi4){6gw^<wDj(j4_f72Tr~`RPIW$~v<d8iK;aI_zS3H;V^TDSfTSVr<HMuF
z{RHMHAInyz=rLS}zZS;_W1e^S>V(|o?M)9%(1(QdN-`gMavQ;`^Pdf96t74aOFiQ;
zYl}Z<S)nE;z-}du-YB?gOoy!?6h+)>NcHn<Low3h4O&VS4vdE$h$gOUH^^@F0xpfe
z5hp^S)lm{iP>jrVuZ*ftmv+i|e4JUc7atTBwxyEB>u8eSzzih8eJ=40uzM+!Sqzv#
z)y;@Jt%;qDfvUqy^FXZI2g`Z0Q|{gpTa<YcNzi1{BgP44%_C#r9#1#>9NT6Q5<PPS
ziNn&mAh`?}ew9lf|H)^tc1ZU3KRWceJMm6dY^RZUxl3q5t^mEe<la$I&wA904I+`6
zAW1pjs>79~Uump-R?k{_sF5{fyS)G$dh2gNLUQxMG$bJw!AiOx9~>1}8)(WnD}*0g
zdpD~eTl4W|uwxMJu<cv(>ab%~z~7Zy;pZh0F63DIg7LCNTzu<=2enC7N}{7%o$fl8
zF~2MoY8iA|@d&z74rJ@p&$h?1YV(vj5|A=q3r(LC8oT1gKMal9#-CDBtwV+Q%^y}^
zd4XpMLxkXmEjEnAIx!^8Fc*qNDQbty$%Ed!-3BKp6^}`T&R4`ci<A7ZF&*9YZ2;XI
zhp0z~E9Y&ngJ@HI;Pht}HzEx+E``!!z9lU+METncmVm}={1gYH)n-!u`Zz`v-Ad`}
zr^lQkMu>T-L4)qG=TLK5_AEGp9w%}}Syo)Qr;iA0u31RY_E6wO>VS8KuNByf*UiI_
zgE~)>`T_k7>hz(f@XDjX_H-+RKJ@1F_5B=*(Ynp!*}^>!rCzl4by(_9F8Hf>YoqTL
zV@BHcD~>njM%}}EDT?f5lz8~*{90|xQ8!jKvbgQ3i&BeEJE_zqL$3Cx%f0I#v~{k|
z)%j)NlzDfTa~H8}i()*zj-RBOSyWkuM}M9=<lwA9!smBuR@`+r{$}O^NbHU8)SIJr
z|4>==7P;mHJ{W*cQC;+tF4vmCOR*yk_TOBtI|6le8~g=|C*^2>W*ay)o7p*m$%#1#
zkI{}iFgs_qU&0~;sS0q2W?iQm(#{A@Xz$@2Ad)^=y^M#Jm=Y8vBTOzVkfDiYgvj5L
zx?sC=*&X<eDmiq9o{dW}LGwmfeh`F?8aJhRVs`Gws~A2foTLoII%vjE!4j_okn6@5
zWeQ*95v>v6&e*b7m{5>Y!=H4Q^L7csF|1E;lg#P&rwkv-A?7O)36|`#IDdnfuF6<b
z0oCr(RTNW2{9Z4y!FW(C$qx3K@@KRLUE*+P96*mfcuK&$#2We-Go0+6shkj%CbvDa
zmH|$Ntym*1{bTPSvArKEXI(Q_F=J*(S;Urtt9RZ0>dl%iyPh@VR38)L(h0**Mhg)$
z<W&%3%FQ~gtf|A|S3Fwq%;w<*8_a%h*2k&)Q=xlPrH3qTf+1cc(@xVZ1=3QQNwO(D
zo@^U8eoUtv2Q+fc*8X(Gf7}Oyl@}mYQ@p%TIf0iY1PRnGlr|cZic>VPHV4mCycbx5
zmy}VIye?$p+bLpL#{`j7nV>S+i*3<aonZ_*Dm?VV{cff>Y27b<?4w8KI4@qro=@J~
zfQMDQfOqCtFlYq#rB&9;P$M_6k(N0WCY=Qsn(r^qH&QzRM5xiry09|JE6_R>O}tT+
zhf6a)V<#f=I0DZ<!JEobZpF_PEhaL(lq=L4L3O{I<9R$SkUcd5r`m_nRcl!oEef0j
zCMQbeyS|1w9WtpWNq&f1KH)c<AQZ`UKXGDhSv!1e(9Yk#$<xqcos;Ark->SiTdgOn
zXGKnkn9EhgDBC`}T9n{9#WnoIz&Xg1{ZgroQGL!hGosUmYE~k+=zxYEaKR51t#gnc
zLE2=<EX72VlJb$4gkplvXzwnLh`DY6KC%>axAZDjDJ=pntD=qu6)&H?pe9tRtzGZr
z<*w-LfIrix!(3<+?=)o3EJT)#RWu)ygAAiNx(-g|2F68BAUaBQpVk8)?}T4L6DWm}
z=RUe{7vP1yD{DqCIKfD+@ISx7v?(Qa-v6dM>N*p*lC@o6I|o=i(cu_1^w=6*-N;f<
zHJAH11|WR-OKeIb>$EPUahM+$HhGo!7dVIAk-b)o_*QM8ZF#;6dfxYut7XDs@qc5X
zGRI+TMTxW$ht?q%yQ4YxsoNe12sp}MNNWQYqm$jdRbn%M<7~I0sf9dxdE!iLLOF2J
zS$T?CcP`smpDaWU7N)Wa8w(fzh!HIzU1_fhYV%@6U-Q}71L={K-d&PZ-$>}E7-)Bg
zTLP?14j%fHGh!`8c&R8K=GaayWDNSiH(VRsIuiER*mx7F^InV6Jhrk=lwbzysf<v_
zq*oJtqGkEAXI`|B0y=DbrDT-iJq>V`m4-*1!KJoC=lmR5>I>zwB^~+C?GrUmTxwpZ
zr`Ice^zgPe$7g#NNHe5|fkovV_2e@0xgbWE;_M%Qe{-&NX6}J@^VVF9*%;m`z=SZu
zY}w;zrnaHs^yO1l&CVyM*E~sB@o@>B`>DssCgEw<6N$_#&w}694XVxh%{z^$$2-1o
zsreAO3LgHk?mv4=LG+7{_p-nv+CnZ86*dOlY$5WiHpik;Jd+md$r|mYP8Kw$3As+T
zpR*Zx`+6&>Qj!v2mFe&%mzrZGw<|YmPr24m0En0V3FD2bDI9QkkP!#ujFSt$a8|(2
z_s>(FQYHg+p{57lFWR2|YECLr*EEv%uZXy7!EFibC9Z$xZ#^{iO}LXMFds+wNiOX#
zUr*Az=}yd{$G)<(;PgYEK$XhuIE&G~HHalSm7TKdyRhA!^fUkr9oduv`e>?4q_kSu
zANVgDn(DJ{=(zr!&@7YhS+&J?CO`0*UUCC0UOG;(vBfG^xa>aVrHQXLs%1!YMGwjX
zlEv;F^C32sXMuuk5%aEBZVKf!@5iUveAaj3U1_oL1hFey)}#Q<Hc=*4%h(|!Kt|2T
zqXiolEk>-5+qc%<<Rd%$zJECA@(3$u2kiU`9{NcEo)dj8c@w;}u{M1zLF+|jB_(Wx
z&9ZSh+!dRoH<>FG^=OUu#5|F3#A4P%YSyG*VW;tl$qW6bym`w(Q4<{S&WX}Bvb%>5
z080k@{SV15X|4ANtrHGE2g1*DEd8illegPa11h`HgmJ>lzOb*mEE_+tS;s44)hulb
zZ`P(UR;LwSq_39?o&IkefaJueIJwoWr$=W`G}z7p_^X%a?lhF1+gzAU%vQ>PKYxx7
z`w!wxqpZjOp{4l0XFy~8pDED(GydPT6wHil|L>M!N?XfugALthrna|mfegydZYSN_
z4yE&oC46Bqb8`ALIK?beE8K~aGTe9OdyW?}iSm4(CTWyuPF6+%HSA_ryT=je@#yVW
z-?Zf?;+K+MH%IcM-M}<`E=6A#%ce)=>f7n*Or}*@;{{J9+7a3WJ$<A>eCmJ}8%Ktb
z$eIsxclPu>bYfts+|19z;o;}lgzaBJFa)|mwYsHaR*Y4bZX=?v`;Bb)82$(&+}`d$
z+JcU(lY=Wk$;)-{iDuSJq6A$~S8QBe?5lQWq+3PUELLg~0J7082+OwdI@Yze9e2bi
z)<7~U%m=t>`)!Ku9;w}}fGBdYY%}a?<=sx9Ox!z6Z5yki?Och@;=TZ#gz^|i)<ItL
zwn*lD@FCdC_>-zQ6<X+$HnsiVxRSRzDlrZ3%=P>`Gg^yC{h~x3w?{=I-3%P!{o(}e
z5Hp?0MCWufomW3})oUt{EHu2RVxKvSVt(3TsmRoI)&Rya4wBY+QQX`H4c#4Rva6MK
zJET6V&y1zFori*Ha(7Ot3kmlapE;}XU$a_Rzr-E<^mU+e=#mA+$i>6_0Mh3`BmsUo
zw4-ikv)SeZ`^879I0+3Tg@|O+P%?oEOwWE~VE)3eeg)2V!2EXjNSnK(=gRg}yHsgV
z2S#V*6;jW|Xo%mORzkMh*ikazAP~)~VuX*}>~35d&!_%cw+{B^Rj`p##@!LAW}p=c
z_VjHJu+6Me@ZY|vtATeEpCW%1L!XD{8;0WM^YWH4i^#!_lB&KMD!3Q?*WaVQp3dHf
zil|Ii!g;CavRg98E5P2R7TLSNEa%vq7UdVYs^Q8>G5eAqqJ0#i;O;aQeM*fM?SpTC
zah!3xg@7<vmAP$n3a>@ueZyxoN4iz-Z0t7k9t({GD~y7Urnx#FBL*t4TXpSCaYS#&
zVLE5A;;6Y6LfwGNKL;RCnZ^_Ix^m@gN@%FXE?F!u!~c+&d$k;qaWwm^*c)_9bay_?
zAcaXn>?_bWMe}c?s;$g%(qngY0A)0x{DH(a{}mcHBDL0~B}q41I21YtP2CI>owH|S
zciLp_rJDCE<k-{*ucAFNX2}wdehvn>KnkeI+JD>MuZRgb5<#E>$v-RVVXsQ`gsan7
z%{_g^Y?9c;eq!4<%dm8Wo!y<2s;8kfu=KTlvUYZy@8t5vU3L1Fz1-FbI~ql7v#e2Z
zEdubupM4NFU#C8UhWR3M=1nO-V*2o2K=I%`K4-`f*OOd$or~+-fXg_<sOX~=v(j4F
z;gLh%)ALbN@j|I2(<Il*#QK$3E|EfMQo_~-pFUkmAq%%;4EXcr-H?MSl=M`ox8rL3
zVWZMAWPJJOuCstj39^JC0CG?3H{u8Rp#c>-)TZYV;wb=FBDS&maZ%)^NK8m_fQS+%
z)K=;yf0JBPHPWinIrl5EP&TD-7MCI2)9NL>2tK?KvD)}Wu7pgbgiO4qc{A>;uv0D&
zx<%fD@=)O?h(~g0pNA}m&XALC!kx{e(IO?fl+m$ks*$T6XBUWQQz^t_+OYb%hGrUJ
zwg@TBPIDZ|rF;h4l3}L1HmfB96v01m-E|Rs4#S>yvzueRVK<+F0X@!HoqAE$m}epB
z^F!4^5~s6-M$>v3=>S)l-DS6=s2_FNZ@WChkfo&eyT@>xxcR2cTR%gtlJDX!sKSKZ
zn(~l|y7Wi<0s&VI!AOY)=lG~f^v0ciWbt6HxZsEhB1{>^x=hz_3S@M=V*JQ0Cs7;$
zanQ-{u$-TSR_Yb%Fson{hA+=ON9Tm5vkY)Dv;O)#E8e9;B(bc#Hz!@ZSyFM(X}Gd$
zmKGiQU|+<;VM;sY9>{X?JEJMbv(+y_bDK%fA(VwqP@ursd7@;^6!#~R^v1B!%S}i1
z;Jo6L3{&XyHig#{<LW+k@a0UuO|UTvd^#4-;f0V$!g_0y<{t^eLxJq?RRC9oA>T2k
zz=X65ffnNT*})1<ByP#_RVSYy#g+ErNJ+byd%|mKOZlX)r5FopAQ5Z`>PjR`amDaM
zXyKNK2>Y0wiV1q`43N2$u~$}AXMG@3(1JOcttL)cd=jvxc`@kY!Xb?9TfBx$=-?`g
z-aQpsWWtQOXDsPv4H(1GN0n``FDh67^^4Qg=tB!i1EI);5w@i3isH{9$Sa1Ioa-o#
z3H(<Q($MuHRGwKykg?<{`uVuuzb9=iGRDBiNQ<{flX9xBF!$!QmtI;=grxJfE;Kh0
z`NTMEdPR}su=$*|vu!*#Up8+|P}%D4s$H=EWa=8sp|s7qNEsXE4kgPj8C4t9fJSmH
z+~>@1Mhs^;pOf{qG0TB>KT6e3`x!5o2P=dI45k{oL_hqatE6D6;cG&l<*Eah=#ulw
zkvQfvs+k*TYT;riNI$|A<@$VLZr&t_M9{dA0$Lmz)(vwn91F}kE9S_iC8#9SfZHG&
z+cjW3%Na~7{#5*hglVMVuWGhF2S;j~pIS!D#(qXU)-t;&`Sq7_679$-CHd7>cdFD{
zbF^e-DYXk9SLQFQR_XJ4u(*%ImkoJ<W$HLv@`&D;Nub<j)g4U=xglUt@RfSTHb+m5
z`4W5KwWeeYkL8L^N~TZHITp!KN2PQ*E=lQ>>hZnFDPfHO^Hb8YaS@e5bPf>9K})ve
zPkGS>M<>XM9}Od^Hyau66Ad+f%T-y6AXt_n1G96UDpAdZgySfXCfi<=js;TziT8~X
zTC$dyCWaKJ++P%RJWjnp-Cxvn(8r3CL_#R!mAr(Jb{Z3LZpk>V0iY~VQpVel{F{I5
zMJM_o`*llqiFRbi6YH@=XHMFq>+mPjTI4GpIstYvr}dJ4(^0D}Z74LjXwDtMbcu?!
z^Mj6dLWLg^Zc-@L7bpDlBEoGRJ6wBHnk*g$h}fbv$yXhPl4F#WAc`ILxSUMXJ@c}I
zfenn-T27)!l02TsZc?&^X7S23`Whcb!hd=Asy&;`{Gw~#K7O<WRKO5&%A|B8KTazt
zQX^1yl?@o+Uds(Of#-xF7j9Q=RrPIv%FPDVq%gv6KUXp=0u@l$rj70U>EDvgo8VyH
z+#^Y6zR+o&M4i020C*s*>Wt;RuG|{HBaW*R2&7C&7j0Iw)G#B|4&7D#TxNbefYgXs
zUneB=WI|0s4wIU~>@(2B$(YjW&c`s@-&CadJzgB=&|Mn|{Wb$$>y1<ZKI~}MW17H^
zah?4bN~CESpi8P*saF!Mhf`DSb9zVqt9rW8{6Nhg_Mqi5lnZXIfEc{eMq09%QP5*<
z)!hL~p?7X9I0vQr(E`u!C~s*QixX^4P?9uBtJ@fCm*)*rP}_kf$=}m>-~hQ==BNNp
zJFk!JbC6U_sJtx%>0PL)NCm&`g{Xv>uDL_xga(}7jiw;D98j`s`BJtoV!DMKCO1{d
z55>j$q0R$qkJ)WOg1P9A)7={{DQ7f`+o5Yo%a3RAFoTj_d~hilVfGu~%&PhBhE%P#
zDd-^~=KsM;R(f`+>qIhg!^qGeXG-An^RSYb=;-3{?4RvLTcQvsrgwkWW}ot^|CkV1
z80(IAA%p^Y$n27#x9B*J#-AvgO|E=8G~B2*VypXgF?IK5YkIS~M#=5&dcT+I+lc6P
zutjfA^S9gkXYcZ0%<}ntVJwr~jr|UuU(C_?@1PA_cH`Aro>SgJhc^!DZ2JZW#n{@~
zNmofWMm5)b0dT@`7a1>Ji3%~PB7C9sj31T2h{hh!2UyGnk0sw{IJB5gWRt()(t9F7
z<(*eTX*2;UUQG0XuatCmcEML`-yB#A3hSrghId!Cq-${zn#w|Yh~Bw{>__H^O7lov
zC>3Vv5`@@&0oMJ>G3>5IJ$`fB&y3rK<#m>AuCMIS{356T%9mqYPvBWoS!tuU(77RY
zjR8|hAIqg-0r8VS^Ng5uxo2(htkX4migd9+V!TamF8%>^-G<fe<B6ytA3J?MU*WMF
zz-^p!B+^01IIDo`7-HhRCZt`JsA%^L%vSjEecA;e2D&-H&o*3)eO4yQRS_R!QB-(c
zR4C46-%<2X7LZUv%?gc>Fn#xI$(O?J6vQ3_&GC_z+Gx0WSyWt|68=+2!Ns{jua0nP
zb@kgNowPaJkUc3%^`WUFw%IAGg?-?rX^=S8iHIHHXUogMf3#9cb?cDyKG9I|xHWWb
z3FwkMgt358Z3ErYs?+w^7nu_5{Qr=P{_k1W82@M5wf~I&ce#j#iTQuOPW&$yiOzff
zS1xL35p(=&rGnpt!~Hxgp`DxjB$Nah21ZKKWd=Rp^8Mx70ZB+19w8cYL~%gX2@Dd*
z>39a%S~&2<^Chi3ApI`jn`j)ssBq|48A+^-sw!~k7qhK6xa*6(STk>|LQk}?pPQ^4
zbJ}uR!k}t+7b`Y?lJO-ak#u(0m6PlFet&JP%^~o8s^uI0ojChjXMmB**7V`Hp%TH9
z<;g-Nb~@9(SyQ?2tRRrZJay`1DF1mE6YXG@2*MkFWNO$o(mb-IHq+d>!>rWp@*!no
z_>XoNF$sN@tLwgc)%4whyHYKHI|v@(z-Hep!hRPIqjrxYn@;pEXs?M6uUoq{4_Prs
z0rEDbCz=?ySnJICQbl@g#qoiKMy%>mQ4Sw&p4PHhnUsAHVN>&po%W*6N{?;D%RjBy
ze?e%HPbyG~!oM!3o*1n=YPc%7RizOTLhM#~|Le`IsyZ>&h*0Yj;<!TRpkdXC>1jQz
zB1Pm=L)8}@OgVh(&yv@?Y(0ePm7#9*3Or7@PcR>z(~1`lO`NUSm%%n*%;a2R`ChIe
z!7IUeGO<heESLG4{18LX$G^k<^g~9Whag1AtM`h>4=WKjT9yV6w=_r%fH>`v;#@hD
zkfh38o9A757iz*~ePUYXw!P=5S7PQxm%LvmYnG0Cz=0jBg`MvK1H=vbEPsSyWBOF3
z_*a#H5yHZhM_HFvG6jTDp|{_Z&{l2Y$*fsd7xZ3kF_N4tk`$uC-#fI<!u^tL!ee>1
z8I_EWv9fc>%UvTH{UN6EBPb_toC!_^P6#$pJLC@Lm&KMpLyQ3u9}W7Sl9<S$d-J6@
z_um|4Uc5IM9_#w%MnEtxA>3{b>#PF@zJ^sT#066MX5@-dI1~>eth&n=jSniUI$1fo
zHUi==YZ>nBaBHz)l)?E4cDwg*2QrPg`SDL0LX}@a+ywLhqbb(mIwu^zG{&nTaM3FP
z7*WGIvT^hQ20`!(tYL1OS0Q=_U8|W2J+qYWLR)GUdd;7UX+eVFfn<<)T`&U7QJl0p
z8+h_ROHP%L{C0ou4+@Zg76VehLv#lDa_4k9OcnYyTKp;&!QPF89ftLeG<3K_Xm6%7
zDO2u+X#KeRkYW^no&EuGnc>(zb_ooP(jOxzb0&w>G`Y^FszTHxWa3co-8|K+q&1b!
z7!gj@6d*{JC);9bJ-@TH!~{GeY`mFu;Ij{if4L8u6&otM!!Y6wbLJ`ZpBKHKjL(8m
z>mv;SAU<<F3LA7;N&{boy8Z2(>i^khH@jMLY=_Q{*Phl0d#vdo?n>uGOF!G(_`-JB
zh(C3feF%c*Vm9QcS_5czXrNQ!Ezpk$HRD?fwjxZB;MJ!Aj8?hHp1O_w)<bdDp>)lM
z+tl&OoBONTG?J&ghlE`1$WO=D5M>47IU<u+dux^Z&#dhytjaA)wxg9osU2<G0;&=I
zxY52B@Pza+4KLOpn4PYIRLIS$-Izq$fx1pij|H$EW?YXYXCeoJtHc(`9`UJD(JNhW
z_DDkWn~2494Xv85sF))UV@1I2!I65g_^@$`bi2_QTw~%KIo|$?%M{tdQ6V_S!cPt5
z;kPb2H~Tq=D@!6WvXDu(2F;?Yy98LOXhDzRI8R>dlN75e+C5r|^oRGqx^OwhGxH{6
zr_RmR76*=IX0}%ro)EaX0=(bc+g^QkYIiU|;`%+OfPBjKT5PqS8<-Y~Q*RJV-#@kp
zcJOTIeSc<}_3R6g{F-Jv=&s6&Y}e2<3i&#pn#eqBVdgH;%lrkXl^C_0rNQA>znp#h
zB%gz+*NO=XqB|M3pSG7uS$rZv7%pXnSRZ{iwdW;OxVGSlQ3w1|8Z9s&Ox`l2$=<He
z<m%-pW*z5ldgHXDq)4HwwfoEl6@|`-IKt~YIdXi1N(yFYLp`{zY(!9cE$3UzZ@Ipv
zNyCB?)$D?@r7RoR-N<8<qlks~oL3|NwEJ~BT=;3<-0^**9pt;v1wx@CZ0m4HQ&xv|
zgXbo|9k|sC9-K^7R7ePb2r&~{G(cSUnwpYBipk~sUc+!v;Rsw^Up{chCn<WI;HBV(
z%IGbYPPjBRhstRX`zUqm%*Yc{zj}sBHx45U9!^*1$ZtF%ovNTTDqy*?XU*>-q0*~+
zv~75xE}OWJoo9NqcXa(}-qMIdr`)dLD41>Gw@*`)1NLdMbFX}T?b4WLpfr7=TM{rH
z;p^(N`}9=BQyrm?VPNxf8Tj^|1{oA;n@nPoGA)*$y8-F5!doC49qXIH^NY%q;10E(
zS_GBjUcc42JGTPp-a>Fx&(2^yuV`W(-~m&zRYCL^sQTHW)1Iz5bLf@HCth5|Na4pb
zfpJ0o+KsnL+BwWPb{iGV6o`C{uJg~Q=+7QVElK-r_S&}1nDHa1(Yk<}w-$i4w4gAv
zVG{XIk>Mfn^zUFZeXSS-8_h=(V+S02S2fU6!_K2G?XYI-8x0aEZGPtqv5AZkS~<jv
zkV_jSh{5QIjnVL!V;T=lTY;Rghu|%Sg{N6{kc9wMW2L!?Qp0I~Th@}oYNk7ML*vK6
ze_^5#`Ln}kh>NfCYSUi0v->Mz(PoSll_B^IDMP&<n^{!3S+-L*`TtlG0nhDrtcyEz
zG=oq|j@LtZ<6$MH=!#Fg)`p3ayu<Or9_$@GtuW*YNov!l1cK$~)lk6qtV4YpkPL8m
z?9iB-22=9a1V#nTvp?GtbjTx8+Is&6<3L-##0vjA($UZdTg=n?b9BM328{U_h!~hw
ziW1pmI;jJ0eav0}U5+7i?mnb4_p(O<f75`-q~lIY%I+mtpv0JLMJdq&=*twx!6k=u
z&XL!%I`H-drbxB=4MtptiP_)kJWWi9Q&&D=m2H6cvc-Cj?|Sp3i3M~*nb^-$L5PM~
z<Cn81s-e(*5X8~YD!iEK-pJEg^<Ui9RfB7;EP{`(tB>2-;>3KpX?2_eFViX+6afwU
zdD+D>Gg8EmSyNBhNnv!!+kP-+m26Xuls614af!D+E<Fadn=p&dMT|5!xkVF!{Z=+T
zfMuelO4NGHo86P8#jzjdh8)?6vH=S`oD5?8c$+dpq0a1Ay}i$JfVWwyNNnfWvuif1
zHt6Q%DJ?ziq$uXj;!5S87$5HOfxD{Ph*suVMFXAby7d+2(x>yTI<cgXp_dPbDJPPT
zYtOkL+$l(ML_j9cRj_Ng3OE%1qJO>R`j|rr#vXCzH!x-PmB@|5jRO2~TK;w%Jc4(c
z)9)wov*8f%mxslV)<^N_a2;0}jn*{bB8i&|^w-cDQ$Gke26Y=|TF!LS(7Ps;q1UKl
zFa>-sAq`Bdr<%5h-f2tjWNSV~ue6S0mgHH#PtmJOx(VzRTAs*<Y*`EWlO`S7%xgPs
zJwVrza)iEE!E_7Du3<qb`1yB@(L`Koz60A_E4x@;Rg69Z<7Ey&Ufn{SH$|k%tPuXi
zkz|Fu-b|Q<ty2Q^)1*ZNKQXaSZS9X_#tKopvgWups5Zex<LPcN<BnS1_xNoJzW3^U
z4nar*3-Q=1p)w5IfqP3ou^ry}aGy1y@?}4Ggq~T5u&@@D4bS4g(z-O?_zxl~K$fA(
zZjAM1Zed>mqHBTSMp<1)epH)2Edn9I5(<VU6(fUagic(JL-NbwU<@>Y-OjJYKVbUg
z!s9*9l5#}YqjanTmz<Cy;XYJIBW|d7J>BfS%Zk$b%4y0z99K_Z$OnqQEUThlkE#-f
zI7v{pu6@}BF0EB#sP7+g1#w^~X#3B~ZITM~OA|b&qnE7eq<)}?P>$%yH8Ek0OoEFD
z`5n9J>V}I*xZ#JP%U}nTIw(KrfwPs&QGEQFRAt=T$pPr&{(fo3%lZC^Z{nOqT}JoA
z+RCzZx`Ap`maDbaHMHpAuQU&*-B7nwy-X%?O)c5dsl)p82rhDZ?YYag%7Mvd3<uRR
zZOK!~!vt06yre4cGJq-?54+52wmVLVU_+z3Yjc>7061noFV;U^fvYt4)02_g+O?o<
zFh=L_366}`ldatoql!DTy7R_o+>#u!$B9{roIYTBgU|iR0k!pobYzl)Py3F|)v)vN
zk5cTkV_fU4C(0D7=X@;7C+rD|*kvAsz^dcxOkB?794|%2q?!tmXstTjZgNT|h%#yg
z#{w|dY?As<fVn`sojCt5yxGYI%45^UfaMel-vU}_z4KY~#oVHqGou^b@12d2X54Pd
zr+-9runcAG$dBp)`l5&9>NO(}rE?|=W}Gx9>@lt7ii=OZE-yY|aZJp!9p$Kb>DSQ>
z{@!AN5Vo<nHW*)Y)M4pUgy^3J?a2zn(BO`KN(K!yg7O*)XOvUCiz|H0+;*cc8OTkF
zYgbY*4m(Q=r{m@Ir_Fa=`O$D!ck1W2Cah{RMCQ<HS%i*#Nfs}YbbRu}yB2llfNM+3
z=l!-3x2Nyr47Lq9`uye&75E+wTl9;Vc>^1#ds<K}MB<Ndv$~jqJM+eT*Wn~q`c)l}
z+oporoq_!Uy;iQPixQ;0l|x!oL{qYl4wbwUw9wc*m}FLsAUg52yL_P1nI1H74w>!s
zqB>qY1R~@b*M^qbzEa%7Lb)`W{!{-TMWFH2j?p4S64d^}h*(R?Gbr-rvGDVyF1dnn
zAu;mPjPo`?He2#RmyQ}27DdSHi3Klq6%_;*-k7`OKi*15x}FB2h*y$}2I{Yi%CSpD
z*=gSX4l6=wK=D90XKL?9WjmPsBIWDjN_e}3F~1k8x8lgf^JP|dl!3l$SF}rvZfRoC
z)yVnN0t~*SEVq01>Ex-UWSN)d(t?e`)#OJ%gq^mDo@O}P1}~6^ztb`S)vQa*6fdpO
zs4F!?ypOGa<GkYKP!WwKTd^PWi4ny(V7ej}Dhj^gC!^`NEroi-qCCrd>iaUP0vvz=
z?s2iH`lPU=Q%#L(z`J}h_f*<JoU*~WkU6@@tenip1a-4_G-5+MA_HuC4Cre<Wgu&P
z;YYmBQ@*agA8cA=DeEeWAP)}%Fa2_EJJ2*zAc@iKJ17K?(H+i7(3niIY%-PX9}stH
zmN$;@z5ntdD|zG~*TFZJIJ{8a<GnDipeQXn^JOXgXk=a{j1^Pgc<j@dqci)HQuih&
z?BZ~LL%bcj{$*fH4w=uwDP-Ubk;sgrdosWf&GAd+p{Gav(G*n<;dn}8N-UnEoN1vs
z+L`JDp$YbJGRG*(G;M_J<oid2sH2jlK^TWlLZmyI6%n}zN3^pF@JcOP&buY($+v6=
zl>O{;t3T}=d0Y6=#nDE~c(23Z84;tUG6_;V7SDVNLlHg+&nsST98F-pf6O~|DsoRn
zKJ6|^u@8^Q)mFelc_xp|DOh=%u|2%8PF+=9g&-of^L+Wm4Qg2FUfPR=2|C8MMoF|X
z=|!nFMbcv#PD&kO^fZjs62bQ3_7l#w*e&x0++{+u!hg1(!#!lE+IC6Hy<U(P4f`m3
z2B4t)AR$oehvrGZgl`>-q#B7IA0aj4+J0_Ba$ipzKfC<vxAd)vma<i7=`AK*auLf;
z(B&?_I}};T8ZA2Y1a@*0@qxN9<=IU?a}?ungsY{>+9US(T!7X5s}1qM!}+7SXVazP
zQ^)4}2lTS!eCz*Er2OCWvN8S7ylnp&|L=;Fe_l4`{|$rJvejZo`S*i)cLIb?pCEDI
z1LPyl<yTWAS!TiZ@eqB3lTjtLR1KZ^m*;crHM=8Sf)!_e=Bk36pT2ai&^->q$#DK(
zUeElcHISdXze7i7mW5tNOKY#eOH^2T!KhVSIC$kVp4+*)N@6n@=T>%%)hcamJ1m>;
zW!BhNXE&LRdU{=4o_ALxC;z;@j1!-7IeU~@s4A2R(&txR^&M3Exr{3RJYp<oRO%Nl
zx(h0BowoLgJv*qbnc8Jp(4yG{BCg*u$T4YmGPj{an`zF)-U$+4Jh=$y=MD_%w5|;M
z64281Iq9c;aFSRgoE1?aO%%qI%EQpM)f0rE5|y<MB;Qe96#?P?p5i4$_nN9;%o6F`
zN&r>VrqQmU&NUGR_BF+0GA(f1f2Bj_KdBo$LSAJ9JdYD0q<BUt7Li}(pixuDy{5_J
zmN30z<eVBK4mCZH7|fJunpc>hVWV3vRyHEOHp?d#peCVSRWqGW-ENlxJpqc1;{-uU
zytmS*P?}2hT!uHTe9TIP-emWoqNk_)KW;J5Qx#ry8Ix2C4aAfO4a!qL<NEhrej!8F
zHPM0=hL~koh*e;b4<mqP0D*<G%0IgpXe$Ex6Mr<u!-Xp8$scEzq4oXF2iu6nl|aOF
z$wrR=={Ln^kHBsWurXiN#51Gt@)=VL9?TkjvEc`s1?Fb(UG*ul<5z5<e}*woCJMa8
zw+I%O5qzcBe|W}6SB+=lGsJkQx9&C#TXpM~>BU+|*7HpbJ@@^|dkOImueS5y##?C2
zr|HykgVndZU>y(B&yv2kD?AgcW@OzE<w#1?as&vm7H77O6a-Fn90D2TCNXbP(2{kf
z^VsIsq$(Ns7J~l}Trdzr?j?AyzK0|0ssNCba0hW=D_**ABlB4x0$zCcY(gJoYiN`q
zPEb(@cxSHr$se(dxN)GmCvgd&s^2Xe1sco#{sAFUEplMa$;|0FR?*y}hab!0?Zg_y
z>_(D@T1@-VHA^k8w>8ncSW2fKQ@rWbRy*<?|C|Jb9lZ?OpLQ*v1Hx6h%<gf&H4NG$
z>Uy`ENz^GOU~Ry*q;s4^+BJ0J`dG7o&i+s*F~l57f27y<T%>kgi9Ucu!{gSYh9cOt
z6zp<zDmDdzqVpMT#fJ-u9h(Re{(;(}F=XQ9B6!4SveC^mF?ZpM%<)L@2N9zh&ZnNp
zEKHmb>DDfPQ`ebVndm5sjN40a!@-Z6O!|i-v<8)@N)vowG+i80g=|8XyLKD(pEYF1
ziEg=~SKWl38smKMbHu}PBBK=b2J14lrlQ8nv(TQ@$8tjlNUe<%l0Yd%(xww)U3s{P
zWrD-@5Eot>^<yV;?}fImJx9)Hv)c`uorq~*95BS)(Qx=|GVa#JSyAR5WBt4;ehFD4
zx<zOVC<$A364@ncs2M3mkaWOA@LeyV+0At~(wgrLwvseKG=IXaKWZ;qTLzr6q9arQ
z{c^yQh+f|vvhPL+C}y($%lS;AFd7voX%8mt$9|1>V#)CC+^wy%(wO`X6N|o5i3H>Y
zmI%hreCAQKj>Z`jOc7lf0BJ4FL$ShR7gnAvO{H>vlG#^xjdw5dwc*iFCL#*s8Mu;g
z;4jeRFXQxH*)ikKgo~JYJ&bz=7!UV=Z8;+8%X2Ea_^L~ixv?KwY&YtAtiHwVm{El4
zW_-YTp?zjUT9%a-GUvfxO^(g)tFIclkTL8Ni)@#e22Ct)vTgv0lL;f6fk%L^%AOK5
zw8fS{0=q)mlZpWTQR}#y#sxe?r=Epxu^U8)A?;%?j1?{QNHDGruLFyj!$Gm<&8LAM
zxIK+X7CcvIsRiNb3{UhGnn|QB#z=cp`?;(!9^@5kGFc_sJOrGHZ~e_P+=-Yg3paKw
zXU1(S<qtUUymVvDrcZ@g&R4ye;L?Bg%)POu34ja$LbwYl*mXaz@*fMCY)72QQ2iyG
zgw|@mtZXEF*|ubU*Rls|FDT6<h%A)wYJx=~%6ge0+$ANi4fXqvNewwZW(=c-&}68h
z>AI<zTPoOa&G*O6M`b_0^ifv(4Ad{0kyhMcEKKrOn{)}u3}!u=Na%#xY`3^L4cTaC
zErkm}!aD`DUUR{qf5M&<p<(|dsO5m+emZhF%iM0_$hM;=N4+()?4o2tz%9w5HN1+u
z5142+(_1@My0;uzOJ<)ER!|s!sNpt=0YP_~IysTIFC#%Sm7LJMp>7hL$*qb-LtAGQ
z=Co<$(4ir%=wUj>gF*~}GVG$jXO#EZ4FLh(XbNsh4bfwst!zC0c6{I+%tULFiciRr
z_hF1vMxxCN@@-Mg*}{PL^TNF+I|)k=rN<OGOgoGC%W}W%IONfmM+EK*W{xtx^7&Gg
zuJ*P~<Oqu4?SNI#s#{YC&Ep76D^yWU>WBpsj_eAtO-BwK#zW#wkFOdBQ)l`%E;{!v
zrF*WCVr^&EfLB#Y_bIC>^aM7}e>ui-=vLU-l?+gQEZRZx%^V(wy?)b{;mBQmhB=vo
z^jmV&LSgcOA7RTnao;=?9xa$%=}@!>DrN-U%6lW@C$vo-+!=9{n+|9}EJ*u^(Kku;
zo-u!3+sZ*vv`<$h&^=}7Jlk0l^FqMz@+L)x@^>uWIYak_EqUhgG;zDw<5m9kw#Qs0
z#UU&<H%f&<4k-R>5foe2#zZzNR_&!Bcgs^S{laNaXd`zP01+7$^UP4RJ$m*Qf7#Y)
zQRoCkP?7Y)5r)%zD}K+2@HN66c$qmL#7z#Ui+^zoJ8<URnkkyE`3=F9&I@pIf(|r^
z8PGXYasp@sXk!7&^y|l#9eY9oJ<72dr+E@Y!nKF6K+zS2nKYOHWEs8mZUzc>iW};|
zr_Xh#iSx=9yCmVr``Z@HwFE2)l*4_cX99eZ8RO|jgseT3pq#>F$z=E0zs<%=pp57f
zJsvdH^Pg4f+!6oewNQgLR~vc$le2)sH0zjK#Mu4X^xewxb5m>IH1&(r06IvNh>?g!
zj%6P2y;T>QNSmK5n_>V;0UP-M9x0;z1M`;*V9@jPR9KxSqivJ=tW1rBn);$>D+p1-
zWI8MpcA*{jOQ&BEbEHK9OP0ly*yvEYiDVLf6)hvGV^6T1hSL;IRm3*>(a)KP(~n$O
z+*$;R6VWamO^re(ZDY{cS!Qmi#`oECCdVT`=Ox^y(LmDM1a^hUjGX_Ko1<(c6MxMe
z7T`+qx|y)d7L0LA>R=Yr`sT#RPHwj)EIB&3C+0Xh^2G)T&6I&C(5yrih(ct71U_!L
zeWiW+^wH9U@91&<=mF45CM~zxy~pSlQ>W!2zZ!H<+-(G+tS=fALoY7}JKF!n`Td*R
zSbpB(cdP33)0o3Kj}yI7#C-Z6&($#QT;I4943Ja=@!@QTLn42gEJ~Re{d%g*svWbT
zJukpj^M2tA16leXB_x0IxV89np*jrZb6<5xQw|nZ<eTLcb}81h=*5eY2<b)F16=!(
zT3($Ei=%;(Ln$qSFD$=RLqa6-AWCcdk)vdaljl7nr1oPcUb|)qN9h<u&7IhpCqu2-
zVae5XbSK&JOznB=W|Sy7EeTRItrqiOLu+cQHr(ipb#xHN=2(!T#b5P<#!|X|T^ax7
z8XI?ZuB5xbN)=lqcDAqF{%Q~|rMI;?Uo*Q8^$0xu`ZQD3Gfed@Te7|AvkJD25F?=z
zzZ_g!?@Qsy^{f3|$6YPUb0>iRa2#}zY7m=tcuq)+W=>w0ARyKE`)^!U{0vbl56cZv
zN1(A`Og0$Dt%78_Y@6ApMDR@bR5CHA6>q&)npxI)iE>DAWn9)9$BR!c|FGJ{(2$X;
zuLQuMxXt<;&28SMt`Gx(pLR3}rk=m0ygbD%E>^AepSP^Y#&_$>rsp+)r#K2;s^g@b
zk0<9{F{l5of=2tOlShZXPd4pbqg(MwsO$P+XQRuzb7Esm{oU+uCMw2p<JvTrRT>Wu
z4_PX{q<{&s`C%;VHHJ#=phn2%B2`#T2M5RX+I*l!fNBV`te%kf{nqb@@{>Yt9zcg7
zz++%&jNs(Ju}m(=g|029^!wKBJklLz2WVOu!1HAOmLjZ_{5woEbmUNh5*-GOlUiMO
z+Qf^3dgM`R32!>p`A=IG)n)l|yx)b<hrT@46RzB}c2CIcox+<&K<v#ciad1O2?b`{
zi5v+8=Tl)gKEymZL@sO)s-<1Z03TI+C{$2wJD%Zwx!E_FBd1YMu0)bElJWB-qL*Tj
z@$WOSBW3A?v{(P6aW#)`VThnuP-{nj`;7{_>&p_kuqepJqn(M4NH4$|x)b8Xnnk_J
zN<SWePbq5+6GZ1+ObEZCMOCCcJ2CmrNrzb|hahyPUjgHQut(LDjeYonyK?fy9TMXK
z@yXuyAO~9l28U$G;hcA;lKBJ7d7ZRtIyNNm%#IhW71DCKlZy|a;0+lm5kZ?YkD6+q
zUc1aHpOH~_<X0<}ZR17XToJ0)_~zupxrV?L^12tz<wM<hU%G!6cC$C;cH^_=aGMiE
zDl!AD7a~^@IV0(>-UEaIHtHGEj{rO_>!%DS{Gh^9kH2#RABZ`Rr}pKZk6P*sr_mE7
zhB)Fuehwc>U?KN<C#^1-pEmk(2PVlkmAlH>RUZ25blRR4<1r<;+q?%?taGCadYNs~
z{n|8=w%9aCl)DG775>oj)f^F&lK1yyIQ`<>FnY{6CD9Ie-6A|)3t3?KYyO03uYT15
z9}G&=AW%ya1T{|2xU0IaA-Q|c7`Y>phdd>x|G)37c+jQW;B0f@BC$oY8i)2hgwvz%
zsxJTLq4Y`Q`+cr7bHQC7^hvYX`Gft?aXU}96YqI`#&;^Uowcv#iu0qEqji^FJA6eM
z_+FrqEYoo~{f9dBF<bTGwKj8fC!BCa4f30yR(nnG{~MM6vvB?Y39SEFZ~p(|#`wRz
z>i-jk`G3a$+o;UW#__*LWyg({|JwD|Tli~)!5)%p0Wx>cW{a$z+$G^m**%YR+=MtB
zKSA=+*VhGDvWQN0w==@UFs`8Y%Wr7AuJR}QJ0WfX<-6}^{9y}J6jkNW=`~V3%s9fL
z5}XsyDjVIIi>Nl1L!z?c^u#<He)OfQhw#ggCr9@FJwtg#B|Dn>zKu2?nq__?LG)3#
zi{tAh^=m=z`{fT|c;O}o;^86FmFXdo)P<LWtc!T^Q{)&SZLNVYgwS8G+0A(CpPW<%
z(Roi~xvYa*_~NB`Yd$ihZZ{>SinO^~LppaBRN3l1{BcwDAP0ovR+U8zJKijl!i_jD
zp<mK=<4rQEfV}w{ehC`qX$iz3VL?V&rSjy^2EMWJ2TLXz$ppCyuI%0)4aRD5w()o8
z^cM+d1+SU$ZB=J-EBFN(1=@0bEAZW{J|Ic#Xz-rmsu2esJU!LgQHE?~l599lD80r@
zhm(RbgVUf6y3%?ryNsnfb<9#C#_>P)_3~ADnvCsDG=-m^1$&L2NPoq%TY4wr<=en)
zSbQ{Yb?oJ%^0g%qjcpl5FS^qFP=&s+36s7>G;>U2Y3ovE?^6DvMnWXWQ%k$bR6OGF
zukz09GKuIHO}}F#8Y*Y~bMLTMq$o!W#(I2)dx8B1n5rh7EWj9f0e%PGteFKpIJdS0
z-qh1rWV>R9S(Lk>K=Ny3*x3{NU7j~kC@5@oR;LmKG@z9OJlRly3Ny^tELKfzAJA^$
zuq#ud!0h8VmO#cpGM^(We8@;N9V&ty@xvm(iTKG#H$m6j1JET<N9{{_6rzfgvM%uw
z9ZdRg0~kJ15K9=&n6>ii2lpW$6NfZ94Z_k3VJ>H4dLOb_MnejlAe<LBxMXHTvBDO%
zBlU7)N>QlXi94NX#PZV^6zPSqO1^-MexCY3S1qkSO7~nHSPLIu*M>S#uC0HqmXBfF
zYdtVP4ye0<3W#i2hnI-rAVOi?X>nzkAd3HFW2d2PO5#8h<_nTL0v%2I0f3kMGf>md
z*X&-K>*6i*v-4!bIg^-KIM@rj!$I}oRTM9x69DT><3SI?j0pG7&YC&EdT{sqR0KvO
z{}jjIQHo#k?*V6v1Tx+EoYNo1^$+i{2W=}j5(0;rQyITj4M2jxP@c-X7Dh*p3)0Wh
zo3!2RT43TIna|U_t=|9o^sIJI&x1?;&H1xygaOd(4xbsGtIeB9)4&+OEY&ZDtRcSi
zdE_2pS=zOw@r{%3vFd*qbg=v65Q{JV<Bdg&*A_KzWu`14ESB8meKxs{W?m@yV#_|5
zH2bhDO|$)np*`<@AVL@v8GAtK`OQ$$G7T1UTfQ*qR^EsP^}4LNzr`{D=I#TejNE2Z
zv(7mE)*gU&5o$(P#<D&Po^(C89GV!{UbHL4&X_fr6nlTBZmGa5^y}(UX0IsJf*mZ8
z2dNcBTCq1|eB+L5{hwuTDPtovy6;rDKSbp^-H?HU*X)#rXJWQjE&ey$5ghoyhbT}i
zZs6PAmN-z9<k+UkkbXam8$>kxCKYT>cASkseGiDxpCLl`hGAMc29OK?v{n5CrW6Ys
z9;7CCO~((E!B;m8DqfjiyZYyKM04l?OuM=dgP?1Cn{Z-Syv7g^y0}2q{1&4j-}f4i
zC+p~&M!zi4{rrlV7~x~!9TJGUjnHJr*oLvdVza4Q%~|~E8Xv@=q()B)5q+~i>;L*n
zBE$gVzAC%!Ke^S4dA(*co4c#!G|s-H<?jiZ5gQsEB9^%!Z^%+cg7Qj`H9c+he7!nd
zJ=`91aPi{44ps;w<YeV^<G)-($;s_Lf-bv#g<|+{dp169+1Gsk{_MT{<xLK~`S-|s
z-B)PaYuoqZ`S$C^{^mFYW?;>P7HZU|bSVURh=fDQWgtwFpDfVv=0GM1*BjK)fyDv~
zZH96I@X9dS_r)=wNE(G*XUPUr<`e;=zbJ-CgxsKJa`w4jL^pnk&BOo5m6H3Z9942a
z6XRo9{wuunN5{jr@l&k2l~tD@Bm{AJD|DmYC48_A9^*d_wvs&5(82;Yeklbri@>SD
zX^=6sJy2;Ws1{{MK3p+%Xq3h2+?_tVNevpZLdriKfoFvDcWFlkznvMMQW?sJ4R2f-
z4gB!cO`f|(7GsBs@L0nSsznH9i$*s}Aw6$lFxjrUR}q+7@N@%wA@<~!Jq0L(r;UP*
z;mW9c&N;Wr-x`a>#X**HJjHEIGEXvh{1FAmU<`<)W1$v^`yay?cn#TjK}ttzF+g_)
zFhefTa4O<q)cdW|g2_|_1vK3YI7o9FB(h@#qd+EK#m&h{WoR}S^!w$li`+oaP?m=K
zJ&Q4hSm<Kt!9m65t>C`0(Z%>uDS&vtZb}cBdv)O??9*j>rN>4RFW=4Y%Q@U7_*H^r
zDo^%2@iObl(~A{@H}gqxh3pn`X((xcae30SM_M@wp70M?;ys{8yeM68Sj=@wzap*p
z&jTLCz(vtQ-QWC}FzoACISQP03K+CZp+~6hR2au0zxe~Q(B3FKPkWbTE*QfGe`giy
zYkr}Maj5q(heL)kjQn1tilM=VEKR8-#WgJ~_(22W*;4&$&KpwCQB_j6vP2Z)1+oB`
zzQBGY8mqBzs_h4!__MFx$XCD|6&!rS&=PdOR9*3@CE5cVQ;Mv?z899P268EzE#BP0
zC#s<m|Il<Fa5mRRh|mrpR@H^FE`J>5VZz&!nu>{^rjPwleTf9jwa_-W;LCw^T-d?c
zk1fqyOOk>2Z9&#K%L|8d*eW_>1IgNqSM=$El&~Q%Y!yly;XD0B@T*6^AHy!=gww2%
zP3@qw?>&bvF3&r<@|UM7c~Vh-L>&ihstN$kFPsys$d(<6qg_j*PX{|^Y6Slb%DjyE
zH+O^+)9S-@0I%xD$O1Gz^#=&RMo`0)SACV1hV7T0esv@QmdarfUFnyHCLQn_+5%7#
zA70Hl+#|Qs`DX1_opc{x&_z(h?I1^WghY6GQsOwGYiN3JA4t^dCfe`Y-84wd&|dik
z7`S0zvTD?!-prWY+`mLv6&OLFfpX+3DKSi|*uX%6o{ikMhh^g?u{(dN*U`e^)nIKH
zyA2VH72^cbWf=i%RMXQnT1ep@3{1WV#OA6bY)PaXrGg=Ke4Nwc0HpLB)3%MjCy4@g
zyy7*$G*YaPP`HVDx`4s-#|{W;#sxAOHX5R|0@((jgGTbtdiM4mEAB&r!}(PBYC?Da
zclzvTfL83Pewa8ec<nerGhQHeZON|D;#wmbaMP7HGBm&Zu#oCXfbL-3SR*pxypjj}
zsG$m>EB1k>$=r0sJ@D!MIT22us!tXCtr9~Ru`0L&q+v#QoH53!ZYtcnU3KeFqP`~s
z$OkApRLZQ*KN;Ka>Zwz=(cckE0h=)ADBhs9#eu%1DtKK3aa>tbs^{Nf{*uQE;OH>T
zz&$3l0t01-F|0E~`HUfwC(9;_-|5pL%K|QJ7d@5>^3QY=&(}Os_cLcjSJS`jpG*E%
zYiAi$=hCHZoZx}rx=C<0?(PuWT>=~TY}`G#yF+ky2@b*8NN@`-8wn6RK!D*r?^oZ<
z$(gFDsha+I*ZovWJwJMNufEphWlGWyrv;&-Df6+1?bWIWn&YIA_xL=~G|W^kpGT<k
zAy9pB6#;ohoVlu#ie|$FH>p*{1-Ipu8k<;Y5EtKKqD`gVUnn-sf1}u{br-pEI!+o(
z$f{NipSj++A;-Cb+ZvKdY$e+EdtPeO#%VhbZWfQ%n7&79A%AsU0?E)nfs<=qF^`yT
ztg*&H33U9)#kh9bXupURdinbJt#f(V9J?7YW|&Sg9JAlb1}>n!1%?3gM_4>gJsT9+
z;A4g6$S6+o?}TEjpIVwb+eYIxqvnxH$geiOn6#A`L}K)hkv5Bm{ccp{9x~Q;dFUF@
zeRcAxlk{UUR4n6GcTMQS^Owftl@{dty`3N1wXS(jcqpRzdQR>_jvvPGe)sJ`*Vvvb
zAGV-tHy6iw@_Aol-or$EMuFD6OI-KRHbcGCRg~%8++uz?^*Ypm{?r0m^i_Psf7}Ue
zE3OwHG9X^_pq;qloSg3(QzXofC*$YStYX6K)$kiyn^GMpDd3>BPKsIf@uWQI<5(hF
z0lqU{_*Q>pz(1A|se?vRNt3~)Q}8{o-X9T!x+A_ZJ6+a}9j=OYeN@-#0#$2Vh(=*m
zfT~4qqCVk<Muqj&m3fjyH^6A`4ejaVo>BO>Yv_T>5+aOl2N4P1E)-cxgRWh&KC_J;
z#pl7kZXn7BzS=-lSOz=Vp5e7oHkZz(H_cVcF7;@_1L_w97nC_Y!N`Y1T502&TZ}B|
z{_kjK*`g23AF2zB#g;<Mq6QWzCBmi}nR^cx6snSWtG`CXps`KVA7wroI1gZy;w}g_
zVz!c(n)^N`k=@QB4TU%IKrrjV%tL;>uCIYh4MWNCAS@-&<wII0Ej2VnMmydh>#yh}
zPcj_;H-?S)Cnbq!uJ*>@N~(er(8ov=&Oo5oIevX%7&RWf!9*DLnz$-1qyX0sWwQC%
zHL_CPA1PMgn)2N<VGJ&DwHbD$KGAz1b+e3<!LD%u(~f6BC}-(OIfO~hD*dOq<eFeJ
zHTFfiWK;(4^yMTeQa?qjilT|-kD!l%dyC|XJdPEJv&u4$LvADlN%x=-5po*4vq8f3
zOc-QNk*)xq8ixegq4YlD<L1Nq=TG6NrYH+K-uISoX1E1=-DXyuhXR&3?AoGGt`t~Y
zn+pn5msd<EtNgXl#vAG&Ym<%k?%X;6dQ923^(!my&Y3}mB}q1~)QUft^_$EQPJ(hS
zGY5AgN+PZ}`ozxp6vB-T*r8=x<3M+!)I*z%!4KarIQpszSzlggullyk+9L&Lgva!J
zZEZ$7wDC?)^UFn)2cQSa!C6?}QQg*)^l!GPfTa``o`0>cgmgTAEn&xJ%oMuw?-VjB
z%2VGVet>D$gK!y+Qy3jG(Av+=|I$~UFs#1Iba=2UJw`sZA3fLr?dVJihE1=^!Se{M
zvQ)<-g)eZ&#x)IzTf}WD5;we3xt|Kdsb(Q9n!Yeh_`ZEw-Hoq%5P1zz&YpPi_xhk6
z^xs6?|96}=_WvEH?JxWP6m@g5^8KBKuIo(NitV>p+bdsD#(?_Ow`dG2(q2k#G=j09
zFpL$ee~q&3hJ1Xo2Ke;gvzERr(UI7v)1bA(pzX|y@GVCAb`kk1ElNht0C+BP@924X
z)rN261qMHkFeEgkQ6e%j4_PWj@=R11My|H#D!yb1=CnexyzA|rJ92@mx&j|uw=aIA
z@w6(Rty*~A{W>3<itFz2xJrwg%5UIgyF^!h3Mh3_l`gUJP@QUb5V9Qxu@P6FW!@ba
z`IHa8w^a-c&nd@s7#C~b%!nh1O8J#?>$t|nQ~kvVIB0i)DdOH5^<mXqo39{ojF$Yo
zYtNG<M=4O2*7qVpmeHOwR5nILQ=uK*2+sewz-5Slebe6UQU44Wx0$H$LgN-2t@1q`
z=Atk00~O{MQl*z@v5$^zHb2Ch)nv}w7fXVYhxptj-_nexJ0HlBaMga7B$BvMKmxvH
zr0G(iVLuxht*W#B<ifD>1Yg{FJh~ZmWrbjQ!s>tyPS+7Tph~FJi;$#FilImz0l7j%
zT2nwMI_;Xn1KYSa+>PW*KuwoU3leh`DFM6qc5Rent1OSp>J)zb8u!s0EVm~+%eoWX
z{sF2~)oLA|#4(-yo#j<G*=<6eq{FT+YuIX0Y^6!_4JWy=Sr3q53c>!ogXzpAr39V&
z`D`m97v7e4+l~`HfV@_1_&bS4(h*B{$jNF9%I{ULZtBu3$3-6ayY?=U5&vi{_`BP|
z)xh61WLwX!$L=nZ;E#1rXPEB!4(Mp61<@kOfkUeOhhPQb@~V2EWj56?RLeH%a%*JU
z>KD*MdV&f`n~l}loZAP#IY?2ZB0B%0xCCWa$Tet&uH1g%abQwrT~50r1-~2MZL#yP
z{YfV3uA+F0y}bJ+KceuH6zjMeyH3geV81~SRxYs?_jPn8u+TiX663*#Uy%4xlEecc
zo0-szd=dGJ-QYV(CfCj2lE&aEjlf?&n|+KcvS(l^F7c$T_b**J9;+-5LG?Bz+a%{+
zLX4HUTgV`(g!9OXSd^Tt6PIa-Y^$D9&HtmX)x4pKRY4j`^**mjo2qiMYj9yEb!H~=
z(o`VL4nXz$$jp7y9W2PgSRNp5itCoDQ-#*)u7aA;Ir_MYuDS1sCl<OCw`uT<&ySsR
zM9bas!?|qD67S$68wsL>TP0$aTI%#3(Qimpn#j3wTHLb%Ur8c29eLxAozrwpiIC_w
z$0uxuphnzW78#@5JH5kDNn?6e5|-M*13&(ZI7(A~xe2rN2(UnIG~lNG0Dsov-S4qJ
zF5L?C6xFH})ez5C8XOXlmx3P_o*Q{nvzzZ0FR)>#Vl0Kb4aaL}^qC3C9tNO9@Aa;&
zoNk#^+`;-ik2lYEjgZFt%DZoMyz~yrEK(^FKt79syJMp!KAV!l>*VHizh&-1eYW7x
zjfDy1TI6&>tobEC_fO$B%19Qk19E;){pMYkWe-MTHX`V(;Gp!HFhi(u0iuekrf<U`
z(^ZYw`MX}=r0QJ03V;s<cT-;Kp*MjM?gA|VEh_=cqDOjs7CRGJ1kXOcdc$l>E58_d
z;l&1>$e*eIO<zkgDdM(6?Uh<uk&N!NcqtXIQLSCt|K2|T&E}$d!}!Q$Pj0?V3@joe
zU*B>}Am81vmsAJ1%V2z<R+-WMQ*5s~Urt$d83qoV6nP)1$<7;*LBEZyE46h;7DQfS
zTRoS)g`wM}d$FobM|6ZK@Yg0XSkt)srujWxZN6|Bvt%m*C7e+NZCifdg@C<#Itr|%
zTH$r^T|s>9+d93q3Rt7;)+krnm3QJ#y+hpnlTUfyMXys_$0yK&V0h4VA%Sa%Fwh{2
z+S^~kG(-x5G&H}5`1-$51Jdd1nS*R1(z1n7F-w>5)ga08n-VCKDj-I=k7`a)BLQ`b
zDNVHEXFm)?#7C${Wz?6%rD0r;>0t3}B+Mu<eguxurcm6%?w3(1cj2;N*S{dx${So&
zQd{r{Cgz*)j5sgrf6k9>a_k8xM=d4_KYupl(vG5!9q2Wm+S=Q3u868S5?30qo`ISk
zUe>-vhUO$D?+jmj?$2Ia5)8*NkEQhIYXFwVV#~L&32WBU@U)Vepp$gGu~yiRzc&=1
zP+pJFhQdwD_Lt{q>jIEGQ%F`GEmoKYVkZ}w0ywx>#bww9+_Ih*>&Qawkwqiu?_^nl
znm|WHmG>XCU&|5?2ZW4Nk?C_)7c1BAdb4)0Sj6>4MOEZsz)I26^j5$oCz0Cj*kDB`
z23v9i$`6Y&;#N+@3g%MH%TLZ;mkf>h^1oF;<1KEaw6h2dvjY{{rzGHii}VP6W{XwN
zrcrshb5tHuy--NdK;Hrx3g_EI$)aDCoxWbuC#*F`7yJ~6Rd0@^Fl5ZFnh7k@GpV5B
z!sFom^5OS|O7UFx`<Z7<Sq4^k7jRW~X>l`y4<Alqm15GDALl&NA3fS~*Ic37?HRY8
zI31rpU{O-Q9Sid>?dfVX`%q<@Suw7bOD%3$HD5?a-q<_0>ZIED2xhhN05)2-?Kuov
z5i9IF)%OIYy>v4B?fv0|S~4%6K7@ySv1yd6GgUh_Zt>iw^mf^7Iv#>|i(;U_Mw|D|
z-rMDy_ibXR!(#jJK6U~uKAwitBb8rDF9jfkWzcW1sKaB$K_ozeQ5(h=Q8g)><4_N<
zp3jb$+GIpv?pC2I!XP@-$>MTiwM#wf%Q9Ov!)lnv5Etcnc=v5kzgMr{70wZRgyCk)
z=uMNwcX>TKjvm*L1TK!faT;7V)(JW1>rw0A);6C2k;YgVfH9#C5YuZ*zUl}4x6%eg
zGgW;=S8_2|xzc&Zpoy>sD<h5gg53o2IxdaV*wX=zhD;bVmZOc{mS^mgsYdfvJ3qRD
zFS#`vWPTpbKlkr09}}c|->yB;`d6nhY^tCh(P=&Z;@}Vv!Hs(3m1?xnTsX>A5Dsp<
z|5^Fe<{(`;s75O2c(hQ9z3=7SwEo-+otR~k*HM|8ncu3Mrrg<ix1(9J0h5vH_i1+8
zX6aE>NKR*Ng8(vbpYj{#Ytpe;?@bEU=&5f>z`NU?0_~%pn&17UXqe!4`q5v4O1qM(
z5I&}@6+1Kbb$jQ-LHo0da9Sw_d1nxwV<F?e;cGg-F!H`&_p2?lIICwC2Wh^~HdR#G
z*HCMW52je*ApP!gJ^_0k!VWZ(gp>0gTQ1V0fL~Is{^)n?$m8SjMZB2rdjV&&+qhbI
zB)^iC7<OOPWo}6<p|qv+8(G!KDV##=nr}3icW~EUI)hYSN0WJxPu_iE%bvZM>(oHH
zq*Tcx+X~gFri%FPbZEy*MooE>ydxz=?`M^Dhd)`hvTTU<7kq62=Bd5q5dTuI1YRoo
zd>|cD<*F)D`s63C5lcj0plW9xaEMGQymD3RFZh}SX3Cq2K`N*-7%acAy}Ge#V0!g>
zx=8Q6eOK_k-u`asycz$Y9PaD`Kf}olk+F&ZdUn*EWZu+GLsT1gZMaSzyQEAOVRvX#
zmg_E)+?$~a-Lo@T6*)HJxuRfWNwUPxk__Hvgo*f)Uv*N@Uu$;D6*b78`gTx4j9t+I
z%%TQE=$x}1t3uhPBL;1O(bQBcw1o_c$Y%-VyI;axip^2X)QWXI^1eU1g$=xXp(0;>
z`xk(%GBX8UWsKf8KaR!{51IYCEa1J68NO3FKYO{{2ToX6sG_phA}xa0KBrF>=%tWd
z&_=Yrm!&62F(O4Hi>G-7@`JPSydM%J#2vuHWniwXSFET!^m!}VAd9?xyom)5U&06X
zhCah;Ep(2$Y@gj~EBGR{V$QJ4o5{Z9Tdu&4y8SwiQIZ^6@$;@$`t7e?unIg;vj9~i
z`_n6;F)^x!CLQ(+1zzz}pALx`<IO^Db1V8gV>t@M<GqFxEfAQ=fuLEao@PgZ#I=a4
zWHF`MVkL%MN{Eh}kSv*=h$EiaQCMXZ>!{3^bY0r^+9G7;a%yM4`oj5?cE04dg4T=;
z3G&4EH8sV%lqzqW1&fg~+iG=XI6;iDT_55RJMI-EY2=(<ZcMXr%Il&rDUIavDQee<
zWx;C`!`!`<<d@sxC#?Ep8aFatK`PI&sY`<%FPd)bjyJ-^n94O*Hv%BRj(dZwm|#6|
zEGI!5MmW&16H`bB(>8$5@drS;aP}i`2JllssJezW=fsvYne-w!f{h>3KQx^3YA1BP
z3bd`@JNYtcUyHZKO3X319h;Rz&z+}QE@y`vC!;cXiS{+70Tt6O6k(k#EbU}belkiX
z?`(D$f<F!oBrBn2s&AqU_eRO7b#~iIpCHAbeUGV>@R~c=2@+t#Kg5g?S&=)}?6ovS
z0i}{huB8`>$h6@iMm?XCnBlfCPaeR6sSCp#yW-&U*;mjVAVnCMQNs2H*~?(C7l#zP
zi!IaQ(2j;b=On&x`;AwZBG7|@vR5Jy9knlZuNiTSkr9btZkS9COE2G|LCp+|IlS>P
z(h!*`hG9{g9T;e;tbm92>BBUx%W;KE39Ox*sVBEF=ul(R*?<II?aZLzbCYwIK6s8f
z%=g;GxpFgFG|dV%gIkmH$cE&7$7pO{rrk)>BTT9#;PD2&QJ{um#P5a3h87xAlKQ#x
z#Bkfl&LgaaT}pn!Z!En(7%}Ek5Yg8+LjgRM;QNC}j8yV66@<>H_-{BjqS?^0=gby}
zZOqS-?=vX)-=Z32LK|c<Sl}pM#VgH*+5$*IbV8O~iYlThf17@JRl~cHV%x`AB+CQg
zwQse2^7B+*tdw#OyC*LdViR544Ch6iXPADJ6c!*-FdMXr=7%q|(Bz_5C$izSY#!7D
z;4&P|V!xl3FiZXP2Bq37GRCPwk>fy;b%u1zWD!FUyE5)d-tQvpI}>JLObV%0yH1N@
zudoO0yJD@ln{2;3a!9sKN4sl2Zi8?#{95_4!O#2P)(f$8W#sP5V*laKSGmmgWGzA2
zBjr{0c8l4+v}LI3y@6S_-Kj%akH~fx@Nv{X{7N!!VbPi@x}0{PUS1JB1b7zRYg2#{
zZl%(wqIE=HwO88u-Eoi-0iKr(p!J7RrrhwfOSbKu^Y)(Vf#Ofz2<nZe1`7Lyhh7S`
z7D>}i=ew%}A`26CKtlzNQfkZr>je*^xl78kx-a-^(zkL#pKZY!LlYNI)~($gSq=FI
z7KRC9C2P{h%4V4LvV)26({mMBC6b_fMJ)@Mna6hd)(1;Jy13OwwXCrG1qv8Ji@k^A
z<58=b84(#ci?Qunbcr5Bjs3o}rz;{NIftLM((`Yj3gw_%fYLY=Y8HhHGj7W_?GiUZ
z?sW0Fv3_cy?bj?V6wcBNB4htHW5xLL+#;=(av&}_v*D&txcefHD!;=t%!wEKo4RjT
zszV(awoJ$TG=xLg?u;b*NdLV{+mG~a^qbAVT?xSBFmmw9v0}@ke;=HR>VI=?@qb5d
zWB=cg+y1iuPv;iwyqui>C0pQy+~&T@{a0dr;cU!n^ngC|jYK=Ac4*VuRaL9+Ioi8v
zZk~qSqr`z8%jbj1fVug^DY|+pkas()RM0OZ=Z8?y4WsUFgL@%QgU?ytJD*?>8Gy{S
zA9M^QMfVC@2lqC&H*U>)7#u2{wBj5hk3G47HO!}DUQM0czUh+{9hGS;EYA<yk9$$A
z%2?G&?38<-qpp#-t<AGB<`ARh^s~w;tJT>M^94H57y_k^^zyx%-R@+oIk{vBm>AI3
zRd|;3S!s3&ysJS7ieJzJ2*Xs_(#hUd)YKmP8OGdWbs%aIZZV2qjCuM1D}q@mN+AV_
zJNaR(<VA{3lv0&~LB|#GRk$**iXJCV@MfBh;$(uIE&$~5O)H^fL9j_0qEj@8ndnS<
z+~Gk@80w~KX0Mq=w`(F8KJ)1yFqiKt?mAFO%ueqSAQ!{>;-kxfJxa6ZiH7s`sxpBH
z@4PdGBI@Jvm}%xeTzaXkX%=RDq*5XOjp<2DfCmDBi2&0j17BjA&ARwMY8S$#>5Rp{
zU4v;ONt|IW`F=enFwXe(K6~V#EviWg|Ke2<8BM)a%+}y24`CPs@r8*t!Mg0A>=dEm
z)a&S5MrE#U=5FReiD&l}{Ez0WMyLbQQcAq=ThOobkdFEAX}TTw7Q^tNeP$JyQ5<Lu
z7u$zo*YKsKUeMb_hdG92J1IdO$yZSXmzmA#IO1$$G~+75b<H2*Xl)^4EB6(@enU@=
zJI<}#7)hq{<=D1O&6{ys^E0?n-t#r-N))QoANt^-1V**VN9K@P4ANL5qba7XoBAw(
zW#TfveJ4rAifJ#T9bC|r@KwWCKTX`1$rDdiNR$ixfkIEB>pA%3A!y(=7;H~i6}0J7
z$$`Y}Qi68=_5EdBeiy2+865@G{dTs16eAML+*CP|)M8;gD95XAReKccA$+D1Swvd2
ziZom+InW%?Gsn}q%-0%YV93s_PxJcwk`4)VDa=F%Y%*rdA^wk$YJ0Jy3l<s~rLRzL
zE<Tf4!66&ttjb-TLWpXd>qNTUAQGL0$$}>1grrXcE`vSNg`du~<r}A(#<1-YV$C<~
z`(o#ZpMU)tPDb)|_WuxrbltkWSebSOEo-M_d{)ErpMXq9=O%O~NK{^;xwf<z%tFa&
zzYyzk3sD^;yEyakqW0;6gj()i`<y18gGRJRNz}?v+elI{_`)wuaerTQ<!X%W0XxIY
z)|8;bq-`lf5jVh>q|f9jbsP}vh5VuQp>MV93(sw|)JsFCloW-`T2*IcI)%jVGrR+(
zvTW$!YylCv^4R%}2`kZU#SL`Oac9(dY!0f^kxcKVTtb&huST(%pa50Jq5X8E%EegW
z+t6M4Ky~ac;%|_4;+WM?U3*D*;(YBvl|xv(oWCYF@_35U#xew=JI7FFJiTmJKE~Ud
z10M>DxGH%GQWN2CyRfZz;NMz@A0qT57ar%5=IF%sE-QHH#g=}|ORn~y`Gy8L%~enZ
zs-J|v!Hzk|d?*^%k+RrCqr_^b-3=r}qk{rWJvoRcASP@iQ)6449K&H1*(0G5k{_$(
zy~k9#-Yy=k5R>7STJ^CX?ne$&Uh5X^&O1*s!h)3Gihk961r+a%5q43GG_ZOwydJ0p
z?G9{^X^cq3F>rrcslm%NyQFQ|aq)O5&wCu7vmB9y2-Q@eC(}?DYw{kWx3t+%eFQ92
z*4>3Sk*j`jaO(kv8l)8-ZhY#;7K`mJPra_3wi7>fuJ07wJp8n6jEB&~876J3Y2{<2
zYUiWbMn1`iKXM4(B#xDf>_?~(gn@6{rE5u`_{lKkP+9Ps^GU5sZ>ZJu-3xI<vZ~ae
z@8VSluIm>%H$%fKh>5@OI6YSNGW*2cr<rV1&Y!A--^3GATVH33M`Pg1H93$+THk%z
zfA&go$7`(c7a+zO=DFtYJD8>D!LRj$Xx(*O`SLRW7IM(C{i~?mWw0a4u7jX&c|iRW
z1EQjcauZIQ#z+f@bR@g)Uky-eq>d*B{_aeIV=JoWd~8w~peB<cQfOHD0rl+K)-E9*
z#5@AO1%l|LDVM>MzX@i4=e+5EsQ8d{)>%Txnx~<@Y}LoO$%I2<vHrR_<)hNt!ob@{
z;R7Evu~Jt6bY%JlKEaR7Wu0M0qY*VU*yeqcySQ-$5@A@9Q+m?3Lln_~n}KX>J%B1I
z0-wHp!_+!T=1VR31dfp;IKzs!{sAX(rH%9%-+abk?@u25edtbU`C<(XjdAo#oaJN=
z2#q0Z<0s!Wuf|XM@ykd2E%}7IW2l+4MShk(nojvUYI#0q`mJ>T67l>rNK{&|DBva`
zWD7Re<XV0b)16(&NX1}s479o+E-hZcNNC0SlJddpmPI{z_AtEw6FH*x`bX-*^{IpK
z_P3Qy{uX~dejS1$luY=-rb~eqqiO=}8s_wb#{qPC0)NQa9SR-g3^El0q<z!^V(L(f
zl7OD#A%R#M!71xboYHDN>{ePC#Re{srMaJq|5_!7rEj0+g?*{svWB};WHMD!L{|y6
zJ<sYl5Xzi<slBTn1D&O20+zJy)Xwi7f$j~L7Hn#dUoR`Q*49XUBq&-gQIwVnc4*Vx
z(PUOK6K)Fm*;aAt-MT}Bp;!bqoZW;`)UVS(!M9kZ-^03A(i3X9f@|>ku9wQi{s5n}
zVI`l+5Eztt>$z(#Ru12ouz-^}A?1h^oOy`m$+l1nD{;7ynv|79rBRv6W7cy2X@(&f
zL(B6-MPb6c5NG)lZXNaJGbL@eYUt=P=U`>uq7ARXYLm0Ee!|g2i*1f~=N9@qUP_p1
z@fmMejg8acBuf(xfk&CXy;I*O2_%@DhUsmFuen`J+5pBfPN4338%1V}oV`%3s`}*p
zWC)ci3>rO`Xc1ADYyLN$j%5C%Y5k~3LhoE$!UEQ_u~FKFUt&T}T38hY?UkkKPOu7A
zPqH;9@<Qpg^Q{D)x<W@-(B*Tcp0+U~$AY()C+P~&pA~FXXGB1@kM<8TjMkB-kINoO
z0zkhv{2wASM*HfaJyCl;-CL4=QF~1UgTUdVqHvNB=X%oW@s=}0m!dNAclw<K!&>&9
zXJ!X<ka|$6DbAfhp?l4Uv!D2SKbZH;mBq1y01RE+<St$UJS8`*+i=*DIyjqbOw&VH
za$im9`#>0*LQ^vEp_$7>x~~56IZTywDclL{OTF(nW<*RdDw-@$Kk{l4>t$ONngUrq
zF(j2d9*x<DIV-N3MF8EEFS|EKtqW?eN;t5`Uxk-~eTJo*iw3pS#P{9}LH7`l3fU=#
zIKXiDSlT??r-)>~zR2Rj0raqqSprO*gGy`0V0bkqJC>-G>U09D@@K?@>Se9%xEX=)
z$Bc5EN*8SYmK;@NV#5Z=7-~)u<Vis~jbfD?ceQM}Sn5#OKx(C*V6_c!fMdj>YC24w
zU-W{z0*-MC2YpT?iXDnq5{lguU6u$*8ryJgPdZA~8e?|PexU^PEu2q<6=X}=mg$gw
z-^(Swgf~9hrq#qP9(kn4O>|sldr}HMfH5VDh$~><fO=otCEmiOm)0Z8c^qm2E5HeP
zi({`WEb|qhI1k_zu3aL-f!Srw5iiWbOOSS%v|hykK{sLYzpYe9V}FSx&6F5cmAi{5
zy`VSYB|ruM4!-VlNjQry!X;SHh_1ZPX!3#N+G(Wy>SfN3f{*tAJQLt+wZeHQ-+JM~
zvHGaEvjj{!!_@g8EK0cZ_Szse1Vx%AOoTYt+s<m;xKwm?L6Aa;RSi~QbRD=KM1%w;
z5dOKd_i!?|KxGB6^PsZ+{|4aZ;^N=}SOET0dwE#<uLf}VPmSv(?e`Cjjpyan>>nCC
z_e<>XhsMkM4<Fl$<xd|c+rPNYfB*IcM)nVlmy7j<p!RnkFE{%O3hi$i8#@Od+dnie
zwwF8Ezx%j3IR4?|=H&X*$Ii;d_fL(7?a%qXbj$e<jgyu8&oQ&}a{OccULqU5Ki8Rq
zo&6tU;b7<B`LhoWZuWoG-u~O%I9}%V=a@NJIsdUPFT?w<>*C^MVr^&cgeoYA%A#)V
rW&W@Kg+<NL(FO3*0YD8^SQypW#l*?wufK_tgNvODm6}>gS^7T!{5#Xu

literal 0
HcmV?d00001

diff --git a/scripts/hyde/build_22086693.py b/scripts/hyde/build_22086693.py
new file mode 100644
index 00000000..5f102a45
--- /dev/null
+++ b/scripts/hyde/build_22086693.py
@@ -0,0 +1,307 @@
+"""Elmhurst build for UPRN 22086693 (RdSAP-Schema-20.0.0, SEMI-DETACHED HOUSE,
+2-storey, band C 1930-1949, cavity UNINSULATED, mains-gas COMBI (no PCDB index →
+generic SAP Table 4b combi), control 2106 (CBE), pitched 200 mm loft, suspended
+uninsulated floor, party wall 6.8 m, double glazed, 2× PV ARRAYS @1.14 kW
+(orientations SE/SW, pitch 30°, overshading modest), electric SECONDARY room
+heater (SAP 691 REA), TFA ~74, window 11.84 m². Engine 66 / lodged 72.
+
+P2 of the modelling_e2e corpus validation — the photovoltaic_supply-as-list fix
+cert. The PV adds +5 (engine 61→66) so it IS credited; the −6 vs lodged is a
+fabric/heating gap to localise. NEW build elements: generic (no-PCDB) combi +
+the Renewables/PV page. Run:
+    DISPLAY=:99 python scripts/hyde/build_22086693.py <page>
+"""
+from __future__ import annotations
+import sys
+import elmhurst_lib as E
+
+DIM = "TabContainer_TabPanelMain_WebUserControlDimensionsMain_"
+WALL = ("TabContainer_TabPanelMain_InnerTabContainerMain_"
+        "TabPanelExternalWallMain_WebUserControlWallMain_")
+PWALL = "TabContainer_TabPanelMain_InnerTabContainerMain_TabPanelPartyWallMain_WebUserControlPartyWallMain_"
+ROOF = "TabContainer_TabPanelMain_WebUserControlRoofMain_"
+FLOOR = "TabContainer_TabPanelMain_WebUserControlFloorsMain_"
+WP = "TabContainer_TabPanelWindowsPanel_"
+DP = "TabContainer_TabPanelDoorsPanel_"
+VP = "TabContainer_TabPanelVentilationPanel_"
+APT = "TabContainer_TabPanelAirPressureTest_"
+LP = "TabContainer_TabPanelLighting_"
+MV = "TabContainer_TabPanelMechVent_"
+WH = "TabContainer_TabPanelWaterHeating_"
+MH1B = "TabContainer_TabPanelMainHeating1_WebUserControlMainHeating1_"
+
+
+def _pick(page, suffix, contains):
+    val = page.evaluate(
+        """(a)=>{const s=document.getElementById(a[0]);if(!s)return null;
+        for(const o of s.options){if(o.text.toLowerCase().includes(a[1].toLowerCase()))return o.value;}return null;}""",
+        [f"{E.FP}{suffix}", contains])
+    if val is not None:
+        E.set_select(page, suffix, val)
+    return val
+
+
+def _options(page, suffix):
+    return page.evaluate(
+        """(id)=>{const s=document.getElementById(id);if(!s)return [];
+        return Array.from(s.options).map(o=>o.text);}""", f"{E.FP}{suffix}")
+
+
+def property_description(page):
+    E.goto(page, "PropertyDescription", "WebFormPropertyDescription.aspx")
+    E.set_select(page, "DropDownListPropertyType1", "H House")
+    _pick(page, "DropDownListPropertyType2", "semi")  # built_form 2
+    E.set_text(page, "TextBoxStoreys", "2")
+    E.set_text(page, "TextBoxHabitableRooms", "4")
+    E.set_text(page, "TextBoxHeatedHabitableRooms", "4")
+    print("date ->", _pick(page, "DropDownListDateBuiltMain", "1930-1949"))  # band C
+    E.set_select(page, "DropDownListDateBuiltFirst", "")
+    E.set_select(page, "DropDownListRoomInRoofMain", "")
+    E.save_close(page)
+
+
+def dimensions(page):
+    E.goto(page, "Dimensions", "WebFormDimensions.aspx")
+    E.set_text(page, f"{DIM}TextBoxFloorAreaLowestFloor", "36.86")
+    E.set_text(page, f"{DIM}TextBoxRoomHeightLowestFloor", "2.30")
+    E.set_text(page, f"{DIM}TextBoxWallPerimeterLowestFloor", "13.4")
+    E.set_text(page, f"{DIM}TextBoxPartyWallLengthLowestFloor", "6.8")
+    E.set_text(page, f"{DIM}TextBoxFloorArea1stFloor", "36.86")
+    E.set_text(page, f"{DIM}TextBoxRoomHeight1stFloor", "2.30")
+    E.set_text(page, f"{DIM}TextBoxWallPerimeter1stFloor", "17.4")
+    E.set_text(page, f"{DIM}TextBoxPartyWallLength1stFloor", "6.8")
+    E.save_close(page)
+
+
+def walls(page):
+    E.goto(page, "Walls", "WebFormWalls.aspx")
+    E.set_select(page, f"{WALL}DropDownListType", "CA Cavity")
+    page.wait_for_timeout(400)
+    print("insulation ->", _pick(page, f"{WALL}DropDownListInsulation", "as built"))  # uninsulated
+    # Semi party wall: cavity. Match "masonry filled" → CF (U≈0); avoid loose "filled".
+    pw = _pick(page, f"{PWALL}DropDownListPartyWallType", "masonry filled") \
+        or _pick(page, f"{PWALL}DropDownListPartyWallType", "determine")
+    print("party wall ->", pw)
+    E.save_close(page)
+
+
+def roofs(page):
+    E.goto(page, "Roofs", "WebFormRoofs.aspx")
+    _pick(page, f"{ROOF}DropDownListType", "access to loft")
+    _pick(page, f"{ROOF}DropDownListInsulationAt", "joists")
+    E.set_select(page, f"{ROOF}DropDownListThickness", "200 mm")
+    E.save_close(page)
+
+
+def floors(page):
+    E.goto(page, "Floors", "WebFormFloors.aspx")
+    E.set_select(page, f"{FLOOR}DropDownListLocation", "G Ground  floor")
+    _pick(page, f"{FLOOR}DropDownListType", "suspended timber")
+    E.set_select(page, f"{FLOOR}DropDownListInsulation", "A As built")
+    E.save_close(page)
+
+
+def openings(page):
+    E.goto(page, "Openings", "WebFormOpenings.aspx")
+    E.click_tab(page, "TabContainer_TabPanelWindowsPanel")
+    _add_window(page, 11.84, "North", _glazing(page))
+    _delete_zero_rows(page)
+    E.click_tab(page, "TabContainer_TabPanelDoorsPanel")
+    E.set_text(page, f"{DP}TextBoxDoors", "1")
+    E.set_text(page, f"{DP}TextBoxDoorsInsulated", "0")
+    E.set_text(page, f"{DP}TextBoxDraughtProofedDoors", "0")
+    E.save_close(page)
+
+
+def _glazing(page):
+    for needle in ("unknown install date", "before 2002", "pre 2002"):
+        for opt in _options(page, f"{WP}DropDownListExtGlazing"):
+            low = opt.lower()
+            if needle in low and "triple" not in low and "single" not in low and "known data" not in low:
+                return opt
+    return "Double post or during 2022"
+
+
+def _add_window(page, area, orientation, glazing):
+    print("glazing ->", glazing)
+    E.set_select(page, f"{WP}DropDownListExtGlazing", glazing)
+    page.wait_for_timeout(400)
+    ft = page.locator(f"#{E.FP}{WP}DropDownListExtFrameType")
+    if ft.count():
+        ft.select_option("PVC")
+    gg = page.locator(f"#{E.FP}{WP}DropDownListExtGlazingGap")
+    if gg.count():
+        gg.select_option("12 mm")
+    wid = f"{E.FP}{WP}TextBoxExtWidth"
+    page.evaluate(
+        """(a)=>{const e=document.getElementById(a[0]);if(e){e.value=a[1];
+        e.dispatchEvent(new Event('input',{bubbles:true}));
+        e.dispatchEvent(new Event('change',{bubbles:true}));
+        e.dispatchEvent(new Event('blur',{bubbles:true}));}}""", [wid, str(area)])
+    page.locator(f"#{E.FP}{WP}TextBoxExtHeight").fill("1.00")
+    page.locator(f"#{E.FP}{WP}DropDownListExtOrientation").select_option(orientation)
+    page.locator(f"#{E.FP}{WP}DropDownListExtBuildingPartId").select_option("Main")
+    page.locator(f"#{E.FP}{WP}DropDownListExtLocation").select_option("External wall")
+    page.wait_for_timeout(300)
+    before = E.window_row_count(page)
+    page.evaluate("(id)=>{const e=document.getElementById(id); if(e)e.click();}", f"{E.FP}{WP}ButtonAddWindow")
+    for _ in range(25):
+        page.wait_for_timeout(200)
+        if E.window_row_count(page) > before:
+            break
+
+
+def fix_window(page):
+    """Edit-in-place: overwrite the shared assessment's leftover window width to ours."""
+    E.goto(page, "Openings", "WebFormOpenings.aspx")
+    E.click_tab(page, "TabContainer_TabPanelWindowsPanel")
+    page.wait_for_timeout(800)
+    wid = f"{E.FP}{WP}TextBoxExtWidth"
+    page.evaluate("""(a)=>{const e=document.getElementById(a[0]);if(e){e.value=a[1];
+        e.dispatchEvent(new Event('input',{bubbles:true}));
+        e.dispatchEvent(new Event('change',{bubbles:true}));
+        e.dispatchEvent(new Event('blur',{bubbles:true}));}}""", [wid, "11.84"])
+    print("window width now:", page.locator(f"#{wid}").input_value())
+    E.save_close(page)
+
+
+def _grid_rows(page):
+    return page.evaluate(
+        """()=>{const t=document.querySelector("[id*=GridViewExtendedWidows]");
+        if(!t)return[];return Array.from(t.querySelectorAll('tr')).slice(1)
+        .map(r=>Array.from(r.querySelectorAll('td')).map(c=>c.innerText.trim()));}""")
+
+
+def _delete_zero_rows(page):
+    g = 0
+    while g < 6 and E.window_row_count(page) > 1:
+        g += 1
+        rows = _grid_rows(page)
+        bad = next((i for i, c in enumerate(rows) if len(c) > 1 and c[1] in ("0.00", "0", "0.0")), None)
+        if bad is None:
+            break
+        _delete_row(page, bad)
+        page.wait_for_timeout(400)
+
+
+def _delete_row(page, idx):
+    before = E.window_row_count(page)
+    btn = page.evaluate(
+        """(i)=>{const b=document.querySelectorAll("[id*='GridViewExtendedWidows_DeleteButton_']");return b[i]?b[i].id:null;}""", idx)
+    if not btn:
+        return
+    page.evaluate("(id)=>{const e=document.getElementById(id); if(e)e.click();}", btn)
+    page.wait_for_selector(f"#{E.FP}DeleteWindowDialog_LinkButtonYes", state="visible", timeout=5000)
+    page.evaluate("(id)=>{const e=document.getElementById(id); if(e)e.click();}", f"{E.FP}DeleteWindowDialog_LinkButtonYes")
+    for _ in range(20):
+        page.wait_for_timeout(200)
+        if E.window_row_count(page) < before:
+            break
+
+
+def ventilation(page):
+    E.goto(page, "VentilationAndCooling", "WebFormVentilationAndCooling.aspx")
+    E.click_tab(page, "TabContainer_TabPanelVentilationPanel")
+    E.set_text(page, f"{VP}TextBoxIntermittentFans", "0")
+    cool = page.locator(f"#{E.FP}{VP}CheckBoxFixedSpaceCooling")
+    if cool.count() and cool.is_checked():
+        E.commit(page, cool.uncheck)
+    E.click_tab(page, "TabContainer_TabPanelMechVent")
+    mv = page.locator(f"#{E.FP}{MV}CheckBoxMechanicalVentilation")
+    if mv.count() and mv.is_checked():
+        E.commit(page, mv.uncheck)
+    E.click_tab(page, "TabContainer_TabPanelAirPressureTest")
+    E.set_select(page, f"{APT}DropDownListTestMethod", "Not available")
+    E.click_tab(page, "TabContainer_TabPanelLighting")
+    E.set_text(page, f"{LP}TextBoxLightsTotal", "10")
+    E.set_text(page, f"{LP}TextBoxLedLightsTotal", "10")  # 100% LED
+    E.set_text(page, f"{LP}TextBoxCflLightsTotal", "0")
+    E.save_close(page)
+
+
+def space_heating(page):
+    # Generic (no-PCDB) mains-gas combi. The shared assessment may carry a prior
+    # cert's storage SEB / PCDB boiler — clear it first if present, then select a
+    # generic gas combi via the boiler dialog. Two passes if a SAP code is bound.
+    E.goto(page, "SpaceHeating", "WebFormSpaceHeating.aspx")
+    page.wait_for_timeout(1000)
+    # Pass 1: clear a leftover SAP-table MainHeatingCode (e.g. SEB) so the boiler
+    # search/dialog is usable.
+    mhc = page.locator(f"#{E.MH1}TextBoxMainHeatingCode")
+    code = mhc.input_value() if mhc.count() else ""
+    if code and code not in ("0",):
+        print(f"clearing leftover MainHeatingCode {code}")
+        page.evaluate("""(id)=>{const e=document.getElementById(id);if(e){e.value='';
+            e.dispatchEvent(new Event('change',{bubbles:true}));}}""", f"{E.MH1}TextBoxMainHeatingCode")
+        page.wait_for_timeout(400)
+        E.save_close(page)
+        return
+    # Generic (no-PCDB) mains-gas boiler via the cascade: Gas → Mains gas →
+    # Boilers → Post 1998 → Condensing (combi vs regular is set by the water-
+    # heating page: "from primary" + no cylinder = combi). ~89% SAP Table 4b.
+    E.set_heating_dialog(page, f"{MH1B}ButtonMainHeatingCode",
+                         "^Gas", "Mains gas", "Boilers", "Post 1998", "Condensing",
+                         "Combi condens")  # L6 = BGW Post 98 Combi condens. (SAP 4b ~89%)
+    print("code:", page.locator(f"#{E.MH1}TextBoxMainHeatingCode").input_value())
+    E.set_heating_dialog(page, f"{MH1B}ButtonMainHeatingControls",
+                         "^Boilers", "^Standard", "CBE Programmer, room thermostat and TRVs")
+    print("control:", page.locator(f"#{E.MH1}TextBoxMainHeatingControls").input_value())
+    E.save_close(page)
+
+
+def secondary(page):
+    # Lodged secondary: SAP 691 = REA electric panel/convector/radiant room heater.
+    E.goto(page, "SpaceHeating", "WebFormSpaceHeating.aspx")
+    page.wait_for_timeout(600)
+    E.set_select(page, "DropDownListSecondaryHeatingPresent", "Yes")
+    page.wait_for_timeout(900)
+    E.set_heating_dialog(page, "ButtonSecondaryHeatingCode",
+                         "Electric", "Electric", "Room Heater", "REA Panel")
+    tb = page.locator(f"#{E.FP}TextBoxSecondaryHeatingCode")
+    print("secondary code:", tb.input_value() if tb.count() else "?")
+    E.save_close(page)
+
+
+def water_heating(page):
+    E.goto(page, "WaterHeating", "WebFormWaterHeating.aspx")
+    E.click_tab(page, "TabContainer_TabPanelWaterHeating")
+    page.wait_for_timeout(400)
+    E.clear_hot_water_cylinder(page)
+    E.set_heating_dialog(page, f"{WH}ButtonWaterHeatingCode",
+                         "From Space Heating", "From the primary heating system")
+    print("water code:", page.locator(f"#{E.FP}{WH}TextBoxWaterHeatingCode").input_value())
+    E.save_close(page)
+
+
+def renewables(page):
+    # 2× PV arrays @1.14 kW. Discover the Renewables/PV page structure.
+    for url in ("WebFormRenewables.aspx", "WebFormPhotovoltaics.aspx", "WebFormSolar.aspx"):
+        try:
+            E.goto(page, url.replace("WebForm", "").replace(".aspx", ""), url)
+            page.wait_for_timeout(800)
+            print("PV page:", url, "->", page.url)
+            inputs = page.evaluate(
+                """()=>Array.from(document.querySelectorAll("[id*=ContentPlaceHolder1] input,[id*=ContentPlaceHolder1] select")).map(e=>e.id.replace('ContentBody_ContentPlaceHolder1_','')).filter(i=>/pv|photov|solar|peak|orient|pitch|oversh|panel/i.test(i)).slice(0,30)""")
+            print("PV-ish fields:", inputs)
+            return
+        except Exception as e:
+            print("  ", url, "->", type(e).__name__)
+
+
+_ORDER = ["property_description", "dimensions", "walls", "roofs", "floors",
+          "openings", "fix_window", "ventilation", "space_heating", "secondary",
+          "water_heating", "renewables"]
+
+
+def main():
+    if len(sys.argv) < 2 or sys.argv[1] not in _ORDER:
+        print("usage: build_22086693.py <" + "|".join(_ORDER) + ">")
+        return 2
+    with E.session() as (ctx, page):
+        globals()[sys.argv[1]](page)
+        print("done:", sys.argv[1], "->", page.url)
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/tests/domain/sap10_calculator/test_real_cert_sap_accuracy.py b/tests/domain/sap10_calculator/test_real_cert_sap_accuracy.py
index df9a58e1..5575384f 100644
--- a/tests/domain/sap10_calculator/test_real_cert_sap_accuracy.py
+++ b/tests/domain/sap10_calculator/test_real_cert_sap_accuracy.py
@@ -625,6 +625,30 @@ _EXPECTATIONS: Final[tuple[RealCertExpectation, ...]] = (
         cert_num="8742-6624-9300-2780-4926",
         sap_score=66,
     ),
+    # UPRN 22086693 → cert 6102-6227-8000-0083-2292. RdSAP-Schema-20.0.0, SEMI-
+    # DETACHED HOUSE 2-storey, band C, cavity UNINSULATED, mains-gas COMBI (no PCDB
+    # → generic SAP Table-4b BGW post-98 condensing combi), control 2106 (CBE),
+    # pitched 200 mm loft, suspended uninsulated floor, party wall 6.8 m, double
+    # glazed, electric secondary room heater (SAP 691 REA), 2× PV ARRAYS @1.14 kW,
+    # 100% LED, TFA ~74. Engine 66 / lodged 72.
+    # This is the modelling_e2e photovoltaic_supply-AS-LIST fix cert: 20.0.0 typed
+    # `photovoltaic_supply` as the wrapper only, so a measured-array LIST crashed
+    # `from_rdsap_schema_20_0_0` ("'list' object has no attribute none_or_no_details")
+    # and sank the whole prediction cohort. The fix routes it through the dict-tolerant
+    # `_map_schema_21_pv`, capturing the arrays. PV is correctly credited: engine
+    # WITHOUT pv = 61, WITH pv = 66 (+5). Built in Elmhurst RdSAP10 (evidence saved:
+    # elmhurst_summary.pdf / elmhurst_worksheet.pdf) — fabric+heating only (the PV
+    # is a separate "New Technologies" Panel-details grid, deferred): worksheet 55,
+    # engine on Elmhurst's own parsed inputs 55 = 55 EXACTLY → calculator faithful.
+    # The engine-without-pv 61 vs Elmhurst 55 (+6) is the documented engine-vs-
+    # Elmhurst-RdSAP-default residual on a band-C cavity-uninsulated suspended-floor
+    # semi; lodged 72 vs engine 66 (−6) is that plus PV-credit method. PINNED engine 66.
+    RealCertExpectation(
+        schema="RdSAP-Schema-20.0.0",
+        sample="uprn_22086693",
+        cert_num="6102-6227-8000-0083-2292",
+        sap_score=66,
+    ),
 )
 
 

From 04017975248c300242744caa507d6da8249bcbaf Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 16:48:04 +0000
Subject: [PATCH 09/18] sap fixes

---
 scripts/hyde/elmhurst_download.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/hyde/elmhurst_download.py b/scripts/hyde/elmhurst_download.py
index 0c317033..6e9e4805 100644
--- a/scripts/hyde/elmhurst_download.py
+++ b/scripts/hyde/elmhurst_download.py
@@ -28,7 +28,7 @@ SESSION_DIR = HERE / ".elmhurst-session"
 SAMPLE_DIR = (
     HERE.parent.parent
     / "backend/epc_api/json_samples/real_life_examples"
-    / "SAP-Schema-16.0/uprn_10070004512"
+    / "RdSAP-Schema-20.0.0/uprn_22086693"
 )
 
 ASSESSMENT_GUID = "B44A0DB4-4C08-4241-B818-86F060172105"

From 9956df07ffe856a63c2daf708a1a1ef105f81cfb Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 17:09:11 +0000
Subject: [PATCH 10/18] =?UTF-8?q?Land=20an=20override=20on=20the=20EPC's?=
 =?UTF-8?q?=20part=20at=20its=20position=20when=20the=20label=20is=20absen?=
 =?UTF-8?q?t=20=F0=9F=9F=A9?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

A Landlord Override's building_part is a positional index (0=main, 1=extension
1…, ADR-0004), but the gov-API EPC can label that slot differently (e.g. lodge
the 2nd part as 'other', not 'extension_1'). The previous fix skipped such
orphaned overrides, silently discarding the landlord's correction. Now the
override falls back onto the EPC's part at that position (via _resolve_part), so
the correction lands; only a position the EPC models no part at is skipped
(no geometry to model a wholly-absent part). Replaces the skip-only behaviour.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 .../modelling/scoring/overlay_applicator.py   | 46 ++++++++++++++++---
 .../modelling/test_overlay_applicator.py      | 44 +++++++++++++-----
 2 files changed, 73 insertions(+), 17 deletions(-)

diff --git a/domain/modelling/scoring/overlay_applicator.py b/domain/modelling/scoring/overlay_applicator.py
index 6a50fde4..848f1a8f 100644
--- a/domain/modelling/scoring/overlay_applicator.py
+++ b/domain/modelling/scoring/overlay_applicator.py
@@ -9,10 +9,12 @@ then discarded). See ADR-0016.
 
 import copy
 from dataclasses import fields
-from typing import Optional, Sequence
+from typing import Final, Optional, Sequence
 
 from datatypes.epc.domain.epc_property_data import (
+    BuildingPartIdentifier,
     EpcPropertyData,
+    SapBuildingPart,
     SapVentilation,
     SapWindow,
     WindowTransmissionDetails,
@@ -29,6 +31,39 @@ from domain.modelling.simulation import (
 )
 
 
+# A Landlord Override's building part is a POSITIONAL index (0=main, 1=extension
+# 1…, ADR-0004), translated to a `BuildingPartIdentifier` upstream. This recovers
+# that position so an override can fall back onto the part the EPC actually models
+# at that slot when the gov-API labelled it differently (e.g. lodged a 2nd part as
+# `other` rather than `extension_1`).
+_POSITION_BY_IDENTIFIER: Final[dict[BuildingPartIdentifier, int]] = {
+    BuildingPartIdentifier.MAIN: 0,
+    BuildingPartIdentifier.EXTENSION_1: 1,
+    BuildingPartIdentifier.EXTENSION_2: 2,
+    BuildingPartIdentifier.EXTENSION_3: 3,
+    BuildingPartIdentifier.EXTENSION_4: 4,
+}
+
+
+def _resolve_part(
+    epc: EpcPropertyData,
+    parts_by_id: dict[BuildingPartIdentifier, SapBuildingPart],
+    identifier: BuildingPartIdentifier,
+) -> Optional[SapBuildingPart]:
+    """The building part an overlay targets: the EPC's part with that identifier
+    when present, else the part at the override's positional index (so a
+    correction for `extension_1` still lands on the EPC's 2nd part even when the
+    gov-API lodged it under a different label). ``None`` when the EPC models no
+    part at that position."""
+    part = parts_by_id.get(identifier)
+    if part is not None:
+        return part
+    position = _POSITION_BY_IDENTIFIER.get(identifier)
+    if position is None or position >= len(epc.sap_building_parts):
+        return None
+    return epc.sap_building_parts[position]
+
+
 def apply_simulations(
     baseline: EpcPropertyData, simulations: Sequence[EpcSimulation]
 ) -> EpcPropertyData:
@@ -41,11 +76,10 @@ def apply_simulations(
 
     for simulation in simulations:
         for identifier, overlay in simulation.building_parts.items():
-            # A Landlord Override can target a building part the lodged (or
-            # predicted) EPC never carried — e.g. an `extension_1` override on a
-            # property whose EPC has only `main`. Skip the orphaned part rather
-            # than crashing the whole property's modelling on a `KeyError`.
-            part = parts_by_id.get(identifier)
+            part = _resolve_part(result, parts_by_id, identifier)
+            # No part at this position — the EPC models fewer parts than the
+            # override's index. We have no geometry to model the missing part, so
+            # skip it rather than crash the whole property's modelling.
             if part is None:
                 continue
             for overlay_field in fields(overlay):
diff --git a/tests/domain/modelling/test_overlay_applicator.py b/tests/domain/modelling/test_overlay_applicator.py
index 2e7059ec..8f6c960f 100644
--- a/tests/domain/modelling/test_overlay_applicator.py
+++ b/tests/domain/modelling/test_overlay_applicator.py
@@ -55,12 +55,37 @@ def test_apply_writes_targeted_building_part_and_leaves_others_untouched() -> No
     )
 
 
-def test_override_targeting_a_part_absent_from_the_epc_is_skipped() -> None:
-    # A Landlord Override can reference a building part the lodged (or predicted)
-    # EPC never carried — e.g. an `extension_1` override on a property whose EPC
-    # has only `main`. The orphaned part is skipped, not crashed on, so the rest
-    # of the overlay still folds and the property still models.
-    # Arrange — build_epc() has MAIN + EXTENSION_1 but no EXTENSION_2.
+def test_override_for_an_absent_semantic_part_lands_on_the_part_at_that_position() -> (
+    None
+):
+    # `building_part` is a POSITIONAL index (0=main, 1=extension 1…, ADR-0004). The
+    # gov-API EPC can label its parts differently (e.g. a 2nd part lodged as `other`
+    # rather than `extension_1`). An `extension_1` override must still land on the
+    # part at position 1 — the landlord's correction is applied, not dropped.
+    # Arrange — build_epc() is [MAIN, EXTENSION_1]; relabel the 2nd part to OTHER so
+    # the EXTENSION_1 identifier is absent but position 1 still exists.
+    baseline: EpcPropertyData = build_epc()
+    baseline.sap_building_parts[1].identifier = BuildingPartIdentifier.OTHER
+    simulation = EpcSimulation(
+        building_parts={
+            BuildingPartIdentifier.EXTENSION_1: BuildingPartOverlay(
+                wall_insulation_type=3
+            )
+        }
+    )
+
+    # Act
+    result: EpcPropertyData = apply_simulations(baseline, [simulation])
+
+    # Assert — the override folded onto the part at position 1 (the OTHER part).
+    assert _part(result, BuildingPartIdentifier.OTHER).wall_insulation_type == 3
+
+
+def test_override_with_no_part_at_that_position_is_skipped() -> None:
+    # When there is genuinely no part at the override's position (the EPC models
+    # fewer parts than the index), the override is skipped rather than crashing —
+    # we cannot model an extension we have no geometry for.
+    # Arrange — build_epc() has 2 parts (positions 0, 1); position 2 is absent.
     baseline: EpcPropertyData = build_epc()
     simulation = EpcSimulation(
         building_parts={
@@ -74,12 +99,9 @@ def test_override_targeting_a_part_absent_from_the_epc_is_skipped() -> None:
     # Act
     result: EpcPropertyData = apply_simulations(baseline, [simulation])
 
-    # Assert — the present part got its overlay; the absent one was not added.
+    # Assert — the present part got its overlay; nothing was added for position 2.
     assert _part(result, BuildingPartIdentifier.MAIN).wall_insulation_type == 1
-    assert all(
-        part.identifier is not BuildingPartIdentifier.EXTENSION_2
-        for part in result.sap_building_parts
-    )
+    assert len(result.sap_building_parts) == len(baseline.sap_building_parts)
 
 
 def test_flat_roof_construction_type_folds_onto_the_part() -> None:

From e8c3406901e6bbabaa48b101f4ad3e62f4085b96 Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 17:09:47 +0000
Subject: [PATCH 11/18] Update worklist: override now lands positionally, not
 skipped

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 .../skills/expand-sap-accuracy-corpus/worklist.md   | 13 ++++++++++---
 1 file changed, 10 insertions(+), 3 deletions(-)

diff --git a/.claude/skills/expand-sap-accuracy-corpus/worklist.md b/.claude/skills/expand-sap-accuracy-corpus/worklist.md
index 681a2748..58f3b984 100644
--- a/.claude/skills/expand-sap-accuracy-corpus/worklist.md
+++ b/.claude/skills/expand-sap-accuracy-corpus/worklist.md
@@ -130,9 +130,16 @@ A second `modelling_e2e` run (filter `task_source='modelling_e2e' AND job_starte
 **① ✅ FIXED — `KeyError: BuildingPartIdentifier.EXTENSION_1` (14 props, the dominant
 failure).** A **Landlord Override** targeted `extension_1` but the lodged/predicted EPC
 had no such part; `overlay_applicator.apply_simulations` indexed `parts_by_id[identifier]`
-unguarded → crashed the whole property. Fixed: skip the orphaned part (`.get` + `None`
-guard). +regression test `test_override_targeting_a_part_absent_from_the_epc_is_skipped`.
-Not a mapper gap — a modelling-overlay bug. The 14 (pid / uprn):
+unguarded → crashed the whole property. Root cause is a **numbering mismatch**: the
+override's `building_part` is a positional index (0=main, 1=extension 1…, ADR-0004), but
+the gov-API EPC can label that slot differently (720142's 2nd part lodged as `other`, no
+`extension_1`). Fix (per product decision — *honour the override, don't drop it*):
+`_resolve_part` falls back to the EPC's part **at that position** when the semantic label
+is absent, so the landlord's correction lands; only a position the EPC models no part at
+is skipped (no geometry to model a wholly-absent part). +regression tests
+`test_override_for_an_absent_semantic_part_lands_on_the_part_at_that_position` /
+`test_override_with_no_part_at_that_position_is_skipped`. Not a mapper gap — a
+modelling-overlay bug. The 14 (pid / uprn):
 710295/100020458237, 710482/100020450179, 713040/100020404702, 715575/100020397529,
 715894/100020604961, 717435/22010468, 720142/100020383544, 720560/100021921443,
 721241/100020453651, 724945/100021915421, 725415/100020404036, 726517/100020631307,

From 290097b1c77433133a80702c58be80b27e12c1da Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 17:52:19 +0000
Subject: [PATCH 12/18] Record per-property failure detail in modelling_e2e
 subtask outputs
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

When a property failed, the handler recorded only its bare property_id and
raised RuntimeError("failed property_ids: [...]"). That string is what
SubTask.fail persists into the subtask outputs.error column, so a failed run
told you which property failed but never why — forcing a CloudWatch lookup.

The per-property catch now captures property_id, uprn, error_type, and the
error message, and the raised RuntimeError embeds those as JSON so the subtask
outputs column is parseable directly. query_failed_modelling_e2e.py reads that
outputs.error into a new Error column in its report.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 applications/modelling_e2e/handler.py | 31 ++++++++++++++----
 scripts/query_failed_modelling_e2e.py | 46 ++++++++++++++++++++-------
 2 files changed, 59 insertions(+), 18 deletions(-)

diff --git a/applications/modelling_e2e/handler.py b/applications/modelling_e2e/handler.py
index 9a8c8e73..0f2c4fe6 100644
--- a/applications/modelling_e2e/handler.py
+++ b/applications/modelling_e2e/handler.py
@@ -25,6 +25,7 @@ from __future__ import annotations
 
 import dataclasses
 import io
+import json
 import os
 from collections.abc import Callable
 from typing import Any, Optional, cast
@@ -289,7 +290,7 @@ def handler(body: dict[str, Any], context: Any) -> Optional[dict[str, Any]]:
         scenario = ScenarioPostgresRepository(read_session).get_many([scenario_id])[0]
         products = catalogue_with_off_catalogue_overrides(read_session)
 
-        errors: list[int] = []
+        failures: list[dict[str, Any]] = []
 
         for property_id in property_ids:
             try:
@@ -426,10 +427,18 @@ def handler(body: dict[str, Any], context: Any) -> Optional[dict[str, Any]]:
 
             except Exception as error:  # noqa: BLE001
                 logger.error(
-                    f"property={property_id}: {type(error).__name__}: {error}",
+                    f"property={property_id} uprn={uprns.get(property_id)}: "
+                    f"{type(error).__name__}: {error}",
                     exc_info=True,
                 )
-                errors.append(property_id)
+                failures.append(
+                    {
+                        "property_id": property_id,
+                        "uprn": uprns.get(property_id),
+                        "error_type": type(error).__name__,
+                        "error": str(error),
+                    }
+                )
 
         # Cohort certs the mapper could not consume were skipped (not aborted on)
         # so prediction could proceed; surface them — with cert numbers — in the
@@ -444,10 +453,20 @@ def handler(body: dict[str, Any], context: Any) -> Optional[dict[str, Any]]:
                 f"{[s['certificate_number'] for s in skipped_certs]}"
             )
 
-        if errors:
-            message = f"failed property_ids: {errors}"
+        if failures:
+            failed_ids = [f["property_id"] for f in failures]
+            # Persisted verbatim into the subtask's outputs.error (via
+            # SubTask.fail), so include each property's error type + message —
+            # not just the IDs — to make failed runs diagnosable without
+            # cross-referencing CloudWatch.
+            message = (
+                f"failed property_ids: {failed_ids}; "
+                f"details: {json.dumps(failures)}"
+            )
             if skipped_certs:
-                message += f"; skipped_unmappable_cohort_certs: {skipped_certs}"
+                message += (
+                    f"; skipped_unmappable_cohort_certs: {json.dumps(skipped_certs)}"
+                )
             raise RuntimeError(message)
 
         return {"skipped_unmappable_cohort_certs": skipped_certs} if skipped_certs else None
diff --git a/scripts/query_failed_modelling_e2e.py b/scripts/query_failed_modelling_e2e.py
index a4cca69f..db684023 100644
--- a/scripts/query_failed_modelling_e2e.py
+++ b/scripts/query_failed_modelling_e2e.py
@@ -11,6 +11,7 @@ from __future__ import annotations
 import json
 import sys
 from pathlib import Path
+from typing import Any, cast
 
 _REPO_ROOT = Path(__file__).resolve().parents[1]
 sys.path.insert(0, str(_REPO_ROOT))
@@ -30,6 +31,7 @@ with engine.connect() as conn:
             st.id          AS subtask_id,
             st.task_id,
             st.inputs,
+            st.outputs,
             st.updated_at
         FROM sub_task st
         JOIN tasks t ON t.id = st.task_id
@@ -45,19 +47,32 @@ with engine.connect() as conn:
         )
         exit(0)
 
+    def _error_text(outputs_raw: object) -> str:
+        """Pull the persisted failure reason out of the subtask outputs JSON."""
+        try:
+            outputs: Any = (
+                json.loads(outputs_raw)
+                if isinstance(outputs_raw, str)
+                else (outputs_raw or {})
+            )
+        except Exception:
+            return str(outputs_raw or "")
+        if isinstance(outputs, dict):
+            return str(cast("dict[str, Any]", outputs).get("error", ""))
+        return ""
+
     # Collect all property_ids across all rows
     all_property_ids: list[int] = []
-    parsed: list[tuple[str, str, list[int], str, str]] = []
-    for subtask_id, task_id, inputs_raw, updated_at in subtask_rows:
+    parsed: list[tuple[str, str, list[int], str, str, str]] = []
+    for subtask_id, task_id, inputs_raw, outputs_raw, updated_at in subtask_rows:
         try:
-            inputs = (
+            inputs: Any = (
                 json.loads(inputs_raw)
                 if isinstance(inputs_raw, str)
                 else (inputs_raw or {})
             )
-            property_ids: list[int] = [
-                int(p) for p in (inputs.get("property_ids") or [])
-            ]
+            raw_ids = cast("list[Any]", cast("dict[str, Any]", inputs).get("property_ids") or [])
+            property_ids: list[int] = [int(p) for p in raw_ids]
         except Exception:
             property_ids = []
         parsed.append(
@@ -67,6 +82,7 @@ with engine.connect() as conn:
                 property_ids,
                 str(updated_at),
                 inputs_raw or "",
+                _error_text(outputs_raw),
             )
         )
         all_property_ids.extend(property_ids)
@@ -80,23 +96,29 @@ with engine.connect() as conn:
         ).fetchall()
         uprn_map = {int(r[0]): int(r[1]) for r in uprn_rows}
 
+def _cell(value: str) -> str:
+    """Escape table-breaking characters so multi-line errors stay on one row."""
+    return value.replace("|", "\\|").replace("\n", "<br>")
+
+
 lines: list[str] = [
     "# Failed modelling_e2e Subtasks\n",
-    f"| Subtask ID | Task ID | Updated At | Property ID | UPRN | Inputs |",
-    f"|-----------|---------|------------|-------------|------|--------|",
+    f"| Subtask ID | Task ID | Updated At | Property ID | UPRN | Error | Inputs |",
+    f"|-----------|---------|------------|-------------|------|-------|--------|",
 ]
 
-for subtask_id, task_id, property_ids, updated_at, inputs_raw in parsed:
-    inputs_cell = (inputs_raw or "").replace("|", "\\|")
+for subtask_id, task_id, property_ids, updated_at, inputs_raw, error in parsed:
+    inputs_cell = _cell(inputs_raw or "")
+    error_cell = _cell(error or "")
     if property_ids:
         for pid in property_ids:
             uprn = uprn_map.get(pid, "unknown")
             lines.append(
-                f"| {subtask_id} | {task_id} | {updated_at} | {pid} | {uprn} | {inputs_cell} |"
+                f"| {subtask_id} | {task_id} | {updated_at} | {pid} | {uprn} | {error_cell} | {inputs_cell} |"
             )
     else:
         lines.append(
-            f"| {subtask_id} | {task_id} | {updated_at} | — | — | {inputs_cell} |"
+            f"| {subtask_id} | {task_id} | {updated_at} | — | — | {error_cell} | {inputs_cell} |"
         )
 
 _OUTPUT.write_text("\n".join(lines) + "\n", encoding="utf-8")

From af5b2b5f80ad829beaca85517a1d8d412651e5d0 Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 18:03:04 +0000
Subject: [PATCH 13/18] Mark unmappable cohort certs as a subtask failure

Skipped cohort certs were previously surfaced only as outputs.result on a
completed subtask, so they were easy to miss. Treat them as a failure too:
once the batch has run to completion (so every modellable property is already
written to DB), raise if there were any per-property errors OR any skipped
certs. The run gets flagged for debugging without discarding the work done.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 applications/modelling_e2e/handler.py         | 37 +++++++++++--------
 .../modelling_e2e/test_handler.py             | 36 +++++++++---------
 2 files changed, 40 insertions(+), 33 deletions(-)

diff --git a/applications/modelling_e2e/handler.py b/applications/modelling_e2e/handler.py
index 0f2c4fe6..6e3dece5 100644
--- a/applications/modelling_e2e/handler.py
+++ b/applications/modelling_e2e/handler.py
@@ -453,22 +453,29 @@ def handler(body: dict[str, Any], context: Any) -> Optional[dict[str, Any]]:
                 f"{[s['certificate_number'] for s in skipped_certs]}"
             )
 
-        if failures:
-            failed_ids = [f["property_id"] for f in failures]
-            # Persisted verbatim into the subtask's outputs.error (via
-            # SubTask.fail), so include each property's error type + message —
-            # not just the IDs — to make failed runs diagnosable without
-            # cross-referencing CloudWatch.
-            message = (
-                f"failed property_ids: {failed_ids}; "
-                f"details: {json.dumps(failures)}"
-            )
-            if skipped_certs:
-                message += (
-                    f"; skipped_unmappable_cohort_certs: {json.dumps(skipped_certs)}"
+        # A property that errored AND a cohort cert the mapper could not consume
+        # are both surfaced as failures, so the subtask is marked failed and
+        # shows up for debugging. The whole batch has already run by this point —
+        # every property that could be modelled was written to DB above — so
+        # failing here flags the run without discarding the work done so far.
+        if failures or skipped_certs:
+            parts: list[str] = []
+            if failures:
+                failed_ids = [f["property_id"] for f in failures]
+                # Persisted verbatim into the subtask's outputs.error (via
+                # SubTask.fail): include each property's error type + message,
+                # not just the IDs, so failed runs are diagnosable without
+                # cross-referencing CloudWatch.
+                parts.append(
+                    f"failed property_ids: {failed_ids}; "
+                    f"details: {json.dumps(failures)}"
                 )
-            raise RuntimeError(message)
+            if skipped_certs:
+                parts.append(
+                    f"skipped_unmappable_cohort_certs: {json.dumps(skipped_certs)}"
+                )
+            raise RuntimeError("; ".join(parts))
 
-        return {"skipped_unmappable_cohort_certs": skipped_certs} if skipped_certs else None
+        return None
     finally:
         read_session.close()
diff --git a/tests/applications/modelling_e2e/test_handler.py b/tests/applications/modelling_e2e/test_handler.py
index 6929d13f..540d6040 100644
--- a/tests/applications/modelling_e2e/test_handler.py
+++ b/tests/applications/modelling_e2e/test_handler.py
@@ -214,16 +214,19 @@ def test_lodged_epc_path_saves_epc_plan_and_marks_modelled(
     _baseline_orchestrator.return_value.run.assert_called_once_with([PROPERTY_ID])
 
 
-def test_skipped_cohort_certs_are_surfaced_in_the_outputs() -> None:
+def test_skipped_cohort_certs_fail_the_subtask_but_the_plan_is_still_saved() -> None:
     """Cohort certs the mapper can't consume are skipped (so prediction is not
-    aborted) and surfaced — with cert numbers — in the subtask outputs, so the
-    mapper gaps can be reported and closed."""
+    aborted), then surfaced as a failure — the subtask is marked failed (the
+    cert numbers land in outputs.error via the raised RuntimeError) so the
+    mapper gaps get debugged. The batch still ran to completion first, so the
+    property's plan was committed before the handler raised."""
     from repositories.comparable_properties.epc_comparable_properties_repository import (
         SkippedCohortCert,
     )
 
     mock_engine = _engine_mock([PROPERTY_ID], [UPRN], [POSTCODE])
     mock_plan = _plan_mock()
+    mock_uow = MagicMock()
     skipped = [
         SkippedCohortCert(
             certificate_number="8257-7539-1649-0633-4992",
@@ -287,24 +290,21 @@ def test_skipped_cohort_certs_are_surfaced_in_the_outputs() -> None:
         MockUoW = stack.enter_context(
             patch("applications.modelling_e2e.handler.PostgresUnitOfWork")
         )
-        MockUoW.return_value.__enter__.return_value = MagicMock()
+        MockUoW.return_value.__enter__.return_value = mock_uow
         MockUoW.return_value.__exit__.return_value = False
 
-        # Act
-        result = _call_handler(_BODY)
+        # Act — the skipped cert fails the subtask, but only after the batch ran.
+        with pytest.raises(RuntimeError) as excinfo:
+            _call_handler(_BODY)
 
-    # Assert — the handler's return (→ subtask outputs.result) carries the cert
-    # numbers + errors of every skipped cohort cert.
-    assert result == {
-        "skipped_unmappable_cohort_certs": [
-            {
-                "certificate_number": "8257-7539-1649-0633-4992",
-                "error": (
-                    "ValueError: RdSapSchema17_1: missing required field 'window'"
-                ),
-            }
-        ]
-    }
+    # Assert — the cert number + error reach outputs.error (the raised message),
+    # and the property's plan was still committed before the handler raised.
+    message = str(excinfo.value)
+    assert "skipped_unmappable_cohort_certs" in message
+    assert "8257-7539-1649-0633-4992" in message
+    assert "RdSapSchema17_1: missing required field 'window'" in message
+    mock_uow.plan.save.assert_called_once()
+    mock_uow.commit.assert_called_once()
 
 
 # ---------------------------------------------------------------------------

From 51118ce121385c3b1a88ad66b1884d060dfe7a49 Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Tue, 23 Jun 2026 18:07:10 +0000
Subject: [PATCH 14/18] solar + more logs

---
 applications/modelling_e2e/handler.py | 62 +++++++++++++++++++++------
 scripts/query_failed_modelling_e2e.py | 46 ++++++++++++++------
 scripts/trigger_modelling_e2e_sqs.py  | 29 +++++++++----
 3 files changed, 104 insertions(+), 33 deletions(-)

diff --git a/applications/modelling_e2e/handler.py b/applications/modelling_e2e/handler.py
index 3faf09f7..d1f454f4 100644
--- a/applications/modelling_e2e/handler.py
+++ b/applications/modelling_e2e/handler.py
@@ -25,6 +25,7 @@ from __future__ import annotations
 
 import dataclasses
 import io
+import json
 import os
 from collections.abc import Callable
 from typing import Any, Optional, cast
@@ -82,6 +83,7 @@ from repositories.property.property_overrides_postgres_reader import (
 from repositories.scenario.scenario_postgres_repository import (
     ScenarioPostgresRepository,
 )
+from repositories.solar.solar_postgres_repository import SolarPostgresRepository
 from utilities.aws_lambda.task_handler import task_handler
 from utilities.logger import setup_logger
 
@@ -235,8 +237,9 @@ def handler(body: dict[str, Any], context: Any) -> Optional[dict[str, Any]]:
     try:
         scenario = ScenarioPostgresRepository(read_session).get_many([scenario_id])[0]
         products = catalogue_with_off_catalogue_overrides(read_session)
+        solar_reader = SolarPostgresRepository(read_session)
 
-        errors: list[int] = []
+        failures: list[dict[str, Any]] = []
 
         for property_id in property_ids:
             try:
@@ -300,9 +303,18 @@ def handler(body: dict[str, Any], context: Any) -> Optional[dict[str, Any]]:
                         landlord_overrides=overrides,
                     ).effective_epc
 
-                solar_insights: Optional[dict[str, Any]] = (
-                    None if no_solar else _solar_insights_for(solar_client, spatial)
-                )
+                # Read-before-fetch: the Google Solar call is paid, so skip it
+                # when this UPRN's insights are already persisted. Only a cache
+                # miss hits Google — re-runs cost nothing for solar.
+                solar_insights: Optional[dict[str, Any]]
+                solar_was_fetched = False
+                if no_solar:
+                    solar_insights = None
+                else:
+                    solar_insights = solar_reader.get(uprn)
+                    if solar_insights is None:
+                        solar_insights = _solar_insights_for(solar_client, spatial)
+                        solar_was_fetched = solar_insights is not None
 
                 # All Measure Types are considered: the off-catalogue overlay
                 # (catalogue_with_off_catalogue_overrides) prices the measures the
@@ -339,7 +351,8 @@ def handler(body: dict[str, Any], context: Any) -> Optional[dict[str, Any]]:
                     if spatial is not None:
                         uow.spatial.save(uprn, spatial)
                     if (
-                        solar_insights is not None
+                        solar_was_fetched
+                        and solar_insights is not None
                         and spatial is not None
                         and spatial.coordinates is not None
                     ):
@@ -364,10 +377,18 @@ def handler(body: dict[str, Any], context: Any) -> Optional[dict[str, Any]]:
 
             except Exception as error:  # noqa: BLE001
                 logger.error(
-                    f"property={property_id}: {type(error).__name__}: {error}",
+                    f"property={property_id} uprn={uprns.get(property_id)}: "
+                    f"{type(error).__name__}: {error}",
                     exc_info=True,
                 )
-                errors.append(property_id)
+                failures.append(
+                    {
+                        "property_id": property_id,
+                        "uprn": uprns.get(property_id),
+                        "error_type": type(error).__name__,
+                        "error": str(error),
+                    }
+                )
 
         # Cohort certs the mapper could not consume were skipped (not aborted on)
         # so prediction could proceed; surface them — with cert numbers — in the
@@ -382,12 +403,29 @@ def handler(body: dict[str, Any], context: Any) -> Optional[dict[str, Any]]:
                 f"{[s['certificate_number'] for s in skipped_certs]}"
             )
 
-        if errors:
-            message = f"failed property_ids: {errors}"
+        # A property that errored AND a cohort cert the mapper could not consume
+        # are both surfaced as failures, so the subtask is marked failed and
+        # shows up for debugging. The whole batch has already run by this point —
+        # every property that could be modelled was written to DB above — so
+        # failing here flags the run without discarding the work done so far.
+        if failures or skipped_certs:
+            parts: list[str] = []
+            if failures:
+                failed_ids = [f["property_id"] for f in failures]
+                # Persisted verbatim into the subtask's outputs.error (via
+                # SubTask.fail): include each property's error type + message,
+                # not just the IDs, so failed runs are diagnosable without
+                # cross-referencing CloudWatch.
+                parts.append(
+                    f"failed property_ids: {failed_ids}; "
+                    f"details: {json.dumps(failures)}"
+                )
             if skipped_certs:
-                message += f"; skipped_unmappable_cohort_certs: {skipped_certs}"
-            raise RuntimeError(message)
+                parts.append(
+                    f"skipped_unmappable_cohort_certs: {json.dumps(skipped_certs)}"
+                )
+            raise RuntimeError("; ".join(parts))
 
-        return {"skipped_unmappable_cohort_certs": skipped_certs} if skipped_certs else None
+        return None
     finally:
         read_session.close()
diff --git a/scripts/query_failed_modelling_e2e.py b/scripts/query_failed_modelling_e2e.py
index a4cca69f..db684023 100644
--- a/scripts/query_failed_modelling_e2e.py
+++ b/scripts/query_failed_modelling_e2e.py
@@ -11,6 +11,7 @@ from __future__ import annotations
 import json
 import sys
 from pathlib import Path
+from typing import Any, cast
 
 _REPO_ROOT = Path(__file__).resolve().parents[1]
 sys.path.insert(0, str(_REPO_ROOT))
@@ -30,6 +31,7 @@ with engine.connect() as conn:
             st.id          AS subtask_id,
             st.task_id,
             st.inputs,
+            st.outputs,
             st.updated_at
         FROM sub_task st
         JOIN tasks t ON t.id = st.task_id
@@ -45,19 +47,32 @@ with engine.connect() as conn:
         )
         exit(0)
 
+    def _error_text(outputs_raw: object) -> str:
+        """Pull the persisted failure reason out of the subtask outputs JSON."""
+        try:
+            outputs: Any = (
+                json.loads(outputs_raw)
+                if isinstance(outputs_raw, str)
+                else (outputs_raw or {})
+            )
+        except Exception:
+            return str(outputs_raw or "")
+        if isinstance(outputs, dict):
+            return str(cast("dict[str, Any]", outputs).get("error", ""))
+        return ""
+
     # Collect all property_ids across all rows
     all_property_ids: list[int] = []
-    parsed: list[tuple[str, str, list[int], str, str]] = []
-    for subtask_id, task_id, inputs_raw, updated_at in subtask_rows:
+    parsed: list[tuple[str, str, list[int], str, str, str]] = []
+    for subtask_id, task_id, inputs_raw, outputs_raw, updated_at in subtask_rows:
         try:
-            inputs = (
+            inputs: Any = (
                 json.loads(inputs_raw)
                 if isinstance(inputs_raw, str)
                 else (inputs_raw or {})
             )
-            property_ids: list[int] = [
-                int(p) for p in (inputs.get("property_ids") or [])
-            ]
+            raw_ids = cast("list[Any]", cast("dict[str, Any]", inputs).get("property_ids") or [])
+            property_ids: list[int] = [int(p) for p in raw_ids]
         except Exception:
             property_ids = []
         parsed.append(
@@ -67,6 +82,7 @@ with engine.connect() as conn:
                 property_ids,
                 str(updated_at),
                 inputs_raw or "",
+                _error_text(outputs_raw),
             )
         )
         all_property_ids.extend(property_ids)
@@ -80,23 +96,29 @@ with engine.connect() as conn:
         ).fetchall()
         uprn_map = {int(r[0]): int(r[1]) for r in uprn_rows}
 
+def _cell(value: str) -> str:
+    """Escape table-breaking characters so multi-line errors stay on one row."""
+    return value.replace("|", "\\|").replace("\n", "<br>")
+
+
 lines: list[str] = [
     "# Failed modelling_e2e Subtasks\n",
-    f"| Subtask ID | Task ID | Updated At | Property ID | UPRN | Inputs |",
-    f"|-----------|---------|------------|-------------|------|--------|",
+    f"| Subtask ID | Task ID | Updated At | Property ID | UPRN | Error | Inputs |",
+    f"|-----------|---------|------------|-------------|------|-------|--------|",
 ]
 
-for subtask_id, task_id, property_ids, updated_at, inputs_raw in parsed:
-    inputs_cell = (inputs_raw or "").replace("|", "\\|")
+for subtask_id, task_id, property_ids, updated_at, inputs_raw, error in parsed:
+    inputs_cell = _cell(inputs_raw or "")
+    error_cell = _cell(error or "")
     if property_ids:
         for pid in property_ids:
             uprn = uprn_map.get(pid, "unknown")
             lines.append(
-                f"| {subtask_id} | {task_id} | {updated_at} | {pid} | {uprn} | {inputs_cell} |"
+                f"| {subtask_id} | {task_id} | {updated_at} | {pid} | {uprn} | {error_cell} | {inputs_cell} |"
             )
     else:
         lines.append(
-            f"| {subtask_id} | {task_id} | {updated_at} | — | — | {inputs_cell} |"
+            f"| {subtask_id} | {task_id} | {updated_at} | — | — | {error_cell} | {inputs_cell} |"
         )
 
 _OUTPUT.write_text("\n".join(lines) + "\n", encoding="utf-8")
diff --git a/scripts/trigger_modelling_e2e_sqs.py b/scripts/trigger_modelling_e2e_sqs.py
index f0eaed38..76105422 100644
--- a/scripts/trigger_modelling_e2e_sqs.py
+++ b/scripts/trigger_modelling_e2e_sqs.py
@@ -20,9 +20,10 @@ PORTFOLIO_ID: int = 796
 SCENARIO_ID: int = 1268
 SQS_QUEUE_NAME: str = "modelling_e2e-queue-dev"
 
-# Number of postcodes to process this run (postcodes where all properties are
-# already completed are skipped and do not count toward this limit).
-POSTCODES_LIMIT: int = 1000
+# Max number of properties to process this run (cost cap). Postcodes are added
+# whole, smallest-group-first, until adding the next would exceed this — so the
+# actual count lands at or just under the limit.
+PROPERTIES_LIMIT: int = 5000
 
 # True → Lambda runs the full pipeline but skips all DB writes (safe for testing).
 DRY_RUN: bool = False
@@ -94,21 +95,31 @@ def _completed_property_ids() -> set[int]:
 
 def main() -> None:
     postcode_map = _load_postcode_map()
-    completed = _completed_property_ids()
-    logger.info(f"{len(completed)} property IDs already completed — skipping")
 
+    # Pending filter disabled — re-run every property regardless of whether it
+    # already has a completed modelling_e2e sub_task for this scenario.
     batches: list[tuple[str, list[int]]] = []
     for postcode, ids in postcode_map.items():
-        pending = [pid for pid in ids if pid not in completed]
-        if pending:
-            batches.append((postcode, pending))
+        if ids:
+            batches.append((postcode, ids))
 
-    to_process = batches[:POSTCODES_LIMIT]
+    to_process: list[tuple[str, list[int]]] = []
+    property_count = 0
+    for postcode, ids in batches:
+        if property_count + len(ids) > PROPERTIES_LIMIT:
+            continue
+        to_process.append((postcode, ids))
+        property_count += len(ids)
 
     if not to_process:
         logger.info("Nothing left to process.")
         return
 
+    logger.info(
+        f"selected {len(to_process)} postcodes / {property_count} properties "
+        f"(limit {PROPERTIES_LIMIT})"
+    )
+
     sqs: Any = cast(
         Any, boto3.client("sqs", region_name="eu-west-2")
     )  # pyright: ignore[reportUnknownMemberType]

From 4fe59b8e78b3bc5407f88187f96b3e471b23534c Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Wed, 24 Jun 2026 07:42:34 +0000
Subject: [PATCH 15/18] Default RdSAP 21.0.1 wet_rooms_count to 0 (fix NOT-NULL
 violation)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

37 modelling_e2e properties failed on the 2026-06-23 run with
`NotNullViolation: null value in column "wet_rooms_count" of relation
"epc_property"`.

Root cause: 21.0.1 lodges `wet_rooms_count` as Optional, and
`from_rdsap_schema_21_0_1` passed it straight through
(`wet_rooms_count=schema.wet_rooms_count`). A cert omitting it mapped to
`EpcPropertyData.wet_rooms_count=None`. When a predicted EPC (which deep-copies
a comparable template's EpcPropertyData) inherited that None and was persisted,
it violated the `epc_property.wet_rooms_count` NOT-NULL column — and the calc's
`wet_rooms_count > 0` check would also raise `TypeError` on None.

Fix: coalesce to 0, matching every other mapper (RdSAP "not lodged" → the
calc's minimum 1 wet room). Regression test added.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 datatypes/epc/domain/mapper.py                   |  5 ++++-
 .../epc/domain/tests/test_from_rdsap_schema.py   | 16 ++++++++++++++++
 2 files changed, 20 insertions(+), 1 deletion(-)

diff --git a/datatypes/epc/domain/mapper.py b/datatypes/epc/domain/mapper.py
index 2f2bd00b..1658383f 100644
--- a/datatypes/epc/domain/mapper.py
+++ b/datatypes/epc/domain/mapper.py
@@ -2150,7 +2150,10 @@ class EpcPropertyDataMapper:
             door_count=schema.door_count,
             habitable_rooms_count=schema.habitable_room_count,
             heated_rooms_count=schema.heated_room_count,
-            wet_rooms_count=schema.wet_rooms_count,
+            # 21.0.1 lodges wet_rooms_count as Optional; None violates the
+            # epc_property NOT-NULL column (and the calc's `> 0` check). Coalesce
+            # to 0 like every other mapper (RdSAP "not lodged" → calc minimum 1).
+            wet_rooms_count=schema.wet_rooms_count or 0,
             extensions_count=schema.extensions_count,
             open_chimneys_count=schema.open_chimneys_count,
             insulated_door_count=schema.insulated_door_count,
diff --git a/datatypes/epc/domain/tests/test_from_rdsap_schema.py b/datatypes/epc/domain/tests/test_from_rdsap_schema.py
index e0c6b1ba..023f7c60 100644
--- a/datatypes/epc/domain/tests/test_from_rdsap_schema.py
+++ b/datatypes/epc/domain/tests/test_from_rdsap_schema.py
@@ -379,6 +379,22 @@ class TestFromRdSapSchema21_0_1:
 
     # --- general ---
 
+    def test_omitted_wet_rooms_count_defaults_to_zero_not_none(self) -> None:
+        # 21.0.1 lodges wet_rooms_count as Optional, so a cert that omits it
+        # mapped to EpcPropertyData.wet_rooms_count=None. That None then
+        # violated the epc_property.wet_rooms_count NOT-NULL constraint when a
+        # predicted EPC (which deep-copies a comparable template) was persisted,
+        # and would crash the calc's `wet_rooms_count > 0` check. 37 modelling_e2e
+        # properties failed on the 2026-06-23 run for this reason. Default to 0,
+        # matching every other mapper (RdSAP 0 → calc's Table-?? minimum 1 fan).
+        data = load("21_0_1.json")
+        data.pop("wet_rooms_count", None)
+        schema = from_dict(RdSapSchema21_0_1, data)
+
+        result = EpcPropertyDataMapper.from_rdsap_schema_21_0_1(schema)
+
+        assert result.wet_rooms_count == 0
+
     def test_uprn(self, result: EpcPropertyData) -> None:
         assert result.uprn == 12457
 

From f2ace566c3eb20811710843c3c65afbd7b7b6c4c Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Wed, 24 Jun 2026 07:54:07 +0000
Subject: [PATCH 16/18] ci: disable unit_tests.yml workflow (Actions minutes)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Comment out the Docker-based unit-test workflow — it was consuming too many
GitHub Actions minutes. Fully commented (rather than deleted) so it can be
restored by uncommenting.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 .github/workflows/unit_tests.yml | 137 ++++++++++++++++---------------
 1 file changed, 70 insertions(+), 67 deletions(-)

diff --git a/.github/workflows/unit_tests.yml b/.github/workflows/unit_tests.yml
index 12d836d0..bd022a2a 100644
--- a/.github/workflows/unit_tests.yml
+++ b/.github/workflows/unit_tests.yml
@@ -1,67 +1,70 @@
-name: Run unit tests
-
-on:
-  pull_request:
-    branches:
-      - "**"
-
-
-jobs:
-  test-docker:
-    name: Tests (Docker)
-    runs-on: ubuntu-latest
-
-    services:
-      postgres:
-        image: postgres:15
-        env:
-          POSTGRES_USER: test
-          POSTGRES_PASSWORD: test
-          POSTGRES_DB: test
-        ports:
-          - 5432:5432
-        options: >-
-          --health-cmd pg_isready
-          --health-interval 10s
-          --health-timeout 5s
-          --health-retries 5
-
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@v4
-
-      - name: Build test image
-        run: docker build -f Dockerfile.test -t model-test .
-
-      - name: Initialise database schema
-        run: |
-          docker run --rm \
-            --network host \
-            -e DB_HOST=localhost \
-            -e DB_NAME=test \
-            -e DB_USERNAME=test \
-            -e DB_PASSWORD=test \
-            -e DB_PORT=5432 \
-            model-test python scripts/init_db.py
-
-      - name: Run tests
-        run: |
-          docker run --rm \
-            --network host \
-            -e EPC_AUTH_TOKEN=${{ secrets.DEV_EPC_AUTH_TOKEN }} \
-            -e OPEN_EPC_API_TOKEN=${{ secrets.DEV_OPEN_EPC_API_TOKEN }} \
-            -e HUBSPOT_API_KEY=${{ secrets.HUBSPOT_API_KEY }} \
-            -e AWS_ACCESS_KEY_ID=${{ secrets.DEV_AWS_ACCESS_KEY_ID }} \
-            -e AWS_SECRET_ACCESS_KEY=${{ secrets.DEV_AWS_SECRET_ACCESS_KEY }} \
-            -e AWS_DEFAULT_REGION=${{ secrets.DEV_AWS_REGION }} \
-            -e DB_HOST=localhost \
-            -e DB_NAME=test \
-            -e DB_USERNAME=test \
-            -e DB_PASSWORD=test \
-            -e DB_PORT=5432 \
-            model-test pytest -vv -m 'not integration'
-
-      # The DDD rewrite (tests/) runs in its own workflow (ddd_tests.yml): its
-      # SQLModel table classes map to the same physical tables as the legacy
-      # backend models and share the one global SQLModel.metadata, so the two
-      # suites cannot be imported into the same pytest process.
+# Temporarily disabled — this Docker-based suite was consuming too many GitHub
+# Actions minutes. Uncomment to re-enable.
+#
+# name: Run unit tests
+#
+# on:
+#   pull_request:
+#     branches:
+#       - "**"
+#
+#
+# jobs:
+#   test-docker:
+#     name: Tests (Docker)
+#     runs-on: ubuntu-latest
+#
+#     services:
+#       postgres:
+#         image: postgres:15
+#         env:
+#           POSTGRES_USER: test
+#           POSTGRES_PASSWORD: test
+#           POSTGRES_DB: test
+#         ports:
+#           - 5432:5432
+#         options: >-
+#           --health-cmd pg_isready
+#           --health-interval 10s
+#           --health-timeout 5s
+#           --health-retries 5
+#
+#     steps:
+#       - name: Checkout code
+#         uses: actions/checkout@v4
+#
+#       - name: Build test image
+#         run: docker build -f Dockerfile.test -t model-test .
+#
+#       - name: Initialise database schema
+#         run: |
+#           docker run --rm \
+#             --network host \
+#             -e DB_HOST=localhost \
+#             -e DB_NAME=test \
+#             -e DB_USERNAME=test \
+#             -e DB_PASSWORD=test \
+#             -e DB_PORT=5432 \
+#             model-test python scripts/init_db.py
+#
+#       - name: Run tests
+#         run: |
+#           docker run --rm \
+#             --network host \
+#             -e EPC_AUTH_TOKEN=${{ secrets.DEV_EPC_AUTH_TOKEN }} \
+#             -e OPEN_EPC_API_TOKEN=${{ secrets.DEV_OPEN_EPC_API_TOKEN }} \
+#             -e HUBSPOT_API_KEY=${{ secrets.HUBSPOT_API_KEY }} \
+#             -e AWS_ACCESS_KEY_ID=${{ secrets.DEV_AWS_ACCESS_KEY_ID }} \
+#             -e AWS_SECRET_ACCESS_KEY=${{ secrets.DEV_AWS_SECRET_ACCESS_KEY }} \
+#             -e AWS_DEFAULT_REGION=${{ secrets.DEV_AWS_REGION }} \
+#             -e DB_HOST=localhost \
+#             -e DB_NAME=test \
+#             -e DB_USERNAME=test \
+#             -e DB_PASSWORD=test \
+#             -e DB_PORT=5432 \
+#             model-test pytest -vv -m 'not integration'
+#
+#       # The DDD rewrite (tests/) runs in its own workflow (ddd_tests.yml): its
+#       # SQLModel table classes map to the same physical tables as the legacy
+#       # backend models and share the one global SQLModel.metadata, so the two
+#       # suites cannot be imported into the same pytest process.

From c49682658a73d018038fb4fe161e63f9b1a0995a Mon Sep 17 00:00:00 2001
From: Jun-te Kim <juntekim@googlemail.com>
Date: Wed, 24 Jun 2026 07:56:42 +0000
Subject: [PATCH 17/18] ci: disable integration/deploy/protect workflows
 (Actions minutes)
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Comment out the remaining workflows to cut GitHub Actions usage, per request:
- integration_tests.yml — rebaselining integration suite (PRs to main)
- deploy_fastapi_backend.yml — FastAPI backend deploy (push to dev/prod);
  deploys must be run manually via `sls deploy` while disabled
- protect_releases.yml — main→dev PR-source guardrail

Fully commented (not deleted) so each restores by uncommenting.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
---
 .github/workflows/deploy_fastapi_backend.yml | 343 ++++++++++---------
 .github/workflows/integration_tests.yml      |  73 ++--
 .github/workflows/protect_releases.yml       |  37 +-
 3 files changed, 231 insertions(+), 222 deletions(-)

diff --git a/.github/workflows/deploy_fastapi_backend.yml b/.github/workflows/deploy_fastapi_backend.yml
index 6ebb6cef..645d6bc1 100644
--- a/.github/workflows/deploy_fastapi_backend.yml
+++ b/.github/workflows/deploy_fastapi_backend.yml
@@ -1,170 +1,173 @@
-name: Fast Api Backend Deploy
-
-on:
-  push:
-    branches: [ dev, prod ]
-
-jobs:
-  deploy:
-    runs-on: ubuntu-latest
-
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@v3
-
-      - name: Set up Python
-        uses: actions/setup-python@v2
-        with:
-          python-version: 3.10.12
-
-      - name: Install Serverless and plugins
-        run: |
-          npm install -g serverless@^3.38.0
-          npm install -g serverless-domain-manager@^7.3.8
-          npm install -g serverless-python-requirements
-
-      - name: Install dependencies
-        run: |
-          python -m pip install --upgrade pip
-
-      - name: AWS credentials for dev
-        if: github.ref == 'refs/heads/dev'
-        uses: aws-actions/configure-aws-credentials@v1
-        with:
-          aws-access-key-id: ${{ secrets.DEV_AWS_ACCESS_KEY_ID }}
-          aws-secret-access-key: ${{ secrets.DEV_AWS_SECRET_ACCESS_KEY }}
-          aws-region: eu-west-2
-
-      - name: AWS credentials for prod
-        if: github.ref == 'refs/heads/prod'
-        uses: aws-actions/configure-aws-credentials@v1
-        with:
-          aws-access-key-id: ${{ secrets.PROD_AWS_ACCESS_KEY_ID }}
-          aws-secret-access-key: ${{ secrets.PROD_AWS_SECRET_ACCESS_KEY }}
-          aws-region: eu-west-2
-
-      - name: Set domain name
-        id: set_domain
-        run: echo "::set-output name=domain::${{ secrets[format('{0}_DOMAIN_NAME', github.ref_name)] }}"
-
-      - name: Set EPC auth token
-        id: set_auth_token
-        run: echo "::set-output name=auth_token::${{ secrets[format('{0}_EPC_AUTH_TOKEN', github.ref_name)] }}"
-
-      - name: Set Open EPC API token
-        id: set_open_epc_token
-        run: echo "::set-output name=open_epc_token::${{ secrets[format('{0}_OPEN_EPC_API_TOKEN', github.ref_name)] }}"
-
-      # Store port, name and host in github secrets
-      - name: Set DB credentials
-        id: set_db_credentials
-        run: |
-          echo "::set-output name=db_host::${{ secrets[format('{0}_DB_HOST', github.ref_name)] }}"
-          echo "::set-output name=db_port::${{ secrets[format('{0}_DB_PORT', github.ref_name)] }}"
-          echo "::set-output name=db_name::${{ secrets[format('{0}_DB_NAME', github.ref_name)] }}"
-
-      - name: Set ECR credentials
-        id: set_ecr_credentials
-        run: |
-          echo "::set-output name=ecr_uri::${{ secrets[format('{0}_ECR_URI', github.ref_name)] }}"
-
-      - name: Set Secrets
-        id: set_api_secrets
-        run: |
-          echo "::set-output name=sap_predictions_bucket::${{ secrets[format('{0}_SAP_PREDICTIONS_BUCKET', github.ref_name)] }}"
-          echo "::set-output name=carbon_predictions_bucket::${{ secrets[format('{0}_CARBON_PREDICTIONS_BUCKET', github.ref_name)] }}"
-          echo "::set-output name=heat_predictions_bucket::${{ secrets[format('{0}_HEAT_PREDICTIONS_BUCKET', github.ref_name)] }}"
-          echo "::set-output name=lighting_cost_predictions_bucket::${{ secrets[format('{0}_LIGHTING_COST_PREDICTIONS_BUCKET', github.ref_name)] }}"
-          echo "::set-output name=heating_cost_predictions_bucket::${{ secrets[format('{0}_HEATING_COST_PREDICTIONS_BUCKET', github.ref_name)] }}"
-          echo "::set-output name=hot_water_cost_predictions_bucket::${{ secrets[format('{0}_HOT_WATER_COST_PREDICTIONS_BUCKET', github.ref_name)] }}"
-          echo "::set-output name=heating_kwh_predictions_bucket::${{ secrets[format('{0}_HEATING_KWH_PREDICTIONS_BUCKET', github.ref_name)] }}"
-          echo "::set-output name=hotwater_kwh_predictions_bucket::${{ secrets[format('{0}_HOTWATER_KWH_PREDICTIONS_BUCKET', github.ref_name)] }}"
-          echo "::set-output name=energy_asessments_bucket::${{ secrets[format('{0}_ENERGY_ASSESSMENTS_BUCKET', github.ref_name)] }}"
-          echo "::set-output name=google_solar_api_key::${{ secrets[format('{0}_GOOGLE_SOLAR_API_KEY', github.ref_name)] }}"
-          echo "::set-output name=sap_baseline_predictions_bucket::${{ secrets[format('{0}_SAP_BASELINE_PREDICTIONS_BUCKET', github.ref_name)] }}"
-          echo "::set-output name=carbon_baseline_predictions_bucket::${{ secrets[format('{0}_CARBON_BASELINE_PREDICTIONS_BUCKET', github.ref_name)] }}"
-          echo "::set-output name=heat_baseline_predictions_bucket::${{ secrets[format('{0}_HEAT_BASELINE_PREDICTIONS_BUCKET', github.ref_name)] }}"
-
-      - name: Setup Docker
-        uses: docker/setup-buildx-action@v1
-
-      #      - name: Setup Docker Buildx
-      #        run: |
-      #          docker buildx create --use
-
-      - name: Build Docker Image For Engine
-        run: |
-          docker buildx build \
-            --platform linux/amd64 \
-            --provenance=false \
-            --output=type=docker \
-            -t fastapi-lambda-image:${{ github.sha }} \
-            -f backend/docker/engine.Dockerfile \
-            .
-
-      - name: Login to ECR
-        run: |
-          aws ecr get-login-password --region eu-west-2 | docker login --username AWS --password-stdin ${{ steps.set_ecr_credentials.outputs.ecr_uri }}
-
-      - name: Tag and Push Docker Image to ECR
-        run: |
-          docker tag fastapi-lambda-image:${{ github.sha }} ${{ steps.set_ecr_credentials.outputs.ecr_uri }}:${{ github.sha }}
-          docker push ${{ steps.set_ecr_credentials.outputs.ecr_uri }}:${{ github.sha }}
-
-      - name: Deploy to AWS Lambda via Serverless
-        env:
-          API_KEY: ${{ secrets.FASTAPI_API_KEY }}
-          ENVIRONMENT: ${{ github.ref_name }}
-          SECRET_KEY: ${{ secrets.NEXTAUTH_SECRET }}
-          PLAN_TRIGGER_BUCKET: 'retrofit-plan-inputs-${{ github.ref_name }}'
-          DATA_BUCKET: 'retrofit-data-${{ github.ref_name }}'
-          PREDICTIONS_BUCKET: 'retrofit-sap-predictions-${{ github.ref_name }}'
-          SAP_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.sap_predictions_bucket }}
-          CARBON_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.carbon_predictions_bucket }}
-          HEAT_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.heat_predictions_bucket }}
-          LIGHTING_COST_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.lighting_cost_predictions_bucket }}
-          HEATING_COST_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.heating_cost_predictions_bucket }}
-          HOT_WATER_COST_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.hot_water_cost_predictions_bucket }}
-          HEATING_KWH_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.heating_kwh_predictions_bucket }}
-          HOTWATER_KWH_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.hotwater_kwh_predictions_bucket }}
-          ENERGY_ASSESSMENTS_BUCKET: ${{ steps.set_api_secrets.outputs.energy_asessments_bucket }}
-          GOOGLE_SOLAR_API_KEY: ${{ steps.set_api_secrets.outputs.google_solar_api_key }}
-          DOMAIN_NAME: ${{ steps.set_domain.outputs.domain }}
-          EPC_AUTH_TOKEN: ${{ steps.set_auth_token.outputs.auth_token }}
-          OPEN_EPC_API_TOKEN: ${{ steps.set_open_epc_token.outputs.open_epc_token }}
-          DB_HOST: ${{ steps.set_db_credentials.outputs.db_host }}
-          DB_PORT: ${{ steps.set_db_credentials.outputs.db_port }}
-          DB_NAME: ${{ steps.set_db_credentials.outputs.db_name }}
-          ECR_URI: ${{ steps.set_ecr_credentials.outputs.ecr_uri }}
-          GITHUB_SHA: ${{ github.sha }}
-          SAP_BASELINE_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.sap_baseline_predictions_bucket }}
-          CARBON_BASELINE_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.carbon_baseline_predictions_bucket }}
-          HEAT_BASELINE_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.heat_baseline_predictions_bucket }}
-        run: |
-          # Fetch database credentials from AWS Secrets Manager
-          SECRET_VALUE=$(aws secretsmanager get-secret-value --secret-id ${{ github.ref_name }}/assessment_model/db_credentials --query SecretString)
-          DB_USERNAME=$(echo "$SECRET_VALUE" | jq -r '. | fromjson | .db_assessment_model_username')
-          DB_PASSWORD=$(echo "$SECRET_VALUE" | jq -r '. | fromjson | .db_assessment_model_password')
-
-          # Set the database credentials as environment variables
-          export DB_USERNAME
-          export DB_PASSWORD
-
-          # Deploy to AWS Lambda via Serverless
-          sls deploy --stage ${{ github.ref_name }} --verbose
-
-      - name: Smoke test deployed /health
-        env:
-          EXPECTED_SHA: ${{ github.sha }}
-          HEALTH_URL: https://api.${{ steps.set_domain.outputs.domain }}/health
-        run: |
-          set -euo pipefail
-          echo "Probing $HEALTH_URL"
-          RESPONSE=$(curl -fsSL --max-time 30 --retry 3 --retry-delay 5 --retry-connrefused "$HEALTH_URL")
-          echo "Response: $RESPONSE"
-          ACTUAL_SHA=$(echo "$RESPONSE" | jq -r '.sha')
-          if [[ "$ACTUAL_SHA" != "$EXPECTED_SHA" ]]; then
-            echo "::error::SHA mismatch. expected=$EXPECTED_SHA actual=$ACTUAL_SHA"
-            exit 1
-          fi
-          echo "Health check passed. sha=$ACTUAL_SHA"
+# Temporarily disabled — the FastAPI backend deploy pipeline (deploys must be run manually via `sls deploy` while disabled).
+# Commented out to cut GitHub Actions minutes; uncomment to re-enable.
+#
+# name: Fast Api Backend Deploy
+#
+# on:
+#   push:
+#     branches: [ dev, prod ]
+#
+# jobs:
+#   deploy:
+#     runs-on: ubuntu-latest
+#
+#     steps:
+#       - name: Checkout code
+#         uses: actions/checkout@v3
+#
+#       - name: Set up Python
+#         uses: actions/setup-python@v2
+#         with:
+#           python-version: 3.10.12
+#
+#       - name: Install Serverless and plugins
+#         run: |
+#           npm install -g serverless@^3.38.0
+#           npm install -g serverless-domain-manager@^7.3.8
+#           npm install -g serverless-python-requirements
+#
+#       - name: Install dependencies
+#         run: |
+#           python -m pip install --upgrade pip
+#
+#       - name: AWS credentials for dev
+#         if: github.ref == 'refs/heads/dev'
+#         uses: aws-actions/configure-aws-credentials@v1
+#         with:
+#           aws-access-key-id: ${{ secrets.DEV_AWS_ACCESS_KEY_ID }}
+#           aws-secret-access-key: ${{ secrets.DEV_AWS_SECRET_ACCESS_KEY }}
+#           aws-region: eu-west-2
+#
+#       - name: AWS credentials for prod
+#         if: github.ref == 'refs/heads/prod'
+#         uses: aws-actions/configure-aws-credentials@v1
+#         with:
+#           aws-access-key-id: ${{ secrets.PROD_AWS_ACCESS_KEY_ID }}
+#           aws-secret-access-key: ${{ secrets.PROD_AWS_SECRET_ACCESS_KEY }}
+#           aws-region: eu-west-2
+#
+#       - name: Set domain name
+#         id: set_domain
+#         run: echo "::set-output name=domain::${{ secrets[format('{0}_DOMAIN_NAME', github.ref_name)] }}"
+#
+#       - name: Set EPC auth token
+#         id: set_auth_token
+#         run: echo "::set-output name=auth_token::${{ secrets[format('{0}_EPC_AUTH_TOKEN', github.ref_name)] }}"
+#
+#       - name: Set Open EPC API token
+#         id: set_open_epc_token
+#         run: echo "::set-output name=open_epc_token::${{ secrets[format('{0}_OPEN_EPC_API_TOKEN', github.ref_name)] }}"
+#
+#       # Store port, name and host in github secrets
+#       - name: Set DB credentials
+#         id: set_db_credentials
+#         run: |
+#           echo "::set-output name=db_host::${{ secrets[format('{0}_DB_HOST', github.ref_name)] }}"
+#           echo "::set-output name=db_port::${{ secrets[format('{0}_DB_PORT', github.ref_name)] }}"
+#           echo "::set-output name=db_name::${{ secrets[format('{0}_DB_NAME', github.ref_name)] }}"
+#
+#       - name: Set ECR credentials
+#         id: set_ecr_credentials
+#         run: |
+#           echo "::set-output name=ecr_uri::${{ secrets[format('{0}_ECR_URI', github.ref_name)] }}"
+#
+#       - name: Set Secrets
+#         id: set_api_secrets
+#         run: |
+#           echo "::set-output name=sap_predictions_bucket::${{ secrets[format('{0}_SAP_PREDICTIONS_BUCKET', github.ref_name)] }}"
+#           echo "::set-output name=carbon_predictions_bucket::${{ secrets[format('{0}_CARBON_PREDICTIONS_BUCKET', github.ref_name)] }}"
+#           echo "::set-output name=heat_predictions_bucket::${{ secrets[format('{0}_HEAT_PREDICTIONS_BUCKET', github.ref_name)] }}"
+#           echo "::set-output name=lighting_cost_predictions_bucket::${{ secrets[format('{0}_LIGHTING_COST_PREDICTIONS_BUCKET', github.ref_name)] }}"
+#           echo "::set-output name=heating_cost_predictions_bucket::${{ secrets[format('{0}_HEATING_COST_PREDICTIONS_BUCKET', github.ref_name)] }}"
+#           echo "::set-output name=hot_water_cost_predictions_bucket::${{ secrets[format('{0}_HOT_WATER_COST_PREDICTIONS_BUCKET', github.ref_name)] }}"
+#           echo "::set-output name=heating_kwh_predictions_bucket::${{ secrets[format('{0}_HEATING_KWH_PREDICTIONS_BUCKET', github.ref_name)] }}"
+#           echo "::set-output name=hotwater_kwh_predictions_bucket::${{ secrets[format('{0}_HOTWATER_KWH_PREDICTIONS_BUCKET', github.ref_name)] }}"
+#           echo "::set-output name=energy_asessments_bucket::${{ secrets[format('{0}_ENERGY_ASSESSMENTS_BUCKET', github.ref_name)] }}"
+#           echo "::set-output name=google_solar_api_key::${{ secrets[format('{0}_GOOGLE_SOLAR_API_KEY', github.ref_name)] }}"
+#           echo "::set-output name=sap_baseline_predictions_bucket::${{ secrets[format('{0}_SAP_BASELINE_PREDICTIONS_BUCKET', github.ref_name)] }}"
+#           echo "::set-output name=carbon_baseline_predictions_bucket::${{ secrets[format('{0}_CARBON_BASELINE_PREDICTIONS_BUCKET', github.ref_name)] }}"
+#           echo "::set-output name=heat_baseline_predictions_bucket::${{ secrets[format('{0}_HEAT_BASELINE_PREDICTIONS_BUCKET', github.ref_name)] }}"
+#
+#       - name: Setup Docker
+#         uses: docker/setup-buildx-action@v1
+#
+#       #      - name: Setup Docker Buildx
+#       #        run: |
+#       #          docker buildx create --use
+#
+#       - name: Build Docker Image For Engine
+#         run: |
+#           docker buildx build \
+#             --platform linux/amd64 \
+#             --provenance=false \
+#             --output=type=docker \
+#             -t fastapi-lambda-image:${{ github.sha }} \
+#             -f backend/docker/engine.Dockerfile \
+#             .
+#
+#       - name: Login to ECR
+#         run: |
+#           aws ecr get-login-password --region eu-west-2 | docker login --username AWS --password-stdin ${{ steps.set_ecr_credentials.outputs.ecr_uri }}
+#
+#       - name: Tag and Push Docker Image to ECR
+#         run: |
+#           docker tag fastapi-lambda-image:${{ github.sha }} ${{ steps.set_ecr_credentials.outputs.ecr_uri }}:${{ github.sha }}
+#           docker push ${{ steps.set_ecr_credentials.outputs.ecr_uri }}:${{ github.sha }}
+#
+#       - name: Deploy to AWS Lambda via Serverless
+#         env:
+#           API_KEY: ${{ secrets.FASTAPI_API_KEY }}
+#           ENVIRONMENT: ${{ github.ref_name }}
+#           SECRET_KEY: ${{ secrets.NEXTAUTH_SECRET }}
+#           PLAN_TRIGGER_BUCKET: 'retrofit-plan-inputs-${{ github.ref_name }}'
+#           DATA_BUCKET: 'retrofit-data-${{ github.ref_name }}'
+#           PREDICTIONS_BUCKET: 'retrofit-sap-predictions-${{ github.ref_name }}'
+#           SAP_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.sap_predictions_bucket }}
+#           CARBON_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.carbon_predictions_bucket }}
+#           HEAT_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.heat_predictions_bucket }}
+#           LIGHTING_COST_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.lighting_cost_predictions_bucket }}
+#           HEATING_COST_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.heating_cost_predictions_bucket }}
+#           HOT_WATER_COST_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.hot_water_cost_predictions_bucket }}
+#           HEATING_KWH_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.heating_kwh_predictions_bucket }}
+#           HOTWATER_KWH_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.hotwater_kwh_predictions_bucket }}
+#           ENERGY_ASSESSMENTS_BUCKET: ${{ steps.set_api_secrets.outputs.energy_asessments_bucket }}
+#           GOOGLE_SOLAR_API_KEY: ${{ steps.set_api_secrets.outputs.google_solar_api_key }}
+#           DOMAIN_NAME: ${{ steps.set_domain.outputs.domain }}
+#           EPC_AUTH_TOKEN: ${{ steps.set_auth_token.outputs.auth_token }}
+#           OPEN_EPC_API_TOKEN: ${{ steps.set_open_epc_token.outputs.open_epc_token }}
+#           DB_HOST: ${{ steps.set_db_credentials.outputs.db_host }}
+#           DB_PORT: ${{ steps.set_db_credentials.outputs.db_port }}
+#           DB_NAME: ${{ steps.set_db_credentials.outputs.db_name }}
+#           ECR_URI: ${{ steps.set_ecr_credentials.outputs.ecr_uri }}
+#           GITHUB_SHA: ${{ github.sha }}
+#           SAP_BASELINE_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.sap_baseline_predictions_bucket }}
+#           CARBON_BASELINE_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.carbon_baseline_predictions_bucket }}
+#           HEAT_BASELINE_PREDICTIONS_BUCKET: ${{ steps.set_api_secrets.outputs.heat_baseline_predictions_bucket }}
+#         run: |
+#           # Fetch database credentials from AWS Secrets Manager
+#           SECRET_VALUE=$(aws secretsmanager get-secret-value --secret-id ${{ github.ref_name }}/assessment_model/db_credentials --query SecretString)
+#           DB_USERNAME=$(echo "$SECRET_VALUE" | jq -r '. | fromjson | .db_assessment_model_username')
+#           DB_PASSWORD=$(echo "$SECRET_VALUE" | jq -r '. | fromjson | .db_assessment_model_password')
+#
+#           # Set the database credentials as environment variables
+#           export DB_USERNAME
+#           export DB_PASSWORD
+#
+#           # Deploy to AWS Lambda via Serverless
+#           sls deploy --stage ${{ github.ref_name }} --verbose
+#
+#       - name: Smoke test deployed /health
+#         env:
+#           EXPECTED_SHA: ${{ github.sha }}
+#           HEALTH_URL: https://api.${{ steps.set_domain.outputs.domain }}/health
+#         run: |
+#           set -euo pipefail
+#           echo "Probing $HEALTH_URL"
+#           RESPONSE=$(curl -fsSL --max-time 30 --retry 3 --retry-delay 5 --retry-connrefused "$HEALTH_URL")
+#           echo "Response: $RESPONSE"
+#           ACTUAL_SHA=$(echo "$RESPONSE" | jq -r '.sha')
+#           if [[ "$ACTUAL_SHA" != "$EXPECTED_SHA" ]]; then
+#             echo "::error::SHA mismatch. expected=$EXPECTED_SHA actual=$ACTUAL_SHA"
+#             exit 1
+#           fi
+#           echo "Health check passed. sha=$ACTUAL_SHA"
diff --git a/.github/workflows/integration_tests.yml b/.github/workflows/integration_tests.yml
index 6093e249..374bf94e 100644
--- a/.github/workflows/integration_tests.yml
+++ b/.github/workflows/integration_tests.yml
@@ -1,35 +1,38 @@
-name: Rebaselining Integration Test
-
-on:
-  pull_request:
-    branches:
-      - main
-
-jobs:
-  rebaselining-integration-test:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Checkout code
-        uses: actions/checkout@v4
-
-      - name: Set up Python 3.11
-        uses: actions/setup-python@v4
-        with:
-          python-version: '3.11'
-
-      - name: Install tox via Makefile
-        run: |
-          make setup
-
-      - name: Configure AWS credentials for dev
-        uses: aws-actions/configure-aws-credentials@v1
-        with:
-          aws-access-key-id: ${{ secrets.DEV_AWS_ACCESS_KEY_ID }}
-          aws-secret-access-key: ${{ secrets.DEV_AWS_SECRET_ACCESS_KEY }}
-          aws-region: eu-west-2
-
-      - name: Run only rebaselining integration test
-        env:
-          EPC_AUTH_TOKEN: ${{ secrets.DEV_EPC_AUTH_TOKEN }}
-        run: |
-          make test ARGS="-m integration"
+# Temporarily disabled — the rebaselining integration suite.
+# Commented out to cut GitHub Actions minutes; uncomment to re-enable.
+#
+# name: Rebaselining Integration Test
+#
+# on:
+#   pull_request:
+#     branches:
+#       - main
+#
+# jobs:
+#   rebaselining-integration-test:
+#     runs-on: ubuntu-latest
+#     steps:
+#       - name: Checkout code
+#         uses: actions/checkout@v4
+#
+#       - name: Set up Python 3.11
+#         uses: actions/setup-python@v4
+#         with:
+#           python-version: '3.11'
+#
+#       - name: Install tox via Makefile
+#         run: |
+#           make setup
+#
+#       - name: Configure AWS credentials for dev
+#         uses: aws-actions/configure-aws-credentials@v1
+#         with:
+#           aws-access-key-id: ${{ secrets.DEV_AWS_ACCESS_KEY_ID }}
+#           aws-secret-access-key: ${{ secrets.DEV_AWS_SECRET_ACCESS_KEY }}
+#           aws-region: eu-west-2
+#
+#       - name: Run only rebaselining integration test
+#         env:
+#           EPC_AUTH_TOKEN: ${{ secrets.DEV_EPC_AUTH_TOKEN }}
+#         run: |
+#           make test ARGS="-m integration"
diff --git a/.github/workflows/protect_releases.yml b/.github/workflows/protect_releases.yml
index cbd08e2f..7c8c7258 100644
--- a/.github/workflows/protect_releases.yml
+++ b/.github/workflows/protect_releases.yml
@@ -1,17 +1,20 @@
-name: Restrict PR source
-
-on:
-  pull_request:
-    branches:
-      - dev
-
-jobs:
-  check-source-branch:
-    runs-on: ubuntu-latest
-    steps:
-      - name: Fail if PR is not from main
-        run: |
-          if [[ "${{ github.head_ref }}" != "main" ]]; then
-            echo "Only PRs from main are allowed into dev"
-            exit 1
-          fi
\ No newline at end of file
+# Temporarily disabled — the main→dev PR-source guardrail.
+# Commented out to cut GitHub Actions minutes; uncomment to re-enable.
+#
+# name: Restrict PR source
+#
+# on:
+#   pull_request:
+#     branches:
+#       - dev
+#
+# jobs:
+#   check-source-branch:
+#     runs-on: ubuntu-latest
+#     steps:
+#       - name: Fail if PR is not from main
+#         run: |
+#           if [[ "${{ github.head_ref }}" != "main" ]]; then
+#             echo "Only PRs from main are allowed into dev"
+#             exit 1
+#           fi

From 80d617aa5b1b00c4e2454e046dcdb215078de9aa Mon Sep 17 00:00:00 2001
From: Khalim Conn-Kowlessar <kconnkowlessar@gmail.com>
Date: Fri, 5 Jun 2026 17:55:53 +0000
Subject: [PATCH 18/18] modelling: glazing overlay models draught-proofing +
 frame-factor re-lodge
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Fitting sealed glazing units changes two things beyond the pane's U/g
that the cascade reads, which the overlay didn't model — leaving the
double/secondary before→after pins ~0.7 SAP short (xfail):

1. Draught-proofing (RdSAP 10 §8.1). Sealed units draught-proof the panes
   they replace, re-lodging the dwelling-level `percent_draughtproofed`
   (cert 001431: 84 → 100). The §2 cascade reads that dwelling-level
   value, so the overlay now carries it. `_recompute_percent_draughtproofed`
   anchors on the lodged before-% — `after = round((round(before%/100 × N)
   + flips) / N × 100)`, N = openable windows (vertical + roof) + doors,
   flips = upgraded panes that were not draught-proofed — so it's robust
   to incomplete window extraction (unchanged openings are already in the
   aggregate). ~0.3 SAP.

2. Frame factor (§6 solar gains). A replacement unit re-lodges its own
   FF=0.70, overriding the pane it replaced — the two "single glazing,
   known data" panes lodge FF 1.00 / 0.50 (one is 6.6 m²), so leaving them
   unchanged understated solar gains by ~+150 kWh space heating. `WindowOverlay`
   now carries `frame_factor`, written flat onto the window. ~0.4 SAP.

Wiring: `EpcSimulation.percent_draughtproofed` + `WindowOverlay.frame_factor`
new fields; `apply_simulations` / `_fold_window` write them; the glazing
generator computes both from the upgraded set and cert 001431's after.

Un-xfails `test_{double,secondary}_glazing_overlay_reproduces_the_relodged_after`
— both now pin SAP/CO2/PE to the relodged after within tolerance. Updates
the two `test_glazing_recommendation` overlay expectations for the new
`frame_factor`. 96 modelling tests pass; zero new pyright errors.

Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
---
 .../generators/glazing_recommendation.py      | 67 ++++++++++++++++++-
 .../modelling/scoring/overlay_applicator.py   | 10 ++-
 domain/modelling/simulation.py                | 11 ++-
 .../modelling/test_elmhurst_cascade_pins.py   | 29 +++-----
 .../modelling/test_glazing_recommendation.py  | 16 +++--
 5 files changed, 103 insertions(+), 30 deletions(-)

diff --git a/domain/modelling/generators/glazing_recommendation.py b/domain/modelling/generators/glazing_recommendation.py
index 897b011c..53a77bac 100644
--- a/domain/modelling/generators/glazing_recommendation.py
+++ b/domain/modelling/generators/glazing_recommendation.py
@@ -21,7 +21,7 @@ scoring (ADR-0016).
 from dataclasses import dataclass
 from typing import Final, Optional
 
-from datatypes.epc.domain.epc_property_data import EpcPropertyData
+from datatypes.epc.domain.epc_property_data import EpcPropertyData, SapWindow
 from domain.geospatial.planning_restrictions import PlanningRestrictions
 from domain.modelling.measure_type import MeasureType
 from domain.modelling.recommendation import Cost, MeasureOption, Recommendation
@@ -48,6 +48,7 @@ class _GlazingTarget:
     glazing_type: int
     u_value: float
     solar_transmittance: float
+    frame_factor: float
 
 
 # Unrestricted: replace the units with double glazing (gt=5 "Double post 2022";
@@ -58,6 +59,10 @@ _DOUBLE: Final[_GlazingTarget] = _GlazingTarget(
     glazing_type=5,
     u_value=1.40,
     solar_transmittance=0.72,
+    # Replacement double units re-lodge a standard FF=0.70 (cert 001431's
+    # after), overriding the panes they replace (e.g. FF 1.00 / 0.50 on the
+    # "single glazing, known data" windows) — feeds §6 solar gains.
+    frame_factor=0.70,
 )
 # Protected (conservation/listed/heritage): fit an internal secondary pane
 # (gt=11 "Secondary glazing - Normal emissivity", what cert 001431 re-lodges;
@@ -70,9 +75,61 @@ _SECONDARY: Final[_GlazingTarget] = _GlazingTarget(
     glazing_type=11,
     u_value=2.90,
     solar_transmittance=0.85,
+    frame_factor=0.70,  # cert 001431's after re-lodges FF=0.70.
 )
 
 
+def _is_draught_proofed(window: SapWindow) -> bool:
+    """`SapWindow.draught_proofed` is `Union[bool, str]` (bool from the
+    site-notes mapper, the string "true"/"false" from the API). Normalise
+    to a bool."""
+    flag = window.draught_proofed
+    if isinstance(flag, bool):
+        return flag
+    return flag.strip().lower() in {"true", "yes"}
+
+
+def _recompute_percent_draughtproofed(
+    epc: EpcPropertyData, upgraded_indices: tuple[int, ...]
+) -> Optional[int]:
+    """RdSAP 10 §8.1 draught-proofing percentage after a glazing upgrade.
+
+    §8.1: "[(number of draughtproofed openable windows & doors) / (total
+    number of openable windows & doors)] × 100", as an integer. Sealed
+    double/secondary units are draught-proofed, so every upgraded window
+    that was NOT draught-proofed flips into the numerator.
+
+    Anchored on the lodged dwelling-level `percent_draughtproofed` (the
+    value the §2 cascade reads) rather than re-deriving the before-count
+    from per-window flags: the unchanged openings are already folded into
+    that aggregate, so this is robust to incomplete window extraction.
+
+        d0    = round(before% / 100 × N)        # draught-proofed before
+        after = round((d0 + flips) / N × 100)    # RdSAP 10 §8.1, integer
+
+    N counts every openable window (vertical + roof) plus external doors.
+    Returns None when no before% is lodged or there are no openings.
+    """
+    before = epc.percent_draughtproofed
+    if before is None:
+        return None
+    n_openings = (
+        len(epc.sap_windows)
+        + len(epc.sap_roof_windows or [])
+        + (epc.door_count or 0)
+    )
+    if n_openings <= 0:
+        return None
+    flips = sum(
+        1
+        for index in upgraded_indices
+        if not _is_draught_proofed(epc.sap_windows[index])
+    )
+    draught_proofed_before = round(before / 100 * n_openings)
+    after = round((draught_proofed_before + flips) / n_openings * 100)
+    return max(0, min(100, after))
+
+
 def recommend_glazing(
     epc: EpcPropertyData,
     products: ProductRepository,
@@ -99,9 +156,15 @@ def recommend_glazing(
                 glazing_type=target.glazing_type,
                 u_value=target.u_value,
                 solar_transmittance=target.solar_transmittance,
+                frame_factor=target.frame_factor,
             )
             for index in single_indices
-        }
+        },
+        # Sealed units draught-proof the panes they replace — RdSAP 10
+        # §8.1 re-lodges the dwelling's percentage (cert 001431: 84 → 100).
+        percent_draughtproofed=_recompute_percent_draughtproofed(
+            epc, single_indices
+        ),
     )
     cost = Cost(
         total=len(single_indices) * product.unit_cost_per_m2,
diff --git a/domain/modelling/scoring/overlay_applicator.py b/domain/modelling/scoring/overlay_applicator.py
index 848f1a8f..93875bbf 100644
--- a/domain/modelling/scoring/overlay_applicator.py
+++ b/domain/modelling/scoring/overlay_applicator.py
@@ -106,6 +106,8 @@ def apply_simulations(
             result.property_type = simulation.property_type
         if simulation.built_form is not None:
             result.built_form = simulation.built_form
+        if simulation.percent_draughtproofed is not None:
+            result.percent_draughtproofed = simulation.percent_draughtproofed
 
     return result
 
@@ -218,11 +220,13 @@ def _fold_lighting(epc: EpcPropertyData, overlay: LightingOverlay) -> None:
 
 def _fold_window(window: SapWindow, overlay: WindowOverlay) -> None:
     """Write a `WindowOverlay`'s non-``None`` fields onto a (copied) window:
-    ``glazing_type`` flat on the window, ``u_value`` / ``solar_transmittance``
-    into its `WindowTransmissionDetails` (where the cascade reads them), starting
-    a fresh one when the window lodged none."""
+    ``glazing_type`` and ``frame_factor`` flat on the window, ``u_value`` /
+    ``solar_transmittance`` into its `WindowTransmissionDetails` (where the
+    cascade reads them), starting a fresh one when the window lodged none."""
     if overlay.glazing_type is not None:
         window.glazing_type = overlay.glazing_type
+    if overlay.frame_factor is not None:
+        window.frame_factor = overlay.frame_factor
     if overlay.u_value is None and overlay.solar_transmittance is None:
         return
     details: Optional[WindowTransmissionDetails] = window.window_transmission_details
diff --git a/domain/modelling/simulation.py b/domain/modelling/simulation.py
index 77ce2537..2f6fc94d 100644
--- a/domain/modelling/simulation.py
+++ b/domain/modelling/simulation.py
@@ -77,12 +77,16 @@ class WindowOverlay:
     are written into the window's `WindowTransmissionDetails` — where the
     calculator reads heat loss and solar gain from — because our calculator
     consumes the lodged values directly rather than deriving them from
-    `glazing_type`. A `None` field means "leave the baseline value unchanged".
+    `glazing_type`. `frame_factor` is written flat on the window (the §6
+    solar-gain area factor); a replacement unit re-lodges its own FF, which
+    can differ from the pane it replaced. A `None` field means "leave the
+    baseline value unchanged".
     """
 
     glazing_type: Optional[int] = None
     u_value: Optional[float] = None
     solar_transmittance: Optional[float] = None
+    frame_factor: Optional[float] = None
 
 
 @dataclass(frozen=True)
@@ -263,3 +267,8 @@ class EpcSimulation:
     # built form (property_type drives party-wall heat loss + measure eligibility).
     property_type: Optional[str] = None
     built_form: Optional[str] = None
+    # Whole-dwelling RdSAP 10 §8.1 draught-proofing percentage, when a
+    # Measure changes it (e.g. glazing: sealed units draught-proof the
+    # panes they replace). The §2 cascade reads this dwelling-level value,
+    # so the overlay sets it directly. `None` leaves the baseline's value.
+    percent_draughtproofed: Optional[int] = None
diff --git a/tests/domain/modelling/test_elmhurst_cascade_pins.py b/tests/domain/modelling/test_elmhurst_cascade_pins.py
index 19186eae..c99f7b6f 100644
--- a/tests/domain/modelling/test_elmhurst_cascade_pins.py
+++ b/tests/domain/modelling/test_elmhurst_cascade_pins.py
@@ -492,10 +492,11 @@ def test_suspended_floor_overlay_reproduces_the_relodged_after() -> None:
 
 
 def test_double_glazing_overlay_reproduces_the_relodged_after_windows() -> None:
-    # The full-SAP pin below is xfail (draught-proofing coupling), but the
-    # overlay's actual job — turning every single-glazed window into the
-    # relodged spec — is deterministic and must hold exactly: it proves the
-    # generator detects BOTH single-glazing codes (1 and 15) on the real cert.
+    # The full-SAP pin below now passes (the draught-proofing + frame-factor
+    # coupling is modelled), but this narrower pin isolates the overlay's actual
+    # job — turning every single-glazed window into the relodged spec — which is
+    # deterministic and must hold exactly: it proves the generator detects BOTH
+    # single-glazing codes (1 and 15) on the real cert.
     # Arrange
     before: EpcPropertyData = parse_recommendation_summary(
         "double_glazing_001431_before.pdf"
@@ -528,24 +529,13 @@ def test_double_glazing_overlay_reproduces_the_relodged_after_windows() -> None:
     assert _window_spec(applied) == _window_spec(after)
 
 
-_GLAZING_DRAUGHT_COUPLING_REASON: Final[str] = (
-    "Blocked on the glazing measure's draught-proofing coupling. The window "
-    "U/g overlay reproduces the after's 14 windows EXACTLY (all four single-"
-    "glazed panes — codes 1 and 15 — become the relodged double/secondary "
-    "spec). The residual ~0.7 SAP is a secondary effect the overlay does not "
-    "model: replacing the single-glazed (lodged draught_proofed=No) windows "
-    "with sealed units re-lodges percent_draughtproofed 84->100 (~0.3 SAP) and "
-    "lowers fabric heat loss by ~+150 kWh space heating (~0.4 SAP) not yet "
-    "isolated. Flips green once the glazing overlay propagates draught-proofing "
-    "(and the residual fabric coupling is modelled)."
-)
-
-
-@pytest.mark.xfail(strict=True, reason=_GLAZING_DRAUGHT_COUPLING_REASON)
 def test_double_glazing_overlay_reproduces_the_relodged_after() -> None:
     # Arrange — cert 001431 lodges four single-glazed windows (codes 1 and 15,
     # "single glazing, known data"); the after re-lodges every one as double
-    # (gt=5, U=1.40, g=0.72).
+    # (gt=5, U=1.40, g=0.72). The overlay now also models the two secondary
+    # effects of fitting sealed units: RdSAP 10 §8.1 draught-proofing
+    # 84 → 100 (`percent_draughtproofed`) and the re-lodged FF=0.70 on the
+    # panes that lodged FF 1.00 / 0.50 — so the full-SAP pin closes.
     before: EpcPropertyData = parse_recommendation_summary(
         "double_glazing_001431_before.pdf"
     )
@@ -561,7 +551,6 @@ def test_double_glazing_overlay_reproduces_the_relodged_after() -> None:
     )
 
 
-@pytest.mark.xfail(strict=True, reason=_GLAZING_DRAUGHT_COUPLING_REASON)
 def test_secondary_glazing_overlay_reproduces_the_relodged_after() -> None:
     # Arrange — a planning protection forces secondary glazing; the after
     # re-lodges every single-glazed window as secondary (gt=11, U=2.90, g=0.85).
diff --git a/tests/domain/modelling/test_glazing_recommendation.py b/tests/domain/modelling/test_glazing_recommendation.py
index 993052f0..52063b5e 100644
--- a/tests/domain/modelling/test_glazing_recommendation.py
+++ b/tests/domain/modelling/test_glazing_recommendation.py
@@ -67,8 +67,12 @@ def test_single_glazed_dwelling_yields_a_double_glazing_recommendation() -> None
     option = recommendation.options[0]
     assert option.measure_type == "double_glazing"
     assert dict(option.overlay.windows) == {
-        0: WindowOverlay(glazing_type=5, u_value=1.40, solar_transmittance=0.72),
-        2: WindowOverlay(glazing_type=5, u_value=1.40, solar_transmittance=0.72),
+        0: WindowOverlay(
+            glazing_type=5, u_value=1.40, solar_transmittance=0.72, frame_factor=0.70
+        ),
+        2: WindowOverlay(
+            glazing_type=5, u_value=1.40, solar_transmittance=0.72, frame_factor=0.70
+        ),
     }
 
 
@@ -121,6 +125,10 @@ def test_planning_protection_picks_secondary_glazing_over_double() -> None:
     option = recommendation.options[0]
     assert option.measure_type == "secondary_glazing"
     assert dict(option.overlay.windows) == {
-        0: WindowOverlay(glazing_type=11, u_value=2.90, solar_transmittance=0.85),
-        2: WindowOverlay(glazing_type=11, u_value=2.90, solar_transmittance=0.85),
+        0: WindowOverlay(
+            glazing_type=11, u_value=2.90, solar_transmittance=0.85, frame_factor=0.70
+        ),
+        2: WindowOverlay(
+            glazing_type=11, u_value=2.90, solar_transmittance=0.85, frame_factor=0.70
+        ),
     }